FileBase /isis1/Yuta/YutaData/YutaMouse32-150320/YutaMouse32-150320 ElecNo 5 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 24.43 and 36.64 GB of RAM. Memory request: 12.21 GB would take us to total of 12.21 GB. ---------------------------------------------------------- Loaded 6556122 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 4.07 GB would take us to total of 16.29 GB. ------ Running on subset of 2185374 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 17 (596 points): Lose 134.234502 but Gain 3620.129790 Iteration 0F (171.420000 sec): 19 clusters Score: Raw -331122059.128163 + Penalty 65162.336214 = -331056896.791950 nChanged 2070805 Deleting Class 18 (1573 points): Lose 2236.487179 but Gain 3620.129790 Iteration 1F (232.490000 sec): 18 clusters Score: Raw -375296091.181550 + Penalty 61542.206424 = -375234548.975126 nChanged 532231 Deleting Class 19 (2855 points): Lose 3106.198505 but Gain 3620.129790 Iteration 2F (291.830000 sec): 17 clusters Score: Raw -376636570.760655 + Penalty 57922.076634 = -376578648.684021 nChanged 292048 Iteration 3F (346.880000 sec): 17 clusters Score: Raw -377157375.596129 + Penalty 57922.076634 = -377099453.519494 nChanged 154855 Iteration 4F (399.850000 sec): 17 clusters Score: Raw -377406044.501344 + Penalty 57922.076634 = -377348122.424710 nChanged 108425 Iteration 5Q (418.750000 sec): 17 clusters Score: Raw -377566607.129741 + Penalty 57922.076634 = -377508685.053107 nChanged 84739 Iteration 6Q (437.320000 sec): 17 clusters Score: Raw -377635004.543091 + Penalty 57922.076634 = -377577082.466456 nChanged 63818 Iteration 7Q (455.330000 sec): 17 clusters Score: Raw -377671889.254201 + Penalty 57922.076634 = -377613967.177567 nChanged 50268 Iteration 8Q (472.780000 sec): 17 clusters Score: Raw -377696163.288823 + Penalty 57922.076634 = -377638241.212188 nChanged 42672 Iteration 9Q (490.050000 sec): 17 clusters Score: Raw -377713346.128613 + Penalty 57922.076634 = -377655424.051979 nChanged 38627 Iteration 10Q (507.250000 sec): 17 clusters Score: Raw -377730100.572245 + Penalty 57922.076634 = -377672178.495611 nChanged 36790 Iteration 11Q (524.320000 sec): 17 clusters Score: Raw -377748131.473945 + Penalty 57922.076634 = -377690209.397311 nChanged 37404 Iteration 12Q (541.330000 sec): 17 clusters Score: Raw -377774192.499899 + Penalty 57922.076634 = -377716270.423265 nChanged 39640 Iteration 13Q (558.340000 sec): 17 clusters Score: Raw -377811094.051736 + Penalty 57922.076634 = -377753171.975102 nChanged 39075 Iteration 14Q (575.180000 sec): 17 clusters Score: Raw -377844541.878152 + Penalty 57922.076634 = -377786619.801517 nChanged 31525 Iteration 15Q (591.810000 sec): 17 clusters Score: Raw -377864358.383680 + Penalty 57922.076634 = -377806436.307045 nChanged 24228 Iteration 16Q (608.230000 sec): 17 clusters Score: Raw -377874288.579673 + Penalty 57922.076634 = -377816366.503039 nChanged 19306 Iteration 17Q (624.620000 sec): 17 clusters Score: Raw -377879838.693253 + Penalty 57922.076634 = -377821916.616619 nChanged 16072 Iteration 18Q (640.940000 sec): 17 clusters Score: Raw -377883293.423121 + Penalty 57922.076634 = -377825371.346487 nChanged 14030 Iteration 19Q (657.250000 sec): 17 clusters Score: Raw -377885627.473332 + Penalty 57922.076634 = -377827705.396698 nChanged 12622 Writing temp clu file Because OldScore, -377825371.346487, is greater than current (better) Score,-377827705.396698 Compute initial score before splitting: Score: Raw -377885627.473332 + Penalty 57922.076634 = -377827705.396698 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (1325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.670000 sec): 2 clusters Score: Raw -185412.010166 + Penalty 1782.913599 = -183629.096567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.670000 sec): 3 clusters Score: Raw -185583.068298 + Penalty 3565.827198 = -182017.241100 nChanged 498 SP:Iteration 1F (657.680000 sec): 3 clusters Score: Raw -188671.136918 + Penalty 3565.827198 = -185105.309720 nChanged 253 SP:Iteration 2F (657.680000 sec): 3 clusters Score: Raw -191344.189652 + Penalty 3565.827198 = -187778.362454 nChanged 85 SP:Iteration 3F (657.690000 sec): 3 clusters Score: Raw -194045.848889 + Penalty 3565.827198 = -190480.021691 nChanged 26 SP:Iteration 4Q (657.700000 sec): 3 clusters Score: Raw -194580.846616 + Penalty 3565.827198 = -191015.019418 nChanged 10 SP:Iteration 5Q (657.700000 sec): 3 clusters Score: Raw -194650.485144 + Penalty 3565.827198 = -191084.657945 nChanged 4 SP:Iteration 6Q (657.700000 sec): 3 clusters Score: Raw -194658.102490 + Penalty 3565.827198 = -191092.275291 nChanged 1 SP:Iteration 7Q (657.710000 sec): 3 clusters Score: Raw -194659.028135 + Penalty 3565.827198 = -191093.200936 nChanged 0 SP:Iteration 8F (657.710000 sec): 3 clusters Score: Raw -194659.028135 + Penalty 3565.827198 = -191093.200936 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (4113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.750000 sec): 2 clusters Score: Raw -604367.276099 + Penalty 2063.833176 = -602303.442923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.760000 sec): 3 clusters Score: Raw -602705.762623 + Penalty 4127.666352 = -598578.096271 nChanged 1555 SP:Iteration 1F (657.780000 sec): 3 clusters Score: Raw -605882.382291 + Penalty 4127.666352 = -601754.715939 nChanged 695 SP:Iteration 2F (657.800000 sec): 3 clusters Score: Raw -608123.866044 + Penalty 4127.666352 = -603996.199692 nChanged 436 SP:Iteration 3F (657.820000 sec): 3 clusters Score: Raw -609392.059508 + Penalty 4127.666352 = -605264.393156 nChanged 279 SP:Iteration 4F (657.840000 sec): 3 clusters Score: Raw -610297.073784 + Penalty 4127.666352 = -606169.407431 nChanged 261 SP:Iteration 5F (657.850000 sec): 3 clusters Score: Raw -611760.894727 + Penalty 4127.666352 = -607633.228375 nChanged 274 SP:Iteration 6F (657.870000 sec): 3 clusters Score: Raw -615086.222913 + Penalty 4127.666352 = -610958.556561 nChanged 319 SP:Iteration 7F (657.890000 sec): 3 clusters Score: Raw -618488.114084 + Penalty 4127.666352 = -614360.447731 nChanged 136 SP:Iteration 8Q (657.900000 sec): 3 clusters Score: Raw -619441.437880 + Penalty 4127.666352 = -615313.771528 nChanged 94 SP:Iteration 9Q (657.910000 sec): 3 clusters Score: Raw -619644.836756 + Penalty 4127.666352 = -615517.170403 nChanged 60 SP:Iteration 10Q (657.920000 sec): 3 clusters Score: Raw -619754.684470 + Penalty 4127.666352 = -615627.018117 nChanged 56 SP:Iteration 11Q (657.940000 sec): 3 clusters Score: Raw -619871.975102 + Penalty 4127.666352 = -615744.308750 nChanged 56 SP:Iteration 12Q (657.950000 sec): 3 clusters Score: Raw -620015.772399 + Penalty 4127.666352 = -615888.106047 nChanged 46 SP:Iteration 13Q (657.960000 sec): 3 clusters Score: Raw -620125.575655 + Penalty 4127.666352 = -615997.909303 nChanged 43 SP:Iteration 14Q (657.980000 sec): 3 clusters Score: Raw -620194.013811 + Penalty 4127.666352 = -616066.347458 nChanged 21 SP:Iteration 15Q (657.990000 sec): 3 clusters Score: Raw -620211.189035 + Penalty 4127.666352 = -616083.522682 nChanged 16 SP:Iteration 16Q (658.000000 sec): 3 clusters Score: Raw -620220.938001 + Penalty 4127.666352 = -616093.271649 nChanged 7 SP:Iteration 17Q (658.010000 sec): 3 clusters Score: Raw -620226.231164 + Penalty 4127.666352 = -616098.564812 nChanged 4 SP:Iteration 18Q (658.030000 sec): 3 clusters Score: Raw -620227.865963 + Penalty 4127.666352 = -616100.199611 nChanged 2 SP:Iteration 19Q (658.040000 sec): 3 clusters Score: Raw -620229.483395 + Penalty 4127.666352 = -616101.817043 nChanged 2 SP:Iteration 20F (658.060000 sec): 3 clusters Score: Raw -620230.102796 + Penalty 4127.666352 = -616102.436443 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 16.29 GB. Trying to split cluster 3 (1302658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.340000 sec): 2 clusters Score: Raw -230916235.330454 + Penalty 3491.819503 = -230912743.510951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.990000 sec): 3 clusters Score: Raw -230034492.948172 + Penalty 6983.639006 = -230027509.309166 nChanged 640840 SP:Iteration 1F (675.590000 sec): 3 clusters Score: Raw -230432707.289607 + Penalty 6983.639006 = -230425723.650602 nChanged 53732 SP:Iteration 2Q (681.340000 sec): 3 clusters Score: Raw -230457033.157207 + Penalty 6983.639006 = -230450049.518201 nChanged 81651 SP:Iteration 3F (686.900000 sec): 3 clusters Score: Raw -230510450.279101 + Penalty 6983.639006 = -230503466.640095 nChanged 104558 SP:Iteration 4F (692.490000 sec): 3 clusters Score: Raw -230587693.933681 + Penalty 6983.639006 = -230580710.294675 nChanged 105473 SP:Iteration 5F (698.040000 sec): 3 clusters Score: Raw -230667420.677575 + Penalty 6983.639006 = -230660437.038569 nChanged 93541 SP:Iteration 6F (703.620000 sec): 3 clusters Score: Raw -230743322.902109 + Penalty 6983.639006 = -230736339.263103 nChanged 79083 SP:Iteration 7F (709.130000 sec): 3 clusters Score: Raw -230813610.578502 + Penalty 6983.639006 = -230806626.939496 nChanged 58974 SP:Iteration 8Q (714.750000 sec): 3 clusters Score: Raw -230867516.050643 + Penalty 6983.639006 = -230860532.411637 nChanged 34277 SP:Iteration 9Q (720.110000 sec): 3 clusters Score: Raw -230897089.212098 + Penalty 6983.639006 = -230890105.573092 nChanged 15769 SP:Iteration 10Q (725.060000 sec): 3 clusters Score: Raw -230909299.263316 + Penalty 6983.639006 = -230902315.624310 nChanged 6423 SP:Iteration 11Q (729.600000 sec): 3 clusters Score: Raw -230913791.029708 + Penalty 6983.639006 = -230906807.390703 nChanged 2892 SP:Iteration 12Q (733.860000 sec): 3 clusters Score: Raw -230915692.336523 + Penalty 6983.639006 = -230908708.697517 nChanged 1432 SP:Iteration 13Q (737.980000 sec): 3 clusters Score: Raw -230916595.225134 + Penalty 6983.639006 = -230909611.586129 nChanged 849 SP:Iteration 14Q (742.030000 sec): 3 clusters Score: Raw -230917076.788272 + Penalty 6983.639006 = -230910093.149266 nChanged 611 SP:Iteration 15Q (746.000000 sec): 3 clusters Score: Raw -230917406.761645 + Penalty 6983.639006 = -230910423.122639 nChanged 466 SP:Iteration 16Q (750.010000 sec): 3 clusters Score: Raw -230917644.328482 + Penalty 6983.639006 = -230910660.689476 nChanged 378 SP:Iteration 17Q (753.950000 sec): 3 clusters Score: Raw -230917818.558202 + Penalty 6983.639006 = -230910834.919196 nChanged 329 SP:Iteration 18Q (757.770000 sec): 3 clusters Score: Raw -230917961.693535 + Penalty 6983.639006 = -230910978.054529 nChanged 253 SP:Iteration 19Q (761.630000 sec): 3 clusters Score: Raw -230918059.265707 + Penalty 6983.639006 = -230911075.626701 nChanged 235 SP:Iteration 20F (766.960000 sec): 3 clusters Score: Raw -230918142.344494 + Penalty 6983.639006 = -230911158.705488 nChanged 198 SP:Iteration 21Q (770.870000 sec): 3 clusters Score: Raw -230918213.065595 + Penalty 6983.639006 = -230911229.426589 nChanged 182 SP:Iteration 22Q (774.720000 sec): 3 clusters Score: Raw -230918268.309240 + Penalty 6983.639006 = -230911284.670234 nChanged 153 SP:Iteration 23Q (778.640000 sec): 3 clusters Score: Raw -230918318.955508 + Penalty 6983.639006 = -230911335.316502 nChanged 140 SP:Iteration 24Q (782.480000 sec): 3 clusters Score: Raw -230918358.255151 + Penalty 6983.639006 = -230911374.616145 nChanged 117 SP:Iteration 25Q (786.290000 sec): 3 clusters Score: Raw -230918387.988335 + Penalty 6983.639006 = -230911404.349329 nChanged 106 SP:Iteration 26Q (790.160000 sec): 3 clusters Score: Raw -230918416.120867 + Penalty 6983.639006 = -230911432.481861 nChanged 94 SP:Iteration 27Q (793.980000 sec): 3 clusters Score: Raw -230918439.901589 + Penalty 6983.639006 = -230911456.262584 nChanged 79 SP:Iteration 28Q (797.850000 sec): 3 clusters Score: Raw -230918458.179500 + Penalty 6983.639006 = -230911474.540495 nChanged 61 SP:Iteration 29Q (801.660000 sec): 3 clusters Score: Raw -230918472.400729 + Penalty 6983.639006 = -230911488.761723 nChanged 59 SP:Iteration 30Q (805.490000 sec): 3 clusters Score: Raw -230918485.471603 + Penalty 6983.639006 = -230911501.832598 nChanged 57 SP:Iteration 31Q (809.360000 sec): 3 clusters Score: Raw -230918496.221337 + Penalty 6983.639006 = -230911512.582332 nChanged 60 SP:Iteration 32Q (813.150000 sec): 3 clusters Score: Raw -230918507.664906 + Penalty 6983.639006 = -230911524.025901 nChanged 49 SP:Iteration 33Q (816.990000 sec): 3 clusters Score: Raw -230918516.184384 + Penalty 6983.639006 = -230911532.545378 nChanged 41 SP:Iteration 34Q (820.790000 sec): 3 clusters Score: Raw -230918524.164533 + Penalty 6983.639006 = -230911540.525527 nChanged 34 SP:Iteration 35Q (824.630000 sec): 3 clusters Score: Raw -230918529.954819 + Penalty 6983.639006 = -230911546.315813 nChanged 32 SP:Iteration 36Q (828.450000 sec): 3 clusters Score: Raw -230918534.012350 + Penalty 6983.639006 = -230911550.373344 nChanged 30 SP:Iteration 37Q (832.240000 sec): 3 clusters Score: Raw -230918539.786832 + Penalty 6983.639006 = -230911556.147826 nChanged 31 SP:Iteration 38Q (836.090000 sec): 3 clusters Score: Raw -230918544.746359 + Penalty 6983.639006 = -230911561.107353 nChanged 27 SP:Iteration 39Q (839.910000 sec): 3 clusters Score: Raw -230918549.054362 + Penalty 6983.639006 = -230911565.415356 nChanged 20 SP:Iteration 40F (845.300000 sec): 3 clusters Score: Raw -230918551.323057 + Penalty 6983.639006 = -230911567.684051 nChanged 17 SP:Iteration 41Q (849.340000 sec): 3 clusters Score: Raw -230918553.997390 + Penalty 6983.639006 = -230911570.358384 nChanged 12 SP:Iteration 42Q (853.410000 sec): 3 clusters Score: Raw -230918555.711965 + Penalty 6983.639006 = -230911572.072960 nChanged 12 SP:Iteration 43Q (857.270000 sec): 3 clusters Score: Raw -230918557.782201 + Penalty 6983.639006 = -230911574.143195 nChanged 17 SP:Iteration 44Q (861.120000 sec): 3 clusters Score: Raw -230918560.821263 + Penalty 6983.639006 = -230911577.182257 nChanged 16 SP:Iteration 45Q (865.040000 sec): 3 clusters Score: Raw -230918563.368829 + Penalty 6983.639006 = -230911579.729823 nChanged 19 SP:Iteration 46Q (868.930000 sec): 3 clusters Score: Raw -230918565.899570 + Penalty 6983.639006 = -230911582.260564 nChanged 22 SP:Iteration 47Q (872.800000 sec): 3 clusters Score: Raw -230918569.095310 + Penalty 6983.639006 = -230911585.456304 nChanged 21 SP:Iteration 48Q (876.690000 sec): 3 clusters Score: Raw -230918572.788344 + Penalty 6983.639006 = -230911589.149338 nChanged 27 SP:Iteration 49Q (880.580000 sec): 3 clusters Score: Raw -230918576.451433 + Penalty 6983.639006 = -230911592.812428 nChanged 17 SP:Iteration 50Q (884.450000 sec): 3 clusters Score: Raw -230918578.880033 + Penalty 6983.639006 = -230911595.241027 nChanged 17 SP:Iteration 51Q (888.310000 sec): 3 clusters Score: Raw -230918582.140609 + Penalty 6983.639006 = -230911598.501603 nChanged 16 SP:Iteration 52Q (892.170000 sec): 3 clusters Score: Raw -230918584.905675 + Penalty 6983.639006 = -230911601.266670 nChanged 17 SP:Iteration 53Q (896.030000 sec): 3 clusters Score: Raw -230918587.524392 + Penalty 6983.639006 = -230911603.885386 nChanged 19 SP:Iteration 54Q (899.930000 sec): 3 clusters Score: Raw -230918590.421201 + Penalty 6983.639006 = -230911606.782195 nChanged 13 SP:Iteration 55Q (903.770000 sec): 3 clusters Score: Raw -230918593.447218 + Penalty 6983.639006 = -230911609.808212 nChanged 14 SP:Iteration 56Q (907.590000 sec): 3 clusters Score: Raw -230918595.260653 + Penalty 6983.639006 = -230911611.621647 nChanged 14 SP:Iteration 57Q (911.450000 sec): 3 clusters Score: Raw -230918597.227169 + Penalty 6983.639006 = -230911613.588163 nChanged 8 SP:Iteration 58Q (915.280000 sec): 3 clusters Score: Raw -230918598.394711 + Penalty 6983.639006 = -230911614.755705 nChanged 3 SP:Iteration 59Q (919.180000 sec): 3 clusters Score: Raw -230918598.602024 + Penalty 6983.639006 = -230911614.963018 nChanged 3 SP:Iteration 60F (924.540000 sec): 3 clusters Score: Raw -230918598.814085 + Penalty 6983.639006 = -230911615.175079 nChanged 1 SP:Iteration 61Q (928.460000 sec): 3 clusters Score: Raw -230918598.840125 + Penalty 6983.639006 = -230911615.201119 nChanged 1 SP:Iteration 62Q (932.330000 sec): 3 clusters Score: Raw -230918598.898932 + Penalty 6983.639006 = -230911615.259926 nChanged 3 SP:Iteration 63Q (936.190000 sec): 3 clusters Score: Raw -230918599.825360 + Penalty 6983.639006 = -230911616.186355 nChanged 4 SP:Iteration 64Q (940.090000 sec): 3 clusters Score: Raw -230918600.667332 + Penalty 6983.639006 = -230911617.028326 nChanged 9 SP:Iteration 65Q (943.950000 sec): 3 clusters Score: Raw -230918602.225415 + Penalty 6983.639006 = -230911618.586409 nChanged 12 SP:Iteration 66Q (948.160000 sec): 3 clusters Score: Raw -230918603.925947 + Penalty 6983.639006 = -230911620.286941 nChanged 6 SP:Iteration 67Q (952.410000 sec): 3 clusters Score: Raw -230918604.810150 + Penalty 6983.639006 = -230911621.171144 nChanged 10 SP:Iteration 68Q (956.500000 sec): 3 clusters Score: Raw -230918606.402018 + Penalty 6983.639006 = -230911622.763012 nChanged 7 SP:Iteration 69Q (960.550000 sec): 3 clusters Score: Raw -230918607.179529 + Penalty 6983.639006 = -230911623.540523 nChanged 5 SP:Iteration 70Q (964.610000 sec): 3 clusters Score: Raw -230918607.945026 + Penalty 6983.639006 = -230911624.306020 nChanged 8 SP:Iteration 71Q (968.700000 sec): 3 clusters Score: Raw -230918608.785236 + Penalty 6983.639006 = -230911625.146230 nChanged 4 SP:Iteration 72Q (972.780000 sec): 3 clusters Score: Raw -230918609.317925 + Penalty 6983.639006 = -230911625.678919 nChanged 5 SP:Iteration 73Q (976.870000 sec): 3 clusters Score: Raw -230918610.032670 + Penalty 6983.639006 = -230911626.393664 nChanged 4 SP:Iteration 74Q (980.950000 sec): 3 clusters Score: Raw -230918610.671664 + Penalty 6983.639006 = -230911627.032658 nChanged 4 SP:Iteration 75Q (985.030000 sec): 3 clusters Score: Raw -230918611.248120 + Penalty 6983.639006 = -230911627.609115 nChanged 3 SP:Iteration 76Q (989.110000 sec): 3 clusters Score: Raw -230918611.843417 + Penalty 6983.639006 = -230911628.204411 nChanged 7 SP:Iteration 77Q (993.160000 sec): 3 clusters Score: Raw -230918612.979287 + Penalty 6983.639006 = -230911629.340281 nChanged 6 SP:Iteration 78Q (997.240000 sec): 3 clusters Score: Raw -230918613.495857 + Penalty 6983.639006 = -230911629.856851 nChanged 4 SP:Iteration 79Q (1001.310000 sec): 3 clusters Score: Raw -230918614.118168 + Penalty 6983.639006 = -230911630.479162 nChanged 8 SP:Iteration 80F (1006.930000 sec): 3 clusters Score: Raw -230918615.583960 + Penalty 6983.639006 = -230911631.944954 nChanged 10 SP:Iteration 81Q (1011.020000 sec): 3 clusters Score: Raw -230918616.850800 + Penalty 6983.639006 = -230911633.211794 nChanged 8 SP:Iteration 82Q (1015.090000 sec): 3 clusters Score: Raw -230918617.778928 + Penalty 6983.639006 = -230911634.139922 nChanged 8 SP:Iteration 83Q (1019.170000 sec): 3 clusters Score: Raw -230918618.470556 + Penalty 6983.639006 = -230911634.831551 nChanged 5 SP:Iteration 84Q (1023.230000 sec): 3 clusters Score: Raw -230918619.069232 + Penalty 6983.639006 = -230911635.430226 nChanged 4 SP:Iteration 85Q (1027.270000 sec): 3 clusters Score: Raw -230918619.630688 + Penalty 6983.639006 = -230911635.991683 nChanged 4 SP:Iteration 86Q (1031.100000 sec): 3 clusters Score: Raw -230918619.993037 + Penalty 6983.639006 = -230911636.354031 nChanged 5 SP:Iteration 87Q (1034.970000 sec): 3 clusters Score: Raw -230918620.424354 + Penalty 6983.639006 = -230911636.785348 nChanged 8 SP:Iteration 88Q (1038.850000 sec): 3 clusters Score: Raw -230918621.308296 + Penalty 6983.639006 = -230911637.669290 nChanged 10 SP:Iteration 89Q (1042.690000 sec): 3 clusters Score: Raw -230918622.838655 + Penalty 6983.639006 = -230911639.199649 nChanged 9 SP:Iteration 90Q (1046.590000 sec): 3 clusters Score: Raw -230918623.690692 + Penalty 6983.639006 = -230911640.051686 nChanged 7 SP:Iteration 91Q (1050.430000 sec): 3 clusters Score: Raw -230918624.642478 + Penalty 6983.639006 = -230911641.003472 nChanged 10 SP:Iteration 92Q (1054.310000 sec): 3 clusters Score: Raw -230918625.778429 + Penalty 6983.639006 = -230911642.139423 nChanged 3 SP:Iteration 93Q (1058.170000 sec): 3 clusters Score: Raw -230918626.145983 + Penalty 6983.639006 = -230911642.506977 nChanged 5 SP:Iteration 94Q (1062.040000 sec): 3 clusters Score: Raw -230918626.538382 + Penalty 6983.639006 = -230911642.899377 nChanged 6 SP:Iteration 95Q (1065.960000 sec): 3 clusters Score: Raw -230918627.074854 + Penalty 6983.639006 = -230911643.435848 nChanged 4 SP:Iteration 96Q (1069.810000 sec): 3 clusters Score: Raw -230918627.480371 + Penalty 6983.639006 = -230911643.841365 nChanged 2 SP:Iteration 97Q (1073.690000 sec): 3 clusters Score: Raw -230918627.746074 + Penalty 6983.639006 = -230911644.107068 nChanged 1 SP:Iteration 98Q (1077.560000 sec): 3 clusters Score: Raw -230918627.784938 + Penalty 6983.639006 = -230911644.145932 nChanged 1 SP:Iteration 99Q (1081.420000 sec): 3 clusters Score: Raw -230918627.852734 + Penalty 6983.639006 = -230911644.213729 nChanged 0 SP:Iteration 100F (1086.770000 sec): 3 clusters Score: Raw -230918627.852734 + Penalty 6983.639006 = -230911644.213729 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (14204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.360000 sec): 2 clusters Score: Raw -2364312.654503 + Penalty 2371.197166 = -2361941.457337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.420000 sec): 3 clusters Score: Raw -2356417.219684 + Penalty 4742.394331 = -2351674.825352 nChanged 6184 SP:Iteration 1F (1087.470000 sec): 3 clusters Score: Raw -2363399.495789 + Penalty 4742.394331 = -2358657.101458 nChanged 1784 SP:Iteration 2F (1087.530000 sec): 3 clusters Score: Raw -2370412.034321 + Penalty 4742.394331 = -2365669.639990 nChanged 2649 SP:Iteration 3F (1087.580000 sec): 3 clusters Score: Raw -2375330.611777 + Penalty 4742.394331 = -2370588.217446 nChanged 1771 SP:Iteration 4F (1087.640000 sec): 3 clusters Score: Raw -2377897.568861 + Penalty 4742.394331 = -2373155.174529 nChanged 665 SP:Iteration 5Q (1087.690000 sec): 3 clusters Score: Raw -2378516.084836 + Penalty 4742.394331 = -2373773.690505 nChanged 238 SP:Iteration 6Q (1087.750000 sec): 3 clusters Score: Raw -2378650.576586 + Penalty 4742.394331 = -2373908.182255 nChanged 105 SP:Iteration 7Q (1087.800000 sec): 3 clusters Score: Raw -2378700.523538 + Penalty 4742.394331 = -2373958.129206 nChanged 54 SP:Iteration 8Q (1087.850000 sec): 3 clusters Score: Raw -2378727.228628 + Penalty 4742.394331 = -2373984.834296 nChanged 27 SP:Iteration 9Q (1087.900000 sec): 3 clusters Score: Raw -2378738.470013 + Penalty 4742.394331 = -2373996.075681 nChanged 16 SP:Iteration 10Q (1087.950000 sec): 3 clusters Score: Raw -2378743.311869 + Penalty 4742.394331 = -2374000.917537 nChanged 9 SP:Iteration 11Q (1088.000000 sec): 3 clusters Score: Raw -2378746.231533 + Penalty 4742.394331 = -2374003.837201 nChanged 9 SP:Iteration 12Q (1088.040000 sec): 3 clusters Score: Raw -2378749.120620 + Penalty 4742.394331 = -2374006.726288 nChanged 4 SP:Iteration 13Q (1088.090000 sec): 3 clusters Score: Raw -2378751.155776 + Penalty 4742.394331 = -2374008.761445 nChanged 3 SP:Iteration 14Q (1088.140000 sec): 3 clusters Score: Raw -2378751.811680 + Penalty 4742.394331 = -2374009.417349 nChanged 2 SP:Iteration 15Q (1088.200000 sec): 3 clusters Score: Raw -2378752.416065 + Penalty 4742.394331 = -2374010.021734 nChanged 2 SP:Iteration 16Q (1088.240000 sec): 3 clusters Score: Raw -2378752.896360 + Penalty 4742.394331 = -2374010.502029 nChanged 5 SP:Iteration 17Q (1088.290000 sec): 3 clusters Score: Raw -2378754.214783 + Penalty 4742.394331 = -2374011.820452 nChanged 2 SP:Iteration 18Q (1088.340000 sec): 3 clusters Score: Raw -2378754.730672 + Penalty 4742.394331 = -2374012.336340 nChanged 2 SP:Iteration 19Q (1088.390000 sec): 3 clusters Score: Raw -2378755.311785 + Penalty 4742.394331 = -2374012.917454 nChanged 1 SP:Iteration 20F (1088.440000 sec): 3 clusters Score: Raw -2378755.507145 + Penalty 4742.394331 = -2374013.112813 nChanged 1 SP:Iteration 21Q (1088.500000 sec): 3 clusters Score: Raw -2378755.652994 + Penalty 4742.394331 = -2374013.258662 nChanged 0 SP:Iteration 22F (1088.560000 sec): 3 clusters Score: Raw -2378755.652994 + Penalty 4742.394331 = -2374013.258662 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 16.29 GB. Trying to split cluster 5 (3016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.590000 sec): 2 clusters Score: Raw -488683.156431 + Penalty 1986.898309 = -486696.258122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.600000 sec): 3 clusters Score: Raw -487467.705684 + Penalty 3973.796618 = -483493.909066 nChanged 1106 SP:Iteration 1F (1088.610000 sec): 3 clusters Score: Raw -488681.025668 + Penalty 3973.796618 = -484707.229050 nChanged 380 SP:Iteration 2F (1088.620000 sec): 3 clusters Score: Raw -489652.453996 + Penalty 3973.796618 = -485678.657378 nChanged 355 SP:Iteration 3F (1088.640000 sec): 3 clusters Score: Raw -490954.559298 + Penalty 3973.796618 = -486980.762680 nChanged 333 SP:Iteration 4F (1088.650000 sec): 3 clusters Score: Raw -492078.769069 + Penalty 3973.796618 = -488104.972451 nChanged 214 SP:Iteration 5F (1088.660000 sec): 3 clusters Score: Raw -492948.549869 + Penalty 3973.796618 = -488974.753252 nChanged 150 SP:Iteration 6Q (1088.670000 sec): 3 clusters Score: Raw -493411.461620 + Penalty 3973.796618 = -489437.665002 nChanged 88 SP:Iteration 7Q (1088.680000 sec): 3 clusters Score: Raw -493619.310636 + Penalty 3973.796618 = -489645.514018 nChanged 49 SP:Iteration 8Q (1088.690000 sec): 3 clusters Score: Raw -493734.441680 + Penalty 3973.796618 = -489760.645062 nChanged 38 SP:Iteration 9Q (1088.700000 sec): 3 clusters Score: Raw -493832.442147 + Penalty 3973.796618 = -489858.645529 nChanged 28 SP:Iteration 10Q (1088.710000 sec): 3 clusters Score: Raw -493894.456108 + Penalty 3973.796618 = -489920.659491 nChanged 24 SP:Iteration 11Q (1088.720000 sec): 3 clusters Score: Raw -493950.219342 + Penalty 3973.796618 = -489976.422724 nChanged 13 SP:Iteration 12Q (1088.720000 sec): 3 clusters Score: Raw -493974.802089 + Penalty 3973.796618 = -490001.005471 nChanged 12 SP:Iteration 13Q (1088.740000 sec): 3 clusters Score: Raw -494001.000619 + Penalty 3973.796618 = -490027.204001 nChanged 9 SP:Iteration 14Q (1088.740000 sec): 3 clusters Score: Raw -494017.943535 + Penalty 3973.796618 = -490044.146917 nChanged 10 SP:Iteration 15Q (1088.750000 sec): 3 clusters Score: Raw -494044.372123 + Penalty 3973.796618 = -490070.575506 nChanged 9 SP:Iteration 16Q (1088.760000 sec): 3 clusters Score: Raw -494063.046343 + Penalty 3973.796618 = -490089.249725 nChanged 7 SP:Iteration 17Q (1088.770000 sec): 3 clusters Score: Raw -494093.665222 + Penalty 3973.796618 = -490119.868604 nChanged 4 SP:Iteration 18Q (1088.780000 sec): 3 clusters Score: Raw -494112.317345 + Penalty 3973.796618 = -490138.520728 nChanged 9 SP:Iteration 19Q (1088.790000 sec): 3 clusters Score: Raw -494121.652292 + Penalty 3973.796618 = -490147.855674 nChanged 8 SP:Iteration 20F (1088.800000 sec): 3 clusters Score: Raw -494175.573179 + Penalty 3973.796618 = -490201.776561 nChanged 14 SP:Iteration 21Q (1088.810000 sec): 3 clusters Score: Raw -494257.997040 + Penalty 3973.796618 = -490284.200422 nChanged 22 SP:Iteration 22Q (1088.820000 sec): 3 clusters Score: Raw -494358.700338 + Penalty 3973.796618 = -490384.903721 nChanged 27 SP:Iteration 23Q (1088.820000 sec): 3 clusters Score: Raw -494421.264893 + Penalty 3973.796618 = -490447.468276 nChanged 15 SP:Iteration 24Q (1088.840000 sec): 3 clusters Score: Raw -494455.943557 + Penalty 3973.796618 = -490482.146939 nChanged 17 SP:Iteration 25Q (1088.840000 sec): 3 clusters Score: Raw -494483.459182 + Penalty 3973.796618 = -490509.662565 nChanged 24 SP:Iteration 26Q (1088.850000 sec): 3 clusters Score: Raw -494517.460615 + Penalty 3973.796618 = -490543.663997 nChanged 23 SP:Iteration 27Q (1088.860000 sec): 3 clusters Score: Raw -494556.378636 + Penalty 3973.796618 = -490582.582018 nChanged 22 SP:Iteration 28Q (1088.870000 sec): 3 clusters Score: Raw -494591.275778 + Penalty 3973.796618 = -490617.479160 nChanged 23 SP:Iteration 29Q (1088.880000 sec): 3 clusters Score: Raw -494630.956937 + Penalty 3973.796618 = -490657.160320 nChanged 23 SP:Iteration 30Q (1088.890000 sec): 3 clusters Score: Raw -494666.829157 + Penalty 3973.796618 = -490693.032539 nChanged 25 SP:Iteration 31Q (1088.900000 sec): 3 clusters Score: Raw -494736.728645 + Penalty 3973.796618 = -490762.932027 nChanged 32 SP:Iteration 32Q (1088.910000 sec): 3 clusters Score: Raw -494909.711935 + Penalty 3973.796618 = -490935.915317 nChanged 31 SP:Iteration 33Q (1088.920000 sec): 3 clusters Score: Raw -495275.214081 + Penalty 3973.796618 = -491301.417463 nChanged 10 SP:Iteration 34Q (1088.920000 sec): 3 clusters Score: Raw -495328.904745 + Penalty 3973.796618 = -491355.108127 nChanged 7 SP:Iteration 35Q (1088.930000 sec): 3 clusters Score: Raw -495344.077788 + Penalty 3973.796618 = -491370.281171 nChanged 0 SP:Iteration 36F (1088.940000 sec): 3 clusters Score: Raw -495364.738474 + Penalty 3973.796618 = -491390.941856 nChanged 9 SP:Iteration 37Q (1088.960000 sec): 3 clusters Score: Raw -495412.305493 + Penalty 3973.796618 = -491438.508875 nChanged 14 SP:Iteration 38Q (1088.960000 sec): 3 clusters Score: Raw -495485.814348 + Penalty 3973.796618 = -491512.017731 nChanged 13 SP:Iteration 39Q (1088.970000 sec): 3 clusters Score: Raw -495517.109513 + Penalty 3973.796618 = -491543.312895 nChanged 8 SP:Iteration 40F (1088.980000 sec): 3 clusters Score: Raw -495554.573598 + Penalty 3973.796618 = -491580.776981 nChanged 8 SP:Iteration 41Q (1088.990000 sec): 3 clusters Score: Raw -495644.194697 + Penalty 3973.796618 = -491670.398079 nChanged 20 SP:Iteration 42Q (1089.000000 sec): 3 clusters Score: Raw -495767.846960 + Penalty 3973.796618 = -491794.050343 nChanged 22 SP:Iteration 43Q (1089.010000 sec): 3 clusters Score: Raw -495914.184703 + Penalty 3973.796618 = -491940.388085 nChanged 20 SP:Iteration 44Q (1089.020000 sec): 3 clusters Score: Raw -496057.463173 + Penalty 3973.796618 = -492083.666555 nChanged 24 SP:Iteration 45Q (1089.030000 sec): 3 clusters Score: Raw -496173.562559 + Penalty 3973.796618 = -492199.765942 nChanged 18 SP:Iteration 46Q (1089.040000 sec): 3 clusters Score: Raw -496255.655278 + Penalty 3973.796618 = -492281.858661 nChanged 12 SP:Iteration 47Q (1089.040000 sec): 3 clusters Score: Raw -496291.731535 + Penalty 3973.796618 = -492317.934918 nChanged 7 SP:Iteration 48Q (1089.050000 sec): 3 clusters Score: Raw -496304.729268 + Penalty 3973.796618 = -492330.932650 nChanged 2 SP:Iteration 49Q (1089.060000 sec): 3 clusters Score: Raw -496310.237126 + Penalty 3973.796618 = -492336.440508 nChanged 0 SP:Iteration 50F (1089.070000 sec): 3 clusters Score: Raw -496334.943604 + Penalty 3973.796618 = -492361.146986 nChanged 10 SP:Iteration 51Q (1089.080000 sec): 3 clusters Score: Raw -496379.482613 + Penalty 3973.796618 = -492405.685995 nChanged 5 SP:Iteration 52Q (1089.090000 sec): 3 clusters Score: Raw -496387.570862 + Penalty 3973.796618 = -492413.774245 nChanged 2 SP:Iteration 53Q (1089.100000 sec): 3 clusters Score: Raw -496390.581830 + Penalty 3973.796618 = -492416.785212 nChanged 0 SP:Iteration 54F (1089.110000 sec): 3 clusters Score: Raw -496390.581830 + Penalty 3973.796618 = -492416.785212 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 16.29 GB. Trying to split cluster 6 (5247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.140000 sec): 2 clusters Score: Raw -878068.229158 + Penalty 2124.222117 = -875944.007040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.160000 sec): 3 clusters Score: Raw -875459.875206 + Penalty 4248.444235 = -871211.430971 nChanged 2021 SP:Iteration 1F (1089.180000 sec): 3 clusters Score: Raw -876679.119477 + Penalty 4248.444235 = -872430.675242 nChanged 389 SP:Iteration 2F (1089.200000 sec): 3 clusters Score: Raw -876968.386514 + Penalty 4248.444235 = -872719.942280 nChanged 326 SP:Iteration 3F (1089.220000 sec): 3 clusters Score: Raw -877238.467438 + Penalty 4248.444235 = -872990.023204 nChanged 310 SP:Iteration 4F (1089.240000 sec): 3 clusters Score: Raw -877487.351807 + Penalty 4248.444235 = -873238.907572 nChanged 291 SP:Iteration 5F (1089.270000 sec): 3 clusters Score: Raw -877707.097922 + Penalty 4248.444235 = -873458.653687 nChanged 261 SP:Iteration 6Q (1089.290000 sec): 3 clusters Score: Raw -877908.437767 + Penalty 4248.444235 = -873659.993532 nChanged 240 SP:Iteration 7Q (1089.310000 sec): 3 clusters Score: Raw -878096.076485 + Penalty 4248.444235 = -873847.632250 nChanged 208 SP:Iteration 8Q (1089.330000 sec): 3 clusters Score: Raw -878245.857898 + Penalty 4248.444235 = -873997.413663 nChanged 166 SP:Iteration 9Q (1089.360000 sec): 3 clusters Score: Raw -878364.912930 + Penalty 4248.444235 = -874116.468695 nChanged 123 SP:Iteration 10Q (1089.380000 sec): 3 clusters Score: Raw -878448.951151 + Penalty 4248.444235 = -874200.506916 nChanged 97 SP:Iteration 11Q (1089.400000 sec): 3 clusters Score: Raw -878513.962141 + Penalty 4248.444235 = -874265.517906 nChanged 73 SP:Iteration 12Q (1089.420000 sec): 3 clusters Score: Raw -878556.442164 + Penalty 4248.444235 = -874307.997929 nChanged 59 SP:Iteration 13Q (1089.440000 sec): 3 clusters Score: Raw -878595.747785 + Penalty 4248.444235 = -874347.303550 nChanged 48 SP:Iteration 14Q (1089.460000 sec): 3 clusters Score: Raw -878623.083152 + Penalty 4248.444235 = -874374.638917 nChanged 36 SP:Iteration 15Q (1089.480000 sec): 3 clusters Score: Raw -878643.841470 + Penalty 4248.444235 = -874395.397235 nChanged 30 SP:Iteration 16Q (1089.500000 sec): 3 clusters Score: Raw -878663.096978 + Penalty 4248.444235 = -874414.652743 nChanged 31 SP:Iteration 17Q (1089.520000 sec): 3 clusters Score: Raw -878678.112604 + Penalty 4248.444235 = -874429.668370 nChanged 17 SP:Iteration 18Q (1089.540000 sec): 3 clusters Score: Raw -878688.587224 + Penalty 4248.444235 = -874440.142989 nChanged 20 SP:Iteration 19Q (1089.560000 sec): 3 clusters Score: Raw -878699.869502 + Penalty 4248.444235 = -874451.425267 nChanged 20 SP:Iteration 20F (1089.580000 sec): 3 clusters Score: Raw -878711.392348 + Penalty 4248.444235 = -874462.948113 nChanged 12 SP:Iteration 21Q (1089.600000 sec): 3 clusters Score: Raw -878718.308515 + Penalty 4248.444235 = -874469.864280 nChanged 11 SP:Iteration 22Q (1089.620000 sec): 3 clusters Score: Raw -878724.474461 + Penalty 4248.444235 = -874476.030226 nChanged 11 SP:Iteration 23Q (1089.640000 sec): 3 clusters Score: Raw -878730.282877 + Penalty 4248.444235 = -874481.838642 nChanged 12 SP:Iteration 24Q (1089.660000 sec): 3 clusters Score: Raw -878738.478480 + Penalty 4248.444235 = -874490.034245 nChanged 10 SP:Iteration 25Q (1089.680000 sec): 3 clusters Score: Raw -878742.742298 + Penalty 4248.444235 = -874494.298063 nChanged 11 SP:Iteration 26Q (1089.700000 sec): 3 clusters Score: Raw -878750.572223 + Penalty 4248.444235 = -874502.127988 nChanged 14 SP:Iteration 27Q (1089.720000 sec): 3 clusters Score: Raw -878757.778780 + Penalty 4248.444235 = -874509.334546 nChanged 11 SP:Iteration 28Q (1089.740000 sec): 3 clusters Score: Raw -878764.634484 + Penalty 4248.444235 = -874516.190249 nChanged 16 SP:Iteration 29Q (1089.760000 sec): 3 clusters Score: Raw -878773.906825 + Penalty 4248.444235 = -874525.462590 nChanged 11 SP:Iteration 30Q (1089.780000 sec): 3 clusters Score: Raw -878779.900040 + Penalty 4248.444235 = -874531.455805 nChanged 11 SP:Iteration 31Q (1089.800000 sec): 3 clusters Score: Raw -878786.379985 + Penalty 4248.444235 = -874537.935750 nChanged 4 SP:Iteration 32Q (1089.820000 sec): 3 clusters Score: Raw -878788.934399 + Penalty 4248.444235 = -874540.490164 nChanged 5 SP:Iteration 33Q (1089.840000 sec): 3 clusters Score: Raw -878792.242283 + Penalty 4248.444235 = -874543.798048 nChanged 4 SP:Iteration 34Q (1089.860000 sec): 3 clusters Score: Raw -878794.898541 + Penalty 4248.444235 = -874546.454307 nChanged 4 SP:Iteration 35Q (1089.880000 sec): 3 clusters Score: Raw -878796.158621 + Penalty 4248.444235 = -874547.714386 nChanged 2 SP:Iteration 36Q (1089.900000 sec): 3 clusters Score: Raw -878797.264730 + Penalty 4248.444235 = -874548.820496 nChanged 2 SP:Iteration 37Q (1089.920000 sec): 3 clusters Score: Raw -878798.500308 + Penalty 4248.444235 = -874550.056073 nChanged 3 SP:Iteration 38Q (1089.940000 sec): 3 clusters Score: Raw -878799.828235 + Penalty 4248.444235 = -874551.384000 nChanged 2 SP:Iteration 39Q (1089.960000 sec): 3 clusters Score: Raw -878800.788913 + Penalty 4248.444235 = -874552.344678 nChanged 1 SP:Iteration 40F (1089.980000 sec): 3 clusters Score: Raw -878801.377392 + Penalty 4248.444235 = -874552.933158 nChanged 1 SP:Iteration 41Q (1090.000000 sec): 3 clusters Score: Raw -878801.653575 + Penalty 4248.444235 = -874553.209340 nChanged 0 SP:Iteration 42F (1090.020000 sec): 3 clusters Score: Raw -878801.653575 + Penalty 4248.444235 = -874553.209340 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.040000 sec): 2 clusters Score: Raw -203680.184264 + Penalty 1841.340917 = -201838.843347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.040000 sec): 3 clusters Score: Raw -203728.731268 + Penalty 3682.681834 = -200046.049434 nChanged 669 SP:Iteration 1F (1090.050000 sec): 3 clusters Score: Raw -207256.380370 + Penalty 3682.681834 = -203573.698536 nChanged 265 SP:Iteration 2F (1090.060000 sec): 3 clusters Score: Raw -209926.963625 + Penalty 3682.681834 = -206244.281792 nChanged 123 SP:Iteration 3F (1090.060000 sec): 3 clusters Score: Raw -211264.039014 + Penalty 3682.681834 = -207581.357180 nChanged 69 SP:Iteration 4Q (1090.070000 sec): 3 clusters Score: Raw -211773.088385 + Penalty 3682.681834 = -208090.406551 nChanged 42 SP:Iteration 5Q (1090.080000 sec): 3 clusters Score: Raw -212043.751208 + Penalty 3682.681834 = -208361.069374 nChanged 35 SP:Iteration 6Q (1090.080000 sec): 3 clusters Score: Raw -212155.209704 + Penalty 3682.681834 = -208472.527871 nChanged 18 SP:Iteration 7Q (1090.080000 sec): 3 clusters Score: Raw -212206.383451 + Penalty 3682.681834 = -208523.701617 nChanged 15 SP:Iteration 8Q (1090.090000 sec): 3 clusters Score: Raw -212257.562041 + Penalty 3682.681834 = -208574.880207 nChanged 13 SP:Iteration 9Q (1090.100000 sec): 3 clusters Score: Raw -212287.191357 + Penalty 3682.681834 = -208604.509523 nChanged 10 SP:Iteration 10Q (1090.100000 sec): 3 clusters Score: Raw -212306.356350 + Penalty 3682.681834 = -208623.674516 nChanged 14 SP:Iteration 11Q (1090.100000 sec): 3 clusters Score: Raw -212338.390344 + Penalty 3682.681834 = -208655.708510 nChanged 10 SP:Iteration 12Q (1090.110000 sec): 3 clusters Score: Raw -212358.710494 + Penalty 3682.681834 = -208676.028660 nChanged 6 SP:Iteration 13Q (1090.120000 sec): 3 clusters Score: Raw -212370.375601 + Penalty 3682.681834 = -208687.693767 nChanged 8 SP:Iteration 14Q (1090.120000 sec): 3 clusters Score: Raw -212396.878686 + Penalty 3682.681834 = -208714.196852 nChanged 14 SP:Iteration 15Q (1090.120000 sec): 3 clusters Score: Raw -212443.191970 + Penalty 3682.681834 = -208760.510136 nChanged 14 SP:Iteration 16Q (1090.130000 sec): 3 clusters Score: Raw -212494.101049 + Penalty 3682.681834 = -208811.419216 nChanged 14 SP:Iteration 17Q (1090.140000 sec): 3 clusters Score: Raw -212532.341450 + Penalty 3682.681834 = -208849.659617 nChanged 12 SP:Iteration 18Q (1090.140000 sec): 3 clusters Score: Raw -212573.286665 + Penalty 3682.681834 = -208890.604831 nChanged 8 SP:Iteration 19Q (1090.140000 sec): 3 clusters Score: Raw -212603.943988 + Penalty 3682.681834 = -208921.262154 nChanged 7 SP:Iteration 20F (1090.150000 sec): 3 clusters Score: Raw -212654.066475 + Penalty 3682.681834 = -208971.384642 nChanged 18 SP:Iteration 21Q (1090.160000 sec): 3 clusters Score: Raw -212700.939486 + Penalty 3682.681834 = -209018.257652 nChanged 11 SP:Iteration 22Q (1090.160000 sec): 3 clusters Score: Raw -212735.292745 + Penalty 3682.681834 = -209052.610911 nChanged 16 SP:Iteration 23Q (1090.170000 sec): 3 clusters Score: Raw -212774.698512 + Penalty 3682.681834 = -209092.016678 nChanged 15 SP:Iteration 24Q (1090.170000 sec): 3 clusters Score: Raw -212811.690694 + Penalty 3682.681834 = -209129.008860 nChanged 11 SP:Iteration 25Q (1090.180000 sec): 3 clusters Score: Raw -212836.837186 + Penalty 3682.681834 = -209154.155352 nChanged 10 SP:Iteration 26Q (1090.180000 sec): 3 clusters Score: Raw -212855.380660 + Penalty 3682.681834 = -209172.698826 nChanged 3 SP:Iteration 27Q (1090.180000 sec): 3 clusters Score: Raw -212864.290582 + Penalty 3682.681834 = -209181.608748 nChanged 3 SP:Iteration 28Q (1090.190000 sec): 3 clusters Score: Raw -212869.605787 + Penalty 3682.681834 = -209186.923953 nChanged 1 SP:Iteration 29Q (1090.200000 sec): 3 clusters Score: Raw -212871.803950 + Penalty 3682.681834 = -209189.122116 nChanged 0 SP:Iteration 30F (1090.200000 sec): 3 clusters Score: Raw -212903.326200 + Penalty 3682.681834 = -209220.644366 nChanged 15 SP:Iteration 31Q (1090.210000 sec): 3 clusters Score: Raw -212965.453477 + Penalty 3682.681834 = -209282.771644 nChanged 19 SP:Iteration 32Q (1090.210000 sec): 3 clusters Score: Raw -213044.712232 + Penalty 3682.681834 = -209362.030398 nChanged 19 SP:Iteration 33Q (1090.220000 sec): 3 clusters Score: Raw -213093.799574 + Penalty 3682.681834 = -209411.117741 nChanged 11 SP:Iteration 34Q (1090.220000 sec): 3 clusters Score: Raw -213117.657113 + Penalty 3682.681834 = -209434.975280 nChanged 5 SP:Iteration 35Q (1090.220000 sec): 3 clusters Score: Raw -213129.095963 + Penalty 3682.681834 = -209446.414129 nChanged 2 SP:Iteration 36Q (1090.230000 sec): 3 clusters Score: Raw -213131.609288 + Penalty 3682.681834 = -209448.927454 nChanged 0 SP:Iteration 37F (1090.240000 sec): 3 clusters Score: Raw -213147.528968 + Penalty 3682.681834 = -209464.847135 nChanged 9 SP:Iteration 38Q (1090.240000 sec): 3 clusters Score: Raw -213170.475677 + Penalty 3682.681834 = -209487.793843 nChanged 8 SP:Iteration 39Q (1090.250000 sec): 3 clusters Score: Raw -213192.245177 + Penalty 3682.681834 = -209509.563343 nChanged 9 SP:Iteration 40F (1090.250000 sec): 3 clusters Score: Raw -213218.336571 + Penalty 3682.681834 = -209535.654737 nChanged 10 SP:Iteration 41Q (1090.260000 sec): 3 clusters Score: Raw -213245.688244 + Penalty 3682.681834 = -209563.006410 nChanged 9 SP:Iteration 42Q (1090.260000 sec): 3 clusters Score: Raw -213263.199226 + Penalty 3682.681834 = -209580.517393 nChanged 11 SP:Iteration 43Q (1090.270000 sec): 3 clusters Score: Raw -213299.252877 + Penalty 3682.681834 = -209616.571043 nChanged 11 SP:Iteration 44Q (1090.270000 sec): 3 clusters Score: Raw -213318.282201 + Penalty 3682.681834 = -209635.600368 nChanged 6 SP:Iteration 45Q (1090.280000 sec): 3 clusters Score: Raw -213332.226779 + Penalty 3682.681834 = -209649.544945 nChanged 6 SP:Iteration 46Q (1090.280000 sec): 3 clusters Score: Raw -213351.854131 + Penalty 3682.681834 = -209669.172297 nChanged 3 SP:Iteration 47Q (1090.290000 sec): 3 clusters Score: Raw -213359.561160 + Penalty 3682.681834 = -209676.879326 nChanged 0 SP:Iteration 48F (1090.290000 sec): 3 clusters Score: Raw -213360.716169 + Penalty 3682.681834 = -209678.034335 nChanged 1 SP:Iteration 49Q (1090.300000 sec): 3 clusters Score: Raw -213366.383070 + Penalty 3682.681834 = -209683.701236 nChanged 1 SP:Iteration 50Q (1090.300000 sec): 3 clusters Score: Raw -213370.558066 + Penalty 3682.681834 = -209687.876232 nChanged 2 SP:Iteration 51Q (1090.310000 sec): 3 clusters Score: Raw -213372.996863 + Penalty 3682.681834 = -209690.315029 nChanged 1 SP:Iteration 52Q (1090.310000 sec): 3 clusters Score: Raw -213374.418030 + Penalty 3682.681834 = -209691.736197 nChanged 0 SP:Iteration 53F (1090.320000 sec): 3 clusters Score: Raw -213374.418030 + Penalty 3682.681834 = -209691.736197 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 16.29 GB. Trying to split cluster 8 (52832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.540000 sec): 2 clusters Score: Raw -8962572.115115 + Penalty 2696.968342 = -8959875.146773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.750000 sec): 3 clusters Score: Raw -8929635.607431 + Penalty 5393.936684 = -8924241.670747 nChanged 24565 SP:Iteration 1F (1090.970000 sec): 3 clusters Score: Raw -8944159.352767 + Penalty 5393.936684 = -8938765.416083 nChanged 3176 SP:Iteration 2F (1091.180000 sec): 3 clusters Score: Raw -8946244.145054 + Penalty 5393.936684 = -8940850.208370 nChanged 3639 SP:Iteration 3F (1091.400000 sec): 3 clusters Score: Raw -8949407.698076 + Penalty 5393.936684 = -8944013.761392 nChanged 4117 SP:Iteration 4F (1091.630000 sec): 3 clusters Score: Raw -8953604.491629 + Penalty 5393.936684 = -8948210.554946 nChanged 4204 SP:Iteration 5F (1091.850000 sec): 3 clusters Score: Raw -8957554.888506 + Penalty 5393.936684 = -8952160.951822 nChanged 3602 SP:Iteration 6F (1092.070000 sec): 3 clusters Score: Raw -8960174.014701 + Penalty 5393.936684 = -8954780.078017 nChanged 2801 SP:Iteration 7F (1092.290000 sec): 3 clusters Score: Raw -8961708.836661 + Penalty 5393.936684 = -8956314.899977 nChanged 2014 SP:Iteration 8Q (1092.500000 sec): 3 clusters Score: Raw -8962615.213790 + Penalty 5393.936684 = -8957221.277106 nChanged 1438 SP:Iteration 9Q (1092.700000 sec): 3 clusters Score: Raw -8963163.240133 + Penalty 5393.936684 = -8957769.303449 nChanged 1072 SP:Iteration 10Q (1092.910000 sec): 3 clusters Score: Raw -8963490.241004 + Penalty 5393.936684 = -8958096.304320 nChanged 800 SP:Iteration 11Q (1093.120000 sec): 3 clusters Score: Raw -8963683.058441 + Penalty 5393.936684 = -8958289.121757 nChanged 608 SP:Iteration 12Q (1093.320000 sec): 3 clusters Score: Raw -8963799.412317 + Penalty 5393.936684 = -8958405.475633 nChanged 483 SP:Iteration 13Q (1093.530000 sec): 3 clusters Score: Raw -8963879.016109 + Penalty 5393.936684 = -8958485.079425 nChanged 389 SP:Iteration 14Q (1093.730000 sec): 3 clusters Score: Raw -8963934.267655 + Penalty 5393.936684 = -8958540.330971 nChanged 299 SP:Iteration 15Q (1093.930000 sec): 3 clusters Score: Raw -8963968.854356 + Penalty 5393.936684 = -8958574.917672 nChanged 233 SP:Iteration 16Q (1094.140000 sec): 3 clusters Score: Raw -8963992.597554 + Penalty 5393.936684 = -8958598.660870 nChanged 165 SP:Iteration 17Q (1094.340000 sec): 3 clusters Score: Raw -8964007.032628 + Penalty 5393.936684 = -8958613.095944 nChanged 166 SP:Iteration 18Q (1094.550000 sec): 3 clusters Score: Raw -8964022.807353 + Penalty 5393.936684 = -8958628.870669 nChanged 155 SP:Iteration 19Q (1094.750000 sec): 3 clusters Score: Raw -8964034.223298 + Penalty 5393.936684 = -8958640.286614 nChanged 126 SP:Iteration 20F (1094.970000 sec): 3 clusters Score: Raw -8964042.073392 + Penalty 5393.936684 = -8958648.136708 nChanged 104 SP:Iteration 21Q (1095.180000 sec): 3 clusters Score: Raw -8964048.634478 + Penalty 5393.936684 = -8958654.697794 nChanged 100 SP:Iteration 22Q (1095.380000 sec): 3 clusters Score: Raw -8964054.322653 + Penalty 5393.936684 = -8958660.385969 nChanged 83 SP:Iteration 23Q (1095.590000 sec): 3 clusters Score: Raw -8964059.660649 + Penalty 5393.936684 = -8958665.723965 nChanged 89 SP:Iteration 24Q (1095.790000 sec): 3 clusters Score: Raw -8964065.069221 + Penalty 5393.936684 = -8958671.132537 nChanged 86 SP:Iteration 25Q (1096.000000 sec): 3 clusters Score: Raw -8964071.201230 + Penalty 5393.936684 = -8958677.264546 nChanged 97 SP:Iteration 26Q (1096.200000 sec): 3 clusters Score: Raw -8964077.774639 + Penalty 5393.936684 = -8958683.837955 nChanged 104 SP:Iteration 27Q (1096.410000 sec): 3 clusters Score: Raw -8964085.629692 + Penalty 5393.936684 = -8958691.693008 nChanged 106 SP:Iteration 28Q (1096.610000 sec): 3 clusters Score: Raw -8964093.399708 + Penalty 5393.936684 = -8958699.463024 nChanged 95 SP:Iteration 29Q (1096.820000 sec): 3 clusters Score: Raw -8964099.643943 + Penalty 5393.936684 = -8958705.707259 nChanged 93 SP:Iteration 30Q (1097.020000 sec): 3 clusters Score: Raw -8964105.908167 + Penalty 5393.936684 = -8958711.971483 nChanged 101 SP:Iteration 31Q (1097.230000 sec): 3 clusters Score: Raw -8964112.141536 + Penalty 5393.936684 = -8958718.204852 nChanged 86 SP:Iteration 32Q (1097.440000 sec): 3 clusters Score: Raw -8964117.132379 + Penalty 5393.936684 = -8958723.195695 nChanged 95 SP:Iteration 33Q (1097.640000 sec): 3 clusters Score: Raw -8964123.071880 + Penalty 5393.936684 = -8958729.135196 nChanged 113 SP:Iteration 34Q (1097.840000 sec): 3 clusters Score: Raw -8964130.122105 + Penalty 5393.936684 = -8958736.185421 nChanged 101 SP:Iteration 35Q (1098.040000 sec): 3 clusters Score: Raw -8964137.011876 + Penalty 5393.936684 = -8958743.075192 nChanged 99 SP:Iteration 36Q (1098.250000 sec): 3 clusters Score: Raw -8964143.833690 + Penalty 5393.936684 = -8958749.897006 nChanged 103 SP:Iteration 37Q (1098.460000 sec): 3 clusters Score: Raw -8964150.690901 + Penalty 5393.936684 = -8958756.754217 nChanged 109 SP:Iteration 38Q (1098.660000 sec): 3 clusters Score: Raw -8964157.768430 + Penalty 5393.936684 = -8958763.831746 nChanged 121 SP:Iteration 39Q (1098.860000 sec): 3 clusters Score: Raw -8964166.089928 + Penalty 5393.936684 = -8958772.153244 nChanged 124 SP:Iteration 40F (1099.080000 sec): 3 clusters Score: Raw -8964174.989738 + Penalty 5393.936684 = -8958781.053054 nChanged 114 SP:Iteration 41Q (1099.290000 sec): 3 clusters Score: Raw -8964183.970187 + Penalty 5393.936684 = -8958790.033503 nChanged 144 SP:Iteration 42Q (1099.500000 sec): 3 clusters Score: Raw -8964196.155498 + Penalty 5393.936684 = -8958802.218814 nChanged 139 SP:Iteration 43Q (1099.700000 sec): 3 clusters Score: Raw -8964208.913206 + Penalty 5393.936684 = -8958814.976522 nChanged 162 SP:Iteration 44Q (1099.900000 sec): 3 clusters Score: Raw -8964224.685207 + Penalty 5393.936684 = -8958830.748523 nChanged 174 SP:Iteration 45Q (1100.110000 sec): 3 clusters Score: Raw -8964240.473128 + Penalty 5393.936684 = -8958846.536444 nChanged 186 SP:Iteration 46Q (1100.310000 sec): 3 clusters Score: Raw -8964257.998953 + Penalty 5393.936684 = -8958864.062269 nChanged 200 SP:Iteration 47Q (1100.520000 sec): 3 clusters Score: Raw -8964276.319941 + Penalty 5393.936684 = -8958882.383257 nChanged 207 SP:Iteration 48Q (1100.730000 sec): 3 clusters Score: Raw -8964298.308595 + Penalty 5393.936684 = -8958904.371911 nChanged 243 SP:Iteration 49Q (1100.930000 sec): 3 clusters Score: Raw -8964323.921757 + Penalty 5393.936684 = -8958929.985073 nChanged 248 SP:Iteration 50Q (1101.140000 sec): 3 clusters Score: Raw -8964352.959446 + Penalty 5393.936684 = -8958959.022762 nChanged 285 SP:Iteration 51Q (1101.350000 sec): 3 clusters Score: Raw -8964388.526935 + Penalty 5393.936684 = -8958994.590251 nChanged 320 SP:Iteration 52Q (1101.550000 sec): 3 clusters Score: Raw -8964429.398570 + Penalty 5393.936684 = -8959035.461886 nChanged 333 SP:Iteration 53Q (1101.760000 sec): 3 clusters Score: Raw -8964475.403623 + Penalty 5393.936684 = -8959081.466939 nChanged 379 SP:Iteration 54Q (1101.960000 sec): 3 clusters Score: Raw -8964534.645917 + Penalty 5393.936684 = -8959140.709233 nChanged 434 SP:Iteration 55Q (1102.170000 sec): 3 clusters Score: Raw -8964612.426542 + Penalty 5393.936684 = -8959218.489858 nChanged 502 SP:Iteration 56Q (1102.370000 sec): 3 clusters Score: Raw -8964713.324721 + Penalty 5393.936684 = -8959319.388037 nChanged 591 SP:Iteration 57Q (1102.570000 sec): 3 clusters Score: Raw -8964844.644299 + Penalty 5393.936684 = -8959450.707615 nChanged 667 SP:Iteration 58Q (1102.770000 sec): 3 clusters Score: Raw -8965009.509956 + Penalty 5393.936684 = -8959615.573272 nChanged 720 SP:Iteration 59Q (1102.970000 sec): 3 clusters Score: Raw -8965208.882852 + Penalty 5393.936684 = -8959814.946168 nChanged 770 SP:Iteration 60F (1103.190000 sec): 3 clusters Score: Raw -8965437.652225 + Penalty 5393.936684 = -8960043.715541 nChanged 933 SP:Iteration 61Q (1103.390000 sec): 3 clusters Score: Raw -8965748.610431 + Penalty 5393.936684 = -8960354.673747 nChanged 1064 SP:Iteration 62Q (1103.600000 sec): 3 clusters Score: Raw -8966192.220290 + Penalty 5393.936684 = -8960798.283606 nChanged 1288 SP:Iteration 63Q (1103.800000 sec): 3 clusters Score: Raw -8966877.083024 + Penalty 5393.936684 = -8961483.146340 nChanged 1579 SP:Iteration 64Q (1104.010000 sec): 3 clusters Score: Raw -8967875.219773 + Penalty 5393.936684 = -8962481.283089 nChanged 1864 SP:Iteration 65Q (1104.200000 sec): 3 clusters Score: Raw -8969186.136857 + Penalty 5393.936684 = -8963792.200173 nChanged 1957 SP:Iteration 66Q (1104.400000 sec): 3 clusters Score: Raw -8970664.681621 + Penalty 5393.936684 = -8965270.744937 nChanged 1901 SP:Iteration 67Q (1104.600000 sec): 3 clusters Score: Raw -8972079.012158 + Penalty 5393.936684 = -8966685.075474 nChanged 1624 SP:Iteration 68Q (1104.800000 sec): 3 clusters Score: Raw -8973147.010164 + Penalty 5393.936684 = -8967753.073481 nChanged 1349 SP:Iteration 69Q (1104.990000 sec): 3 clusters Score: Raw -8973932.466209 + Penalty 5393.936684 = -8968538.529525 nChanged 1043 SP:Iteration 70Q (1105.180000 sec): 3 clusters Score: Raw -8974447.943793 + Penalty 5393.936684 = -8969054.007109 nChanged 753 SP:Iteration 71Q (1105.360000 sec): 3 clusters Score: Raw -8974768.759191 + Penalty 5393.936684 = -8969374.822507 nChanged 587 SP:Iteration 72Q (1105.550000 sec): 3 clusters Score: Raw -8974980.568052 + Penalty 5393.936684 = -8969586.631368 nChanged 459 SP:Iteration 73Q (1105.720000 sec): 3 clusters Score: Raw -8975125.281713 + Penalty 5393.936684 = -8969731.345029 nChanged 354 SP:Iteration 74Q (1105.900000 sec): 3 clusters Score: Raw -8975213.869100 + Penalty 5393.936684 = -8969819.932416 nChanged 267 SP:Iteration 75Q (1106.070000 sec): 3 clusters Score: Raw -8975275.550930 + Penalty 5393.936684 = -8969881.614246 nChanged 223 SP:Iteration 76Q (1106.250000 sec): 3 clusters Score: Raw -8975317.802013 + Penalty 5393.936684 = -8969923.865329 nChanged 144 SP:Iteration 77Q (1106.420000 sec): 3 clusters Score: Raw -8975339.073864 + Penalty 5393.936684 = -8969945.137180 nChanged 100 SP:Iteration 78Q (1106.590000 sec): 3 clusters Score: Raw -8975356.791318 + Penalty 5393.936684 = -8969962.854634 nChanged 74 SP:Iteration 79Q (1106.770000 sec): 3 clusters Score: Raw -8975366.845806 + Penalty 5393.936684 = -8969972.909122 nChanged 59 SP:Iteration 80F (1106.980000 sec): 3 clusters Score: Raw -8975381.642643 + Penalty 5393.936684 = -8969987.705959 nChanged 60 SP:Iteration 81Q (1107.160000 sec): 3 clusters Score: Raw -8975390.759553 + Penalty 5393.936684 = -8969996.822869 nChanged 56 SP:Iteration 82Q (1107.330000 sec): 3 clusters Score: Raw -8975396.477082 + Penalty 5393.936684 = -8970002.540398 nChanged 42 SP:Iteration 83Q (1107.510000 sec): 3 clusters Score: Raw -8975399.809283 + Penalty 5393.936684 = -8970005.872599 nChanged 31 SP:Iteration 84Q (1107.680000 sec): 3 clusters Score: Raw -8975402.397875 + Penalty 5393.936684 = -8970008.461191 nChanged 26 SP:Iteration 85Q (1107.860000 sec): 3 clusters Score: Raw -8975404.560371 + Penalty 5393.936684 = -8970010.623687 nChanged 19 SP:Iteration 86Q (1108.030000 sec): 3 clusters Score: Raw -8975405.734604 + Penalty 5393.936684 = -8970011.797920 nChanged 16 SP:Iteration 87Q (1108.210000 sec): 3 clusters Score: Raw -8975406.867735 + Penalty 5393.936684 = -8970012.931051 nChanged 20 SP:Iteration 88Q (1108.380000 sec): 3 clusters Score: Raw -8975408.107187 + Penalty 5393.936684 = -8970014.170503 nChanged 9 SP:Iteration 89Q (1108.560000 sec): 3 clusters Score: Raw -8975408.684409 + Penalty 5393.936684 = -8970014.747725 nChanged 6 SP:Iteration 90Q (1108.730000 sec): 3 clusters Score: Raw -8975409.054093 + Penalty 5393.936684 = -8970015.117409 nChanged 4 SP:Iteration 91Q (1108.910000 sec): 3 clusters Score: Raw -8975409.331192 + Penalty 5393.936684 = -8970015.394508 nChanged 5 SP:Iteration 92Q (1109.080000 sec): 3 clusters Score: Raw -8975409.677023 + Penalty 5393.936684 = -8970015.740339 nChanged 4 SP:Iteration 93Q (1109.250000 sec): 3 clusters Score: Raw -8975409.977214 + Penalty 5393.936684 = -8970016.040530 nChanged 6 SP:Iteration 94Q (1109.430000 sec): 3 clusters Score: Raw -8975410.431796 + Penalty 5393.936684 = -8970016.495112 nChanged 5 SP:Iteration 95Q (1109.610000 sec): 3 clusters Score: Raw -8975410.787746 + Penalty 5393.936684 = -8970016.851062 nChanged 1 SP:Iteration 96Q (1109.790000 sec): 3 clusters Score: Raw -8975410.887343 + Penalty 5393.936684 = -8970016.950659 nChanged 2 SP:Iteration 97Q (1109.960000 sec): 3 clusters Score: Raw -8975411.032297 + Penalty 5393.936684 = -8970017.095613 nChanged 3 SP:Iteration 98Q (1110.140000 sec): 3 clusters Score: Raw -8975411.246421 + Penalty 5393.936684 = -8970017.309737 nChanged 3 SP:Iteration 99Q (1110.320000 sec): 3 clusters Score: Raw -8975411.397597 + Penalty 5393.936684 = -8970017.460913 nChanged 3 SP:Iteration 100F (1110.540000 sec): 3 clusters Score: Raw -8975411.655486 + Penalty 5393.936684 = -8970017.718802 nChanged 2 SP:Iteration 101Q (1110.720000 sec): 3 clusters Score: Raw -8975411.791257 + Penalty 5393.936684 = -8970017.854573 nChanged 5 SP:Iteration 102Q (1110.910000 sec): 3 clusters Score: Raw -8975412.030045 + Penalty 5393.936684 = -8970018.093361 nChanged 2 SP:Iteration 103Q (1111.070000 sec): 3 clusters Score: Raw -8975412.091939 + Penalty 5393.936684 = -8970018.155255 nChanged 0 SP:Iteration 104F (1111.290000 sec): 3 clusters Score: Raw -8975412.091939 + Penalty 5393.936684 = -8970018.155255 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 16.29 GB. Trying to split cluster 9 (21341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1111.400000 sec): 2 clusters Score: Raw -3533539.600177 + Penalty 2472.159575 = -3531067.440601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1111.490000 sec): 3 clusters Score: Raw -3521053.627432 + Penalty 4944.319151 = -3516109.308281 nChanged 9383 SP:Iteration 1F (1111.580000 sec): 3 clusters Score: Raw -3526092.038052 + Penalty 4944.319151 = -3521147.718901 nChanged 1107 SP:Iteration 2F (1111.680000 sec): 3 clusters Score: Raw -3526555.325438 + Penalty 4944.319151 = -3521611.006287 nChanged 1058 SP:Iteration 3Q (1111.770000 sec): 3 clusters Score: Raw -3526994.068152 + Penalty 4944.319151 = -3522049.749001 nChanged 951 SP:Iteration 4Q (1111.870000 sec): 3 clusters Score: Raw -3527379.120042 + Penalty 4944.319151 = -3522434.800891 nChanged 898 SP:Iteration 5Q (1111.950000 sec): 3 clusters Score: Raw -3527808.501096 + Penalty 4944.319151 = -3522864.181946 nChanged 998 SP:Iteration 6Q (1112.050000 sec): 3 clusters Score: Raw -3528415.713602 + Penalty 4944.319151 = -3523471.394451 nChanged 1102 SP:Iteration 7F (1112.140000 sec): 3 clusters Score: Raw -3529154.873998 + Penalty 4944.319151 = -3524210.554847 nChanged 1249 SP:Iteration 8F (1112.230000 sec): 3 clusters Score: Raw -3530127.140746 + Penalty 4944.319151 = -3525182.821595 nChanged 1362 SP:Iteration 9F (1112.320000 sec): 3 clusters Score: Raw -3531209.052590 + Penalty 4944.319151 = -3526264.733440 nChanged 1361 SP:Iteration 10F (1112.410000 sec): 3 clusters Score: Raw -3532155.365113 + Penalty 4944.319151 = -3527211.045963 nChanged 1127 SP:Iteration 11F (1112.500000 sec): 3 clusters Score: Raw -3532792.027769 + Penalty 4944.319151 = -3527847.708619 nChanged 849 SP:Iteration 12Q (1112.590000 sec): 3 clusters Score: Raw -3533209.735488 + Penalty 4944.319151 = -3528265.416337 nChanged 571 SP:Iteration 13Q (1112.670000 sec): 3 clusters Score: Raw -3533465.770053 + Penalty 4944.319151 = -3528521.450902 nChanged 413 SP:Iteration 14Q (1112.760000 sec): 3 clusters Score: Raw -3533651.749520 + Penalty 4944.319151 = -3528707.430369 nChanged 344 SP:Iteration 15Q (1112.850000 sec): 3 clusters Score: Raw -3533830.038819 + Penalty 4944.319151 = -3528885.719669 nChanged 313 SP:Iteration 16Q (1112.940000 sec): 3 clusters Score: Raw -3533995.865880 + Penalty 4944.319151 = -3529051.546729 nChanged 272 SP:Iteration 17Q (1113.030000 sec): 3 clusters Score: Raw -3534136.921163 + Penalty 4944.319151 = -3529192.602013 nChanged 234 SP:Iteration 18Q (1113.110000 sec): 3 clusters Score: Raw -3534263.044503 + Penalty 4944.319151 = -3529318.725353 nChanged 207 SP:Iteration 19Q (1113.190000 sec): 3 clusters Score: Raw -3534366.887264 + Penalty 4944.319151 = -3529422.568114 nChanged 195 SP:Iteration 20F (1113.280000 sec): 3 clusters Score: Raw -3534440.341826 + Penalty 4944.319151 = -3529496.022676 nChanged 147 SP:Iteration 21Q (1113.370000 sec): 3 clusters Score: Raw -3534505.521460 + Penalty 4944.319151 = -3529561.202310 nChanged 150 SP:Iteration 22Q (1113.450000 sec): 3 clusters Score: Raw -3534584.673432 + Penalty 4944.319151 = -3529640.354281 nChanged 149 SP:Iteration 23Q (1113.530000 sec): 3 clusters Score: Raw -3534683.929286 + Penalty 4944.319151 = -3529739.610135 nChanged 157 SP:Iteration 24Q (1113.610000 sec): 3 clusters Score: Raw -3534845.233775 + Penalty 4944.319151 = -3529900.914624 nChanged 174 SP:Iteration 25Q (1113.700000 sec): 3 clusters Score: Raw -3535033.250749 + Penalty 4944.319151 = -3530088.931599 nChanged 178 SP:Iteration 26Q (1113.780000 sec): 3 clusters Score: Raw -3535174.735359 + Penalty 4944.319151 = -3530230.416209 nChanged 161 SP:Iteration 27Q (1113.860000 sec): 3 clusters Score: Raw -3535295.862012 + Penalty 4944.319151 = -3530351.542861 nChanged 160 SP:Iteration 28Q (1113.940000 sec): 3 clusters Score: Raw -3535413.044180 + Penalty 4944.319151 = -3530468.725029 nChanged 144 SP:Iteration 29Q (1114.010000 sec): 3 clusters Score: Raw -3535517.895165 + Penalty 4944.319151 = -3530573.576014 nChanged 133 SP:Iteration 30Q (1114.080000 sec): 3 clusters Score: Raw -3535595.977998 + Penalty 4944.319151 = -3530651.658847 nChanged 101 SP:Iteration 31Q (1114.160000 sec): 3 clusters Score: Raw -3535652.906295 + Penalty 4944.319151 = -3530708.587144 nChanged 90 SP:Iteration 32Q (1114.230000 sec): 3 clusters Score: Raw -3535696.145447 + Penalty 4944.319151 = -3530751.826296 nChanged 70 SP:Iteration 33Q (1114.300000 sec): 3 clusters Score: Raw -3535727.481094 + Penalty 4944.319151 = -3530783.161943 nChanged 60 SP:Iteration 34Q (1114.370000 sec): 3 clusters Score: Raw -3535751.483854 + Penalty 4944.319151 = -3530807.164704 nChanged 54 SP:Iteration 35Q (1114.450000 sec): 3 clusters Score: Raw -3535770.355139 + Penalty 4944.319151 = -3530826.035988 nChanged 41 SP:Iteration 36Q (1114.510000 sec): 3 clusters Score: Raw -3535780.965411 + Penalty 4944.319151 = -3530836.646260 nChanged 21 SP:Iteration 37Q (1114.580000 sec): 3 clusters Score: Raw -3535785.915903 + Penalty 4944.319151 = -3530841.596753 nChanged 20 SP:Iteration 38Q (1114.650000 sec): 3 clusters Score: Raw -3535790.852198 + Penalty 4944.319151 = -3530846.533048 nChanged 19 SP:Iteration 39Q (1114.720000 sec): 3 clusters Score: Raw -3535796.022490 + Penalty 4944.319151 = -3530851.703340 nChanged 18 SP:Iteration 40F (1114.810000 sec): 3 clusters Score: Raw -3535799.954200 + Penalty 4944.319151 = -3530855.635049 nChanged 10 SP:Iteration 41Q (1114.880000 sec): 3 clusters Score: Raw -3535801.665280 + Penalty 4944.319151 = -3530857.346130 nChanged 7 SP:Iteration 42Q (1114.950000 sec): 3 clusters Score: Raw -3535802.584289 + Penalty 4944.319151 = -3530858.265139 nChanged 9 SP:Iteration 43Q (1115.010000 sec): 3 clusters Score: Raw -3535804.306877 + Penalty 4944.319151 = -3530859.987726 nChanged 3 SP:Iteration 44Q (1115.080000 sec): 3 clusters Score: Raw -3535805.063584 + Penalty 4944.319151 = -3530860.744433 nChanged 5 SP:Iteration 45Q (1115.150000 sec): 3 clusters Score: Raw -3535806.172026 + Penalty 4944.319151 = -3530861.852875 nChanged 4 SP:Iteration 46Q (1115.230000 sec): 3 clusters Score: Raw -3535806.732357 + Penalty 4944.319151 = -3530862.413206 nChanged 2 SP:Iteration 47Q (1115.290000 sec): 3 clusters Score: Raw -3535807.021590 + Penalty 4944.319151 = -3530862.702440 nChanged 2 SP:Iteration 48Q (1115.360000 sec): 3 clusters Score: Raw -3535807.467410 + Penalty 4944.319151 = -3530863.148260 nChanged 3 SP:Iteration 49Q (1115.430000 sec): 3 clusters Score: Raw -3535807.817119 + Penalty 4944.319151 = -3530863.497968 nChanged 2 SP:Iteration 50Q (1115.500000 sec): 3 clusters Score: Raw -3535808.129684 + Penalty 4944.319151 = -3530863.810534 nChanged 1 SP:Iteration 51Q (1115.570000 sec): 3 clusters Score: Raw -3535808.331604 + Penalty 4944.319151 = -3530864.012454 nChanged 2 SP:Iteration 52Q (1115.630000 sec): 3 clusters Score: Raw -3535808.777237 + Penalty 4944.319151 = -3530864.458086 nChanged 1 SP:Iteration 53Q (1115.710000 sec): 3 clusters Score: Raw -3535808.850816 + Penalty 4944.319151 = -3530864.531665 nChanged 1 SP:Iteration 54Q (1115.770000 sec): 3 clusters Score: Raw -3535808.989875 + Penalty 4944.319151 = -3530864.670724 nChanged 1 SP:Iteration 55Q (1115.840000 sec): 3 clusters Score: Raw -3535809.272219 + Penalty 4944.319151 = -3530864.953068 nChanged 0 SP:Iteration 56F (1115.940000 sec): 3 clusters Score: Raw -3535809.272219 + Penalty 4944.319151 = -3530864.953068 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (3592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.960000 sec): 2 clusters Score: Raw -577226.286719 + Penalty 2030.243178 = -575196.043541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.980000 sec): 3 clusters Score: Raw -575916.029330 + Penalty 4060.486357 = -571855.542973 nChanged 1419 SP:Iteration 1F (1115.990000 sec): 3 clusters Score: Raw -581734.309848 + Penalty 4060.486357 = -577673.823491 nChanged 737 SP:Iteration 2F (1116.010000 sec): 3 clusters Score: Raw -586807.890116 + Penalty 4060.486357 = -582747.403759 nChanged 258 SP:Iteration 3F (1116.020000 sec): 3 clusters Score: Raw -588138.295616 + Penalty 4060.486357 = -584077.809259 nChanged 115 SP:Iteration 4Q (1116.030000 sec): 3 clusters Score: Raw -588388.532171 + Penalty 4060.486357 = -584328.045814 nChanged 53 SP:Iteration 5Q (1116.050000 sec): 3 clusters Score: Raw -588444.085721 + Penalty 4060.486357 = -584383.599364 nChanged 27 SP:Iteration 6Q (1116.050000 sec): 3 clusters Score: Raw -588468.146075 + Penalty 4060.486357 = -584407.659718 nChanged 21 SP:Iteration 7Q (1116.070000 sec): 3 clusters Score: Raw -588494.814156 + Penalty 4060.486357 = -584434.327799 nChanged 21 SP:Iteration 8Q (1116.080000 sec): 3 clusters Score: Raw -588523.165636 + Penalty 4060.486357 = -584462.679279 nChanged 19 SP:Iteration 9Q (1116.090000 sec): 3 clusters Score: Raw -588542.144897 + Penalty 4060.486357 = -584481.658540 nChanged 10 SP:Iteration 10Q (1116.100000 sec): 3 clusters Score: Raw -588551.708592 + Penalty 4060.486357 = -584491.222235 nChanged 5 SP:Iteration 11Q (1116.110000 sec): 3 clusters Score: Raw -588556.387183 + Penalty 4060.486357 = -584495.900826 nChanged 4 SP:Iteration 12Q (1116.120000 sec): 3 clusters Score: Raw -588559.671005 + Penalty 4060.486357 = -584499.184648 nChanged 3 SP:Iteration 13Q (1116.130000 sec): 3 clusters Score: Raw -588564.768496 + Penalty 4060.486357 = -584504.282139 nChanged 3 SP:Iteration 14Q (1116.150000 sec): 3 clusters Score: Raw -588568.721871 + Penalty 4060.486357 = -584508.235514 nChanged 1 SP:Iteration 15Q (1116.160000 sec): 3 clusters Score: Raw -588570.067466 + Penalty 4060.486357 = -584509.581109 nChanged 1 SP:Iteration 16Q (1116.170000 sec): 3 clusters Score: Raw -588571.346115 + Penalty 4060.486357 = -584510.859758 nChanged 1 SP:Iteration 17Q (1116.180000 sec): 3 clusters Score: Raw -588572.308427 + Penalty 4060.486357 = -584511.822070 nChanged 0 SP:Iteration 18F (1116.190000 sec): 3 clusters Score: Raw -588574.671506 + Penalty 4060.486357 = -584514.185149 nChanged 2 SP:Iteration 19Q (1116.210000 sec): 3 clusters Score: Raw -588576.458260 + Penalty 4060.486357 = -584515.971903 nChanged 1 SP:Iteration 20F (1116.220000 sec): 3 clusters Score: Raw -588577.390908 + Penalty 4060.486357 = -584516.904551 nChanged 1 SP:Iteration 21Q (1116.230000 sec): 3 clusters Score: Raw -588578.366398 + Penalty 4060.486357 = -584517.880041 nChanged 1 SP:Iteration 22Q (1116.240000 sec): 3 clusters Score: Raw -588578.993341 + Penalty 4060.486357 = -584518.506984 nChanged 1 SP:Iteration 23Q (1116.250000 sec): 3 clusters Score: Raw -588582.144362 + Penalty 4060.486357 = -584521.658005 nChanged 0 SP:Iteration 24F (1116.270000 sec): 3 clusters Score: Raw -588582.144362 + Penalty 4060.486357 = -584521.658005 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 16.29 GB. Trying to split cluster 11 (1771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.290000 sec): 2 clusters Score: Raw -215813.384507 + Penalty 1854.866310 = -213958.518196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.300000 sec): 3 clusters Score: Raw -216089.872173 + Penalty 3709.732620 = -212380.139552 nChanged 732 SP:Iteration 1F (1116.310000 sec): 3 clusters Score: Raw -220851.244355 + Penalty 3709.732620 = -217141.511734 nChanged 279 SP:Iteration 2F (1116.310000 sec): 3 clusters Score: Raw -224544.059931 + Penalty 3709.732620 = -220834.327310 nChanged 128 SP:Iteration 3F (1116.320000 sec): 3 clusters Score: Raw -226365.058903 + Penalty 3709.732620 = -222655.326283 nChanged 77 SP:Iteration 4Q (1116.330000 sec): 3 clusters Score: Raw -226961.821419 + Penalty 3709.732620 = -223252.088799 nChanged 60 SP:Iteration 5Q (1116.330000 sec): 3 clusters Score: Raw -227415.063489 + Penalty 3709.732620 = -223705.330869 nChanged 41 SP:Iteration 6Q (1116.340000 sec): 3 clusters Score: Raw -227707.452082 + Penalty 3709.732620 = -223997.719462 nChanged 32 SP:Iteration 7Q (1116.350000 sec): 3 clusters Score: Raw -227883.092635 + Penalty 3709.732620 = -224173.360015 nChanged 27 SP:Iteration 8Q (1116.350000 sec): 3 clusters Score: Raw -228050.997249 + Penalty 3709.732620 = -224341.264629 nChanged 21 SP:Iteration 9Q (1116.350000 sec): 3 clusters Score: Raw -228201.731587 + Penalty 3709.732620 = -224491.998967 nChanged 19 SP:Iteration 10Q (1116.360000 sec): 3 clusters Score: Raw -228385.414345 + Penalty 3709.732620 = -224675.681725 nChanged 13 SP:Iteration 11Q (1116.370000 sec): 3 clusters Score: Raw -228685.239148 + Penalty 3709.732620 = -224975.506528 nChanged 18 SP:Iteration 12Q (1116.370000 sec): 3 clusters Score: Raw -229224.972639 + Penalty 3709.732620 = -225515.240019 nChanged 15 SP:Iteration 13Q (1116.380000 sec): 3 clusters Score: Raw -229803.217953 + Penalty 3709.732620 = -226093.485333 nChanged 16 SP:Iteration 14Q (1116.380000 sec): 3 clusters Score: Raw -229903.418660 + Penalty 3709.732620 = -226193.686039 nChanged 8 SP:Iteration 15Q (1116.390000 sec): 3 clusters Score: Raw -229920.709157 + Penalty 3709.732620 = -226210.976537 nChanged 5 SP:Iteration 16Q (1116.390000 sec): 3 clusters Score: Raw -229928.606241 + Penalty 3709.732620 = -226218.873621 nChanged 1 SP:Iteration 17Q (1116.400000 sec): 3 clusters Score: Raw -229930.451852 + Penalty 3709.732620 = -226220.719231 nChanged 1 SP:Iteration 18Q (1116.400000 sec): 3 clusters Score: Raw -229932.020522 + Penalty 3709.732620 = -226222.287902 nChanged 1 SP:Iteration 19Q (1116.410000 sec): 3 clusters Score: Raw -229933.633441 + Penalty 3709.732620 = -226223.900821 nChanged 1 SP:Iteration 20F (1116.410000 sec): 3 clusters Score: Raw -229934.673475 + Penalty 3709.732620 = -226224.940855 nChanged 1 SP:Iteration 21Q (1116.420000 sec): 3 clusters Score: Raw -229935.956229 + Penalty 3709.732620 = -226226.223609 nChanged 1 SP:Iteration 22Q (1116.430000 sec): 3 clusters Score: Raw -229937.126205 + Penalty 3709.732620 = -226227.393585 nChanged 0 SP:Iteration 23F (1116.430000 sec): 3 clusters Score: Raw -229937.126205 + Penalty 3709.732620 = -226227.393585 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 16.29 GB. Trying to split cluster 12 (436179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.090000 sec): 2 clusters Score: Raw -75407795.576641 + Penalty 3220.480381 = -75404575.096260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.990000 sec): 3 clusters Score: Raw -75117049.434404 + Penalty 6440.960762 = -75110608.473642 nChanged 212094 SP:Iteration 1F (1121.870000 sec): 3 clusters Score: Raw -75243941.233189 + Penalty 6440.960762 = -75237500.272426 nChanged 13429 SP:Iteration 2Q (1123.770000 sec): 3 clusters Score: Raw -75247479.833475 + Penalty 6440.960762 = -75241038.872713 nChanged 17878 SP:Iteration 3Q (1125.660000 sec): 3 clusters Score: Raw -75254073.571761 + Penalty 6440.960762 = -75247632.610999 nChanged 24381 SP:Iteration 4F (1127.540000 sec): 3 clusters Score: Raw -75266419.853800 + Penalty 6440.960762 = -75259978.893038 nChanged 32101 SP:Iteration 5F (1129.410000 sec): 3 clusters Score: Raw -75287975.729079 + Penalty 6440.960762 = -75281534.768316 nChanged 38390 SP:Iteration 6F (1131.280000 sec): 3 clusters Score: Raw -75320501.572458 + Penalty 6440.960762 = -75314060.611696 nChanged 38292 SP:Iteration 7F (1133.130000 sec): 3 clusters Score: Raw -75357417.804772 + Penalty 6440.960762 = -75350976.844009 nChanged 28897 SP:Iteration 8F (1134.980000 sec): 3 clusters Score: Raw -75386095.663990 + Penalty 6440.960762 = -75379654.703228 nChanged 15286 SP:Iteration 9Q (1136.820000 sec): 3 clusters Score: Raw -75400929.229346 + Penalty 6440.960762 = -75394488.268584 nChanged 5707 SP:Iteration 10Q (1138.560000 sec): 3 clusters Score: Raw -75406872.257384 + Penalty 6440.960762 = -75400431.296622 nChanged 1667 SP:Iteration 11Q (1140.090000 sec): 3 clusters Score: Raw -75410928.525507 + Penalty 6440.960762 = -75404487.564745 nChanged 1024 SP:Iteration 12Q (1141.460000 sec): 3 clusters Score: Raw -75415402.574318 + Penalty 6440.960762 = -75408961.613556 nChanged 555 SP:Iteration 13Q (1142.740000 sec): 3 clusters Score: Raw -75416207.330064 + Penalty 6440.960762 = -75409766.369302 nChanged 241 SP:Iteration 14Q (1144.020000 sec): 3 clusters Score: Raw -75416343.887426 + Penalty 6440.960762 = -75409902.926664 nChanged 111 SP:Iteration 15Q (1145.300000 sec): 3 clusters Score: Raw -75416380.615542 + Penalty 6440.960762 = -75409939.654780 nChanged 45 SP:Iteration 16Q (1146.580000 sec): 3 clusters Score: Raw -75416389.674360 + Penalty 6440.960762 = -75409948.713597 nChanged 20 SP:Iteration 17Q (1147.870000 sec): 3 clusters Score: Raw -75416393.421336 + Penalty 6440.960762 = -75409952.460573 nChanged 9 SP:Iteration 18Q (1149.140000 sec): 3 clusters Score: Raw -75416394.701567 + Penalty 6440.960762 = -75409953.740805 nChanged 1 SP:Iteration 19Q (1150.430000 sec): 3 clusters Score: Raw -75416395.040156 + Penalty 6440.960762 = -75409954.079393 nChanged 2 SP:Iteration 20F (1152.290000 sec): 3 clusters Score: Raw -75416395.371023 + Penalty 6440.960762 = -75409954.410260 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 16.29 GB. Trying to split cluster 13 (183923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1153.040000 sec): 2 clusters Score: Raw -31208840.450064 + Penalty 3006.323573 = -31205834.126491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1153.830000 sec): 3 clusters Score: Raw -31088356.284485 + Penalty 6012.647145 = -31082343.637339 nChanged 88148 SP:Iteration 1F (1154.620000 sec): 3 clusters Score: Raw -31139656.750416 + Penalty 6012.647145 = -31133644.103271 nChanged 4712 SP:Iteration 2Q (1155.420000 sec): 3 clusters Score: Raw -31140574.278875 + Penalty 6012.647145 = -31134561.631730 nChanged 5089 SP:Iteration 3Q (1156.220000 sec): 3 clusters Score: Raw -31141671.172322 + Penalty 6012.647145 = -31135658.525177 nChanged 5524 SP:Iteration 4Q (1157.020000 sec): 3 clusters Score: Raw -31143007.244819 + Penalty 6012.647145 = -31136994.597673 nChanged 6251 SP:Iteration 5Q (1157.820000 sec): 3 clusters Score: Raw -31144811.491621 + Penalty 6012.647145 = -31138798.844476 nChanged 7327 SP:Iteration 6Q (1158.610000 sec): 3 clusters Score: Raw -31147508.046339 + Penalty 6012.647145 = -31141495.399194 nChanged 9001 SP:Iteration 7Q (1159.420000 sec): 3 clusters Score: Raw -31151751.029455 + Penalty 6012.647145 = -31145738.382310 nChanged 11020 SP:Iteration 8F (1160.220000 sec): 3 clusters Score: Raw -31158477.460313 + Penalty 6012.647145 = -31152464.813167 nChanged 12928 SP:Iteration 9F (1161.000000 sec): 3 clusters Score: Raw -31167910.164929 + Penalty 6012.647145 = -31161897.517784 nChanged 13520 SP:Iteration 10F (1161.800000 sec): 3 clusters Score: Raw -31179153.160157 + Penalty 6012.647145 = -31173140.513012 nChanged 12265 SP:Iteration 11F (1162.590000 sec): 3 clusters Score: Raw -31189918.473292 + Penalty 6012.647145 = -31183905.826147 nChanged 9385 SP:Iteration 12F (1163.380000 sec): 3 clusters Score: Raw -31198110.390871 + Penalty 6012.647145 = -31192097.743725 nChanged 6207 SP:Iteration 13Q (1164.090000 sec): 3 clusters Score: Raw -31203321.240991 + Penalty 6012.647145 = -31197308.593846 nChanged 3633 SP:Iteration 14Q (1164.750000 sec): 3 clusters Score: Raw -31206217.133735 + Penalty 6012.647145 = -31200204.486590 nChanged 1994 SP:Iteration 15Q (1165.390000 sec): 3 clusters Score: Raw -31207733.258699 + Penalty 6012.647145 = -31201720.611553 nChanged 1013 SP:Iteration 16Q (1165.970000 sec): 3 clusters Score: Raw -31208471.867563 + Penalty 6012.647145 = -31202459.220417 nChanged 494 SP:Iteration 17Q (1166.550000 sec): 3 clusters Score: Raw -31208835.853559 + Penalty 6012.647145 = -31202823.206413 nChanged 254 SP:Iteration 18Q (1167.100000 sec): 3 clusters Score: Raw -31209019.263688 + Penalty 6012.647145 = -31203006.616543 nChanged 160 SP:Iteration 19Q (1167.650000 sec): 3 clusters Score: Raw -31209128.158527 + Penalty 6012.647145 = -31203115.511381 nChanged 99 SP:Iteration 20F (1168.440000 sec): 3 clusters Score: Raw -31209198.109257 + Penalty 6012.647145 = -31203185.462112 nChanged 56 SP:Iteration 21Q (1168.990000 sec): 3 clusters Score: Raw -31209236.155935 + Penalty 6012.647145 = -31203223.508789 nChanged 46 SP:Iteration 22Q (1169.530000 sec): 3 clusters Score: Raw -31209265.462683 + Penalty 6012.647145 = -31203252.815537 nChanged 26 SP:Iteration 23Q (1170.080000 sec): 3 clusters Score: Raw -31209281.913448 + Penalty 6012.647145 = -31203269.266303 nChanged 22 SP:Iteration 24Q (1170.610000 sec): 3 clusters Score: Raw -31209298.676268 + Penalty 6012.647145 = -31203286.029123 nChanged 17 SP:Iteration 25Q (1171.150000 sec): 3 clusters Score: Raw -31209311.831901 + Penalty 6012.647145 = -31203299.184756 nChanged 18 SP:Iteration 26Q (1171.710000 sec): 3 clusters Score: Raw -31209322.869551 + Penalty 6012.647145 = -31203310.222406 nChanged 12 SP:Iteration 27Q (1172.250000 sec): 3 clusters Score: Raw -31209329.885228 + Penalty 6012.647145 = -31203317.238082 nChanged 6 SP:Iteration 28Q (1172.790000 sec): 3 clusters Score: Raw -31209333.110697 + Penalty 6012.647145 = -31203320.463552 nChanged 2 SP:Iteration 29Q (1173.340000 sec): 3 clusters Score: Raw -31209334.345187 + Penalty 6012.647145 = -31203321.698042 nChanged 5 SP:Iteration 30Q (1173.880000 sec): 3 clusters Score: Raw -31209337.057687 + Penalty 6012.647145 = -31203324.410541 nChanged 3 SP:Iteration 31Q (1174.410000 sec): 3 clusters Score: Raw -31209338.916102 + Penalty 6012.647145 = -31203326.268957 nChanged 5 SP:Iteration 32Q (1174.960000 sec): 3 clusters Score: Raw -31209342.284241 + Penalty 6012.647145 = -31203329.637095 nChanged 5 SP:Iteration 33Q (1175.520000 sec): 3 clusters Score: Raw -31209344.615104 + Penalty 6012.647145 = -31203331.967959 nChanged 3 SP:Iteration 34Q (1176.070000 sec): 3 clusters Score: Raw -31209346.196188 + Penalty 6012.647145 = -31203333.549043 nChanged 3 SP:Iteration 35Q (1176.630000 sec): 3 clusters Score: Raw -31209347.548314 + Penalty 6012.647145 = -31203334.901169 nChanged 1 SP:Iteration 36Q (1177.180000 sec): 3 clusters Score: Raw -31209347.800794 + Penalty 6012.647145 = -31203335.153648 nChanged 0 SP:Iteration 37F (1177.950000 sec): 3 clusters Score: Raw -31209347.800794 + Penalty 6012.647145 = -31203335.153648 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (10051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.060000 sec): 2 clusters Score: Raw -1587596.401124 + Penalty 2285.425998 = -1585310.975126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1178.110000 sec): 3 clusters Score: Raw -1582228.559551 + Penalty 4570.851996 = -1577657.707555 nChanged 4234 SP:Iteration 1F (1178.150000 sec): 3 clusters Score: Raw -1586212.467611 + Penalty 4570.851996 = -1581641.615615 nChanged 1271 SP:Iteration 2F (1178.190000 sec): 3 clusters Score: Raw -1588394.070289 + Penalty 4570.851996 = -1583823.218293 nChanged 1155 SP:Iteration 3F (1178.230000 sec): 3 clusters Score: Raw -1590094.260678 + Penalty 4570.851996 = -1585523.408682 nChanged 906 SP:Iteration 4F (1178.270000 sec): 3 clusters Score: Raw -1591220.521858 + Penalty 4570.851996 = -1586649.669862 nChanged 649 SP:Iteration 5F (1178.310000 sec): 3 clusters Score: Raw -1591963.482122 + Penalty 4570.851996 = -1587392.630127 nChanged 512 SP:Iteration 6F (1178.360000 sec): 3 clusters Score: Raw -1592701.177125 + Penalty 4570.851996 = -1588130.325129 nChanged 510 SP:Iteration 7F (1178.400000 sec): 3 clusters Score: Raw -1593353.378069 + Penalty 4570.851996 = -1588782.526073 nChanged 373 SP:Iteration 8Q (1178.440000 sec): 3 clusters Score: Raw -1593717.981749 + Penalty 4570.851996 = -1589147.129753 nChanged 289 SP:Iteration 9Q (1178.470000 sec): 3 clusters Score: Raw -1594000.992653 + Penalty 4570.851996 = -1589430.140657 nChanged 238 SP:Iteration 10Q (1178.510000 sec): 3 clusters Score: Raw -1594242.329715 + Penalty 4570.851996 = -1589671.477719 nChanged 194 SP:Iteration 11Q (1178.550000 sec): 3 clusters Score: Raw -1594417.290706 + Penalty 4570.851996 = -1589846.438710 nChanged 161 SP:Iteration 12Q (1178.580000 sec): 3 clusters Score: Raw -1594538.826147 + Penalty 4570.851996 = -1589967.974151 nChanged 126 SP:Iteration 13Q (1178.620000 sec): 3 clusters Score: Raw -1594629.553804 + Penalty 4570.851996 = -1590058.701809 nChanged 121 SP:Iteration 14Q (1178.650000 sec): 3 clusters Score: Raw -1594691.762431 + Penalty 4570.851996 = -1590120.910435 nChanged 86 SP:Iteration 15Q (1178.690000 sec): 3 clusters Score: Raw -1594736.249019 + Penalty 4570.851996 = -1590165.397023 nChanged 61 SP:Iteration 16Q (1178.730000 sec): 3 clusters Score: Raw -1594761.739792 + Penalty 4570.851996 = -1590190.887796 nChanged 41 SP:Iteration 17Q (1178.760000 sec): 3 clusters Score: Raw -1594771.052957 + Penalty 4570.851996 = -1590200.200961 nChanged 23 SP:Iteration 18Q (1178.800000 sec): 3 clusters Score: Raw -1594775.874823 + Penalty 4570.851996 = -1590205.022827 nChanged 12 SP:Iteration 19Q (1178.830000 sec): 3 clusters Score: Raw -1594778.371625 + Penalty 4570.851996 = -1590207.519629 nChanged 16 SP:Iteration 20F (1178.880000 sec): 3 clusters Score: Raw -1594782.113941 + Penalty 4570.851996 = -1590211.261945 nChanged 13 SP:Iteration 21Q (1178.920000 sec): 3 clusters Score: Raw -1594785.510399 + Penalty 4570.851996 = -1590214.658404 nChanged 7 SP:Iteration 22Q (1178.950000 sec): 3 clusters Score: Raw -1594787.086421 + Penalty 4570.851996 = -1590216.234425 nChanged 5 SP:Iteration 23Q (1178.990000 sec): 3 clusters Score: Raw -1594788.023643 + Penalty 4570.851996 = -1590217.171647 nChanged 3 SP:Iteration 24Q (1179.020000 sec): 3 clusters Score: Raw -1594788.362387 + Penalty 4570.851996 = -1590217.510391 nChanged 0 SP:Iteration 25F (1179.060000 sec): 3 clusters Score: Raw -1594788.362387 + Penalty 4570.851996 = -1590217.510391 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 16.29 GB. Trying to split cluster 15 (113686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1179.510000 sec): 2 clusters Score: Raw -19984428.510054 + Penalty 2887.016494 = -19981541.493559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.990000 sec): 3 clusters Score: Raw -19911353.345116 + Penalty 5774.032988 = -19905579.312128 nChanged 54031 SP:Iteration 1F (1180.480000 sec): 3 clusters Score: Raw -19943981.817002 + Penalty 5774.032988 = -19938207.784013 nChanged 5369 SP:Iteration 2Q (1180.970000 sec): 3 clusters Score: Raw -19946698.900542 + Penalty 5774.032988 = -19940924.867554 nChanged 6766 SP:Iteration 3F (1181.470000 sec): 3 clusters Score: Raw -19950449.773019 + Penalty 5774.032988 = -19944675.740031 nChanged 8476 SP:Iteration 4F (1181.990000 sec): 3 clusters Score: Raw -19956285.000612 + Penalty 5774.032988 = -19950510.967624 nChanged 10019 SP:Iteration 5F (1182.490000 sec): 3 clusters Score: Raw -19964620.180331 + Penalty 5774.032988 = -19958846.147343 nChanged 9571 SP:Iteration 6F (1182.990000 sec): 3 clusters Score: Raw -19973017.608364 + Penalty 5774.032988 = -19967243.575376 nChanged 7098 SP:Iteration 7F (1183.500000 sec): 3 clusters Score: Raw -19978707.778967 + Penalty 5774.032988 = -19972933.745979 nChanged 4597 SP:Iteration 8Q (1184.010000 sec): 3 clusters Score: Raw -19981873.055930 + Penalty 5774.032988 = -19976099.022941 nChanged 3212 SP:Iteration 9Q (1184.530000 sec): 3 clusters Score: Raw -19983864.403068 + Penalty 5774.032988 = -19978090.370079 nChanged 2609 SP:Iteration 10Q (1185.020000 sec): 3 clusters Score: Raw -19985366.034207 + Penalty 5774.032988 = -19979592.001219 nChanged 2112 SP:Iteration 11Q (1185.510000 sec): 3 clusters Score: Raw -19986516.571089 + Penalty 5774.032988 = -19980742.538101 nChanged 1681 SP:Iteration 12Q (1185.970000 sec): 3 clusters Score: Raw -19987353.178026 + Penalty 5774.032988 = -19981579.145038 nChanged 1294 SP:Iteration 13Q (1186.420000 sec): 3 clusters Score: Raw -19987933.904500 + Penalty 5774.032988 = -19982159.871512 nChanged 973 SP:Iteration 14Q (1186.850000 sec): 3 clusters Score: Raw -19988346.303648 + Penalty 5774.032988 = -19982572.270660 nChanged 765 SP:Iteration 15Q (1187.270000 sec): 3 clusters Score: Raw -19988625.543073 + Penalty 5774.032988 = -19982851.510084 nChanged 541 SP:Iteration 16Q (1187.680000 sec): 3 clusters Score: Raw -19988800.031357 + Penalty 5774.032988 = -19983025.998368 nChanged 405 SP:Iteration 17Q (1188.090000 sec): 3 clusters Score: Raw -19988915.352025 + Penalty 5774.032988 = -19983141.319036 nChanged 336 SP:Iteration 18Q (1188.490000 sec): 3 clusters Score: Raw -19989011.980715 + Penalty 5774.032988 = -19983237.947727 nChanged 286 SP:Iteration 19Q (1188.890000 sec): 3 clusters Score: Raw -19989089.593809 + Penalty 5774.032988 = -19983315.560821 nChanged 234 SP:Iteration 20F (1189.390000 sec): 3 clusters Score: Raw -19989158.612721 + Penalty 5774.032988 = -19983384.579733 nChanged 174 SP:Iteration 21Q (1189.790000 sec): 3 clusters Score: Raw -19989211.558308 + Penalty 5774.032988 = -19983437.525319 nChanged 144 SP:Iteration 22Q (1190.180000 sec): 3 clusters Score: Raw -19989246.374486 + Penalty 5774.032988 = -19983472.341497 nChanged 102 SP:Iteration 23Q (1190.580000 sec): 3 clusters Score: Raw -19989268.228986 + Penalty 5774.032988 = -19983494.195997 nChanged 85 SP:Iteration 24Q (1190.970000 sec): 3 clusters Score: Raw -19989286.154725 + Penalty 5774.032988 = -19983512.121737 nChanged 78 SP:Iteration 25Q (1191.370000 sec): 3 clusters Score: Raw -19989299.520091 + Penalty 5774.032988 = -19983525.487103 nChanged 55 SP:Iteration 26Q (1191.760000 sec): 3 clusters Score: Raw -19989310.399650 + Penalty 5774.032988 = -19983536.366661 nChanged 59 SP:Iteration 27Q (1192.150000 sec): 3 clusters Score: Raw -19989323.896392 + Penalty 5774.032988 = -19983549.863403 nChanged 40 SP:Iteration 28Q (1192.530000 sec): 3 clusters Score: Raw -19989333.589181 + Penalty 5774.032988 = -19983559.556193 nChanged 41 SP:Iteration 29Q (1192.920000 sec): 3 clusters Score: Raw -19989343.212866 + Penalty 5774.032988 = -19983569.179878 nChanged 34 SP:Iteration 30Q (1193.300000 sec): 3 clusters Score: Raw -19989348.253416 + Penalty 5774.032988 = -19983574.220428 nChanged 23 SP:Iteration 31Q (1193.690000 sec): 3 clusters Score: Raw -19989351.981954 + Penalty 5774.032988 = -19983577.948965 nChanged 24 SP:Iteration 32Q (1194.080000 sec): 3 clusters Score: Raw -19989356.669025 + Penalty 5774.032988 = -19983582.636036 nChanged 22 SP:Iteration 33Q (1194.470000 sec): 3 clusters Score: Raw -19989360.659313 + Penalty 5774.032988 = -19983586.626324 nChanged 19 SP:Iteration 34Q (1194.840000 sec): 3 clusters Score: Raw -19989364.895691 + Penalty 5774.032988 = -19983590.862702 nChanged 26 SP:Iteration 35Q (1195.210000 sec): 3 clusters Score: Raw -19989369.339682 + Penalty 5774.032988 = -19983595.306694 nChanged 22 SP:Iteration 36Q (1195.610000 sec): 3 clusters Score: Raw -19989372.094045 + Penalty 5774.032988 = -19983598.061057 nChanged 15 SP:Iteration 37Q (1195.990000 sec): 3 clusters Score: Raw -19989374.162095 + Penalty 5774.032988 = -19983600.129107 nChanged 8 SP:Iteration 38Q (1196.380000 sec): 3 clusters Score: Raw -19989375.285428 + Penalty 5774.032988 = -19983601.252439 nChanged 3 SP:Iteration 39Q (1196.760000 sec): 3 clusters Score: Raw -19989375.831455 + Penalty 5774.032988 = -19983601.798466 nChanged 3 SP:Iteration 40F (1197.250000 sec): 3 clusters Score: Raw -19989376.123240 + Penalty 5774.032988 = -19983602.090252 nChanged 2 SP:Iteration 41Q (1197.630000 sec): 3 clusters Score: Raw -19989376.254100 + Penalty 5774.032988 = -19983602.221111 nChanged 1 SP:Iteration 42Q (1198.000000 sec): 3 clusters Score: Raw -19989376.423593 + Penalty 5774.032988 = -19983602.390604 nChanged 1 SP:Iteration 43Q (1198.380000 sec): 3 clusters Score: Raw -19989376.451624 + Penalty 5774.032988 = -19983602.418636 nChanged 0 SP:Iteration 44F (1198.870000 sec): 3 clusters Score: Raw -19989376.451624 + Penalty 5774.032988 = -19983602.418636 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 16.29 GB. Trying to split cluster 16 (22337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1199.020000 sec): 2 clusters Score: Raw -3636392.430447 + Penalty 2483.471944 = -3633908.958502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1199.120000 sec): 3 clusters Score: Raw -3623283.543812 + Penalty 4966.943889 = -3618316.599923 nChanged 9965 SP:Iteration 1F (1199.210000 sec): 3 clusters Score: Raw -3629085.134405 + Penalty 4966.943889 = -3624118.190517 nChanged 1514 SP:Iteration 2F (1199.310000 sec): 3 clusters Score: Raw -3630093.743049 + Penalty 4966.943889 = -3625126.799161 nChanged 1498 SP:Iteration 3F (1199.410000 sec): 3 clusters Score: Raw -3631100.985946 + Penalty 4966.943889 = -3626134.042057 nChanged 1635 SP:Iteration 4F (1199.500000 sec): 3 clusters Score: Raw -3632460.123900 + Penalty 4966.943889 = -3627493.180012 nChanged 1937 SP:Iteration 5F (1199.600000 sec): 3 clusters Score: Raw -3634405.141688 + Penalty 4966.943889 = -3629438.197799 nChanged 2099 SP:Iteration 6F (1199.700000 sec): 3 clusters Score: Raw -3636742.056130 + Penalty 4966.943889 = -3631775.112242 nChanged 1919 SP:Iteration 7F (1199.790000 sec): 3 clusters Score: Raw -3638935.213102 + Penalty 4966.943889 = -3633968.269213 nChanged 1356 SP:Iteration 8F (1199.890000 sec): 3 clusters Score: Raw -3640069.407002 + Penalty 4966.943889 = -3635102.463114 nChanged 773 SP:Iteration 9Q (1199.980000 sec): 3 clusters Score: Raw -3640596.238614 + Penalty 4966.943889 = -3635629.294726 nChanged 529 SP:Iteration 10Q (1200.080000 sec): 3 clusters Score: Raw -3640902.016845 + Penalty 4966.943889 = -3635935.072957 nChanged 343 SP:Iteration 11Q (1200.170000 sec): 3 clusters Score: Raw -3641076.595086 + Penalty 4966.943889 = -3636109.651197 nChanged 266 SP:Iteration 12Q (1200.260000 sec): 3 clusters Score: Raw -3641211.976976 + Penalty 4966.943889 = -3636245.033087 nChanged 237 SP:Iteration 13Q (1200.350000 sec): 3 clusters Score: Raw -3641344.506515 + Penalty 4966.943889 = -3636377.562626 nChanged 198 SP:Iteration 14Q (1200.440000 sec): 3 clusters Score: Raw -3641463.710694 + Penalty 4966.943889 = -3636496.766806 nChanged 151 SP:Iteration 15Q (1200.520000 sec): 3 clusters Score: Raw -3641549.111325 + Penalty 4966.943889 = -3636582.167437 nChanged 141 SP:Iteration 16Q (1200.610000 sec): 3 clusters Score: Raw -3641629.337763 + Penalty 4966.943889 = -3636662.393874 nChanged 111 SP:Iteration 17Q (1200.690000 sec): 3 clusters Score: Raw -3641685.260027 + Penalty 4966.943889 = -3636718.316138 nChanged 88 SP:Iteration 18Q (1200.770000 sec): 3 clusters Score: Raw -3641720.683540 + Penalty 4966.943889 = -3636753.739652 nChanged 71 SP:Iteration 19Q (1200.850000 sec): 3 clusters Score: Raw -3641749.941842 + Penalty 4966.943889 = -3636782.997953 nChanged 57 SP:Iteration 20F (1200.940000 sec): 3 clusters Score: Raw -3641772.846539 + Penalty 4966.943889 = -3636805.902650 nChanged 56 SP:Iteration 21Q (1201.020000 sec): 3 clusters Score: Raw -3641799.107912 + Penalty 4966.943889 = -3636832.164024 nChanged 51 SP:Iteration 22Q (1201.100000 sec): 3 clusters Score: Raw -3641821.600974 + Penalty 4966.943889 = -3636854.657085 nChanged 41 SP:Iteration 23Q (1201.170000 sec): 3 clusters Score: Raw -3641840.013151 + Penalty 4966.943889 = -3636873.069262 nChanged 37 SP:Iteration 24Q (1201.250000 sec): 3 clusters Score: Raw -3641853.087853 + Penalty 4966.943889 = -3636886.143964 nChanged 25 SP:Iteration 25Q (1201.320000 sec): 3 clusters Score: Raw -3641864.249825 + Penalty 4966.943889 = -3636897.305936 nChanged 22 SP:Iteration 26Q (1201.400000 sec): 3 clusters Score: Raw -3641874.204784 + Penalty 4966.943889 = -3636907.260895 nChanged 20 SP:Iteration 27Q (1201.470000 sec): 3 clusters Score: Raw -3641880.996357 + Penalty 4966.943889 = -3636914.052469 nChanged 19 SP:Iteration 28Q (1201.540000 sec): 3 clusters Score: Raw -3641890.868312 + Penalty 4966.943889 = -3636923.924423 nChanged 19 SP:Iteration 29Q (1201.620000 sec): 3 clusters Score: Raw -3641897.071861 + Penalty 4966.943889 = -3636930.127973 nChanged 12 SP:Iteration 30Q (1201.690000 sec): 3 clusters Score: Raw -3641900.315564 + Penalty 4966.943889 = -3636933.371675 nChanged 5 SP:Iteration 31Q (1201.760000 sec): 3 clusters Score: Raw -3641901.895905 + Penalty 4966.943889 = -3636934.952017 nChanged 4 SP:Iteration 32Q (1201.840000 sec): 3 clusters Score: Raw -3641903.700816 + Penalty 4966.943889 = -3636936.756927 nChanged 5 SP:Iteration 33Q (1201.910000 sec): 3 clusters Score: Raw -3641904.471890 + Penalty 4966.943889 = -3636937.528002 nChanged 4 SP:Iteration 34Q (1201.980000 sec): 3 clusters Score: Raw -3641906.755300 + Penalty 4966.943889 = -3636939.811411 nChanged 7 SP:Iteration 35Q (1202.060000 sec): 3 clusters Score: Raw -3641908.658332 + Penalty 4966.943889 = -3636941.714443 nChanged 4 SP:Iteration 36Q (1202.130000 sec): 3 clusters Score: Raw -3641909.760214 + Penalty 4966.943889 = -3636942.816326 nChanged 4 SP:Iteration 37Q (1202.200000 sec): 3 clusters Score: Raw -3641910.932622 + Penalty 4966.943889 = -3636943.988733 nChanged 3 SP:Iteration 38Q (1202.280000 sec): 3 clusters Score: Raw -3641911.730074 + Penalty 4966.943889 = -3636944.786186 nChanged 5 SP:Iteration 39Q (1202.350000 sec): 3 clusters Score: Raw -3641913.854413 + Penalty 4966.943889 = -3636946.910525 nChanged 7 SP:Iteration 40F (1202.440000 sec): 3 clusters Score: Raw -3641916.230629 + Penalty 4966.943889 = -3636949.286741 nChanged 8 SP:Iteration 41Q (1202.510000 sec): 3 clusters Score: Raw -3641917.446841 + Penalty 4966.943889 = -3636950.502952 nChanged 5 SP:Iteration 42Q (1202.590000 sec): 3 clusters Score: Raw -3641919.263214 + Penalty 4966.943889 = -3636952.319325 nChanged 8 SP:Iteration 43Q (1202.660000 sec): 3 clusters Score: Raw -3641921.514296 + Penalty 4966.943889 = -3636954.570407 nChanged 5 SP:Iteration 44Q (1202.730000 sec): 3 clusters Score: Raw -3641922.267060 + Penalty 4966.943889 = -3636955.323171 nChanged 1 SP:Iteration 45Q (1202.810000 sec): 3 clusters Score: Raw -3641922.499324 + Penalty 4966.943889 = -3636955.555436 nChanged 2 SP:Iteration 46Q (1202.890000 sec): 3 clusters Score: Raw -3641922.788078 + Penalty 4966.943889 = -3636955.844189 nChanged 0 SP:Iteration 47F (1202.980000 sec): 3 clusters Score: Raw -3641922.788078 + Penalty 4966.943889 = -3636955.844189 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Iteration 20F (1295.710000 sec): 29 clusters Score: Raw -378068315.843721 + Penalty 101363.634110 = -377966952.209611 nChanged 35170 Iteration 21Q (1321.910000 sec): 29 clusters Score: Raw -378106537.810966 + Penalty 101363.634110 = -378005174.176856 nChanged 21767 Iteration 22Q (1347.840000 sec): 29 clusters Score: Raw -378115148.950054 + Penalty 101363.634110 = -378013785.315944 nChanged 16982 Iteration 23Q (1373.820000 sec): 29 clusters Score: Raw -378119841.843508 + Penalty 101363.634110 = -378018478.209397 nChanged 14049 Iteration 24Q (1399.410000 sec): 29 clusters Score: Raw -378122620.487516 + Penalty 101363.634110 = -378021256.853406 nChanged 12391 Iteration 25Q (1424.710000 sec): 29 clusters Score: Raw -378124318.821544 + Penalty 101363.634110 = -378022955.187434 nChanged 11131 Iteration 26Q (1448.460000 sec): 29 clusters Score: Raw -378125525.582381 + Penalty 101363.634110 = -378024161.948271 nChanged 10160 Iteration 27Q (1470.340000 sec): 29 clusters Score: Raw -378126507.608675 + Penalty 101363.634110 = -378025143.974565 nChanged 9584 Iteration 28Q (1492.210000 sec): 29 clusters Score: Raw -378127328.500457 + Penalty 101363.634110 = -378025964.866347 nChanged 9082 Iteration 29Q (1516.770000 sec): 29 clusters Score: Raw -378128067.427883 + Penalty 101363.634110 = -378026703.793773 nChanged 8733 Iteration 30Q (1541.740000 sec): 29 clusters Score: Raw -378128787.371083 + Penalty 101363.634110 = -378027423.736973 nChanged 8694 Iteration 31Q (1566.720000 sec): 29 clusters Score: Raw -378129468.892859 + Penalty 101363.634110 = -378028105.258748 nChanged 8592 Iteration 32Q (1591.770000 sec): 29 clusters Score: Raw -378130117.761019 + Penalty 101363.634110 = -378028754.126909 nChanged 8491 Iteration 33Q (1616.980000 sec): 29 clusters Score: Raw -378130745.180134 + Penalty 101363.634110 = -378029381.546024 nChanged 8449 Iteration 34Q (1642.320000 sec): 29 clusters Score: Raw -378131366.522143 + Penalty 101363.634110 = -378030002.888032 nChanged 8414 Iteration 35Q (1667.920000 sec): 29 clusters Score: Raw -378131983.399703 + Penalty 101363.634110 = -378030619.765593 nChanged 8385 Iteration 36Q (1693.580000 sec): 29 clusters Score: Raw -378132618.225975 + Penalty 101363.634110 = -378031254.591865 nChanged 8420 Iteration 37Q (1718.790000 sec): 29 clusters Score: Raw -378133300.399180 + Penalty 101363.634110 = -378031936.765070 nChanged 8561 Iteration 38Q (1744.440000 sec): 29 clusters Score: Raw -378134014.781047 + Penalty 101363.634110 = -378032651.146937 nChanged 8595 Iteration 39Q (1769.630000 sec): 29 clusters Score: Raw -378134765.373406 + Penalty 101363.634110 = -378033401.739296 nChanged 8904 Iteration 40F (1862.870000 sec): 29 clusters Score: Raw -378165003.278084 + Penalty 101363.634110 = -378063639.643973 nChanged 10238 Iteration 41Q (1889.490000 sec): 29 clusters Score: Raw -378189987.056524 + Penalty 101363.634110 = -378088623.422414 nChanged 10275 Iteration 42Q (1916.390000 sec): 29 clusters Score: Raw -378192520.666282 + Penalty 101363.634110 = -378091157.032172 nChanged 10363 Iteration 43Q (1943.080000 sec): 29 clusters Score: Raw -378194652.752930 + Penalty 101363.634110 = -378093289.118820 nChanged 10613 Iteration 44Q (1969.850000 sec): 29 clusters Score: Raw -378196287.096537 + Penalty 101363.634110 = -378094923.462427 nChanged 10384 Iteration 45Q (1996.580000 sec): 29 clusters Score: Raw -378197486.297763 + Penalty 101363.634110 = -378096122.663653 nChanged 10223 Iteration 46Q (2023.290000 sec): 29 clusters Score: Raw -378198426.356999 + Penalty 101363.634110 = -378097062.722888 nChanged 10074 Iteration 47Q (2049.990000 sec): 29 clusters Score: Raw -378199253.714470 + Penalty 101363.634110 = -378097890.080360 nChanged 10121 Iteration 48Q (2076.630000 sec): 29 clusters Score: Raw -378200070.114515 + Penalty 101363.634110 = -378098706.480404 nChanged 10351 Iteration 49Q (2103.260000 sec): 29 clusters Score: Raw -378200902.924236 + Penalty 101363.634110 = -378099539.290125 nChanged 10371 Iteration 50Q (2129.890000 sec): 29 clusters Score: Raw -378201800.185992 + Penalty 101363.634110 = -378100436.551882 nChanged 10498 Iteration 51Q (2156.470000 sec): 29 clusters Score: Raw -378202792.905031 + Penalty 101363.634110 = -378101429.270921 nChanged 10691 Iteration 52Q (2183.030000 sec): 29 clusters Score: Raw -378203847.141411 + Penalty 101363.634110 = -378102483.507300 nChanged 10781 Iteration 53Q (2209.670000 sec): 29 clusters Score: Raw -378204955.576894 + Penalty 101363.634110 = -378103591.942784 nChanged 11188 Iteration 54Q (2236.770000 sec): 29 clusters Score: Raw -378206128.901371 + Penalty 101363.634110 = -378104765.267261 nChanged 11197 Iteration 55Q (2263.850000 sec): 29 clusters Score: Raw -378207324.554283 + Penalty 101363.634110 = -378105960.920173 nChanged 11384 Iteration 56Q (2290.820000 sec): 29 clusters Score: Raw -378208476.946812 + Penalty 101363.634110 = -378107113.312702 nChanged 11321 Iteration 57Q (2318.170000 sec): 29 clusters Score: Raw -378209534.993859 + Penalty 101363.634110 = -378108171.359749 nChanged 11304 Iteration 58Q (2344.850000 sec): 29 clusters Score: Raw -378210533.844519 + Penalty 101363.634110 = -378109170.210408 nChanged 11384 Writing temp clu file Because OldScore, -378108171.359749, is greater than current (better) Score,-378109170.210408 Compute initial score before splitting: Score: Raw -378210533.844519 + Penalty 101363.634110 = -378109170.210408 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2345.270000 sec): 2 clusters Score: Raw -58599.282950 + Penalty 1525.877708 = -57073.405241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2345.270000 sec): 3 clusters Score: Raw -58861.292683 + Penalty 3051.755417 = -55809.537267 nChanged 131 SP:Iteration 1F (2345.280000 sec): 3 clusters Score: Raw -59404.941585 + Penalty 3051.755417 = -56353.186168 nChanged 43 SP:Iteration 2F (2345.280000 sec): 3 clusters Score: Raw -59624.813453 + Penalty 3051.755417 = -56573.058036 nChanged 21 SP:Iteration 3Q (2345.280000 sec): 3 clusters Score: Raw -59717.525732 + Penalty 3051.755417 = -56665.770315 nChanged 15 SP:Iteration 4Q (2345.280000 sec): 3 clusters Score: Raw -59806.637542 + Penalty 3051.755417 = -56754.882126 nChanged 17 SP:Iteration 5Q (2345.280000 sec): 3 clusters Score: Raw -59864.647952 + Penalty 3051.755417 = -56812.892535 nChanged 17 SP:Iteration 6Q (2345.280000 sec): 3 clusters Score: Raw -59927.013890 + Penalty 3051.755417 = -56875.258473 nChanged 21 SP:Iteration 7Q (2345.290000 sec): 3 clusters Score: Raw -60017.197600 + Penalty 3051.755417 = -56965.442183 nChanged 17 SP:Iteration 8Q (2345.290000 sec): 3 clusters Score: Raw -60096.803182 + Penalty 3051.755417 = -57045.047765 nChanged 12 SP:Iteration 9Q (2345.290000 sec): 3 clusters Score: Raw -60177.322245 + Penalty 3051.755417 = -57125.566828 nChanged 11 SP:Iteration 10Q (2345.290000 sec): 3 clusters Score: Raw -60244.299810 + Penalty 3051.755417 = -57192.544394 nChanged 4 SP:Iteration 11Q (2345.290000 sec): 3 clusters Score: Raw -60285.529109 + Penalty 3051.755417 = -57233.773693 nChanged 4 SP:Iteration 12Q (2345.290000 sec): 3 clusters Score: Raw -60317.350578 + Penalty 3051.755417 = -57265.595161 nChanged 1 SP:Iteration 13Q (2345.300000 sec): 3 clusters Score: Raw -60322.292878 + Penalty 3051.755417 = -57270.537462 nChanged 0 SP:Iteration 14F (2345.300000 sec): 3 clusters Score: Raw -60376.732288 + Penalty 3051.755417 = -57324.976872 nChanged 5 SP:Iteration 15Q (2345.300000 sec): 3 clusters Score: Raw -60558.332056 + Penalty 3051.755417 = -57506.576639 nChanged 5 SP:Iteration 16Q (2345.300000 sec): 3 clusters Score: Raw -60635.780792 + Penalty 3051.755417 = -57584.025375 nChanged 2 SP:Iteration 17Q (2345.300000 sec): 3 clusters Score: Raw -60653.484320 + Penalty 3051.755417 = -57601.728903 nChanged 3 SP:Iteration 18Q (2345.300000 sec): 3 clusters Score: Raw -60694.294624 + Penalty 3051.755417 = -57642.539207 nChanged 2 SP:Iteration 19Q (2345.300000 sec): 3 clusters Score: Raw -60703.711257 + Penalty 3051.755417 = -57651.955841 nChanged 0 SP:Iteration 20F (2345.310000 sec): 3 clusters Score: Raw -60703.711257 + Penalty 3051.755417 = -57651.955841 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (2165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2345.330000 sec): 2 clusters Score: Raw -321941.301811 + Penalty 1904.683559 = -320036.618252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2345.340000 sec): 3 clusters Score: Raw -321202.116582 + Penalty 3809.367118 = -317392.749464 nChanged 735 SP:Iteration 1F (2345.350000 sec): 3 clusters Score: Raw -322242.563069 + Penalty 3809.367118 = -318433.195951 nChanged 266 SP:Iteration 2F (2345.360000 sec): 3 clusters Score: Raw -323055.304223 + Penalty 3809.367118 = -319245.937105 nChanged 245 SP:Iteration 3F (2345.370000 sec): 3 clusters Score: Raw -323611.837022 + Penalty 3809.367118 = -319802.469904 nChanged 179 SP:Iteration 4F (2345.380000 sec): 3 clusters Score: Raw -323965.717101 + Penalty 3809.367118 = -320156.349983 nChanged 107 SP:Iteration 5Q (2345.380000 sec): 3 clusters Score: Raw -324219.508244 + Penalty 3809.367118 = -320410.141126 nChanged 78 SP:Iteration 6Q (2345.390000 sec): 3 clusters Score: Raw -324411.532765 + Penalty 3809.367118 = -320602.165648 nChanged 42 SP:Iteration 7Q (2345.400000 sec): 3 clusters Score: Raw -324500.638743 + Penalty 3809.367118 = -320691.271625 nChanged 27 SP:Iteration 8Q (2345.410000 sec): 3 clusters Score: Raw -324557.791781 + Penalty 3809.367118 = -320748.424664 nChanged 22 SP:Iteration 9Q (2345.420000 sec): 3 clusters Score: Raw -324591.257547 + Penalty 3809.367118 = -320781.890429 nChanged 10 SP:Iteration 10Q (2345.420000 sec): 3 clusters Score: Raw -324610.209402 + Penalty 3809.367118 = -320800.842284 nChanged 9 SP:Iteration 11Q (2345.430000 sec): 3 clusters Score: Raw -324622.610106 + Penalty 3809.367118 = -320813.242989 nChanged 6 SP:Iteration 12Q (2345.440000 sec): 3 clusters Score: Raw -324630.097541 + Penalty 3809.367118 = -320820.730423 nChanged 7 SP:Iteration 13Q (2345.440000 sec): 3 clusters Score: Raw -324636.741974 + Penalty 3809.367118 = -320827.374857 nChanged 2 SP:Iteration 14Q (2345.450000 sec): 3 clusters Score: Raw -324638.911959 + Penalty 3809.367118 = -320829.544841 nChanged 1 SP:Iteration 15Q (2345.460000 sec): 3 clusters Score: Raw -324639.209242 + Penalty 3809.367118 = -320829.842125 nChanged 0 SP:Iteration 16F (2345.460000 sec): 3 clusters Score: Raw -324642.034610 + Penalty 3809.367118 = -320832.667492 nChanged 1 SP:Iteration 17Q (2345.470000 sec): 3 clusters Score: Raw -324648.696912 + Penalty 3809.367118 = -320839.329794 nChanged 4 SP:Iteration 18Q (2345.480000 sec): 3 clusters Score: Raw -324655.072485 + Penalty 3809.367118 = -320845.705368 nChanged 5 SP:Iteration 19Q (2345.490000 sec): 3 clusters Score: Raw -324661.862013 + Penalty 3809.367118 = -320852.494896 nChanged 2 SP:Iteration 20F (2345.500000 sec): 3 clusters Score: Raw -324664.748234 + Penalty 3809.367118 = -320855.381117 nChanged 1 SP:Iteration 21Q (2345.500000 sec): 3 clusters Score: Raw -324665.404864 + Penalty 3809.367118 = -320856.037747 nChanged 0 SP:Iteration 22F (2345.510000 sec): 3 clusters Score: Raw -324665.404864 + Penalty 3809.367118 = -320856.037747 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (1016313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.570000 sec): 2 clusters Score: Raw -181275498.300094 + Penalty 3430.259599 = -181272068.040495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2354.110000 sec): 3 clusters Score: Raw -180588495.323643 + Penalty 6860.519198 = -180581634.804446 nChanged 499532 SP:Iteration 1F (2358.650000 sec): 3 clusters Score: Raw -180892662.151783 + Penalty 6860.519198 = -180885801.632585 nChanged 29181 SP:Iteration 2Q (2363.310000 sec): 3 clusters Score: Raw -180902098.687970 + Penalty 6860.519198 = -180895238.168772 nChanged 44335 SP:Iteration 3Q (2367.960000 sec): 3 clusters Score: Raw -180924238.454804 + Penalty 6860.519198 = -180917377.935607 nChanged 63670 SP:Iteration 4F (2372.440000 sec): 3 clusters Score: Raw -180963128.405936 + Penalty 6860.519198 = -180956267.886739 nChanged 74642 SP:Iteration 5F (2376.940000 sec): 3 clusters Score: Raw -181009210.380452 + Penalty 6860.519198 = -181002349.861255 nChanged 72453 SP:Iteration 6F (2381.510000 sec): 3 clusters Score: Raw -181052427.403914 + Penalty 6860.519198 = -181045566.884717 nChanged 62729 SP:Iteration 7F (2386.170000 sec): 3 clusters Score: Raw -181089037.494347 + Penalty 6860.519198 = -181082176.975150 nChanged 54829 SP:Iteration 8F (2390.770000 sec): 3 clusters Score: Raw -181121277.338407 + Penalty 6860.519198 = -181114416.819209 nChanged 51689 SP:Iteration 9F (2395.430000 sec): 3 clusters Score: Raw -181152482.646693 + Penalty 6860.519198 = -181145622.127495 nChanged 53453 SP:Iteration 10F (2400.030000 sec): 3 clusters Score: Raw -181185346.446482 + Penalty 6860.519198 = -181178485.927284 nChanged 54669 SP:Iteration 11F (2404.630000 sec): 3 clusters Score: Raw -181218885.729410 + Penalty 6860.519198 = -181212025.210213 nChanged 51355 SP:Iteration 12F (2409.220000 sec): 3 clusters Score: Raw -181249521.357549 + Penalty 6860.519198 = -181242660.838352 nChanged 44415 SP:Iteration 13Q (2413.650000 sec): 3 clusters Score: Raw -181274910.703457 + Penalty 6860.519198 = -181268050.184259 nChanged 35949 SP:Iteration 14Q (2417.950000 sec): 3 clusters Score: Raw -181294252.026538 + Penalty 6860.519198 = -181287391.507340 nChanged 27264 SP:Iteration 15Q (2422.150000 sec): 3 clusters Score: Raw -181307085.447973 + Penalty 6860.519198 = -181300224.928775 nChanged 19911 SP:Iteration 16Q (2426.230000 sec): 3 clusters Score: Raw -181314823.869493 + Penalty 6860.519198 = -181307963.350296 nChanged 14458 SP:Iteration 17Q (2430.210000 sec): 3 clusters Score: Raw -181319349.433442 + Penalty 6860.519198 = -181312488.914245 nChanged 10794 SP:Iteration 18Q (2434.120000 sec): 3 clusters Score: Raw -181322032.803698 + Penalty 6860.519198 = -181315172.284500 nChanged 7748 SP:Iteration 19Q (2438.000000 sec): 3 clusters Score: Raw -181323536.332954 + Penalty 6860.519198 = -181316675.813756 nChanged 5712 SP:Iteration 20F (2442.560000 sec): 3 clusters Score: Raw -181324403.814014 + Penalty 6860.519198 = -181317543.294816 nChanged 4250 SP:Iteration 21Q (2446.390000 sec): 3 clusters Score: Raw -181324914.565420 + Penalty 6860.519198 = -181318054.046222 nChanged 3255 SP:Iteration 22Q (2450.090000 sec): 3 clusters Score: Raw -181325223.395886 + Penalty 6860.519198 = -181318362.876689 nChanged 2434 SP:Iteration 23Q (2453.780000 sec): 3 clusters Score: Raw -181325402.078005 + Penalty 6860.519198 = -181318541.558808 nChanged 1841 SP:Iteration 24Q (2457.560000 sec): 3 clusters Score: Raw -181325508.107095 + Penalty 6860.519198 = -181318647.587897 nChanged 1421 SP:Iteration 25Q (2461.310000 sec): 3 clusters Score: Raw -181325575.059793 + Penalty 6860.519198 = -181318714.540596 nChanged 1096 SP:Iteration 26Q (2464.980000 sec): 3 clusters Score: Raw -181325617.081724 + Penalty 6860.519198 = -181318756.562526 nChanged 801 SP:Iteration 27Q (2468.720000 sec): 3 clusters Score: Raw -181325642.905781 + Penalty 6860.519198 = -181318782.386584 nChanged 675 SP:Iteration 28Q (2472.460000 sec): 3 clusters Score: Raw -181325662.024308 + Penalty 6860.519198 = -181318801.505110 nChanged 507 SP:Iteration 29Q (2476.180000 sec): 3 clusters Score: Raw -181325672.373536 + Penalty 6860.519198 = -181318811.854338 nChanged 378 SP:Iteration 30Q (2479.910000 sec): 3 clusters Score: Raw -181325679.157385 + Penalty 6860.519198 = -181318818.638188 nChanged 296 SP:Iteration 31Q (2483.660000 sec): 3 clusters Score: Raw -181325683.648930 + Penalty 6860.519198 = -181318823.129732 nChanged 230 SP:Iteration 32Q (2487.410000 sec): 3 clusters Score: Raw -181325687.264934 + Penalty 6860.519198 = -181318826.745737 nChanged 204 SP:Iteration 33Q (2491.140000 sec): 3 clusters Score: Raw -181325690.180322 + Penalty 6860.519198 = -181318829.661125 nChanged 166 SP:Iteration 34Q (2494.870000 sec): 3 clusters Score: Raw -181325691.987819 + Penalty 6860.519198 = -181318831.468621 nChanged 110 SP:Iteration 35Q (2498.520000 sec): 3 clusters Score: Raw -181325693.176201 + Penalty 6860.519198 = -181318832.657004 nChanged 115 SP:Iteration 36Q (2502.160000 sec): 3 clusters Score: Raw -181325694.375118 + Penalty 6860.519198 = -181318833.855920 nChanged 114 SP:Iteration 37Q (2505.800000 sec): 3 clusters Score: Raw -181325695.549824 + Penalty 6860.519198 = -181318835.030627 nChanged 96 SP:Iteration 38Q (2509.460000 sec): 3 clusters Score: Raw -181325696.433893 + Penalty 6860.519198 = -181318835.914696 nChanged 66 SP:Iteration 39Q (2513.110000 sec): 3 clusters Score: Raw -181325696.970995 + Penalty 6860.519198 = -181318836.451797 nChanged 56 SP:Iteration 40F (2517.660000 sec): 3 clusters Score: Raw -181325697.435595 + Penalty 6860.519198 = -181318836.916398 nChanged 45 SP:Iteration 41Q (2521.300000 sec): 3 clusters Score: Raw -181325697.807141 + Penalty 6860.519198 = -181318837.287944 nChanged 49 SP:Iteration 42Q (2524.940000 sec): 3 clusters Score: Raw -181325698.193911 + Penalty 6860.519198 = -181318837.674714 nChanged 47 SP:Iteration 43Q (2528.570000 sec): 3 clusters Score: Raw -181325698.598118 + Penalty 6860.519198 = -181318838.078920 nChanged 51 SP:Iteration 44Q (2532.190000 sec): 3 clusters Score: Raw -181325698.994874 + Penalty 6860.519198 = -181318838.475676 nChanged 36 SP:Iteration 45Q (2535.820000 sec): 3 clusters Score: Raw -181325699.294309 + Penalty 6860.519198 = -181318838.775111 nChanged 31 SP:Iteration 46Q (2539.510000 sec): 3 clusters Score: Raw -181325699.545624 + Penalty 6860.519198 = -181318839.026426 nChanged 27 SP:Iteration 47Q (2543.200000 sec): 3 clusters Score: Raw -181325699.775299 + Penalty 6860.519198 = -181318839.256101 nChanged 26 SP:Iteration 48Q (2546.910000 sec): 3 clusters Score: Raw -181325700.007946 + Penalty 6860.519198 = -181318839.488748 nChanged 34 SP:Iteration 49Q (2550.610000 sec): 3 clusters Score: Raw -181325700.237829 + Penalty 6860.519198 = -181318839.718631 nChanged 24 SP:Iteration 50Q (2554.210000 sec): 3 clusters Score: Raw -181325700.404961 + Penalty 6860.519198 = -181318839.885763 nChanged 22 SP:Iteration 51Q (2557.940000 sec): 3 clusters Score: Raw -181325700.552050 + Penalty 6860.519198 = -181318840.032853 nChanged 16 SP:Iteration 52Q (2561.660000 sec): 3 clusters Score: Raw -181325700.657998 + Penalty 6860.519198 = -181318840.138800 nChanged 14 SP:Iteration 53Q (2565.370000 sec): 3 clusters Score: Raw -181325700.756219 + Penalty 6860.519198 = -181318840.237021 nChanged 13 SP:Iteration 54Q (2569.120000 sec): 3 clusters Score: Raw -181325700.836760 + Penalty 6860.519198 = -181318840.317562 nChanged 12 SP:Iteration 55Q (2572.830000 sec): 3 clusters Score: Raw -181325700.906264 + Penalty 6860.519198 = -181318840.387066 nChanged 11 SP:Iteration 56Q (2576.530000 sec): 3 clusters Score: Raw -181325700.984431 + Penalty 6860.519198 = -181318840.465233 nChanged 15 SP:Iteration 57Q (2580.270000 sec): 3 clusters Score: Raw -181325701.088043 + Penalty 6860.519198 = -181318840.568845 nChanged 14 SP:Iteration 58Q (2583.980000 sec): 3 clusters Score: Raw -181325701.182965 + Penalty 6860.519198 = -181318840.663767 nChanged 12 SP:Iteration 59Q (2587.700000 sec): 3 clusters Score: Raw -181325701.259422 + Penalty 6860.519198 = -181318840.740225 nChanged 9 SP:Iteration 60F (2592.260000 sec): 3 clusters Score: Raw -181325701.312060 + Penalty 6860.519198 = -181318840.792862 nChanged 10 SP:Iteration 61Q (2595.890000 sec): 3 clusters Score: Raw -181325701.378126 + Penalty 6860.519198 = -181318840.858929 nChanged 13 SP:Iteration 62Q (2599.550000 sec): 3 clusters Score: Raw -181325701.460844 + Penalty 6860.519198 = -181318840.941647 nChanged 12 SP:Iteration 63Q (2603.170000 sec): 3 clusters Score: Raw -181325701.528787 + Penalty 6860.519198 = -181318841.009589 nChanged 9 SP:Iteration 64Q (2606.790000 sec): 3 clusters Score: Raw -181325701.582081 + Penalty 6860.519198 = -181318841.062883 nChanged 8 SP:Iteration 65Q (2610.300000 sec): 3 clusters Score: Raw -181325701.634653 + Penalty 6860.519198 = -181318841.115455 nChanged 7 SP:Iteration 66Q (2613.840000 sec): 3 clusters Score: Raw -181325701.678637 + Penalty 6860.519198 = -181318841.159439 nChanged 5 SP:Iteration 67Q (2617.340000 sec): 3 clusters Score: Raw -181325701.709977 + Penalty 6860.519198 = -181318841.190779 nChanged 9 SP:Iteration 68Q (2620.840000 sec): 3 clusters Score: Raw -181325701.764121 + Penalty 6860.519198 = -181318841.244923 nChanged 6 SP:Iteration 69Q (2624.460000 sec): 3 clusters Score: Raw -181325701.798637 + Penalty 6860.519198 = -181318841.279440 nChanged 4 SP:Iteration 70Q (2628.070000 sec): 3 clusters Score: Raw -181325701.826353 + Penalty 6860.519198 = -181318841.307156 nChanged 8 SP:Iteration 71Q (2631.660000 sec): 3 clusters Score: Raw -181325701.870478 + Penalty 6860.519198 = -181318841.351280 nChanged 4 SP:Iteration 72Q (2635.320000 sec): 3 clusters Score: Raw -181325701.894981 + Penalty 6860.519198 = -181318841.375784 nChanged 4 SP:Iteration 73Q (2638.940000 sec): 3 clusters Score: Raw -181325701.913892 + Penalty 6860.519198 = -181318841.394694 nChanged 3 SP:Iteration 74Q (2642.550000 sec): 3 clusters Score: Raw -181325701.925624 + Penalty 6860.519198 = -181318841.406426 nChanged 2 SP:Iteration 75Q (2646.190000 sec): 3 clusters Score: Raw -181325701.935425 + Penalty 6860.519198 = -181318841.416228 nChanged 1 SP:Iteration 76Q (2649.810000 sec): 3 clusters Score: Raw -181325701.940675 + Penalty 6860.519198 = -181318841.421478 nChanged 3 SP:Iteration 77Q (2653.420000 sec): 3 clusters Score: Raw -181325701.955288 + Penalty 6860.519198 = -181318841.436090 nChanged 3 SP:Iteration 78Q (2657.010000 sec): 3 clusters Score: Raw -181325701.969947 + Penalty 6860.519198 = -181318841.450750 nChanged 0 SP:Iteration 79F (2661.550000 sec): 3 clusters Score: Raw -181325701.969947 + Penalty 6860.519198 = -181318841.450750 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (11862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2662.150000 sec): 2 clusters Score: Raw -2001268.235855 + Penalty 2326.511633 = -1998941.724222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2662.200000 sec): 3 clusters Score: Raw -1994836.231549 + Penalty 4653.023265 = -1990183.208284 nChanged 4955 SP:Iteration 1F (2662.250000 sec): 3 clusters Score: Raw -1998683.268239 + Penalty 4653.023265 = -1994030.244974 nChanged 1251 SP:Iteration 2F (2662.300000 sec): 3 clusters Score: Raw -2000254.916478 + Penalty 4653.023265 = -1995601.893213 nChanged 1177 SP:Iteration 3F (2662.350000 sec): 3 clusters Score: Raw -2001499.814513 + Penalty 4653.023265 = -1996846.791248 nChanged 952 SP:Iteration 4F (2662.400000 sec): 3 clusters Score: Raw -2002499.927659 + Penalty 4653.023265 = -1997846.904394 nChanged 737 SP:Iteration 5F (2662.450000 sec): 3 clusters Score: Raw -2003193.550744 + Penalty 4653.023265 = -1998540.527479 nChanged 595 SP:Iteration 6F (2662.500000 sec): 3 clusters Score: Raw -2003716.371243 + Penalty 4653.023265 = -1999063.347978 nChanged 495 SP:Iteration 7Q (2662.550000 sec): 3 clusters Score: Raw -2004206.320260 + Penalty 4653.023265 = -1999553.296995 nChanged 442 SP:Iteration 8Q (2662.590000 sec): 3 clusters Score: Raw -2004679.693061 + Penalty 4653.023265 = -2000026.669796 nChanged 395 SP:Iteration 9Q (2662.640000 sec): 3 clusters Score: Raw -2005121.242082 + Penalty 4653.023265 = -2000468.218817 nChanged 364 SP:Iteration 10Q (2662.680000 sec): 3 clusters Score: Raw -2005546.906209 + Penalty 4653.023265 = -2000893.882944 nChanged 347 SP:Iteration 11Q (2662.730000 sec): 3 clusters Score: Raw -2006036.783706 + Penalty 4653.023265 = -2001383.760441 nChanged 306 SP:Iteration 12Q (2662.770000 sec): 3 clusters Score: Raw -2006571.860657 + Penalty 4653.023265 = -2001918.837392 nChanged 242 SP:Iteration 13Q (2662.810000 sec): 3 clusters Score: Raw -2007095.806004 + Penalty 4653.023265 = -2002442.782739 nChanged 198 SP:Iteration 14Q (2662.850000 sec): 3 clusters Score: Raw -2007486.219970 + Penalty 4653.023265 = -2002833.196705 nChanged 164 SP:Iteration 15Q (2662.890000 sec): 3 clusters Score: Raw -2007825.222573 + Penalty 4653.023265 = -2003172.199308 nChanged 99 SP:Iteration 16Q (2662.920000 sec): 3 clusters Score: Raw -2007970.319924 + Penalty 4653.023265 = -2003317.296659 nChanged 54 SP:Iteration 17Q (2662.960000 sec): 3 clusters Score: Raw -2008015.481506 + Penalty 4653.023265 = -2003362.458241 nChanged 32 SP:Iteration 18Q (2662.990000 sec): 3 clusters Score: Raw -2008036.231326 + Penalty 4653.023265 = -2003383.208061 nChanged 22 SP:Iteration 19Q (2663.030000 sec): 3 clusters Score: Raw -2008047.986680 + Penalty 4653.023265 = -2003394.963415 nChanged 14 SP:Iteration 20F (2663.080000 sec): 3 clusters Score: Raw -2008053.827319 + Penalty 4653.023265 = -2003400.804054 nChanged 7 SP:Iteration 21Q (2663.120000 sec): 3 clusters Score: Raw -2008056.564175 + Penalty 4653.023265 = -2003403.540910 nChanged 6 SP:Iteration 22Q (2663.150000 sec): 3 clusters Score: Raw -2008059.174277 + Penalty 4653.023265 = -2003406.151012 nChanged 6 SP:Iteration 23Q (2663.190000 sec): 3 clusters Score: Raw -2008061.245747 + Penalty 4653.023265 = -2003408.222482 nChanged 1 SP:Iteration 24Q (2663.230000 sec): 3 clusters Score: Raw -2008061.645310 + Penalty 4653.023265 = -2003408.622045 nChanged 1 SP:Iteration 25Q (2663.260000 sec): 3 clusters Score: Raw -2008061.872774 + Penalty 4653.023265 = -2003408.849509 nChanged 1 SP:Iteration 26Q (2663.300000 sec): 3 clusters Score: Raw -2008062.044375 + Penalty 4653.023265 = -2003409.021110 nChanged 0 SP:Iteration 27F (2663.350000 sec): 3 clusters Score: Raw -2008062.044375 + Penalty 4653.023265 = -2003409.021110 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (2142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2663.380000 sec): 2 clusters Score: Raw -341033.111176 + Penalty 1902.034822 = -339131.076354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.390000 sec): 3 clusters Score: Raw -340304.687756 + Penalty 3804.069644 = -336500.618112 nChanged 731 SP:Iteration 1F (2663.400000 sec): 3 clusters Score: Raw -341167.698512 + Penalty 3804.069644 = -337363.628868 nChanged 263 SP:Iteration 2F (2663.410000 sec): 3 clusters Score: Raw -341595.090046 + Penalty 3804.069644 = -337791.020401 nChanged 179 SP:Iteration 3F (2663.420000 sec): 3 clusters Score: Raw -341880.955398 + Penalty 3804.069644 = -338076.885753 nChanged 131 SP:Iteration 4F (2663.430000 sec): 3 clusters Score: Raw -342122.385289 + Penalty 3804.069644 = -338318.315644 nChanged 118 SP:Iteration 5F (2663.430000 sec): 3 clusters Score: Raw -342378.511051 + Penalty 3804.069644 = -338574.441406 nChanged 95 SP:Iteration 6Q (2663.440000 sec): 3 clusters Score: Raw -342638.230241 + Penalty 3804.069644 = -338834.160597 nChanged 85 SP:Iteration 7Q (2663.450000 sec): 3 clusters Score: Raw -342786.635265 + Penalty 3804.069644 = -338982.565620 nChanged 61 SP:Iteration 8Q (2663.460000 sec): 3 clusters Score: Raw -342872.840047 + Penalty 3804.069644 = -339068.770402 nChanged 49 SP:Iteration 9Q (2663.470000 sec): 3 clusters Score: Raw -342943.727710 + Penalty 3804.069644 = -339139.658065 nChanged 33 SP:Iteration 10Q (2663.480000 sec): 3 clusters Score: Raw -343008.473898 + Penalty 3804.069644 = -339204.404253 nChanged 34 SP:Iteration 11Q (2663.490000 sec): 3 clusters Score: Raw -343077.568947 + Penalty 3804.069644 = -339273.499302 nChanged 29 SP:Iteration 12Q (2663.490000 sec): 3 clusters Score: Raw -343150.075868 + Penalty 3804.069644 = -339346.006224 nChanged 34 SP:Iteration 13Q (2663.500000 sec): 3 clusters Score: Raw -343242.813308 + Penalty 3804.069644 = -339438.743664 nChanged 41 SP:Iteration 14Q (2663.510000 sec): 3 clusters Score: Raw -343325.478810 + Penalty 3804.069644 = -339521.409165 nChanged 48 SP:Iteration 15Q (2663.520000 sec): 3 clusters Score: Raw -343440.438834 + Penalty 3804.069644 = -339636.369189 nChanged 65 SP:Iteration 16Q (2663.530000 sec): 3 clusters Score: Raw -343602.164026 + Penalty 3804.069644 = -339798.094382 nChanged 90 SP:Iteration 17Q (2663.530000 sec): 3 clusters Score: Raw -343844.580889 + Penalty 3804.069644 = -340040.511245 nChanged 80 SP:Iteration 18Q (2663.540000 sec): 3 clusters Score: Raw -344067.015245 + Penalty 3804.069644 = -340262.945601 nChanged 72 SP:Iteration 19Q (2663.550000 sec): 3 clusters Score: Raw -344236.645309 + Penalty 3804.069644 = -340432.575665 nChanged 55 SP:Iteration 20F (2663.560000 sec): 3 clusters Score: Raw -344344.038212 + Penalty 3804.069644 = -340539.968567 nChanged 28 SP:Iteration 21Q (2663.560000 sec): 3 clusters Score: Raw -344396.066041 + Penalty 3804.069644 = -340591.996397 nChanged 17 SP:Iteration 22Q (2663.570000 sec): 3 clusters Score: Raw -344421.545424 + Penalty 3804.069644 = -340617.475780 nChanged 11 SP:Iteration 23Q (2663.580000 sec): 3 clusters Score: Raw -344448.003082 + Penalty 3804.069644 = -340643.933437 nChanged 8 SP:Iteration 24Q (2663.590000 sec): 3 clusters Score: Raw -344464.325215 + Penalty 3804.069644 = -340660.255570 nChanged 9 SP:Iteration 25Q (2663.590000 sec): 3 clusters Score: Raw -344469.684309 + Penalty 3804.069644 = -340665.614664 nChanged 5 SP:Iteration 26Q (2663.600000 sec): 3 clusters Score: Raw -344472.360724 + Penalty 3804.069644 = -340668.291080 nChanged 5 SP:Iteration 27Q (2663.610000 sec): 3 clusters Score: Raw -344475.381175 + Penalty 3804.069644 = -340671.311530 nChanged 2 SP:Iteration 28Q (2663.610000 sec): 3 clusters Score: Raw -344476.769590 + Penalty 3804.069644 = -340672.699945 nChanged 0 SP:Iteration 29F (2663.620000 sec): 3 clusters Score: Raw -344476.769590 + Penalty 3804.069644 = -340672.699945 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (10030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2663.680000 sec): 2 clusters Score: Raw -1686336.570809 + Penalty 2284.907298 = -1684051.663511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.720000 sec): 3 clusters Score: Raw -1680933.740573 + Penalty 4569.814597 = -1676363.925976 nChanged 4182 SP:Iteration 1F (2663.770000 sec): 3 clusters Score: Raw -1683243.128278 + Penalty 4569.814597 = -1678673.313681 nChanged 635 SP:Iteration 2F (2663.810000 sec): 3 clusters Score: Raw -1683579.630913 + Penalty 4569.814597 = -1679009.816316 nChanged 550 SP:Iteration 3F (2663.850000 sec): 3 clusters Score: Raw -1683882.190451 + Penalty 4569.814597 = -1679312.375854 nChanged 510 SP:Iteration 4F (2663.900000 sec): 3 clusters Score: Raw -1684163.949801 + Penalty 4569.814597 = -1679594.135204 nChanged 448 SP:Iteration 5Q (2663.940000 sec): 3 clusters Score: Raw -1684428.797886 + Penalty 4569.814597 = -1679858.983289 nChanged 448 SP:Iteration 6Q (2663.980000 sec): 3 clusters Score: Raw -1684716.287461 + Penalty 4569.814597 = -1680146.472864 nChanged 441 SP:Iteration 7Q (2664.030000 sec): 3 clusters Score: Raw -1684969.313878 + Penalty 4569.814597 = -1680399.499281 nChanged 390 SP:Iteration 8Q (2664.070000 sec): 3 clusters Score: Raw -1685180.925355 + Penalty 4569.814597 = -1680611.110758 nChanged 394 SP:Iteration 9Q (2664.110000 sec): 3 clusters Score: Raw -1685373.203293 + Penalty 4569.814597 = -1680803.388696 nChanged 347 SP:Iteration 10Q (2664.150000 sec): 3 clusters Score: Raw -1685520.177325 + Penalty 4569.814597 = -1680950.362728 nChanged 295 SP:Iteration 11Q (2664.190000 sec): 3 clusters Score: Raw -1685645.487464 + Penalty 4569.814597 = -1681075.672867 nChanged 252 SP:Iteration 12Q (2664.240000 sec): 3 clusters Score: Raw -1685752.255800 + Penalty 4569.814597 = -1681182.441203 nChanged 220 SP:Iteration 13Q (2664.280000 sec): 3 clusters Score: Raw -1685838.116916 + Penalty 4569.814597 = -1681268.302319 nChanged 177 SP:Iteration 14Q (2664.320000 sec): 3 clusters Score: Raw -1685896.259174 + Penalty 4569.814597 = -1681326.444577 nChanged 149 SP:Iteration 15Q (2664.360000 sec): 3 clusters Score: Raw -1685945.324434 + Penalty 4569.814597 = -1681375.509837 nChanged 122 SP:Iteration 16Q (2664.410000 sec): 3 clusters Score: Raw -1685986.316315 + Penalty 4569.814597 = -1681416.501718 nChanged 110 SP:Iteration 17Q (2664.450000 sec): 3 clusters Score: Raw -1686022.675533 + Penalty 4569.814597 = -1681452.860936 nChanged 102 SP:Iteration 18Q (2664.490000 sec): 3 clusters Score: Raw -1686050.947636 + Penalty 4569.814597 = -1681481.133039 nChanged 98 SP:Iteration 19Q (2664.540000 sec): 3 clusters Score: Raw -1686075.104814 + Penalty 4569.814597 = -1681505.290217 nChanged 64 SP:Iteration 20F (2664.580000 sec): 3 clusters Score: Raw -1686088.733855 + Penalty 4569.814597 = -1681518.919258 nChanged 57 SP:Iteration 21Q (2664.630000 sec): 3 clusters Score: Raw -1686100.206903 + Penalty 4569.814597 = -1681530.392306 nChanged 53 SP:Iteration 22Q (2664.670000 sec): 3 clusters Score: Raw -1686112.499809 + Penalty 4569.814597 = -1681542.685212 nChanged 53 SP:Iteration 23Q (2664.710000 sec): 3 clusters Score: Raw -1686124.311427 + Penalty 4569.814597 = -1681554.496830 nChanged 46 SP:Iteration 24Q (2664.750000 sec): 3 clusters Score: Raw -1686134.861472 + Penalty 4569.814597 = -1681565.046875 nChanged 47 SP:Iteration 25Q (2664.800000 sec): 3 clusters Score: Raw -1686146.740253 + Penalty 4569.814597 = -1681576.925656 nChanged 58 SP:Iteration 26Q (2664.840000 sec): 3 clusters Score: Raw -1686160.651507 + Penalty 4569.814597 = -1681590.836910 nChanged 61 SP:Iteration 27Q (2664.880000 sec): 3 clusters Score: Raw -1686176.020581 + Penalty 4569.814597 = -1681606.205984 nChanged 64 SP:Iteration 28Q (2664.930000 sec): 3 clusters Score: Raw -1686192.909229 + Penalty 4569.814597 = -1681623.094632 nChanged 63 SP:Iteration 29Q (2664.970000 sec): 3 clusters Score: Raw -1686208.341549 + Penalty 4569.814597 = -1681638.526952 nChanged 65 SP:Iteration 30Q (2665.010000 sec): 3 clusters Score: Raw -1686224.072165 + Penalty 4569.814597 = -1681654.257568 nChanged 60 SP:Iteration 31Q (2665.050000 sec): 3 clusters Score: Raw -1686238.644804 + Penalty 4569.814597 = -1681668.830207 nChanged 56 SP:Iteration 32Q (2665.090000 sec): 3 clusters Score: Raw -1686252.730334 + Penalty 4569.814597 = -1681682.915737 nChanged 55 SP:Iteration 33Q (2665.130000 sec): 3 clusters Score: Raw -1686268.889909 + Penalty 4569.814597 = -1681699.075312 nChanged 61 SP:Iteration 34Q (2665.180000 sec): 3 clusters Score: Raw -1686287.784582 + Penalty 4569.814597 = -1681717.969985 nChanged 62 SP:Iteration 35Q (2665.220000 sec): 3 clusters Score: Raw -1686305.574389 + Penalty 4569.814597 = -1681735.759792 nChanged 65 SP:Iteration 36Q (2665.260000 sec): 3 clusters Score: Raw -1686324.261783 + Penalty 4569.814597 = -1681754.447186 nChanged 65 SP:Iteration 37Q (2665.310000 sec): 3 clusters Score: Raw -1686343.820294 + Penalty 4569.814597 = -1681774.005697 nChanged 70 SP:Iteration 38Q (2665.350000 sec): 3 clusters Score: Raw -1686365.033272 + Penalty 4569.814597 = -1681795.218675 nChanged 76 SP:Iteration 39Q (2665.390000 sec): 3 clusters Score: Raw -1686388.661533 + Penalty 4569.814597 = -1681818.846936 nChanged 66 SP:Iteration 40F (2665.430000 sec): 3 clusters Score: Raw -1686408.885802 + Penalty 4569.814597 = -1681839.071205 nChanged 73 SP:Iteration 41Q (2665.470000 sec): 3 clusters Score: Raw -1686432.563656 + Penalty 4569.814597 = -1681862.749059 nChanged 72 SP:Iteration 42Q (2665.520000 sec): 3 clusters Score: Raw -1686457.474553 + Penalty 4569.814597 = -1681887.659957 nChanged 62 SP:Iteration 43Q (2665.560000 sec): 3 clusters Score: Raw -1686475.423557 + Penalty 4569.814597 = -1681905.608960 nChanged 45 SP:Iteration 44Q (2665.600000 sec): 3 clusters Score: Raw -1686486.921504 + Penalty 4569.814597 = -1681917.106907 nChanged 40 SP:Iteration 45Q (2665.650000 sec): 3 clusters Score: Raw -1686498.054171 + Penalty 4569.814597 = -1681928.239574 nChanged 37 SP:Iteration 46Q (2665.690000 sec): 3 clusters Score: Raw -1686511.210929 + Penalty 4569.814597 = -1681941.396332 nChanged 39 SP:Iteration 47Q (2665.730000 sec): 3 clusters Score: Raw -1686522.253568 + Penalty 4569.814597 = -1681952.438971 nChanged 39 SP:Iteration 48Q (2665.770000 sec): 3 clusters Score: Raw -1686533.158076 + Penalty 4569.814597 = -1681963.343479 nChanged 30 SP:Iteration 49Q (2665.810000 sec): 3 clusters Score: Raw -1686541.020152 + Penalty 4569.814597 = -1681971.205555 nChanged 31 SP:Iteration 50Q (2665.860000 sec): 3 clusters Score: Raw -1686550.682297 + Penalty 4569.814597 = -1681980.867700 nChanged 34 SP:Iteration 51Q (2665.900000 sec): 3 clusters Score: Raw -1686560.874016 + Penalty 4569.814597 = -1681991.059419 nChanged 41 SP:Iteration 52Q (2665.940000 sec): 3 clusters Score: Raw -1686573.910982 + Penalty 4569.814597 = -1682004.096385 nChanged 40 SP:Iteration 53Q (2665.980000 sec): 3 clusters Score: Raw -1686592.458128 + Penalty 4569.814597 = -1682022.643532 nChanged 43 SP:Iteration 54Q (2666.030000 sec): 3 clusters Score: Raw -1686625.904330 + Penalty 4569.814597 = -1682056.089733 nChanged 66 SP:Iteration 55Q (2666.070000 sec): 3 clusters Score: Raw -1686698.641311 + Penalty 4569.814597 = -1682128.826714 nChanged 76 SP:Iteration 56Q (2666.110000 sec): 3 clusters Score: Raw -1686807.319961 + Penalty 4569.814597 = -1682237.505364 nChanged 79 SP:Iteration 57Q (2666.150000 sec): 3 clusters Score: Raw -1686911.155473 + Penalty 4569.814597 = -1682341.340876 nChanged 85 SP:Iteration 58Q (2666.190000 sec): 3 clusters Score: Raw -1686976.243558 + Penalty 4569.814597 = -1682406.428961 nChanged 65 SP:Iteration 59Q (2666.230000 sec): 3 clusters Score: Raw -1687012.083261 + Penalty 4569.814597 = -1682442.268664 nChanged 55 SP:Iteration 60F (2666.270000 sec): 3 clusters Score: Raw -1687036.640602 + Penalty 4569.814597 = -1682466.826005 nChanged 40 SP:Iteration 61Q (2666.310000 sec): 3 clusters Score: Raw -1687051.818047 + Penalty 4569.814597 = -1682482.003450 nChanged 34 SP:Iteration 62Q (2666.350000 sec): 3 clusters Score: Raw -1687063.821991 + Penalty 4569.814597 = -1682494.007394 nChanged 21 SP:Iteration 63Q (2666.390000 sec): 3 clusters Score: Raw -1687070.624930 + Penalty 4569.814597 = -1682500.810333 nChanged 22 SP:Iteration 64Q (2666.420000 sec): 3 clusters Score: Raw -1687078.713364 + Penalty 4569.814597 = -1682508.898767 nChanged 17 SP:Iteration 65Q (2666.460000 sec): 3 clusters Score: Raw -1687085.712343 + Penalty 4569.814597 = -1682515.897746 nChanged 15 SP:Iteration 66Q (2666.500000 sec): 3 clusters Score: Raw -1687091.626086 + Penalty 4569.814597 = -1682521.811489 nChanged 17 SP:Iteration 67Q (2666.530000 sec): 3 clusters Score: Raw -1687098.179982 + Penalty 4569.814597 = -1682528.365385 nChanged 18 SP:Iteration 68Q (2666.570000 sec): 3 clusters Score: Raw -1687107.653498 + Penalty 4569.814597 = -1682537.838901 nChanged 23 SP:Iteration 69Q (2666.610000 sec): 3 clusters Score: Raw -1687127.674982 + Penalty 4569.814597 = -1682557.860385 nChanged 42 SP:Iteration 70Q (2666.650000 sec): 3 clusters Score: Raw -1687186.464845 + Penalty 4569.814597 = -1682616.650248 nChanged 60 SP:Iteration 71Q (2666.680000 sec): 3 clusters Score: Raw -1687272.361830 + Penalty 4569.814597 = -1682702.547233 nChanged 50 SP:Iteration 72Q (2666.720000 sec): 3 clusters Score: Raw -1687342.302978 + Penalty 4569.814597 = -1682772.488381 nChanged 49 SP:Iteration 73Q (2666.750000 sec): 3 clusters Score: Raw -1687375.129399 + Penalty 4569.814597 = -1682805.314802 nChanged 37 SP:Iteration 74Q (2666.790000 sec): 3 clusters Score: Raw -1687392.202044 + Penalty 4569.814597 = -1682822.387447 nChanged 22 SP:Iteration 75Q (2666.820000 sec): 3 clusters Score: Raw -1687401.554898 + Penalty 4569.814597 = -1682831.740301 nChanged 18 SP:Iteration 76Q (2666.860000 sec): 3 clusters Score: Raw -1687408.561837 + Penalty 4569.814597 = -1682838.747240 nChanged 11 SP:Iteration 77Q (2666.890000 sec): 3 clusters Score: Raw -1687412.369034 + Penalty 4569.814597 = -1682842.554437 nChanged 4 SP:Iteration 78Q (2666.930000 sec): 3 clusters Score: Raw -1687413.210416 + Penalty 4569.814597 = -1682843.395819 nChanged 3 SP:Iteration 79Q (2666.960000 sec): 3 clusters Score: Raw -1687413.712239 + Penalty 4569.814597 = -1682843.897642 nChanged 1 SP:Iteration 80F (2667.000000 sec): 3 clusters Score: Raw -1687414.123023 + Penalty 4569.814597 = -1682844.308426 nChanged 2 SP:Iteration 81Q (2667.030000 sec): 3 clusters Score: Raw -1687414.631994 + Penalty 4569.814597 = -1682844.817397 nChanged 2 SP:Iteration 82Q (2667.070000 sec): 3 clusters Score: Raw -1687415.370215 + Penalty 4569.814597 = -1682845.555618 nChanged 1 SP:Iteration 83Q (2667.110000 sec): 3 clusters Score: Raw -1687415.547982 + Penalty 4569.814597 = -1682845.733385 nChanged 0 SP:Iteration 84F (2667.150000 sec): 3 clusters Score: Raw -1687415.547982 + Penalty 4569.814597 = -1682845.733385 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2667.160000 sec): 2 clusters Score: Raw -153790.621245 + Penalty 1747.352591 = -152043.268654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2667.170000 sec): 3 clusters Score: Raw -153721.905220 + Penalty 3494.705182 = -150227.200038 nChanged 354 SP:Iteration 1F (2667.170000 sec): 3 clusters Score: Raw -154667.971627 + Penalty 3494.705182 = -151173.266445 nChanged 171 SP:Iteration 2F (2667.180000 sec): 3 clusters Score: Raw -155979.068216 + Penalty 3494.705182 = -152484.363034 nChanged 158 SP:Iteration 3F (2667.180000 sec): 3 clusters Score: Raw -157149.927977 + Penalty 3494.705182 = -153655.222795 nChanged 78 SP:Iteration 4F (2667.190000 sec): 3 clusters Score: Raw -157433.955274 + Penalty 3494.705182 = -153939.250092 nChanged 25 SP:Iteration 5Q (2667.190000 sec): 3 clusters Score: Raw -157547.726559 + Penalty 3494.705182 = -154053.021377 nChanged 14 SP:Iteration 6Q (2667.190000 sec): 3 clusters Score: Raw -157575.174921 + Penalty 3494.705182 = -154080.469739 nChanged 7 SP:Iteration 7Q (2667.200000 sec): 3 clusters Score: Raw -157586.210882 + Penalty 3494.705182 = -154091.505700 nChanged 3 SP:Iteration 8Q (2667.200000 sec): 3 clusters Score: Raw -157590.920691 + Penalty 3494.705182 = -154096.215509 nChanged 0 SP:Iteration 9F (2667.210000 sec): 3 clusters Score: Raw -157590.920691 + Penalty 3494.705182 = -154096.215509 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (77340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2667.550000 sec): 2 clusters Score: Raw -13225310.867631 + Penalty 2791.479708 = -13222519.387922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2667.900000 sec): 3 clusters Score: Raw -13176552.957308 + Penalty 5582.959416 = -13170969.997892 nChanged 35996 SP:Iteration 1F (2668.260000 sec): 3 clusters Score: Raw -13196556.818082 + Penalty 5582.959416 = -13190973.858666 nChanged 2964 SP:Iteration 2Q (2668.610000 sec): 3 clusters Score: Raw -13197456.904000 + Penalty 5582.959416 = -13191873.944584 nChanged 3197 SP:Iteration 3Q (2668.980000 sec): 3 clusters Score: Raw -13198598.267506 + Penalty 5582.959416 = -13193015.308090 nChanged 3535 SP:Iteration 4Q (2669.340000 sec): 3 clusters Score: Raw -13200181.646400 + Penalty 5582.959416 = -13194598.686984 nChanged 4039 SP:Iteration 5F (2669.690000 sec): 3 clusters Score: Raw -13202424.059288 + Penalty 5582.959416 = -13196841.099872 nChanged 4628 SP:Iteration 6F (2670.040000 sec): 3 clusters Score: Raw -13205586.148428 + Penalty 5582.959416 = -13200003.189011 nChanged 5081 SP:Iteration 7F (2670.380000 sec): 3 clusters Score: Raw -13209629.101793 + Penalty 5582.959416 = -13204046.142377 nChanged 5106 SP:Iteration 8F (2670.730000 sec): 3 clusters Score: Raw -13214072.145456 + Penalty 5582.959416 = -13208489.186040 nChanged 4494 SP:Iteration 9F (2671.070000 sec): 3 clusters Score: Raw -13218000.464015 + Penalty 5582.959416 = -13212417.504599 nChanged 3350 SP:Iteration 10Q (2671.410000 sec): 3 clusters Score: Raw -13220839.204562 + Penalty 5582.959416 = -13215256.245146 nChanged 2336 SP:Iteration 11Q (2671.720000 sec): 3 clusters Score: Raw -13222780.539951 + Penalty 5582.959416 = -13217197.580535 nChanged 1634 SP:Iteration 12Q (2672.020000 sec): 3 clusters Score: Raw -13224057.070159 + Penalty 5582.959416 = -13218474.110743 nChanged 1068 SP:Iteration 13Q (2672.310000 sec): 3 clusters Score: Raw -13224737.199226 + Penalty 5582.959416 = -13219154.239809 nChanged 728 SP:Iteration 14Q (2672.580000 sec): 3 clusters Score: Raw -13225140.758042 + Penalty 5582.959416 = -13219557.798626 nChanged 507 SP:Iteration 15Q (2672.860000 sec): 3 clusters Score: Raw -13225398.563362 + Penalty 5582.959416 = -13219815.603945 nChanged 367 SP:Iteration 16Q (2673.120000 sec): 3 clusters Score: Raw -13225556.465089 + Penalty 5582.959416 = -13219973.505673 nChanged 269 SP:Iteration 17Q (2673.390000 sec): 3 clusters Score: Raw -13225661.450905 + Penalty 5582.959416 = -13220078.491488 nChanged 211 SP:Iteration 18Q (2673.650000 sec): 3 clusters Score: Raw -13225731.423110 + Penalty 5582.959416 = -13220148.463694 nChanged 175 SP:Iteration 19Q (2673.910000 sec): 3 clusters Score: Raw -13225788.612766 + Penalty 5582.959416 = -13220205.653350 nChanged 151 SP:Iteration 20F (2674.260000 sec): 3 clusters Score: Raw -13225834.828100 + Penalty 5582.959416 = -13220251.868684 nChanged 105 SP:Iteration 21Q (2674.510000 sec): 3 clusters Score: Raw -13225866.396994 + Penalty 5582.959416 = -13220283.437578 nChanged 102 SP:Iteration 22Q (2674.770000 sec): 3 clusters Score: Raw -13225894.168525 + Penalty 5582.959416 = -13220311.209109 nChanged 68 SP:Iteration 23Q (2675.020000 sec): 3 clusters Score: Raw -13225912.724903 + Penalty 5582.959416 = -13220329.765487 nChanged 69 SP:Iteration 24Q (2675.280000 sec): 3 clusters Score: Raw -13225930.593770 + Penalty 5582.959416 = -13220347.634354 nChanged 57 SP:Iteration 25Q (2675.530000 sec): 3 clusters Score: Raw -13225949.337368 + Penalty 5582.959416 = -13220366.377952 nChanged 64 SP:Iteration 26Q (2675.790000 sec): 3 clusters Score: Raw -13225965.882427 + Penalty 5582.959416 = -13220382.923011 nChanged 49 SP:Iteration 27Q (2676.040000 sec): 3 clusters Score: Raw -13225976.055879 + Penalty 5582.959416 = -13220393.096463 nChanged 33 SP:Iteration 28Q (2676.290000 sec): 3 clusters Score: Raw -13225982.218986 + Penalty 5582.959416 = -13220399.259570 nChanged 27 SP:Iteration 29Q (2676.550000 sec): 3 clusters Score: Raw -13225989.185129 + Penalty 5582.959416 = -13220406.225713 nChanged 28 SP:Iteration 30Q (2676.810000 sec): 3 clusters Score: Raw -13225996.220764 + Penalty 5582.959416 = -13220413.261347 nChanged 21 SP:Iteration 31Q (2677.060000 sec): 3 clusters Score: Raw -13226000.438053 + Penalty 5582.959416 = -13220417.478636 nChanged 20 SP:Iteration 32Q (2677.310000 sec): 3 clusters Score: Raw -13226005.149577 + Penalty 5582.959416 = -13220422.190160 nChanged 21 SP:Iteration 33Q (2677.570000 sec): 3 clusters Score: Raw -13226010.637646 + Penalty 5582.959416 = -13220427.678230 nChanged 27 SP:Iteration 34Q (2677.820000 sec): 3 clusters Score: Raw -13226015.781571 + Penalty 5582.959416 = -13220432.822154 nChanged 15 SP:Iteration 35Q (2678.070000 sec): 3 clusters Score: Raw -13226019.592414 + Penalty 5582.959416 = -13220436.632998 nChanged 15 SP:Iteration 36Q (2678.320000 sec): 3 clusters Score: Raw -13226023.436899 + Penalty 5582.959416 = -13220440.477483 nChanged 8 SP:Iteration 37Q (2678.570000 sec): 3 clusters Score: Raw -13226025.836084 + Penalty 5582.959416 = -13220442.876668 nChanged 9 SP:Iteration 38Q (2678.820000 sec): 3 clusters Score: Raw -13226028.873025 + Penalty 5582.959416 = -13220445.913609 nChanged 13 SP:Iteration 39Q (2679.070000 sec): 3 clusters Score: Raw -13226034.028050 + Penalty 5582.959416 = -13220451.068634 nChanged 16 SP:Iteration 40F (2679.410000 sec): 3 clusters Score: Raw -13226037.630189 + Penalty 5582.959416 = -13220454.670772 nChanged 15 SP:Iteration 41Q (2679.660000 sec): 3 clusters Score: Raw -13226041.936591 + Penalty 5582.959416 = -13220458.977175 nChanged 14 SP:Iteration 42Q (2679.910000 sec): 3 clusters Score: Raw -13226047.198104 + Penalty 5582.959416 = -13220464.238688 nChanged 15 SP:Iteration 43Q (2680.160000 sec): 3 clusters Score: Raw -13226050.511736 + Penalty 5582.959416 = -13220467.552320 nChanged 14 SP:Iteration 44Q (2680.410000 sec): 3 clusters Score: Raw -13226053.400716 + Penalty 5582.959416 = -13220470.441300 nChanged 11 SP:Iteration 45Q (2680.660000 sec): 3 clusters Score: Raw -13226056.309932 + Penalty 5582.959416 = -13220473.350516 nChanged 12 SP:Iteration 46Q (2680.910000 sec): 3 clusters Score: Raw -13226059.063600 + Penalty 5582.959416 = -13220476.104184 nChanged 9 SP:Iteration 47Q (2681.160000 sec): 3 clusters Score: Raw -13226061.000059 + Penalty 5582.959416 = -13220478.040642 nChanged 5 SP:Iteration 48Q (2681.410000 sec): 3 clusters Score: Raw -13226062.066566 + Penalty 5582.959416 = -13220479.107150 nChanged 8 SP:Iteration 49Q (2681.660000 sec): 3 clusters Score: Raw -13226063.524519 + Penalty 5582.959416 = -13220480.565103 nChanged 9 SP:Iteration 50Q (2681.910000 sec): 3 clusters Score: Raw -13226065.409485 + Penalty 5582.959416 = -13220482.450068 nChanged 7 SP:Iteration 51Q (2682.160000 sec): 3 clusters Score: Raw -13226066.863752 + Penalty 5582.959416 = -13220483.904336 nChanged 10 SP:Iteration 52Q (2682.410000 sec): 3 clusters Score: Raw -13226069.771822 + Penalty 5582.959416 = -13220486.812406 nChanged 7 SP:Iteration 53Q (2682.670000 sec): 3 clusters Score: Raw -13226071.487632 + Penalty 5582.959416 = -13220488.528216 nChanged 10 SP:Iteration 54Q (2682.930000 sec): 3 clusters Score: Raw -13226074.247699 + Penalty 5582.959416 = -13220491.288282 nChanged 10 SP:Iteration 55Q (2683.170000 sec): 3 clusters Score: Raw -13226076.059124 + Penalty 5582.959416 = -13220493.099707 nChanged 5 SP:Iteration 56Q (2683.410000 sec): 3 clusters Score: Raw -13226077.097753 + Penalty 5582.959416 = -13220494.138336 nChanged 3 SP:Iteration 57Q (2683.650000 sec): 3 clusters Score: Raw -13226077.682549 + Penalty 5582.959416 = -13220494.723133 nChanged 4 SP:Iteration 58Q (2683.890000 sec): 3 clusters Score: Raw -13226078.848734 + Penalty 5582.959416 = -13220495.889317 nChanged 5 SP:Iteration 59Q (2684.140000 sec): 3 clusters Score: Raw -13226080.436143 + Penalty 5582.959416 = -13220497.476727 nChanged 6 SP:Iteration 60F (2684.480000 sec): 3 clusters Score: Raw -13226082.923753 + Penalty 5582.959416 = -13220499.964336 nChanged 8 SP:Iteration 61Q (2684.730000 sec): 3 clusters Score: Raw -13226085.169086 + Penalty 5582.959416 = -13220502.209669 nChanged 3 SP:Iteration 62Q (2684.980000 sec): 3 clusters Score: Raw -13226086.290950 + Penalty 5582.959416 = -13220503.331534 nChanged 5 SP:Iteration 63Q (2685.230000 sec): 3 clusters Score: Raw -13226087.405774 + Penalty 5582.959416 = -13220504.446358 nChanged 6 SP:Iteration 64Q (2685.480000 sec): 3 clusters Score: Raw -13226088.955876 + Penalty 5582.959416 = -13220505.996460 nChanged 4 SP:Iteration 65Q (2685.730000 sec): 3 clusters Score: Raw -13226089.623663 + Penalty 5582.959416 = -13220506.664247 nChanged 3 SP:Iteration 66Q (2685.980000 sec): 3 clusters Score: Raw -13226090.344247 + Penalty 5582.959416 = -13220507.384830 nChanged 2 SP:Iteration 67Q (2686.230000 sec): 3 clusters Score: Raw -13226090.789151 + Penalty 5582.959416 = -13220507.829735 nChanged 3 SP:Iteration 68Q (2686.480000 sec): 3 clusters Score: Raw -13226091.203331 + Penalty 5582.959416 = -13220508.243915 nChanged 2 SP:Iteration 69Q (2686.730000 sec): 3 clusters Score: Raw -13226091.517567 + Penalty 5582.959416 = -13220508.558150 nChanged 0 SP:Iteration 70F (2687.070000 sec): 3 clusters Score: Raw -13226091.517567 + Penalty 5582.959416 = -13220508.558150 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (32187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2687.220000 sec): 2 clusters Score: Raw -5331572.220641 + Penalty 2574.070845 = -5328998.149796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2687.360000 sec): 3 clusters Score: Raw -5312127.624820 + Penalty 5148.141690 = -5306979.483130 nChanged 14578 SP:Iteration 1F (2687.500000 sec): 3 clusters Score: Raw -5320240.950612 + Penalty 5148.141690 = -5315092.808922 nChanged 1615 SP:Iteration 2F (2687.640000 sec): 3 clusters Score: Raw -5320811.887624 + Penalty 5148.141690 = -5315663.745934 nChanged 1481 SP:Iteration 3Q (2687.790000 sec): 3 clusters Score: Raw -5321329.960722 + Penalty 5148.141690 = -5316181.819032 nChanged 1352 SP:Iteration 4Q (2687.930000 sec): 3 clusters Score: Raw -5321783.418986 + Penalty 5148.141690 = -5316635.277296 nChanged 1260 SP:Iteration 5Q (2688.070000 sec): 3 clusters Score: Raw -5322230.870521 + Penalty 5148.141690 = -5317082.728831 nChanged 1230 SP:Iteration 6Q (2688.210000 sec): 3 clusters Score: Raw -5322696.623710 + Penalty 5148.141690 = -5317548.482020 nChanged 1306 SP:Iteration 7Q (2688.360000 sec): 3 clusters Score: Raw -5323210.152216 + Penalty 5148.141690 = -5318062.010526 nChanged 1285 SP:Iteration 8Q (2688.510000 sec): 3 clusters Score: Raw -5323773.470427 + Penalty 5148.141690 = -5318625.328737 nChanged 1287 SP:Iteration 9Q (2688.650000 sec): 3 clusters Score: Raw -5324418.436220 + Penalty 5148.141690 = -5319270.294530 nChanged 1384 SP:Iteration 10Q (2688.790000 sec): 3 clusters Score: Raw -5325230.939766 + Penalty 5148.141690 = -5320082.798076 nChanged 1448 SP:Iteration 11Q (2688.930000 sec): 3 clusters Score: Raw -5326121.378680 + Penalty 5148.141690 = -5320973.236990 nChanged 1352 SP:Iteration 12Q (2689.080000 sec): 3 clusters Score: Raw -5326880.205361 + Penalty 5148.141690 = -5321732.063671 nChanged 1111 SP:Iteration 13Q (2689.220000 sec): 3 clusters Score: Raw -5327364.124817 + Penalty 5148.141690 = -5322215.983127 nChanged 781 SP:Iteration 14Q (2689.350000 sec): 3 clusters Score: Raw -5327607.365624 + Penalty 5148.141690 = -5322459.223934 nChanged 545 SP:Iteration 15Q (2689.490000 sec): 3 clusters Score: Raw -5327743.522745 + Penalty 5148.141690 = -5322595.381055 nChanged 379 SP:Iteration 16Q (2689.630000 sec): 3 clusters Score: Raw -5327820.290904 + Penalty 5148.141690 = -5322672.149214 nChanged 274 SP:Iteration 17Q (2689.770000 sec): 3 clusters Score: Raw -5327870.486188 + Penalty 5148.141690 = -5322722.344498 nChanged 236 SP:Iteration 18Q (2689.910000 sec): 3 clusters Score: Raw -5327910.578478 + Penalty 5148.141690 = -5322762.436788 nChanged 214 SP:Iteration 19Q (2690.050000 sec): 3 clusters Score: Raw -5327945.533957 + Penalty 5148.141690 = -5322797.392268 nChanged 210 SP:Iteration 20F (2690.190000 sec): 3 clusters Score: Raw -5327981.140645 + Penalty 5148.141690 = -5322832.998955 nChanged 208 SP:Iteration 21Q (2690.320000 sec): 3 clusters Score: Raw -5328021.145175 + Penalty 5148.141690 = -5322873.003485 nChanged 208 SP:Iteration 22Q (2690.460000 sec): 3 clusters Score: Raw -5328058.409283 + Penalty 5148.141690 = -5322910.267593 nChanged 212 SP:Iteration 23Q (2690.590000 sec): 3 clusters Score: Raw -5328096.542802 + Penalty 5148.141690 = -5322948.401112 nChanged 211 SP:Iteration 24Q (2690.730000 sec): 3 clusters Score: Raw -5328135.024213 + Penalty 5148.141690 = -5322986.882523 nChanged 203 SP:Iteration 25Q (2690.870000 sec): 3 clusters Score: Raw -5328169.653237 + Penalty 5148.141690 = -5323021.511547 nChanged 190 SP:Iteration 26Q (2691.000000 sec): 3 clusters Score: Raw -5328200.558309 + Penalty 5148.141690 = -5323052.416619 nChanged 177 SP:Iteration 27Q (2691.140000 sec): 3 clusters Score: Raw -5328230.398794 + Penalty 5148.141690 = -5323082.257104 nChanged 176 SP:Iteration 28Q (2691.280000 sec): 3 clusters Score: Raw -5328260.948605 + Penalty 5148.141690 = -5323112.806915 nChanged 174 SP:Iteration 29Q (2691.410000 sec): 3 clusters Score: Raw -5328290.407536 + Penalty 5148.141690 = -5323142.265846 nChanged 172 SP:Iteration 30Q (2691.540000 sec): 3 clusters Score: Raw -5328316.270468 + Penalty 5148.141690 = -5323168.128778 nChanged 193 SP:Iteration 31Q (2691.680000 sec): 3 clusters Score: Raw -5328351.160804 + Penalty 5148.141690 = -5323203.019114 nChanged 208 SP:Iteration 32Q (2691.810000 sec): 3 clusters Score: Raw -5328390.148884 + Penalty 5148.141690 = -5323242.007194 nChanged 220 SP:Iteration 33Q (2691.940000 sec): 3 clusters Score: Raw -5328435.388848 + Penalty 5148.141690 = -5323287.247158 nChanged 244 SP:Iteration 34Q (2692.080000 sec): 3 clusters Score: Raw -5328495.142774 + Penalty 5148.141690 = -5323347.001084 nChanged 269 SP:Iteration 35Q (2692.210000 sec): 3 clusters Score: Raw -5328558.518431 + Penalty 5148.141690 = -5323410.376741 nChanged 281 SP:Iteration 36Q (2692.340000 sec): 3 clusters Score: Raw -5328624.350691 + Penalty 5148.141690 = -5323476.209001 nChanged 267 SP:Iteration 37Q (2692.470000 sec): 3 clusters Score: Raw -5328693.827270 + Penalty 5148.141690 = -5323545.685580 nChanged 289 SP:Iteration 38Q (2692.610000 sec): 3 clusters Score: Raw -5328770.455607 + Penalty 5148.141690 = -5323622.313917 nChanged 304 SP:Iteration 39Q (2692.740000 sec): 3 clusters Score: Raw -5328854.021142 + Penalty 5148.141690 = -5323705.879452 nChanged 305 SP:Iteration 40F (2692.880000 sec): 3 clusters Score: Raw -5328941.858601 + Penalty 5148.141690 = -5323793.716912 nChanged 305 SP:Iteration 41Q (2693.010000 sec): 3 clusters Score: Raw -5329026.144559 + Penalty 5148.141690 = -5323878.002869 nChanged 287 SP:Iteration 42Q (2693.140000 sec): 3 clusters Score: Raw -5329106.985695 + Penalty 5148.141690 = -5323958.844005 nChanged 297 SP:Iteration 43Q (2693.270000 sec): 3 clusters Score: Raw -5329188.428343 + Penalty 5148.141690 = -5324040.286653 nChanged 278 SP:Iteration 44Q (2693.400000 sec): 3 clusters Score: Raw -5329263.955512 + Penalty 5148.141690 = -5324115.813822 nChanged 273 SP:Iteration 45Q (2693.530000 sec): 3 clusters Score: Raw -5329338.054482 + Penalty 5148.141690 = -5324189.912792 nChanged 276 SP:Iteration 46Q (2693.660000 sec): 3 clusters Score: Raw -5329412.013079 + Penalty 5148.141690 = -5324263.871389 nChanged 277 SP:Iteration 47Q (2693.790000 sec): 3 clusters Score: Raw -5329489.759165 + Penalty 5148.141690 = -5324341.617475 nChanged 280 SP:Iteration 48Q (2693.910000 sec): 3 clusters Score: Raw -5329566.611941 + Penalty 5148.141690 = -5324418.470251 nChanged 289 SP:Iteration 49Q (2694.040000 sec): 3 clusters Score: Raw -5329640.363110 + Penalty 5148.141690 = -5324492.221420 nChanged 264 SP:Iteration 50Q (2694.170000 sec): 3 clusters Score: Raw -5329707.005324 + Penalty 5148.141690 = -5324558.863634 nChanged 281 SP:Iteration 51Q (2694.300000 sec): 3 clusters Score: Raw -5329775.969287 + Penalty 5148.141690 = -5324627.827597 nChanged 262 SP:Iteration 52Q (2694.430000 sec): 3 clusters Score: Raw -5329842.532340 + Penalty 5148.141690 = -5324694.390650 nChanged 261 SP:Iteration 53Q (2694.550000 sec): 3 clusters Score: Raw -5329908.656172 + Penalty 5148.141690 = -5324760.514482 nChanged 256 SP:Iteration 54Q (2694.670000 sec): 3 clusters Score: Raw -5329975.564450 + Penalty 5148.141690 = -5324827.422760 nChanged 261 SP:Iteration 55Q (2694.790000 sec): 3 clusters Score: Raw -5330045.406163 + Penalty 5148.141690 = -5324897.264473 nChanged 258 SP:Iteration 56Q (2694.910000 sec): 3 clusters Score: Raw -5330111.824857 + Penalty 5148.141690 = -5324963.683167 nChanged 229 SP:Iteration 57Q (2695.030000 sec): 3 clusters Score: Raw -5330171.010518 + Penalty 5148.141690 = -5325022.868828 nChanged 222 SP:Iteration 58Q (2695.150000 sec): 3 clusters Score: Raw -5330227.823486 + Penalty 5148.141690 = -5325079.681796 nChanged 217 SP:Iteration 59Q (2695.270000 sec): 3 clusters Score: Raw -5330282.927551 + Penalty 5148.141690 = -5325134.785861 nChanged 223 SP:Iteration 60F (2695.410000 sec): 3 clusters Score: Raw -5330341.523205 + Penalty 5148.141690 = -5325193.381515 nChanged 214 SP:Iteration 61Q (2695.530000 sec): 3 clusters Score: Raw -5330402.414795 + Penalty 5148.141690 = -5325254.273105 nChanged 234 SP:Iteration 62Q (2695.650000 sec): 3 clusters Score: Raw -5330472.615606 + Penalty 5148.141690 = -5325324.473916 nChanged 225 SP:Iteration 63Q (2695.770000 sec): 3 clusters Score: Raw -5330540.574625 + Penalty 5148.141690 = -5325392.432935 nChanged 233 SP:Iteration 64Q (2695.880000 sec): 3 clusters Score: Raw -5330613.702263 + Penalty 5148.141690 = -5325465.560573 nChanged 246 SP:Iteration 65Q (2696.000000 sec): 3 clusters Score: Raw -5330696.012219 + Penalty 5148.141690 = -5325547.870529 nChanged 247 SP:Iteration 66Q (2696.110000 sec): 3 clusters Score: Raw -5330781.662876 + Penalty 5148.141690 = -5325633.521186 nChanged 219 SP:Iteration 67Q (2696.230000 sec): 3 clusters Score: Raw -5330852.570011 + Penalty 5148.141690 = -5325704.428321 nChanged 206 SP:Iteration 68Q (2696.340000 sec): 3 clusters Score: Raw -5330922.028633 + Penalty 5148.141690 = -5325773.886943 nChanged 194 SP:Iteration 69Q (2696.450000 sec): 3 clusters Score: Raw -5330986.450435 + Penalty 5148.141690 = -5325838.308745 nChanged 186 SP:Iteration 70Q (2696.560000 sec): 3 clusters Score: Raw -5331053.748062 + Penalty 5148.141690 = -5325905.606372 nChanged 180 SP:Iteration 71Q (2696.670000 sec): 3 clusters Score: Raw -5331117.173212 + Penalty 5148.141690 = -5325969.031522 nChanged 174 SP:Iteration 72Q (2696.780000 sec): 3 clusters Score: Raw -5331181.683756 + Penalty 5148.141690 = -5326033.542066 nChanged 168 SP:Iteration 73Q (2696.890000 sec): 3 clusters Score: Raw -5331246.925812 + Penalty 5148.141690 = -5326098.784122 nChanged 170 SP:Iteration 74Q (2697.000000 sec): 3 clusters Score: Raw -5331315.035139 + Penalty 5148.141690 = -5326166.893449 nChanged 147 SP:Iteration 75Q (2697.110000 sec): 3 clusters Score: Raw -5331372.566573 + Penalty 5148.141690 = -5326224.424883 nChanged 125 SP:Iteration 76Q (2697.220000 sec): 3 clusters Score: Raw -5331419.152705 + Penalty 5148.141690 = -5326271.011015 nChanged 123 SP:Iteration 77Q (2697.320000 sec): 3 clusters Score: Raw -5331463.260373 + Penalty 5148.141690 = -5326315.118683 nChanged 122 SP:Iteration 78Q (2697.430000 sec): 3 clusters Score: Raw -5331507.378048 + Penalty 5148.141690 = -5326359.236358 nChanged 103 SP:Iteration 79Q (2697.530000 sec): 3 clusters Score: Raw -5331547.586785 + Penalty 5148.141690 = -5326399.445095 nChanged 90 SP:Iteration 80F (2697.660000 sec): 3 clusters Score: Raw -5331583.649385 + Penalty 5148.141690 = -5326435.507695 nChanged 87 SP:Iteration 81Q (2697.770000 sec): 3 clusters Score: Raw -5331621.386776 + Penalty 5148.141690 = -5326473.245086 nChanged 80 SP:Iteration 82Q (2697.870000 sec): 3 clusters Score: Raw -5331658.586837 + Penalty 5148.141690 = -5326510.445147 nChanged 76 SP:Iteration 83Q (2697.980000 sec): 3 clusters Score: Raw -5331697.334457 + Penalty 5148.141690 = -5326549.192767 nChanged 69 SP:Iteration 84Q (2698.080000 sec): 3 clusters Score: Raw -5331734.886097 + Penalty 5148.141690 = -5326586.744407 nChanged 75 SP:Iteration 85Q (2698.190000 sec): 3 clusters Score: Raw -5331772.481919 + Penalty 5148.141690 = -5326624.340229 nChanged 75 SP:Iteration 86Q (2698.290000 sec): 3 clusters Score: Raw -5331815.014724 + Penalty 5148.141690 = -5326666.873034 nChanged 70 SP:Iteration 87Q (2698.390000 sec): 3 clusters Score: Raw -5331849.533938 + Penalty 5148.141690 = -5326701.392248 nChanged 57 SP:Iteration 88Q (2698.490000 sec): 3 clusters Score: Raw -5331883.710313 + Penalty 5148.141690 = -5326735.568623 nChanged 64 SP:Iteration 89Q (2698.600000 sec): 3 clusters Score: Raw -5331921.404038 + Penalty 5148.141690 = -5326773.262348 nChanged 51 SP:Iteration 90Q (2698.700000 sec): 3 clusters Score: Raw -5331952.396582 + Penalty 5148.141690 = -5326804.254892 nChanged 38 SP:Iteration 91Q (2698.800000 sec): 3 clusters Score: Raw -5331972.661446 + Penalty 5148.141690 = -5326824.519756 nChanged 40 SP:Iteration 92Q (2698.900000 sec): 3 clusters Score: Raw -5331997.039436 + Penalty 5148.141690 = -5326848.897746 nChanged 32 SP:Iteration 93Q (2699.000000 sec): 3 clusters Score: Raw -5332014.886249 + Penalty 5148.141690 = -5326866.744559 nChanged 22 SP:Iteration 94Q (2699.100000 sec): 3 clusters Score: Raw -5332027.840792 + Penalty 5148.141690 = -5326879.699102 nChanged 18 SP:Iteration 95Q (2699.200000 sec): 3 clusters Score: Raw -5332037.491378 + Penalty 5148.141690 = -5326889.349688 nChanged 16 SP:Iteration 96Q (2699.300000 sec): 3 clusters Score: Raw -5332044.528923 + Penalty 5148.141690 = -5326896.387233 nChanged 12 SP:Iteration 97Q (2699.400000 sec): 3 clusters Score: Raw -5332049.680053 + Penalty 5148.141690 = -5326901.538363 nChanged 13 SP:Iteration 98Q (2699.500000 sec): 3 clusters Score: Raw -5332058.658094 + Penalty 5148.141690 = -5326910.516404 nChanged 11 SP:Iteration 99Q (2699.600000 sec): 3 clusters Score: Raw -5332064.312902 + Penalty 5148.141690 = -5326916.171212 nChanged 9 SP:Iteration 100F (2699.740000 sec): 3 clusters Score: Raw -5332070.283248 + Penalty 5148.141690 = -5326922.141558 nChanged 8 SP:Iteration 101Q (2699.840000 sec): 3 clusters Score: Raw -5332075.340241 + Penalty 5148.141690 = -5326927.198551 nChanged 8 SP:Iteration 102Q (2699.940000 sec): 3 clusters Score: Raw -5332078.136823 + Penalty 5148.141690 = -5326929.995133 nChanged 9 SP:Iteration 103Q (2700.040000 sec): 3 clusters Score: Raw -5332082.943398 + Penalty 5148.141690 = -5326934.801708 nChanged 5 SP:Iteration 104Q (2700.140000 sec): 3 clusters Score: Raw -5332085.502868 + Penalty 5148.141690 = -5326937.361178 nChanged 6 SP:Iteration 105Q (2700.240000 sec): 3 clusters Score: Raw -5332088.966525 + Penalty 5148.141690 = -5326940.824835 nChanged 2 SP:Iteration 106Q (2700.340000 sec): 3 clusters Score: Raw -5332089.686078 + Penalty 5148.141690 = -5326941.544388 nChanged 0 SP:Iteration 107F (2700.480000 sec): 3 clusters Score: Raw -5332089.686078 + Penalty 5148.141690 = -5326941.544388 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2700.500000 sec): 2 clusters Score: Raw -133944.845362 + Penalty 1675.141817 = -132269.703545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2700.510000 sec): 3 clusters Score: Raw -133892.485548 + Penalty 3350.283633 = -130542.201914 nChanged 206 SP:Iteration 1F (2700.510000 sec): 3 clusters Score: Raw -134372.642489 + Penalty 3350.283633 = -131022.358856 nChanged 110 SP:Iteration 2F (2700.520000 sec): 3 clusters Score: Raw -134749.230868 + Penalty 3350.283633 = -131398.947235 nChanged 80 SP:Iteration 3F (2700.520000 sec): 3 clusters Score: Raw -134992.435851 + Penalty 3350.283633 = -131642.152218 nChanged 49 SP:Iteration 4F (2700.520000 sec): 3 clusters Score: Raw -135172.583739 + Penalty 3350.283633 = -131822.300106 nChanged 32 SP:Iteration 5Q (2700.520000 sec): 3 clusters Score: Raw -135299.685659 + Penalty 3350.283633 = -131949.402026 nChanged 23 SP:Iteration 6Q (2700.530000 sec): 3 clusters Score: Raw -135380.147201 + Penalty 3350.283633 = -132029.863567 nChanged 17 SP:Iteration 7Q (2700.530000 sec): 3 clusters Score: Raw -135428.710002 + Penalty 3350.283633 = -132078.426369 nChanged 14 SP:Iteration 8Q (2700.540000 sec): 3 clusters Score: Raw -135466.988898 + Penalty 3350.283633 = -132116.705264 nChanged 15 SP:Iteration 9Q (2700.540000 sec): 3 clusters Score: Raw -135504.842083 + Penalty 3350.283633 = -132154.558449 nChanged 10 SP:Iteration 10Q (2700.540000 sec): 3 clusters Score: Raw -135532.125866 + Penalty 3350.283633 = -132181.842233 nChanged 8 SP:Iteration 11Q (2700.540000 sec): 3 clusters Score: Raw -135551.508944 + Penalty 3350.283633 = -132201.225311 nChanged 6 SP:Iteration 12Q (2700.550000 sec): 3 clusters Score: Raw -135565.676077 + Penalty 3350.283633 = -132215.392443 nChanged 6 SP:Iteration 13Q (2700.550000 sec): 3 clusters Score: Raw -135576.039811 + Penalty 3350.283633 = -132225.756178 nChanged 4 SP:Iteration 14Q (2700.550000 sec): 3 clusters Score: Raw -135585.754590 + Penalty 3350.283633 = -132235.470956 nChanged 9 SP:Iteration 15Q (2700.560000 sec): 3 clusters Score: Raw -135606.828727 + Penalty 3350.283633 = -132256.545094 nChanged 8 SP:Iteration 16Q (2700.560000 sec): 3 clusters Score: Raw -135626.660519 + Penalty 3350.283633 = -132276.376885 nChanged 7 SP:Iteration 17Q (2700.560000 sec): 3 clusters Score: Raw -135637.946040 + Penalty 3350.283633 = -132287.662406 nChanged 8 SP:Iteration 18Q (2700.560000 sec): 3 clusters Score: Raw -135659.007943 + Penalty 3350.283633 = -132308.724310 nChanged 2 SP:Iteration 19Q (2700.570000 sec): 3 clusters Score: Raw -135664.214341 + Penalty 3350.283633 = -132313.930707 nChanged 2 SP:Iteration 20F (2700.570000 sec): 3 clusters Score: Raw -135668.667625 + Penalty 3350.283633 = -132318.383991 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2700.590000 sec): 2 clusters Score: Raw -119397.326391 + Penalty 1663.301859 = -117734.024532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2700.600000 sec): 3 clusters Score: Raw -119385.469665 + Penalty 3326.603719 = -116058.865946 nChanged 236 SP:Iteration 1F (2700.600000 sec): 3 clusters Score: Raw -120060.534395 + Penalty 3326.603719 = -116733.930676 nChanged 77 SP:Iteration 2F (2700.600000 sec): 3 clusters Score: Raw -120377.434945 + Penalty 3326.603719 = -117050.831226 nChanged 69 SP:Iteration 3F (2700.600000 sec): 3 clusters Score: Raw -120781.409160 + Penalty 3326.603719 = -117454.805441 nChanged 58 SP:Iteration 4F (2700.610000 sec): 3 clusters Score: Raw -121179.852198 + Penalty 3326.603719 = -117853.248479 nChanged 40 SP:Iteration 5Q (2700.610000 sec): 3 clusters Score: Raw -121385.932253 + Penalty 3326.603719 = -118059.328534 nChanged 32 SP:Iteration 6Q (2700.610000 sec): 3 clusters Score: Raw -121504.876457 + Penalty 3326.603719 = -118178.272738 nChanged 16 SP:Iteration 7Q (2700.620000 sec): 3 clusters Score: Raw -121571.277432 + Penalty 3326.603719 = -118244.673713 nChanged 5 SP:Iteration 8Q (2700.620000 sec): 3 clusters Score: Raw -121590.538754 + Penalty 3326.603719 = -118263.935035 nChanged 2 SP:Iteration 9Q (2700.620000 sec): 3 clusters Score: Raw -121616.427204 + Penalty 3326.603719 = -118289.823485 nChanged 5 SP:Iteration 10Q (2700.620000 sec): 3 clusters Score: Raw -121650.062765 + Penalty 3326.603719 = -118323.459046 nChanged 3 SP:Iteration 11Q (2700.630000 sec): 3 clusters Score: Raw -121660.745719 + Penalty 3326.603719 = -118334.142001 nChanged 2 SP:Iteration 12Q (2700.630000 sec): 3 clusters Score: Raw -121674.932998 + Penalty 3326.603719 = -118348.329279 nChanged 3 SP:Iteration 13Q (2700.630000 sec): 3 clusters Score: Raw -121694.441161 + Penalty 3326.603719 = -118367.837442 nChanged 2 SP:Iteration 14Q (2700.640000 sec): 3 clusters Score: Raw -121703.497453 + Penalty 3326.603719 = -118376.893734 nChanged 0 SP:Iteration 15F (2700.640000 sec): 3 clusters Score: Raw -121729.814195 + Penalty 3326.603719 = -118403.210476 nChanged 4 SP:Iteration 16Q (2700.640000 sec): 3 clusters Score: Raw -121808.779182 + Penalty 3326.603719 = -118482.175463 nChanged 6 SP:Iteration 17Q (2700.640000 sec): 3 clusters Score: Raw -121870.345607 + Penalty 3326.603719 = -118543.741888 nChanged 4 SP:Iteration 18Q (2700.640000 sec): 3 clusters Score: Raw -121903.313468 + Penalty 3326.603719 = -118576.709749 nChanged 3 SP:Iteration 19Q (2700.650000 sec): 3 clusters Score: Raw -121948.550553 + Penalty 3326.603719 = -118621.946834 nChanged 4 SP:Iteration 20F (2700.650000 sec): 3 clusters Score: Raw -122046.161681 + Penalty 3326.603719 = -118719.557962 nChanged 6 SP:Iteration 21Q (2700.660000 sec): 3 clusters Score: Raw -122234.961375 + Penalty 3326.603719 = -118908.357656 nChanged 9 SP:Iteration 22Q (2700.660000 sec): 3 clusters Score: Raw -122304.940605 + Penalty 3326.603719 = -118978.336886 nChanged 9 SP:Iteration 23Q (2700.660000 sec): 3 clusters Score: Raw -122561.585098 + Penalty 3326.603719 = -119234.981379 nChanged 6 SP:Iteration 24Q (2700.660000 sec): 3 clusters Score: Raw -122711.284609 + Penalty 3326.603719 = -119384.680890 nChanged 4 SP:Iteration 25Q (2700.660000 sec): 3 clusters Score: Raw -122725.030150 + Penalty 3326.603719 = -119398.426431 nChanged 1 SP:Iteration 26Q (2700.670000 sec): 3 clusters Score: Raw -122727.327936 + Penalty 3326.603719 = -119400.724218 nChanged 1 SP:Iteration 27Q (2700.670000 sec): 3 clusters Score: Raw -122731.634626 + Penalty 3326.603719 = -119405.030907 nChanged 0 SP:Iteration 28F (2700.670000 sec): 3 clusters Score: Raw -122731.634626 + Penalty 3326.603719 = -119405.030907 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (6234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2700.720000 sec): 2 clusters Score: Raw -1123008.598139 + Penalty 2166.967818 = -1120841.630321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2700.740000 sec): 3 clusters Score: Raw -1119832.622960 + Penalty 4333.935636 = -1115498.687324 nChanged 2485 SP:Iteration 1F (2700.770000 sec): 3 clusters Score: Raw -1121259.557643 + Penalty 4333.935636 = -1116925.622007 nChanged 506 SP:Iteration 2F (2700.790000 sec): 3 clusters Score: Raw -1121724.529811 + Penalty 4333.935636 = -1117390.594175 nChanged 453 SP:Iteration 3F (2700.820000 sec): 3 clusters Score: Raw -1122166.889275 + Penalty 4333.935636 = -1117832.953639 nChanged 439 SP:Iteration 4F (2700.850000 sec): 3 clusters Score: Raw -1122696.684253 + Penalty 4333.935636 = -1118362.748616 nChanged 466 SP:Iteration 5F (2700.870000 sec): 3 clusters Score: Raw -1123261.518980 + Penalty 4333.935636 = -1118927.583344 nChanged 466 SP:Iteration 6F (2700.900000 sec): 3 clusters Score: Raw -1123806.873597 + Penalty 4333.935636 = -1119472.937961 nChanged 387 SP:Iteration 7F (2700.930000 sec): 3 clusters Score: Raw -1124178.402500 + Penalty 4333.935636 = -1119844.466864 nChanged 231 SP:Iteration 8Q (2700.950000 sec): 3 clusters Score: Raw -1124349.252497 + Penalty 4333.935636 = -1120015.316861 nChanged 147 SP:Iteration 9Q (2700.980000 sec): 3 clusters Score: Raw -1124433.334686 + Penalty 4333.935636 = -1120099.399050 nChanged 83 SP:Iteration 10Q (2701.000000 sec): 3 clusters Score: Raw -1124469.394144 + Penalty 4333.935636 = -1120135.458508 nChanged 43 SP:Iteration 11Q (2701.030000 sec): 3 clusters Score: Raw -1124487.197366 + Penalty 4333.935636 = -1120153.261730 nChanged 22 SP:Iteration 12Q (2701.050000 sec): 3 clusters Score: Raw -1124493.487812 + Penalty 4333.935636 = -1120159.552176 nChanged 8 SP:Iteration 13Q (2701.080000 sec): 3 clusters Score: Raw -1124495.294586 + Penalty 4333.935636 = -1120161.358950 nChanged 4 SP:Iteration 14Q (2701.100000 sec): 3 clusters Score: Raw -1124496.200573 + Penalty 4333.935636 = -1120162.264936 nChanged 3 SP:Iteration 15Q (2701.130000 sec): 3 clusters Score: Raw -1124496.945525 + Penalty 4333.935636 = -1120163.009889 nChanged 3 SP:Iteration 16Q (2701.150000 sec): 3 clusters Score: Raw -1124497.681652 + Penalty 4333.935636 = -1120163.746016 nChanged 2 SP:Iteration 17Q (2701.180000 sec): 3 clusters Score: Raw -1124498.245818 + Penalty 4333.935636 = -1120164.310181 nChanged 1 SP:Iteration 18Q (2701.200000 sec): 3 clusters Score: Raw -1124498.525039 + Penalty 4333.935636 = -1120164.589403 nChanged 2 SP:Iteration 19Q (2701.220000 sec): 3 clusters Score: Raw -1124499.154487 + Penalty 4333.935636 = -1120165.218851 nChanged 2 SP:Iteration 20F (2701.250000 sec): 3 clusters Score: Raw -1124499.778243 + Penalty 4333.935636 = -1120165.842607 nChanged 2 SP:Iteration 21Q (2701.280000 sec): 3 clusters Score: Raw -1124500.367562 + Penalty 4333.935636 = -1120166.431925 nChanged 3 SP:Iteration 22Q (2701.300000 sec): 3 clusters Score: Raw -1124501.381617 + Penalty 4333.935636 = -1120167.445981 nChanged 3 SP:Iteration 23Q (2701.330000 sec): 3 clusters Score: Raw -1124502.021161 + Penalty 4333.935636 = -1120168.085525 nChanged 1 SP:Iteration 24Q (2701.350000 sec): 3 clusters Score: Raw -1124502.265642 + Penalty 4333.935636 = -1120168.330006 nChanged 0 SP:Iteration 25F (2701.380000 sec): 3 clusters Score: Raw -1124502.265642 + Penalty 4333.935636 = -1120168.330006 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (209386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2702.260000 sec): 2 clusters Score: Raw -35722988.308417 + Penalty 3038.479810 = -35719949.828607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.210000 sec): 3 clusters Score: Raw -35585674.644282 + Penalty 6076.959620 = -35579597.684663 nChanged 100675 SP:Iteration 1F (2704.150000 sec): 3 clusters Score: Raw -35644135.969514 + Penalty 6076.959620 = -35638059.009894 nChanged 5086 SP:Iteration 2Q (2705.140000 sec): 3 clusters Score: Raw -35644953.266444 + Penalty 6076.959620 = -35638876.306824 nChanged 4826 SP:Iteration 3Q (2706.120000 sec): 3 clusters Score: Raw -35645738.655709 + Penalty 6076.959620 = -35639661.696089 nChanged 4896 SP:Iteration 4Q (2707.110000 sec): 3 clusters Score: Raw -35646584.652360 + Penalty 6076.959620 = -35640507.692741 nChanged 5100 SP:Iteration 5Q (2708.060000 sec): 3 clusters Score: Raw -35647528.845556 + Penalty 6076.959620 = -35641451.885936 nChanged 5502 SP:Iteration 6Q (2709.010000 sec): 3 clusters Score: Raw -35648676.233808 + Penalty 6076.959620 = -35642599.274188 nChanged 6030 SP:Iteration 7Q (2709.950000 sec): 3 clusters Score: Raw -35650174.612277 + Penalty 6076.959620 = -35644097.652657 nChanged 6955 SP:Iteration 8Q (2710.900000 sec): 3 clusters Score: Raw -35652322.827964 + Penalty 6076.959620 = -35646245.868344 nChanged 8442 SP:Iteration 9Q (2711.840000 sec): 3 clusters Score: Raw -35655708.465506 + Penalty 6076.959620 = -35649631.505886 nChanged 10359 SP:Iteration 10Q (2712.780000 sec): 3 clusters Score: Raw -35661231.684239 + Penalty 6076.959620 = -35655154.724619 nChanged 12293 SP:Iteration 11F (2713.690000 sec): 3 clusters Score: Raw -35669570.872989 + Penalty 6076.959620 = -35663493.913369 nChanged 13304 SP:Iteration 12F (2714.620000 sec): 3 clusters Score: Raw -35679959.518645 + Penalty 6076.959620 = -35673882.559025 nChanged 12301 SP:Iteration 13F (2715.530000 sec): 3 clusters Score: Raw -35689871.616863 + Penalty 6076.959620 = -35683794.657243 nChanged 10044 SP:Iteration 14Q (2716.410000 sec): 3 clusters Score: Raw -35697372.408513 + Penalty 6076.959620 = -35691295.448893 nChanged 7492 SP:Iteration 15Q (2717.240000 sec): 3 clusters Score: Raw -35702366.913030 + Penalty 6076.959620 = -35696289.953411 nChanged 5842 SP:Iteration 16Q (2718.060000 sec): 3 clusters Score: Raw -35706143.589345 + Penalty 6076.959620 = -35700066.629725 nChanged 4956 SP:Iteration 17Q (2718.850000 sec): 3 clusters Score: Raw -35709337.237226 + Penalty 6076.959620 = -35703260.277606 nChanged 4374 SP:Iteration 18Q (2719.600000 sec): 3 clusters Score: Raw -35712245.879735 + Penalty 6076.959620 = -35706168.920115 nChanged 3758 SP:Iteration 19Q (2720.320000 sec): 3 clusters Score: Raw -35714817.589913 + Penalty 6076.959620 = -35708740.630293 nChanged 3156 SP:Iteration 20F (2721.220000 sec): 3 clusters Score: Raw -35717045.890940 + Penalty 6076.959620 = -35710968.931321 nChanged 2530 SP:Iteration 21Q (2721.900000 sec): 3 clusters Score: Raw -35718899.083150 + Penalty 6076.959620 = -35712822.123530 nChanged 1981 SP:Iteration 22Q (2722.580000 sec): 3 clusters Score: Raw -35720379.106502 + Penalty 6076.959620 = -35714302.146882 nChanged 1440 SP:Iteration 23Q (2723.240000 sec): 3 clusters Score: Raw -35721455.314989 + Penalty 6076.959620 = -35715378.355369 nChanged 938 SP:Iteration 24Q (2723.880000 sec): 3 clusters Score: Raw -35722135.806413 + Penalty 6076.959620 = -35716058.846793 nChanged 632 SP:Iteration 25Q (2724.530000 sec): 3 clusters Score: Raw -35722601.786889 + Penalty 6076.959620 = -35716524.827269 nChanged 327 SP:Iteration 26Q (2725.180000 sec): 3 clusters Score: Raw -35722851.816857 + Penalty 6076.959620 = -35716774.857237 nChanged 162 SP:Iteration 27Q (2725.820000 sec): 3 clusters Score: Raw -35722986.172543 + Penalty 6076.959620 = -35716909.212923 nChanged 93 SP:Iteration 28Q (2726.460000 sec): 3 clusters Score: Raw -35723071.033203 + Penalty 6076.959620 = -35716994.073584 nChanged 63 SP:Iteration 29Q (2727.120000 sec): 3 clusters Score: Raw -35723127.900917 + Penalty 6076.959620 = -35717050.941297 nChanged 45 SP:Iteration 30Q (2727.750000 sec): 3 clusters Score: Raw -35723170.902189 + Penalty 6076.959620 = -35717093.942569 nChanged 33 SP:Iteration 31Q (2728.390000 sec): 3 clusters Score: Raw -35723207.200949 + Penalty 6076.959620 = -35717130.241329 nChanged 24 SP:Iteration 32Q (2729.030000 sec): 3 clusters Score: Raw -35723228.395976 + Penalty 6076.959620 = -35717151.436356 nChanged 7 SP:Iteration 33Q (2729.660000 sec): 3 clusters Score: Raw -35723235.675622 + Penalty 6076.959620 = -35717158.716002 nChanged 11 SP:Iteration 34Q (2730.300000 sec): 3 clusters Score: Raw -35723249.871494 + Penalty 6076.959620 = -35717172.911874 nChanged 13 SP:Iteration 35Q (2730.940000 sec): 3 clusters Score: Raw -35723263.521184 + Penalty 6076.959620 = -35717186.561564 nChanged 9 SP:Iteration 36Q (2731.570000 sec): 3 clusters Score: Raw -35723270.580624 + Penalty 6076.959620 = -35717193.621004 nChanged 8 SP:Iteration 37Q (2732.210000 sec): 3 clusters Score: Raw -35723278.234370 + Penalty 6076.959620 = -35717201.274750 nChanged 6 SP:Iteration 38Q (2732.850000 sec): 3 clusters Score: Raw -35723286.134100 + Penalty 6076.959620 = -35717209.174480 nChanged 7 SP:Iteration 39Q (2733.480000 sec): 3 clusters Score: Raw -35723291.723787 + Penalty 6076.959620 = -35717214.764167 nChanged 8 SP:Iteration 40F (2734.380000 sec): 3 clusters Score: Raw -35723299.052705 + Penalty 6076.959620 = -35717222.093085 nChanged 4 SP:Iteration 41Q (2735.010000 sec): 3 clusters Score: Raw -35723303.120671 + Penalty 6076.959620 = -35717226.161051 nChanged 2 SP:Iteration 42Q (2735.650000 sec): 3 clusters Score: Raw -35723305.186891 + Penalty 6076.959620 = -35717228.227271 nChanged 1 SP:Iteration 43Q (2736.280000 sec): 3 clusters Score: Raw -35723306.206832 + Penalty 6076.959620 = -35717229.247212 nChanged 1 SP:Iteration 44Q (2736.920000 sec): 3 clusters Score: Raw -35723307.402150 + Penalty 6076.959620 = -35717230.442530 nChanged 2 SP:Iteration 45Q (2737.560000 sec): 3 clusters Score: Raw -35723310.580917 + Penalty 6076.959620 = -35717233.621297 nChanged 4 SP:Iteration 46Q (2738.200000 sec): 3 clusters Score: Raw -35723316.513593 + Penalty 6076.959620 = -35717239.553973 nChanged 5 SP:Iteration 47Q (2738.840000 sec): 3 clusters Score: Raw -35723320.767413 + Penalty 6076.959620 = -35717243.807793 nChanged 1 SP:Iteration 48Q (2739.490000 sec): 3 clusters Score: Raw -35723321.866072 + Penalty 6076.959620 = -35717244.906452 nChanged 0 SP:Iteration 49F (2740.390000 sec): 3 clusters Score: Raw -35723321.866072 + Penalty 6076.959620 = -35717244.906452 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (6935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2740.530000 sec): 2 clusters Score: Raw -1111007.298777 + Penalty 2193.395411 = -1108813.903366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2740.550000 sec): 3 clusters Score: Raw -1107488.827491 + Penalty 4386.790821 = -1103102.036670 nChanged 2827 SP:Iteration 1F (2740.590000 sec): 3 clusters Score: Raw -1109260.012248 + Penalty 4386.790821 = -1104873.221427 nChanged 650 SP:Iteration 2F (2740.610000 sec): 3 clusters Score: Raw -1109830.632664 + Penalty 4386.790821 = -1105443.841843 nChanged 557 SP:Iteration 3F (2740.640000 sec): 3 clusters Score: Raw -1110373.509009 + Penalty 4386.790821 = -1105986.718188 nChanged 544 SP:Iteration 4F (2740.670000 sec): 3 clusters Score: Raw -1111074.571399 + Penalty 4386.790821 = -1106687.780578 nChanged 535 SP:Iteration 5F (2740.700000 sec): 3 clusters Score: Raw -1111917.504162 + Penalty 4386.790821 = -1107530.713341 nChanged 528 SP:Iteration 6F (2740.730000 sec): 3 clusters Score: Raw -1112606.055615 + Penalty 4386.790821 = -1108219.264794 nChanged 387 SP:Iteration 7F (2740.760000 sec): 3 clusters Score: Raw -1112928.786289 + Penalty 4386.790821 = -1108541.995468 nChanged 273 SP:Iteration 8Q (2740.780000 sec): 3 clusters Score: Raw -1113123.855406 + Penalty 4386.790821 = -1108737.064585 nChanged 203 SP:Iteration 9Q (2740.810000 sec): 3 clusters Score: Raw -1113247.887140 + Penalty 4386.790821 = -1108861.096319 nChanged 138 SP:Iteration 10Q (2740.840000 sec): 3 clusters Score: Raw -1113325.356468 + Penalty 4386.790821 = -1108938.565647 nChanged 115 SP:Iteration 11Q (2740.860000 sec): 3 clusters Score: Raw -1113380.876442 + Penalty 4386.790821 = -1108994.085621 nChanged 84 SP:Iteration 12Q (2740.890000 sec): 3 clusters Score: Raw -1113420.666287 + Penalty 4386.790821 = -1109033.875466 nChanged 61 SP:Iteration 13Q (2740.910000 sec): 3 clusters Score: Raw -1113446.307222 + Penalty 4386.790821 = -1109059.516401 nChanged 51 SP:Iteration 14Q (2740.940000 sec): 3 clusters Score: Raw -1113471.408326 + Penalty 4386.790821 = -1109084.617505 nChanged 61 SP:Iteration 15Q (2740.970000 sec): 3 clusters Score: Raw -1113499.000369 + Penalty 4386.790821 = -1109112.209548 nChanged 52 SP:Iteration 16Q (2740.990000 sec): 3 clusters Score: Raw -1113524.830151 + Penalty 4386.790821 = -1109138.039330 nChanged 55 SP:Iteration 17Q (2741.020000 sec): 3 clusters Score: Raw -1113555.300563 + Penalty 4386.790821 = -1109168.509742 nChanged 66 SP:Iteration 18Q (2741.050000 sec): 3 clusters Score: Raw -1113581.867469 + Penalty 4386.790821 = -1109195.076648 nChanged 46 SP:Iteration 19Q (2741.070000 sec): 3 clusters Score: Raw -1113598.677976 + Penalty 4386.790821 = -1109211.887155 nChanged 40 SP:Iteration 20F (2741.100000 sec): 3 clusters Score: Raw -1113615.101279 + Penalty 4386.790821 = -1109228.310458 nChanged 53 SP:Iteration 21Q (2741.130000 sec): 3 clusters Score: Raw -1113638.335900 + Penalty 4386.790821 = -1109251.545079 nChanged 49 SP:Iteration 22Q (2741.150000 sec): 3 clusters Score: Raw -1113661.381136 + Penalty 4386.790821 = -1109274.590315 nChanged 53 SP:Iteration 23Q (2741.180000 sec): 3 clusters Score: Raw -1113680.993085 + Penalty 4386.790821 = -1109294.202264 nChanged 51 SP:Iteration 24Q (2741.210000 sec): 3 clusters Score: Raw -1113701.659619 + Penalty 4386.790821 = -1109314.868798 nChanged 45 SP:Iteration 25Q (2741.230000 sec): 3 clusters Score: Raw -1113714.850781 + Penalty 4386.790821 = -1109328.059960 nChanged 37 SP:Iteration 26Q (2741.260000 sec): 3 clusters Score: Raw -1113729.981944 + Penalty 4386.790821 = -1109343.191123 nChanged 41 SP:Iteration 27Q (2741.290000 sec): 3 clusters Score: Raw -1113756.158935 + Penalty 4386.790821 = -1109369.368114 nChanged 41 SP:Iteration 28Q (2741.310000 sec): 3 clusters Score: Raw -1113769.759876 + Penalty 4386.790821 = -1109382.969055 nChanged 33 SP:Iteration 29Q (2741.330000 sec): 3 clusters Score: Raw -1113780.018064 + Penalty 4386.790821 = -1109393.227243 nChanged 30 SP:Iteration 30Q (2741.360000 sec): 3 clusters Score: Raw -1113793.461146 + Penalty 4386.790821 = -1109406.670325 nChanged 38 SP:Iteration 31Q (2741.390000 sec): 3 clusters Score: Raw -1113834.004191 + Penalty 4386.790821 = -1109447.213370 nChanged 43 SP:Iteration 32Q (2741.410000 sec): 3 clusters Score: Raw -1113857.098511 + Penalty 4386.790821 = -1109470.307690 nChanged 34 SP:Iteration 33Q (2741.440000 sec): 3 clusters Score: Raw -1113871.397563 + Penalty 4386.790821 = -1109484.606742 nChanged 24 SP:Iteration 34Q (2741.470000 sec): 3 clusters Score: Raw -1113879.152604 + Penalty 4386.790821 = -1109492.361783 nChanged 17 SP:Iteration 35Q (2741.490000 sec): 3 clusters Score: Raw -1113884.371930 + Penalty 4386.790821 = -1109497.581109 nChanged 12 SP:Iteration 36Q (2741.520000 sec): 3 clusters Score: Raw -1113888.387563 + Penalty 4386.790821 = -1109501.596742 nChanged 10 SP:Iteration 37Q (2741.550000 sec): 3 clusters Score: Raw -1113890.632392 + Penalty 4386.790821 = -1109503.841571 nChanged 6 SP:Iteration 38Q (2741.570000 sec): 3 clusters Score: Raw -1113892.386849 + Penalty 4386.790821 = -1109505.596028 nChanged 5 SP:Iteration 39Q (2741.600000 sec): 3 clusters Score: Raw -1113894.185259 + Penalty 4386.790821 = -1109507.394438 nChanged 8 SP:Iteration 40F (2741.630000 sec): 3 clusters Score: Raw -1113896.065880 + Penalty 4386.790821 = -1109509.275059 nChanged 7 SP:Iteration 41Q (2741.660000 sec): 3 clusters Score: Raw -1113897.745984 + Penalty 4386.790821 = -1109510.955163 nChanged 7 SP:Iteration 42Q (2741.690000 sec): 3 clusters Score: Raw -1113899.552574 + Penalty 4386.790821 = -1109512.761753 nChanged 12 SP:Iteration 43Q (2741.720000 sec): 3 clusters Score: Raw -1113901.711322 + Penalty 4386.790821 = -1109514.920501 nChanged 13 SP:Iteration 44Q (2741.750000 sec): 3 clusters Score: Raw -1113905.638839 + Penalty 4386.790821 = -1109518.848018 nChanged 17 SP:Iteration 45Q (2741.770000 sec): 3 clusters Score: Raw -1113909.923996 + Penalty 4386.790821 = -1109523.133175 nChanged 13 SP:Iteration 46Q (2741.800000 sec): 3 clusters Score: Raw -1113912.998995 + Penalty 4386.790821 = -1109526.208174 nChanged 11 SP:Iteration 47Q (2741.830000 sec): 3 clusters Score: Raw -1113915.040569 + Penalty 4386.790821 = -1109528.249748 nChanged 7 SP:Iteration 48Q (2741.850000 sec): 3 clusters Score: Raw -1113916.307981 + Penalty 4386.790821 = -1109529.517160 nChanged 7 SP:Iteration 49Q (2741.880000 sec): 3 clusters Score: Raw -1113917.975107 + Penalty 4386.790821 = -1109531.184285 nChanged 8 SP:Iteration 50Q (2741.900000 sec): 3 clusters Score: Raw -1113919.775036 + Penalty 4386.790821 = -1109532.984215 nChanged 11 SP:Iteration 51Q (2741.930000 sec): 3 clusters Score: Raw -1113922.371579 + Penalty 4386.790821 = -1109535.580758 nChanged 10 SP:Iteration 52Q (2741.950000 sec): 3 clusters Score: Raw -1113924.696185 + Penalty 4386.790821 = -1109537.905364 nChanged 9 SP:Iteration 53Q (2741.990000 sec): 3 clusters Score: Raw -1113927.191151 + Penalty 4386.790821 = -1109540.400330 nChanged 5 SP:Iteration 54Q (2742.010000 sec): 3 clusters Score: Raw -1113928.474895 + Penalty 4386.790821 = -1109541.684074 nChanged 6 SP:Iteration 55Q (2742.040000 sec): 3 clusters Score: Raw -1113929.787029 + Penalty 4386.790821 = -1109542.996208 nChanged 8 SP:Iteration 56Q (2742.070000 sec): 3 clusters Score: Raw -1113931.260934 + Penalty 4386.790821 = -1109544.470113 nChanged 4 SP:Iteration 57Q (2742.090000 sec): 3 clusters Score: Raw -1113931.853200 + Penalty 4386.790821 = -1109545.062379 nChanged 4 SP:Iteration 58Q (2742.120000 sec): 3 clusters Score: Raw -1113932.527975 + Penalty 4386.790821 = -1109545.737154 nChanged 6 SP:Iteration 59Q (2742.140000 sec): 3 clusters Score: Raw -1113933.956729 + Penalty 4386.790821 = -1109547.165908 nChanged 5 SP:Iteration 60F (2742.170000 sec): 3 clusters Score: Raw -1113934.918872 + Penalty 4386.790821 = -1109548.128051 nChanged 5 SP:Iteration 61Q (2742.200000 sec): 3 clusters Score: Raw -1113935.609184 + Penalty 4386.790821 = -1109548.818363 nChanged 3 SP:Iteration 62Q (2742.220000 sec): 3 clusters Score: Raw -1113936.326065 + Penalty 4386.790821 = -1109549.535244 nChanged 4 SP:Iteration 63Q (2742.250000 sec): 3 clusters Score: Raw -1113937.041558 + Penalty 4386.790821 = -1109550.250737 nChanged 4 SP:Iteration 64Q (2742.270000 sec): 3 clusters Score: Raw -1113938.040381 + Penalty 4386.790821 = -1109551.249560 nChanged 3 SP:Iteration 65Q (2742.300000 sec): 3 clusters Score: Raw -1113938.440207 + Penalty 4386.790821 = -1109551.649386 nChanged 3 SP:Iteration 66Q (2742.320000 sec): 3 clusters Score: Raw -1113939.007398 + Penalty 4386.790821 = -1109552.216577 nChanged 2 SP:Iteration 67Q (2742.350000 sec): 3 clusters Score: Raw -1113939.873690 + Penalty 4386.790821 = -1109553.082869 nChanged 4 SP:Iteration 68Q (2742.370000 sec): 3 clusters Score: Raw -1113940.764136 + Penalty 4386.790821 = -1109553.973315 nChanged 0 SP:Iteration 69F (2742.410000 sec): 3 clusters Score: Raw -1113940.764136 + Penalty 4386.790821 = -1109553.973315 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (7687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2742.450000 sec): 2 clusters Score: Raw -1305093.551007 + Penalty 2218.926896 = -1302874.624111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2742.480000 sec): 3 clusters Score: Raw -1301097.697996 + Penalty 4437.853791 = -1296659.844205 nChanged 3102 SP:Iteration 1F (2742.510000 sec): 3 clusters Score: Raw -1302719.935632 + Penalty 4437.853791 = -1298282.081840 nChanged 513 SP:Iteration 2F (2742.550000 sec): 3 clusters Score: Raw -1302995.778881 + Penalty 4437.853791 = -1298557.925089 nChanged 423 SP:Iteration 3F (2742.580000 sec): 3 clusters Score: Raw -1303262.087877 + Penalty 4437.853791 = -1298824.234085 nChanged 419 SP:Iteration 4F (2742.610000 sec): 3 clusters Score: Raw -1303546.271907 + Penalty 4437.853791 = -1299108.418116 nChanged 427 SP:Iteration 5F (2742.650000 sec): 3 clusters Score: Raw -1303894.790997 + Penalty 4437.853791 = -1299456.937206 nChanged 444 SP:Iteration 6F (2742.680000 sec): 3 clusters Score: Raw -1304345.637901 + Penalty 4437.853791 = -1299907.784110 nChanged 463 SP:Iteration 7F (2742.710000 sec): 3 clusters Score: Raw -1304866.242494 + Penalty 4437.853791 = -1300428.388703 nChanged 498 SP:Iteration 8F (2742.750000 sec): 3 clusters Score: Raw -1305379.474128 + Penalty 4437.853791 = -1300941.620336 nChanged 448 SP:Iteration 9F (2742.780000 sec): 3 clusters Score: Raw -1305825.655954 + Penalty 4437.853791 = -1301387.802163 nChanged 354 SP:Iteration 10Q (2742.810000 sec): 3 clusters Score: Raw -1306145.249461 + Penalty 4437.853791 = -1301707.395670 nChanged 261 SP:Iteration 11Q (2742.840000 sec): 3 clusters Score: Raw -1306397.385317 + Penalty 4437.853791 = -1301959.531525 nChanged 213 SP:Iteration 12Q (2742.870000 sec): 3 clusters Score: Raw -1306575.611408 + Penalty 4437.853791 = -1302137.757617 nChanged 153 SP:Iteration 13Q (2742.900000 sec): 3 clusters Score: Raw -1306670.923135 + Penalty 4437.853791 = -1302233.069344 nChanged 116 SP:Iteration 14Q (2742.930000 sec): 3 clusters Score: Raw -1306726.260864 + Penalty 4437.853791 = -1302288.407072 nChanged 66 SP:Iteration 15Q (2742.960000 sec): 3 clusters Score: Raw -1306752.658457 + Penalty 4437.853791 = -1302314.804665 nChanged 45 SP:Iteration 16Q (2742.990000 sec): 3 clusters Score: Raw -1306767.827056 + Penalty 4437.853791 = -1302329.973265 nChanged 36 SP:Iteration 17Q (2743.020000 sec): 3 clusters Score: Raw -1306779.446079 + Penalty 4437.853791 = -1302341.592287 nChanged 28 SP:Iteration 18Q (2743.050000 sec): 3 clusters Score: Raw -1306786.864601 + Penalty 4437.853791 = -1302349.010810 nChanged 22 SP:Iteration 19Q (2743.070000 sec): 3 clusters Score: Raw -1306792.142188 + Penalty 4437.853791 = -1302354.288396 nChanged 14 SP:Iteration 20F (2743.110000 sec): 3 clusters Score: Raw -1306798.210086 + Penalty 4437.853791 = -1302360.356294 nChanged 18 SP:Iteration 21Q (2743.140000 sec): 3 clusters Score: Raw -1306803.968557 + Penalty 4437.853791 = -1302366.114765 nChanged 16 SP:Iteration 22Q (2743.170000 sec): 3 clusters Score: Raw -1306808.091122 + Penalty 4437.853791 = -1302370.237331 nChanged 11 SP:Iteration 23Q (2743.190000 sec): 3 clusters Score: Raw -1306810.424120 + Penalty 4437.853791 = -1302372.570328 nChanged 12 SP:Iteration 24Q (2743.220000 sec): 3 clusters Score: Raw -1306813.807832 + Penalty 4437.853791 = -1302375.954041 nChanged 9 SP:Iteration 25Q (2743.250000 sec): 3 clusters Score: Raw -1306816.343104 + Penalty 4437.853791 = -1302378.489313 nChanged 12 SP:Iteration 26Q (2743.280000 sec): 3 clusters Score: Raw -1306821.586822 + Penalty 4437.853791 = -1302383.733031 nChanged 18 SP:Iteration 27Q (2743.310000 sec): 3 clusters Score: Raw -1306827.867942 + Penalty 4437.853791 = -1302390.014151 nChanged 15 SP:Iteration 28Q (2743.330000 sec): 3 clusters Score: Raw -1306832.158967 + Penalty 4437.853791 = -1302394.305176 nChanged 16 SP:Iteration 29Q (2743.360000 sec): 3 clusters Score: Raw -1306836.527263 + Penalty 4437.853791 = -1302398.673472 nChanged 17 SP:Iteration 30Q (2743.390000 sec): 3 clusters Score: Raw -1306841.079882 + Penalty 4437.853791 = -1302403.226091 nChanged 15 SP:Iteration 31Q (2743.420000 sec): 3 clusters Score: Raw -1306845.358858 + Penalty 4437.853791 = -1302407.505067 nChanged 11 SP:Iteration 32Q (2743.450000 sec): 3 clusters Score: Raw -1306848.917807 + Penalty 4437.853791 = -1302411.064016 nChanged 13 SP:Iteration 33Q (2743.470000 sec): 3 clusters Score: Raw -1306852.379278 + Penalty 4437.853791 = -1302414.525487 nChanged 10 SP:Iteration 34Q (2743.500000 sec): 3 clusters Score: Raw -1306854.912905 + Penalty 4437.853791 = -1302417.059114 nChanged 3 SP:Iteration 35Q (2743.530000 sec): 3 clusters Score: Raw -1306855.702852 + Penalty 4437.853791 = -1302417.849061 nChanged 4 SP:Iteration 36Q (2743.560000 sec): 3 clusters Score: Raw -1306856.315928 + Penalty 4437.853791 = -1302418.462136 nChanged 1 SP:Iteration 37Q (2743.590000 sec): 3 clusters Score: Raw -1306856.445981 + Penalty 4437.853791 = -1302418.592190 nChanged 2 SP:Iteration 38Q (2743.610000 sec): 3 clusters Score: Raw -1306857.033470 + Penalty 4437.853791 = -1302419.179678 nChanged 3 SP:Iteration 39Q (2743.640000 sec): 3 clusters Score: Raw -1306858.111530 + Penalty 4437.853791 = -1302420.257738 nChanged 1 SP:Iteration 40F (2743.670000 sec): 3 clusters Score: Raw -1306858.184925 + Penalty 4437.853791 = -1302420.331134 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (25329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2743.790000 sec): 2 clusters Score: Raw -4180623.539471 + Penalty 2514.646905 = -4178108.892566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2743.900000 sec): 3 clusters Score: Raw -4165600.733184 + Penalty 5029.293811 = -4160571.439373 nChanged 11242 SP:Iteration 1F (2744.010000 sec): 3 clusters Score: Raw -4171720.121292 + Penalty 5029.293811 = -4166690.827482 nChanged 1191 SP:Iteration 2Q (2744.110000 sec): 3 clusters Score: Raw -4172136.807869 + Penalty 5029.293811 = -4167107.514058 nChanged 1065 SP:Iteration 3Q (2744.220000 sec): 3 clusters Score: Raw -4172481.201477 + Penalty 5029.293811 = -4167451.907667 nChanged 950 SP:Iteration 4Q (2744.330000 sec): 3 clusters Score: Raw -4172795.918373 + Penalty 5029.293811 = -4167766.624562 nChanged 910 SP:Iteration 5Q (2744.440000 sec): 3 clusters Score: Raw -4173106.579252 + Penalty 5029.293811 = -4168077.285441 nChanged 908 SP:Iteration 6Q (2744.550000 sec): 3 clusters Score: Raw -4173445.606976 + Penalty 5029.293811 = -4168416.313166 nChanged 958 SP:Iteration 7Q (2744.660000 sec): 3 clusters Score: Raw -4173828.045135 + Penalty 5029.293811 = -4168798.751325 nChanged 1053 SP:Iteration 8Q (2744.770000 sec): 3 clusters Score: Raw -4174345.390066 + Penalty 5029.293811 = -4169316.096256 nChanged 1220 SP:Iteration 9Q (2744.880000 sec): 3 clusters Score: Raw -4175041.560325 + Penalty 5029.293811 = -4170012.266514 nChanged 1395 SP:Iteration 10F (2744.990000 sec): 3 clusters Score: Raw -4175966.912728 + Penalty 5029.293811 = -4170937.618917 nChanged 1434 SP:Iteration 11F (2745.090000 sec): 3 clusters Score: Raw -4177021.475942 + Penalty 5029.293811 = -4171992.182132 nChanged 1387 SP:Iteration 12F (2745.200000 sec): 3 clusters Score: Raw -4178118.216926 + Penalty 5029.293811 = -4173088.923116 nChanged 1131 SP:Iteration 13Q (2745.310000 sec): 3 clusters Score: Raw -4179058.693911 + Penalty 5029.293811 = -4174029.400100 nChanged 799 SP:Iteration 14Q (2745.410000 sec): 3 clusters Score: Raw -4179724.359023 + Penalty 5029.293811 = -4174695.065213 nChanged 544 SP:Iteration 15Q (2745.500000 sec): 3 clusters Score: Raw -4180175.443728 + Penalty 5029.293811 = -4175146.149917 nChanged 356 SP:Iteration 16Q (2745.590000 sec): 3 clusters Score: Raw -4180468.310398 + Penalty 5029.293811 = -4175439.016587 nChanged 235 SP:Iteration 17Q (2745.680000 sec): 3 clusters Score: Raw -4180674.550105 + Penalty 5029.293811 = -4175645.256295 nChanged 183 SP:Iteration 18Q (2745.770000 sec): 3 clusters Score: Raw -4180868.201620 + Penalty 5029.293811 = -4175838.907809 nChanged 151 SP:Iteration 19Q (2745.850000 sec): 3 clusters Score: Raw -4181044.596628 + Penalty 5029.293811 = -4176015.302818 nChanged 139 SP:Iteration 20F (2745.950000 sec): 3 clusters Score: Raw -4181190.242158 + Penalty 5029.293811 = -4176160.948347 nChanged 118 SP:Iteration 21Q (2746.030000 sec): 3 clusters Score: Raw -4181280.490264 + Penalty 5029.293811 = -4176251.196454 nChanged 99 SP:Iteration 22Q (2746.110000 sec): 3 clusters Score: Raw -4181332.889449 + Penalty 5029.293811 = -4176303.595638 nChanged 67 SP:Iteration 23Q (2746.190000 sec): 3 clusters Score: Raw -4181372.224955 + Penalty 5029.293811 = -4176342.931145 nChanged 56 SP:Iteration 24Q (2746.280000 sec): 3 clusters Score: Raw -4181399.384925 + Penalty 5029.293811 = -4176370.091114 nChanged 32 SP:Iteration 25Q (2746.360000 sec): 3 clusters Score: Raw -4181410.242609 + Penalty 5029.293811 = -4176380.948798 nChanged 22 SP:Iteration 26Q (2746.440000 sec): 3 clusters Score: Raw -4181418.630837 + Penalty 5029.293811 = -4176389.337026 nChanged 18 SP:Iteration 27Q (2746.520000 sec): 3 clusters Score: Raw -4181425.521075 + Penalty 5029.293811 = -4176396.227265 nChanged 22 SP:Iteration 28Q (2746.600000 sec): 3 clusters Score: Raw -4181433.425734 + Penalty 5029.293811 = -4176404.131924 nChanged 15 SP:Iteration 29Q (2746.680000 sec): 3 clusters Score: Raw -4181440.147560 + Penalty 5029.293811 = -4176410.853749 nChanged 14 SP:Iteration 30Q (2746.760000 sec): 3 clusters Score: Raw -4181445.202422 + Penalty 5029.293811 = -4176415.908611 nChanged 12 SP:Iteration 31Q (2746.840000 sec): 3 clusters Score: Raw -4181448.612018 + Penalty 5029.293811 = -4176419.318208 nChanged 5 SP:Iteration 32Q (2746.920000 sec): 3 clusters Score: Raw -4181450.315092 + Penalty 5029.293811 = -4176421.021282 nChanged 4 SP:Iteration 33Q (2746.990000 sec): 3 clusters Score: Raw -4181451.294792 + Penalty 5029.293811 = -4176422.000981 nChanged 3 SP:Iteration 34Q (2747.070000 sec): 3 clusters Score: Raw -4181451.948792 + Penalty 5029.293811 = -4176422.654981 nChanged 5 SP:Iteration 35Q (2747.150000 sec): 3 clusters Score: Raw -4181453.824300 + Penalty 5029.293811 = -4176424.530489 nChanged 4 SP:Iteration 36Q (2747.230000 sec): 3 clusters Score: Raw -4181455.629874 + Penalty 5029.293811 = -4176426.336064 nChanged 7 SP:Iteration 37Q (2747.310000 sec): 3 clusters Score: Raw -4181458.363718 + Penalty 5029.293811 = -4176429.069907 nChanged 5 SP:Iteration 38Q (2747.390000 sec): 3 clusters Score: Raw -4181459.988041 + Penalty 5029.293811 = -4176430.694230 nChanged 6 SP:Iteration 39Q (2747.460000 sec): 3 clusters Score: Raw -4181461.914058 + Penalty 5029.293811 = -4176432.620248 nChanged 6 SP:Iteration 40F (2747.570000 sec): 3 clusters Score: Raw -4181464.264102 + Penalty 5029.293811 = -4176434.970291 nChanged 4 SP:Iteration 41Q (2747.650000 sec): 3 clusters Score: Raw -4181465.380089 + Penalty 5029.293811 = -4176436.086278 nChanged 2 SP:Iteration 42Q (2747.730000 sec): 3 clusters Score: Raw -4181465.956937 + Penalty 5029.293811 = -4176436.663126 nChanged 2 SP:Iteration 43Q (2747.800000 sec): 3 clusters Score: Raw -4181466.885694 + Penalty 5029.293811 = -4176437.591884 nChanged 0 SP:Iteration 44F (2747.910000 sec): 3 clusters Score: Raw -4181466.885694 + Penalty 5029.293811 = -4176437.591884 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2747.930000 sec): 2 clusters Score: Raw -129595.152322 + Penalty 1671.941772 = -127923.210549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2747.940000 sec): 3 clusters Score: Raw -129461.268971 + Penalty 3343.883545 = -126117.385427 nChanged 224 SP:Iteration 1F (2747.940000 sec): 3 clusters Score: Raw -129775.370877 + Penalty 3343.883545 = -126431.487333 nChanged 52 SP:Iteration 2F (2747.940000 sec): 3 clusters Score: Raw -129864.426459 + Penalty 3343.883545 = -126520.542915 nChanged 34 SP:Iteration 3Q (2747.950000 sec): 3 clusters Score: Raw -129915.483923 + Penalty 3343.883545 = -126571.600378 nChanged 28 SP:Iteration 4Q (2747.950000 sec): 3 clusters Score: Raw -129950.543176 + Penalty 3343.883545 = -126606.659632 nChanged 10 SP:Iteration 5Q (2747.950000 sec): 3 clusters Score: Raw -129960.887701 + Penalty 3343.883545 = -126617.004156 nChanged 3 SP:Iteration 6Q (2747.960000 sec): 3 clusters Score: Raw -129963.377282 + Penalty 3343.883545 = -126619.493738 nChanged 1 SP:Iteration 7Q (2747.960000 sec): 3 clusters Score: Raw -129964.728649 + Penalty 3343.883545 = -126620.845105 nChanged 1 SP:Iteration 8Q (2747.970000 sec): 3 clusters Score: Raw -129965.433000 + Penalty 3343.883545 = -126621.549456 nChanged 0 SP:Iteration 9F (2747.970000 sec): 3 clusters Score: Raw -129965.433000 + Penalty 3343.883545 = -126621.549456 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (2186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2747.980000 sec): 2 clusters Score: Raw -342221.445670 + Penalty 1907.077510 = -340314.368160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2747.990000 sec): 3 clusters Score: Raw -341488.321001 + Penalty 3814.155020 = -337674.165981 nChanged 728 SP:Iteration 1F (2748.000000 sec): 3 clusters Score: Raw -342515.616652 + Penalty 3814.155020 = -338701.461632 nChanged 296 SP:Iteration 2F (2748.010000 sec): 3 clusters Score: Raw -343502.871916 + Penalty 3814.155020 = -339688.716897 nChanged 272 SP:Iteration 3F (2748.020000 sec): 3 clusters Score: Raw -344357.940143 + Penalty 3814.155020 = -340543.785123 nChanged 196 SP:Iteration 4F (2748.030000 sec): 3 clusters Score: Raw -344889.725313 + Penalty 3814.155020 = -341075.570293 nChanged 109 SP:Iteration 5Q (2748.040000 sec): 3 clusters Score: Raw -345235.789975 + Penalty 3814.155020 = -341421.634955 nChanged 93 SP:Iteration 6Q (2748.040000 sec): 3 clusters Score: Raw -345643.860748 + Penalty 3814.155020 = -341829.705728 nChanged 75 SP:Iteration 7Q (2748.050000 sec): 3 clusters Score: Raw -346126.221516 + Penalty 3814.155020 = -342312.066497 nChanged 62 SP:Iteration 8Q (2748.060000 sec): 3 clusters Score: Raw -346514.391875 + Penalty 3814.155020 = -342700.236855 nChanged 35 SP:Iteration 9Q (2748.070000 sec): 3 clusters Score: Raw -346683.239798 + Penalty 3814.155020 = -342869.084778 nChanged 23 SP:Iteration 10Q (2748.070000 sec): 3 clusters Score: Raw -346751.756548 + Penalty 3814.155020 = -342937.601529 nChanged 14 SP:Iteration 11Q (2748.080000 sec): 3 clusters Score: Raw -346788.390527 + Penalty 3814.155020 = -342974.235507 nChanged 5 SP:Iteration 12Q (2748.080000 sec): 3 clusters Score: Raw -346812.190006 + Penalty 3814.155020 = -342998.034986 nChanged 9 SP:Iteration 13Q (2748.090000 sec): 3 clusters Score: Raw -346851.060619 + Penalty 3814.155020 = -343036.905599 nChanged 8 SP:Iteration 14Q (2748.100000 sec): 3 clusters Score: Raw -346896.614794 + Penalty 3814.155020 = -343082.459774 nChanged 11 SP:Iteration 15Q (2748.100000 sec): 3 clusters Score: Raw -346973.115481 + Penalty 3814.155020 = -343158.960461 nChanged 16 SP:Iteration 16Q (2748.110000 sec): 3 clusters Score: Raw -347071.761836 + Penalty 3814.155020 = -343257.606816 nChanged 14 SP:Iteration 17Q (2748.110000 sec): 3 clusters Score: Raw -347124.851577 + Penalty 3814.155020 = -343310.696557 nChanged 7 SP:Iteration 18Q (2748.120000 sec): 3 clusters Score: Raw -347133.371728 + Penalty 3814.155020 = -343319.216708 nChanged 3 SP:Iteration 19Q (2748.130000 sec): 3 clusters Score: Raw -347135.563834 + Penalty 3814.155020 = -343321.408814 nChanged 1 SP:Iteration 20F (2748.140000 sec): 3 clusters Score: Raw -347138.825614 + Penalty 3814.155020 = -343324.670595 nChanged 3 SP:Iteration 21Q (2748.140000 sec): 3 clusters Score: Raw -347141.517716 + Penalty 3814.155020 = -343327.362696 nChanged 1 SP:Iteration 22Q (2748.150000 sec): 3 clusters Score: Raw -347143.561278 + Penalty 3814.155020 = -343329.406258 nChanged 1 SP:Iteration 23Q (2748.160000 sec): 3 clusters Score: Raw -347144.227510 + Penalty 3814.155020 = -343330.072491 nChanged 0 SP:Iteration 24F (2748.170000 sec): 3 clusters Score: Raw -347144.227510 + Penalty 3814.155020 = -343330.072491 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2748.190000 sec): 2 clusters Score: Raw -329704.649567 + Penalty 1888.227034 = -327816.422533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2748.200000 sec): 3 clusters Score: Raw -329054.227276 + Penalty 3776.454068 = -325277.773209 nChanged 687 SP:Iteration 1F (2748.210000 sec): 3 clusters Score: Raw -330500.546433 + Penalty 3776.454068 = -326724.092365 nChanged 264 SP:Iteration 2F (2748.210000 sec): 3 clusters Score: Raw -331960.486755 + Penalty 3776.454068 = -328184.032687 nChanged 244 SP:Iteration 3F (2748.220000 sec): 3 clusters Score: Raw -333513.730248 + Penalty 3776.454068 = -329737.276181 nChanged 188 SP:Iteration 4F (2748.230000 sec): 3 clusters Score: Raw -334400.041118 + Penalty 3776.454068 = -330623.587050 nChanged 104 SP:Iteration 5F (2748.240000 sec): 3 clusters Score: Raw -334941.117493 + Penalty 3776.454068 = -331164.663425 nChanged 47 SP:Iteration 6Q (2748.250000 sec): 3 clusters Score: Raw -335653.962702 + Penalty 3776.454068 = -331877.508634 nChanged 21 SP:Iteration 7Q (2748.250000 sec): 3 clusters Score: Raw -336046.092003 + Penalty 3776.454068 = -332269.637935 nChanged 6 SP:Iteration 8Q (2748.260000 sec): 3 clusters Score: Raw -336141.359526 + Penalty 3776.454068 = -332364.905458 nChanged 2 SP:Iteration 9Q (2748.260000 sec): 3 clusters Score: Raw -336144.020778 + Penalty 3776.454068 = -332367.566711 nChanged 0 SP:Iteration 10F (2748.270000 sec): 3 clusters Score: Raw -336144.020778 + Penalty 3776.454068 = -332367.566711 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2748.300000 sec): 2 clusters Score: Raw -334733.321038 + Penalty 1876.059739 = -332857.261299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2748.310000 sec): 3 clusters Score: Raw -334120.049530 + Penalty 3752.119478 = -330367.930052 nChanged 628 SP:Iteration 1F (2748.310000 sec): 3 clusters Score: Raw -334806.757318 + Penalty 3752.119478 = -331054.637840 nChanged 258 SP:Iteration 2F (2748.320000 sec): 3 clusters Score: Raw -335434.055475 + Penalty 3752.119478 = -331681.935997 nChanged 212 SP:Iteration 3F (2748.330000 sec): 3 clusters Score: Raw -336272.954787 + Penalty 3752.119478 = -332520.835309 nChanged 186 SP:Iteration 4F (2748.340000 sec): 3 clusters Score: Raw -336879.601210 + Penalty 3752.119478 = -333127.481732 nChanged 108 SP:Iteration 5F (2748.350000 sec): 3 clusters Score: Raw -337149.612832 + Penalty 3752.119478 = -333397.493354 nChanged 62 SP:Iteration 6Q (2748.350000 sec): 3 clusters Score: Raw -337261.607000 + Penalty 3752.119478 = -333509.487522 nChanged 24 SP:Iteration 7Q (2748.360000 sec): 3 clusters Score: Raw -337303.149729 + Penalty 3752.119478 = -333551.030250 nChanged 14 SP:Iteration 8Q (2748.370000 sec): 3 clusters Score: Raw -337333.069065 + Penalty 3752.119478 = -333580.949586 nChanged 11 SP:Iteration 9Q (2748.370000 sec): 3 clusters Score: Raw -337354.569666 + Penalty 3752.119478 = -333602.450188 nChanged 6 SP:Iteration 10Q (2748.380000 sec): 3 clusters Score: Raw -337379.389807 + Penalty 3752.119478 = -333627.270328 nChanged 6 SP:Iteration 11Q (2748.390000 sec): 3 clusters Score: Raw -337395.184004 + Penalty 3752.119478 = -333643.064525 nChanged 9 SP:Iteration 12Q (2748.390000 sec): 3 clusters Score: Raw -337407.305514 + Penalty 3752.119478 = -333655.186036 nChanged 3 SP:Iteration 13Q (2748.400000 sec): 3 clusters Score: Raw -337410.854501 + Penalty 3752.119478 = -333658.735022 nChanged 3 SP:Iteration 14Q (2748.410000 sec): 3 clusters Score: Raw -337415.864533 + Penalty 3752.119478 = -333663.745055 nChanged 0 SP:Iteration 15F (2748.410000 sec): 3 clusters Score: Raw -337415.864533 + Penalty 3752.119478 = -333663.745055 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2748.430000 sec): 2 clusters Score: Raw -82573.245282 + Penalty 1667.808343 = -80905.436939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2748.440000 sec): 3 clusters Score: Raw -82897.556747 + Penalty 3335.616687 = -79561.940060 nChanged 286 SP:Iteration 1F (2748.440000 sec): 3 clusters Score: Raw -84905.664135 + Penalty 3335.616687 = -81570.047449 nChanged 100 SP:Iteration 2F (2748.440000 sec): 3 clusters Score: Raw -85782.743840 + Penalty 3335.616687 = -82447.127154 nChanged 43 SP:Iteration 3F (2748.450000 sec): 3 clusters Score: Raw -86118.184823 + Penalty 3335.616687 = -82782.568137 nChanged 24 SP:Iteration 4Q (2748.450000 sec): 3 clusters Score: Raw -86272.277100 + Penalty 3335.616687 = -82936.660413 nChanged 17 SP:Iteration 5Q (2748.450000 sec): 3 clusters Score: Raw -86390.994008 + Penalty 3335.616687 = -83055.377322 nChanged 12 SP:Iteration 6Q (2748.450000 sec): 3 clusters Score: Raw -86456.342615 + Penalty 3335.616687 = -83120.725928 nChanged 12 SP:Iteration 7Q (2748.460000 sec): 3 clusters Score: Raw -86528.799142 + Penalty 3335.616687 = -83193.182456 nChanged 12 SP:Iteration 8Q (2748.460000 sec): 3 clusters Score: Raw -86620.997103 + Penalty 3335.616687 = -83285.380416 nChanged 7 SP:Iteration 9Q (2748.460000 sec): 3 clusters Score: Raw -86665.025581 + Penalty 3335.616687 = -83329.408894 nChanged 7 SP:Iteration 10Q (2748.470000 sec): 3 clusters Score: Raw -86703.993911 + Penalty 3335.616687 = -83368.377225 nChanged 6 SP:Iteration 11Q (2748.470000 sec): 3 clusters Score: Raw -86732.726177 + Penalty 3335.616687 = -83397.109490 nChanged 8 SP:Iteration 12Q (2748.470000 sec): 3 clusters Score: Raw -86778.803028 + Penalty 3335.616687 = -83443.186341 nChanged 7 SP:Iteration 13Q (2748.470000 sec): 3 clusters Score: Raw -86804.942720 + Penalty 3335.616687 = -83469.326034 nChanged 3 SP:Iteration 14Q (2748.470000 sec): 3 clusters Score: Raw -86818.492792 + Penalty 3335.616687 = -83482.876105 nChanged 2 SP:Iteration 15Q (2748.480000 sec): 3 clusters Score: Raw -86822.730751 + Penalty 3335.616687 = -83487.114064 nChanged 1 SP:Iteration 16Q (2748.490000 sec): 3 clusters Score: Raw -86825.091960 + Penalty 3335.616687 = -83489.475273 nChanged 1 SP:Iteration 17Q (2748.490000 sec): 3 clusters Score: Raw -86828.059427 + Penalty 3335.616687 = -83492.442740 nChanged 0 SP:Iteration 18F (2748.490000 sec): 3 clusters Score: Raw -86828.059427 + Penalty 3335.616687 = -83492.442740 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2748.590000 sec): 2 clusters Score: Raw -3301117.362773 + Penalty 2441.838562 = -3298675.524211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2748.660000 sec): 3 clusters Score: Raw -3290267.620177 + Penalty 4883.677125 = -3285383.943053 nChanged 8239 SP:Iteration 1F (2748.740000 sec): 3 clusters Score: Raw -3294945.844690 + Penalty 4883.677125 = -3290062.167566 nChanged 1259 SP:Iteration 2F (2748.820000 sec): 3 clusters Score: Raw -3295626.314860 + Penalty 4883.677125 = -3290742.637735 nChanged 1174 SP:Iteration 3F (2748.900000 sec): 3 clusters Score: Raw -3296328.526660 + Penalty 4883.677125 = -3291444.849535 nChanged 1187 SP:Iteration 4F (2748.980000 sec): 3 clusters Score: Raw -3297043.603803 + Penalty 4883.677125 = -3292159.926679 nChanged 1103 SP:Iteration 5F (2749.060000 sec): 3 clusters Score: Raw -3297715.945333 + Penalty 4883.677125 = -3292832.268208 nChanged 1055 SP:Iteration 6F (2749.140000 sec): 3 clusters Score: Raw -3298303.510378 + Penalty 4883.677125 = -3293419.833253 nChanged 926 SP:Iteration 7Q (2749.220000 sec): 3 clusters Score: Raw -3298793.852161 + Penalty 4883.677125 = -3293910.175037 nChanged 782 SP:Iteration 8Q (2749.300000 sec): 3 clusters Score: Raw -3299149.103967 + Penalty 4883.677125 = -3294265.426842 nChanged 615 SP:Iteration 9Q (2749.380000 sec): 3 clusters Score: Raw -3299406.440012 + Penalty 4883.677125 = -3294522.762888 nChanged 485 SP:Iteration 10Q (2749.450000 sec): 3 clusters Score: Raw -3299590.668179 + Penalty 4883.677125 = -3294706.991054 nChanged 424 SP:Iteration 11Q (2749.530000 sec): 3 clusters Score: Raw -3299750.810886 + Penalty 4883.677125 = -3294867.133762 nChanged 393 SP:Iteration 12Q (2749.610000 sec): 3 clusters Score: Raw -3299892.318461 + Penalty 4883.677125 = -3295008.641337 nChanged 338 SP:Iteration 13Q (2749.690000 sec): 3 clusters Score: Raw -3300015.576378 + Penalty 4883.677125 = -3295131.899253 nChanged 312 SP:Iteration 14Q (2749.770000 sec): 3 clusters Score: Raw -3300135.698364 + Penalty 4883.677125 = -3295252.021240 nChanged 309 SP:Iteration 15Q (2749.850000 sec): 3 clusters Score: Raw -3300261.344662 + Penalty 4883.677125 = -3295377.667537 nChanged 310 SP:Iteration 16Q (2749.940000 sec): 3 clusters Score: Raw -3300413.333034 + Penalty 4883.677125 = -3295529.655910 nChanged 337 SP:Iteration 17Q (2750.020000 sec): 3 clusters Score: Raw -3300603.694979 + Penalty 4883.677125 = -3295720.017854 nChanged 371 SP:Iteration 18Q (2750.100000 sec): 3 clusters Score: Raw -3300845.250389 + Penalty 4883.677125 = -3295961.573264 nChanged 376 SP:Iteration 19Q (2750.180000 sec): 3 clusters Score: Raw -3301102.193305 + Penalty 4883.677125 = -3296218.516180 nChanged 341 SP:Iteration 20F (2750.260000 sec): 3 clusters Score: Raw -3301326.407347 + Penalty 4883.677125 = -3296442.730223 nChanged 255 SP:Iteration 21Q (2750.340000 sec): 3 clusters Score: Raw -3301489.315398 + Penalty 4883.677125 = -3296605.638274 nChanged 209 SP:Iteration 22Q (2750.420000 sec): 3 clusters Score: Raw -3301614.866178 + Penalty 4883.677125 = -3296731.189054 nChanged 167 SP:Iteration 23Q (2750.500000 sec): 3 clusters Score: Raw -3301712.674383 + Penalty 4883.677125 = -3296828.997259 nChanged 143 SP:Iteration 24Q (2750.570000 sec): 3 clusters Score: Raw -3301801.684899 + Penalty 4883.677125 = -3296918.007774 nChanged 96 SP:Iteration 25Q (2750.640000 sec): 3 clusters Score: Raw -3301859.396851 + Penalty 4883.677125 = -3296975.719726 nChanged 80 SP:Iteration 26Q (2750.710000 sec): 3 clusters Score: Raw -3301902.008604 + Penalty 4883.677125 = -3297018.331479 nChanged 60 SP:Iteration 27Q (2750.780000 sec): 3 clusters Score: Raw -3301929.517242 + Penalty 4883.677125 = -3297045.840117 nChanged 34 SP:Iteration 28Q (2750.850000 sec): 3 clusters Score: Raw -3301943.391476 + Penalty 4883.677125 = -3297059.714352 nChanged 36 SP:Iteration 29Q (2750.920000 sec): 3 clusters Score: Raw -3301955.551895 + Penalty 4883.677125 = -3297071.874770 nChanged 25 SP:Iteration 30Q (2750.980000 sec): 3 clusters Score: Raw -3301965.822636 + Penalty 4883.677125 = -3297082.145511 nChanged 26 SP:Iteration 31Q (2751.050000 sec): 3 clusters Score: Raw -3301976.552899 + Penalty 4883.677125 = -3297092.875774 nChanged 21 SP:Iteration 32Q (2751.110000 sec): 3 clusters Score: Raw -3301984.197227 + Penalty 4883.677125 = -3297100.520103 nChanged 14 SP:Iteration 33Q (2751.180000 sec): 3 clusters Score: Raw -3301989.544045 + Penalty 4883.677125 = -3297105.866921 nChanged 15 SP:Iteration 34Q (2751.240000 sec): 3 clusters Score: Raw -3301993.222378 + Penalty 4883.677125 = -3297109.545253 nChanged 12 SP:Iteration 35Q (2751.310000 sec): 3 clusters Score: Raw -3301996.487488 + Penalty 4883.677125 = -3297112.810363 nChanged 8 SP:Iteration 36Q (2751.370000 sec): 3 clusters Score: Raw -3301999.228697 + Penalty 4883.677125 = -3297115.551572 nChanged 7 SP:Iteration 37Q (2751.440000 sec): 3 clusters Score: Raw -3302001.951842 + Penalty 4883.677125 = -3297118.274718 nChanged 7 SP:Iteration 38Q (2751.500000 sec): 3 clusters Score: Raw -3302003.923308 + Penalty 4883.677125 = -3297120.246183 nChanged 6 SP:Iteration 39Q (2751.560000 sec): 3 clusters Score: Raw -3302005.649683 + Penalty 4883.677125 = -3297121.972558 nChanged 7 SP:Iteration 40F (2751.640000 sec): 3 clusters Score: Raw -3302008.449882 + Penalty 4883.677125 = -3297124.772757 nChanged 5 SP:Iteration 41Q (2751.710000 sec): 3 clusters Score: Raw -3302010.757280 + Penalty 4883.677125 = -3297127.080156 nChanged 10 SP:Iteration 42Q (2751.770000 sec): 3 clusters Score: Raw -3302015.190824 + Penalty 4883.677125 = -3297131.513700 nChanged 7 SP:Iteration 43Q (2751.840000 sec): 3 clusters Score: Raw -3302017.681805 + Penalty 4883.677125 = -3297134.004680 nChanged 6 SP:Iteration 44Q (2751.900000 sec): 3 clusters Score: Raw -3302019.260759 + Penalty 4883.677125 = -3297135.583634 nChanged 6 SP:Iteration 45Q (2751.970000 sec): 3 clusters Score: Raw -3302020.614700 + Penalty 4883.677125 = -3297136.937575 nChanged 5 SP:Iteration 46Q (2752.030000 sec): 3 clusters Score: Raw -3302022.581051 + Penalty 4883.677125 = -3297138.903926 nChanged 6 SP:Iteration 47Q (2752.100000 sec): 3 clusters Score: Raw -3302024.253010 + Penalty 4883.677125 = -3297140.575886 nChanged 4 SP:Iteration 48Q (2752.160000 sec): 3 clusters Score: Raw -3302025.602290 + Penalty 4883.677125 = -3297141.925165 nChanged 5 SP:Iteration 49Q (2752.220000 sec): 3 clusters Score: Raw -3302027.033069 + Penalty 4883.677125 = -3297143.355945 nChanged 4 SP:Iteration 50Q (2752.290000 sec): 3 clusters Score: Raw -3302028.234514 + Penalty 4883.677125 = -3297144.557390 nChanged 4 SP:Iteration 51Q (2752.350000 sec): 3 clusters Score: Raw -3302029.327273 + Penalty 4883.677125 = -3297145.650149 nChanged 6 SP:Iteration 52Q (2752.420000 sec): 3 clusters Score: Raw -3302030.930733 + Penalty 4883.677125 = -3297147.253608 nChanged 3 SP:Iteration 53Q (2752.480000 sec): 3 clusters Score: Raw -3302031.533732 + Penalty 4883.677125 = -3297147.856608 nChanged 2 SP:Iteration 54Q (2752.540000 sec): 3 clusters Score: Raw -3302031.887439 + Penalty 4883.677125 = -3297148.210314 nChanged 0 SP:Iteration 55F (2752.620000 sec): 3 clusters Score: Raw -3302031.887439 + Penalty 4883.677125 = -3297148.210314 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (2053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.650000 sec): 2 clusters Score: Raw -340686.860990 + Penalty 1891.510239 = -338795.350751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2752.660000 sec): 3 clusters Score: Raw -340045.116765 + Penalty 3783.020479 = -336262.096286 nChanged 696 SP:Iteration 1F (2752.660000 sec): 3 clusters Score: Raw -340781.909193 + Penalty 3783.020479 = -336998.888714 nChanged 194 SP:Iteration 2F (2752.670000 sec): 3 clusters Score: Raw -341026.952475 + Penalty 3783.020479 = -337243.931997 nChanged 103 SP:Iteration 3F (2752.680000 sec): 3 clusters Score: Raw -341191.775472 + Penalty 3783.020479 = -337408.754993 nChanged 86 SP:Iteration 4Q (2752.690000 sec): 3 clusters Score: Raw -341336.424978 + Penalty 3783.020479 = -337553.404499 nChanged 68 SP:Iteration 5Q (2752.700000 sec): 3 clusters Score: Raw -341457.587669 + Penalty 3783.020479 = -337674.567190 nChanged 74 SP:Iteration 6Q (2752.710000 sec): 3 clusters Score: Raw -341584.722395 + Penalty 3783.020479 = -337801.701917 nChanged 73 SP:Iteration 7Q (2752.720000 sec): 3 clusters Score: Raw -341689.716701 + Penalty 3783.020479 = -337906.696222 nChanged 66 SP:Iteration 8Q (2752.730000 sec): 3 clusters Score: Raw -341785.247634 + Penalty 3783.020479 = -338002.227155 nChanged 66 SP:Iteration 9Q (2752.730000 sec): 3 clusters Score: Raw -341864.466456 + Penalty 3783.020479 = -338081.445977 nChanged 69 SP:Iteration 10Q (2752.740000 sec): 3 clusters Score: Raw -341953.148535 + Penalty 3783.020479 = -338170.128057 nChanged 76 SP:Iteration 11Q (2752.750000 sec): 3 clusters Score: Raw -342027.516625 + Penalty 3783.020479 = -338244.496146 nChanged 62 SP:Iteration 12Q (2752.760000 sec): 3 clusters Score: Raw -342111.718536 + Penalty 3783.020479 = -338328.698057 nChanged 48 SP:Iteration 13Q (2752.770000 sec): 3 clusters Score: Raw -342170.557836 + Penalty 3783.020479 = -338387.537357 nChanged 28 SP:Iteration 14Q (2752.770000 sec): 3 clusters Score: Raw -342199.262311 + Penalty 3783.020479 = -338416.241832 nChanged 19 SP:Iteration 15Q (2752.780000 sec): 3 clusters Score: Raw -342231.174436 + Penalty 3783.020479 = -338448.153958 nChanged 21 SP:Iteration 16Q (2752.790000 sec): 3 clusters Score: Raw -342259.157795 + Penalty 3783.020479 = -338476.137316 nChanged 22 SP:Iteration 17Q (2752.790000 sec): 3 clusters Score: Raw -342305.630643 + Penalty 3783.020479 = -338522.610164 nChanged 16 SP:Iteration 18Q (2752.800000 sec): 3 clusters Score: Raw -342330.750033 + Penalty 3783.020479 = -338547.729554 nChanged 18 SP:Iteration 19Q (2752.810000 sec): 3 clusters Score: Raw -342355.866046 + Penalty 3783.020479 = -338572.845567 nChanged 18 SP:Iteration 20F (2752.820000 sec): 3 clusters Score: Raw -342390.544573 + Penalty 3783.020479 = -338607.524094 nChanged 21 SP:Iteration 21Q (2752.830000 sec): 3 clusters Score: Raw -342432.628712 + Penalty 3783.020479 = -338649.608233 nChanged 27 SP:Iteration 22Q (2752.830000 sec): 3 clusters Score: Raw -342474.517048 + Penalty 3783.020479 = -338691.496570 nChanged 20 SP:Iteration 23Q (2752.840000 sec): 3 clusters Score: Raw -342501.798503 + Penalty 3783.020479 = -338718.778024 nChanged 16 SP:Iteration 24Q (2752.850000 sec): 3 clusters Score: Raw -342517.353702 + Penalty 3783.020479 = -338734.333223 nChanged 11 SP:Iteration 25Q (2752.850000 sec): 3 clusters Score: Raw -342527.199766 + Penalty 3783.020479 = -338744.179288 nChanged 8 SP:Iteration 26Q (2752.860000 sec): 3 clusters Score: Raw -342535.354284 + Penalty 3783.020479 = -338752.333806 nChanged 10 SP:Iteration 27Q (2752.870000 sec): 3 clusters Score: Raw -342561.640168 + Penalty 3783.020479 = -338778.619689 nChanged 12 SP:Iteration 28Q (2752.870000 sec): 3 clusters Score: Raw -342590.890600 + Penalty 3783.020479 = -338807.870121 nChanged 12 SP:Iteration 29Q (2752.880000 sec): 3 clusters Score: Raw -342620.026662 + Penalty 3783.020479 = -338837.006183 nChanged 14 SP:Iteration 30Q (2752.890000 sec): 3 clusters Score: Raw -342672.635119 + Penalty 3783.020479 = -338889.614640 nChanged 19 SP:Iteration 31Q (2752.890000 sec): 3 clusters Score: Raw -342724.343866 + Penalty 3783.020479 = -338941.323387 nChanged 17 SP:Iteration 32Q (2752.900000 sec): 3 clusters Score: Raw -342766.574060 + Penalty 3783.020479 = -338983.553581 nChanged 16 SP:Iteration 33Q (2752.910000 sec): 3 clusters Score: Raw -342792.275974 + Penalty 3783.020479 = -339009.255496 nChanged 13 SP:Iteration 34Q (2752.910000 sec): 3 clusters Score: Raw -342810.006797 + Penalty 3783.020479 = -339026.986318 nChanged 8 SP:Iteration 35Q (2752.920000 sec): 3 clusters Score: Raw -342820.154252 + Penalty 3783.020479 = -339037.133773 nChanged 11 SP:Iteration 36Q (2752.930000 sec): 3 clusters Score: Raw -342835.491795 + Penalty 3783.020479 = -339052.471316 nChanged 16 SP:Iteration 37Q (2752.940000 sec): 3 clusters Score: Raw -342870.512427 + Penalty 3783.020479 = -339087.491948 nChanged 14 SP:Iteration 38Q (2752.940000 sec): 3 clusters Score: Raw -342900.893355 + Penalty 3783.020479 = -339117.872877 nChanged 15 SP:Iteration 39Q (2752.950000 sec): 3 clusters Score: Raw -342921.816128 + Penalty 3783.020479 = -339138.795650 nChanged 8 SP:Iteration 40F (2752.960000 sec): 3 clusters Score: Raw -342931.051682 + Penalty 3783.020479 = -339148.031203 nChanged 7 SP:Iteration 41Q (2752.970000 sec): 3 clusters Score: Raw -342945.011166 + Penalty 3783.020479 = -339161.990687 nChanged 10 SP:Iteration 42Q (2752.970000 sec): 3 clusters Score: Raw -342972.002050 + Penalty 3783.020479 = -339188.981572 nChanged 11 SP:Iteration 43Q (2752.980000 sec): 3 clusters Score: Raw -342985.822750 + Penalty 3783.020479 = -339202.802271 nChanged 9 SP:Iteration 44Q (2752.990000 sec): 3 clusters Score: Raw -342997.382516 + Penalty 3783.020479 = -339214.362037 nChanged 10 SP:Iteration 45Q (2752.990000 sec): 3 clusters Score: Raw -343009.558459 + Penalty 3783.020479 = -339226.537980 nChanged 7 SP:Iteration 46Q (2753.000000 sec): 3 clusters Score: Raw -343020.284554 + Penalty 3783.020479 = -339237.264075 nChanged 5 SP:Iteration 47Q (2753.000000 sec): 3 clusters Score: Raw -343029.818381 + Penalty 3783.020479 = -339246.797902 nChanged 6 SP:Iteration 48Q (2753.010000 sec): 3 clusters Score: Raw -343035.672129 + Penalty 3783.020479 = -339252.651650 nChanged 5 SP:Iteration 49Q (2753.020000 sec): 3 clusters Score: Raw -343040.142145 + Penalty 3783.020479 = -339257.121666 nChanged 1 SP:Iteration 50Q (2753.020000 sec): 3 clusters Score: Raw -343041.061820 + Penalty 3783.020479 = -339258.041341 nChanged 1 SP:Iteration 51Q (2753.030000 sec): 3 clusters Score: Raw -343041.628183 + Penalty 3783.020479 = -339258.607704 nChanged 1 SP:Iteration 52Q (2753.030000 sec): 3 clusters Score: Raw -343042.269913 + Penalty 3783.020479 = -339259.249434 nChanged 0 SP:Iteration 53F (2753.040000 sec): 3 clusters Score: Raw -343042.269913 + Penalty 3783.020479 = -339259.249434 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2753.070000 sec): 2 clusters Score: Raw -117452.855468 + Penalty 1728.274894 = -115724.580574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.070000 sec): 3 clusters Score: Raw -118094.508465 + Penalty 3456.549788 = -114637.958677 nChanged 405 SP:Iteration 1F (2753.070000 sec): 3 clusters Score: Raw -121247.904460 + Penalty 3456.549788 = -117791.354672 nChanged 150 SP:Iteration 2F (2753.080000 sec): 3 clusters Score: Raw -124007.362697 + Penalty 3456.549788 = -120550.812909 nChanged 77 SP:Iteration 3F (2753.080000 sec): 3 clusters Score: Raw -124848.118733 + Penalty 3456.549788 = -121391.568945 nChanged 38 SP:Iteration 4Q (2753.090000 sec): 3 clusters Score: Raw -125085.254702 + Penalty 3456.549788 = -121628.704914 nChanged 20 SP:Iteration 5Q (2753.090000 sec): 3 clusters Score: Raw -125176.716623 + Penalty 3456.549788 = -121720.166835 nChanged 16 SP:Iteration 6Q (2753.090000 sec): 3 clusters Score: Raw -125248.465690 + Penalty 3456.549788 = -121791.915903 nChanged 14 SP:Iteration 7Q (2753.090000 sec): 3 clusters Score: Raw -125304.008564 + Penalty 3456.549788 = -121847.458776 nChanged 16 SP:Iteration 8Q (2753.100000 sec): 3 clusters Score: Raw -125371.922811 + Penalty 3456.549788 = -121915.373023 nChanged 13 SP:Iteration 9Q (2753.100000 sec): 3 clusters Score: Raw -125418.465306 + Penalty 3456.549788 = -121961.915519 nChanged 8 SP:Iteration 10Q (2753.110000 sec): 3 clusters Score: Raw -125436.799340 + Penalty 3456.549788 = -121980.249552 nChanged 7 SP:Iteration 11Q (2753.110000 sec): 3 clusters Score: Raw -125455.371967 + Penalty 3456.549788 = -121998.822179 nChanged 11 SP:Iteration 12Q (2753.110000 sec): 3 clusters Score: Raw -125481.612818 + Penalty 3456.549788 = -122025.063030 nChanged 6 SP:Iteration 13Q (2753.110000 sec): 3 clusters Score: Raw -125512.076875 + Penalty 3456.549788 = -122055.527087 nChanged 12 SP:Iteration 14Q (2753.120000 sec): 3 clusters Score: Raw -125590.080314 + Penalty 3456.549788 = -122133.530527 nChanged 12 SP:Iteration 15Q (2753.120000 sec): 3 clusters Score: Raw -125658.279320 + Penalty 3456.549788 = -122201.729532 nChanged 9 SP:Iteration 16Q (2753.130000 sec): 3 clusters Score: Raw -125715.213336 + Penalty 3456.549788 = -122258.663548 nChanged 9 SP:Iteration 17Q (2753.130000 sec): 3 clusters Score: Raw -125756.661219 + Penalty 3456.549788 = -122300.111431 nChanged 6 SP:Iteration 18Q (2753.130000 sec): 3 clusters Score: Raw -125785.894071 + Penalty 3456.549788 = -122329.344283 nChanged 3 SP:Iteration 19Q (2753.130000 sec): 3 clusters Score: Raw -125795.156339 + Penalty 3456.549788 = -122338.606551 nChanged 3 SP:Iteration 20F (2753.140000 sec): 3 clusters Score: Raw -125803.816648 + Penalty 3456.549788 = -122347.266860 nChanged 3 SP:Iteration 21Q (2753.140000 sec): 3 clusters Score: Raw -125814.010053 + Penalty 3456.549788 = -122357.460265 nChanged 2 SP:Iteration 22Q (2753.150000 sec): 3 clusters Score: Raw -125818.549211 + Penalty 3456.549788 = -122361.999423 nChanged 1 SP:Iteration 23Q (2753.150000 sec): 3 clusters Score: Raw -125820.814112 + Penalty 3456.549788 = -122364.264324 nChanged 0 SP:Iteration 24F (2753.150000 sec): 3 clusters Score: Raw -125820.814112 + Penalty 3456.549788 = -122364.264324 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (602925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.570000 sec): 2 clusters Score: Raw -104811243.616225 + Penalty 3300.767926 = -104807942.848299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2758.250000 sec): 3 clusters Score: Raw -104406653.251913 + Penalty 6601.535853 = -104400051.716061 nChanged 294413 SP:Iteration 1F (2760.900000 sec): 3 clusters Score: Raw -104583448.048358 + Penalty 6601.535853 = -104576846.512506 nChanged 12193 SP:Iteration 2Q (2763.640000 sec): 3 clusters Score: Raw -104585336.030438 + Penalty 6601.535853 = -104578734.494585 nChanged 13374 SP:Iteration 3Q (2766.370000 sec): 3 clusters Score: Raw -104587836.680834 + Penalty 6601.535853 = -104581235.144981 nChanged 15333 SP:Iteration 4Q (2769.130000 sec): 3 clusters Score: Raw -104591471.840479 + Penalty 6601.535853 = -104584870.304626 nChanged 18188 SP:Iteration 5Q (2771.880000 sec): 3 clusters Score: Raw -104596981.127622 + Penalty 6601.535853 = -104590379.591769 nChanged 22326 SP:Iteration 6Q (2774.630000 sec): 3 clusters Score: Raw -104605910.845439 + Penalty 6601.535853 = -104599309.309587 nChanged 28564 SP:Iteration 7Q (2777.350000 sec): 3 clusters Score: Raw -104620756.446232 + Penalty 6601.535853 = -104614154.910379 nChanged 37045 SP:Iteration 8F (2779.960000 sec): 3 clusters Score: Raw -104645115.741818 + Penalty 6601.535853 = -104638514.205966 nChanged 45949 SP:Iteration 9F (2782.660000 sec): 3 clusters Score: Raw -104680966.832375 + Penalty 6601.535853 = -104674365.296522 nChanged 50541 SP:Iteration 10F (2785.300000 sec): 3 clusters Score: Raw -104725313.102996 + Penalty 6601.535853 = -104718711.567144 nChanged 44827 SP:Iteration 11F (2787.950000 sec): 3 clusters Score: Raw -104766531.904982 + Penalty 6601.535853 = -104759930.369130 nChanged 29364 SP:Iteration 12Q (2790.300000 sec): 3 clusters Score: Raw -104792896.311488 + Penalty 6601.535853 = -104786294.775635 nChanged 14188 SP:Iteration 13Q (2792.500000 sec): 3 clusters Score: Raw -104804824.663535 + Penalty 6601.535853 = -104798223.127682 nChanged 5502 SP:Iteration 14Q (2794.560000 sec): 3 clusters Score: Raw -104809141.034605 + Penalty 6601.535853 = -104802539.498752 nChanged 1981 SP:Iteration 15Q (2796.510000 sec): 3 clusters Score: Raw -104810619.202599 + Penalty 6601.535853 = -104804017.666746 nChanged 759 SP:Iteration 16Q (2798.400000 sec): 3 clusters Score: Raw -104811162.475035 + Penalty 6601.535853 = -104804560.939182 nChanged 380 SP:Iteration 17Q (2800.270000 sec): 3 clusters Score: Raw -104811411.853849 + Penalty 6601.535853 = -104804810.317997 nChanged 198 SP:Iteration 18Q (2802.130000 sec): 3 clusters Score: Raw -104811538.042974 + Penalty 6601.535853 = -104804936.507121 nChanged 126 SP:Iteration 19Q (2804.000000 sec): 3 clusters Score: Raw -104811612.706862 + Penalty 6601.535853 = -104805011.171010 nChanged 78 SP:Iteration 20F (2806.650000 sec): 3 clusters Score: Raw -104811662.549562 + Penalty 6601.535853 = -104805061.013709 nChanged 65 SP:Iteration 21Q (2808.520000 sec): 3 clusters Score: Raw -104811706.694423 + Penalty 6601.535853 = -104805105.158570 nChanged 52 SP:Iteration 22Q (2810.380000 sec): 3 clusters Score: Raw -104811737.393049 + Penalty 6601.535853 = -104805135.857197 nChanged 27 SP:Iteration 23Q (2812.240000 sec): 3 clusters Score: Raw -104811753.105402 + Penalty 6601.535853 = -104805151.569549 nChanged 30 SP:Iteration 24Q (2814.100000 sec): 3 clusters Score: Raw -104811770.149191 + Penalty 6601.535853 = -104805168.613338 nChanged 22 SP:Iteration 25Q (2815.950000 sec): 3 clusters Score: Raw -104811782.009671 + Penalty 6601.535853 = -104805180.473819 nChanged 13 SP:Iteration 26Q (2817.850000 sec): 3 clusters Score: Raw -104811788.939803 + Penalty 6601.535853 = -104805187.403950 nChanged 11 SP:Iteration 27Q (2819.710000 sec): 3 clusters Score: Raw -104811794.632225 + Penalty 6601.535853 = -104805193.096373 nChanged 9 SP:Iteration 28Q (2821.570000 sec): 3 clusters Score: Raw -104811798.748566 + Penalty 6601.535853 = -104805197.212713 nChanged 4 SP:Iteration 29Q (2823.430000 sec): 3 clusters Score: Raw -104811800.258918 + Penalty 6601.535853 = -104805198.723065 nChanged 4 SP:Iteration 30Q (2825.290000 sec): 3 clusters Score: Raw -104811801.950463 + Penalty 6601.535853 = -104805200.414610 nChanged 2 SP:Iteration 31Q (2827.130000 sec): 3 clusters Score: Raw -104811803.314691 + Penalty 6601.535853 = -104805201.778838 nChanged 2 SP:Iteration 32Q (2829.000000 sec): 3 clusters Score: Raw -104811804.153482 + Penalty 6601.535853 = -104805202.617630 nChanged 1 SP:Iteration 33Q (2830.840000 sec): 3 clusters Score: Raw -104811804.490596 + Penalty 6601.535853 = -104805202.954743 nChanged 1 SP:Iteration 34Q (2832.630000 sec): 3 clusters Score: Raw -104811804.852944 + Penalty 6601.535853 = -104805203.317091 nChanged 2 SP:Iteration 35Q (2834.400000 sec): 3 clusters Score: Raw -104811806.117828 + Penalty 6601.535853 = -104805204.581975 nChanged 3 SP:Iteration 36Q (2836.180000 sec): 3 clusters Score: Raw -104811807.410864 + Penalty 6601.535853 = -104805205.875011 nChanged 1 SP:Iteration 37Q (2837.950000 sec): 3 clusters Score: Raw -104811807.826076 + Penalty 6601.535853 = -104805206.290224 nChanged 1 SP:Iteration 38Q (2839.760000 sec): 3 clusters Score: Raw -104811808.271291 + Penalty 6601.535853 = -104805206.735439 nChanged 1 SP:Iteration 39Q (2841.530000 sec): 3 clusters Score: Raw -104811808.598535 + Penalty 6601.535853 = -104805207.062683 nChanged 2 SP:Iteration 40F (2844.110000 sec): 3 clusters Score: Raw -104811809.716740 + Penalty 6601.535853 = -104805208.180888 nChanged 4 SP:Iteration 41Q (2845.880000 sec): 3 clusters Score: Raw -104811811.481282 + Penalty 6601.535853 = -104805209.945430 nChanged 5 SP:Iteration 42Q (2847.640000 sec): 3 clusters Score: Raw -104811815.042452 + Penalty 6601.535853 = -104805213.506599 nChanged 10 SP:Iteration 43Q (2849.420000 sec): 3 clusters Score: Raw -104811821.226564 + Penalty 6601.535853 = -104805219.690711 nChanged 13 SP:Iteration 44Q (2851.210000 sec): 3 clusters Score: Raw -104811829.250934 + Penalty 6601.535853 = -104805227.715081 nChanged 13 SP:Iteration 45Q (2852.960000 sec): 3 clusters Score: Raw -104811837.188674 + Penalty 6601.535853 = -104805235.652822 nChanged 7 SP:Iteration 46Q (2854.710000 sec): 3 clusters Score: Raw -104811842.441733 + Penalty 6601.535853 = -104805240.905881 nChanged 12 SP:Iteration 47Q (2856.460000 sec): 3 clusters Score: Raw -104811849.643207 + Penalty 6601.535853 = -104805248.107355 nChanged 9 SP:Iteration 48Q (2858.200000 sec): 3 clusters Score: Raw -104811854.713222 + Penalty 6601.535853 = -104805253.177369 nChanged 10 SP:Iteration 49Q (2859.960000 sec): 3 clusters Score: Raw -104811859.860288 + Penalty 6601.535853 = -104805258.324436 nChanged 9 SP:Iteration 50Q (2861.710000 sec): 3 clusters Score: Raw -104811863.578057 + Penalty 6601.535853 = -104805262.042204 nChanged 5 SP:Iteration 51Q (2863.510000 sec): 3 clusters Score: Raw -104811866.194713 + Penalty 6601.535853 = -104805264.658860 nChanged 2 SP:Iteration 52Q (2865.280000 sec): 3 clusters Score: Raw -104811867.423319 + Penalty 6601.535853 = -104805265.887467 nChanged 1 SP:Iteration 53Q (2867.030000 sec): 3 clusters Score: Raw -104811867.722652 + Penalty 6601.535853 = -104805266.186799 nChanged 0 SP:Iteration 54F (2869.560000 sec): 3 clusters Score: Raw -104811867.722652 + Penalty 6601.535853 = -104805266.186799 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (3773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2869.810000 sec): 2 clusters Score: Raw -602496.531445 + Penalty 2042.435179 = -600454.096267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2869.830000 sec): 3 clusters Score: Raw -600938.086583 + Penalty 4084.870357 = -596853.216226 nChanged 1376 SP:Iteration 1F (2869.840000 sec): 3 clusters Score: Raw -602313.223559 + Penalty 4084.870357 = -598228.353202 nChanged 489 SP:Iteration 2F (2869.860000 sec): 3 clusters Score: Raw -603821.202196 + Penalty 4084.870357 = -599736.331839 nChanged 529 SP:Iteration 3F (2869.870000 sec): 3 clusters Score: Raw -605152.506301 + Penalty 4084.870357 = -601067.635943 nChanged 359 SP:Iteration 4F (2869.890000 sec): 3 clusters Score: Raw -605684.134655 + Penalty 4084.870357 = -601599.264298 nChanged 160 SP:Iteration 5Q (2869.910000 sec): 3 clusters Score: Raw -605904.304574 + Penalty 4084.870357 = -601819.434217 nChanged 96 SP:Iteration 6Q (2869.920000 sec): 3 clusters Score: Raw -606027.258693 + Penalty 4084.870357 = -601942.388335 nChanged 65 SP:Iteration 7Q (2869.930000 sec): 3 clusters Score: Raw -606073.864484 + Penalty 4084.870357 = -601988.994127 nChanged 49 SP:Iteration 8Q (2869.950000 sec): 3 clusters Score: Raw -606111.224477 + Penalty 4084.870357 = -602026.354120 nChanged 41 SP:Iteration 9Q (2869.960000 sec): 3 clusters Score: Raw -606151.892855 + Penalty 4084.870357 = -602067.022498 nChanged 56 SP:Iteration 10Q (2869.970000 sec): 3 clusters Score: Raw -606216.518493 + Penalty 4084.870357 = -602131.648136 nChanged 57 SP:Iteration 11Q (2869.990000 sec): 3 clusters Score: Raw -606292.818939 + Penalty 4084.870357 = -602207.948582 nChanged 52 SP:Iteration 12Q (2870.000000 sec): 3 clusters Score: Raw -606347.609075 + Penalty 4084.870357 = -602262.738718 nChanged 45 SP:Iteration 13Q (2870.010000 sec): 3 clusters Score: Raw -606371.454035 + Penalty 4084.870357 = -602286.583678 nChanged 35 SP:Iteration 14Q (2870.030000 sec): 3 clusters Score: Raw -606390.977540 + Penalty 4084.870357 = -602306.107183 nChanged 32 SP:Iteration 15Q (2870.040000 sec): 3 clusters Score: Raw -606406.265151 + Penalty 4084.870357 = -602321.394794 nChanged 32 SP:Iteration 16Q (2870.050000 sec): 3 clusters Score: Raw -606424.866894 + Penalty 4084.870357 = -602339.996537 nChanged 38 SP:Iteration 17Q (2870.070000 sec): 3 clusters Score: Raw -606446.713686 + Penalty 4084.870357 = -602361.843329 nChanged 33 SP:Iteration 18Q (2870.080000 sec): 3 clusters Score: Raw -606461.804591 + Penalty 4084.870357 = -602376.934233 nChanged 20 SP:Iteration 19Q (2870.100000 sec): 3 clusters Score: Raw -606470.244248 + Penalty 4084.870357 = -602385.373891 nChanged 16 SP:Iteration 20F (2870.110000 sec): 3 clusters Score: Raw -606476.884309 + Penalty 4084.870357 = -602392.013952 nChanged 16 SP:Iteration 21Q (2870.130000 sec): 3 clusters Score: Raw -606482.942736 + Penalty 4084.870357 = -602398.072379 nChanged 15 SP:Iteration 22Q (2870.140000 sec): 3 clusters Score: Raw -606489.507006 + Penalty 4084.870357 = -602404.636649 nChanged 14 SP:Iteration 23Q (2870.150000 sec): 3 clusters Score: Raw -606493.701546 + Penalty 4084.870357 = -602408.831189 nChanged 12 SP:Iteration 24Q (2870.170000 sec): 3 clusters Score: Raw -606497.980135 + Penalty 4084.870357 = -602413.109778 nChanged 10 SP:Iteration 25Q (2870.180000 sec): 3 clusters Score: Raw -606500.768675 + Penalty 4084.870357 = -602415.898318 nChanged 5 SP:Iteration 26Q (2870.190000 sec): 3 clusters Score: Raw -606502.473032 + Penalty 4084.870357 = -602417.602675 nChanged 3 SP:Iteration 27Q (2870.210000 sec): 3 clusters Score: Raw -606503.473771 + Penalty 4084.870357 = -602418.603414 nChanged 4 SP:Iteration 28Q (2870.220000 sec): 3 clusters Score: Raw -606504.982135 + Penalty 4084.870357 = -602420.111778 nChanged 8 SP:Iteration 29Q (2870.230000 sec): 3 clusters Score: Raw -606508.187227 + Penalty 4084.870357 = -602423.316870 nChanged 1 SP:Iteration 30Q (2870.250000 sec): 3 clusters Score: Raw -606508.416970 + Penalty 4084.870357 = -602423.546613 nChanged 1 SP:Iteration 31Q (2870.260000 sec): 3 clusters Score: Raw -606509.358897 + Penalty 4084.870357 = -602424.488540 nChanged 4 SP:Iteration 32Q (2870.270000 sec): 3 clusters Score: Raw -606510.993384 + Penalty 4084.870357 = -602426.123027 nChanged 4 SP:Iteration 33Q (2870.290000 sec): 3 clusters Score: Raw -606512.052063 + Penalty 4084.870357 = -602427.181706 nChanged 3 SP:Iteration 34Q (2870.300000 sec): 3 clusters Score: Raw -606512.652343 + Penalty 4084.870357 = -602427.781986 nChanged 1 SP:Iteration 35Q (2870.310000 sec): 3 clusters Score: Raw -606512.861432 + Penalty 4084.870357 = -602427.991075 nChanged 1 SP:Iteration 36Q (2870.330000 sec): 3 clusters Score: Raw -606513.235893 + Penalty 4084.870357 = -602428.365536 nChanged 2 SP:Iteration 37Q (2870.340000 sec): 3 clusters Score: Raw -606513.996941 + Penalty 4084.870357 = -602429.126584 nChanged 1 SP:Iteration 38Q (2870.350000 sec): 3 clusters Score: Raw -606514.251330 + Penalty 4084.870357 = -602429.380972 nChanged 1 SP:Iteration 39Q (2870.370000 sec): 3 clusters Score: Raw -606514.567086 + Penalty 4084.870357 = -602429.696729 nChanged 3 SP:Iteration 40F (2870.380000 sec): 3 clusters Score: Raw -606515.168618 + Penalty 4084.870357 = -602430.298261 nChanged 2 SP:Iteration 41Q (2870.390000 sec): 3 clusters Score: Raw -606516.169210 + Penalty 4084.870357 = -602431.298853 nChanged 1 SP:Iteration 42Q (2870.410000 sec): 3 clusters Score: Raw -606516.456441 + Penalty 4084.870357 = -602431.586084 nChanged 0 SP:Iteration 43F (2870.420000 sec): 3 clusters Score: Raw -606516.456441 + Penalty 4084.870357 = -602431.586084 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (128192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2870.930000 sec): 2 clusters Score: Raw -22644594.479763 + Penalty 2916.798536 = -22641677.681227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2871.480000 sec): 3 clusters Score: Raw -22561617.241835 + Penalty 5833.597072 = -22555783.644763 nChanged 61149 SP:Iteration 1F (2872.030000 sec): 3 clusters Score: Raw -22596882.693769 + Penalty 5833.597072 = -22591049.096697 nChanged 4067 SP:Iteration 2Q (2872.590000 sec): 3 clusters Score: Raw -22597879.527937 + Penalty 5833.597072 = -22592045.930865 nChanged 4691 SP:Iteration 3Q (2873.140000 sec): 3 clusters Score: Raw -22599356.701611 + Penalty 5833.597072 = -22593523.104539 nChanged 5933 SP:Iteration 4Q (2873.710000 sec): 3 clusters Score: Raw -22601853.829088 + Penalty 5833.597072 = -22596020.232016 nChanged 7640 SP:Iteration 5F (2874.270000 sec): 3 clusters Score: Raw -22606027.187467 + Penalty 5833.597072 = -22600193.590395 nChanged 9265 SP:Iteration 6F (2874.830000 sec): 3 clusters Score: Raw -22612207.016980 + Penalty 5833.597072 = -22606373.419908 nChanged 10096 SP:Iteration 7F (2875.390000 sec): 3 clusters Score: Raw -22619758.085422 + Penalty 5833.597072 = -22613924.488350 nChanged 9372 SP:Iteration 8F (2875.930000 sec): 3 clusters Score: Raw -22627076.168638 + Penalty 5833.597072 = -22621242.571567 nChanged 7570 SP:Iteration 9F (2876.470000 sec): 3 clusters Score: Raw -22632980.818272 + Penalty 5833.597072 = -22627147.221200 nChanged 5484 SP:Iteration 10Q (2877.020000 sec): 3 clusters Score: Raw -22637230.166126 + Penalty 5833.597072 = -22631396.569054 nChanged 3797 SP:Iteration 11Q (2877.560000 sec): 3 clusters Score: Raw -22640185.216373 + Penalty 5833.597072 = -22634351.619301 nChanged 2504 SP:Iteration 12Q (2878.090000 sec): 3 clusters Score: Raw -22642175.494008 + Penalty 5833.597072 = -22636341.896936 nChanged 1556 SP:Iteration 13Q (2878.590000 sec): 3 clusters Score: Raw -22643432.447933 + Penalty 5833.597072 = -22637598.850861 nChanged 836 SP:Iteration 14Q (2879.060000 sec): 3 clusters Score: Raw -22644103.263073 + Penalty 5833.597072 = -22638269.666001 nChanged 415 SP:Iteration 15Q (2879.510000 sec): 3 clusters Score: Raw -22644442.304607 + Penalty 5833.597072 = -22638608.707535 nChanged 221 SP:Iteration 16Q (2879.930000 sec): 3 clusters Score: Raw -22644627.577958 + Penalty 5833.597072 = -22638793.980886 nChanged 130 SP:Iteration 17Q (2880.340000 sec): 3 clusters Score: Raw -22644735.165255 + Penalty 5833.597072 = -22638901.568183 nChanged 73 SP:Iteration 18Q (2880.730000 sec): 3 clusters Score: Raw -22644797.134393 + Penalty 5833.597072 = -22638963.537321 nChanged 55 SP:Iteration 19Q (2881.130000 sec): 3 clusters Score: Raw -22644836.789991 + Penalty 5833.597072 = -22639003.192919 nChanged 25 SP:Iteration 20F (2881.660000 sec): 3 clusters Score: Raw -22644856.962312 + Penalty 5833.597072 = -22639023.365240 nChanged 25 SP:Iteration 21Q (2882.050000 sec): 3 clusters Score: Raw -22644875.241065 + Penalty 5833.597072 = -22639041.643993 nChanged 19 SP:Iteration 22Q (2882.450000 sec): 3 clusters Score: Raw -22644892.008392 + Penalty 5833.597072 = -22639058.411320 nChanged 15 SP:Iteration 23Q (2882.830000 sec): 3 clusters Score: Raw -22644905.903261 + Penalty 5833.597072 = -22639072.306189 nChanged 9 SP:Iteration 24Q (2883.220000 sec): 3 clusters Score: Raw -22644912.052558 + Penalty 5833.597072 = -22639078.455486 nChanged 9 SP:Iteration 25Q (2883.610000 sec): 3 clusters Score: Raw -22644919.313350 + Penalty 5833.597072 = -22639085.716278 nChanged 12 SP:Iteration 26Q (2883.990000 sec): 3 clusters Score: Raw -22644931.185054 + Penalty 5833.597072 = -22639097.587982 nChanged 6 SP:Iteration 27Q (2884.380000 sec): 3 clusters Score: Raw -22644935.546348 + Penalty 5833.597072 = -22639101.949277 nChanged 3 SP:Iteration 28Q (2884.780000 sec): 3 clusters Score: Raw -22644938.266723 + Penalty 5833.597072 = -22639104.669651 nChanged 6 SP:Iteration 29Q (2885.170000 sec): 3 clusters Score: Raw -22644942.159534 + Penalty 5833.597072 = -22639108.562463 nChanged 4 SP:Iteration 30Q (2885.560000 sec): 3 clusters Score: Raw -22644945.921477 + Penalty 5833.597072 = -22639112.324405 nChanged 6 SP:Iteration 31Q (2885.960000 sec): 3 clusters Score: Raw -22644949.002861 + Penalty 5833.597072 = -22639115.405789 nChanged 3 SP:Iteration 32Q (2886.360000 sec): 3 clusters Score: Raw -22644950.678246 + Penalty 5833.597072 = -22639117.081175 nChanged 0 SP:Iteration 33F (2886.910000 sec): 3 clusters Score: Raw -22644950.678246 + Penalty 5833.597072 = -22639117.081175 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (3415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2886.970000 sec): 2 clusters Score: Raw -542057.219845 + Penalty 2017.711327 = -540039.508518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2886.990000 sec): 3 clusters Score: Raw -540577.297510 + Penalty 4035.422655 = -536541.874855 nChanged 1261 SP:Iteration 1F (2887.000000 sec): 3 clusters Score: Raw -541709.678720 + Penalty 4035.422655 = -537674.256065 nChanged 393 SP:Iteration 2F (2887.010000 sec): 3 clusters Score: Raw -542244.313523 + Penalty 4035.422655 = -538208.890868 nChanged 335 SP:Iteration 3F (2887.030000 sec): 3 clusters Score: Raw -542714.964167 + Penalty 4035.422655 = -538679.541512 nChanged 288 SP:Iteration 4F (2887.050000 sec): 3 clusters Score: Raw -543151.858031 + Penalty 4035.422655 = -539116.435376 nChanged 218 SP:Iteration 5F (2887.060000 sec): 3 clusters Score: Raw -543460.180326 + Penalty 4035.422655 = -539424.757671 nChanged 155 SP:Iteration 6Q (2887.070000 sec): 3 clusters Score: Raw -543663.340624 + Penalty 4035.422655 = -539627.917969 nChanged 96 SP:Iteration 7Q (2887.090000 sec): 3 clusters Score: Raw -543752.210845 + Penalty 4035.422655 = -539716.788190 nChanged 50 SP:Iteration 8Q (2887.100000 sec): 3 clusters Score: Raw -543791.946018 + Penalty 4035.422655 = -539756.523363 nChanged 33 SP:Iteration 9Q (2887.110000 sec): 3 clusters Score: Raw -543815.885187 + Penalty 4035.422655 = -539780.462532 nChanged 22 SP:Iteration 10Q (2887.130000 sec): 3 clusters Score: Raw -543833.745286 + Penalty 4035.422655 = -539798.322631 nChanged 17 SP:Iteration 11Q (2887.140000 sec): 3 clusters Score: Raw -543845.723071 + Penalty 4035.422655 = -539810.300416 nChanged 9 SP:Iteration 12Q (2887.160000 sec): 3 clusters Score: Raw -543850.272082 + Penalty 4035.422655 = -539814.849427 nChanged 3 SP:Iteration 13Q (2887.170000 sec): 3 clusters Score: Raw -543851.811736 + Penalty 4035.422655 = -539816.389082 nChanged 4 SP:Iteration 14Q (2887.180000 sec): 3 clusters Score: Raw -543855.769050 + Penalty 4035.422655 = -539820.346395 nChanged 4 SP:Iteration 15Q (2887.200000 sec): 3 clusters Score: Raw -543859.228931 + Penalty 4035.422655 = -539823.806276 nChanged 1 SP:Iteration 16Q (2887.210000 sec): 3 clusters Score: Raw -543859.472755 + Penalty 4035.422655 = -539824.050100 nChanged 0 SP:Iteration 17F (2887.230000 sec): 3 clusters Score: Raw -543859.472755 + Penalty 4035.422655 = -539824.050100 nChanged 0 Deleting Class 35 (491 points): Lose 3311.885650 but Gain 3620.129790 Iteration 59Q (2973.170000 sec): 44 clusters Score: Raw -378325914.642886 + Penalty 155665.580955 = -378170249.061931 nChanged 15586 Iteration 60F (3115.160000 sec): 44 clusters Score: Raw -378364166.757610 + Penalty 155665.580955 = -378208501.176655 nChanged 22293 Iteration 61Q (3151.270000 sec): 44 clusters Score: Raw -378423373.029392 + Penalty 155665.580955 = -378267707.448437 nChanged 19274 Iteration 62Q (3186.760000 sec): 44 clusters Score: Raw -378428082.236242 + Penalty 155665.580955 = -378272416.655287 nChanged 17443 Iteration 63Q (3221.750000 sec): 44 clusters Score: Raw -378431669.527027 + Penalty 155665.580955 = -378276003.946072 nChanged 16366 Iteration 64Q (3257.670000 sec): 44 clusters Score: Raw -378434176.247957 + Penalty 155665.580955 = -378278510.667002 nChanged 15320 Iteration 65Q (3293.560000 sec): 44 clusters Score: Raw -378436110.110330 + Penalty 155665.580955 = -378280444.529375 nChanged 14768 Iteration 66Q (3329.400000 sec): 44 clusters Score: Raw -378437813.065533 + Penalty 155665.580955 = -378282147.484578 nChanged 14452 Iteration 67Q (3364.250000 sec): 44 clusters Score: Raw -378439347.521360 + Penalty 155665.580955 = -378283681.940405 nChanged 14478 Iteration 68Q (3399.800000 sec): 44 clusters Score: Raw -378440783.657589 + Penalty 155665.580955 = -378285118.076635 nChanged 14301 Iteration 69Q (3434.930000 sec): 44 clusters Score: Raw -378442178.011076 + Penalty 155665.580955 = -378286512.430121 nChanged 14020 Iteration 70Q (3470.120000 sec): 44 clusters Score: Raw -378443526.650427 + Penalty 155665.580955 = -378287861.069472 nChanged 13849 Iteration 71Q (3505.050000 sec): 44 clusters Score: Raw -378444844.576861 + Penalty 155665.580955 = -378289178.995906 nChanged 13711 Iteration 72Q (3539.990000 sec): 44 clusters Score: Raw -378446109.983147 + Penalty 155665.580955 = -378290444.402192 nChanged 13601 Iteration 73Q (3574.780000 sec): 44 clusters Score: Raw -378447388.440457 + Penalty 155665.580955 = -378291722.859502 nChanged 13504 Iteration 74Q (3609.280000 sec): 44 clusters Score: Raw -378448644.016260 + Penalty 155665.580955 = -378292978.435305 nChanged 13499 Iteration 75Q (3643.870000 sec): 44 clusters Score: Raw -378449891.362942 + Penalty 155665.580955 = -378294225.781987 nChanged 13519 Iteration 76Q (3678.440000 sec): 44 clusters Score: Raw -378451146.300966 + Penalty 155665.580955 = -378295480.720011 nChanged 13484 Iteration 77Q (3713.130000 sec): 44 clusters Score: Raw -378452394.169726 + Penalty 155665.580955 = -378296728.588771 nChanged 13621 Iteration 78Q (3747.720000 sec): 44 clusters Score: Raw -378453644.581135 + Penalty 155665.580955 = -378297979.000180 nChanged 13564 Iteration 79Q (3782.030000 sec): 44 clusters Score: Raw -378454847.709821 + Penalty 155665.580955 = -378299182.128866 nChanged 13680 Iteration 80F (3926.140000 sec): 44 clusters Score: Raw -378465451.689750 + Penalty 155665.580955 = -378309786.108796 nChanged 13840 Iteration 81Q (3962.020000 sec): 44 clusters Score: Raw -378469529.948927 + Penalty 155665.580955 = -378313864.367972 nChanged 13951 Iteration 82Q (3997.840000 sec): 44 clusters Score: Raw -378471266.084369 + Penalty 155665.580955 = -378315600.503414 nChanged 13985 Iteration 83Q (4033.630000 sec): 44 clusters Score: Raw -378472919.459788 + Penalty 155665.580955 = -378317253.878833 nChanged 13916 Iteration 84Q (4069.370000 sec): 44 clusters Score: Raw -378474380.799706 + Penalty 155665.580955 = -378318715.218751 nChanged 13734 Iteration 85Q (4104.970000 sec): 44 clusters Score: Raw -378475618.883646 + Penalty 155665.580955 = -378319953.302691 nChanged 13547 Iteration 86Q (4140.560000 sec): 44 clusters Score: Raw -378476822.415439 + Penalty 155665.580955 = -378321156.834484 nChanged 13501 Iteration 87Q (4176.000000 sec): 44 clusters Score: Raw -378478004.275335 + Penalty 155665.580955 = -378322338.694380 nChanged 13373 Iteration 88Q (4211.700000 sec): 44 clusters Score: Raw -378479176.587253 + Penalty 155665.580955 = -378323511.006298 nChanged 13339 Iteration 89Q (4246.970000 sec): 44 clusters Score: Raw -378480352.365379 + Penalty 155665.580955 = -378324686.784424 nChanged 13340 Iteration 90Q (4281.220000 sec): 44 clusters Score: Raw -378481517.606484 + Penalty 155665.580955 = -378325852.025529 nChanged 13319 Iteration 91Q (4315.460000 sec): 44 clusters Score: Raw -378482665.777055 + Penalty 155665.580955 = -378327000.196100 nChanged 13202 Iteration 92Q (4349.560000 sec): 44 clusters Score: Raw -378483792.961468 + Penalty 155665.580955 = -378328127.380513 nChanged 13092 Iteration 93Q (4383.430000 sec): 44 clusters Score: Raw -378484915.103808 + Penalty 155665.580955 = -378329249.522853 nChanged 13075 Iteration 94Q (4418.270000 sec): 44 clusters Score: Raw -378486036.905251 + Penalty 155665.580955 = -378330371.324296 nChanged 13018 Iteration 95Q (4453.600000 sec): 44 clusters Score: Raw -378487155.200790 + Penalty 155665.580955 = -378331489.619835 nChanged 12701 Iteration 96Q (4488.760000 sec): 44 clusters Score: Raw -378488227.806795 + Penalty 155665.580955 = -378332562.225840 nChanged 12384 Iteration 97Q (4523.450000 sec): 44 clusters Score: Raw -378489250.616750 + Penalty 155665.580955 = -378333585.035795 nChanged 12097 Iteration 98Q (4557.580000 sec): 44 clusters Score: Raw -378490240.680014 + Penalty 155665.580955 = -378334575.099059 nChanged 12034 Writing temp clu file Because OldScore, -378333585.035795, is greater than current (better) Score,-378334575.099059 Compute initial score before splitting: Score: Raw -378490240.680014 + Penalty 155665.580955 = -378334575.099059 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4558.000000 sec): 2 clusters Score: Raw -96217.627165 + Penalty 1611.573973 = -94606.053192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4558.000000 sec): 3 clusters Score: Raw -96265.233231 + Penalty 3223.147946 = -93042.085285 nChanged 168 SP:Iteration 1F (4558.000000 sec): 3 clusters Score: Raw -96803.785243 + Penalty 3223.147946 = -93580.637297 nChanged 112 SP:Iteration 2F (4558.000000 sec): 3 clusters Score: Raw -97987.160035 + Penalty 3223.147946 = -94764.012089 nChanged 87 SP:Iteration 3F (4558.010000 sec): 3 clusters Score: Raw -99044.962133 + Penalty 3223.147946 = -95821.814187 nChanged 37 SP:Iteration 4F (4558.010000 sec): 3 clusters Score: Raw -100131.977567 + Penalty 3223.147946 = -96908.829621 nChanged 19 SP:Iteration 5Q (4558.010000 sec): 3 clusters Score: Raw -100611.548529 + Penalty 3223.147946 = -97388.400583 nChanged 8 SP:Iteration 6Q (4558.020000 sec): 3 clusters Score: Raw -101299.651464 + Penalty 3223.147946 = -98076.503518 nChanged 1 SP:Iteration 7Q (4558.020000 sec): 3 clusters Score: Raw -101399.194654 + Penalty 3223.147946 = -98176.046708 nChanged 0 SP:Iteration 8F (4558.020000 sec): 3 clusters Score: Raw -101399.194654 + Penalty 3223.147946 = -98176.046708 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4558.040000 sec): 2 clusters Score: Raw -76577.798039 + Penalty 1542.212830 = -75035.585210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4558.040000 sec): 3 clusters Score: Raw -76723.057108 + Penalty 3084.425659 = -73638.631449 nChanged 106 SP:Iteration 1F (4558.040000 sec): 3 clusters Score: Raw -77050.787744 + Penalty 3084.425659 = -73966.362085 nChanged 29 SP:Iteration 2F (4558.040000 sec): 3 clusters Score: Raw -77143.763123 + Penalty 3084.425659 = -74059.337464 nChanged 15 SP:Iteration 3Q (4558.050000 sec): 3 clusters Score: Raw -77221.855264 + Penalty 3084.425659 = -74137.429605 nChanged 14 SP:Iteration 4Q (4558.050000 sec): 3 clusters Score: Raw -77265.486434 + Penalty 3084.425659 = -74181.060774 nChanged 3 SP:Iteration 5Q (4558.050000 sec): 3 clusters Score: Raw -77276.230592 + Penalty 3084.425659 = -74191.804933 nChanged 3 SP:Iteration 6Q (4558.050000 sec): 3 clusters Score: Raw -77284.571406 + Penalty 3084.425659 = -74200.145747 nChanged 4 SP:Iteration 7Q (4558.050000 sec): 3 clusters Score: Raw -77295.866089 + Penalty 3084.425659 = -74211.440430 nChanged 2 SP:Iteration 8Q (4558.060000 sec): 3 clusters Score: Raw -77299.187265 + Penalty 3084.425659 = -74214.761606 nChanged 1 SP:Iteration 9Q (4558.060000 sec): 3 clusters Score: Raw -77301.000217 + Penalty 3084.425659 = -74216.574557 nChanged 0 SP:Iteration 10F (4558.060000 sec): 3 clusters Score: Raw -77301.000217 + Penalty 3084.425659 = -74216.574557 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (159756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4558.720000 sec): 2 clusters Score: Raw -29910797.755741 + Penalty 2971.387927 = -29907826.367814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4559.440000 sec): 3 clusters Score: Raw -29806794.541371 + Penalty 5942.775853 = -29800851.765518 nChanged 76217 SP:Iteration 1F (4560.130000 sec): 3 clusters Score: Raw -29851383.801283 + Penalty 5942.775853 = -29845441.025430 nChanged 4902 SP:Iteration 2Q (4560.850000 sec): 3 clusters Score: Raw -29852661.693479 + Penalty 5942.775853 = -29846718.917626 nChanged 5877 SP:Iteration 3Q (4561.560000 sec): 3 clusters Score: Raw -29854731.023200 + Penalty 5942.775853 = -29848788.247346 nChanged 7838 SP:Iteration 4Q (4562.260000 sec): 3 clusters Score: Raw -29858529.977338 + Penalty 5942.775853 = -29852587.201485 nChanged 10789 SP:Iteration 5F (4562.960000 sec): 3 clusters Score: Raw -29865675.483466 + Penalty 5942.775853 = -29859732.707613 nChanged 13915 SP:Iteration 6F (4563.660000 sec): 3 clusters Score: Raw -29877556.509629 + Penalty 5942.775853 = -29871613.733775 nChanged 14815 SP:Iteration 7F (4564.370000 sec): 3 clusters Score: Raw -29892336.936831 + Penalty 5942.775853 = -29886394.160978 nChanged 11136 SP:Iteration 8F (4565.070000 sec): 3 clusters Score: Raw -29903774.150359 + Penalty 5942.775853 = -29897831.374506 nChanged 5192 SP:Iteration 9Q (4565.710000 sec): 3 clusters Score: Raw -29908863.403843 + Penalty 5942.775853 = -29902920.627989 nChanged 1618 SP:Iteration 10Q (4566.250000 sec): 3 clusters Score: Raw -29910406.668378 + Penalty 5942.775853 = -29904463.892525 nChanged 371 SP:Iteration 11Q (4566.760000 sec): 3 clusters Score: Raw -29910812.267361 + Penalty 5942.775853 = -29904869.491507 nChanged 101 SP:Iteration 12Q (4567.250000 sec): 3 clusters Score: Raw -29910964.121189 + Penalty 5942.775853 = -29905021.345336 nChanged 35 SP:Iteration 13Q (4567.750000 sec): 3 clusters Score: Raw -29911024.932775 + Penalty 5942.775853 = -29905082.156922 nChanged 24 SP:Iteration 14Q (4568.240000 sec): 3 clusters Score: Raw -29911056.624171 + Penalty 5942.775853 = -29905113.848317 nChanged 9 SP:Iteration 15Q (4568.730000 sec): 3 clusters Score: Raw -29911071.529197 + Penalty 5942.775853 = -29905128.753344 nChanged 8 SP:Iteration 16Q (4569.220000 sec): 3 clusters Score: Raw -29911084.473498 + Penalty 5942.775853 = -29905141.697645 nChanged 8 SP:Iteration 17Q (4569.710000 sec): 3 clusters Score: Raw -29911095.555252 + Penalty 5942.775853 = -29905152.779399 nChanged 4 SP:Iteration 18Q (4570.190000 sec): 3 clusters Score: Raw -29911102.611648 + Penalty 5942.775853 = -29905159.835794 nChanged 6 SP:Iteration 19Q (4570.680000 sec): 3 clusters Score: Raw -29911110.359208 + Penalty 5942.775853 = -29905167.583354 nChanged 3 SP:Iteration 20F (4571.410000 sec): 3 clusters Score: Raw -29911115.270535 + Penalty 5942.775853 = -29905172.494681 nChanged 3 SP:Iteration 21Q (4571.900000 sec): 3 clusters Score: Raw -29911120.905271 + Penalty 5942.775853 = -29905178.129418 nChanged 3 SP:Iteration 22Q (4572.390000 sec): 3 clusters Score: Raw -29911126.095162 + Penalty 5942.775853 = -29905183.319309 nChanged 3 SP:Iteration 23Q (4572.870000 sec): 3 clusters Score: Raw -29911131.525334 + Penalty 5942.775853 = -29905188.749480 nChanged 1 SP:Iteration 24Q (4573.370000 sec): 3 clusters Score: Raw -29911132.383220 + Penalty 5942.775853 = -29905189.607367 nChanged 0 SP:Iteration 25F (4574.050000 sec): 3 clusters Score: Raw -29911132.383220 + Penalty 5942.775853 = -29905189.607367 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4574.150000 sec): 2 clusters Score: Raw -395839.825708 + Penalty 1909.897645 = -393929.928063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4574.150000 sec): 3 clusters Score: Raw -395024.073169 + Penalty 3819.795290 = -391204.277879 nChanged 729 SP:Iteration 1F (4574.170000 sec): 3 clusters Score: Raw -395494.772383 + Penalty 3819.795290 = -391674.977094 nChanged 156 SP:Iteration 2F (4574.170000 sec): 3 clusters Score: Raw -395624.120110 + Penalty 3819.795290 = -391804.324820 nChanged 96 SP:Iteration 3Q (4574.180000 sec): 3 clusters Score: Raw -395717.197067 + Penalty 3819.795290 = -391897.401778 nChanged 69 SP:Iteration 4Q (4574.190000 sec): 3 clusters Score: Raw -395779.632252 + Penalty 3819.795290 = -391959.836963 nChanged 61 SP:Iteration 5Q (4574.200000 sec): 3 clusters Score: Raw -395849.576863 + Penalty 3819.795290 = -392029.781573 nChanged 60 SP:Iteration 6Q (4574.210000 sec): 3 clusters Score: Raw -395913.526794 + Penalty 3819.795290 = -392093.731504 nChanged 51 SP:Iteration 7Q (4574.220000 sec): 3 clusters Score: Raw -395996.349560 + Penalty 3819.795290 = -392176.554270 nChanged 54 SP:Iteration 8Q (4574.230000 sec): 3 clusters Score: Raw -396045.560680 + Penalty 3819.795290 = -392225.765390 nChanged 46 SP:Iteration 9Q (4574.230000 sec): 3 clusters Score: Raw -396085.730116 + Penalty 3819.795290 = -392265.934826 nChanged 37 SP:Iteration 10Q (4574.240000 sec): 3 clusters Score: Raw -396120.601053 + Penalty 3819.795290 = -392300.805764 nChanged 30 SP:Iteration 11Q (4574.250000 sec): 3 clusters Score: Raw -396149.188968 + Penalty 3819.795290 = -392329.393679 nChanged 28 SP:Iteration 12Q (4574.260000 sec): 3 clusters Score: Raw -396167.741411 + Penalty 3819.795290 = -392347.946122 nChanged 20 SP:Iteration 13Q (4574.270000 sec): 3 clusters Score: Raw -396183.360685 + Penalty 3819.795290 = -392363.565395 nChanged 22 SP:Iteration 14Q (4574.280000 sec): 3 clusters Score: Raw -396204.640179 + Penalty 3819.795290 = -392384.844890 nChanged 26 SP:Iteration 15Q (4574.290000 sec): 3 clusters Score: Raw -396221.307041 + Penalty 3819.795290 = -392401.511752 nChanged 23 SP:Iteration 16Q (4574.290000 sec): 3 clusters Score: Raw -396239.097059 + Penalty 3819.795290 = -392419.301770 nChanged 23 SP:Iteration 17Q (4574.300000 sec): 3 clusters Score: Raw -396256.901548 + Penalty 3819.795290 = -392437.106258 nChanged 29 SP:Iteration 18Q (4574.310000 sec): 3 clusters Score: Raw -396282.590720 + Penalty 3819.795290 = -392462.795431 nChanged 34 SP:Iteration 19Q (4574.320000 sec): 3 clusters Score: Raw -396308.128957 + Penalty 3819.795290 = -392488.333667 nChanged 37 SP:Iteration 20F (4574.330000 sec): 3 clusters Score: Raw -396340.301107 + Penalty 3819.795290 = -392520.505817 nChanged 39 SP:Iteration 21Q (4574.340000 sec): 3 clusters Score: Raw -396399.884588 + Penalty 3819.795290 = -392580.089298 nChanged 59 SP:Iteration 22Q (4574.350000 sec): 3 clusters Score: Raw -396483.504975 + Penalty 3819.795290 = -392663.709685 nChanged 68 SP:Iteration 23Q (4574.360000 sec): 3 clusters Score: Raw -396588.563448 + Penalty 3819.795290 = -392768.768159 nChanged 91 SP:Iteration 24Q (4574.370000 sec): 3 clusters Score: Raw -396732.430804 + Penalty 3819.795290 = -392912.635514 nChanged 86 SP:Iteration 25Q (4574.370000 sec): 3 clusters Score: Raw -396838.785331 + Penalty 3819.795290 = -393018.990041 nChanged 67 SP:Iteration 26Q (4574.380000 sec): 3 clusters Score: Raw -396920.692763 + Penalty 3819.795290 = -393100.897473 nChanged 55 SP:Iteration 27Q (4574.390000 sec): 3 clusters Score: Raw -396979.179731 + Penalty 3819.795290 = -393159.384442 nChanged 43 SP:Iteration 28Q (4574.400000 sec): 3 clusters Score: Raw -397035.105547 + Penalty 3819.795290 = -393215.310257 nChanged 46 SP:Iteration 29Q (4574.410000 sec): 3 clusters Score: Raw -397081.677950 + Penalty 3819.795290 = -393261.882660 nChanged 20 SP:Iteration 30Q (4574.420000 sec): 3 clusters Score: Raw -397100.334000 + Penalty 3819.795290 = -393280.538710 nChanged 12 SP:Iteration 31Q (4574.430000 sec): 3 clusters Score: Raw -397109.071749 + Penalty 3819.795290 = -393289.276459 nChanged 7 SP:Iteration 32Q (4574.430000 sec): 3 clusters Score: Raw -397113.865669 + Penalty 3819.795290 = -393294.070379 nChanged 6 SP:Iteration 33Q (4574.440000 sec): 3 clusters Score: Raw -397120.476094 + Penalty 3819.795290 = -393300.680804 nChanged 7 SP:Iteration 34Q (4574.450000 sec): 3 clusters Score: Raw -397125.052430 + Penalty 3819.795290 = -393305.257140 nChanged 7 SP:Iteration 35Q (4574.460000 sec): 3 clusters Score: Raw -397130.507965 + Penalty 3819.795290 = -393310.712676 nChanged 6 SP:Iteration 36Q (4574.470000 sec): 3 clusters Score: Raw -397134.344207 + Penalty 3819.795290 = -393314.548917 nChanged 5 SP:Iteration 37Q (4574.470000 sec): 3 clusters Score: Raw -397137.751563 + Penalty 3819.795290 = -393317.956273 nChanged 1 SP:Iteration 38Q (4574.480000 sec): 3 clusters Score: Raw -397138.675525 + Penalty 3819.795290 = -393318.880235 nChanged 1 SP:Iteration 39Q (4574.490000 sec): 3 clusters Score: Raw -397139.621842 + Penalty 3819.795290 = -393319.826552 nChanged 2 SP:Iteration 40F (4574.500000 sec): 3 clusters Score: Raw -397140.755372 + Penalty 3819.795290 = -393320.960082 nChanged 2 SP:Iteration 41Q (4574.510000 sec): 3 clusters Score: Raw -397142.528860 + Penalty 3819.795290 = -393322.733570 nChanged 3 SP:Iteration 42Q (4574.520000 sec): 3 clusters Score: Raw -397144.383914 + Penalty 3819.795290 = -393324.588625 nChanged 5 SP:Iteration 43Q (4574.530000 sec): 3 clusters Score: Raw -397147.537832 + Penalty 3819.795290 = -393327.742542 nChanged 1 SP:Iteration 44Q (4574.540000 sec): 3 clusters Score: Raw -397148.704270 + Penalty 3819.795290 = -393328.908980 nChanged 3 SP:Iteration 45Q (4574.550000 sec): 3 clusters Score: Raw -397150.764195 + Penalty 3819.795290 = -393330.968905 nChanged 0 SP:Iteration 46F (4574.560000 sec): 3 clusters Score: Raw -397150.764195 + Penalty 3819.795290 = -393330.968905 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (1057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4574.570000 sec): 2 clusters Score: Raw -173816.055477 + Penalty 1726.871116 = -172089.184360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4574.570000 sec): 3 clusters Score: Raw -173595.478767 + Penalty 3453.742233 = -170141.736534 nChanged 309 SP:Iteration 1F (4574.580000 sec): 3 clusters Score: Raw -173874.944471 + Penalty 3453.742233 = -170421.202238 nChanged 71 SP:Iteration 2F (4574.580000 sec): 3 clusters Score: Raw -174019.721305 + Penalty 3453.742233 = -170565.979072 nChanged 53 SP:Iteration 3F (4574.590000 sec): 3 clusters Score: Raw -174129.815927 + Penalty 3453.742233 = -170676.073694 nChanged 42 SP:Iteration 4Q (4574.590000 sec): 3 clusters Score: Raw -174215.344734 + Penalty 3453.742233 = -170761.602501 nChanged 58 SP:Iteration 5F (4574.590000 sec): 3 clusters Score: Raw -174339.277379 + Penalty 3453.742233 = -170885.535146 nChanged 84 SP:Iteration 6F (4574.600000 sec): 3 clusters Score: Raw -174550.562946 + Penalty 3453.742233 = -171096.820713 nChanged 74 SP:Iteration 7F (4574.610000 sec): 3 clusters Score: Raw -174817.015092 + Penalty 3453.742233 = -171363.272859 nChanged 77 SP:Iteration 8F (4574.610000 sec): 3 clusters Score: Raw -175105.853263 + Penalty 3453.742233 = -171652.111030 nChanged 50 SP:Iteration 9Q (4574.610000 sec): 3 clusters Score: Raw -175408.547365 + Penalty 3453.742233 = -171954.805132 nChanged 40 SP:Iteration 10Q (4574.620000 sec): 3 clusters Score: Raw -175610.328851 + Penalty 3453.742233 = -172156.586618 nChanged 26 SP:Iteration 11Q (4574.620000 sec): 3 clusters Score: Raw -175693.309871 + Penalty 3453.742233 = -172239.567638 nChanged 15 SP:Iteration 12Q (4574.630000 sec): 3 clusters Score: Raw -175729.439548 + Penalty 3453.742233 = -172275.697315 nChanged 10 SP:Iteration 13Q (4574.630000 sec): 3 clusters Score: Raw -175751.729594 + Penalty 3453.742233 = -172297.987361 nChanged 7 SP:Iteration 14Q (4574.640000 sec): 3 clusters Score: Raw -175766.838038 + Penalty 3453.742233 = -172313.095805 nChanged 3 SP:Iteration 15Q (4574.640000 sec): 3 clusters Score: Raw -175773.346702 + Penalty 3453.742233 = -172319.604469 nChanged 1 SP:Iteration 16Q (4574.640000 sec): 3 clusters Score: Raw -175779.466547 + Penalty 3453.742233 = -172325.724314 nChanged 2 SP:Iteration 17Q (4574.650000 sec): 3 clusters Score: Raw -175784.542766 + Penalty 3453.742233 = -172330.800533 nChanged 1 SP:Iteration 18Q (4574.650000 sec): 3 clusters Score: Raw -175787.051288 + Penalty 3453.742233 = -172333.309055 nChanged 0 SP:Iteration 19F (4574.660000 sec): 3 clusters Score: Raw -175788.368198 + Penalty 3453.742233 = -172334.625965 nChanged 1 SP:Iteration 20F (4574.660000 sec): 3 clusters Score: Raw -175793.547790 + Penalty 3453.742233 = -172339.805557 nChanged 3 SP:Iteration 21Q (4574.660000 sec): 3 clusters Score: Raw -175798.043582 + Penalty 3453.742233 = -172344.301349 nChanged 1 SP:Iteration 22Q (4574.670000 sec): 3 clusters Score: Raw -175799.529214 + Penalty 3453.742233 = -172345.786981 nChanged 0 SP:Iteration 23F (4574.670000 sec): 3 clusters Score: Raw -175799.529214 + Penalty 3453.742233 = -172345.786981 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (6903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4574.720000 sec): 2 clusters Score: Raw -1155062.472598 + Penalty 2192.248422 = -1152870.224176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4574.740000 sec): 3 clusters Score: Raw -1151589.470312 + Penalty 4384.496844 = -1147204.973468 nChanged 2720 SP:Iteration 1F (4574.770000 sec): 3 clusters Score: Raw -1153065.308727 + Penalty 4384.496844 = -1148680.811883 nChanged 477 SP:Iteration 2F (4574.800000 sec): 3 clusters Score: Raw -1153319.024421 + Penalty 4384.496844 = -1148934.527577 nChanged 345 SP:Iteration 3Q (4574.830000 sec): 3 clusters Score: Raw -1153501.219639 + Penalty 4384.496844 = -1149116.722795 nChanged 311 SP:Iteration 4Q (4574.860000 sec): 3 clusters Score: Raw -1153664.643343 + Penalty 4384.496844 = -1149280.146499 nChanged 243 SP:Iteration 5Q (4574.890000 sec): 3 clusters Score: Raw -1153791.579827 + Penalty 4384.496844 = -1149407.082983 nChanged 235 SP:Iteration 6Q (4574.920000 sec): 3 clusters Score: Raw -1153941.361051 + Penalty 4384.496844 = -1149556.864207 nChanged 227 SP:Iteration 7Q (4574.940000 sec): 3 clusters Score: Raw -1154077.609008 + Penalty 4384.496844 = -1149693.112164 nChanged 221 SP:Iteration 8Q (4574.970000 sec): 3 clusters Score: Raw -1154196.776119 + Penalty 4384.496844 = -1149812.279275 nChanged 213 SP:Iteration 9Q (4575.000000 sec): 3 clusters Score: Raw -1154310.549523 + Penalty 4384.496844 = -1149926.052679 nChanged 213 SP:Iteration 10Q (4575.030000 sec): 3 clusters Score: Raw -1154416.508940 + Penalty 4384.496844 = -1150032.012096 nChanged 193 SP:Iteration 11Q (4575.060000 sec): 3 clusters Score: Raw -1154511.992212 + Penalty 4384.496844 = -1150127.495368 nChanged 180 SP:Iteration 12Q (4575.080000 sec): 3 clusters Score: Raw -1154602.057537 + Penalty 4384.496844 = -1150217.560693 nChanged 169 SP:Iteration 13Q (4575.110000 sec): 3 clusters Score: Raw -1154685.005280 + Penalty 4384.496844 = -1150300.508436 nChanged 154 SP:Iteration 14Q (4575.140000 sec): 3 clusters Score: Raw -1154761.779874 + Penalty 4384.496844 = -1150377.283030 nChanged 127 SP:Iteration 15Q (4575.170000 sec): 3 clusters Score: Raw -1154827.974722 + Penalty 4384.496844 = -1150443.477878 nChanged 126 SP:Iteration 16Q (4575.200000 sec): 3 clusters Score: Raw -1154890.085861 + Penalty 4384.496844 = -1150505.589017 nChanged 108 SP:Iteration 17Q (4575.220000 sec): 3 clusters Score: Raw -1154938.765567 + Penalty 4384.496844 = -1150554.268723 nChanged 91 SP:Iteration 18Q (4575.250000 sec): 3 clusters Score: Raw -1154981.622529 + Penalty 4384.496844 = -1150597.125685 nChanged 83 SP:Iteration 19Q (4575.280000 sec): 3 clusters Score: Raw -1155022.065429 + Penalty 4384.496844 = -1150637.568585 nChanged 83 SP:Iteration 20F (4575.310000 sec): 3 clusters Score: Raw -1155066.363286 + Penalty 4384.496844 = -1150681.866442 nChanged 82 SP:Iteration 21Q (4575.340000 sec): 3 clusters Score: Raw -1155109.077668 + Penalty 4384.496844 = -1150724.580824 nChanged 83 SP:Iteration 22Q (4575.370000 sec): 3 clusters Score: Raw -1155158.708453 + Penalty 4384.496844 = -1150774.211609 nChanged 76 SP:Iteration 23Q (4575.400000 sec): 3 clusters Score: Raw -1155212.853824 + Penalty 4384.496844 = -1150828.356980 nChanged 65 SP:Iteration 24Q (4575.420000 sec): 3 clusters Score: Raw -1155261.983722 + Penalty 4384.496844 = -1150877.486878 nChanged 72 SP:Iteration 25Q (4575.450000 sec): 3 clusters Score: Raw -1155329.608032 + Penalty 4384.496844 = -1150945.111188 nChanged 72 SP:Iteration 26Q (4575.480000 sec): 3 clusters Score: Raw -1155397.940159 + Penalty 4384.496844 = -1151013.443315 nChanged 76 SP:Iteration 27Q (4575.510000 sec): 3 clusters Score: Raw -1155466.436225 + Penalty 4384.496844 = -1151081.939381 nChanged 66 SP:Iteration 28Q (4575.540000 sec): 3 clusters Score: Raw -1155506.991318 + Penalty 4384.496844 = -1151122.494474 nChanged 52 SP:Iteration 29Q (4575.560000 sec): 3 clusters Score: Raw -1155538.001471 + Penalty 4384.496844 = -1151153.504628 nChanged 38 SP:Iteration 30Q (4575.580000 sec): 3 clusters Score: Raw -1155556.166535 + Penalty 4384.496844 = -1151171.669691 nChanged 38 SP:Iteration 31Q (4575.610000 sec): 3 clusters Score: Raw -1155575.614948 + Penalty 4384.496844 = -1151191.118104 nChanged 29 SP:Iteration 32Q (4575.640000 sec): 3 clusters Score: Raw -1155586.272527 + Penalty 4384.496844 = -1151201.775683 nChanged 13 SP:Iteration 33Q (4575.660000 sec): 3 clusters Score: Raw -1155592.540993 + Penalty 4384.496844 = -1151208.044150 nChanged 15 SP:Iteration 34Q (4575.690000 sec): 3 clusters Score: Raw -1155598.637993 + Penalty 4384.496844 = -1151214.141149 nChanged 15 SP:Iteration 35Q (4575.710000 sec): 3 clusters Score: Raw -1155605.970445 + Penalty 4384.496844 = -1151221.473601 nChanged 13 SP:Iteration 36Q (4575.740000 sec): 3 clusters Score: Raw -1155610.916025 + Penalty 4384.496844 = -1151226.419181 nChanged 10 SP:Iteration 37Q (4575.760000 sec): 3 clusters Score: Raw -1155614.284725 + Penalty 4384.496844 = -1151229.787881 nChanged 8 SP:Iteration 38Q (4575.780000 sec): 3 clusters Score: Raw -1155617.072230 + Penalty 4384.496844 = -1151232.575386 nChanged 7 SP:Iteration 39Q (4575.810000 sec): 3 clusters Score: Raw -1155618.633679 + Penalty 4384.496844 = -1151234.136835 nChanged 1 SP:Iteration 40F (4575.840000 sec): 3 clusters Score: Raw -1155618.809465 + Penalty 4384.496844 = -1151234.312621 nChanged 2 SP:Iteration 41Q (4575.860000 sec): 3 clusters Score: Raw -1155619.306324 + Penalty 4384.496844 = -1151234.809481 nChanged 2 SP:Iteration 42Q (4575.880000 sec): 3 clusters Score: Raw -1155619.872058 + Penalty 4384.496844 = -1151235.375214 nChanged 0 SP:Iteration 43F (4575.910000 sec): 3 clusters Score: Raw -1155619.872058 + Penalty 4384.496844 = -1151235.375214 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4575.930000 sec): 2 clusters Score: Raw -98592.450382 + Penalty 1622.890138 = -96969.560244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4575.930000 sec): 3 clusters Score: Raw -98659.844865 + Penalty 3245.780275 = -95414.064589 nChanged 188 SP:Iteration 1F (4575.930000 sec): 3 clusters Score: Raw -99232.005303 + Penalty 3245.780275 = -95986.225027 nChanged 85 SP:Iteration 2F (4575.940000 sec): 3 clusters Score: Raw -99808.173719 + Penalty 3245.780275 = -96562.393444 nChanged 61 SP:Iteration 3F (4575.940000 sec): 3 clusters Score: Raw -100129.806020 + Penalty 3245.780275 = -96884.025744 nChanged 46 SP:Iteration 4F (4575.940000 sec): 3 clusters Score: Raw -100376.895882 + Penalty 3245.780275 = -97131.115607 nChanged 25 SP:Iteration 5Q (4575.940000 sec): 3 clusters Score: Raw -100477.058247 + Penalty 3245.780275 = -97231.277971 nChanged 15 SP:Iteration 6Q (4575.950000 sec): 3 clusters Score: Raw -100581.803707 + Penalty 3245.780275 = -97336.023432 nChanged 19 SP:Iteration 7Q (4575.950000 sec): 3 clusters Score: Raw -100721.802118 + Penalty 3245.780275 = -97476.021843 nChanged 17 SP:Iteration 8Q (4575.950000 sec): 3 clusters Score: Raw -100860.155047 + Penalty 3245.780275 = -97614.374771 nChanged 17 SP:Iteration 9Q (4575.950000 sec): 3 clusters Score: Raw -101011.941332 + Penalty 3245.780275 = -97766.161057 nChanged 9 SP:Iteration 10Q (4575.960000 sec): 3 clusters Score: Raw -101070.115598 + Penalty 3245.780275 = -97824.335322 nChanged 11 SP:Iteration 11Q (4575.960000 sec): 3 clusters Score: Raw -101166.566261 + Penalty 3245.780275 = -97920.785986 nChanged 11 SP:Iteration 12Q (4575.960000 sec): 3 clusters Score: Raw -101285.159631 + Penalty 3245.780275 = -98039.379355 nChanged 10 SP:Iteration 13Q (4575.960000 sec): 3 clusters Score: Raw -101334.894796 + Penalty 3245.780275 = -98089.114521 nChanged 4 SP:Iteration 14Q (4575.960000 sec): 3 clusters Score: Raw -101350.619451 + Penalty 3245.780275 = -98104.839176 nChanged 2 SP:Iteration 15Q (4575.970000 sec): 3 clusters Score: Raw -101363.598395 + Penalty 3245.780275 = -98117.818120 nChanged 0 SP:Iteration 16F (4575.970000 sec): 3 clusters Score: Raw -101363.598395 + Penalty 3245.780275 = -98117.818120 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (60889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4576.250000 sec): 2 clusters Score: Raw -10473869.228370 + Penalty 2732.168338 = -10471137.060032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4576.510000 sec): 3 clusters Score: Raw -10435564.518270 + Penalty 5464.336675 = -10430100.181594 nChanged 28455 SP:Iteration 1F (4576.780000 sec): 3 clusters Score: Raw -10451444.208157 + Penalty 5464.336675 = -10445979.871482 nChanged 2575 SP:Iteration 2Q (4577.050000 sec): 3 clusters Score: Raw -10452319.495675 + Penalty 5464.336675 = -10446855.159000 nChanged 3031 SP:Iteration 3Q (4577.320000 sec): 3 clusters Score: Raw -10453649.108529 + Penalty 5464.336675 = -10448184.771853 nChanged 3836 SP:Iteration 4F (4577.580000 sec): 3 clusters Score: Raw -10455926.712207 + Penalty 5464.336675 = -10450462.375531 nChanged 4821 SP:Iteration 5F (4577.850000 sec): 3 clusters Score: Raw -10459669.986404 + Penalty 5464.336675 = -10454205.649729 nChanged 5370 SP:Iteration 6F (4578.110000 sec): 3 clusters Score: Raw -10464653.527940 + Penalty 5464.336675 = -10459189.191264 nChanged 4582 SP:Iteration 7F (4578.370000 sec): 3 clusters Score: Raw -10469212.086890 + Penalty 5464.336675 = -10463747.750215 nChanged 2903 SP:Iteration 8Q (4578.640000 sec): 3 clusters Score: Raw -10472128.331372 + Penalty 5464.336675 = -10466663.994696 nChanged 1326 SP:Iteration 9Q (4578.890000 sec): 3 clusters Score: Raw -10473400.129784 + Penalty 5464.336675 = -10467935.793109 nChanged 464 SP:Iteration 10Q (4579.110000 sec): 3 clusters Score: Raw -10473852.806336 + Penalty 5464.336675 = -10468388.469661 nChanged 169 SP:Iteration 11Q (4579.320000 sec): 3 clusters Score: Raw -10474054.516058 + Penalty 5464.336675 = -10468590.179382 nChanged 75 SP:Iteration 12Q (4579.520000 sec): 3 clusters Score: Raw -10474160.946008 + Penalty 5464.336675 = -10468696.609333 nChanged 40 SP:Iteration 13Q (4579.710000 sec): 3 clusters Score: Raw -10474221.152593 + Penalty 5464.336675 = -10468756.815917 nChanged 23 SP:Iteration 14Q (4579.900000 sec): 3 clusters Score: Raw -10474250.273185 + Penalty 5464.336675 = -10468785.936510 nChanged 15 SP:Iteration 15Q (4580.080000 sec): 3 clusters Score: Raw -10474271.590232 + Penalty 5464.336675 = -10468807.253557 nChanged 9 SP:Iteration 16Q (4580.280000 sec): 3 clusters Score: Raw -10474285.693037 + Penalty 5464.336675 = -10468821.356362 nChanged 6 SP:Iteration 17Q (4580.460000 sec): 3 clusters Score: Raw -10474296.087075 + Penalty 5464.336675 = -10468831.750400 nChanged 3 SP:Iteration 18Q (4580.650000 sec): 3 clusters Score: Raw -10474298.464432 + Penalty 5464.336675 = -10468834.127757 nChanged 3 SP:Iteration 19Q (4580.840000 sec): 3 clusters Score: Raw -10474300.389318 + Penalty 5464.336675 = -10468836.052642 nChanged 0 SP:Iteration 20F (4581.100000 sec): 3 clusters Score: Raw -10474300.389318 + Penalty 5464.336675 = -10468836.052642 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (29338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4581.220000 sec): 2 clusters Score: Raw -4856609.755939 + Penalty 2551.086443 = -4854058.669496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4581.350000 sec): 3 clusters Score: Raw -4838888.301261 + Penalty 5102.172886 = -4833786.128375 nChanged 13277 SP:Iteration 1F (4581.480000 sec): 3 clusters Score: Raw -4846259.575110 + Penalty 5102.172886 = -4841157.402224 nChanged 1549 SP:Iteration 2F (4581.600000 sec): 3 clusters Score: Raw -4846835.532571 + Penalty 5102.172886 = -4841733.359685 nChanged 1412 SP:Iteration 3Q (4581.730000 sec): 3 clusters Score: Raw -4847397.036061 + Penalty 5102.172886 = -4842294.863175 nChanged 1421 SP:Iteration 4Q (4581.860000 sec): 3 clusters Score: Raw -4848017.465636 + Penalty 5102.172886 = -4842915.292750 nChanged 1482 SP:Iteration 5F (4581.980000 sec): 3 clusters Score: Raw -4848772.385458 + Penalty 5102.172886 = -4843670.212572 nChanged 1660 SP:Iteration 6F (4582.110000 sec): 3 clusters Score: Raw -4849754.703326 + Penalty 5102.172886 = -4844652.530440 nChanged 1810 SP:Iteration 7F (4582.240000 sec): 3 clusters Score: Raw -4850999.406161 + Penalty 5102.172886 = -4845897.233275 nChanged 1787 SP:Iteration 8F (4582.360000 sec): 3 clusters Score: Raw -4852429.532361 + Penalty 5102.172886 = -4847327.359475 nChanged 1707 SP:Iteration 9F (4582.490000 sec): 3 clusters Score: Raw -4853957.411780 + Penalty 5102.172886 = -4848855.238894 nChanged 1380 SP:Iteration 10Q (4582.610000 sec): 3 clusters Score: Raw -4855279.687616 + Penalty 5102.172886 = -4850177.514730 nChanged 911 SP:Iteration 11Q (4582.720000 sec): 3 clusters Score: Raw -4856079.249641 + Penalty 5102.172886 = -4850977.076755 nChanged 581 SP:Iteration 12Q (4582.830000 sec): 3 clusters Score: Raw -4856498.849967 + Penalty 5102.172886 = -4851396.677081 nChanged 373 SP:Iteration 13Q (4582.930000 sec): 3 clusters Score: Raw -4856723.105311 + Penalty 5102.172886 = -4851620.932425 nChanged 236 SP:Iteration 14Q (4583.030000 sec): 3 clusters Score: Raw -4856862.254623 + Penalty 5102.172886 = -4851760.081737 nChanged 164 SP:Iteration 15Q (4583.120000 sec): 3 clusters Score: Raw -4856953.179915 + Penalty 5102.172886 = -4851851.007029 nChanged 141 SP:Iteration 16Q (4583.220000 sec): 3 clusters Score: Raw -4857030.590875 + Penalty 5102.172886 = -4851928.417989 nChanged 119 SP:Iteration 17Q (4583.310000 sec): 3 clusters Score: Raw -4857089.548982 + Penalty 5102.172886 = -4851987.376096 nChanged 77 SP:Iteration 18Q (4583.400000 sec): 3 clusters Score: Raw -4857129.470675 + Penalty 5102.172886 = -4852027.297789 nChanged 64 SP:Iteration 19Q (4583.500000 sec): 3 clusters Score: Raw -4857165.862105 + Penalty 5102.172886 = -4852063.689219 nChanged 46 SP:Iteration 20F (4583.620000 sec): 3 clusters Score: Raw -4857189.218099 + Penalty 5102.172886 = -4852087.045213 nChanged 37 SP:Iteration 21Q (4583.710000 sec): 3 clusters Score: Raw -4857206.164135 + Penalty 5102.172886 = -4852103.991249 nChanged 31 SP:Iteration 22Q (4583.800000 sec): 3 clusters Score: Raw -4857219.619837 + Penalty 5102.172886 = -4852117.446951 nChanged 23 SP:Iteration 23Q (4583.890000 sec): 3 clusters Score: Raw -4857230.279431 + Penalty 5102.172886 = -4852128.106545 nChanged 15 SP:Iteration 24Q (4583.980000 sec): 3 clusters Score: Raw -4857237.305053 + Penalty 5102.172886 = -4852135.132167 nChanged 15 SP:Iteration 25Q (4584.070000 sec): 3 clusters Score: Raw -4857242.687126 + Penalty 5102.172886 = -4852140.514240 nChanged 10 SP:Iteration 26Q (4584.160000 sec): 3 clusters Score: Raw -4857247.194262 + Penalty 5102.172886 = -4852145.021376 nChanged 9 SP:Iteration 27Q (4584.250000 sec): 3 clusters Score: Raw -4857251.412828 + Penalty 5102.172886 = -4852149.239942 nChanged 10 SP:Iteration 28Q (4584.340000 sec): 3 clusters Score: Raw -4857255.878733 + Penalty 5102.172886 = -4852153.705847 nChanged 7 SP:Iteration 29Q (4584.440000 sec): 3 clusters Score: Raw -4857259.013180 + Penalty 5102.172886 = -4852156.840294 nChanged 8 SP:Iteration 30Q (4584.530000 sec): 3 clusters Score: Raw -4857262.402469 + Penalty 5102.172886 = -4852160.229583 nChanged 7 SP:Iteration 31Q (4584.630000 sec): 3 clusters Score: Raw -4857265.547897 + Penalty 5102.172886 = -4852163.375011 nChanged 8 SP:Iteration 32Q (4584.720000 sec): 3 clusters Score: Raw -4857269.166321 + Penalty 5102.172886 = -4852166.993435 nChanged 6 SP:Iteration 33Q (4584.810000 sec): 3 clusters Score: Raw -4857271.497524 + Penalty 5102.172886 = -4852169.324638 nChanged 6 SP:Iteration 34Q (4584.900000 sec): 3 clusters Score: Raw -4857272.877609 + Penalty 5102.172886 = -4852170.704723 nChanged 3 SP:Iteration 35Q (4584.990000 sec): 3 clusters Score: Raw -4857274.420136 + Penalty 5102.172886 = -4852172.247250 nChanged 2 SP:Iteration 36Q (4585.090000 sec): 3 clusters Score: Raw -4857275.574265 + Penalty 5102.172886 = -4852173.401379 nChanged 6 SP:Iteration 37Q (4585.180000 sec): 3 clusters Score: Raw -4857277.632395 + Penalty 5102.172886 = -4852175.459509 nChanged 4 SP:Iteration 38Q (4585.270000 sec): 3 clusters Score: Raw -4857279.291980 + Penalty 5102.172886 = -4852177.119094 nChanged 6 SP:Iteration 39Q (4585.360000 sec): 3 clusters Score: Raw -4857281.328983 + Penalty 5102.172886 = -4852179.156097 nChanged 1 SP:Iteration 40F (4585.480000 sec): 3 clusters Score: Raw -4857281.508664 + Penalty 5102.172886 = -4852179.335778 nChanged 1 SP:Iteration 41Q (4585.570000 sec): 3 clusters Score: Raw -4857281.996539 + Penalty 5102.172886 = -4852179.823653 nChanged 1 SP:Iteration 42Q (4585.670000 sec): 3 clusters Score: Raw -4857282.415613 + Penalty 5102.172886 = -4852180.242727 nChanged 2 SP:Iteration 43Q (4585.750000 sec): 3 clusters Score: Raw -4857282.935946 + Penalty 5102.172886 = -4852180.763060 nChanged 1 SP:Iteration 44Q (4585.850000 sec): 3 clusters Score: Raw -4857283.216478 + Penalty 5102.172886 = -4852181.043592 nChanged 1 SP:Iteration 45Q (4585.930000 sec): 3 clusters Score: Raw -4857283.542401 + Penalty 5102.172886 = -4852181.369515 nChanged 1 SP:Iteration 46Q (4586.030000 sec): 3 clusters Score: Raw -4857284.002377 + Penalty 5102.172886 = -4852181.829491 nChanged 0 SP:Iteration 47F (4586.150000 sec): 3 clusters Score: Raw -4857284.002377 + Penalty 5102.172886 = -4852181.829491 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4586.170000 sec): 2 clusters Score: Raw -131666.440970 + Penalty 1670.767806 = -129995.673164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4586.170000 sec): 3 clusters Score: Raw -131587.369977 + Penalty 3341.535611 = -128245.834366 nChanged 218 SP:Iteration 1F (4586.170000 sec): 3 clusters Score: Raw -132003.224463 + Penalty 3341.535611 = -128661.688852 nChanged 82 SP:Iteration 2F (4586.180000 sec): 3 clusters Score: Raw -132267.117283 + Penalty 3341.535611 = -128925.581672 nChanged 79 SP:Iteration 3F (4586.180000 sec): 3 clusters Score: Raw -132537.588650 + Penalty 3341.535611 = -129196.053038 nChanged 56 SP:Iteration 4F (4586.190000 sec): 3 clusters Score: Raw -132800.480360 + Penalty 3341.535611 = -129458.944749 nChanged 43 SP:Iteration 5F (4586.190000 sec): 3 clusters Score: Raw -132993.221577 + Penalty 3341.535611 = -129651.685966 nChanged 34 SP:Iteration 6Q (4586.190000 sec): 3 clusters Score: Raw -133140.430579 + Penalty 3341.535611 = -129798.894968 nChanged 27 SP:Iteration 7Q (4586.190000 sec): 3 clusters Score: Raw -133257.420460 + Penalty 3341.535611 = -129915.884849 nChanged 22 SP:Iteration 8Q (4586.200000 sec): 3 clusters Score: Raw -133342.343071 + Penalty 3341.535611 = -130000.807460 nChanged 15 SP:Iteration 9Q (4586.200000 sec): 3 clusters Score: Raw -133392.125369 + Penalty 3341.535611 = -130050.589758 nChanged 7 SP:Iteration 10Q (4586.200000 sec): 3 clusters Score: Raw -133405.498943 + Penalty 3341.535611 = -130063.963332 nChanged 2 SP:Iteration 11Q (4586.210000 sec): 3 clusters Score: Raw -133416.539357 + Penalty 3341.535611 = -130075.003746 nChanged 3 SP:Iteration 12Q (4586.210000 sec): 3 clusters Score: Raw -133433.084400 + Penalty 3341.535611 = -130091.548789 nChanged 6 SP:Iteration 13Q (4586.210000 sec): 3 clusters Score: Raw -133451.288122 + Penalty 3341.535611 = -130109.752510 nChanged 9 SP:Iteration 14Q (4586.210000 sec): 3 clusters Score: Raw -133473.590172 + Penalty 3341.535611 = -130132.054561 nChanged 2 SP:Iteration 15Q (4586.220000 sec): 3 clusters Score: Raw -133477.967154 + Penalty 3341.535611 = -130136.431543 nChanged 1 SP:Iteration 16Q (4586.220000 sec): 3 clusters Score: Raw -133480.138325 + Penalty 3341.535611 = -130138.602714 nChanged 1 SP:Iteration 17Q (4586.220000 sec): 3 clusters Score: Raw -133482.654522 + Penalty 3341.535611 = -130141.118911 nChanged 0 SP:Iteration 18F (4586.230000 sec): 3 clusters Score: Raw -133482.654522 + Penalty 3341.535611 = -130141.118911 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4586.240000 sec): 2 clusters Score: Raw -65603.406714 + Penalty 1498.572943 = -64104.833771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4586.250000 sec): 3 clusters Score: Raw -65734.855695 + Penalty 2997.145886 = -62737.709810 nChanged 78 SP:Iteration 1F (4586.250000 sec): 3 clusters Score: Raw -66127.186656 + Penalty 2997.145886 = -63130.040771 nChanged 40 SP:Iteration 2F (4586.250000 sec): 3 clusters Score: Raw -66358.435895 + Penalty 2997.145886 = -63361.290009 nChanged 23 SP:Iteration 3F (4586.250000 sec): 3 clusters Score: Raw -66510.870998 + Penalty 2997.145886 = -63513.725113 nChanged 29 SP:Iteration 4F (4586.250000 sec): 3 clusters Score: Raw -66810.991230 + Penalty 2997.145886 = -63813.845345 nChanged 29 SP:Iteration 5F (4586.250000 sec): 3 clusters Score: Raw -67509.190338 + Penalty 2997.145886 = -64512.044453 nChanged 17 SP:Iteration 6Q (4586.260000 sec): 3 clusters Score: Raw -67655.289752 + Penalty 2997.145886 = -64658.143867 nChanged 8 SP:Iteration 7Q (4586.260000 sec): 3 clusters Score: Raw -67715.063320 + Penalty 2997.145886 = -64717.917435 nChanged 4 SP:Iteration 8Q (4586.260000 sec): 3 clusters Score: Raw -67763.167654 + Penalty 2997.145886 = -64766.021769 nChanged 2 SP:Iteration 9Q (4586.260000 sec): 3 clusters Score: Raw -67805.840957 + Penalty 2997.145886 = -64808.695071 nChanged 1 SP:Iteration 10Q (4586.260000 sec): 3 clusters Score: Raw -67810.683364 + Penalty 2997.145886 = -64813.537479 nChanged 0 SP:Iteration 11F (4586.260000 sec): 3 clusters Score: Raw -67810.683364 + Penalty 2997.145886 = -64813.537479 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (6296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4586.300000 sec): 2 clusters Score: Raw -1130855.531152 + Penalty 2169.422108 = -1128686.109044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4586.330000 sec): 3 clusters Score: Raw -1127685.773123 + Penalty 4338.844216 = -1123346.928907 nChanged 2463 SP:Iteration 1F (4586.350000 sec): 3 clusters Score: Raw -1129029.977033 + Penalty 4338.844216 = -1124691.132818 nChanged 432 SP:Iteration 2F (4586.380000 sec): 3 clusters Score: Raw -1129244.194460 + Penalty 4338.844216 = -1124905.350244 nChanged 302 SP:Iteration 3Q (4586.410000 sec): 3 clusters Score: Raw -1129384.055887 + Penalty 4338.844216 = -1125045.211671 nChanged 213 SP:Iteration 4Q (4586.430000 sec): 3 clusters Score: Raw -1129485.663101 + Penalty 4338.844216 = -1125146.818885 nChanged 171 SP:Iteration 5Q (4586.460000 sec): 3 clusters Score: Raw -1129552.453724 + Penalty 4338.844216 = -1125213.609508 nChanged 140 SP:Iteration 6Q (4586.490000 sec): 3 clusters Score: Raw -1129612.734963 + Penalty 4338.844216 = -1125273.890747 nChanged 132 SP:Iteration 7Q (4586.510000 sec): 3 clusters Score: Raw -1129673.757115 + Penalty 4338.844216 = -1125334.912899 nChanged 152 SP:Iteration 8Q (4586.530000 sec): 3 clusters Score: Raw -1129745.549319 + Penalty 4338.844216 = -1125406.705103 nChanged 167 SP:Iteration 9Q (4586.560000 sec): 3 clusters Score: Raw -1129846.759426 + Penalty 4338.844216 = -1125507.915211 nChanged 198 SP:Iteration 10Q (4586.590000 sec): 3 clusters Score: Raw -1129978.063013 + Penalty 4338.844216 = -1125639.218798 nChanged 244 SP:Iteration 11Q (4586.610000 sec): 3 clusters Score: Raw -1130161.621003 + Penalty 4338.844216 = -1125822.776788 nChanged 337 SP:Iteration 12F (4586.640000 sec): 3 clusters Score: Raw -1130470.890808 + Penalty 4338.844216 = -1126132.046592 nChanged 397 SP:Iteration 13F (4586.670000 sec): 3 clusters Score: Raw -1130883.114510 + Penalty 4338.844216 = -1126544.270294 nChanged 401 SP:Iteration 14F (4586.690000 sec): 3 clusters Score: Raw -1131336.714764 + Penalty 4338.844216 = -1126997.870548 nChanged 364 SP:Iteration 15F (4586.720000 sec): 3 clusters Score: Raw -1131733.542411 + Penalty 4338.844216 = -1127394.698195 nChanged 269 SP:Iteration 16Q (4586.740000 sec): 3 clusters Score: Raw -1132002.381886 + Penalty 4338.844216 = -1127663.537671 nChanged 163 SP:Iteration 17Q (4586.770000 sec): 3 clusters Score: Raw -1132135.189553 + Penalty 4338.844216 = -1127796.345337 nChanged 117 SP:Iteration 18Q (4586.790000 sec): 3 clusters Score: Raw -1132211.390466 + Penalty 4338.844216 = -1127872.546250 nChanged 69 SP:Iteration 19Q (4586.810000 sec): 3 clusters Score: Raw -1132249.578061 + Penalty 4338.844216 = -1127910.733845 nChanged 53 SP:Iteration 20F (4586.840000 sec): 3 clusters Score: Raw -1132271.765711 + Penalty 4338.844216 = -1127932.921495 nChanged 28 SP:Iteration 21Q (4586.870000 sec): 3 clusters Score: Raw -1132283.952282 + Penalty 4338.844216 = -1127945.108066 nChanged 20 SP:Iteration 22Q (4586.890000 sec): 3 clusters Score: Raw -1132292.439071 + Penalty 4338.844216 = -1127953.594855 nChanged 14 SP:Iteration 23Q (4586.910000 sec): 3 clusters Score: Raw -1132297.489642 + Penalty 4338.844216 = -1127958.645426 nChanged 17 SP:Iteration 24Q (4586.940000 sec): 3 clusters Score: Raw -1132302.031660 + Penalty 4338.844216 = -1127963.187444 nChanged 9 SP:Iteration 25Q (4586.960000 sec): 3 clusters Score: Raw -1132305.212895 + Penalty 4338.844216 = -1127966.368679 nChanged 6 SP:Iteration 26Q (4586.990000 sec): 3 clusters Score: Raw -1132306.794737 + Penalty 4338.844216 = -1127967.950521 nChanged 6 SP:Iteration 27Q (4587.010000 sec): 3 clusters Score: Raw -1132308.426917 + Penalty 4338.844216 = -1127969.582701 nChanged 3 SP:Iteration 28Q (4587.040000 sec): 3 clusters Score: Raw -1132309.003237 + Penalty 4338.844216 = -1127970.159021 nChanged 2 SP:Iteration 29Q (4587.060000 sec): 3 clusters Score: Raw -1132309.356373 + Penalty 4338.844216 = -1127970.512157 nChanged 1 SP:Iteration 30Q (4587.090000 sec): 3 clusters Score: Raw -1132309.509424 + Penalty 4338.844216 = -1127970.665208 nChanged 0 SP:Iteration 31F (4587.110000 sec): 3 clusters Score: Raw -1132309.509424 + Penalty 4338.844216 = -1127970.665208 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (119330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.570000 sec): 2 clusters Score: Raw -20274992.060782 + Penalty 2899.032715 = -20272093.028067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4588.070000 sec): 3 clusters Score: Raw -20198384.330230 + Penalty 5798.065430 = -20192586.264801 nChanged 56415 SP:Iteration 1F (4588.580000 sec): 3 clusters Score: Raw -20230831.221706 + Penalty 5798.065430 = -20225033.156277 nChanged 3357 SP:Iteration 2Q (4589.090000 sec): 3 clusters Score: Raw -20231456.556620 + Penalty 5798.065430 = -20225658.491190 nChanged 3222 SP:Iteration 3Q (4589.600000 sec): 3 clusters Score: Raw -20232054.421661 + Penalty 5798.065430 = -20226256.356231 nChanged 3165 SP:Iteration 4Q (4590.110000 sec): 3 clusters Score: Raw -20232688.467518 + Penalty 5798.065430 = -20226890.402089 nChanged 3274 SP:Iteration 5Q (4590.620000 sec): 3 clusters Score: Raw -20233437.309613 + Penalty 5798.065430 = -20227639.244184 nChanged 3576 SP:Iteration 6Q (4591.130000 sec): 3 clusters Score: Raw -20234466.897447 + Penalty 5798.065430 = -20228668.832017 nChanged 4420 SP:Iteration 7Q (4591.650000 sec): 3 clusters Score: Raw -20236158.595194 + Penalty 5798.065430 = -20230360.529764 nChanged 5830 SP:Iteration 8Q (4592.160000 sec): 3 clusters Score: Raw -20239164.504303 + Penalty 5798.065430 = -20233366.438873 nChanged 7685 SP:Iteration 9F (4592.660000 sec): 3 clusters Score: Raw -20244413.809594 + Penalty 5798.065430 = -20238615.744164 nChanged 9154 SP:Iteration 10F (4593.180000 sec): 3 clusters Score: Raw -20252115.240163 + Penalty 5798.065430 = -20246317.174733 nChanged 8967 SP:Iteration 11F (4593.690000 sec): 3 clusters Score: Raw -20260541.056796 + Penalty 5798.065430 = -20254742.991367 nChanged 6939 SP:Iteration 12F (4594.190000 sec): 3 clusters Score: Raw -20267183.310121 + Penalty 5798.065430 = -20261385.244691 nChanged 4309 SP:Iteration 13Q (4594.640000 sec): 3 clusters Score: Raw -20271142.480120 + Penalty 5798.065430 = -20265344.414691 nChanged 2394 SP:Iteration 14Q (4595.040000 sec): 3 clusters Score: Raw -20273172.307610 + Penalty 5798.065430 = -20267374.242180 nChanged 1290 SP:Iteration 15Q (4595.420000 sec): 3 clusters Score: Raw -20274126.410074 + Penalty 5798.065430 = -20268328.344644 nChanged 735 SP:Iteration 16Q (4595.790000 sec): 3 clusters Score: Raw -20274625.825552 + Penalty 5798.065430 = -20268827.760122 nChanged 440 SP:Iteration 17Q (4596.160000 sec): 3 clusters Score: Raw -20274906.348971 + Penalty 5798.065430 = -20269108.283541 nChanged 266 SP:Iteration 18Q (4596.510000 sec): 3 clusters Score: Raw -20275058.627742 + Penalty 5798.065430 = -20269260.562312 nChanged 188 SP:Iteration 19Q (4596.870000 sec): 3 clusters Score: Raw -20275168.088246 + Penalty 5798.065430 = -20269370.022816 nChanged 127 SP:Iteration 20F (4597.360000 sec): 3 clusters Score: Raw -20275253.854242 + Penalty 5798.065430 = -20269455.788813 nChanged 100 SP:Iteration 21Q (4597.710000 sec): 3 clusters Score: Raw -20275313.571553 + Penalty 5798.065430 = -20269515.506124 nChanged 80 SP:Iteration 22Q (4598.060000 sec): 3 clusters Score: Raw -20275357.375128 + Penalty 5798.065430 = -20269559.309699 nChanged 46 SP:Iteration 23Q (4598.410000 sec): 3 clusters Score: Raw -20275388.419592 + Penalty 5798.065430 = -20269590.354163 nChanged 42 SP:Iteration 24Q (4598.760000 sec): 3 clusters Score: Raw -20275409.173141 + Penalty 5798.065430 = -20269611.107712 nChanged 34 SP:Iteration 25Q (4599.110000 sec): 3 clusters Score: Raw -20275430.889262 + Penalty 5798.065430 = -20269632.823832 nChanged 29 SP:Iteration 26Q (4599.460000 sec): 3 clusters Score: Raw -20275444.589558 + Penalty 5798.065430 = -20269646.524128 nChanged 20 SP:Iteration 27Q (4599.810000 sec): 3 clusters Score: Raw -20275453.986019 + Penalty 5798.065430 = -20269655.920590 nChanged 14 SP:Iteration 28Q (4600.160000 sec): 3 clusters Score: Raw -20275462.328557 + Penalty 5798.065430 = -20269664.263127 nChanged 12 SP:Iteration 29Q (4600.500000 sec): 3 clusters Score: Raw -20275468.957035 + Penalty 5798.065430 = -20269670.891606 nChanged 5 SP:Iteration 30Q (4600.850000 sec): 3 clusters Score: Raw -20275471.002806 + Penalty 5798.065430 = -20269672.937376 nChanged 6 SP:Iteration 31Q (4601.200000 sec): 3 clusters Score: Raw -20275473.222331 + Penalty 5798.065430 = -20269675.156901 nChanged 4 SP:Iteration 32Q (4601.560000 sec): 3 clusters Score: Raw -20275474.865857 + Penalty 5798.065430 = -20269676.800428 nChanged 3 SP:Iteration 33Q (4601.920000 sec): 3 clusters Score: Raw -20275475.763203 + Penalty 5798.065430 = -20269677.697773 nChanged 1 SP:Iteration 34Q (4602.270000 sec): 3 clusters Score: Raw -20275476.028005 + Penalty 5798.065430 = -20269677.962575 nChanged 0 SP:Iteration 35F (4602.760000 sec): 3 clusters Score: Raw -20275476.028005 + Penalty 5798.065430 = -20269677.962575 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (12684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4602.860000 sec): 2 clusters Score: Raw -2149340.075753 + Penalty 2343.127966 = -2146996.947787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4602.910000 sec): 3 clusters Score: Raw -2142345.925840 + Penalty 4686.255931 = -2137659.669908 nChanged 5359 SP:Iteration 1F (4602.960000 sec): 3 clusters Score: Raw -2145420.381532 + Penalty 4686.255931 = -2140734.125601 nChanged 881 SP:Iteration 2F (4603.020000 sec): 3 clusters Score: Raw -2145918.552645 + Penalty 4686.255931 = -2141232.296714 nChanged 774 SP:Iteration 3F (4603.070000 sec): 3 clusters Score: Raw -2146414.988178 + Penalty 4686.255931 = -2141728.732247 nChanged 737 SP:Iteration 4F (4603.120000 sec): 3 clusters Score: Raw -2146956.348556 + Penalty 4686.255931 = -2142270.092625 nChanged 761 SP:Iteration 5F (4603.170000 sec): 3 clusters Score: Raw -2147484.767845 + Penalty 4686.255931 = -2142798.511914 nChanged 731 SP:Iteration 6F (4603.220000 sec): 3 clusters Score: Raw -2148026.176917 + Penalty 4686.255931 = -2143339.920986 nChanged 710 SP:Iteration 7F (4603.280000 sec): 3 clusters Score: Raw -2148529.710300 + Penalty 4686.255931 = -2143843.454368 nChanged 623 SP:Iteration 8Q (4603.330000 sec): 3 clusters Score: Raw -2148979.893286 + Penalty 4686.255931 = -2144293.637355 nChanged 507 SP:Iteration 9Q (4603.380000 sec): 3 clusters Score: Raw -2149338.383727 + Penalty 4686.255931 = -2144652.127796 nChanged 388 SP:Iteration 10Q (4603.430000 sec): 3 clusters Score: Raw -2149556.473394 + Penalty 4686.255931 = -2144870.217462 nChanged 287 SP:Iteration 11Q (4603.480000 sec): 3 clusters Score: Raw -2149682.399551 + Penalty 4686.255931 = -2144996.143620 nChanged 198 SP:Iteration 12Q (4603.530000 sec): 3 clusters Score: Raw -2149752.247118 + Penalty 4686.255931 = -2145065.991187 nChanged 137 SP:Iteration 13Q (4603.580000 sec): 3 clusters Score: Raw -2149800.659367 + Penalty 4686.255931 = -2145114.403436 nChanged 132 SP:Iteration 14Q (4603.630000 sec): 3 clusters Score: Raw -2149848.716966 + Penalty 4686.255931 = -2145162.461034 nChanged 118 SP:Iteration 15Q (4603.680000 sec): 3 clusters Score: Raw -2149883.037686 + Penalty 4686.255931 = -2145196.781754 nChanged 94 SP:Iteration 16Q (4603.730000 sec): 3 clusters Score: Raw -2149912.939449 + Penalty 4686.255931 = -2145226.683517 nChanged 89 SP:Iteration 17Q (4603.780000 sec): 3 clusters Score: Raw -2149938.374410 + Penalty 4686.255931 = -2145252.118479 nChanged 77 SP:Iteration 18Q (4603.830000 sec): 3 clusters Score: Raw -2149957.596155 + Penalty 4686.255931 = -2145271.340224 nChanged 59 SP:Iteration 19Q (4603.880000 sec): 3 clusters Score: Raw -2149972.189891 + Penalty 4686.255931 = -2145285.933960 nChanged 53 SP:Iteration 20F (4603.930000 sec): 3 clusters Score: Raw -2149986.010547 + Penalty 4686.255931 = -2145299.754616 nChanged 47 SP:Iteration 21Q (4603.980000 sec): 3 clusters Score: Raw -2149997.926597 + Penalty 4686.255931 = -2145311.670665 nChanged 51 SP:Iteration 22Q (4604.030000 sec): 3 clusters Score: Raw -2150010.506955 + Penalty 4686.255931 = -2145324.251024 nChanged 47 SP:Iteration 23Q (4604.080000 sec): 3 clusters Score: Raw -2150023.517841 + Penalty 4686.255931 = -2145337.261910 nChanged 59 SP:Iteration 24Q (4604.120000 sec): 3 clusters Score: Raw -2150042.642107 + Penalty 4686.255931 = -2145356.386176 nChanged 60 SP:Iteration 25Q (4604.180000 sec): 3 clusters Score: Raw -2150062.084419 + Penalty 4686.255931 = -2145375.828488 nChanged 60 SP:Iteration 26Q (4604.220000 sec): 3 clusters Score: Raw -2150082.121244 + Penalty 4686.255931 = -2145395.865312 nChanged 74 SP:Iteration 27Q (4604.270000 sec): 3 clusters Score: Raw -2150111.067377 + Penalty 4686.255931 = -2145424.811445 nChanged 80 SP:Iteration 28Q (4604.320000 sec): 3 clusters Score: Raw -2150149.141557 + Penalty 4686.255931 = -2145462.885626 nChanged 84 SP:Iteration 29Q (4604.370000 sec): 3 clusters Score: Raw -2150193.543152 + Penalty 4686.255931 = -2145507.287221 nChanged 80 SP:Iteration 30Q (4604.420000 sec): 3 clusters Score: Raw -2150232.057950 + Penalty 4686.255931 = -2145545.802019 nChanged 75 SP:Iteration 31Q (4604.460000 sec): 3 clusters Score: Raw -2150264.777922 + Penalty 4686.255931 = -2145578.521990 nChanged 73 SP:Iteration 32Q (4604.510000 sec): 3 clusters Score: Raw -2150294.943116 + Penalty 4686.255931 = -2145608.687184 nChanged 66 SP:Iteration 33Q (4604.560000 sec): 3 clusters Score: Raw -2150318.360410 + Penalty 4686.255931 = -2145632.104478 nChanged 58 SP:Iteration 34Q (4604.600000 sec): 3 clusters Score: Raw -2150336.027496 + Penalty 4686.255931 = -2145649.771565 nChanged 53 SP:Iteration 35Q (4604.650000 sec): 3 clusters Score: Raw -2150351.587753 + Penalty 4686.255931 = -2145665.331822 nChanged 45 SP:Iteration 36Q (4604.700000 sec): 3 clusters Score: Raw -2150364.729237 + Penalty 4686.255931 = -2145678.473306 nChanged 41 SP:Iteration 37Q (4604.740000 sec): 3 clusters Score: Raw -2150376.381167 + Penalty 4686.255931 = -2145690.125236 nChanged 32 SP:Iteration 38Q (4604.790000 sec): 3 clusters Score: Raw -2150383.755927 + Penalty 4686.255931 = -2145697.499996 nChanged 34 SP:Iteration 39Q (4604.840000 sec): 3 clusters Score: Raw -2150392.283592 + Penalty 4686.255931 = -2145706.027661 nChanged 33 SP:Iteration 40F (4604.890000 sec): 3 clusters Score: Raw -2150400.383642 + Penalty 4686.255931 = -2145714.127711 nChanged 16 SP:Iteration 41Q (4604.940000 sec): 3 clusters Score: Raw -2150402.865614 + Penalty 4686.255931 = -2145716.609683 nChanged 7 SP:Iteration 42Q (4604.980000 sec): 3 clusters Score: Raw -2150403.875975 + Penalty 4686.255931 = -2145717.620044 nChanged 4 SP:Iteration 43Q (4605.030000 sec): 3 clusters Score: Raw -2150404.617238 + Penalty 4686.255931 = -2145718.361307 nChanged 7 SP:Iteration 44Q (4605.080000 sec): 3 clusters Score: Raw -2150405.776517 + Penalty 4686.255931 = -2145719.520586 nChanged 8 SP:Iteration 45Q (4605.120000 sec): 3 clusters Score: Raw -2150406.748116 + Penalty 4686.255931 = -2145720.492184 nChanged 4 SP:Iteration 46Q (4605.170000 sec): 3 clusters Score: Raw -2150407.416559 + Penalty 4686.255931 = -2145721.160628 nChanged 3 SP:Iteration 47Q (4605.210000 sec): 3 clusters Score: Raw -2150407.818706 + Penalty 4686.255931 = -2145721.562775 nChanged 2 SP:Iteration 48Q (4605.260000 sec): 3 clusters Score: Raw -2150408.248891 + Penalty 4686.255931 = -2145721.992960 nChanged 7 SP:Iteration 49Q (4605.300000 sec): 3 clusters Score: Raw -2150409.595344 + Penalty 4686.255931 = -2145723.339412 nChanged 7 SP:Iteration 50Q (4605.350000 sec): 3 clusters Score: Raw -2150410.696361 + Penalty 4686.255931 = -2145724.440430 nChanged 8 SP:Iteration 51Q (4605.400000 sec): 3 clusters Score: Raw -2150411.896987 + Penalty 4686.255931 = -2145725.641055 nChanged 6 SP:Iteration 52Q (4605.440000 sec): 3 clusters Score: Raw -2150412.586318 + Penalty 4686.255931 = -2145726.330386 nChanged 6 SP:Iteration 53Q (4605.490000 sec): 3 clusters Score: Raw -2150413.854379 + Penalty 4686.255931 = -2145727.598447 nChanged 9 SP:Iteration 54Q (4605.530000 sec): 3 clusters Score: Raw -2150415.563295 + Penalty 4686.255931 = -2145729.307364 nChanged 12 SP:Iteration 55Q (4605.580000 sec): 3 clusters Score: Raw -2150418.115903 + Penalty 4686.255931 = -2145731.859972 nChanged 8 SP:Iteration 56Q (4605.620000 sec): 3 clusters Score: Raw -2150419.838635 + Penalty 4686.255931 = -2145733.582704 nChanged 10 SP:Iteration 57Q (4605.670000 sec): 3 clusters Score: Raw -2150421.841642 + Penalty 4686.255931 = -2145735.585711 nChanged 11 SP:Iteration 58Q (4605.710000 sec): 3 clusters Score: Raw -2150423.669614 + Penalty 4686.255931 = -2145737.413683 nChanged 10 SP:Iteration 59Q (4605.760000 sec): 3 clusters Score: Raw -2150426.279721 + Penalty 4686.255931 = -2145740.023790 nChanged 13 SP:Iteration 60F (4605.810000 sec): 3 clusters Score: Raw -2150429.456483 + Penalty 4686.255931 = -2145743.200552 nChanged 18 SP:Iteration 61Q (4605.860000 sec): 3 clusters Score: Raw -2150433.146968 + Penalty 4686.255931 = -2145746.891037 nChanged 16 SP:Iteration 62Q (4605.900000 sec): 3 clusters Score: Raw -2150436.041746 + Penalty 4686.255931 = -2145749.785815 nChanged 10 SP:Iteration 63Q (4605.940000 sec): 3 clusters Score: Raw -2150437.042068 + Penalty 4686.255931 = -2145750.786136 nChanged 3 SP:Iteration 64Q (4605.990000 sec): 3 clusters Score: Raw -2150437.704762 + Penalty 4686.255931 = -2145751.448831 nChanged 6 SP:Iteration 65Q (4606.040000 sec): 3 clusters Score: Raw -2150438.664367 + Penalty 4686.255931 = -2145752.408436 nChanged 8 SP:Iteration 66Q (4606.080000 sec): 3 clusters Score: Raw -2150439.751831 + Penalty 4686.255931 = -2145753.495900 nChanged 6 SP:Iteration 67Q (4606.120000 sec): 3 clusters Score: Raw -2150440.862020 + Penalty 4686.255931 = -2145754.606088 nChanged 8 SP:Iteration 68Q (4606.170000 sec): 3 clusters Score: Raw -2150442.477989 + Penalty 4686.255931 = -2145756.222058 nChanged 6 SP:Iteration 69Q (4606.220000 sec): 3 clusters Score: Raw -2150443.427533 + Penalty 4686.255931 = -2145757.171602 nChanged 4 SP:Iteration 70Q (4606.260000 sec): 3 clusters Score: Raw -2150444.678530 + Penalty 4686.255931 = -2145758.422599 nChanged 7 SP:Iteration 71Q (4606.300000 sec): 3 clusters Score: Raw -2150446.035167 + Penalty 4686.255931 = -2145759.779236 nChanged 9 SP:Iteration 72Q (4606.350000 sec): 3 clusters Score: Raw -2150447.642489 + Penalty 4686.255931 = -2145761.386558 nChanged 6 SP:Iteration 73Q (4606.390000 sec): 3 clusters Score: Raw -2150448.709384 + Penalty 4686.255931 = -2145762.453453 nChanged 5 SP:Iteration 74Q (4606.440000 sec): 3 clusters Score: Raw -2150449.450367 + Penalty 4686.255931 = -2145763.194435 nChanged 6 SP:Iteration 75Q (4606.480000 sec): 3 clusters Score: Raw -2150450.188104 + Penalty 4686.255931 = -2145763.932172 nChanged 1 SP:Iteration 76Q (4606.520000 sec): 3 clusters Score: Raw -2150450.332213 + Penalty 4686.255931 = -2145764.076282 nChanged 2 SP:Iteration 77Q (4606.570000 sec): 3 clusters Score: Raw -2150450.856491 + Penalty 4686.255931 = -2145764.600560 nChanged 3 SP:Iteration 78Q (4606.620000 sec): 3 clusters Score: Raw -2150451.453607 + Penalty 4686.255931 = -2145765.197676 nChanged 5 SP:Iteration 79Q (4606.660000 sec): 3 clusters Score: Raw -2150452.146958 + Penalty 4686.255931 = -2145765.891027 nChanged 3 SP:Iteration 80F (4606.710000 sec): 3 clusters Score: Raw -2150452.923885 + Penalty 4686.255931 = -2145766.667954 nChanged 3 SP:Iteration 81Q (4606.760000 sec): 3 clusters Score: Raw -2150453.785913 + Penalty 4686.255931 = -2145767.529981 nChanged 3 SP:Iteration 82Q (4606.800000 sec): 3 clusters Score: Raw -2150454.459349 + Penalty 4686.255931 = -2145768.203417 nChanged 3 SP:Iteration 83Q (4606.840000 sec): 3 clusters Score: Raw -2150455.195189 + Penalty 4686.255931 = -2145768.939257 nChanged 1 SP:Iteration 84Q (4606.890000 sec): 3 clusters Score: Raw -2150455.271241 + Penalty 4686.255931 = -2145769.015309 nChanged 0 SP:Iteration 85F (4606.940000 sec): 3 clusters Score: Raw -2150455.271241 + Penalty 4686.255931 = -2145769.015309 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (14325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4607.000000 sec): 2 clusters Score: Raw -2434302.987497 + Penalty 2373.300862 = -2431929.686634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4607.060000 sec): 3 clusters Score: Raw -2426121.581546 + Penalty 4746.601725 = -2421374.979821 nChanged 6194 SP:Iteration 1F (4607.120000 sec): 3 clusters Score: Raw -2429576.436979 + Penalty 4746.601725 = -2424829.835255 nChanged 908 SP:Iteration 2F (4607.180000 sec): 3 clusters Score: Raw -2429980.433047 + Penalty 4746.601725 = -2425233.831323 nChanged 756 SP:Iteration 3F (4607.240000 sec): 3 clusters Score: Raw -2430306.468117 + Penalty 4746.601725 = -2425559.866393 nChanged 659 SP:Iteration 4Q (4607.300000 sec): 3 clusters Score: Raw -2430598.627237 + Penalty 4746.601725 = -2425852.025512 nChanged 631 SP:Iteration 5Q (4607.360000 sec): 3 clusters Score: Raw -2430888.495052 + Penalty 4746.601725 = -2426141.893328 nChanged 640 SP:Iteration 6Q (4607.410000 sec): 3 clusters Score: Raw -2431229.002115 + Penalty 4746.601725 = -2426482.400390 nChanged 663 SP:Iteration 7Q (4607.470000 sec): 3 clusters Score: Raw -2431625.483422 + Penalty 4746.601725 = -2426878.881698 nChanged 711 SP:Iteration 8Q (4607.530000 sec): 3 clusters Score: Raw -2432111.349847 + Penalty 4746.601725 = -2427364.748122 nChanged 720 SP:Iteration 9F (4607.590000 sec): 3 clusters Score: Raw -2432647.888323 + Penalty 4746.601725 = -2427901.286599 nChanged 665 SP:Iteration 10Q (4607.650000 sec): 3 clusters Score: Raw -2433150.452746 + Penalty 4746.601725 = -2428403.851021 nChanged 548 SP:Iteration 11Q (4607.700000 sec): 3 clusters Score: Raw -2433588.432736 + Penalty 4746.601725 = -2428841.831011 nChanged 439 SP:Iteration 12Q (4607.760000 sec): 3 clusters Score: Raw -2433974.580091 + Penalty 4746.601725 = -2429227.978367 nChanged 269 SP:Iteration 13Q (4607.820000 sec): 3 clusters Score: Raw -2434198.931546 + Penalty 4746.601725 = -2429452.329821 nChanged 179 SP:Iteration 14Q (4607.870000 sec): 3 clusters Score: Raw -2434332.616569 + Penalty 4746.601725 = -2429586.014845 nChanged 79 SP:Iteration 15Q (4607.920000 sec): 3 clusters Score: Raw -2434390.949730 + Penalty 4746.601725 = -2429644.348005 nChanged 69 SP:Iteration 16Q (4607.970000 sec): 3 clusters Score: Raw -2434446.301047 + Penalty 4746.601725 = -2429699.699322 nChanged 46 SP:Iteration 17Q (4608.020000 sec): 3 clusters Score: Raw -2434485.009404 + Penalty 4746.601725 = -2429738.407679 nChanged 43 SP:Iteration 18Q (4608.060000 sec): 3 clusters Score: Raw -2434521.432343 + Penalty 4746.601725 = -2429774.830619 nChanged 31 SP:Iteration 19Q (4608.110000 sec): 3 clusters Score: Raw -2434552.468314 + Penalty 4746.601725 = -2429805.866590 nChanged 28 SP:Iteration 20F (4608.170000 sec): 3 clusters Score: Raw -2434581.364561 + Penalty 4746.601725 = -2429834.762837 nChanged 11 SP:Iteration 21Q (4608.220000 sec): 3 clusters Score: Raw -2434594.765487 + Penalty 4746.601725 = -2429848.163762 nChanged 11 SP:Iteration 22Q (4608.260000 sec): 3 clusters Score: Raw -2434605.607572 + Penalty 4746.601725 = -2429859.005848 nChanged 9 SP:Iteration 23Q (4608.310000 sec): 3 clusters Score: Raw -2434614.412701 + Penalty 4746.601725 = -2429867.810976 nChanged 8 SP:Iteration 24Q (4608.360000 sec): 3 clusters Score: Raw -2434623.214575 + Penalty 4746.601725 = -2429876.612851 nChanged 4 SP:Iteration 25Q (4608.400000 sec): 3 clusters Score: Raw -2434627.909515 + Penalty 4746.601725 = -2429881.307790 nChanged 3 SP:Iteration 26Q (4608.440000 sec): 3 clusters Score: Raw -2434630.199881 + Penalty 4746.601725 = -2429883.598156 nChanged 3 SP:Iteration 27Q (4608.490000 sec): 3 clusters Score: Raw -2434632.295334 + Penalty 4746.601725 = -2429885.693610 nChanged 3 SP:Iteration 28Q (4608.540000 sec): 3 clusters Score: Raw -2434634.524487 + Penalty 4746.601725 = -2429887.922763 nChanged 0 SP:Iteration 29F (4608.590000 sec): 3 clusters Score: Raw -2434634.524487 + Penalty 4746.601725 = -2429887.922763 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (23891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4608.690000 sec): 2 clusters Score: Raw -3917834.143032 + Penalty 2500.151760 = -3915333.991272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4608.790000 sec): 3 clusters Score: Raw -3903836.149478 + Penalty 5000.303521 = -3898835.845958 nChanged 10568 SP:Iteration 1F (4608.890000 sec): 3 clusters Score: Raw -3909603.865591 + Penalty 5000.303521 = -3904603.562070 nChanged 1198 SP:Iteration 2F (4608.990000 sec): 3 clusters Score: Raw -3910044.161576 + Penalty 5000.303521 = -3905043.858056 nChanged 1082 SP:Iteration 3Q (4609.090000 sec): 3 clusters Score: Raw -3910453.207529 + Penalty 5000.303521 = -3905452.904009 nChanged 1020 SP:Iteration 4Q (4609.190000 sec): 3 clusters Score: Raw -3910895.815981 + Penalty 5000.303521 = -3905895.512461 nChanged 997 SP:Iteration 5Q (4609.290000 sec): 3 clusters Score: Raw -3911359.153926 + Penalty 5000.303521 = -3906358.850405 nChanged 983 SP:Iteration 6Q (4609.390000 sec): 3 clusters Score: Raw -3911814.540605 + Penalty 5000.303521 = -3906814.237085 nChanged 936 SP:Iteration 7Q (4609.490000 sec): 3 clusters Score: Raw -3912203.426873 + Penalty 5000.303521 = -3907203.123352 nChanged 909 SP:Iteration 8Q (4609.590000 sec): 3 clusters Score: Raw -3912634.028177 + Penalty 5000.303521 = -3907633.724656 nChanged 884 SP:Iteration 9Q (4609.700000 sec): 3 clusters Score: Raw -3913038.665777 + Penalty 5000.303521 = -3908038.362256 nChanged 830 SP:Iteration 10Q (4609.800000 sec): 3 clusters Score: Raw -3913432.734028 + Penalty 5000.303521 = -3908432.430508 nChanged 818 SP:Iteration 11Q (4609.900000 sec): 3 clusters Score: Raw -3913836.680829 + Penalty 5000.303521 = -3908836.377308 nChanged 806 SP:Iteration 12Q (4610.000000 sec): 3 clusters Score: Raw -3914209.739922 + Penalty 5000.303521 = -3909209.436402 nChanged 760 SP:Iteration 13Q (4610.100000 sec): 3 clusters Score: Raw -3914589.781804 + Penalty 5000.303521 = -3909589.478283 nChanged 748 SP:Iteration 14Q (4610.200000 sec): 3 clusters Score: Raw -3914958.564580 + Penalty 5000.303521 = -3909958.261060 nChanged 630 SP:Iteration 15Q (4610.300000 sec): 3 clusters Score: Raw -3915239.922932 + Penalty 5000.303521 = -3910239.619411 nChanged 544 SP:Iteration 16Q (4610.390000 sec): 3 clusters Score: Raw -3915449.796948 + Penalty 5000.303521 = -3910449.493428 nChanged 392 SP:Iteration 17Q (4610.480000 sec): 3 clusters Score: Raw -3915587.419060 + Penalty 5000.303521 = -3910587.115539 nChanged 328 SP:Iteration 18Q (4610.580000 sec): 3 clusters Score: Raw -3915705.251796 + Penalty 5000.303521 = -3910704.948276 nChanged 300 SP:Iteration 19Q (4610.670000 sec): 3 clusters Score: Raw -3915806.592787 + Penalty 5000.303521 = -3910806.289267 nChanged 268 SP:Iteration 20F (4610.770000 sec): 3 clusters Score: Raw -3915893.383678 + Penalty 5000.303521 = -3910893.080157 nChanged 255 SP:Iteration 21Q (4610.860000 sec): 3 clusters Score: Raw -3915979.485003 + Penalty 5000.303521 = -3910979.181482 nChanged 264 SP:Iteration 22Q (4610.940000 sec): 3 clusters Score: Raw -3916068.500938 + Penalty 5000.303521 = -3911068.197418 nChanged 267 SP:Iteration 23Q (4611.030000 sec): 3 clusters Score: Raw -3916164.552630 + Penalty 5000.303521 = -3911164.249109 nChanged 267 SP:Iteration 24Q (4611.120000 sec): 3 clusters Score: Raw -3916271.071171 + Penalty 5000.303521 = -3911270.767651 nChanged 276 SP:Iteration 25Q (4611.210000 sec): 3 clusters Score: Raw -3916376.732260 + Penalty 5000.303521 = -3911376.428740 nChanged 259 SP:Iteration 26Q (4611.300000 sec): 3 clusters Score: Raw -3916471.441863 + Penalty 5000.303521 = -3911471.138342 nChanged 239 SP:Iteration 27Q (4611.380000 sec): 3 clusters Score: Raw -3916566.406855 + Penalty 5000.303521 = -3911566.103335 nChanged 238 SP:Iteration 28Q (4611.460000 sec): 3 clusters Score: Raw -3916669.330751 + Penalty 5000.303521 = -3911669.027231 nChanged 259 SP:Iteration 29Q (4611.540000 sec): 3 clusters Score: Raw -3916787.765424 + Penalty 5000.303521 = -3911787.461903 nChanged 265 SP:Iteration 30Q (4611.630000 sec): 3 clusters Score: Raw -3916916.032125 + Penalty 5000.303521 = -3911915.728604 nChanged 254 SP:Iteration 31Q (4611.710000 sec): 3 clusters Score: Raw -3917042.397315 + Penalty 5000.303521 = -3912042.093794 nChanged 242 SP:Iteration 32Q (4611.790000 sec): 3 clusters Score: Raw -3917156.395875 + Penalty 5000.303521 = -3912156.092355 nChanged 224 SP:Iteration 33Q (4611.870000 sec): 3 clusters Score: Raw -3917265.514358 + Penalty 5000.303521 = -3912265.210837 nChanged 206 SP:Iteration 34Q (4611.940000 sec): 3 clusters Score: Raw -3917371.558284 + Penalty 5000.303521 = -3912371.254764 nChanged 193 SP:Iteration 35Q (4612.020000 sec): 3 clusters Score: Raw -3917479.912889 + Penalty 5000.303521 = -3912479.609368 nChanged 190 SP:Iteration 36Q (4612.100000 sec): 3 clusters Score: Raw -3917583.837378 + Penalty 5000.303521 = -3912583.533857 nChanged 184 SP:Iteration 37Q (4612.180000 sec): 3 clusters Score: Raw -3917696.072976 + Penalty 5000.303521 = -3912695.769455 nChanged 157 SP:Iteration 38Q (4612.250000 sec): 3 clusters Score: Raw -3917795.601981 + Penalty 5000.303521 = -3912795.298460 nChanged 155 SP:Iteration 39Q (4612.330000 sec): 3 clusters Score: Raw -3917908.916142 + Penalty 5000.303521 = -3912908.612622 nChanged 139 SP:Iteration 40F (4612.420000 sec): 3 clusters Score: Raw -3918010.698443 + Penalty 5000.303521 = -3913010.394922 nChanged 99 SP:Iteration 41Q (4612.500000 sec): 3 clusters Score: Raw -3918081.065417 + Penalty 5000.303521 = -3913080.761897 nChanged 80 SP:Iteration 42Q (4612.570000 sec): 3 clusters Score: Raw -3918136.380512 + Penalty 5000.303521 = -3913136.076991 nChanged 56 SP:Iteration 43Q (4612.640000 sec): 3 clusters Score: Raw -3918179.942199 + Penalty 5000.303521 = -3913179.638678 nChanged 57 SP:Iteration 44Q (4612.720000 sec): 3 clusters Score: Raw -3918221.790464 + Penalty 5000.303521 = -3913221.486944 nChanged 40 SP:Iteration 45Q (4612.790000 sec): 3 clusters Score: Raw -3918251.928905 + Penalty 5000.303521 = -3913251.625384 nChanged 40 SP:Iteration 46Q (4612.860000 sec): 3 clusters Score: Raw -3918282.640935 + Penalty 5000.303521 = -3913282.337414 nChanged 25 SP:Iteration 47Q (4612.930000 sec): 3 clusters Score: Raw -3918302.872424 + Penalty 5000.303521 = -3913302.568904 nChanged 19 SP:Iteration 48Q (4613.000000 sec): 3 clusters Score: Raw -3918317.150887 + Penalty 5000.303521 = -3913316.847367 nChanged 23 SP:Iteration 49Q (4613.070000 sec): 3 clusters Score: Raw -3918333.048742 + Penalty 5000.303521 = -3913332.745221 nChanged 18 SP:Iteration 50Q (4613.140000 sec): 3 clusters Score: Raw -3918343.963965 + Penalty 5000.303521 = -3913343.660445 nChanged 13 SP:Iteration 51Q (4613.220000 sec): 3 clusters Score: Raw -3918354.088919 + Penalty 5000.303521 = -3913353.785399 nChanged 13 SP:Iteration 52Q (4613.290000 sec): 3 clusters Score: Raw -3918360.821104 + Penalty 5000.303521 = -3913360.517583 nChanged 9 SP:Iteration 53Q (4613.360000 sec): 3 clusters Score: Raw -3918367.164759 + Penalty 5000.303521 = -3913366.861238 nChanged 9 SP:Iteration 54Q (4613.430000 sec): 3 clusters Score: Raw -3918372.295634 + Penalty 5000.303521 = -3913371.992113 nChanged 10 SP:Iteration 55Q (4613.500000 sec): 3 clusters Score: Raw -3918377.352064 + Penalty 5000.303521 = -3913377.048544 nChanged 8 SP:Iteration 56Q (4613.570000 sec): 3 clusters Score: Raw -3918382.769156 + Penalty 5000.303521 = -3913382.465635 nChanged 6 SP:Iteration 57Q (4613.640000 sec): 3 clusters Score: Raw -3918386.209400 + Penalty 5000.303521 = -3913385.905879 nChanged 2 SP:Iteration 58Q (4613.710000 sec): 3 clusters Score: Raw -3918387.091573 + Penalty 5000.303521 = -3913386.788052 nChanged 3 SP:Iteration 59Q (4613.780000 sec): 3 clusters Score: Raw -3918389.050698 + Penalty 5000.303521 = -3913388.747178 nChanged 6 SP:Iteration 60F (4613.880000 sec): 3 clusters Score: Raw -3918392.425209 + Penalty 5000.303521 = -3913392.121688 nChanged 1 SP:Iteration 61Q (4613.940000 sec): 3 clusters Score: Raw -3918393.376513 + Penalty 5000.303521 = -3913393.072993 nChanged 0 SP:Iteration 62F (4614.040000 sec): 3 clusters Score: Raw -3918393.376513 + Penalty 5000.303521 = -3913393.072993 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.060000 sec): 2 clusters Score: Raw -121794.854867 + Penalty 1655.916698 = -120138.938169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.070000 sec): 3 clusters Score: Raw -121665.178525 + Penalty 3311.833397 = -118353.345128 nChanged 207 SP:Iteration 1F (4614.070000 sec): 3 clusters Score: Raw -122019.750042 + Penalty 3311.833397 = -118707.916646 nChanged 75 SP:Iteration 2F (4614.070000 sec): 3 clusters Score: Raw -122291.405776 + Penalty 3311.833397 = -118979.572379 nChanged 70 SP:Iteration 3F (4614.080000 sec): 3 clusters Score: Raw -122797.107650 + Penalty 3311.833397 = -119485.274254 nChanged 67 SP:Iteration 4F (4614.080000 sec): 3 clusters Score: Raw -123365.910708 + Penalty 3311.833397 = -120054.077311 nChanged 49 SP:Iteration 5F (4614.080000 sec): 3 clusters Score: Raw -123579.086035 + Penalty 3311.833397 = -120267.252638 nChanged 28 SP:Iteration 6Q (4614.090000 sec): 3 clusters Score: Raw -123702.722368 + Penalty 3311.833397 = -120390.888972 nChanged 13 SP:Iteration 7Q (4614.090000 sec): 3 clusters Score: Raw -123735.673320 + Penalty 3311.833397 = -120423.839924 nChanged 6 SP:Iteration 8Q (4614.090000 sec): 3 clusters Score: Raw -123753.824795 + Penalty 3311.833397 = -120441.991399 nChanged 5 SP:Iteration 9Q (4614.090000 sec): 3 clusters Score: Raw -123766.098823 + Penalty 3311.833397 = -120454.265426 nChanged 0 SP:Iteration 10F (4614.100000 sec): 3 clusters Score: Raw -123766.098823 + Penalty 3311.833397 = -120454.265426 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.120000 sec): 2 clusters Score: Raw -258195.073634 + Penalty 1829.839161 = -256365.234473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.120000 sec): 3 clusters Score: Raw -257686.466763 + Penalty 3659.678322 = -254026.788442 nChanged 480 SP:Iteration 1F (4614.130000 sec): 3 clusters Score: Raw -258133.616724 + Penalty 3659.678322 = -254473.938402 nChanged 126 SP:Iteration 2F (4614.140000 sec): 3 clusters Score: Raw -258270.115500 + Penalty 3659.678322 = -254610.437179 nChanged 80 SP:Iteration 3Q (4614.150000 sec): 3 clusters Score: Raw -258366.129185 + Penalty 3659.678322 = -254706.450864 nChanged 66 SP:Iteration 4Q (4614.150000 sec): 3 clusters Score: Raw -258444.428877 + Penalty 3659.678322 = -254784.750555 nChanged 52 SP:Iteration 5Q (4614.160000 sec): 3 clusters Score: Raw -258513.235444 + Penalty 3659.678322 = -254853.557122 nChanged 62 SP:Iteration 6Q (4614.160000 sec): 3 clusters Score: Raw -258593.199158 + Penalty 3659.678322 = -254933.520837 nChanged 60 SP:Iteration 7Q (4614.170000 sec): 3 clusters Score: Raw -258670.211913 + Penalty 3659.678322 = -255010.533591 nChanged 46 SP:Iteration 8Q (4614.180000 sec): 3 clusters Score: Raw -258721.009049 + Penalty 3659.678322 = -255061.330728 nChanged 34 SP:Iteration 9Q (4614.180000 sec): 3 clusters Score: Raw -258774.862656 + Penalty 3659.678322 = -255115.184334 nChanged 32 SP:Iteration 10Q (4614.190000 sec): 3 clusters Score: Raw -258816.219617 + Penalty 3659.678322 = -255156.541295 nChanged 21 SP:Iteration 11Q (4614.200000 sec): 3 clusters Score: Raw -258842.926012 + Penalty 3659.678322 = -255183.247690 nChanged 26 SP:Iteration 12Q (4614.200000 sec): 3 clusters Score: Raw -258875.537266 + Penalty 3659.678322 = -255215.858945 nChanged 24 SP:Iteration 13Q (4614.210000 sec): 3 clusters Score: Raw -258907.465126 + Penalty 3659.678322 = -255247.786804 nChanged 17 SP:Iteration 14Q (4614.220000 sec): 3 clusters Score: Raw -258939.506935 + Penalty 3659.678322 = -255279.828614 nChanged 20 SP:Iteration 15Q (4614.220000 sec): 3 clusters Score: Raw -258991.377042 + Penalty 3659.678322 = -255331.698720 nChanged 33 SP:Iteration 16Q (4614.230000 sec): 3 clusters Score: Raw -259117.851385 + Penalty 3659.678322 = -255458.173063 nChanged 39 SP:Iteration 17Q (4614.240000 sec): 3 clusters Score: Raw -259230.012673 + Penalty 3659.678322 = -255570.334352 nChanged 34 SP:Iteration 18Q (4614.240000 sec): 3 clusters Score: Raw -259330.406114 + Penalty 3659.678322 = -255670.727792 nChanged 37 SP:Iteration 19Q (4614.250000 sec): 3 clusters Score: Raw -259429.608737 + Penalty 3659.678322 = -255769.930415 nChanged 43 SP:Iteration 20F (4614.260000 sec): 3 clusters Score: Raw -259543.733377 + Penalty 3659.678322 = -255884.055055 nChanged 32 SP:Iteration 21Q (4614.260000 sec): 3 clusters Score: Raw -259666.649513 + Penalty 3659.678322 = -256006.971191 nChanged 40 SP:Iteration 22Q (4614.260000 sec): 3 clusters Score: Raw -259817.166011 + Penalty 3659.678322 = -256157.487689 nChanged 36 SP:Iteration 23Q (4614.270000 sec): 3 clusters Score: Raw -259946.302458 + Penalty 3659.678322 = -256286.624137 nChanged 38 SP:Iteration 24Q (4614.280000 sec): 3 clusters Score: Raw -260041.361119 + Penalty 3659.678322 = -256381.682798 nChanged 18 SP:Iteration 25Q (4614.280000 sec): 3 clusters Score: Raw -260079.033873 + Penalty 3659.678322 = -256419.355552 nChanged 16 SP:Iteration 26Q (4614.290000 sec): 3 clusters Score: Raw -260114.048533 + Penalty 3659.678322 = -256454.370212 nChanged 12 SP:Iteration 27Q (4614.290000 sec): 3 clusters Score: Raw -260135.696381 + Penalty 3659.678322 = -256476.018059 nChanged 5 SP:Iteration 28Q (4614.300000 sec): 3 clusters Score: Raw -260143.185428 + Penalty 3659.678322 = -256483.507106 nChanged 4 SP:Iteration 29Q (4614.300000 sec): 3 clusters Score: Raw -260148.873804 + Penalty 3659.678322 = -256489.195483 nChanged 3 SP:Iteration 30Q (4614.310000 sec): 3 clusters Score: Raw -260155.145354 + Penalty 3659.678322 = -256495.467032 nChanged 3 SP:Iteration 31Q (4614.310000 sec): 3 clusters Score: Raw -260161.658777 + Penalty 3659.678322 = -256501.980455 nChanged 5 SP:Iteration 32Q (4614.320000 sec): 3 clusters Score: Raw -260173.804833 + Penalty 3659.678322 = -256514.126511 nChanged 3 SP:Iteration 33Q (4614.320000 sec): 3 clusters Score: Raw -260184.628324 + Penalty 3659.678322 = -256524.950003 nChanged 4 SP:Iteration 34Q (4614.330000 sec): 3 clusters Score: Raw -260190.174477 + Penalty 3659.678322 = -256530.496155 nChanged 2 SP:Iteration 35Q (4614.330000 sec): 3 clusters Score: Raw -260192.406401 + Penalty 3659.678322 = -256532.728079 nChanged 2 SP:Iteration 36Q (4614.340000 sec): 3 clusters Score: Raw -260195.293912 + Penalty 3659.678322 = -256535.615590 nChanged 2 SP:Iteration 37Q (4614.340000 sec): 3 clusters Score: Raw -260198.332071 + Penalty 3659.678322 = -256538.653749 nChanged 1 SP:Iteration 38Q (4614.340000 sec): 3 clusters Score: Raw -260199.349933 + Penalty 3659.678322 = -256539.671611 nChanged 2 SP:Iteration 39Q (4614.350000 sec): 3 clusters Score: Raw -260201.518496 + Penalty 3659.678322 = -256541.840175 nChanged 1 SP:Iteration 40F (4614.360000 sec): 3 clusters Score: Raw -260202.301863 + Penalty 3659.678322 = -256542.623541 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.380000 sec): 2 clusters Score: Raw -184955.513395 + Penalty 1730.365773 = -183225.147623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.380000 sec): 3 clusters Score: Raw -184679.244808 + Penalty 3460.731545 = -181218.513262 nChanged 271 SP:Iteration 1F (4614.380000 sec): 3 clusters Score: Raw -184985.377843 + Penalty 3460.731545 = -181524.646297 nChanged 81 SP:Iteration 2F (4614.390000 sec): 3 clusters Score: Raw -185084.351427 + Penalty 3460.731545 = -181623.619882 nChanged 35 SP:Iteration 3Q (4614.400000 sec): 3 clusters Score: Raw -185133.367675 + Penalty 3460.731545 = -181672.636129 nChanged 27 SP:Iteration 4Q (4614.400000 sec): 3 clusters Score: Raw -185164.613013 + Penalty 3460.731545 = -181703.881468 nChanged 15 SP:Iteration 5Q (4614.400000 sec): 3 clusters Score: Raw -185182.447316 + Penalty 3460.731545 = -181721.715771 nChanged 9 SP:Iteration 6Q (4614.410000 sec): 3 clusters Score: Raw -185194.593486 + Penalty 3460.731545 = -181733.861941 nChanged 7 SP:Iteration 7Q (4614.410000 sec): 3 clusters Score: Raw -185206.063320 + Penalty 3460.731545 = -181745.331775 nChanged 4 SP:Iteration 8Q (4614.420000 sec): 3 clusters Score: Raw -185211.474608 + Penalty 3460.731545 = -181750.743063 nChanged 6 SP:Iteration 9Q (4614.420000 sec): 3 clusters Score: Raw -185219.685854 + Penalty 3460.731545 = -181758.954309 nChanged 2 SP:Iteration 10Q (4614.420000 sec): 3 clusters Score: Raw -185221.657524 + Penalty 3460.731545 = -181760.925979 nChanged 3 SP:Iteration 11Q (4614.430000 sec): 3 clusters Score: Raw -185226.706221 + Penalty 3460.731545 = -181765.974675 nChanged 6 SP:Iteration 12Q (4614.430000 sec): 3 clusters Score: Raw -185232.206421 + Penalty 3460.731545 = -181771.474876 nChanged 2 SP:Iteration 13Q (4614.440000 sec): 3 clusters Score: Raw -185233.671799 + Penalty 3460.731545 = -181772.940254 nChanged 2 SP:Iteration 14Q (4614.440000 sec): 3 clusters Score: Raw -185235.741456 + Penalty 3460.731545 = -181775.009911 nChanged 5 SP:Iteration 15Q (4614.450000 sec): 3 clusters Score: Raw -185246.337210 + Penalty 3460.731545 = -181785.605665 nChanged 8 SP:Iteration 16Q (4614.450000 sec): 3 clusters Score: Raw -185263.628575 + Penalty 3460.731545 = -181802.897030 nChanged 5 SP:Iteration 17Q (4614.460000 sec): 3 clusters Score: Raw -185270.101851 + Penalty 3460.731545 = -181809.370306 nChanged 8 SP:Iteration 18Q (4614.460000 sec): 3 clusters Score: Raw -185283.653927 + Penalty 3460.731545 = -181822.922382 nChanged 5 SP:Iteration 19Q (4614.460000 sec): 3 clusters Score: Raw -185292.346020 + Penalty 3460.731545 = -181831.614474 nChanged 6 SP:Iteration 20F (4614.470000 sec): 3 clusters Score: Raw -185304.794404 + Penalty 3460.731545 = -181844.062859 nChanged 7 SP:Iteration 21Q (4614.470000 sec): 3 clusters Score: Raw -185313.650049 + Penalty 3460.731545 = -181852.918504 nChanged 4 SP:Iteration 22Q (4614.480000 sec): 3 clusters Score: Raw -185317.699384 + Penalty 3460.731545 = -181856.967839 nChanged 4 SP:Iteration 23Q (4614.480000 sec): 3 clusters Score: Raw -185323.437478 + Penalty 3460.731545 = -181862.705932 nChanged 7 SP:Iteration 24Q (4614.480000 sec): 3 clusters Score: Raw -185331.970806 + Penalty 3460.731545 = -181871.239261 nChanged 5 SP:Iteration 25Q (4614.490000 sec): 3 clusters Score: Raw -185336.990153 + Penalty 3460.731545 = -181876.258608 nChanged 3 SP:Iteration 26Q (4614.490000 sec): 3 clusters Score: Raw -185339.444246 + Penalty 3460.731545 = -181878.712701 nChanged 2 SP:Iteration 27Q (4614.500000 sec): 3 clusters Score: Raw -185340.963007 + Penalty 3460.731545 = -181880.231462 nChanged 2 SP:Iteration 28Q (4614.500000 sec): 3 clusters Score: Raw -185343.966422 + Penalty 3460.731545 = -181883.234876 nChanged 1 SP:Iteration 29Q (4614.510000 sec): 3 clusters Score: Raw -185345.815511 + Penalty 3460.731545 = -181885.083965 nChanged 1 SP:Iteration 30Q (4614.510000 sec): 3 clusters Score: Raw -185346.443952 + Penalty 3460.731545 = -181885.712406 nChanged 2 SP:Iteration 31Q (4614.520000 sec): 3 clusters Score: Raw -185347.452627 + Penalty 3460.731545 = -181886.721082 nChanged 2 SP:Iteration 32Q (4614.520000 sec): 3 clusters Score: Raw -185354.204696 + Penalty 3460.731545 = -181893.473150 nChanged 6 SP:Iteration 33Q (4614.520000 sec): 3 clusters Score: Raw -185361.427083 + Penalty 3460.731545 = -181900.695538 nChanged 4 SP:Iteration 34Q (4614.530000 sec): 3 clusters Score: Raw -185365.794158 + Penalty 3460.731545 = -181905.062613 nChanged 6 SP:Iteration 35Q (4614.530000 sec): 3 clusters Score: Raw -185372.778529 + Penalty 3460.731545 = -181912.046984 nChanged 3 SP:Iteration 36Q (4614.540000 sec): 3 clusters Score: Raw -185376.650748 + Penalty 3460.731545 = -181915.919203 nChanged 2 SP:Iteration 37Q (4614.540000 sec): 3 clusters Score: Raw -185378.500058 + Penalty 3460.731545 = -181917.768512 nChanged 2 SP:Iteration 38Q (4614.540000 sec): 3 clusters Score: Raw -185380.930525 + Penalty 3460.731545 = -181920.198980 nChanged 2 SP:Iteration 39Q (4614.550000 sec): 3 clusters Score: Raw -185382.126777 + Penalty 3460.731545 = -181921.395232 nChanged 0 SP:Iteration 40F (4614.550000 sec): 3 clusters Score: Raw -185382.126777 + Penalty 3460.731545 = -181921.395232 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.560000 sec): 2 clusters Score: Raw -283848.653340 + Penalty 1829.994016 = -282018.659325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.570000 sec): 3 clusters Score: Raw -283301.229000 + Penalty 3659.988031 = -279641.240968 nChanged 490 SP:Iteration 1F (4614.580000 sec): 3 clusters Score: Raw -283722.185477 + Penalty 3659.988031 = -280062.197446 nChanged 117 SP:Iteration 2F (4614.580000 sec): 3 clusters Score: Raw -283827.094261 + Penalty 3659.988031 = -280167.106230 nChanged 67 SP:Iteration 3Q (4614.590000 sec): 3 clusters Score: Raw -283891.171210 + Penalty 3659.988031 = -280231.183179 nChanged 40 SP:Iteration 4Q (4614.600000 sec): 3 clusters Score: Raw -283930.465056 + Penalty 3659.988031 = -280270.477025 nChanged 18 SP:Iteration 5Q (4614.600000 sec): 3 clusters Score: Raw -283944.940338 + Penalty 3659.988031 = -280284.952307 nChanged 28 SP:Iteration 6Q (4614.610000 sec): 3 clusters Score: Raw -283974.897440 + Penalty 3659.988031 = -280314.909409 nChanged 23 SP:Iteration 7Q (4614.620000 sec): 3 clusters Score: Raw -283991.596102 + Penalty 3659.988031 = -280331.608070 nChanged 16 SP:Iteration 8Q (4614.620000 sec): 3 clusters Score: Raw -284009.083787 + Penalty 3659.988031 = -280349.095756 nChanged 6 SP:Iteration 9Q (4614.630000 sec): 3 clusters Score: Raw -284016.492536 + Penalty 3659.988031 = -280356.504505 nChanged 4 SP:Iteration 10Q (4614.640000 sec): 3 clusters Score: Raw -284019.141176 + Penalty 3659.988031 = -280359.153145 nChanged 2 SP:Iteration 11Q (4614.640000 sec): 3 clusters Score: Raw -284021.921132 + Penalty 3659.988031 = -280361.933101 nChanged 3 SP:Iteration 12Q (4614.650000 sec): 3 clusters Score: Raw -284023.681271 + Penalty 3659.988031 = -280363.693240 nChanged 1 SP:Iteration 13Q (4614.660000 sec): 3 clusters Score: Raw -284024.346075 + Penalty 3659.988031 = -280364.358044 nChanged 1 SP:Iteration 14Q (4614.660000 sec): 3 clusters Score: Raw -284025.517137 + Penalty 3659.988031 = -280365.529106 nChanged 3 SP:Iteration 15Q (4614.670000 sec): 3 clusters Score: Raw -284028.328112 + Penalty 3659.988031 = -280368.340080 nChanged 3 SP:Iteration 16Q (4614.680000 sec): 3 clusters Score: Raw -284029.622988 + Penalty 3659.988031 = -280369.634957 nChanged 3 SP:Iteration 17Q (4614.680000 sec): 3 clusters Score: Raw -284031.836073 + Penalty 3659.988031 = -280371.848042 nChanged 3 SP:Iteration 18Q (4614.690000 sec): 3 clusters Score: Raw -284036.404219 + Penalty 3659.988031 = -280376.416187 nChanged 3 SP:Iteration 19Q (4614.700000 sec): 3 clusters Score: Raw -284038.577398 + Penalty 3659.988031 = -280378.589367 nChanged 2 SP:Iteration 20F (4614.700000 sec): 3 clusters Score: Raw -284039.955460 + Penalty 3659.988031 = -280379.967429 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.710000 sec): 2 clusters Score: Raw -49913.435847 + Penalty 1591.754504 = -48321.681343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.720000 sec): 3 clusters Score: Raw -50172.925306 + Penalty 3183.509008 = -46989.416298 nChanged 183 SP:Iteration 1F (4614.720000 sec): 3 clusters Score: Raw -50746.863442 + Penalty 3183.509008 = -47563.354434 nChanged 56 SP:Iteration 2F (4614.720000 sec): 3 clusters Score: Raw -50912.741487 + Penalty 3183.509008 = -47729.232478 nChanged 16 SP:Iteration 3Q (4614.720000 sec): 3 clusters Score: Raw -50969.184015 + Penalty 3183.509008 = -47785.675007 nChanged 10 SP:Iteration 4Q (4614.720000 sec): 3 clusters Score: Raw -51003.309946 + Penalty 3183.509008 = -47819.800938 nChanged 3 SP:Iteration 5Q (4614.730000 sec): 3 clusters Score: Raw -51006.308951 + Penalty 3183.509008 = -47822.799942 nChanged 1 SP:Iteration 6Q (4614.730000 sec): 3 clusters Score: Raw -51008.482986 + Penalty 3183.509008 = -47824.973978 nChanged 2 SP:Iteration 7Q (4614.730000 sec): 3 clusters Score: Raw -51011.450189 + Penalty 3183.509008 = -47827.941181 nChanged 2 SP:Iteration 8Q (4614.730000 sec): 3 clusters Score: Raw -51019.188048 + Penalty 3183.509008 = -47835.679039 nChanged 3 SP:Iteration 9Q (4614.740000 sec): 3 clusters Score: Raw -51025.184043 + Penalty 3183.509008 = -47841.675035 nChanged 3 SP:Iteration 10Q (4614.740000 sec): 3 clusters Score: Raw -51034.249067 + Penalty 3183.509008 = -47850.740059 nChanged 1 SP:Iteration 11Q (4614.740000 sec): 3 clusters Score: Raw -51037.227970 + Penalty 3183.509008 = -47853.718961 nChanged 2 SP:Iteration 12Q (4614.740000 sec): 3 clusters Score: Raw -51039.468132 + Penalty 3183.509008 = -47855.959124 nChanged 0 SP:Iteration 13F (4614.740000 sec): 3 clusters Score: Raw -51039.468132 + Penalty 3183.509008 = -47855.959124 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (19459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4614.830000 sec): 2 clusters Score: Raw -3404655.688023 + Penalty 2449.264112 = -3402206.423911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.910000 sec): 3 clusters Score: Raw -3393289.998101 + Penalty 4898.528224 = -3388391.469877 nChanged 8613 SP:Iteration 1F (4614.990000 sec): 3 clusters Score: Raw -3397972.983271 + Penalty 4898.528224 = -3393074.455047 nChanged 1096 SP:Iteration 2F (4615.070000 sec): 3 clusters Score: Raw -3398434.976423 + Penalty 4898.528224 = -3393536.448199 nChanged 980 SP:Iteration 3F (4615.150000 sec): 3 clusters Score: Raw -3398873.251155 + Penalty 4898.528224 = -3393974.722931 nChanged 996 SP:Iteration 4F (4615.230000 sec): 3 clusters Score: Raw -3399365.430034 + Penalty 4898.528224 = -3394466.901810 nChanged 991 SP:Iteration 5F (4615.310000 sec): 3 clusters Score: Raw -3399917.087183 + Penalty 4898.528224 = -3395018.558960 nChanged 1052 SP:Iteration 6F (4615.390000 sec): 3 clusters Score: Raw -3400503.023607 + Penalty 4898.528224 = -3395604.495383 nChanged 1024 SP:Iteration 7F (4615.470000 sec): 3 clusters Score: Raw -3401040.419752 + Penalty 4898.528224 = -3396141.891529 nChanged 984 SP:Iteration 8F (4615.550000 sec): 3 clusters Score: Raw -3401529.325491 + Penalty 4898.528224 = -3396630.797267 nChanged 868 SP:Iteration 9Q (4615.630000 sec): 3 clusters Score: Raw -3401950.298042 + Penalty 4898.528224 = -3397051.769818 nChanged 752 SP:Iteration 10Q (4615.710000 sec): 3 clusters Score: Raw -3402269.037315 + Penalty 4898.528224 = -3397370.509092 nChanged 629 SP:Iteration 11Q (4615.790000 sec): 3 clusters Score: Raw -3402551.989970 + Penalty 4898.528224 = -3397653.461746 nChanged 525 SP:Iteration 12Q (4615.870000 sec): 3 clusters Score: Raw -3402780.218303 + Penalty 4898.528224 = -3397881.690079 nChanged 461 SP:Iteration 13Q (4615.950000 sec): 3 clusters Score: Raw -3402965.090375 + Penalty 4898.528224 = -3398066.562151 nChanged 430 SP:Iteration 14Q (4616.030000 sec): 3 clusters Score: Raw -3403141.102486 + Penalty 4898.528224 = -3398242.574263 nChanged 417 SP:Iteration 15Q (4616.110000 sec): 3 clusters Score: Raw -3403321.441749 + Penalty 4898.528224 = -3398422.913525 nChanged 398 SP:Iteration 16Q (4616.190000 sec): 3 clusters Score: Raw -3403510.743713 + Penalty 4898.528224 = -3398612.215490 nChanged 397 SP:Iteration 17Q (4616.270000 sec): 3 clusters Score: Raw -3403720.123775 + Penalty 4898.528224 = -3398821.595551 nChanged 392 SP:Iteration 18Q (4616.350000 sec): 3 clusters Score: Raw -3403946.844960 + Penalty 4898.528224 = -3399048.316737 nChanged 390 SP:Iteration 19Q (4616.430000 sec): 3 clusters Score: Raw -3404183.795022 + Penalty 4898.528224 = -3399285.266798 nChanged 360 SP:Iteration 20F (4616.510000 sec): 3 clusters Score: Raw -3404419.426622 + Penalty 4898.528224 = -3399520.898398 nChanged 318 SP:Iteration 21Q (4616.590000 sec): 3 clusters Score: Raw -3404650.662493 + Penalty 4898.528224 = -3399752.134269 nChanged 288 SP:Iteration 22Q (4616.660000 sec): 3 clusters Score: Raw -3404859.855017 + Penalty 4898.528224 = -3399961.326793 nChanged 249 SP:Iteration 23Q (4616.740000 sec): 3 clusters Score: Raw -3405044.563699 + Penalty 4898.528224 = -3400146.035475 nChanged 247 SP:Iteration 24Q (4616.810000 sec): 3 clusters Score: Raw -3405223.820046 + Penalty 4898.528224 = -3400325.291823 nChanged 214 SP:Iteration 25Q (4616.880000 sec): 3 clusters Score: Raw -3405351.900337 + Penalty 4898.528224 = -3400453.372114 nChanged 178 SP:Iteration 26Q (4616.950000 sec): 3 clusters Score: Raw -3405450.900095 + Penalty 4898.528224 = -3400552.371872 nChanged 136 SP:Iteration 27Q (4617.020000 sec): 3 clusters Score: Raw -3405525.036815 + Penalty 4898.528224 = -3400626.508591 nChanged 118 SP:Iteration 28Q (4617.090000 sec): 3 clusters Score: Raw -3405586.704845 + Penalty 4898.528224 = -3400688.176621 nChanged 107 SP:Iteration 29Q (4617.160000 sec): 3 clusters Score: Raw -3405631.031861 + Penalty 4898.528224 = -3400732.503638 nChanged 85 SP:Iteration 30Q (4617.230000 sec): 3 clusters Score: Raw -3405669.532970 + Penalty 4898.528224 = -3400771.004746 nChanged 80 SP:Iteration 31Q (4617.300000 sec): 3 clusters Score: Raw -3405698.061912 + Penalty 4898.528224 = -3400799.533689 nChanged 65 SP:Iteration 32Q (4617.360000 sec): 3 clusters Score: Raw -3405726.091360 + Penalty 4898.528224 = -3400827.563136 nChanged 59 SP:Iteration 33Q (4617.430000 sec): 3 clusters Score: Raw -3405753.623047 + Penalty 4898.528224 = -3400855.094823 nChanged 55 SP:Iteration 34Q (4617.500000 sec): 3 clusters Score: Raw -3405777.016335 + Penalty 4898.528224 = -3400878.488111 nChanged 54 SP:Iteration 35Q (4617.560000 sec): 3 clusters Score: Raw -3405795.519374 + Penalty 4898.528224 = -3400896.991150 nChanged 37 SP:Iteration 36Q (4617.630000 sec): 3 clusters Score: Raw -3405809.110909 + Penalty 4898.528224 = -3400910.582685 nChanged 31 SP:Iteration 37Q (4617.700000 sec): 3 clusters Score: Raw -3405819.467582 + Penalty 4898.528224 = -3400920.939359 nChanged 38 SP:Iteration 38Q (4617.760000 sec): 3 clusters Score: Raw -3405831.765960 + Penalty 4898.528224 = -3400933.237736 nChanged 40 SP:Iteration 39Q (4617.830000 sec): 3 clusters Score: Raw -3405844.368649 + Penalty 4898.528224 = -3400945.840425 nChanged 34 SP:Iteration 40F (4617.910000 sec): 3 clusters Score: Raw -3405858.014293 + Penalty 4898.528224 = -3400959.486070 nChanged 35 SP:Iteration 41Q (4617.980000 sec): 3 clusters Score: Raw -3405869.280108 + Penalty 4898.528224 = -3400970.751885 nChanged 28 SP:Iteration 42Q (4618.050000 sec): 3 clusters Score: Raw -3405877.315245 + Penalty 4898.528224 = -3400978.787022 nChanged 15 SP:Iteration 43Q (4618.120000 sec): 3 clusters Score: Raw -3405881.408979 + Penalty 4898.528224 = -3400982.880755 nChanged 12 SP:Iteration 44Q (4618.190000 sec): 3 clusters Score: Raw -3405883.867366 + Penalty 4898.528224 = -3400985.339142 nChanged 12 SP:Iteration 45Q (4618.250000 sec): 3 clusters Score: Raw -3405886.156254 + Penalty 4898.528224 = -3400987.628030 nChanged 9 SP:Iteration 46Q (4618.320000 sec): 3 clusters Score: Raw -3405888.381482 + Penalty 4898.528224 = -3400989.853258 nChanged 8 SP:Iteration 47Q (4618.380000 sec): 3 clusters Score: Raw -3405890.918908 + Penalty 4898.528224 = -3400992.390684 nChanged 9 SP:Iteration 48Q (4618.450000 sec): 3 clusters Score: Raw -3405893.064802 + Penalty 4898.528224 = -3400994.536579 nChanged 9 SP:Iteration 49Q (4618.520000 sec): 3 clusters Score: Raw -3405896.257976 + Penalty 4898.528224 = -3400997.729753 nChanged 9 SP:Iteration 50Q (4618.580000 sec): 3 clusters Score: Raw -3405898.712155 + Penalty 4898.528224 = -3401000.183931 nChanged 4 SP:Iteration 51Q (4618.640000 sec): 3 clusters Score: Raw -3405899.621339 + Penalty 4898.528224 = -3401001.093116 nChanged 1 SP:Iteration 52Q (4618.710000 sec): 3 clusters Score: Raw -3405899.834451 + Penalty 4898.528224 = -3401001.306227 nChanged 0 SP:Iteration 53F (4618.790000 sec): 3 clusters Score: Raw -3405899.834451 + Penalty 4898.528224 = -3401001.306227 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.810000 sec): 2 clusters Score: Raw -169592.141115 + Penalty 1698.831289 = -167893.309826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.810000 sec): 3 clusters Score: Raw -169441.411221 + Penalty 3397.662578 = -166043.748643 nChanged 247 SP:Iteration 1F (4618.820000 sec): 3 clusters Score: Raw -169721.780149 + Penalty 3397.662578 = -166324.117570 nChanged 55 SP:Iteration 2F (4618.820000 sec): 3 clusters Score: Raw -169812.647455 + Penalty 3397.662578 = -166414.984876 nChanged 38 SP:Iteration 3Q (4618.820000 sec): 3 clusters Score: Raw -169920.293141 + Penalty 3397.662578 = -166522.630562 nChanged 45 SP:Iteration 4Q (4618.830000 sec): 3 clusters Score: Raw -170025.067853 + Penalty 3397.662578 = -166627.405274 nChanged 47 SP:Iteration 5Q (4618.830000 sec): 3 clusters Score: Raw -170162.587180 + Penalty 3397.662578 = -166764.924602 nChanged 51 SP:Iteration 6F (4618.840000 sec): 3 clusters Score: Raw -170290.263402 + Penalty 3397.662578 = -166892.600823 nChanged 51 SP:Iteration 7F (4618.840000 sec): 3 clusters Score: Raw -170430.782247 + Penalty 3397.662578 = -167033.119669 nChanged 36 SP:Iteration 8Q (4618.840000 sec): 3 clusters Score: Raw -170502.935807 + Penalty 3397.662578 = -167105.273228 nChanged 22 SP:Iteration 9Q (4618.850000 sec): 3 clusters Score: Raw -170550.898730 + Penalty 3397.662578 = -167153.236152 nChanged 16 SP:Iteration 10Q (4618.850000 sec): 3 clusters Score: Raw -170584.197850 + Penalty 3397.662578 = -167186.535272 nChanged 8 SP:Iteration 11Q (4618.860000 sec): 3 clusters Score: Raw -170599.338582 + Penalty 3397.662578 = -167201.676004 nChanged 7 SP:Iteration 12Q (4618.860000 sec): 3 clusters Score: Raw -170612.332079 + Penalty 3397.662578 = -167214.669501 nChanged 7 SP:Iteration 13Q (4618.860000 sec): 3 clusters Score: Raw -170625.142248 + Penalty 3397.662578 = -167227.479670 nChanged 6 SP:Iteration 14Q (4618.860000 sec): 3 clusters Score: Raw -170642.984069 + Penalty 3397.662578 = -167245.321491 nChanged 4 SP:Iteration 15Q (4618.870000 sec): 3 clusters Score: Raw -170651.619502 + Penalty 3397.662578 = -167253.956923 nChanged 4 SP:Iteration 16Q (4618.870000 sec): 3 clusters Score: Raw -170657.378752 + Penalty 3397.662578 = -167259.716174 nChanged 3 SP:Iteration 17Q (4618.880000 sec): 3 clusters Score: Raw -170661.908435 + Penalty 3397.662578 = -167264.245857 nChanged 0 SP:Iteration 18F (4618.880000 sec): 3 clusters Score: Raw -170661.908435 + Penalty 3397.662578 = -167264.245857 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.890000 sec): 2 clusters Score: Raw -78740.878911 + Penalty 1585.610507 = -77155.268404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.890000 sec): 3 clusters Score: Raw -78888.162303 + Penalty 3171.221014 = -75716.941289 nChanged 163 SP:Iteration 1F (4618.890000 sec): 3 clusters Score: Raw -79586.154735 + Penalty 3171.221014 = -76414.933721 nChanged 80 SP:Iteration 2F (4618.900000 sec): 3 clusters Score: Raw -80171.615930 + Penalty 3171.221014 = -77000.394916 nChanged 39 SP:Iteration 3F (4618.900000 sec): 3 clusters Score: Raw -80376.200714 + Penalty 3171.221014 = -77204.979700 nChanged 19 SP:Iteration 4Q (4618.900000 sec): 3 clusters Score: Raw -80431.867316 + Penalty 3171.221014 = -77260.646302 nChanged 13 SP:Iteration 5Q (4618.900000 sec): 3 clusters Score: Raw -80469.151531 + Penalty 3171.221014 = -77297.930518 nChanged 15 SP:Iteration 6Q (4618.900000 sec): 3 clusters Score: Raw -80550.282134 + Penalty 3171.221014 = -77379.061120 nChanged 24 SP:Iteration 7Q (4618.910000 sec): 3 clusters Score: Raw -80746.607513 + Penalty 3171.221014 = -77575.386499 nChanged 9 SP:Iteration 8Q (4618.910000 sec): 3 clusters Score: Raw -80935.184979 + Penalty 3171.221014 = -77763.963965 nChanged 3 SP:Iteration 9Q (4618.910000 sec): 3 clusters Score: Raw -80938.640585 + Penalty 3171.221014 = -77767.419571 nChanged 0 SP:Iteration 10F (4618.910000 sec): 3 clusters Score: Raw -80938.640585 + Penalty 3171.221014 = -77767.419571 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (340196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4620.220000 sec): 2 clusters Score: Raw -59109662.952499 + Penalty 3158.844746 = -59106504.107754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4621.670000 sec): 3 clusters Score: Raw -58883566.217750 + Penalty 6317.689492 = -58877248.528258 nChanged 165336 SP:Iteration 1F (4623.110000 sec): 3 clusters Score: Raw -58982112.528191 + Penalty 6317.689492 = -58975794.838700 nChanged 7815 SP:Iteration 2Q (4624.570000 sec): 3 clusters Score: Raw -58983587.884686 + Penalty 6317.689492 = -58977270.195194 nChanged 8367 SP:Iteration 3Q (4626.040000 sec): 3 clusters Score: Raw -58985539.597729 + Penalty 6317.689492 = -58979221.908237 nChanged 9598 SP:Iteration 4Q (4627.530000 sec): 3 clusters Score: Raw -58988332.293950 + Penalty 6317.689492 = -58982014.604458 nChanged 11801 SP:Iteration 5Q (4629.010000 sec): 3 clusters Score: Raw -58992862.794008 + Penalty 6317.689492 = -58986545.104516 nChanged 15721 SP:Iteration 6Q (4630.510000 sec): 3 clusters Score: Raw -59000695.688594 + Penalty 6317.689492 = -58994377.999102 nChanged 21198 SP:Iteration 7F (4631.960000 sec): 3 clusters Score: Raw -59014167.687899 + Penalty 6317.689492 = -59007849.998407 nChanged 26724 SP:Iteration 8F (4633.390000 sec): 3 clusters Score: Raw -59035065.621985 + Penalty 6317.689492 = -59028747.932493 nChanged 29316 SP:Iteration 9F (4634.830000 sec): 3 clusters Score: Raw -59061373.160164 + Penalty 6317.689492 = -59055055.470672 nChanged 25262 SP:Iteration 10F (4636.290000 sec): 3 clusters Score: Raw -59085176.024270 + Penalty 6317.689492 = -59078858.334779 nChanged 15442 SP:Iteration 11Q (4637.640000 sec): 3 clusters Score: Raw -59099471.260381 + Penalty 6317.689492 = -59093153.570889 nChanged 7136 SP:Iteration 12Q (4638.850000 sec): 3 clusters Score: Raw -59105855.431270 + Penalty 6317.689492 = -59099537.741778 nChanged 2828 SP:Iteration 13Q (4639.950000 sec): 3 clusters Score: Raw -59108174.749270 + Penalty 6317.689492 = -59101857.059778 nChanged 1319 SP:Iteration 14Q (4641.010000 sec): 3 clusters Score: Raw -59109109.917810 + Penalty 6317.689492 = -59102792.228319 nChanged 745 SP:Iteration 15Q (4642.030000 sec): 3 clusters Score: Raw -59109548.677853 + Penalty 6317.689492 = -59103230.988361 nChanged 473 SP:Iteration 16Q (4643.040000 sec): 3 clusters Score: Raw -59109785.232705 + Penalty 6317.689492 = -59103467.543213 nChanged 308 SP:Iteration 17Q (4644.060000 sec): 3 clusters Score: Raw -59109921.771394 + Penalty 6317.689492 = -59103604.081902 nChanged 229 SP:Iteration 18Q (4645.060000 sec): 3 clusters Score: Raw -59110024.775298 + Penalty 6317.689492 = -59103707.085806 nChanged 191 SP:Iteration 19Q (4646.080000 sec): 3 clusters Score: Raw -59110093.095391 + Penalty 6317.689492 = -59103775.405899 nChanged 142 SP:Iteration 20F (4647.490000 sec): 3 clusters Score: Raw -59110144.902065 + Penalty 6317.689492 = -59103827.212573 nChanged 122 SP:Iteration 21Q (4648.500000 sec): 3 clusters Score: Raw -59110192.147946 + Penalty 6317.689492 = -59103874.458454 nChanged 121 SP:Iteration 22Q (4649.500000 sec): 3 clusters Score: Raw -59110234.794639 + Penalty 6317.689492 = -59103917.105147 nChanged 92 SP:Iteration 23Q (4650.510000 sec): 3 clusters Score: Raw -59110262.136090 + Penalty 6317.689492 = -59103944.446599 nChanged 46 SP:Iteration 24Q (4651.510000 sec): 3 clusters Score: Raw -59110273.790758 + Penalty 6317.689492 = -59103956.101266 nChanged 34 SP:Iteration 25Q (4652.500000 sec): 3 clusters Score: Raw -59110283.139349 + Penalty 6317.689492 = -59103965.449857 nChanged 40 SP:Iteration 26Q (4653.540000 sec): 3 clusters Score: Raw -59110293.388266 + Penalty 6317.689492 = -59103975.698774 nChanged 32 SP:Iteration 27Q (4654.540000 sec): 3 clusters Score: Raw -59110302.065531 + Penalty 6317.689492 = -59103984.376039 nChanged 31 SP:Iteration 28Q (4655.540000 sec): 3 clusters Score: Raw -59110309.862628 + Penalty 6317.689492 = -59103992.173136 nChanged 23 SP:Iteration 29Q (4656.540000 sec): 3 clusters Score: Raw -59110314.734522 + Penalty 6317.689492 = -59103997.045030 nChanged 19 SP:Iteration 30Q (4657.540000 sec): 3 clusters Score: Raw -59110318.539608 + Penalty 6317.689492 = -59104000.850116 nChanged 13 SP:Iteration 31Q (4658.540000 sec): 3 clusters Score: Raw -59110321.195422 + Penalty 6317.689492 = -59104003.505930 nChanged 11 SP:Iteration 32Q (4659.560000 sec): 3 clusters Score: Raw -59110323.201196 + Penalty 6317.689492 = -59104005.511704 nChanged 8 SP:Iteration 33Q (4660.570000 sec): 3 clusters Score: Raw -59110325.402929 + Penalty 6317.689492 = -59104007.713437 nChanged 13 SP:Iteration 34Q (4661.570000 sec): 3 clusters Score: Raw -59110328.117933 + Penalty 6317.689492 = -59104010.428441 nChanged 12 SP:Iteration 35Q (4662.570000 sec): 3 clusters Score: Raw -59110330.545193 + Penalty 6317.689492 = -59104012.855701 nChanged 10 SP:Iteration 36Q (4663.560000 sec): 3 clusters Score: Raw -59110332.298116 + Penalty 6317.689492 = -59104014.608625 nChanged 6 SP:Iteration 37Q (4664.590000 sec): 3 clusters Score: Raw -59110333.555439 + Penalty 6317.689492 = -59104015.865947 nChanged 5 SP:Iteration 38Q (4665.600000 sec): 3 clusters Score: Raw -59110334.723282 + Penalty 6317.689492 = -59104017.033791 nChanged 6 SP:Iteration 39Q (4666.600000 sec): 3 clusters Score: Raw -59110335.913046 + Penalty 6317.689492 = -59104018.223554 nChanged 7 SP:Iteration 40F (4668.020000 sec): 3 clusters Score: Raw -59110337.452907 + Penalty 6317.689492 = -59104019.763416 nChanged 7 SP:Iteration 41Q (4669.010000 sec): 3 clusters Score: Raw -59110339.116686 + Penalty 6317.689492 = -59104021.427194 nChanged 6 SP:Iteration 42Q (4670.010000 sec): 3 clusters Score: Raw -59110340.274257 + Penalty 6317.689492 = -59104022.584765 nChanged 1 SP:Iteration 43Q (4671.000000 sec): 3 clusters Score: Raw -59110340.473997 + Penalty 6317.689492 = -59104022.784505 nChanged 0 SP:Iteration 44F (4672.440000 sec): 3 clusters Score: Raw -59110340.473997 + Penalty 6317.689492 = -59104022.784505 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (2623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4672.610000 sec): 2 clusters Score: Raw -436917.506598 + Penalty 1952.274347 = -434965.232251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4672.620000 sec): 3 clusters Score: Raw -435840.244976 + Penalty 3904.548694 = -431935.696282 nChanged 911 SP:Iteration 1F (4672.630000 sec): 3 clusters Score: Raw -436529.263187 + Penalty 3904.548694 = -432624.714493 nChanged 247 SP:Iteration 2F (4672.640000 sec): 3 clusters Score: Raw -436789.849490 + Penalty 3904.548694 = -432885.300796 nChanged 178 SP:Iteration 3F (4672.650000 sec): 3 clusters Score: Raw -436980.075667 + Penalty 3904.548694 = -433075.526973 nChanged 135 SP:Iteration 4F (4672.660000 sec): 3 clusters Score: Raw -437150.739237 + Penalty 3904.548694 = -433246.190543 nChanged 114 SP:Iteration 5Q (4672.670000 sec): 3 clusters Score: Raw -437295.327399 + Penalty 3904.548694 = -433390.778705 nChanged 103 SP:Iteration 6Q (4672.680000 sec): 3 clusters Score: Raw -437428.724047 + Penalty 3904.548694 = -433524.175353 nChanged 108 SP:Iteration 7Q (4672.690000 sec): 3 clusters Score: Raw -437625.366873 + Penalty 3904.548694 = -433720.818179 nChanged 100 SP:Iteration 8Q (4672.700000 sec): 3 clusters Score: Raw -437814.726734 + Penalty 3904.548694 = -433910.178040 nChanged 134 SP:Iteration 9F (4672.720000 sec): 3 clusters Score: Raw -437996.269994 + Penalty 3904.548694 = -434091.721300 nChanged 117 SP:Iteration 10Q (4672.720000 sec): 3 clusters Score: Raw -438143.300157 + Penalty 3904.548694 = -434238.751463 nChanged 101 SP:Iteration 11Q (4672.740000 sec): 3 clusters Score: Raw -438263.336656 + Penalty 3904.548694 = -434358.787962 nChanged 79 SP:Iteration 12Q (4672.740000 sec): 3 clusters Score: Raw -438354.440058 + Penalty 3904.548694 = -434449.891364 nChanged 72 SP:Iteration 13Q (4672.760000 sec): 3 clusters Score: Raw -438430.404130 + Penalty 3904.548694 = -434525.855436 nChanged 52 SP:Iteration 14Q (4672.760000 sec): 3 clusters Score: Raw -438488.280147 + Penalty 3904.548694 = -434583.731453 nChanged 49 SP:Iteration 15Q (4672.780000 sec): 3 clusters Score: Raw -438540.153741 + Penalty 3904.548694 = -434635.605047 nChanged 43 SP:Iteration 16Q (4672.780000 sec): 3 clusters Score: Raw -438588.290884 + Penalty 3904.548694 = -434683.742190 nChanged 32 SP:Iteration 17Q (4672.790000 sec): 3 clusters Score: Raw -438620.371619 + Penalty 3904.548694 = -434715.822925 nChanged 30 SP:Iteration 18Q (4672.800000 sec): 3 clusters Score: Raw -438645.864270 + Penalty 3904.548694 = -434741.315576 nChanged 26 SP:Iteration 19Q (4672.810000 sec): 3 clusters Score: Raw -438672.726957 + Penalty 3904.548694 = -434768.178263 nChanged 32 SP:Iteration 20F (4672.820000 sec): 3 clusters Score: Raw -438712.810265 + Penalty 3904.548694 = -434808.261571 nChanged 25 SP:Iteration 21Q (4672.840000 sec): 3 clusters Score: Raw -438742.081112 + Penalty 3904.548694 = -434837.532418 nChanged 23 SP:Iteration 22Q (4672.850000 sec): 3 clusters Score: Raw -438775.942550 + Penalty 3904.548694 = -434871.393856 nChanged 20 SP:Iteration 23Q (4672.860000 sec): 3 clusters Score: Raw -438799.666165 + Penalty 3904.548694 = -434895.117471 nChanged 14 SP:Iteration 24Q (4672.860000 sec): 3 clusters Score: Raw -438813.615823 + Penalty 3904.548694 = -434909.067129 nChanged 12 SP:Iteration 25Q (4672.880000 sec): 3 clusters Score: Raw -438824.400512 + Penalty 3904.548694 = -434919.851818 nChanged 14 SP:Iteration 26Q (4672.880000 sec): 3 clusters Score: Raw -438834.486749 + Penalty 3904.548694 = -434929.938054 nChanged 4 SP:Iteration 27Q (4672.890000 sec): 3 clusters Score: Raw -438838.367475 + Penalty 3904.548694 = -434933.818781 nChanged 2 SP:Iteration 28Q (4672.900000 sec): 3 clusters Score: Raw -438840.153550 + Penalty 3904.548694 = -434935.604856 nChanged 1 SP:Iteration 29Q (4672.910000 sec): 3 clusters Score: Raw -438840.776798 + Penalty 3904.548694 = -434936.228104 nChanged 0 SP:Iteration 30F (4672.920000 sec): 3 clusters Score: Raw -438840.776798 + Penalty 3904.548694 = -434936.228104 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (117418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4673.380000 sec): 2 clusters Score: Raw -20810100.504560 + Penalty 2895.026883 = -20807205.477677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4673.890000 sec): 3 clusters Score: Raw -20734718.020167 + Penalty 5790.053766 = -20728927.966400 nChanged 55837 SP:Iteration 1F (4674.390000 sec): 3 clusters Score: Raw -20766232.104598 + Penalty 5790.053766 = -20760442.050831 nChanged 3834 SP:Iteration 2Q (4674.900000 sec): 3 clusters Score: Raw -20767231.295526 + Penalty 5790.053766 = -20761441.241759 nChanged 4495 SP:Iteration 3Q (4675.400000 sec): 3 clusters Score: Raw -20768757.575602 + Penalty 5790.053766 = -20762967.521836 nChanged 5930 SP:Iteration 4F (4675.910000 sec): 3 clusters Score: Raw -20771583.170088 + Penalty 5790.053766 = -20765793.116321 nChanged 8377 SP:Iteration 5F (4676.410000 sec): 3 clusters Score: Raw -20777074.646694 + Penalty 5790.053766 = -20771284.592928 nChanged 10609 SP:Iteration 6F (4676.900000 sec): 3 clusters Score: Raw -20786122.705323 + Penalty 5790.053766 = -20780332.651556 nChanged 11044 SP:Iteration 7F (4677.400000 sec): 3 clusters Score: Raw -20797161.709211 + Penalty 5790.053766 = -20791371.655445 nChanged 7914 SP:Iteration 8F (4677.890000 sec): 3 clusters Score: Raw -20805318.551412 + Penalty 5790.053766 = -20799528.497646 nChanged 3653 SP:Iteration 9Q (4678.370000 sec): 3 clusters Score: Raw -20808880.750449 + Penalty 5790.053766 = -20803090.696682 nChanged 1155 SP:Iteration 10Q (4678.790000 sec): 3 clusters Score: Raw -20809962.859495 + Penalty 5790.053766 = -20804172.805729 nChanged 373 SP:Iteration 11Q (4679.180000 sec): 3 clusters Score: Raw -20810366.999922 + Penalty 5790.053766 = -20804576.946156 nChanged 127 SP:Iteration 12Q (4679.550000 sec): 3 clusters Score: Raw -20810531.540503 + Penalty 5790.053766 = -20804741.486736 nChanged 52 SP:Iteration 13Q (4679.910000 sec): 3 clusters Score: Raw -20810587.563337 + Penalty 5790.053766 = -20804797.509571 nChanged 28 SP:Iteration 14Q (4680.260000 sec): 3 clusters Score: Raw -20810614.383585 + Penalty 5790.053766 = -20804824.329818 nChanged 11 SP:Iteration 15Q (4680.620000 sec): 3 clusters Score: Raw -20810627.527340 + Penalty 5790.053766 = -20804837.473574 nChanged 12 SP:Iteration 16Q (4680.970000 sec): 3 clusters Score: Raw -20810641.740663 + Penalty 5790.053766 = -20804851.686896 nChanged 11 SP:Iteration 17Q (4681.320000 sec): 3 clusters Score: Raw -20810651.319347 + Penalty 5790.053766 = -20804861.265581 nChanged 7 SP:Iteration 18Q (4681.680000 sec): 3 clusters Score: Raw -20810659.077143 + Penalty 5790.053766 = -20804869.023376 nChanged 8 SP:Iteration 19Q (4682.030000 sec): 3 clusters Score: Raw -20810667.221817 + Penalty 5790.053766 = -20804877.168051 nChanged 8 SP:Iteration 20F (4682.530000 sec): 3 clusters Score: Raw -20810675.233944 + Penalty 5790.053766 = -20804885.180177 nChanged 3 SP:Iteration 21Q (4682.870000 sec): 3 clusters Score: Raw -20810678.013212 + Penalty 5790.053766 = -20804887.959446 nChanged 2 SP:Iteration 22Q (4683.220000 sec): 3 clusters Score: Raw -20810680.652423 + Penalty 5790.053766 = -20804890.598657 nChanged 2 SP:Iteration 23Q (4683.570000 sec): 3 clusters Score: Raw -20810682.093303 + Penalty 5790.053766 = -20804892.039536 nChanged 1 SP:Iteration 24Q (4683.920000 sec): 3 clusters Score: Raw -20810683.803060 + Penalty 5790.053766 = -20804893.749293 nChanged 2 SP:Iteration 25Q (4684.270000 sec): 3 clusters Score: Raw -20810685.562098 + Penalty 5790.053766 = -20804895.508331 nChanged 3 SP:Iteration 26Q (4684.620000 sec): 3 clusters Score: Raw -20810689.089530 + Penalty 5790.053766 = -20804899.035764 nChanged 2 SP:Iteration 27Q (4684.960000 sec): 3 clusters Score: Raw -20810690.783195 + Penalty 5790.053766 = -20804900.729429 nChanged 1 SP:Iteration 28Q (4685.320000 sec): 3 clusters Score: Raw -20810691.530722 + Penalty 5790.053766 = -20804901.476956 nChanged 1 SP:Iteration 29Q (4685.670000 sec): 3 clusters Score: Raw -20810693.290361 + Penalty 5790.053766 = -20804903.236594 nChanged 2 SP:Iteration 30Q (4686.010000 sec): 3 clusters Score: Raw -20810695.962286 + Penalty 5790.053766 = -20804905.908520 nChanged 1 SP:Iteration 31Q (4686.360000 sec): 3 clusters Score: Raw -20810696.378691 + Penalty 5790.053766 = -20804906.324925 nChanged 0 SP:Iteration 32F (4686.880000 sec): 3 clusters Score: Raw -20810696.378691 + Penalty 5790.053766 = -20804906.324925 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4686.960000 sec): 2 clusters Score: Raw -432154.197627 + Penalty 1960.275041 = -430193.922586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4686.960000 sec): 3 clusters Score: Raw -431093.774110 + Penalty 3920.550082 = -427173.224029 nChanged 905 SP:Iteration 1F (4686.980000 sec): 3 clusters Score: Raw -431895.425988 + Penalty 3920.550082 = -427974.875906 nChanged 259 SP:Iteration 2F (4686.990000 sec): 3 clusters Score: Raw -432248.130478 + Penalty 3920.550082 = -428327.580396 nChanged 194 SP:Iteration 3F (4687.000000 sec): 3 clusters Score: Raw -432472.616426 + Penalty 3920.550082 = -428552.066345 nChanged 136 SP:Iteration 4F (4687.010000 sec): 3 clusters Score: Raw -432608.860936 + Penalty 3920.550082 = -428688.310854 nChanged 108 SP:Iteration 5Q (4687.020000 sec): 3 clusters Score: Raw -432698.533221 + Penalty 3920.550082 = -428777.983139 nChanged 90 SP:Iteration 6Q (4687.030000 sec): 3 clusters Score: Raw -432775.396561 + Penalty 3920.550082 = -428854.846479 nChanged 81 SP:Iteration 7Q (4687.040000 sec): 3 clusters Score: Raw -432837.042433 + Penalty 3920.550082 = -428916.492351 nChanged 68 SP:Iteration 8Q (4687.050000 sec): 3 clusters Score: Raw -432894.148458 + Penalty 3920.550082 = -428973.598376 nChanged 61 SP:Iteration 9Q (4687.060000 sec): 3 clusters Score: Raw -432950.023837 + Penalty 3920.550082 = -429029.473756 nChanged 64 SP:Iteration 10Q (4687.080000 sec): 3 clusters Score: Raw -433005.995240 + Penalty 3920.550082 = -429085.445159 nChanged 53 SP:Iteration 11Q (4687.090000 sec): 3 clusters Score: Raw -433045.859118 + Penalty 3920.550082 = -429125.309036 nChanged 38 SP:Iteration 12Q (4687.100000 sec): 3 clusters Score: Raw -433083.723707 + Penalty 3920.550082 = -429163.173625 nChanged 41 SP:Iteration 13Q (4687.110000 sec): 3 clusters Score: Raw -433123.333881 + Penalty 3920.550082 = -429202.783799 nChanged 44 SP:Iteration 14Q (4687.120000 sec): 3 clusters Score: Raw -433163.222427 + Penalty 3920.550082 = -429242.672345 nChanged 31 SP:Iteration 15Q (4687.130000 sec): 3 clusters Score: Raw -433191.263615 + Penalty 3920.550082 = -429270.713533 nChanged 22 SP:Iteration 16Q (4687.140000 sec): 3 clusters Score: Raw -433206.294715 + Penalty 3920.550082 = -429285.744633 nChanged 15 SP:Iteration 17Q (4687.150000 sec): 3 clusters Score: Raw -433217.500212 + Penalty 3920.550082 = -429296.950130 nChanged 13 SP:Iteration 18Q (4687.160000 sec): 3 clusters Score: Raw -433226.586222 + Penalty 3920.550082 = -429306.036140 nChanged 13 SP:Iteration 19Q (4687.180000 sec): 3 clusters Score: Raw -433237.028654 + Penalty 3920.550082 = -429316.478572 nChanged 8 SP:Iteration 20F (4687.190000 sec): 3 clusters Score: Raw -433248.810355 + Penalty 3920.550082 = -429328.260274 nChanged 8 SP:Iteration 21Q (4687.200000 sec): 3 clusters Score: Raw -433300.933385 + Penalty 3920.550082 = -429380.383303 nChanged 24 SP:Iteration 22Q (4687.210000 sec): 3 clusters Score: Raw -433355.286267 + Penalty 3920.550082 = -429434.736185 nChanged 24 SP:Iteration 23Q (4687.220000 sec): 3 clusters Score: Raw -433372.726536 + Penalty 3920.550082 = -429452.176454 nChanged 17 SP:Iteration 24Q (4687.230000 sec): 3 clusters Score: Raw -433390.379867 + Penalty 3920.550082 = -429469.829785 nChanged 15 SP:Iteration 25Q (4687.240000 sec): 3 clusters Score: Raw -433404.379237 + Penalty 3920.550082 = -429483.829156 nChanged 10 SP:Iteration 26Q (4687.250000 sec): 3 clusters Score: Raw -433410.877018 + Penalty 3920.550082 = -429490.326936 nChanged 6 SP:Iteration 27Q (4687.260000 sec): 3 clusters Score: Raw -433414.474991 + Penalty 3920.550082 = -429493.924910 nChanged 3 SP:Iteration 28Q (4687.280000 sec): 3 clusters Score: Raw -433416.027193 + Penalty 3920.550082 = -429495.477112 nChanged 0 SP:Iteration 29F (4687.280000 sec): 3 clusters Score: Raw -433416.027193 + Penalty 3920.550082 = -429495.477112 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4687.300000 sec): 2 clusters Score: Raw -39272.574884 + Penalty 1427.424069 = -37845.150815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4687.300000 sec): 3 clusters Score: Raw -39535.157793 + Penalty 2854.848138 = -36680.309655 nChanged 48 SP:Iteration 1F (4687.300000 sec): 3 clusters Score: Raw -39798.944642 + Penalty 2854.848138 = -36944.096504 nChanged 17 SP:Iteration 2F (4687.300000 sec): 3 clusters Score: Raw -39933.638567 + Penalty 2854.848138 = -37078.790429 nChanged 14 SP:Iteration 3Q (4687.300000 sec): 3 clusters Score: Raw -40001.445267 + Penalty 2854.848138 = -37146.597129 nChanged 9 SP:Iteration 4Q (4687.300000 sec): 3 clusters Score: Raw -40073.390261 + Penalty 2854.848138 = -37218.542123 nChanged 9 SP:Iteration 5Q (4687.300000 sec): 3 clusters Score: Raw -40156.994086 + Penalty 2854.848138 = -37302.145948 nChanged 11 SP:Iteration 6Q (4687.300000 sec): 3 clusters Score: Raw -40295.602865 + Penalty 2854.848138 = -37440.754728 nChanged 9 SP:Iteration 7Q (4687.300000 sec): 3 clusters Score: Raw -40354.057833 + Penalty 2854.848138 = -37499.209695 nChanged 4 SP:Iteration 8Q (4687.310000 sec): 3 clusters Score: Raw -40369.154055 + Penalty 2854.848138 = -37514.305917 nChanged 1 SP:Iteration 9Q (4687.310000 sec): 3 clusters Score: Raw -40377.529538 + Penalty 2854.848138 = -37522.681401 nChanged 1 SP:Iteration 10Q (4687.310000 sec): 3 clusters Score: Raw -40380.115481 + Penalty 2854.848138 = -37525.267343 nChanged 1 SP:Iteration 11Q (4687.310000 sec): 3 clusters Score: Raw -40381.094229 + Penalty 2854.848138 = -37526.246091 nChanged 0 SP:Iteration 12F (4687.310000 sec): 3 clusters Score: Raw -40381.094229 + Penalty 2854.848138 = -37526.246091 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (1311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4687.320000 sec): 2 clusters Score: Raw -198102.683346 + Penalty 1780.279280 = -196322.404066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4687.330000 sec): 3 clusters Score: Raw -197709.478638 + Penalty 3560.558560 = -194148.920078 nChanged 385 SP:Iteration 1F (4687.340000 sec): 3 clusters Score: Raw -198165.737011 + Penalty 3560.558560 = -194605.178451 nChanged 124 SP:Iteration 2F (4687.340000 sec): 3 clusters Score: Raw -198366.587269 + Penalty 3560.558560 = -194806.028709 nChanged 77 SP:Iteration 3F (4687.340000 sec): 3 clusters Score: Raw -198497.597103 + Penalty 3560.558560 = -194937.038543 nChanged 68 SP:Iteration 4F (4687.350000 sec): 3 clusters Score: Raw -198617.553332 + Penalty 3560.558560 = -195056.994772 nChanged 59 SP:Iteration 5Q (4687.360000 sec): 3 clusters Score: Raw -198724.363702 + Penalty 3560.558560 = -195163.805143 nChanged 46 SP:Iteration 6Q (4687.360000 sec): 3 clusters Score: Raw -198800.657606 + Penalty 3560.558560 = -195240.099047 nChanged 41 SP:Iteration 7Q (4687.370000 sec): 3 clusters Score: Raw -198874.527718 + Penalty 3560.558560 = -195313.969158 nChanged 34 SP:Iteration 8Q (4687.370000 sec): 3 clusters Score: Raw -198936.296533 + Penalty 3560.558560 = -195375.737973 nChanged 26 SP:Iteration 9Q (4687.380000 sec): 3 clusters Score: Raw -198984.175838 + Penalty 3560.558560 = -195423.617279 nChanged 21 SP:Iteration 10Q (4687.380000 sec): 3 clusters Score: Raw -199015.227122 + Penalty 3560.558560 = -195454.668562 nChanged 22 SP:Iteration 11Q (4687.390000 sec): 3 clusters Score: Raw -199060.470166 + Penalty 3560.558560 = -195499.911606 nChanged 21 SP:Iteration 12Q (4687.390000 sec): 3 clusters Score: Raw -199103.545840 + Penalty 3560.558560 = -195542.987280 nChanged 19 SP:Iteration 13Q (4687.400000 sec): 3 clusters Score: Raw -199147.670810 + Penalty 3560.558560 = -195587.112251 nChanged 21 SP:Iteration 14Q (4687.400000 sec): 3 clusters Score: Raw -199185.403912 + Penalty 3560.558560 = -195624.845352 nChanged 22 SP:Iteration 15Q (4687.400000 sec): 3 clusters Score: Raw -199238.912991 + Penalty 3560.558560 = -195678.354431 nChanged 22 SP:Iteration 16Q (4687.410000 sec): 3 clusters Score: Raw -199291.501264 + Penalty 3560.558560 = -195730.942705 nChanged 18 SP:Iteration 17Q (4687.420000 sec): 3 clusters Score: Raw -199357.450061 + Penalty 3560.558560 = -195796.891501 nChanged 20 SP:Iteration 18Q (4687.420000 sec): 3 clusters Score: Raw -199417.228340 + Penalty 3560.558560 = -195856.669780 nChanged 26 SP:Iteration 19Q (4687.420000 sec): 3 clusters Score: Raw -199490.687144 + Penalty 3560.558560 = -195930.128584 nChanged 18 SP:Iteration 20F (4687.430000 sec): 3 clusters Score: Raw -199545.445079 + Penalty 3560.558560 = -195984.886519 nChanged 15 SP:Iteration 21Q (4687.430000 sec): 3 clusters Score: Raw -199584.926864 + Penalty 3560.558560 = -196024.368304 nChanged 17 SP:Iteration 22Q (4687.440000 sec): 3 clusters Score: Raw -199621.383072 + Penalty 3560.558560 = -196060.824512 nChanged 21 SP:Iteration 23Q (4687.440000 sec): 3 clusters Score: Raw -199679.736341 + Penalty 3560.558560 = -196119.177781 nChanged 17 SP:Iteration 24Q (4687.440000 sec): 3 clusters Score: Raw -199766.999395 + Penalty 3560.558560 = -196206.440835 nChanged 22 SP:Iteration 25Q (4687.450000 sec): 3 clusters Score: Raw -199849.338383 + Penalty 3560.558560 = -196288.779823 nChanged 26 SP:Iteration 26Q (4687.450000 sec): 3 clusters Score: Raw -199932.348256 + Penalty 3560.558560 = -196371.789696 nChanged 23 SP:Iteration 27Q (4687.460000 sec): 3 clusters Score: Raw -199993.752267 + Penalty 3560.558560 = -196433.193707 nChanged 13 SP:Iteration 28Q (4687.460000 sec): 3 clusters Score: Raw -200040.072800 + Penalty 3560.558560 = -196479.514240 nChanged 12 SP:Iteration 29Q (4687.460000 sec): 3 clusters Score: Raw -200071.524340 + Penalty 3560.558560 = -196510.965780 nChanged 11 SP:Iteration 30Q (4687.470000 sec): 3 clusters Score: Raw -200115.587198 + Penalty 3560.558560 = -196555.028638 nChanged 9 SP:Iteration 31Q (4687.470000 sec): 3 clusters Score: Raw -200139.885357 + Penalty 3560.558560 = -196579.326797 nChanged 11 SP:Iteration 32Q (4687.480000 sec): 3 clusters Score: Raw -200173.936943 + Penalty 3560.558560 = -196613.378383 nChanged 4 SP:Iteration 33Q (4687.480000 sec): 3 clusters Score: Raw -200188.564861 + Penalty 3560.558560 = -196628.006301 nChanged 5 SP:Iteration 34Q (4687.480000 sec): 3 clusters Score: Raw -200199.011791 + Penalty 3560.558560 = -196638.453231 nChanged 2 SP:Iteration 35Q (4687.490000 sec): 3 clusters Score: Raw -200210.161078 + Penalty 3560.558560 = -196649.602518 nChanged 6 SP:Iteration 36Q (4687.500000 sec): 3 clusters Score: Raw -200218.126694 + Penalty 3560.558560 = -196657.568135 nChanged 2 SP:Iteration 37Q (4687.500000 sec): 3 clusters Score: Raw -200219.948341 + Penalty 3560.558560 = -196659.389781 nChanged 2 SP:Iteration 38Q (4687.500000 sec): 3 clusters Score: Raw -200222.410485 + Penalty 3560.558560 = -196661.851925 nChanged 1 SP:Iteration 39Q (4687.510000 sec): 3 clusters Score: Raw -200223.891457 + Penalty 3560.558560 = -196663.332897 nChanged 1 SP:Iteration 40F (4687.510000 sec): 3 clusters Score: Raw -200238.005926 + Penalty 3560.558560 = -196677.447366 nChanged 10 SP:Iteration 41Q (4687.520000 sec): 3 clusters Score: Raw -200277.503673 + Penalty 3560.558560 = -196716.945113 nChanged 9 SP:Iteration 42Q (4687.520000 sec): 3 clusters Score: Raw -200312.715347 + Penalty 3560.558560 = -196752.156787 nChanged 9 SP:Iteration 43Q (4687.520000 sec): 3 clusters Score: Raw -200343.018846 + Penalty 3560.558560 = -196782.460286 nChanged 6 SP:Iteration 44Q (4687.530000 sec): 3 clusters Score: Raw -200356.457793 + Penalty 3560.558560 = -196795.899233 nChanged 4 SP:Iteration 45Q (4687.530000 sec): 3 clusters Score: Raw -200363.913351 + Penalty 3560.558560 = -196803.354791 nChanged 3 SP:Iteration 46Q (4687.540000 sec): 3 clusters Score: Raw -200367.703706 + Penalty 3560.558560 = -196807.145147 nChanged 1 SP:Iteration 47Q (4687.540000 sec): 3 clusters Score: Raw -200370.357831 + Penalty 3560.558560 = -196809.799271 nChanged 1 SP:Iteration 48Q (4687.540000 sec): 3 clusters Score: Raw -200372.353672 + Penalty 3560.558560 = -196811.795112 nChanged 1 SP:Iteration 49Q (4687.550000 sec): 3 clusters Score: Raw -200372.685558 + Penalty 3560.558560 = -196812.126998 nChanged 0 SP:Iteration 50F (4687.550000 sec): 3 clusters Score: Raw -200372.685558 + Penalty 3560.558560 = -196812.126998 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1224841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4692.240000 sec): 2 clusters Score: Raw -215265425.142845 + Penalty 3476.543756 = -215261948.599089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4697.550000 sec): 3 clusters Score: Raw -214435635.239777 + Penalty 6953.087512 = -214428682.152264 nChanged 602441 SP:Iteration 1F (4702.780000 sec): 3 clusters Score: Raw -214802665.702461 + Penalty 6953.087512 = -214795712.614949 nChanged 31795 SP:Iteration 2Q (4708.130000 sec): 3 clusters Score: Raw -214810074.533644 + Penalty 6953.087512 = -214803121.446131 nChanged 41265 SP:Iteration 3Q (4713.530000 sec): 3 clusters Score: Raw -214823464.361275 + Penalty 6953.087512 = -214816511.273763 nChanged 57194 SP:Iteration 4Q (4718.940000 sec): 3 clusters Score: Raw -214849449.261481 + Penalty 6953.087512 = -214842496.173968 nChanged 81469 SP:Iteration 5F (4724.240000 sec): 3 clusters Score: Raw -214900630.488505 + Penalty 6953.087512 = -214893677.400993 nChanged 108670 SP:Iteration 6F (4729.500000 sec): 3 clusters Score: Raw -214989586.979919 + Penalty 6953.087512 = -214982633.892406 nChanged 119941 SP:Iteration 7F (4734.730000 sec): 3 clusters Score: Raw -215105134.910438 + Penalty 6953.087512 = -215098181.822925 nChanged 94158 SP:Iteration 8F (4739.910000 sec): 3 clusters Score: Raw -215199889.302152 + Penalty 6953.087512 = -215192936.214639 nChanged 46940 SP:Iteration 9Q (4744.710000 sec): 3 clusters Score: Raw -215245305.244831 + Penalty 6953.087512 = -215238352.157318 nChanged 16182 SP:Iteration 10Q (4748.940000 sec): 3 clusters Score: Raw -215260223.472346 + Penalty 6953.087512 = -215253270.384834 nChanged 4867 SP:Iteration 11Q (4752.780000 sec): 3 clusters Score: Raw -215264690.009724 + Penalty 6953.087512 = -215257736.922212 nChanged 1967 SP:Iteration 12Q (4756.480000 sec): 3 clusters Score: Raw -215266277.207276 + Penalty 6953.087512 = -215259324.119763 nChanged 1118 SP:Iteration 13Q (4760.140000 sec): 3 clusters Score: Raw -215266940.878144 + Penalty 6953.087512 = -215259987.790631 nChanged 717 SP:Iteration 14Q (4763.770000 sec): 3 clusters Score: Raw -215267325.948170 + Penalty 6953.087512 = -215260372.860657 nChanged 579 SP:Iteration 15Q (4767.420000 sec): 3 clusters Score: Raw -215267625.296818 + Penalty 6953.087512 = -215260672.209306 nChanged 469 SP:Iteration 16Q (4771.120000 sec): 3 clusters Score: Raw -215267859.805738 + Penalty 6953.087512 = -215260906.718225 nChanged 395 SP:Iteration 17Q (4774.810000 sec): 3 clusters Score: Raw -215268041.859945 + Penalty 6953.087512 = -215261088.772433 nChanged 348 SP:Iteration 18Q (4778.470000 sec): 3 clusters Score: Raw -215268172.696191 + Penalty 6953.087512 = -215261219.608679 nChanged 295 SP:Iteration 19Q (4782.080000 sec): 3 clusters Score: Raw -215268264.200022 + Penalty 6953.087512 = -215261311.112509 nChanged 239 SP:Iteration 20F (4787.170000 sec): 3 clusters Score: Raw -215268337.812728 + Penalty 6953.087512 = -215261384.725215 nChanged 246 SP:Iteration 21Q (4790.860000 sec): 3 clusters Score: Raw -215268406.778675 + Penalty 6953.087512 = -215261453.691163 nChanged 212 SP:Iteration 22Q (4794.570000 sec): 3 clusters Score: Raw -215268456.383467 + Penalty 6953.087512 = -215261503.295955 nChanged 173 SP:Iteration 23Q (4798.280000 sec): 3 clusters Score: Raw -215268493.466563 + Penalty 6953.087512 = -215261540.379051 nChanged 167 SP:Iteration 24Q (4801.970000 sec): 3 clusters Score: Raw -215268526.835319 + Penalty 6953.087512 = -215261573.747806 nChanged 139 SP:Iteration 25Q (4805.660000 sec): 3 clusters Score: Raw -215268550.627413 + Penalty 6953.087512 = -215261597.539900 nChanged 120 SP:Iteration 26Q (4809.340000 sec): 3 clusters Score: Raw -215268566.712449 + Penalty 6953.087512 = -215261613.624936 nChanged 84 SP:Iteration 27Q (4813.020000 sec): 3 clusters Score: Raw -215268578.487245 + Penalty 6953.087512 = -215261625.399732 nChanged 77 SP:Iteration 28Q (4816.690000 sec): 3 clusters Score: Raw -215268589.774513 + Penalty 6953.087512 = -215261636.687001 nChanged 71 SP:Iteration 29Q (4820.350000 sec): 3 clusters Score: Raw -215268600.061620 + Penalty 6953.087512 = -215261646.974107 nChanged 68 SP:Iteration 30Q (4824.040000 sec): 3 clusters Score: Raw -215268608.946333 + Penalty 6953.087512 = -215261655.858821 nChanged 62 SP:Iteration 31Q (4827.680000 sec): 3 clusters Score: Raw -215268616.429891 + Penalty 6953.087512 = -215261663.342378 nChanged 47 SP:Iteration 32Q (4831.360000 sec): 3 clusters Score: Raw -215268621.070393 + Penalty 6953.087512 = -215261667.982880 nChanged 51 SP:Iteration 33Q (4835.030000 sec): 3 clusters Score: Raw -215268625.985794 + Penalty 6953.087512 = -215261672.898282 nChanged 34 SP:Iteration 34Q (4838.720000 sec): 3 clusters Score: Raw -215268629.425456 + Penalty 6953.087512 = -215261676.337944 nChanged 30 SP:Iteration 35Q (4842.390000 sec): 3 clusters Score: Raw -215268632.143642 + Penalty 6953.087512 = -215261679.056129 nChanged 32 SP:Iteration 36Q (4846.070000 sec): 3 clusters Score: Raw -215268635.001915 + Penalty 6953.087512 = -215261681.914402 nChanged 27 SP:Iteration 37Q (4849.770000 sec): 3 clusters Score: Raw -215268637.413516 + Penalty 6953.087512 = -215261684.326003 nChanged 29 SP:Iteration 38Q (4853.450000 sec): 3 clusters Score: Raw -215268640.201734 + Penalty 6953.087512 = -215261687.114222 nChanged 27 SP:Iteration 39Q (4857.130000 sec): 3 clusters Score: Raw -215268642.625607 + Penalty 6953.087512 = -215261689.538095 nChanged 22 SP:Iteration 40F (4862.400000 sec): 3 clusters Score: Raw -215268644.415869 + Penalty 6953.087512 = -215261691.328357 nChanged 12 SP:Iteration 41Q (4866.090000 sec): 3 clusters Score: Raw -215268645.539435 + Penalty 6953.087512 = -215261692.451923 nChanged 11 SP:Iteration 42Q (4869.770000 sec): 3 clusters Score: Raw -215268646.420587 + Penalty 6953.087512 = -215261693.333074 nChanged 10 SP:Iteration 43Q (4873.390000 sec): 3 clusters Score: Raw -215268647.343739 + Penalty 6953.087512 = -215261694.256227 nChanged 6 SP:Iteration 44Q (4876.960000 sec): 3 clusters Score: Raw -215268647.692748 + Penalty 6953.087512 = -215261694.605235 nChanged 6 SP:Iteration 45Q (4880.550000 sec): 3 clusters Score: Raw -215268648.251269 + Penalty 6953.087512 = -215261695.163756 nChanged 8 SP:Iteration 46Q (4884.130000 sec): 3 clusters Score: Raw -215268648.868643 + Penalty 6953.087512 = -215261695.781131 nChanged 8 SP:Iteration 47Q (4887.830000 sec): 3 clusters Score: Raw -215268649.364125 + Penalty 6953.087512 = -215261696.276612 nChanged 2 SP:Iteration 48Q (4891.520000 sec): 3 clusters Score: Raw -215268649.455527 + Penalty 6953.087512 = -215261696.368015 nChanged 1 SP:Iteration 49Q (4895.210000 sec): 3 clusters Score: Raw -215268649.485940 + Penalty 6953.087512 = -215261696.398427 nChanged 0 SP:Iteration 50F (4900.470000 sec): 3 clusters Score: Raw -215268649.485940 + Penalty 6953.087512 = -215261696.398427 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4901.020000 sec): 2 clusters Score: Raw -1601121.422368 + Penalty 2271.286994 = -1598850.135374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4901.060000 sec): 3 clusters Score: Raw -1596020.696971 + Penalty 4542.573988 = -1591478.122982 nChanged 3940 SP:Iteration 1F (4901.110000 sec): 3 clusters Score: Raw -1598175.687031 + Penalty 4542.573988 = -1593633.113043 nChanged 671 SP:Iteration 2F (4901.150000 sec): 3 clusters Score: Raw -1598605.769573 + Penalty 4542.573988 = -1594063.195585 nChanged 595 SP:Iteration 3F (4901.190000 sec): 3 clusters Score: Raw -1599036.590573 + Penalty 4542.573988 = -1594494.016584 nChanged 572 SP:Iteration 4F (4901.230000 sec): 3 clusters Score: Raw -1599424.731505 + Penalty 4542.573988 = -1594882.157517 nChanged 551 SP:Iteration 5F (4901.270000 sec): 3 clusters Score: Raw -1599783.028960 + Penalty 4542.573988 = -1595240.454971 nChanged 507 SP:Iteration 6F (4901.310000 sec): 3 clusters Score: Raw -1600148.425947 + Penalty 4542.573988 = -1595605.851959 nChanged 516 SP:Iteration 7F (4901.350000 sec): 3 clusters Score: Raw -1600552.403912 + Penalty 4542.573988 = -1596009.829923 nChanged 435 SP:Iteration 8Q (4901.390000 sec): 3 clusters Score: Raw -1600891.579960 + Penalty 4542.573988 = -1596349.005972 nChanged 347 SP:Iteration 9Q (4901.430000 sec): 3 clusters Score: Raw -1601143.357200 + Penalty 4542.573988 = -1596600.783212 nChanged 285 SP:Iteration 10Q (4901.470000 sec): 3 clusters Score: Raw -1601329.717853 + Penalty 4542.573988 = -1596787.143864 nChanged 213 SP:Iteration 11Q (4901.510000 sec): 3 clusters Score: Raw -1601465.280751 + Penalty 4542.573988 = -1596922.706762 nChanged 179 SP:Iteration 12Q (4901.550000 sec): 3 clusters Score: Raw -1601572.540857 + Penalty 4542.573988 = -1597029.966868 nChanged 121 SP:Iteration 13Q (4901.580000 sec): 3 clusters Score: Raw -1601633.632118 + Penalty 4542.573988 = -1597091.058130 nChanged 93 SP:Iteration 14Q (4901.620000 sec): 3 clusters Score: Raw -1601671.131128 + Penalty 4542.573988 = -1597128.557140 nChanged 59 SP:Iteration 15Q (4901.660000 sec): 3 clusters Score: Raw -1601692.874032 + Penalty 4542.573988 = -1597150.300044 nChanged 48 SP:Iteration 16Q (4901.700000 sec): 3 clusters Score: Raw -1601710.797927 + Penalty 4542.573988 = -1597168.223938 nChanged 43 SP:Iteration 17Q (4901.740000 sec): 3 clusters Score: Raw -1601727.397793 + Penalty 4542.573988 = -1597184.823805 nChanged 43 SP:Iteration 18Q (4901.770000 sec): 3 clusters Score: Raw -1601742.515549 + Penalty 4542.573988 = -1597199.941560 nChanged 28 SP:Iteration 19Q (4901.810000 sec): 3 clusters Score: Raw -1601752.796813 + Penalty 4542.573988 = -1597210.222825 nChanged 25 SP:Iteration 20F (4901.850000 sec): 3 clusters Score: Raw -1601760.339103 + Penalty 4542.573988 = -1597217.765115 nChanged 28 SP:Iteration 21Q (4901.880000 sec): 3 clusters Score: Raw -1601766.703055 + Penalty 4542.573988 = -1597224.129067 nChanged 18 SP:Iteration 22Q (4901.920000 sec): 3 clusters Score: Raw -1601771.173658 + Penalty 4542.573988 = -1597228.599669 nChanged 15 SP:Iteration 23Q (4901.960000 sec): 3 clusters Score: Raw -1601774.734505 + Penalty 4542.573988 = -1597232.160517 nChanged 13 SP:Iteration 24Q (4902.000000 sec): 3 clusters Score: Raw -1601778.144074 + Penalty 4542.573988 = -1597235.570086 nChanged 6 SP:Iteration 25Q (4902.030000 sec): 3 clusters Score: Raw -1601779.617878 + Penalty 4542.573988 = -1597237.043890 nChanged 1 SP:Iteration 26Q (4902.070000 sec): 3 clusters Score: Raw -1601779.765607 + Penalty 4542.573988 = -1597237.191619 nChanged 1 SP:Iteration 27Q (4902.100000 sec): 3 clusters Score: Raw -1601779.841279 + Penalty 4542.573988 = -1597237.267291 nChanged 1 SP:Iteration 28Q (4902.140000 sec): 3 clusters Score: Raw -1601780.058038 + Penalty 4542.573988 = -1597237.484050 nChanged 2 SP:Iteration 29Q (4902.180000 sec): 3 clusters Score: Raw -1601780.506065 + Penalty 4542.573988 = -1597237.932077 nChanged 3 SP:Iteration 30Q (4902.210000 sec): 3 clusters Score: Raw -1601781.259630 + Penalty 4542.573988 = -1597238.685642 nChanged 3 SP:Iteration 31Q (4902.250000 sec): 3 clusters Score: Raw -1601781.666284 + Penalty 4542.573988 = -1597239.092296 nChanged 5 SP:Iteration 32Q (4902.280000 sec): 3 clusters Score: Raw -1601782.388976 + Penalty 4542.573988 = -1597239.814988 nChanged 3 SP:Iteration 33Q (4902.320000 sec): 3 clusters Score: Raw -1601782.675310 + Penalty 4542.573988 = -1597240.101321 nChanged 2 SP:Iteration 34Q (4902.360000 sec): 3 clusters Score: Raw -1601783.005170 + Penalty 4542.573988 = -1597240.431181 nChanged 0 SP:Iteration 35F (4902.400000 sec): 3 clusters Score: Raw -1601783.005170 + Penalty 4542.573988 = -1597240.431181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.410000 sec): 2 clusters Score: Raw -248481.027484 + Penalty 1822.928011 = -246658.099473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.420000 sec): 3 clusters Score: Raw -248017.995002 + Penalty 3645.856021 = -244372.138981 nChanged 447 SP:Iteration 1F (4902.420000 sec): 3 clusters Score: Raw -248446.791254 + Penalty 3645.856021 = -244800.935233 nChanged 130 SP:Iteration 2F (4902.430000 sec): 3 clusters Score: Raw -248672.621432 + Penalty 3645.856021 = -245026.765410 nChanged 108 SP:Iteration 3F (4902.440000 sec): 3 clusters Score: Raw -248913.746771 + Penalty 3645.856021 = -245267.890750 nChanged 104 SP:Iteration 4F (4902.440000 sec): 3 clusters Score: Raw -249153.676907 + Penalty 3645.856021 = -245507.820886 nChanged 102 SP:Iteration 5F (4902.450000 sec): 3 clusters Score: Raw -249385.034504 + Penalty 3645.856021 = -245739.178483 nChanged 89 SP:Iteration 6F (4902.460000 sec): 3 clusters Score: Raw -249573.648715 + Penalty 3645.856021 = -245927.792694 nChanged 71 SP:Iteration 7Q (4902.460000 sec): 3 clusters Score: Raw -249717.030003 + Penalty 3645.856021 = -246071.173981 nChanged 55 SP:Iteration 8Q (4902.470000 sec): 3 clusters Score: Raw -249839.823953 + Penalty 3645.856021 = -246193.967932 nChanged 51 SP:Iteration 9Q (4902.480000 sec): 3 clusters Score: Raw -249929.324217 + Penalty 3645.856021 = -246283.468196 nChanged 29 SP:Iteration 10Q (4902.480000 sec): 3 clusters Score: Raw -249967.617284 + Penalty 3645.856021 = -246321.761263 nChanged 23 SP:Iteration 11Q (4902.490000 sec): 3 clusters Score: Raw -249991.980652 + Penalty 3645.856021 = -246346.124631 nChanged 17 SP:Iteration 12Q (4902.490000 sec): 3 clusters Score: Raw -250008.511689 + Penalty 3645.856021 = -246362.655668 nChanged 15 SP:Iteration 13Q (4902.500000 sec): 3 clusters Score: Raw -250024.223518 + Penalty 3645.856021 = -246378.367497 nChanged 19 SP:Iteration 14Q (4902.500000 sec): 3 clusters Score: Raw -250062.171213 + Penalty 3645.856021 = -246416.315191 nChanged 27 SP:Iteration 15Q (4902.510000 sec): 3 clusters Score: Raw -250112.644380 + Penalty 3645.856021 = -246466.788359 nChanged 25 SP:Iteration 16Q (4902.520000 sec): 3 clusters Score: Raw -250157.221617 + Penalty 3645.856021 = -246511.365596 nChanged 17 SP:Iteration 17Q (4902.520000 sec): 3 clusters Score: Raw -250179.746268 + Penalty 3645.856021 = -246533.890247 nChanged 5 SP:Iteration 18Q (4902.520000 sec): 3 clusters Score: Raw -250185.135092 + Penalty 3645.856021 = -246539.279071 nChanged 5 SP:Iteration 19Q (4902.530000 sec): 3 clusters Score: Raw -250189.790039 + Penalty 3645.856021 = -246543.934017 nChanged 0 SP:Iteration 20F (4902.540000 sec): 3 clusters Score: Raw -250189.790039 + Penalty 3645.856021 = -246543.934017 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.550000 sec): 2 clusters Score: Raw -66396.950318 + Penalty 1541.718313 = -64855.232005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.550000 sec): 3 clusters Score: Raw -66547.680566 + Penalty 3083.436626 = -63464.243940 nChanged 119 SP:Iteration 1F (4902.550000 sec): 3 clusters Score: Raw -66788.701226 + Penalty 3083.436626 = -63705.264600 nChanged 25 SP:Iteration 2Q (4902.550000 sec): 3 clusters Score: Raw -66858.474603 + Penalty 3083.436626 = -63775.037977 nChanged 16 SP:Iteration 3Q (4902.560000 sec): 3 clusters Score: Raw -66903.939615 + Penalty 3083.436626 = -63820.502989 nChanged 13 SP:Iteration 4Q (4902.560000 sec): 3 clusters Score: Raw -66943.616613 + Penalty 3083.436626 = -63860.179987 nChanged 10 SP:Iteration 5Q (4902.560000 sec): 3 clusters Score: Raw -66968.862483 + Penalty 3083.436626 = -63885.425857 nChanged 12 SP:Iteration 6Q (4902.560000 sec): 3 clusters Score: Raw -67009.722426 + Penalty 3083.436626 = -63926.285800 nChanged 14 SP:Iteration 7Q (4902.560000 sec): 3 clusters Score: Raw -67054.955110 + Penalty 3083.436626 = -63971.518484 nChanged 10 SP:Iteration 8Q (4902.560000 sec): 3 clusters Score: Raw -67107.325622 + Penalty 3083.436626 = -64023.888995 nChanged 13 SP:Iteration 9Q (4902.570000 sec): 3 clusters Score: Raw -67187.457621 + Penalty 3083.436626 = -64104.020995 nChanged 13 SP:Iteration 10Q (4902.570000 sec): 3 clusters Score: Raw -67242.956518 + Penalty 3083.436626 = -64159.519892 nChanged 16 SP:Iteration 11Q (4902.570000 sec): 3 clusters Score: Raw -67313.080139 + Penalty 3083.436626 = -64229.643513 nChanged 9 SP:Iteration 12Q (4902.570000 sec): 3 clusters Score: Raw -67356.702268 + Penalty 3083.436626 = -64273.265642 nChanged 12 SP:Iteration 13Q (4902.580000 sec): 3 clusters Score: Raw -67445.311317 + Penalty 3083.436626 = -64361.874691 nChanged 11 SP:Iteration 14Q (4902.580000 sec): 3 clusters Score: Raw -67563.710861 + Penalty 3083.436626 = -64480.274235 nChanged 12 SP:Iteration 15Q (4902.580000 sec): 3 clusters Score: Raw -67634.783382 + Penalty 3083.436626 = -64551.346756 nChanged 9 SP:Iteration 16Q (4902.580000 sec): 3 clusters Score: Raw -67664.435019 + Penalty 3083.436626 = -64580.998393 nChanged 3 SP:Iteration 17Q (4902.580000 sec): 3 clusters Score: Raw -67672.088522 + Penalty 3083.436626 = -64588.651896 nChanged 2 SP:Iteration 18Q (4902.580000 sec): 3 clusters Score: Raw -67679.228128 + Penalty 3083.436626 = -64595.791502 nChanged 1 SP:Iteration 19Q (4902.580000 sec): 3 clusters Score: Raw -67685.230129 + Penalty 3083.436626 = -64601.793503 nChanged 0 SP:Iteration 20F (4902.590000 sec): 3 clusters Score: Raw -67685.364603 + Penalty 3083.436626 = -64601.927977 nChanged 1 SP:Iteration 21Q (4902.590000 sec): 3 clusters Score: Raw -67687.010338 + Penalty 3083.436626 = -64603.573712 nChanged 0 SP:Iteration 22F (4902.590000 sec): 3 clusters Score: Raw -67687.010338 + Penalty 3083.436626 = -64603.573712 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.600000 sec): 2 clusters Score: Raw -58154.199837 + Penalty 1485.883208 = -56668.316629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.600000 sec): 3 clusters Score: Raw -58287.579953 + Penalty 2971.766415 = -55315.813538 nChanged 71 SP:Iteration 1F (4902.600000 sec): 3 clusters Score: Raw -58579.342269 + Penalty 2971.766415 = -55607.575854 nChanged 33 SP:Iteration 2F (4902.600000 sec): 3 clusters Score: Raw -58807.269515 + Penalty 2971.766415 = -55835.503100 nChanged 22 SP:Iteration 3F (4902.610000 sec): 3 clusters Score: Raw -58937.760146 + Penalty 2971.766415 = -55965.993731 nChanged 14 SP:Iteration 4Q (4902.610000 sec): 3 clusters Score: Raw -59038.655999 + Penalty 2971.766415 = -56066.889584 nChanged 13 SP:Iteration 5Q (4902.610000 sec): 3 clusters Score: Raw -59131.193711 + Penalty 2971.766415 = -56159.427296 nChanged 6 SP:Iteration 6Q (4902.610000 sec): 3 clusters Score: Raw -59160.965366 + Penalty 2971.766415 = -56189.198951 nChanged 2 SP:Iteration 7Q (4902.610000 sec): 3 clusters Score: Raw -59165.573912 + Penalty 2971.766415 = -56193.807497 nChanged 1 SP:Iteration 8Q (4902.620000 sec): 3 clusters Score: Raw -59169.008230 + Penalty 2971.766415 = -56197.241815 nChanged 2 SP:Iteration 9Q (4902.620000 sec): 3 clusters Score: Raw -59177.038498 + Penalty 2971.766415 = -56205.272083 nChanged 2 SP:Iteration 10Q (4902.620000 sec): 3 clusters Score: Raw -59186.092338 + Penalty 2971.766415 = -56214.325923 nChanged 2 SP:Iteration 11Q (4902.620000 sec): 3 clusters Score: Raw -59203.095983 + Penalty 2971.766415 = -56231.329568 nChanged 2 SP:Iteration 12Q (4902.620000 sec): 3 clusters Score: Raw -59223.480901 + Penalty 2971.766415 = -56251.714486 nChanged 1 SP:Iteration 13Q (4902.620000 sec): 3 clusters Score: Raw -59233.682652 + Penalty 2971.766415 = -56261.916237 nChanged 1 SP:Iteration 14Q (4902.620000 sec): 3 clusters Score: Raw -59237.170970 + Penalty 2971.766415 = -56265.404555 nChanged 1 SP:Iteration 15Q (4902.620000 sec): 3 clusters Score: Raw -59238.486508 + Penalty 2971.766415 = -56266.720092 nChanged 0 SP:Iteration 16F (4902.630000 sec): 3 clusters Score: Raw -59238.486508 + Penalty 2971.766415 = -56266.720092 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (4026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4902.650000 sec): 2 clusters Score: Raw -635155.205036 + Penalty 2058.531094 = -633096.673941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4902.660000 sec): 3 clusters Score: Raw -633356.602726 + Penalty 4117.062189 = -629239.540537 nChanged 1515 SP:Iteration 1F (4902.680000 sec): 3 clusters Score: Raw -634493.948208 + Penalty 4117.062189 = -630376.886019 nChanged 386 SP:Iteration 2F (4902.700000 sec): 3 clusters Score: Raw -634920.312727 + Penalty 4117.062189 = -630803.250538 nChanged 288 SP:Iteration 3F (4902.720000 sec): 3 clusters Score: Raw -635215.225098 + Penalty 4117.062189 = -631098.162910 nChanged 233 SP:Iteration 4F (4902.740000 sec): 3 clusters Score: Raw -635455.426053 + Penalty 4117.062189 = -631338.363864 nChanged 203 SP:Iteration 5F (4902.750000 sec): 3 clusters Score: Raw -635618.305670 + Penalty 4117.062189 = -631501.243482 nChanged 165 SP:Iteration 6Q (4902.770000 sec): 3 clusters Score: Raw -635753.409514 + Penalty 4117.062189 = -631636.347325 nChanged 127 SP:Iteration 7Q (4902.780000 sec): 3 clusters Score: Raw -635836.056000 + Penalty 4117.062189 = -631718.993812 nChanged 100 SP:Iteration 8Q (4902.800000 sec): 3 clusters Score: Raw -635904.019451 + Penalty 4117.062189 = -631786.957263 nChanged 103 SP:Iteration 9Q (4902.820000 sec): 3 clusters Score: Raw -635970.889629 + Penalty 4117.062189 = -631853.827440 nChanged 80 SP:Iteration 10Q (4902.830000 sec): 3 clusters Score: Raw -636017.572889 + Penalty 4117.062189 = -631900.510701 nChanged 60 SP:Iteration 11Q (4902.850000 sec): 3 clusters Score: Raw -636055.842560 + Penalty 4117.062189 = -631938.780371 nChanged 61 SP:Iteration 12Q (4902.860000 sec): 3 clusters Score: Raw -636095.494197 + Penalty 4117.062189 = -631978.432008 nChanged 59 SP:Iteration 13Q (4902.880000 sec): 3 clusters Score: Raw -636124.000742 + Penalty 4117.062189 = -632006.938553 nChanged 45 SP:Iteration 14Q (4902.900000 sec): 3 clusters Score: Raw -636153.892843 + Penalty 4117.062189 = -632036.830654 nChanged 41 SP:Iteration 15Q (4902.920000 sec): 3 clusters Score: Raw -636182.448433 + Penalty 4117.062189 = -632065.386244 nChanged 38 SP:Iteration 16Q (4902.930000 sec): 3 clusters Score: Raw -636203.218546 + Penalty 4117.062189 = -632086.156358 nChanged 33 SP:Iteration 17Q (4902.950000 sec): 3 clusters Score: Raw -636222.175478 + Penalty 4117.062189 = -632105.113289 nChanged 28 SP:Iteration 18Q (4902.960000 sec): 3 clusters Score: Raw -636238.957205 + Penalty 4117.062189 = -632121.895017 nChanged 12 SP:Iteration 19Q (4902.980000 sec): 3 clusters Score: Raw -636244.266677 + Penalty 4117.062189 = -632127.204489 nChanged 9 SP:Iteration 20F (4903.000000 sec): 3 clusters Score: Raw -636248.135669 + Penalty 4117.062189 = -632131.073480 nChanged 11 SP:Iteration 21Q (4903.010000 sec): 3 clusters Score: Raw -636253.602580 + Penalty 4117.062189 = -632136.540392 nChanged 13 SP:Iteration 22Q (4903.030000 sec): 3 clusters Score: Raw -636262.393602 + Penalty 4117.062189 = -632145.331413 nChanged 12 SP:Iteration 23Q (4903.040000 sec): 3 clusters Score: Raw -636266.884926 + Penalty 4117.062189 = -632149.822737 nChanged 4 SP:Iteration 24Q (4903.060000 sec): 3 clusters Score: Raw -636268.295813 + Penalty 4117.062189 = -632151.233624 nChanged 3 SP:Iteration 25Q (4903.080000 sec): 3 clusters Score: Raw -636269.029357 + Penalty 4117.062189 = -632151.967168 nChanged 0 SP:Iteration 26F (4903.090000 sec): 3 clusters Score: Raw -636269.029357 + Penalty 4117.062189 = -632151.967168 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.100000 sec): 2 clusters Score: Raw -121999.804475 + Penalty 1650.229825 = -120349.574650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.110000 sec): 3 clusters Score: Raw -121877.540577 + Penalty 3300.459650 = -118577.080927 nChanged 181 SP:Iteration 1F (4903.110000 sec): 3 clusters Score: Raw -122184.514949 + Penalty 3300.459650 = -118884.055299 nChanged 62 SP:Iteration 2F (4903.110000 sec): 3 clusters Score: Raw -122321.224982 + Penalty 3300.459650 = -119020.765332 nChanged 34 SP:Iteration 3Q (4903.120000 sec): 3 clusters Score: Raw -122379.432818 + Penalty 3300.459650 = -119078.973168 nChanged 11 SP:Iteration 4Q (4903.120000 sec): 3 clusters Score: Raw -122397.458301 + Penalty 3300.459650 = -119096.998651 nChanged 8 SP:Iteration 5Q (4903.120000 sec): 3 clusters Score: Raw -122409.743152 + Penalty 3300.459650 = -119109.283502 nChanged 5 SP:Iteration 6Q (4903.130000 sec): 3 clusters Score: Raw -122418.144577 + Penalty 3300.459650 = -119117.684927 nChanged 4 SP:Iteration 7Q (4903.130000 sec): 3 clusters Score: Raw -122424.243118 + Penalty 3300.459650 = -119123.783468 nChanged 2 SP:Iteration 8Q (4903.130000 sec): 3 clusters Score: Raw -122426.372111 + Penalty 3300.459650 = -119125.912461 nChanged 2 SP:Iteration 9Q (4903.140000 sec): 3 clusters Score: Raw -122428.757153 + Penalty 3300.459650 = -119128.297503 nChanged 2 SP:Iteration 10Q (4903.140000 sec): 3 clusters Score: Raw -122431.974715 + Penalty 3300.459650 = -119131.515065 nChanged 2 SP:Iteration 11Q (4903.140000 sec): 3 clusters Score: Raw -122434.259459 + Penalty 3300.459650 = -119133.799809 nChanged 0 SP:Iteration 12F (4903.140000 sec): 3 clusters Score: Raw -122434.259459 + Penalty 3300.459650 = -119133.799809 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.160000 sec): 2 clusters Score: Raw -291453.678001 + Penalty 1859.307391 = -289594.370610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.170000 sec): 3 clusters Score: Raw -290853.187936 + Penalty 3718.614783 = -287134.573153 nChanged 544 SP:Iteration 1F (4903.180000 sec): 3 clusters Score: Raw -291433.982359 + Penalty 3718.614783 = -287715.367576 nChanged 164 SP:Iteration 2F (4903.180000 sec): 3 clusters Score: Raw -291700.944880 + Penalty 3718.614783 = -287982.330097 nChanged 126 SP:Iteration 3F (4903.190000 sec): 3 clusters Score: Raw -291928.941546 + Penalty 3718.614783 = -288210.326764 nChanged 112 SP:Iteration 4F (4903.200000 sec): 3 clusters Score: Raw -292207.296762 + Penalty 3718.614783 = -288488.681979 nChanged 110 SP:Iteration 5F (4903.200000 sec): 3 clusters Score: Raw -292523.438174 + Penalty 3718.614783 = -288804.823391 nChanged 95 SP:Iteration 6F (4903.210000 sec): 3 clusters Score: Raw -292737.961602 + Penalty 3718.614783 = -289019.346819 nChanged 89 SP:Iteration 7Q (4903.220000 sec): 3 clusters Score: Raw -292905.977754 + Penalty 3718.614783 = -289187.362972 nChanged 76 SP:Iteration 8Q (4903.230000 sec): 3 clusters Score: Raw -293077.457398 + Penalty 3718.614783 = -289358.842615 nChanged 72 SP:Iteration 9Q (4903.230000 sec): 3 clusters Score: Raw -293264.190045 + Penalty 3718.614783 = -289545.575262 nChanged 50 SP:Iteration 10Q (4903.240000 sec): 3 clusters Score: Raw -293366.233112 + Penalty 3718.614783 = -289647.618330 nChanged 31 SP:Iteration 11Q (4903.240000 sec): 3 clusters Score: Raw -293415.842729 + Penalty 3718.614783 = -289697.227946 nChanged 31 SP:Iteration 12Q (4903.250000 sec): 3 clusters Score: Raw -293472.872092 + Penalty 3718.614783 = -289754.257309 nChanged 21 SP:Iteration 13Q (4903.260000 sec): 3 clusters Score: Raw -293506.138877 + Penalty 3718.614783 = -289787.524095 nChanged 26 SP:Iteration 14Q (4903.260000 sec): 3 clusters Score: Raw -293555.052889 + Penalty 3718.614783 = -289836.438106 nChanged 24 SP:Iteration 15Q (4903.270000 sec): 3 clusters Score: Raw -293606.905374 + Penalty 3718.614783 = -289888.290591 nChanged 27 SP:Iteration 16Q (4903.280000 sec): 3 clusters Score: Raw -293675.534808 + Penalty 3718.614783 = -289956.920025 nChanged 23 SP:Iteration 17Q (4903.280000 sec): 3 clusters Score: Raw -293725.861925 + Penalty 3718.614783 = -290007.247143 nChanged 15 SP:Iteration 18Q (4903.290000 sec): 3 clusters Score: Raw -293753.058191 + Penalty 3718.614783 = -290034.443408 nChanged 9 SP:Iteration 19Q (4903.290000 sec): 3 clusters Score: Raw -293767.273524 + Penalty 3718.614783 = -290048.658742 nChanged 3 SP:Iteration 20F (4903.300000 sec): 3 clusters Score: Raw -293771.047802 + Penalty 3718.614783 = -290052.433020 nChanged 2 SP:Iteration 21Q (4903.310000 sec): 3 clusters Score: Raw -293773.761308 + Penalty 3718.614783 = -290055.146525 nChanged 2 SP:Iteration 22Q (4903.310000 sec): 3 clusters Score: Raw -293774.898554 + Penalty 3718.614783 = -290056.283772 nChanged 1 SP:Iteration 23Q (4903.320000 sec): 3 clusters Score: Raw -293775.612723 + Penalty 3718.614783 = -290056.997940 nChanged 1 SP:Iteration 24Q (4903.320000 sec): 3 clusters Score: Raw -293777.613413 + Penalty 3718.614783 = -290058.998631 nChanged 1 SP:Iteration 25Q (4903.330000 sec): 3 clusters Score: Raw -293779.974686 + Penalty 3718.614783 = -290061.359903 nChanged 1 SP:Iteration 26Q (4903.340000 sec): 3 clusters Score: Raw -293781.453097 + Penalty 3718.614783 = -290062.838314 nChanged 3 SP:Iteration 27Q (4903.340000 sec): 3 clusters Score: Raw -293784.831156 + Penalty 3718.614783 = -290066.216373 nChanged 3 SP:Iteration 28Q (4903.350000 sec): 3 clusters Score: Raw -293790.286908 + Penalty 3718.614783 = -290071.672125 nChanged 5 SP:Iteration 29Q (4903.350000 sec): 3 clusters Score: Raw -293799.000273 + Penalty 3718.614783 = -290080.385490 nChanged 5 SP:Iteration 30Q (4903.360000 sec): 3 clusters Score: Raw -293806.147936 + Penalty 3718.614783 = -290087.533153 nChanged 6 SP:Iteration 31Q (4903.360000 sec): 3 clusters Score: Raw -293812.293339 + Penalty 3718.614783 = -290093.678557 nChanged 6 SP:Iteration 32Q (4903.370000 sec): 3 clusters Score: Raw -293821.121726 + Penalty 3718.614783 = -290102.506943 nChanged 4 SP:Iteration 33Q (4903.380000 sec): 3 clusters Score: Raw -293826.769232 + Penalty 3718.614783 = -290108.154450 nChanged 2 SP:Iteration 34Q (4903.380000 sec): 3 clusters Score: Raw -293829.613843 + Penalty 3718.614783 = -290110.999060 nChanged 5 SP:Iteration 35Q (4903.390000 sec): 3 clusters Score: Raw -293835.242109 + Penalty 3718.614783 = -290116.627327 nChanged 4 SP:Iteration 36Q (4903.390000 sec): 3 clusters Score: Raw -293839.477140 + Penalty 3718.614783 = -290120.862357 nChanged 1 SP:Iteration 37Q (4903.400000 sec): 3 clusters Score: Raw -293841.270538 + Penalty 3718.614783 = -290122.655755 nChanged 1 SP:Iteration 38Q (4903.400000 sec): 3 clusters Score: Raw -293842.039817 + Penalty 3718.614783 = -290123.425034 nChanged 2 SP:Iteration 39Q (4903.410000 sec): 3 clusters Score: Raw -293843.760261 + Penalty 3718.614783 = -290125.145478 nChanged 2 SP:Iteration 40F (4903.420000 sec): 3 clusters Score: Raw -293845.701541 + Penalty 3718.614783 = -290127.086758 nChanged 1 SP:Iteration 41Q (4903.420000 sec): 3 clusters Score: Raw -293846.939435 + Penalty 3718.614783 = -290128.324652 nChanged 2 SP:Iteration 42Q (4903.430000 sec): 3 clusters Score: Raw -293850.418558 + Penalty 3718.614783 = -290131.803775 nChanged 2 SP:Iteration 43Q (4903.440000 sec): 3 clusters Score: Raw -293853.035371 + Penalty 3718.614783 = -290134.420588 nChanged 1 SP:Iteration 44Q (4903.440000 sec): 3 clusters Score: Raw -293853.659473 + Penalty 3718.614783 = -290135.044690 nChanged 1 SP:Iteration 45Q (4903.440000 sec): 3 clusters Score: Raw -293854.296409 + Penalty 3718.614783 = -290135.681626 nChanged 0 SP:Iteration 46F (4903.450000 sec): 3 clusters Score: Raw -293854.296409 + Penalty 3718.614783 = -290135.681626 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.470000 sec): 2 clusters Score: Raw -98862.464364 + Penalty 1585.195444 = -97277.268920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.480000 sec): 3 clusters Score: Raw -98847.943317 + Penalty 3170.390888 = -95677.552429 nChanged 106 SP:Iteration 1F (4903.480000 sec): 3 clusters Score: Raw -99017.581805 + Penalty 3170.390888 = -95847.190916 nChanged 32 SP:Iteration 2F (4903.480000 sec): 3 clusters Score: Raw -99096.147949 + Penalty 3170.390888 = -95925.757061 nChanged 17 SP:Iteration 3Q (4903.480000 sec): 3 clusters Score: Raw -99137.546271 + Penalty 3170.390888 = -95967.155383 nChanged 14 SP:Iteration 4Q (4903.480000 sec): 3 clusters Score: Raw -99160.354906 + Penalty 3170.390888 = -95989.964017 nChanged 3 SP:Iteration 5Q (4903.490000 sec): 3 clusters Score: Raw -99164.627994 + Penalty 3170.390888 = -95994.237105 nChanged 2 SP:Iteration 6Q (4903.490000 sec): 3 clusters Score: Raw -99166.943301 + Penalty 3170.390888 = -95996.552413 nChanged 1 SP:Iteration 7Q (4903.490000 sec): 3 clusters Score: Raw -99168.375665 + Penalty 3170.390888 = -95997.984777 nChanged 0 SP:Iteration 8F (4903.500000 sec): 3 clusters Score: Raw -99168.375665 + Penalty 3170.390888 = -95997.984777 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.500000 sec): 2 clusters Score: Raw -60905.387922 + Penalty 1558.465272 = -59346.922651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.510000 sec): 3 clusters Score: Raw -61052.395676 + Penalty 3116.930544 = -57935.465132 nChanged 125 SP:Iteration 1F (4903.510000 sec): 3 clusters Score: Raw -61365.329483 + Penalty 3116.930544 = -58248.398940 nChanged 44 SP:Iteration 2F (4903.510000 sec): 3 clusters Score: Raw -61512.798316 + Penalty 3116.930544 = -58395.867772 nChanged 24 SP:Iteration 3Q (4903.510000 sec): 3 clusters Score: Raw -61566.146564 + Penalty 3116.930544 = -58449.216020 nChanged 15 SP:Iteration 4Q (4903.520000 sec): 3 clusters Score: Raw -61638.738911 + Penalty 3116.930544 = -58521.808367 nChanged 10 SP:Iteration 5Q (4903.520000 sec): 3 clusters Score: Raw -61676.175674 + Penalty 3116.930544 = -58559.245130 nChanged 10 SP:Iteration 6Q (4903.520000 sec): 3 clusters Score: Raw -61703.427823 + Penalty 3116.930544 = -58586.497279 nChanged 4 SP:Iteration 7Q (4903.520000 sec): 3 clusters Score: Raw -61723.139053 + Penalty 3116.930544 = -58606.208509 nChanged 3 SP:Iteration 8Q (4903.520000 sec): 3 clusters Score: Raw -61729.273036 + Penalty 3116.930544 = -58612.342492 nChanged 1 SP:Iteration 9Q (4903.530000 sec): 3 clusters Score: Raw -61731.053153 + Penalty 3116.930544 = -58614.122609 nChanged 1 SP:Iteration 10Q (4903.530000 sec): 3 clusters Score: Raw -61731.839306 + Penalty 3116.930544 = -58614.908762 nChanged 0 SP:Iteration 11F (4903.530000 sec): 3 clusters Score: Raw -61732.714623 + Penalty 3116.930544 = -58615.784079 nChanged 1 SP:Iteration 12Q (4903.530000 sec): 3 clusters Score: Raw -61736.118714 + Penalty 3116.930544 = -58619.188171 nChanged 1 SP:Iteration 13Q (4903.540000 sec): 3 clusters Score: Raw -61739.688013 + Penalty 3116.930544 = -58622.757469 nChanged 0 SP:Iteration 14F (4903.540000 sec): 3 clusters Score: Raw -61739.688013 + Penalty 3116.930544 = -58622.757469 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.550000 sec): 2 clusters Score: Raw -288319.705938 + Penalty 1849.916046 = -286469.789892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.560000 sec): 3 clusters Score: Raw -287722.306168 + Penalty 3699.832092 = -284022.474076 nChanged 567 SP:Iteration 1F (4903.570000 sec): 3 clusters Score: Raw -288205.043078 + Penalty 3699.832092 = -284505.210986 nChanged 122 SP:Iteration 2F (4903.580000 sec): 3 clusters Score: Raw -288343.742076 + Penalty 3699.832092 = -284643.909984 nChanged 75 SP:Iteration 3Q (4903.580000 sec): 3 clusters Score: Raw -288414.661294 + Penalty 3699.832092 = -284714.829202 nChanged 60 SP:Iteration 4Q (4903.590000 sec): 3 clusters Score: Raw -288509.028070 + Penalty 3699.832092 = -284809.195978 nChanged 50 SP:Iteration 5Q (4903.600000 sec): 3 clusters Score: Raw -288591.750230 + Penalty 3699.832092 = -284891.918138 nChanged 58 SP:Iteration 6Q (4903.610000 sec): 3 clusters Score: Raw -288681.401020 + Penalty 3699.832092 = -284981.568928 nChanged 75 SP:Iteration 7Q (4903.610000 sec): 3 clusters Score: Raw -288801.248677 + Penalty 3699.832092 = -285101.416585 nChanged 78 SP:Iteration 8Q (4903.620000 sec): 3 clusters Score: Raw -288930.412721 + Penalty 3699.832092 = -285230.580629 nChanged 67 SP:Iteration 9Q (4903.630000 sec): 3 clusters Score: Raw -289044.183096 + Penalty 3699.832092 = -285344.351004 nChanged 64 SP:Iteration 10Q (4903.640000 sec): 3 clusters Score: Raw -289166.831706 + Penalty 3699.832092 = -285466.999614 nChanged 69 SP:Iteration 11Q (4903.640000 sec): 3 clusters Score: Raw -289292.749347 + Penalty 3699.832092 = -285592.917255 nChanged 63 SP:Iteration 12Q (4903.650000 sec): 3 clusters Score: Raw -289401.666746 + Penalty 3699.832092 = -285701.834654 nChanged 47 SP:Iteration 13Q (4903.660000 sec): 3 clusters Score: Raw -289474.863216 + Penalty 3699.832092 = -285775.031124 nChanged 34 SP:Iteration 14Q (4903.660000 sec): 3 clusters Score: Raw -289546.291533 + Penalty 3699.832092 = -285846.459441 nChanged 28 SP:Iteration 15Q (4903.670000 sec): 3 clusters Score: Raw -289591.510411 + Penalty 3699.832092 = -285891.678319 nChanged 27 SP:Iteration 16Q (4903.680000 sec): 3 clusters Score: Raw -289625.165303 + Penalty 3699.832092 = -285925.333211 nChanged 19 SP:Iteration 17Q (4903.680000 sec): 3 clusters Score: Raw -289646.381457 + Penalty 3699.832092 = -285946.549365 nChanged 8 SP:Iteration 18Q (4903.690000 sec): 3 clusters Score: Raw -289653.252689 + Penalty 3699.832092 = -285953.420597 nChanged 5 SP:Iteration 19Q (4903.700000 sec): 3 clusters Score: Raw -289656.248211 + Penalty 3699.832092 = -285956.416119 nChanged 4 SP:Iteration 20F (4903.700000 sec): 3 clusters Score: Raw -289658.492180 + Penalty 3699.832092 = -285958.660088 nChanged 1 SP:Iteration 21Q (4903.710000 sec): 3 clusters Score: Raw -289658.796562 + Penalty 3699.832092 = -285958.964470 nChanged 0 SP:Iteration 22F (4903.720000 sec): 3 clusters Score: Raw -289658.796562 + Penalty 3699.832092 = -285958.964470 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.720000 sec): 2 clusters Score: Raw -55304.596616 + Penalty 1554.735878 = -53749.860738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.730000 sec): 3 clusters Score: Raw -55632.061784 + Penalty 3109.471757 = -52522.590027 nChanged 173 SP:Iteration 1F (4903.730000 sec): 3 clusters Score: Raw -56401.511676 + Penalty 3109.471757 = -53292.039919 nChanged 70 SP:Iteration 2F (4903.730000 sec): 3 clusters Score: Raw -56925.006892 + Penalty 3109.471757 = -53815.535136 nChanged 24 SP:Iteration 3Q (4903.740000 sec): 3 clusters Score: Raw -57050.973084 + Penalty 3109.471757 = -53941.501327 nChanged 7 SP:Iteration 4Q (4903.740000 sec): 3 clusters Score: Raw -57088.460167 + Penalty 3109.471757 = -53978.988410 nChanged 2 SP:Iteration 5Q (4903.740000 sec): 3 clusters Score: Raw -57109.762205 + Penalty 3109.471757 = -54000.290449 nChanged 3 SP:Iteration 6Q (4903.740000 sec): 3 clusters Score: Raw -57118.690293 + Penalty 3109.471757 = -54009.218537 nChanged 5 SP:Iteration 7Q (4903.740000 sec): 3 clusters Score: Raw -57144.420262 + Penalty 3109.471757 = -54034.948506 nChanged 9 SP:Iteration 8Q (4903.740000 sec): 3 clusters Score: Raw -57211.501171 + Penalty 3109.471757 = -54102.029414 nChanged 9 SP:Iteration 9Q (4903.740000 sec): 3 clusters Score: Raw -57285.853193 + Penalty 3109.471757 = -54176.381436 nChanged 11 SP:Iteration 10Q (4903.750000 sec): 3 clusters Score: Raw -57400.423796 + Penalty 3109.471757 = -54290.952039 nChanged 9 SP:Iteration 11Q (4903.750000 sec): 3 clusters Score: Raw -57486.934017 + Penalty 3109.471757 = -54377.462261 nChanged 12 SP:Iteration 12Q (4903.750000 sec): 3 clusters Score: Raw -57624.652534 + Penalty 3109.471757 = -54515.180777 nChanged 10 SP:Iteration 13Q (4903.750000 sec): 3 clusters Score: Raw -57757.285893 + Penalty 3109.471757 = -54647.814136 nChanged 13 SP:Iteration 14Q (4903.760000 sec): 3 clusters Score: Raw -57816.129267 + Penalty 3109.471757 = -54706.657510 nChanged 12 SP:Iteration 15Q (4903.760000 sec): 3 clusters Score: Raw -57896.401957 + Penalty 3109.471757 = -54786.930200 nChanged 13 SP:Iteration 16Q (4903.760000 sec): 3 clusters Score: Raw -57997.465861 + Penalty 3109.471757 = -54887.994104 nChanged 13 SP:Iteration 17Q (4903.760000 sec): 3 clusters Score: Raw -58081.357477 + Penalty 3109.471757 = -54971.885721 nChanged 10 SP:Iteration 18Q (4903.760000 sec): 3 clusters Score: Raw -58182.642312 + Penalty 3109.471757 = -55073.170555 nChanged 10 SP:Iteration 19Q (4903.760000 sec): 3 clusters Score: Raw -58259.207094 + Penalty 3109.471757 = -55149.735338 nChanged 9 SP:Iteration 20F (4903.760000 sec): 3 clusters Score: Raw -58677.931657 + Penalty 3109.471757 = -55568.459901 nChanged 38 SP:Iteration 21F (4903.760000 sec): 3 clusters Score: Raw -60056.963845 + Penalty 3109.471757 = -56947.492089 nChanged 20 SP:Iteration 22Q (4903.760000 sec): 3 clusters Score: Raw -61402.012679 + Penalty 3109.471757 = -58292.540922 nChanged 6 SP:Iteration 23Q (4903.770000 sec): 3 clusters Score: Raw -62007.676750 + Penalty 3109.471757 = -58898.204994 nChanged 2 SP:Iteration 24Q (4903.770000 sec): 3 clusters Score: Raw -62074.968247 + Penalty 3109.471757 = -58965.496490 nChanged 0 SP:Iteration 25F (4903.770000 sec): 3 clusters Score: Raw -62074.968247 + Penalty 3109.471757 = -58965.496490 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (2070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4903.800000 sec): 2 clusters Score: Raw -327422.743248 + Penalty 1893.555364 = -325529.187885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4903.800000 sec): 3 clusters Score: Raw -326764.528999 + Penalty 3787.110728 = -322977.418271 nChanged 714 SP:Iteration 1F (4903.810000 sec): 3 clusters Score: Raw -327635.150730 + Penalty 3787.110728 = -323848.040003 nChanged 268 SP:Iteration 2F (4903.820000 sec): 3 clusters Score: Raw -328118.366182 + Penalty 3787.110728 = -324331.255455 nChanged 192 SP:Iteration 3F (4903.830000 sec): 3 clusters Score: Raw -328492.755353 + Penalty 3787.110728 = -324705.644625 nChanged 157 SP:Iteration 4F (4903.840000 sec): 3 clusters Score: Raw -328771.887248 + Penalty 3787.110728 = -324984.776520 nChanged 118 SP:Iteration 5F (4903.850000 sec): 3 clusters Score: Raw -328968.650207 + Penalty 3787.110728 = -325181.539479 nChanged 66 SP:Iteration 6Q (4903.860000 sec): 3 clusters Score: Raw -329066.694164 + Penalty 3787.110728 = -325279.583437 nChanged 30 SP:Iteration 7Q (4903.860000 sec): 3 clusters Score: Raw -329106.031119 + Penalty 3787.110728 = -325318.920392 nChanged 17 SP:Iteration 8Q (4903.870000 sec): 3 clusters Score: Raw -329135.322275 + Penalty 3787.110728 = -325348.211548 nChanged 16 SP:Iteration 9Q (4903.880000 sec): 3 clusters Score: Raw -329155.994993 + Penalty 3787.110728 = -325368.884266 nChanged 10 SP:Iteration 10Q (4903.890000 sec): 3 clusters Score: Raw -329169.732936 + Penalty 3787.110728 = -325382.622209 nChanged 7 SP:Iteration 11Q (4903.900000 sec): 3 clusters Score: Raw -329173.703269 + Penalty 3787.110728 = -325386.592541 nChanged 2 SP:Iteration 12Q (4903.900000 sec): 3 clusters Score: Raw -329175.427819 + Penalty 3787.110728 = -325388.317092 nChanged 4 SP:Iteration 13Q (4903.910000 sec): 3 clusters Score: Raw -329178.670400 + Penalty 3787.110728 = -325391.559672 nChanged 4 SP:Iteration 14Q (4903.920000 sec): 3 clusters Score: Raw -329185.289472 + Penalty 3787.110728 = -325398.178745 nChanged 4 SP:Iteration 15Q (4903.930000 sec): 3 clusters Score: Raw -329191.724827 + Penalty 3787.110728 = -325404.614100 nChanged 3 SP:Iteration 16Q (4903.940000 sec): 3 clusters Score: Raw -329194.314246 + Penalty 3787.110728 = -325407.203518 nChanged 4 SP:Iteration 17Q (4903.940000 sec): 3 clusters Score: Raw -329197.964994 + Penalty 3787.110728 = -325410.854266 nChanged 2 SP:Iteration 18Q (4903.950000 sec): 3 clusters Score: Raw -329200.081660 + Penalty 3787.110728 = -325412.970932 nChanged 1 SP:Iteration 19Q (4903.960000 sec): 3 clusters Score: Raw -329200.688036 + Penalty 3787.110728 = -325413.577308 nChanged 2 SP:Iteration 20F (4903.970000 sec): 3 clusters Score: Raw -329205.329795 + Penalty 3787.110728 = -325418.219067 nChanged 3 SP:Iteration 21Q (4903.980000 sec): 3 clusters Score: Raw -329211.392471 + Penalty 3787.110728 = -325424.281743 nChanged 4 SP:Iteration 22Q (4903.980000 sec): 3 clusters Score: Raw -329216.380493 + Penalty 3787.110728 = -325429.269765 nChanged 2 SP:Iteration 23Q (4903.990000 sec): 3 clusters Score: Raw -329219.250368 + Penalty 3787.110728 = -325432.139641 nChanged 4 SP:Iteration 24Q (4904.000000 sec): 3 clusters Score: Raw -329222.106696 + Penalty 3787.110728 = -325434.995968 nChanged 3 SP:Iteration 25Q (4904.000000 sec): 3 clusters Score: Raw -329228.037374 + Penalty 3787.110728 = -325440.926646 nChanged 3 SP:Iteration 26Q (4904.010000 sec): 3 clusters Score: Raw -329232.725649 + Penalty 3787.110728 = -325445.614922 nChanged 6 SP:Iteration 27Q (4904.020000 sec): 3 clusters Score: Raw -329241.379058 + Penalty 3787.110728 = -325454.268330 nChanged 3 SP:Iteration 28Q (4904.030000 sec): 3 clusters Score: Raw -329245.979778 + Penalty 3787.110728 = -325458.869050 nChanged 3 SP:Iteration 29Q (4904.040000 sec): 3 clusters Score: Raw -329247.933405 + Penalty 3787.110728 = -325460.822678 nChanged 1 SP:Iteration 30Q (4904.040000 sec): 3 clusters Score: Raw -329248.657881 + Penalty 3787.110728 = -325461.547153 nChanged 2 SP:Iteration 31Q (4904.050000 sec): 3 clusters Score: Raw -329250.382182 + Penalty 3787.110728 = -325463.271454 nChanged 2 SP:Iteration 32Q (4904.060000 sec): 3 clusters Score: Raw -329251.872960 + Penalty 3787.110728 = -325464.762232 nChanged 0 SP:Iteration 33F (4904.070000 sec): 3 clusters Score: Raw -329251.872960 + Penalty 3787.110728 = -325464.762232 nChanged 0 Deleting Class 11 (116 points): Lose 3264.568579 but Gain 3620.129790 Iteration 99Q (4944.140000 sec): 54 clusters Score: Raw -378520284.705754 + Penalty 191866.878851 = -378328417.826903 nChanged 12165 Iteration 100F (5116.510000 sec): 54 clusters Score: Raw -378526104.403872 + Penalty 191866.878851 = -378334237.525021 nChanged 12146 Iteration 101Q (5155.330000 sec): 54 clusters Score: Raw -378529398.902040 + Penalty 191866.878851 = -378337532.023188 nChanged 11237 Iteration 102Q (5194.030000 sec): 54 clusters Score: Raw -378531220.042500 + Penalty 191866.878851 = -378339353.163649 nChanged 10895 Iteration 103Q (5232.460000 sec): 54 clusters Score: Raw -378532530.279964 + Penalty 191866.878851 = -378340663.401113 nChanged 10492 Iteration 104Q (5271.130000 sec): 54 clusters Score: Raw -378533609.583354 + Penalty 191866.878851 = -378341742.704502 nChanged 10243 Iteration 105Q (5309.660000 sec): 54 clusters Score: Raw -378534539.734489 + Penalty 191866.878851 = -378342672.855637 nChanged 9844 Iteration 106Q (5348.200000 sec): 54 clusters Score: Raw -378535407.618731 + Penalty 191866.878851 = -378343540.739880 nChanged 9487 Iteration 107Q (5386.240000 sec): 54 clusters Score: Raw -378536153.694751 + Penalty 191866.878851 = -378344286.815899 nChanged 9164 Iteration 108Q (5424.090000 sec): 54 clusters Score: Raw -378536842.335179 + Penalty 191866.878851 = -378344975.456328 nChanged 8960 Iteration 109Q (5462.700000 sec): 54 clusters Score: Raw -378537480.552607 + Penalty 191866.878851 = -378345613.673756 nChanged 8526 Iteration 110Q (5501.160000 sec): 54 clusters Score: Raw -378538074.704418 + Penalty 191866.878851 = -378346207.825566 nChanged 8248 Iteration 111Q (5538.930000 sec): 54 clusters Score: Raw -378538628.889811 + Penalty 191866.878851 = -378346762.010960 nChanged 7941 Iteration 112Q (5577.460000 sec): 54 clusters Score: Raw -378539144.580982 + Penalty 191866.878851 = -378347277.702131 nChanged 7615 Iteration 113Q (5615.660000 sec): 54 clusters Score: Raw -378539614.418016 + Penalty 191866.878851 = -378347747.539164 nChanged 7218 Iteration 114Q (5654.340000 sec): 54 clusters Score: Raw -378540046.023662 + Penalty 191866.878851 = -378348179.144811 nChanged 6911 Iteration 115Q (5692.480000 sec): 54 clusters Score: Raw -378540451.438616 + Penalty 191866.878851 = -378348584.559764 nChanged 6583 Iteration 116Q (5731.230000 sec): 54 clusters Score: Raw -378540820.231668 + Penalty 191866.878851 = -378348953.352816 nChanged 6066 Iteration 117Q (5769.050000 sec): 54 clusters Score: Raw -378541145.477259 + Penalty 191866.878851 = -378349278.598407 nChanged 5790 Iteration 118Q (5807.680000 sec): 54 clusters Score: Raw -378541435.796458 + Penalty 191866.878851 = -378349568.917606 nChanged 5451 Iteration 119Q (5845.220000 sec): 54 clusters Score: Raw -378541703.353291 + Penalty 191866.878851 = -378349836.474440 nChanged 5283 Iteration 120F (6023.220000 sec): 54 clusters Score: Raw -378542116.989808 + Penalty 191866.878851 = -378350250.110957 nChanged 5082 Iteration 121Q (6062.160000 sec): 54 clusters Score: Raw -378542752.464887 + Penalty 191866.878851 = -378350885.586035 nChanged 4886 Iteration 122Q (6101.020000 sec): 54 clusters Score: Raw -378543297.545758 + Penalty 191866.878851 = -378351430.666906 nChanged 4593 Iteration 123Q (6139.740000 sec): 54 clusters Score: Raw -378543659.741092 + Penalty 191866.878851 = -378351792.862241 nChanged 4324 Iteration 124Q (6176.480000 sec): 54 clusters Score: Raw -378543908.844700 + Penalty 191866.878851 = -378352041.965848 nChanged 4131 Iteration 125Q (6212.900000 sec): 54 clusters Score: Raw -378544106.080516 + Penalty 191866.878851 = -378352239.201664 nChanged 3951 Iteration 126Q (6249.260000 sec): 54 clusters Score: Raw -378544269.393689 + Penalty 191866.878851 = -378352402.514838 nChanged 3692 Iteration 127Q (6285.890000 sec): 54 clusters Score: Raw -378544408.250246 + Penalty 191866.878851 = -378352541.371395 nChanged 3450 Iteration 128Q (6322.430000 sec): 54 clusters Score: Raw -378544525.573694 + Penalty 191866.878851 = -378352658.694843 nChanged 3352 Iteration 129Q (6359.020000 sec): 54 clusters Score: Raw -378544638.947286 + Penalty 191866.878851 = -378352772.068434 nChanged 3256 Iteration 130Q (6395.330000 sec): 54 clusters Score: Raw -378544745.231138 + Penalty 191866.878851 = -378352878.352287 nChanged 2971 Iteration 131Q (6431.630000 sec): 54 clusters Score: Raw -378544841.976235 + Penalty 191866.878851 = -378352975.097384 nChanged 2815 Iteration 132Q (6468.720000 sec): 54 clusters Score: Raw -378544931.835851 + Penalty 191866.878851 = -378353064.956999 nChanged 2710 Iteration 133Q (6506.870000 sec): 54 clusters Score: Raw -378545013.835521 + Penalty 191866.878851 = -378353146.956669 nChanged 2542 Iteration 134Q (6545.220000 sec): 54 clusters Score: Raw -378545089.988141 + Penalty 191866.878851 = -378353223.109289 nChanged 2437 Iteration 135Q (6583.290000 sec): 54 clusters Score: Raw -378545160.824865 + Penalty 191866.878851 = -378353293.946014 nChanged 2288 Iteration 136Q (6621.430000 sec): 54 clusters Score: Raw -378545227.899577 + Penalty 191866.878851 = -378353361.020725 nChanged 2193 Iteration 137Q (6659.850000 sec): 54 clusters Score: Raw -378545291.783292 + Penalty 191866.878851 = -378353424.904440 nChanged 2086 Iteration 138Q (6698.140000 sec): 54 clusters Score: Raw -378545350.064816 + Penalty 191866.878851 = -378353483.185964 nChanged 2024 Writing temp clu file Because OldScore, -378353424.904440, is greater than current (better) Score,-378353483.185964 Compute initial score before splitting: Score: Raw -378545350.064816 + Penalty 191866.878851 = -378353483.185964 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6698.560000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6698.560000 sec): 3 clusters Score: Raw -81521.651579 + Penalty 3104.752406 = -78416.899173 nChanged 87 SP:Iteration 1F (6698.560000 sec): 3 clusters Score: Raw -81663.098607 + Penalty 3104.752406 = -78558.346201 nChanged 25 SP:Iteration 2Q (6698.560000 sec): 3 clusters Score: Raw -81710.140694 + Penalty 3104.752406 = -78605.388288 nChanged 11 SP:Iteration 3Q (6698.570000 sec): 3 clusters Score: Raw -81735.297702 + Penalty 3104.752406 = -78630.545296 nChanged 4 SP:Iteration 4Q (6698.570000 sec): 3 clusters Score: Raw -81748.317935 + Penalty 3104.752406 = -78643.565529 nChanged 7 SP:Iteration 5Q (6698.570000 sec): 3 clusters Score: Raw -81766.835645 + Penalty 3104.752406 = -78662.083239 nChanged 4 SP:Iteration 6Q (6698.570000 sec): 3 clusters Score: Raw -81775.912703 + Penalty 3104.752406 = -78671.160297 nChanged 1 SP:Iteration 7Q (6698.580000 sec): 3 clusters Score: Raw -81784.263645 + Penalty 3104.752406 = -78679.511239 nChanged 1 SP:Iteration 8Q (6698.580000 sec): 3 clusters Score: Raw -81786.486528 + Penalty 3104.752406 = -78681.734122 nChanged 2 SP:Iteration 9Q (6698.580000 sec): 3 clusters Score: Raw -81790.354704 + Penalty 3104.752406 = -78685.602298 nChanged 0 SP:Iteration 10F (6698.580000 sec): 3 clusters Score: Raw -81790.354704 + Penalty 3104.752406 = -78685.602298 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6698.590000 sec): 2 clusters Score: Raw -67378.708868 + Penalty 1510.083129 = -65868.625739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6698.590000 sec): 3 clusters Score: Raw -67441.125791 + Penalty 3020.166258 = -64420.959533 nChanged 67 SP:Iteration 1F (6698.600000 sec): 3 clusters Score: Raw -67606.858462 + Penalty 3020.166258 = -64586.692204 nChanged 28 SP:Iteration 2F (6698.600000 sec): 3 clusters Score: Raw -67731.562920 + Penalty 3020.166258 = -64711.396662 nChanged 20 SP:Iteration 3Q (6698.600000 sec): 3 clusters Score: Raw -67837.033730 + Penalty 3020.166258 = -64816.867472 nChanged 12 SP:Iteration 4Q (6698.600000 sec): 3 clusters Score: Raw -67892.315183 + Penalty 3020.166258 = -64872.148925 nChanged 11 SP:Iteration 5Q (6698.600000 sec): 3 clusters Score: Raw -67963.940534 + Penalty 3020.166258 = -64943.774276 nChanged 12 SP:Iteration 6Q (6698.600000 sec): 3 clusters Score: Raw -68046.031033 + Penalty 3020.166258 = -65025.864775 nChanged 15 SP:Iteration 7Q (6698.600000 sec): 3 clusters Score: Raw -68105.397631 + Penalty 3020.166258 = -65085.231372 nChanged 10 SP:Iteration 8Q (6698.610000 sec): 3 clusters Score: Raw -68140.706387 + Penalty 3020.166258 = -65120.540129 nChanged 7 SP:Iteration 9Q (6698.610000 sec): 3 clusters Score: Raw -68162.518653 + Penalty 3020.166258 = -65142.352395 nChanged 4 SP:Iteration 10Q (6698.610000 sec): 3 clusters Score: Raw -68179.851612 + Penalty 3020.166258 = -65159.685354 nChanged 2 SP:Iteration 11Q (6698.610000 sec): 3 clusters Score: Raw -68187.634330 + Penalty 3020.166258 = -65167.468071 nChanged 1 SP:Iteration 12Q (6698.610000 sec): 3 clusters Score: Raw -68194.171344 + Penalty 3020.166258 = -65174.005085 nChanged 1 SP:Iteration 13Q (6698.610000 sec): 3 clusters Score: Raw -68197.367107 + Penalty 3020.166258 = -65177.200849 nChanged 0 SP:Iteration 14F (6698.620000 sec): 3 clusters Score: Raw -68197.367107 + Penalty 3020.166258 = -65177.200849 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (205696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6699.450000 sec): 2 clusters Score: Raw -38308542.664024 + Penalty 3034.070348 = -38305508.593676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6700.360000 sec): 3 clusters Score: Raw -38173596.468366 + Penalty 6068.140696 = -38167528.327670 nChanged 98905 SP:Iteration 1F (6701.250000 sec): 3 clusters Score: Raw -38231467.674984 + Penalty 6068.140696 = -38225399.534288 nChanged 5996 SP:Iteration 2Q (6702.170000 sec): 3 clusters Score: Raw -38233000.382825 + Penalty 6068.140696 = -38226932.242128 nChanged 7136 SP:Iteration 3Q (6703.080000 sec): 3 clusters Score: Raw -38235496.200125 + Penalty 6068.140696 = -38229428.059429 nChanged 9427 SP:Iteration 4Q (6703.990000 sec): 3 clusters Score: Raw -38240111.124178 + Penalty 6068.140696 = -38234042.983482 nChanged 13109 SP:Iteration 5F (6704.890000 sec): 3 clusters Score: Raw -38248587.599496 + Penalty 6068.140696 = -38242519.458800 nChanged 16615 SP:Iteration 6F (6705.750000 sec): 3 clusters Score: Raw -38262052.856005 + Penalty 6068.140696 = -38255984.715308 nChanged 18109 SP:Iteration 7F (6706.630000 sec): 3 clusters Score: Raw -38279019.051098 + Penalty 6068.140696 = -38272950.910402 nChanged 15469 SP:Iteration 8F (6707.490000 sec): 3 clusters Score: Raw -38294306.182858 + Penalty 6068.140696 = -38288238.042162 nChanged 9505 SP:Iteration 9Q (6708.300000 sec): 3 clusters Score: Raw -38303393.602541 + Penalty 6068.140696 = -38297325.461845 nChanged 3982 SP:Iteration 10Q (6709.030000 sec): 3 clusters Score: Raw -38306920.634162 + Penalty 6068.140696 = -38300852.493466 nChanged 1397 SP:Iteration 11Q (6709.690000 sec): 3 clusters Score: Raw -38308161.040560 + Penalty 6068.140696 = -38302092.899864 nChanged 416 SP:Iteration 12Q (6710.310000 sec): 3 clusters Score: Raw -38308553.801553 + Penalty 6068.140696 = -38302485.660856 nChanged 157 SP:Iteration 13Q (6710.930000 sec): 3 clusters Score: Raw -38308727.437962 + Penalty 6068.140696 = -38302659.297266 nChanged 77 SP:Iteration 14Q (6711.540000 sec): 3 clusters Score: Raw -38308815.961629 + Penalty 6068.140696 = -38302747.820933 nChanged 45 SP:Iteration 15Q (6712.150000 sec): 3 clusters Score: Raw -38308863.302557 + Penalty 6068.140696 = -38302795.161861 nChanged 17 SP:Iteration 16Q (6712.760000 sec): 3 clusters Score: Raw -38308886.771266 + Penalty 6068.140696 = -38302818.630569 nChanged 16 SP:Iteration 17Q (6713.370000 sec): 3 clusters Score: Raw -38308905.047974 + Penalty 6068.140696 = -38302836.907278 nChanged 11 SP:Iteration 18Q (6713.970000 sec): 3 clusters Score: Raw -38308918.669973 + Penalty 6068.140696 = -38302850.529277 nChanged 12 SP:Iteration 19Q (6714.580000 sec): 3 clusters Score: Raw -38308930.782363 + Penalty 6068.140696 = -38302862.641666 nChanged 7 SP:Iteration 20F (6715.440000 sec): 3 clusters Score: Raw -38308935.486433 + Penalty 6068.140696 = -38302867.345737 nChanged 3 SP:Iteration 21Q (6716.050000 sec): 3 clusters Score: Raw -38308938.172087 + Penalty 6068.140696 = -38302870.031390 nChanged 0 SP:Iteration 22F (6716.890000 sec): 3 clusters Score: Raw -38308938.172087 + Penalty 6068.140696 = -38302870.031390 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6717.010000 sec): 2 clusters Score: Raw -400547.337404 + Penalty 1912.907796 = -398634.429608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6717.020000 sec): 3 clusters Score: Raw -399728.789768 + Penalty 3825.815593 = -395902.974175 nChanged 726 SP:Iteration 1F (6717.030000 sec): 3 clusters Score: Raw -400256.388771 + Penalty 3825.815593 = -396430.573178 nChanged 188 SP:Iteration 2F (6717.040000 sec): 3 clusters Score: Raw -400486.659795 + Penalty 3825.815593 = -396660.844202 nChanged 154 SP:Iteration 3F (6717.050000 sec): 3 clusters Score: Raw -400704.661166 + Penalty 3825.815593 = -396878.845573 nChanged 144 SP:Iteration 4F (6717.050000 sec): 3 clusters Score: Raw -400964.124033 + Penalty 3825.815593 = -397138.308440 nChanged 145 SP:Iteration 5F (6717.060000 sec): 3 clusters Score: Raw -401286.213506 + Penalty 3825.815593 = -397460.397913 nChanged 133 SP:Iteration 6F (6717.070000 sec): 3 clusters Score: Raw -401516.071707 + Penalty 3825.815593 = -397690.256114 nChanged 108 SP:Iteration 7Q (6717.080000 sec): 3 clusters Score: Raw -401685.116141 + Penalty 3825.815593 = -397859.300548 nChanged 75 SP:Iteration 8Q (6717.090000 sec): 3 clusters Score: Raw -401771.470606 + Penalty 3825.815593 = -397945.655013 nChanged 41 SP:Iteration 9Q (6717.100000 sec): 3 clusters Score: Raw -401808.197630 + Penalty 3825.815593 = -397982.382037 nChanged 20 SP:Iteration 10Q (6717.110000 sec): 3 clusters Score: Raw -401821.478818 + Penalty 3825.815593 = -397995.663225 nChanged 11 SP:Iteration 11Q (6717.110000 sec): 3 clusters Score: Raw -401829.885268 + Penalty 3825.815593 = -398004.069676 nChanged 12 SP:Iteration 12Q (6717.120000 sec): 3 clusters Score: Raw -401837.739155 + Penalty 3825.815593 = -398011.923562 nChanged 8 SP:Iteration 13Q (6717.130000 sec): 3 clusters Score: Raw -401843.394750 + Penalty 3825.815593 = -398017.579157 nChanged 8 SP:Iteration 14Q (6717.140000 sec): 3 clusters Score: Raw -401848.720953 + Penalty 3825.815593 = -398022.905360 nChanged 7 SP:Iteration 15Q (6717.150000 sec): 3 clusters Score: Raw -401852.538843 + Penalty 3825.815593 = -398026.723250 nChanged 3 SP:Iteration 16Q (6717.150000 sec): 3 clusters Score: Raw -401854.997219 + Penalty 3825.815593 = -398029.181627 nChanged 6 SP:Iteration 17Q (6717.160000 sec): 3 clusters Score: Raw -401860.461851 + Penalty 3825.815593 = -398034.646258 nChanged 3 SP:Iteration 18Q (6717.170000 sec): 3 clusters Score: Raw -401862.873010 + Penalty 3825.815593 = -398037.057417 nChanged 1 SP:Iteration 19Q (6717.180000 sec): 3 clusters Score: Raw -401863.314902 + Penalty 3825.815593 = -398037.499309 nChanged 0 SP:Iteration 20F (6717.190000 sec): 3 clusters Score: Raw -401863.314902 + Penalty 3825.815593 = -398037.499309 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6717.210000 sec): 2 clusters Score: Raw -54323.462859 + Penalty 1447.033063 = -52876.429796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6717.210000 sec): 3 clusters Score: Raw -54458.564696 + Penalty 2894.066126 = -51564.498571 nChanged 54 SP:Iteration 1F (6717.210000 sec): 3 clusters Score: Raw -54581.616101 + Penalty 2894.066126 = -51687.549975 nChanged 13 SP:Iteration 2Q (6717.210000 sec): 3 clusters Score: Raw -54622.612066 + Penalty 2894.066126 = -51728.545941 nChanged 3 SP:Iteration 3Q (6717.210000 sec): 3 clusters Score: Raw -54635.616503 + Penalty 2894.066126 = -51741.550377 nChanged 1 SP:Iteration 4Q (6717.210000 sec): 3 clusters Score: Raw -54638.834612 + Penalty 2894.066126 = -51744.768487 nChanged 0 SP:Iteration 5F (6717.210000 sec): 3 clusters Score: Raw -54638.834612 + Penalty 2894.066126 = -51744.768487 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6717.250000 sec): 2 clusters Score: Raw -985975.446904 + Penalty 2153.773435 = -983821.673469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6717.270000 sec): 3 clusters Score: Raw -983040.827917 + Penalty 4307.546869 = -978733.281048 nChanged 2262 SP:Iteration 1F (6717.300000 sec): 3 clusters Score: Raw -984298.237338 + Penalty 4307.546869 = -979990.690469 nChanged 463 SP:Iteration 2F (6717.330000 sec): 3 clusters Score: Raw -984609.775164 + Penalty 4307.546869 = -980302.228295 nChanged 367 SP:Iteration 3F (6717.350000 sec): 3 clusters Score: Raw -984894.153418 + Penalty 4307.546869 = -980586.606549 nChanged 310 SP:Iteration 4F (6717.370000 sec): 3 clusters Score: Raw -985115.634035 + Penalty 4307.546869 = -980808.087166 nChanged 280 SP:Iteration 5Q (6717.400000 sec): 3 clusters Score: Raw -985349.094354 + Penalty 4307.546869 = -981041.547485 nChanged 273 SP:Iteration 6Q (6717.420000 sec): 3 clusters Score: Raw -985589.255964 + Penalty 4307.546869 = -981281.709095 nChanged 266 SP:Iteration 7Q (6717.450000 sec): 3 clusters Score: Raw -985813.862701 + Penalty 4307.546869 = -981506.315832 nChanged 277 SP:Iteration 8Q (6717.470000 sec): 3 clusters Score: Raw -986027.756787 + Penalty 4307.546869 = -981720.209918 nChanged 256 SP:Iteration 9Q (6717.490000 sec): 3 clusters Score: Raw -986232.244550 + Penalty 4307.546869 = -981924.697681 nChanged 251 SP:Iteration 10Q (6717.510000 sec): 3 clusters Score: Raw -986411.857877 + Penalty 4307.546869 = -982104.311008 nChanged 187 SP:Iteration 11Q (6717.540000 sec): 3 clusters Score: Raw -986524.471695 + Penalty 4307.546869 = -982216.924826 nChanged 173 SP:Iteration 12Q (6717.560000 sec): 3 clusters Score: Raw -986611.495347 + Penalty 4307.546869 = -982303.948478 nChanged 113 SP:Iteration 13Q (6717.590000 sec): 3 clusters Score: Raw -986666.282590 + Penalty 4307.546869 = -982358.735721 nChanged 87 SP:Iteration 14Q (6717.610000 sec): 3 clusters Score: Raw -986700.884616 + Penalty 4307.546869 = -982393.337747 nChanged 57 SP:Iteration 15Q (6717.630000 sec): 3 clusters Score: Raw -986720.252076 + Penalty 4307.546869 = -982412.705206 nChanged 41 SP:Iteration 16Q (6717.650000 sec): 3 clusters Score: Raw -986734.142784 + Penalty 4307.546869 = -982426.595914 nChanged 30 SP:Iteration 17Q (6717.680000 sec): 3 clusters Score: Raw -986742.878000 + Penalty 4307.546869 = -982435.331131 nChanged 23 SP:Iteration 18Q (6717.700000 sec): 3 clusters Score: Raw -986748.740459 + Penalty 4307.546869 = -982441.193590 nChanged 17 SP:Iteration 19Q (6717.720000 sec): 3 clusters Score: Raw -986753.443491 + Penalty 4307.546869 = -982445.896621 nChanged 6 SP:Iteration 20F (6717.740000 sec): 3 clusters Score: Raw -986754.785499 + Penalty 4307.546869 = -982447.238629 nChanged 5 SP:Iteration 21Q (6717.760000 sec): 3 clusters Score: Raw -986755.887442 + Penalty 4307.546869 = -982448.340573 nChanged 3 SP:Iteration 22Q (6717.780000 sec): 3 clusters Score: Raw -986756.370634 + Penalty 4307.546869 = -982448.823765 nChanged 2 SP:Iteration 23Q (6717.810000 sec): 3 clusters Score: Raw -986757.070585 + Penalty 4307.546869 = -982449.523716 nChanged 1 SP:Iteration 24Q (6717.830000 sec): 3 clusters Score: Raw -986757.243220 + Penalty 4307.546869 = -982449.696351 nChanged 1 SP:Iteration 25Q (6717.850000 sec): 3 clusters Score: Raw -986757.408029 + Penalty 4307.546869 = -982449.861160 nChanged 1 SP:Iteration 26Q (6717.880000 sec): 3 clusters Score: Raw -986757.754233 + Penalty 4307.546869 = -982450.207364 nChanged 2 SP:Iteration 27Q (6717.900000 sec): 3 clusters Score: Raw -986758.048522 + Penalty 4307.546869 = -982450.501652 nChanged 0 SP:Iteration 28F (6717.920000 sec): 3 clusters Score: Raw -986758.048522 + Penalty 4307.546869 = -982450.501652 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6717.940000 sec): 2 clusters Score: Raw -63029.651085 + Penalty 1496.205383 = -61533.445702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6717.940000 sec): 3 clusters Score: Raw -63119.020507 + Penalty 2992.410766 = -60126.609740 nChanged 75 SP:Iteration 1F (6717.940000 sec): 3 clusters Score: Raw -63298.574461 + Penalty 2992.410766 = -60306.163695 nChanged 18 SP:Iteration 2Q (6717.940000 sec): 3 clusters Score: Raw -63373.547147 + Penalty 2992.410766 = -60381.136381 nChanged 14 SP:Iteration 3Q (6717.940000 sec): 3 clusters Score: Raw -63406.111244 + Penalty 2992.410766 = -60413.700478 nChanged 12 SP:Iteration 4Q (6717.940000 sec): 3 clusters Score: Raw -63447.855139 + Penalty 2992.410766 = -60455.444373 nChanged 9 SP:Iteration 5Q (6717.940000 sec): 3 clusters Score: Raw -63478.853450 + Penalty 2992.410766 = -60486.442684 nChanged 12 SP:Iteration 6Q (6717.950000 sec): 3 clusters Score: Raw -63530.425627 + Penalty 2992.410766 = -60538.014861 nChanged 13 SP:Iteration 7Q (6717.950000 sec): 3 clusters Score: Raw -63592.455551 + Penalty 2992.410766 = -60600.044785 nChanged 9 SP:Iteration 8Q (6717.950000 sec): 3 clusters Score: Raw -63662.809569 + Penalty 2992.410766 = -60670.398803 nChanged 13 SP:Iteration 9Q (6717.950000 sec): 3 clusters Score: Raw -63712.856986 + Penalty 2992.410766 = -60720.446220 nChanged 5 SP:Iteration 10Q (6717.950000 sec): 3 clusters Score: Raw -63741.917156 + Penalty 2992.410766 = -60749.506390 nChanged 3 SP:Iteration 11Q (6717.960000 sec): 3 clusters Score: Raw -63761.778231 + Penalty 2992.410766 = -60769.367465 nChanged 3 SP:Iteration 12Q (6717.960000 sec): 3 clusters Score: Raw -63801.205964 + Penalty 2992.410766 = -60808.795198 nChanged 9 SP:Iteration 13Q (6717.960000 sec): 3 clusters Score: Raw -63878.685124 + Penalty 2992.410766 = -60886.274358 nChanged 11 SP:Iteration 14Q (6717.960000 sec): 3 clusters Score: Raw -63989.357508 + Penalty 2992.410766 = -60996.946742 nChanged 7 SP:Iteration 15Q (6717.960000 sec): 3 clusters Score: Raw -64041.430298 + Penalty 2992.410766 = -61049.019532 nChanged 3 SP:Iteration 16Q (6717.960000 sec): 3 clusters Score: Raw -64073.688190 + Penalty 2992.410766 = -61081.277424 nChanged 4 SP:Iteration 17Q (6717.960000 sec): 3 clusters Score: Raw -64093.480551 + Penalty 2992.410766 = -61101.069785 nChanged 1 SP:Iteration 18Q (6717.960000 sec): 3 clusters Score: Raw -64095.591905 + Penalty 2992.410766 = -61103.181139 nChanged 0 SP:Iteration 19F (6717.970000 sec): 3 clusters Score: Raw -64120.176044 + Penalty 2992.410766 = -61127.765278 nChanged 5 SP:Iteration 20F (6717.970000 sec): 3 clusters Score: Raw -64240.994748 + Penalty 2992.410766 = -61248.583982 nChanged 8 SP:Iteration 21Q (6717.970000 sec): 3 clusters Score: Raw -64325.189043 + Penalty 2992.410766 = -61332.778277 nChanged 1 SP:Iteration 22Q (6717.970000 sec): 3 clusters Score: Raw -64329.521573 + Penalty 2992.410766 = -61337.110807 nChanged 0 SP:Iteration 23F (6717.970000 sec): 3 clusters Score: Raw -64329.521573 + Penalty 2992.410766 = -61337.110807 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (35716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6718.130000 sec): 2 clusters Score: Raw -6134655.848239 + Penalty 2599.871804 = -6132055.976436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6718.280000 sec): 3 clusters Score: Raw -6112920.287112 + Penalty 5199.743607 = -6107720.543505 nChanged 16384 SP:Iteration 1F (6718.450000 sec): 3 clusters Score: Raw -6121801.015958 + Penalty 5199.743607 = -6116601.272351 nChanged 1510 SP:Iteration 2Q (6718.610000 sec): 3 clusters Score: Raw -6122252.644831 + Penalty 5199.743607 = -6117052.901224 nChanged 1371 SP:Iteration 3Q (6718.770000 sec): 3 clusters Score: Raw -6122652.258295 + Penalty 5199.743607 = -6117452.514687 nChanged 1287 SP:Iteration 4Q (6718.920000 sec): 3 clusters Score: Raw -6123043.437838 + Penalty 5199.743607 = -6117843.694231 nChanged 1272 SP:Iteration 5Q (6719.080000 sec): 3 clusters Score: Raw -6123472.848641 + Penalty 5199.743607 = -6118273.105034 nChanged 1421 SP:Iteration 6Q (6719.240000 sec): 3 clusters Score: Raw -6124013.461456 + Penalty 5199.743607 = -6118813.717849 nChanged 1547 SP:Iteration 7Q (6719.390000 sec): 3 clusters Score: Raw -6124684.903350 + Penalty 5199.743607 = -6119485.159743 nChanged 1676 SP:Iteration 8Q (6719.540000 sec): 3 clusters Score: Raw -6125553.596807 + Penalty 5199.743607 = -6120353.853200 nChanged 1826 SP:Iteration 9F (6719.700000 sec): 3 clusters Score: Raw -6126637.421197 + Penalty 5199.743607 = -6121437.677590 nChanged 1942 SP:Iteration 10F (6719.850000 sec): 3 clusters Score: Raw -6127996.242101 + Penalty 5199.743607 = -6122796.498494 nChanged 1960 SP:Iteration 11F (6720.000000 sec): 3 clusters Score: Raw -6129488.575330 + Penalty 5199.743607 = -6124288.831722 nChanged 1732 SP:Iteration 12Q (6720.160000 sec): 3 clusters Score: Raw -6130874.251589 + Penalty 5199.743607 = -6125674.507982 nChanged 1466 SP:Iteration 13Q (6720.300000 sec): 3 clusters Score: Raw -6131936.144364 + Penalty 5199.743607 = -6126736.400756 nChanged 1088 SP:Iteration 14Q (6720.440000 sec): 3 clusters Score: Raw -6132646.637098 + Penalty 5199.743607 = -6127446.893491 nChanged 819 SP:Iteration 15Q (6720.590000 sec): 3 clusters Score: Raw -6133081.214452 + Penalty 5199.743607 = -6127881.470845 nChanged 654 SP:Iteration 16Q (6720.730000 sec): 3 clusters Score: Raw -6133393.926065 + Penalty 5199.743607 = -6128194.182458 nChanged 570 SP:Iteration 17Q (6720.860000 sec): 3 clusters Score: Raw -6133642.477034 + Penalty 5199.743607 = -6128442.733427 nChanged 498 SP:Iteration 18Q (6720.990000 sec): 3 clusters Score: Raw -6133848.466152 + Penalty 5199.743607 = -6128648.722544 nChanged 442 SP:Iteration 19Q (6721.130000 sec): 3 clusters Score: Raw -6134036.306340 + Penalty 5199.743607 = -6128836.562733 nChanged 401 SP:Iteration 20F (6721.280000 sec): 3 clusters Score: Raw -6134201.229956 + Penalty 5199.743607 = -6129001.486349 nChanged 381 SP:Iteration 21Q (6721.400000 sec): 3 clusters Score: Raw -6134344.027772 + Penalty 5199.743607 = -6129144.284164 nChanged 335 SP:Iteration 22Q (6721.530000 sec): 3 clusters Score: Raw -6134469.217269 + Penalty 5199.743607 = -6129269.473662 nChanged 291 SP:Iteration 23Q (6721.660000 sec): 3 clusters Score: Raw -6134581.904075 + Penalty 5199.743607 = -6129382.160468 nChanged 255 SP:Iteration 24Q (6721.780000 sec): 3 clusters Score: Raw -6134677.748995 + Penalty 5199.743607 = -6129478.005387 nChanged 216 SP:Iteration 25Q (6721.900000 sec): 3 clusters Score: Raw -6134758.408706 + Penalty 5199.743607 = -6129558.665099 nChanged 193 SP:Iteration 26Q (6722.020000 sec): 3 clusters Score: Raw -6134830.854697 + Penalty 5199.743607 = -6129631.111090 nChanged 173 SP:Iteration 27Q (6722.140000 sec): 3 clusters Score: Raw -6134894.797456 + Penalty 5199.743607 = -6129695.053849 nChanged 155 SP:Iteration 28Q (6722.260000 sec): 3 clusters Score: Raw -6134942.938614 + Penalty 5199.743607 = -6129743.195007 nChanged 127 SP:Iteration 29Q (6722.380000 sec): 3 clusters Score: Raw -6134983.972137 + Penalty 5199.743607 = -6129784.228529 nChanged 100 SP:Iteration 30Q (6722.500000 sec): 3 clusters Score: Raw -6135017.382930 + Penalty 5199.743607 = -6129817.639323 nChanged 85 SP:Iteration 31Q (6722.630000 sec): 3 clusters Score: Raw -6135044.450660 + Penalty 5199.743607 = -6129844.707053 nChanged 85 SP:Iteration 32Q (6722.740000 sec): 3 clusters Score: Raw -6135073.680352 + Penalty 5199.743607 = -6129873.936745 nChanged 80 SP:Iteration 33Q (6722.860000 sec): 3 clusters Score: Raw -6135095.993488 + Penalty 5199.743607 = -6129896.249881 nChanged 51 SP:Iteration 34Q (6722.990000 sec): 3 clusters Score: Raw -6135111.068894 + Penalty 5199.743607 = -6129911.325287 nChanged 49 SP:Iteration 35Q (6723.110000 sec): 3 clusters Score: Raw -6135126.126039 + Penalty 5199.743607 = -6129926.382432 nChanged 38 SP:Iteration 36Q (6723.230000 sec): 3 clusters Score: Raw -6135136.682040 + Penalty 5199.743607 = -6129936.938433 nChanged 35 SP:Iteration 37Q (6723.350000 sec): 3 clusters Score: Raw -6135143.813416 + Penalty 5199.743607 = -6129944.069809 nChanged 28 SP:Iteration 38Q (6723.470000 sec): 3 clusters Score: Raw -6135149.658293 + Penalty 5199.743607 = -6129949.914686 nChanged 16 SP:Iteration 39Q (6723.590000 sec): 3 clusters Score: Raw -6135153.190083 + Penalty 5199.743607 = -6129953.446476 nChanged 19 SP:Iteration 40F (6723.740000 sec): 3 clusters Score: Raw -6135158.686064 + Penalty 5199.743607 = -6129958.942456 nChanged 18 SP:Iteration 41Q (6723.860000 sec): 3 clusters Score: Raw -6135162.135717 + Penalty 5199.743607 = -6129962.392110 nChanged 12 SP:Iteration 42Q (6723.980000 sec): 3 clusters Score: Raw -6135165.290711 + Penalty 5199.743607 = -6129965.547104 nChanged 16 SP:Iteration 43Q (6724.100000 sec): 3 clusters Score: Raw -6135169.407036 + Penalty 5199.743607 = -6129969.663429 nChanged 21 SP:Iteration 44Q (6724.220000 sec): 3 clusters Score: Raw -6135174.154419 + Penalty 5199.743607 = -6129974.410812 nChanged 16 SP:Iteration 45Q (6724.340000 sec): 3 clusters Score: Raw -6135179.465173 + Penalty 5199.743607 = -6129979.721566 nChanged 13 SP:Iteration 46Q (6724.460000 sec): 3 clusters Score: Raw -6135183.254137 + Penalty 5199.743607 = -6129983.510530 nChanged 15 SP:Iteration 47Q (6724.580000 sec): 3 clusters Score: Raw -6135188.050718 + Penalty 5199.743607 = -6129988.307110 nChanged 16 SP:Iteration 48Q (6724.700000 sec): 3 clusters Score: Raw -6135193.663514 + Penalty 5199.743607 = -6129993.919907 nChanged 17 SP:Iteration 49Q (6724.820000 sec): 3 clusters Score: Raw -6135197.659032 + Penalty 5199.743607 = -6129997.915425 nChanged 18 SP:Iteration 50Q (6724.940000 sec): 3 clusters Score: Raw -6135202.352683 + Penalty 5199.743607 = -6130002.609076 nChanged 13 SP:Iteration 51Q (6725.060000 sec): 3 clusters Score: Raw -6135206.288169 + Penalty 5199.743607 = -6130006.544562 nChanged 13 SP:Iteration 52Q (6725.180000 sec): 3 clusters Score: Raw -6135209.072191 + Penalty 5199.743607 = -6130009.328584 nChanged 7 SP:Iteration 53Q (6725.300000 sec): 3 clusters Score: Raw -6135210.814655 + Penalty 5199.743607 = -6130011.071048 nChanged 6 SP:Iteration 54Q (6725.420000 sec): 3 clusters Score: Raw -6135212.083941 + Penalty 5199.743607 = -6130012.340333 nChanged 4 SP:Iteration 55Q (6725.540000 sec): 3 clusters Score: Raw -6135212.776886 + Penalty 5199.743607 = -6130013.033278 nChanged 7 SP:Iteration 56Q (6725.660000 sec): 3 clusters Score: Raw -6135214.995027 + Penalty 5199.743607 = -6130015.251420 nChanged 10 SP:Iteration 57Q (6725.780000 sec): 3 clusters Score: Raw -6135218.378280 + Penalty 5199.743607 = -6130018.634673 nChanged 15 SP:Iteration 58Q (6725.900000 sec): 3 clusters Score: Raw -6135222.190490 + Penalty 5199.743607 = -6130022.446883 nChanged 9 SP:Iteration 59Q (6726.010000 sec): 3 clusters Score: Raw -6135224.081710 + Penalty 5199.743607 = -6130024.338103 nChanged 6 SP:Iteration 60F (6726.170000 sec): 3 clusters Score: Raw -6135225.189798 + Penalty 5199.743607 = -6130025.446191 nChanged 3 SP:Iteration 61Q (6726.290000 sec): 3 clusters Score: Raw -6135225.808519 + Penalty 5199.743607 = -6130026.064912 nChanged 4 SP:Iteration 62Q (6726.400000 sec): 3 clusters Score: Raw -6135226.715319 + Penalty 5199.743607 = -6130026.971712 nChanged 6 SP:Iteration 63Q (6726.530000 sec): 3 clusters Score: Raw -6135228.383227 + Penalty 5199.743607 = -6130028.639620 nChanged 7 SP:Iteration 64Q (6726.650000 sec): 3 clusters Score: Raw -6135230.062445 + Penalty 5199.743607 = -6130030.318838 nChanged 3 SP:Iteration 65Q (6726.760000 sec): 3 clusters Score: Raw -6135230.682273 + Penalty 5199.743607 = -6130030.938665 nChanged 2 SP:Iteration 66Q (6726.880000 sec): 3 clusters Score: Raw -6135231.120324 + Penalty 5199.743607 = -6130031.376717 nChanged 2 SP:Iteration 67Q (6727.000000 sec): 3 clusters Score: Raw -6135231.677646 + Penalty 5199.743607 = -6130031.934039 nChanged 2 SP:Iteration 68Q (6727.120000 sec): 3 clusters Score: Raw -6135231.991422 + Penalty 5199.743607 = -6130032.247815 nChanged 0 SP:Iteration 69F (6727.280000 sec): 3 clusters Score: Raw -6135231.991422 + Penalty 5199.743607 = -6130032.247815 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (30078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6727.400000 sec): 2 clusters Score: Raw -4974195.463690 + Penalty 2557.264223 = -4971638.199467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6727.530000 sec): 3 clusters Score: Raw -4956012.058354 + Penalty 5114.528446 = -4950897.529908 nChanged 13679 SP:Iteration 1F (6727.670000 sec): 3 clusters Score: Raw -4963486.134029 + Penalty 5114.528446 = -4958371.605583 nChanged 1389 SP:Iteration 2Q (6727.800000 sec): 3 clusters Score: Raw -4963957.369853 + Penalty 5114.528446 = -4958842.841407 nChanged 1276 SP:Iteration 3Q (6727.940000 sec): 3 clusters Score: Raw -4964404.937622 + Penalty 5114.528446 = -4959290.409176 nChanged 1265 SP:Iteration 4Q (6728.070000 sec): 3 clusters Score: Raw -4964860.995053 + Penalty 5114.528446 = -4959746.466607 nChanged 1239 SP:Iteration 5Q (6728.210000 sec): 3 clusters Score: Raw -4965345.612819 + Penalty 5114.528446 = -4960231.084373 nChanged 1228 SP:Iteration 6Q (6728.340000 sec): 3 clusters Score: Raw -4965870.960233 + Penalty 5114.528446 = -4960756.431787 nChanged 1223 SP:Iteration 7Q (6728.480000 sec): 3 clusters Score: Raw -4966426.810036 + Penalty 5114.528446 = -4961312.281590 nChanged 1271 SP:Iteration 8Q (6728.620000 sec): 3 clusters Score: Raw -4967031.049410 + Penalty 5114.528446 = -4961916.520963 nChanged 1357 SP:Iteration 9Q (6728.750000 sec): 3 clusters Score: Raw -4967716.024461 + Penalty 5114.528446 = -4962601.496015 nChanged 1356 SP:Iteration 10Q (6728.880000 sec): 3 clusters Score: Raw -4968432.191954 + Penalty 5114.528446 = -4963317.663508 nChanged 1324 SP:Iteration 11Q (6729.020000 sec): 3 clusters Score: Raw -4969176.337449 + Penalty 5114.528446 = -4964061.809003 nChanged 1292 SP:Iteration 12Q (6729.150000 sec): 3 clusters Score: Raw -4969949.605650 + Penalty 5114.528446 = -4964835.077204 nChanged 1181 SP:Iteration 13Q (6729.280000 sec): 3 clusters Score: Raw -4970695.305108 + Penalty 5114.528446 = -4965580.776662 nChanged 1087 SP:Iteration 14Q (6729.410000 sec): 3 clusters Score: Raw -4971389.363184 + Penalty 5114.528446 = -4966274.834738 nChanged 958 SP:Iteration 15Q (6729.540000 sec): 3 clusters Score: Raw -4971996.164390 + Penalty 5114.528446 = -4966881.635944 nChanged 794 SP:Iteration 16Q (6729.660000 sec): 3 clusters Score: Raw -4972473.441536 + Penalty 5114.528446 = -4967358.913090 nChanged 658 SP:Iteration 17Q (6729.780000 sec): 3 clusters Score: Raw -4972843.622931 + Penalty 5114.528446 = -4967729.094485 nChanged 558 SP:Iteration 18Q (6729.890000 sec): 3 clusters Score: Raw -4973202.978479 + Penalty 5114.528446 = -4968088.450033 nChanged 537 SP:Iteration 19Q (6730.000000 sec): 3 clusters Score: Raw -4973545.276774 + Penalty 5114.528446 = -4968430.748328 nChanged 428 SP:Iteration 20F (6730.140000 sec): 3 clusters Score: Raw -4973814.486407 + Penalty 5114.528446 = -4968699.957961 nChanged 347 SP:Iteration 21Q (6730.240000 sec): 3 clusters Score: Raw -4974047.926602 + Penalty 5114.528446 = -4968933.398156 nChanged 284 SP:Iteration 22Q (6730.350000 sec): 3 clusters Score: Raw -4974245.493366 + Penalty 5114.528446 = -4969130.964919 nChanged 218 SP:Iteration 23Q (6730.450000 sec): 3 clusters Score: Raw -4974398.073535 + Penalty 5114.528446 = -4969283.545089 nChanged 153 SP:Iteration 24Q (6730.550000 sec): 3 clusters Score: Raw -4974507.161250 + Penalty 5114.528446 = -4969392.632803 nChanged 113 SP:Iteration 25Q (6730.650000 sec): 3 clusters Score: Raw -4974588.677934 + Penalty 5114.528446 = -4969474.149488 nChanged 74 SP:Iteration 26Q (6730.760000 sec): 3 clusters Score: Raw -4974642.504726 + Penalty 5114.528446 = -4969527.976280 nChanged 65 SP:Iteration 27Q (6730.850000 sec): 3 clusters Score: Raw -4974691.692049 + Penalty 5114.528446 = -4969577.163603 nChanged 66 SP:Iteration 28Q (6730.950000 sec): 3 clusters Score: Raw -4974737.820587 + Penalty 5114.528446 = -4969623.292141 nChanged 45 SP:Iteration 29Q (6731.040000 sec): 3 clusters Score: Raw -4974766.694190 + Penalty 5114.528446 = -4969652.165744 nChanged 28 SP:Iteration 30Q (6731.140000 sec): 3 clusters Score: Raw -4974781.977493 + Penalty 5114.528446 = -4969667.449047 nChanged 21 SP:Iteration 31Q (6731.240000 sec): 3 clusters Score: Raw -4974793.334906 + Penalty 5114.528446 = -4969678.806460 nChanged 17 SP:Iteration 32Q (6731.330000 sec): 3 clusters Score: Raw -4974806.103021 + Penalty 5114.528446 = -4969691.574575 nChanged 15 SP:Iteration 33Q (6731.430000 sec): 3 clusters Score: Raw -4974815.870097 + Penalty 5114.528446 = -4969701.341651 nChanged 13 SP:Iteration 34Q (6731.520000 sec): 3 clusters Score: Raw -4974822.656952 + Penalty 5114.528446 = -4969708.128506 nChanged 9 SP:Iteration 35Q (6731.620000 sec): 3 clusters Score: Raw -4974827.843287 + Penalty 5114.528446 = -4969713.314840 nChanged 3 SP:Iteration 36Q (6731.710000 sec): 3 clusters Score: Raw -4974829.963346 + Penalty 5114.528446 = -4969715.434900 nChanged 6 SP:Iteration 37Q (6731.810000 sec): 3 clusters Score: Raw -4974833.597070 + Penalty 5114.528446 = -4969719.068624 nChanged 4 SP:Iteration 38Q (6731.910000 sec): 3 clusters Score: Raw -4974835.942665 + Penalty 5114.528446 = -4969721.414219 nChanged 3 SP:Iteration 39Q (6732.000000 sec): 3 clusters Score: Raw -4974838.041641 + Penalty 5114.528446 = -4969723.513195 nChanged 4 SP:Iteration 40F (6732.130000 sec): 3 clusters Score: Raw -4974840.453841 + Penalty 5114.528446 = -4969725.925395 nChanged 5 SP:Iteration 41Q (6732.220000 sec): 3 clusters Score: Raw -4974846.155443 + Penalty 5114.528446 = -4969731.626997 nChanged 8 SP:Iteration 42Q (6732.320000 sec): 3 clusters Score: Raw -4974852.527174 + Penalty 5114.528446 = -4969737.998727 nChanged 6 SP:Iteration 43Q (6732.420000 sec): 3 clusters Score: Raw -4974858.173587 + Penalty 5114.528446 = -4969743.645141 nChanged 10 SP:Iteration 44Q (6732.510000 sec): 3 clusters Score: Raw -4974864.676311 + Penalty 5114.528446 = -4969750.147865 nChanged 10 SP:Iteration 45Q (6732.610000 sec): 3 clusters Score: Raw -4974871.175588 + Penalty 5114.528446 = -4969756.647142 nChanged 4 SP:Iteration 46Q (6732.700000 sec): 3 clusters Score: Raw -4974873.875768 + Penalty 5114.528446 = -4969759.347322 nChanged 7 SP:Iteration 47Q (6732.800000 sec): 3 clusters Score: Raw -4974877.833489 + Penalty 5114.528446 = -4969763.305042 nChanged 7 SP:Iteration 48Q (6732.890000 sec): 3 clusters Score: Raw -4974882.617187 + Penalty 5114.528446 = -4969768.088741 nChanged 7 SP:Iteration 49Q (6732.990000 sec): 3 clusters Score: Raw -4974887.434377 + Penalty 5114.528446 = -4969772.905931 nChanged 7 SP:Iteration 50Q (6733.080000 sec): 3 clusters Score: Raw -4974894.159630 + Penalty 5114.528446 = -4969779.631184 nChanged 10 SP:Iteration 51Q (6733.170000 sec): 3 clusters Score: Raw -4974904.217895 + Penalty 5114.528446 = -4969789.689449 nChanged 7 SP:Iteration 52Q (6733.270000 sec): 3 clusters Score: Raw -4974908.681805 + Penalty 5114.528446 = -4969794.153358 nChanged 5 SP:Iteration 53Q (6733.370000 sec): 3 clusters Score: Raw -4974910.874557 + Penalty 5114.528446 = -4969796.346111 nChanged 3 SP:Iteration 54Q (6733.460000 sec): 3 clusters Score: Raw -4974912.138046 + Penalty 5114.528446 = -4969797.609600 nChanged 2 SP:Iteration 55Q (6733.550000 sec): 3 clusters Score: Raw -4974912.909269 + Penalty 5114.528446 = -4969798.380823 nChanged 0 SP:Iteration 56F (6733.690000 sec): 3 clusters Score: Raw -4974912.909269 + Penalty 5114.528446 = -4969798.380823 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6733.710000 sec): 2 clusters Score: Raw -58058.698482 + Penalty 1472.508979 = -56586.189503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6733.710000 sec): 3 clusters Score: Raw -58149.578543 + Penalty 2945.017958 = -55204.560585 nChanged 54 SP:Iteration 1F (6733.710000 sec): 3 clusters Score: Raw -58293.956123 + Penalty 2945.017958 = -55348.938165 nChanged 13 SP:Iteration 2Q (6733.710000 sec): 3 clusters Score: Raw -58321.372664 + Penalty 2945.017958 = -55376.354706 nChanged 10 SP:Iteration 3Q (6733.720000 sec): 3 clusters Score: Raw -58354.130603 + Penalty 2945.017958 = -55409.112645 nChanged 3 SP:Iteration 4Q (6733.720000 sec): 3 clusters Score: Raw -58362.232519 + Penalty 2945.017958 = -55417.214561 nChanged 2 SP:Iteration 5Q (6733.720000 sec): 3 clusters Score: Raw -58365.317156 + Penalty 2945.017958 = -55420.299198 nChanged 3 SP:Iteration 6Q (6733.720000 sec): 3 clusters Score: Raw -58371.576862 + Penalty 2945.017958 = -55426.558905 nChanged 1 SP:Iteration 7Q (6733.720000 sec): 3 clusters Score: Raw -58374.313250 + Penalty 2945.017958 = -55429.295293 nChanged 0 SP:Iteration 8F (6733.730000 sec): 3 clusters Score: Raw -58374.313250 + Penalty 2945.017958 = -55429.295293 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6733.750000 sec): 2 clusters Score: Raw -1041118.659991 + Penalty 2148.986541 = -1038969.673450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6733.780000 sec): 3 clusters Score: Raw -1038226.305466 + Penalty 4297.973082 = -1033928.332385 nChanged 2285 SP:Iteration 1F (6733.810000 sec): 3 clusters Score: Raw -1039476.749110 + Penalty 4297.973082 = -1035178.776028 nChanged 414 SP:Iteration 2F (6733.830000 sec): 3 clusters Score: Raw -1039700.886520 + Penalty 4297.973082 = -1035402.913438 nChanged 302 SP:Iteration 3F (6733.850000 sec): 3 clusters Score: Raw -1039862.104768 + Penalty 4297.973082 = -1035564.131686 nChanged 244 SP:Iteration 4Q (6733.880000 sec): 3 clusters Score: Raw -1040004.437330 + Penalty 4297.973082 = -1035706.464248 nChanged 197 SP:Iteration 5Q (6733.910000 sec): 3 clusters Score: Raw -1040139.651108 + Penalty 4297.973082 = -1035841.678027 nChanged 176 SP:Iteration 6Q (6733.930000 sec): 3 clusters Score: Raw -1040245.615977 + Penalty 4297.973082 = -1035947.642896 nChanged 161 SP:Iteration 7Q (6733.960000 sec): 3 clusters Score: Raw -1040344.457688 + Penalty 4297.973082 = -1036046.484607 nChanged 143 SP:Iteration 8Q (6733.980000 sec): 3 clusters Score: Raw -1040436.553113 + Penalty 4297.973082 = -1036138.580031 nChanged 155 SP:Iteration 9Q (6734.010000 sec): 3 clusters Score: Raw -1040529.624144 + Penalty 4297.973082 = -1036231.651062 nChanged 179 SP:Iteration 10Q (6734.030000 sec): 3 clusters Score: Raw -1040652.037582 + Penalty 4297.973082 = -1036354.064501 nChanged 198 SP:Iteration 11Q (6734.050000 sec): 3 clusters Score: Raw -1040785.514483 + Penalty 4297.973082 = -1036487.541402 nChanged 217 SP:Iteration 12Q (6734.080000 sec): 3 clusters Score: Raw -1040944.359672 + Penalty 4297.973082 = -1036646.386591 nChanged 257 SP:Iteration 13Q (6734.100000 sec): 3 clusters Score: Raw -1041175.129698 + Penalty 4297.973082 = -1036877.156617 nChanged 298 SP:Iteration 14F (6734.130000 sec): 3 clusters Score: Raw -1041437.033682 + Penalty 4297.973082 = -1037139.060601 nChanged 304 SP:Iteration 15F (6734.150000 sec): 3 clusters Score: Raw -1041717.246073 + Penalty 4297.973082 = -1037419.272991 nChanged 285 SP:Iteration 16Q (6734.170000 sec): 3 clusters Score: Raw -1041980.758126 + Penalty 4297.973082 = -1037682.785044 nChanged 252 SP:Iteration 17Q (6734.200000 sec): 3 clusters Score: Raw -1042175.832647 + Penalty 4297.973082 = -1037877.859565 nChanged 164 SP:Iteration 18Q (6734.220000 sec): 3 clusters Score: Raw -1042289.078901 + Penalty 4297.973082 = -1037991.105819 nChanged 117 SP:Iteration 19Q (6734.250000 sec): 3 clusters Score: Raw -1042356.276514 + Penalty 4297.973082 = -1038058.303433 nChanged 69 SP:Iteration 20F (6734.270000 sec): 3 clusters Score: Raw -1042389.588869 + Penalty 4297.973082 = -1038091.615787 nChanged 53 SP:Iteration 21Q (6734.300000 sec): 3 clusters Score: Raw -1042410.006829 + Penalty 4297.973082 = -1038112.033747 nChanged 29 SP:Iteration 22Q (6734.320000 sec): 3 clusters Score: Raw -1042419.945921 + Penalty 4297.973082 = -1038121.972839 nChanged 19 SP:Iteration 23Q (6734.350000 sec): 3 clusters Score: Raw -1042426.682020 + Penalty 4297.973082 = -1038128.708938 nChanged 12 SP:Iteration 24Q (6734.370000 sec): 3 clusters Score: Raw -1042431.786134 + Penalty 4297.973082 = -1038133.813053 nChanged 13 SP:Iteration 25Q (6734.390000 sec): 3 clusters Score: Raw -1042436.589656 + Penalty 4297.973082 = -1038138.616575 nChanged 13 SP:Iteration 26Q (6734.410000 sec): 3 clusters Score: Raw -1042440.048797 + Penalty 4297.973082 = -1038142.075716 nChanged 10 SP:Iteration 27Q (6734.440000 sec): 3 clusters Score: Raw -1042444.003881 + Penalty 4297.973082 = -1038146.030800 nChanged 9 SP:Iteration 28Q (6734.460000 sec): 3 clusters Score: Raw -1042446.435867 + Penalty 4297.973082 = -1038148.462785 nChanged 5 SP:Iteration 29Q (6734.490000 sec): 3 clusters Score: Raw -1042447.587477 + Penalty 4297.973082 = -1038149.614396 nChanged 2 SP:Iteration 30Q (6734.510000 sec): 3 clusters Score: Raw -1042448.102910 + Penalty 4297.973082 = -1038150.129828 nChanged 0 SP:Iteration 31F (6734.530000 sec): 3 clusters Score: Raw -1042448.102910 + Penalty 4297.973082 = -1038150.129828 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (98825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6734.950000 sec): 2 clusters Score: Raw -16776415.177433 + Penalty 2852.274260 = -16773562.903173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6735.400000 sec): 3 clusters Score: Raw -16713083.941551 + Penalty 5704.548521 = -16707379.393031 nChanged 46713 SP:Iteration 1F (6735.850000 sec): 3 clusters Score: Raw -16739854.874296 + Penalty 5704.548521 = -16734150.325775 nChanged 3456 SP:Iteration 2Q (6736.310000 sec): 3 clusters Score: Raw -16740801.228632 + Penalty 5704.548521 = -16735096.680112 nChanged 4017 SP:Iteration 3Q (6736.780000 sec): 3 clusters Score: Raw -16742227.677956 + Penalty 5704.548521 = -16736523.129436 nChanged 5062 SP:Iteration 4F (6737.230000 sec): 3 clusters Score: Raw -16744624.395262 + Penalty 5704.548521 = -16738919.846742 nChanged 6563 SP:Iteration 5F (6737.680000 sec): 3 clusters Score: Raw -16748770.365499 + Penalty 5704.548521 = -16743065.816978 nChanged 8198 SP:Iteration 6F (6738.140000 sec): 3 clusters Score: Raw -16755481.221415 + Penalty 5704.548521 = -16749776.672894 nChanged 8771 SP:Iteration 7F (6738.560000 sec): 3 clusters Score: Raw -16764055.709887 + Penalty 5704.548521 = -16758351.161367 nChanged 7003 SP:Iteration 8F (6738.970000 sec): 3 clusters Score: Raw -16771309.748067 + Penalty 5704.548521 = -16765605.199547 nChanged 3628 SP:Iteration 9Q (6739.370000 sec): 3 clusters Score: Raw -16774975.083771 + Penalty 5704.548521 = -16769270.535250 nChanged 1185 SP:Iteration 10Q (6739.720000 sec): 3 clusters Score: Raw -16776135.323533 + Penalty 5704.548521 = -16770430.775012 nChanged 296 SP:Iteration 11Q (6740.030000 sec): 3 clusters Score: Raw -16776465.460108 + Penalty 5704.548521 = -16770760.911588 nChanged 76 SP:Iteration 12Q (6740.330000 sec): 3 clusters Score: Raw -16776589.716354 + Penalty 5704.548521 = -16770885.167833 nChanged 39 SP:Iteration 13Q (6740.620000 sec): 3 clusters Score: Raw -16776659.487188 + Penalty 5704.548521 = -16770954.938668 nChanged 18 SP:Iteration 14Q (6740.900000 sec): 3 clusters Score: Raw -16776694.308384 + Penalty 5704.548521 = -16770989.759864 nChanged 10 SP:Iteration 15Q (6741.190000 sec): 3 clusters Score: Raw -16776712.995566 + Penalty 5704.548521 = -16771008.447046 nChanged 5 SP:Iteration 16Q (6741.470000 sec): 3 clusters Score: Raw -16776720.687419 + Penalty 5704.548521 = -16771016.138899 nChanged 2 SP:Iteration 17Q (6741.760000 sec): 3 clusters Score: Raw -16776726.486159 + Penalty 5704.548521 = -16771021.937639 nChanged 3 SP:Iteration 18Q (6742.040000 sec): 3 clusters Score: Raw -16776732.876212 + Penalty 5704.548521 = -16771028.327692 nChanged 2 SP:Iteration 19Q (6742.320000 sec): 3 clusters Score: Raw -16776736.354653 + Penalty 5704.548521 = -16771031.806133 nChanged 0 SP:Iteration 20F (6742.730000 sec): 3 clusters Score: Raw -16776736.354653 + Penalty 5704.548521 = -16771031.806133 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (11033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6742.820000 sec): 2 clusters Score: Raw -1870598.543583 + Penalty 2308.544223 = -1868289.999360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6742.860000 sec): 3 clusters Score: Raw -1864618.369114 + Penalty 4617.088446 = -1860001.280668 nChanged 4633 SP:Iteration 1F (6742.910000 sec): 3 clusters Score: Raw -1867020.999879 + Penalty 4617.088446 = -1862403.911432 nChanged 678 SP:Iteration 2F (6742.950000 sec): 3 clusters Score: Raw -1867311.454694 + Penalty 4617.088446 = -1862694.366248 nChanged 529 SP:Iteration 3Q (6742.990000 sec): 3 clusters Score: Raw -1867559.732118 + Penalty 4617.088446 = -1862942.643672 nChanged 479 SP:Iteration 4Q (6743.030000 sec): 3 clusters Score: Raw -1867798.179954 + Penalty 4617.088446 = -1863181.091507 nChanged 489 SP:Iteration 5Q (6743.080000 sec): 3 clusters Score: Raw -1868072.204305 + Penalty 4617.088446 = -1863455.115859 nChanged 510 SP:Iteration 6Q (6743.120000 sec): 3 clusters Score: Raw -1868439.880969 + Penalty 4617.088446 = -1863822.792522 nChanged 527 SP:Iteration 7Q (6743.170000 sec): 3 clusters Score: Raw -1868854.279717 + Penalty 4617.088446 = -1864237.191271 nChanged 530 SP:Iteration 8Q (6743.210000 sec): 3 clusters Score: Raw -1869287.954338 + Penalty 4617.088446 = -1864670.865892 nChanged 475 SP:Iteration 9Q (6743.250000 sec): 3 clusters Score: Raw -1869668.366039 + Penalty 4617.088446 = -1865051.277593 nChanged 415 SP:Iteration 10Q (6743.290000 sec): 3 clusters Score: Raw -1869999.160426 + Penalty 4617.088446 = -1865382.071980 nChanged 351 SP:Iteration 11Q (6743.330000 sec): 3 clusters Score: Raw -1870279.958913 + Penalty 4617.088446 = -1865662.870467 nChanged 260 SP:Iteration 12Q (6743.370000 sec): 3 clusters Score: Raw -1870499.963181 + Penalty 4617.088446 = -1865882.874734 nChanged 195 SP:Iteration 13Q (6743.410000 sec): 3 clusters Score: Raw -1870665.994350 + Penalty 4617.088446 = -1866048.905904 nChanged 142 SP:Iteration 14Q (6743.440000 sec): 3 clusters Score: Raw -1870767.824784 + Penalty 4617.088446 = -1866150.736338 nChanged 97 SP:Iteration 15Q (6743.480000 sec): 3 clusters Score: Raw -1870837.013201 + Penalty 4617.088446 = -1866219.924755 nChanged 64 SP:Iteration 16Q (6743.510000 sec): 3 clusters Score: Raw -1870887.327014 + Penalty 4617.088446 = -1866270.238568 nChanged 40 SP:Iteration 17Q (6743.550000 sec): 3 clusters Score: Raw -1870915.618623 + Penalty 4617.088446 = -1866298.530177 nChanged 34 SP:Iteration 18Q (6743.590000 sec): 3 clusters Score: Raw -1870939.478185 + Penalty 4617.088446 = -1866322.389739 nChanged 24 SP:Iteration 19Q (6743.620000 sec): 3 clusters Score: Raw -1870957.182693 + Penalty 4617.088446 = -1866340.094247 nChanged 27 SP:Iteration 20F (6743.670000 sec): 3 clusters Score: Raw -1870975.920716 + Penalty 4617.088446 = -1866358.832269 nChanged 31 SP:Iteration 21Q (6743.700000 sec): 3 clusters Score: Raw -1870996.429980 + Penalty 4617.088446 = -1866379.341534 nChanged 30 SP:Iteration 22Q (6743.730000 sec): 3 clusters Score: Raw -1871017.268568 + Penalty 4617.088446 = -1866400.180122 nChanged 22 SP:Iteration 23Q (6743.770000 sec): 3 clusters Score: Raw -1871034.858837 + Penalty 4617.088446 = -1866417.770390 nChanged 12 SP:Iteration 24Q (6743.800000 sec): 3 clusters Score: Raw -1871043.276071 + Penalty 4617.088446 = -1866426.187624 nChanged 9 SP:Iteration 25Q (6743.840000 sec): 3 clusters Score: Raw -1871049.700247 + Penalty 4617.088446 = -1866432.611801 nChanged 9 SP:Iteration 26Q (6743.870000 sec): 3 clusters Score: Raw -1871056.145532 + Penalty 4617.088446 = -1866439.057086 nChanged 10 SP:Iteration 27Q (6743.910000 sec): 3 clusters Score: Raw -1871062.349001 + Penalty 4617.088446 = -1866445.260555 nChanged 10 SP:Iteration 28Q (6743.940000 sec): 3 clusters Score: Raw -1871068.857406 + Penalty 4617.088446 = -1866451.768960 nChanged 8 SP:Iteration 29Q (6743.970000 sec): 3 clusters Score: Raw -1871074.767243 + Penalty 4617.088446 = -1866457.678797 nChanged 4 SP:Iteration 30Q (6744.010000 sec): 3 clusters Score: Raw -1871077.886860 + Penalty 4617.088446 = -1866460.798414 nChanged 4 SP:Iteration 31Q (6744.040000 sec): 3 clusters Score: Raw -1871080.823890 + Penalty 4617.088446 = -1866463.735443 nChanged 2 SP:Iteration 32Q (6744.070000 sec): 3 clusters Score: Raw -1871082.190886 + Penalty 4617.088446 = -1866465.102440 nChanged 2 SP:Iteration 33Q (6744.110000 sec): 3 clusters Score: Raw -1871083.349793 + Penalty 4617.088446 = -1866466.261347 nChanged 1 SP:Iteration 34Q (6744.140000 sec): 3 clusters Score: Raw -1871084.102268 + Penalty 4617.088446 = -1866467.013822 nChanged 1 SP:Iteration 35Q (6744.170000 sec): 3 clusters Score: Raw -1871084.984767 + Penalty 4617.088446 = -1866467.896321 nChanged 2 SP:Iteration 36Q (6744.210000 sec): 3 clusters Score: Raw -1871086.349983 + Penalty 4617.088446 = -1866469.261536 nChanged 1 SP:Iteration 37Q (6744.240000 sec): 3 clusters Score: Raw -1871087.256213 + Penalty 4617.088446 = -1866470.167767 nChanged 1 SP:Iteration 38Q (6744.270000 sec): 3 clusters Score: Raw -1871087.997518 + Penalty 4617.088446 = -1866470.909072 nChanged 0 SP:Iteration 39F (6744.320000 sec): 3 clusters Score: Raw -1871087.997518 + Penalty 4617.088446 = -1866470.909072 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (14290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6744.380000 sec): 2 clusters Score: Raw -2428677.882558 + Penalty 2372.694187 = -2426305.188371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6744.430000 sec): 3 clusters Score: Raw -2420729.369687 + Penalty 4745.388374 = -2415983.981313 nChanged 6101 SP:Iteration 1F (6744.490000 sec): 3 clusters Score: Raw -2423975.651230 + Penalty 4745.388374 = -2419230.262855 nChanged 875 SP:Iteration 2F (6744.550000 sec): 3 clusters Score: Raw -2424446.752943 + Penalty 4745.388374 = -2419701.364569 nChanged 873 SP:Iteration 3F (6744.600000 sec): 3 clusters Score: Raw -2425002.227350 + Penalty 4745.388374 = -2420256.838976 nChanged 917 SP:Iteration 4F (6744.660000 sec): 3 clusters Score: Raw -2425716.568789 + Penalty 4745.388374 = -2420971.180414 nChanged 1011 SP:Iteration 5F (6744.710000 sec): 3 clusters Score: Raw -2426673.913364 + Penalty 4745.388374 = -2421928.524989 nChanged 1077 SP:Iteration 6F (6744.770000 sec): 3 clusters Score: Raw -2427742.761612 + Penalty 4745.388374 = -2422997.373238 nChanged 973 SP:Iteration 7F (6744.830000 sec): 3 clusters Score: Raw -2428648.784158 + Penalty 4745.388374 = -2423903.395784 nChanged 802 SP:Iteration 8F (6744.880000 sec): 3 clusters Score: Raw -2429364.271147 + Penalty 4745.388374 = -2424618.882772 nChanged 589 SP:Iteration 9Q (6744.930000 sec): 3 clusters Score: Raw -2429897.216138 + Penalty 4745.388374 = -2425151.827764 nChanged 444 SP:Iteration 10Q (6744.990000 sec): 3 clusters Score: Raw -2430342.296086 + Penalty 4745.388374 = -2425596.907712 nChanged 344 SP:Iteration 11Q (6745.040000 sec): 3 clusters Score: Raw -2430671.198552 + Penalty 4745.388374 = -2425925.810178 nChanged 220 SP:Iteration 12Q (6745.090000 sec): 3 clusters Score: Raw -2430802.184624 + Penalty 4745.388374 = -2426056.796250 nChanged 159 SP:Iteration 13Q (6745.140000 sec): 3 clusters Score: Raw -2430880.550740 + Penalty 4745.388374 = -2426135.162365 nChanged 113 SP:Iteration 14Q (6745.190000 sec): 3 clusters Score: Raw -2430919.431734 + Penalty 4745.388374 = -2426174.043360 nChanged 67 SP:Iteration 15Q (6745.240000 sec): 3 clusters Score: Raw -2430938.426617 + Penalty 4745.388374 = -2426193.038242 nChanged 50 SP:Iteration 16Q (6745.290000 sec): 3 clusters Score: Raw -2430953.813879 + Penalty 4745.388374 = -2426208.425505 nChanged 50 SP:Iteration 17Q (6745.340000 sec): 3 clusters Score: Raw -2430969.927778 + Penalty 4745.388374 = -2426224.539403 nChanged 45 SP:Iteration 18Q (6745.390000 sec): 3 clusters Score: Raw -2430982.613545 + Penalty 4745.388374 = -2426237.225171 nChanged 35 SP:Iteration 19Q (6745.430000 sec): 3 clusters Score: Raw -2430991.300437 + Penalty 4745.388374 = -2426245.912063 nChanged 31 SP:Iteration 20F (6745.490000 sec): 3 clusters Score: Raw -2431001.539345 + Penalty 4745.388374 = -2426256.150970 nChanged 35 SP:Iteration 21Q (6745.540000 sec): 3 clusters Score: Raw -2431012.540860 + Penalty 4745.388374 = -2426267.152486 nChanged 34 SP:Iteration 22Q (6745.590000 sec): 3 clusters Score: Raw -2431020.090241 + Penalty 4745.388374 = -2426274.701867 nChanged 33 SP:Iteration 23Q (6745.630000 sec): 3 clusters Score: Raw -2431028.791427 + Penalty 4745.388374 = -2426283.403053 nChanged 27 SP:Iteration 24Q (6745.680000 sec): 3 clusters Score: Raw -2431035.161731 + Penalty 4745.388374 = -2426289.773357 nChanged 17 SP:Iteration 25Q (6745.730000 sec): 3 clusters Score: Raw -2431040.068029 + Penalty 4745.388374 = -2426294.679655 nChanged 28 SP:Iteration 26Q (6745.780000 sec): 3 clusters Score: Raw -2431047.805719 + Penalty 4745.388374 = -2426302.417344 nChanged 28 SP:Iteration 27Q (6745.830000 sec): 3 clusters Score: Raw -2431055.928052 + Penalty 4745.388374 = -2426310.539678 nChanged 28 SP:Iteration 28Q (6745.880000 sec): 3 clusters Score: Raw -2431063.833752 + Penalty 4745.388374 = -2426318.445378 nChanged 30 SP:Iteration 29Q (6745.940000 sec): 3 clusters Score: Raw -2431071.968853 + Penalty 4745.388374 = -2426326.580479 nChanged 23 SP:Iteration 30Q (6745.990000 sec): 3 clusters Score: Raw -2431077.432168 + Penalty 4745.388374 = -2426332.043793 nChanged 19 SP:Iteration 31Q (6746.040000 sec): 3 clusters Score: Raw -2431081.861991 + Penalty 4745.388374 = -2426336.473617 nChanged 19 SP:Iteration 32Q (6746.090000 sec): 3 clusters Score: Raw -2431086.262456 + Penalty 4745.388374 = -2426340.874082 nChanged 21 SP:Iteration 33Q (6746.140000 sec): 3 clusters Score: Raw -2431091.200172 + Penalty 4745.388374 = -2426345.811797 nChanged 18 SP:Iteration 34Q (6746.200000 sec): 3 clusters Score: Raw -2431096.259286 + Penalty 4745.388374 = -2426350.870912 nChanged 19 SP:Iteration 35Q (6746.250000 sec): 3 clusters Score: Raw -2431101.334945 + Penalty 4745.388374 = -2426355.946571 nChanged 20 SP:Iteration 36Q (6746.300000 sec): 3 clusters Score: Raw -2431105.429907 + Penalty 4745.388374 = -2426360.041532 nChanged 15 SP:Iteration 37Q (6746.350000 sec): 3 clusters Score: Raw -2431108.317053 + Penalty 4745.388374 = -2426362.928679 nChanged 13 SP:Iteration 38Q (6746.400000 sec): 3 clusters Score: Raw -2431111.279678 + Penalty 4745.388374 = -2426365.891303 nChanged 12 SP:Iteration 39Q (6746.450000 sec): 3 clusters Score: Raw -2431116.291126 + Penalty 4745.388374 = -2426370.902752 nChanged 15 SP:Iteration 40F (6746.510000 sec): 3 clusters Score: Raw -2431119.771927 + Penalty 4745.388374 = -2426374.383553 nChanged 11 SP:Iteration 41Q (6746.560000 sec): 3 clusters Score: Raw -2431123.035253 + Penalty 4745.388374 = -2426377.646878 nChanged 11 SP:Iteration 42Q (6746.620000 sec): 3 clusters Score: Raw -2431125.545827 + Penalty 4745.388374 = -2426380.157453 nChanged 6 SP:Iteration 43Q (6746.670000 sec): 3 clusters Score: Raw -2431126.779117 + Penalty 4745.388374 = -2426381.390743 nChanged 3 SP:Iteration 44Q (6746.720000 sec): 3 clusters Score: Raw -2431127.513342 + Penalty 4745.388374 = -2426382.124968 nChanged 2 SP:Iteration 45Q (6746.770000 sec): 3 clusters Score: Raw -2431127.721040 + Penalty 4745.388374 = -2426382.332665 nChanged 1 SP:Iteration 46Q (6746.820000 sec): 3 clusters Score: Raw -2431127.824333 + Penalty 4745.388374 = -2426382.435959 nChanged 0 SP:Iteration 47F (6746.880000 sec): 3 clusters Score: Raw -2431127.824333 + Penalty 4745.388374 = -2426382.435959 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 11. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6746.980000 sec): 2 clusters Score: Raw -3584214.810890 + Penalty 2478.424737 = -3581736.386154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6747.080000 sec): 3 clusters Score: Raw -3571327.285643 + Penalty 4956.849474 = -3566370.436169 nChanged 9668 SP:Iteration 1F (6747.170000 sec): 3 clusters Score: Raw -3576429.174508 + Penalty 4956.849474 = -3571472.325034 nChanged 1206 SP:Iteration 2F (6747.270000 sec): 3 clusters Score: Raw -3576891.936337 + Penalty 4956.849474 = -3571935.086864 nChanged 1050 SP:Iteration 3Q (6747.370000 sec): 3 clusters Score: Raw -3577305.566596 + Penalty 4956.849474 = -3572348.717122 nChanged 964 SP:Iteration 4Q (6747.460000 sec): 3 clusters Score: Raw -3577730.905890 + Penalty 4956.849474 = -3572774.056416 nChanged 1019 SP:Iteration 5Q (6747.560000 sec): 3 clusters Score: Raw -3578257.044102 + Penalty 4956.849474 = -3573300.194628 nChanged 1070 SP:Iteration 6Q (6747.660000 sec): 3 clusters Score: Raw -3578820.790388 + Penalty 4956.849474 = -3573863.940914 nChanged 1008 SP:Iteration 7Q (6747.760000 sec): 3 clusters Score: Raw -3579361.475590 + Penalty 4956.849474 = -3574404.626117 nChanged 1005 SP:Iteration 8Q (6747.850000 sec): 3 clusters Score: Raw -3579899.273563 + Penalty 4956.849474 = -3574942.424090 nChanged 961 SP:Iteration 9Q (6747.950000 sec): 3 clusters Score: Raw -3580431.805858 + Penalty 4956.849474 = -3575474.956384 nChanged 891 SP:Iteration 10Q (6748.040000 sec): 3 clusters Score: Raw -3580912.302033 + Penalty 4956.849474 = -3575955.452559 nChanged 779 SP:Iteration 11Q (6748.140000 sec): 3 clusters Score: Raw -3581354.799984 + Penalty 4956.849474 = -3576397.950510 nChanged 727 SP:Iteration 12Q (6748.230000 sec): 3 clusters Score: Raw -3581772.006438 + Penalty 4956.849474 = -3576815.156964 nChanged 685 SP:Iteration 13Q (6748.320000 sec): 3 clusters Score: Raw -3582179.016167 + Penalty 4956.849474 = -3577222.166694 nChanged 602 SP:Iteration 14Q (6748.410000 sec): 3 clusters Score: Raw -3582535.565151 + Penalty 4956.849474 = -3577578.715677 nChanged 517 SP:Iteration 15Q (6748.500000 sec): 3 clusters Score: Raw -3582834.644488 + Penalty 4956.849474 = -3577877.795015 nChanged 479 SP:Iteration 16Q (6748.580000 sec): 3 clusters Score: Raw -3583113.030858 + Penalty 4956.849474 = -3578156.181385 nChanged 402 SP:Iteration 17Q (6748.670000 sec): 3 clusters Score: Raw -3583351.241398 + Penalty 4956.849474 = -3578394.391925 nChanged 347 SP:Iteration 18Q (6748.750000 sec): 3 clusters Score: Raw -3583567.954325 + Penalty 4956.849474 = -3578611.104851 nChanged 292 SP:Iteration 19Q (6748.830000 sec): 3 clusters Score: Raw -3583749.861607 + Penalty 4956.849474 = -3578793.012133 nChanged 243 SP:Iteration 20F (6748.920000 sec): 3 clusters Score: Raw -3583914.044732 + Penalty 4956.849474 = -3578957.195259 nChanged 220 SP:Iteration 21Q (6749.000000 sec): 3 clusters Score: Raw -3584063.351191 + Penalty 4956.849474 = -3579106.501717 nChanged 176 SP:Iteration 22Q (6749.080000 sec): 3 clusters Score: Raw -3584186.317294 + Penalty 4956.849474 = -3579229.467821 nChanged 137 SP:Iteration 23Q (6749.150000 sec): 3 clusters Score: Raw -3584284.752614 + Penalty 4956.849474 = -3579327.903141 nChanged 117 SP:Iteration 24Q (6749.220000 sec): 3 clusters Score: Raw -3584359.505156 + Penalty 4956.849474 = -3579402.655683 nChanged 95 SP:Iteration 25Q (6749.300000 sec): 3 clusters Score: Raw -3584424.701005 + Penalty 4956.849474 = -3579467.851531 nChanged 66 SP:Iteration 26Q (6749.370000 sec): 3 clusters Score: Raw -3584473.161187 + Penalty 4956.849474 = -3579516.311713 nChanged 58 SP:Iteration 27Q (6749.440000 sec): 3 clusters Score: Raw -3584525.627463 + Penalty 4956.849474 = -3579568.777990 nChanged 52 SP:Iteration 28Q (6749.510000 sec): 3 clusters Score: Raw -3584574.379668 + Penalty 4956.849474 = -3579617.530194 nChanged 50 SP:Iteration 29Q (6749.580000 sec): 3 clusters Score: Raw -3584617.119094 + Penalty 4956.849474 = -3579660.269620 nChanged 33 SP:Iteration 30Q (6749.650000 sec): 3 clusters Score: Raw -3584645.896230 + Penalty 4956.849474 = -3579689.046757 nChanged 36 SP:Iteration 31Q (6749.720000 sec): 3 clusters Score: Raw -3584674.079034 + Penalty 4956.849474 = -3579717.229560 nChanged 24 SP:Iteration 32Q (6749.790000 sec): 3 clusters Score: Raw -3584695.150105 + Penalty 4956.849474 = -3579738.300631 nChanged 21 SP:Iteration 33Q (6749.860000 sec): 3 clusters Score: Raw -3584714.302795 + Penalty 4956.849474 = -3579757.453322 nChanged 16 SP:Iteration 34Q (6749.920000 sec): 3 clusters Score: Raw -3584727.946589 + Penalty 4956.849474 = -3579771.097116 nChanged 17 SP:Iteration 35Q (6749.990000 sec): 3 clusters Score: Raw -3584740.691738 + Penalty 4956.849474 = -3579783.842264 nChanged 10 SP:Iteration 36Q (6750.060000 sec): 3 clusters Score: Raw -3584749.276371 + Penalty 4956.849474 = -3579792.426897 nChanged 4 SP:Iteration 37Q (6750.120000 sec): 3 clusters Score: Raw -3584751.396812 + Penalty 4956.849474 = -3579794.547338 nChanged 2 SP:Iteration 38Q (6750.190000 sec): 3 clusters Score: Raw -3584752.155056 + Penalty 4956.849474 = -3579795.305582 nChanged 2 SP:Iteration 39Q (6750.260000 sec): 3 clusters Score: Raw -3584755.944904 + Penalty 4956.849474 = -3579799.095430 nChanged 4 SP:Iteration 40F (6750.350000 sec): 3 clusters Score: Raw -3584759.058882 + Penalty 4956.849474 = -3579802.209408 nChanged 3 SP:Iteration 41Q (6750.420000 sec): 3 clusters Score: Raw -3584761.947407 + Penalty 4956.849474 = -3579805.097934 nChanged 2 SP:Iteration 42Q (6750.480000 sec): 3 clusters Score: Raw -3584764.031999 + Penalty 4956.849474 = -3579807.182525 nChanged 1 SP:Iteration 43Q (6750.550000 sec): 3 clusters Score: Raw -3584764.879996 + Penalty 4956.849474 = -3579808.030522 nChanged 1 SP:Iteration 44Q (6750.620000 sec): 3 clusters Score: Raw -3584765.256429 + Penalty 4956.849474 = -3579808.406956 nChanged 1 SP:Iteration 45Q (6750.690000 sec): 3 clusters Score: Raw -3584765.494575 + Penalty 4956.849474 = -3579808.645101 nChanged 1 SP:Iteration 46Q (6750.760000 sec): 3 clusters Score: Raw -3584765.909619 + Penalty 4956.849474 = -3579809.060146 nChanged 1 SP:Iteration 47Q (6750.820000 sec): 3 clusters Score: Raw -3584766.505029 + Penalty 4956.849474 = -3579809.655556 nChanged 0 SP:Iteration 48F (6750.920000 sec): 3 clusters Score: Raw -3584766.505029 + Penalty 4956.849474 = -3579809.655556 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6750.940000 sec): 2 clusters Score: Raw -38519.867498 + Penalty 1373.258898 = -37146.608600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6750.940000 sec): 3 clusters Score: Raw -38686.265504 + Penalty 2746.517796 = -35939.747708 nChanged 20 SP:Iteration 1F (6750.940000 sec): 3 clusters Score: Raw -38770.461059 + Penalty 2746.517796 = -36023.943263 nChanged 9 SP:Iteration 2Q (6750.940000 sec): 3 clusters Score: Raw -38816.386164 + Penalty 2746.517796 = -36069.868367 nChanged 3 SP:Iteration 3Q (6750.940000 sec): 3 clusters Score: Raw -38826.605318 + Penalty 2746.517796 = -36080.087522 nChanged 2 SP:Iteration 4Q (6750.940000 sec): 3 clusters Score: Raw -38835.266816 + Penalty 2746.517796 = -36088.749020 nChanged 2 SP:Iteration 5Q (6750.940000 sec): 3 clusters Score: Raw -38842.507006 + Penalty 2746.517796 = -36095.989209 nChanged 0 SP:Iteration 6F (6750.950000 sec): 3 clusters Score: Raw -38842.507006 + Penalty 2746.517796 = -36095.989209 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6750.960000 sec): 2 clusters Score: Raw -85436.897415 + Penalty 1553.794701 = -83883.102715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6750.960000 sec): 3 clusters Score: Raw -85451.949050 + Penalty 3107.589402 = -82344.359649 nChanged 84 SP:Iteration 1F (6750.960000 sec): 3 clusters Score: Raw -85631.318236 + Penalty 3107.589402 = -82523.728835 nChanged 29 SP:Iteration 2F (6750.960000 sec): 3 clusters Score: Raw -85706.516617 + Penalty 3107.589402 = -82598.927216 nChanged 9 SP:Iteration 3Q (6750.960000 sec): 3 clusters Score: Raw -85729.021597 + Penalty 3107.589402 = -82621.432195 nChanged 4 SP:Iteration 4Q (6750.970000 sec): 3 clusters Score: Raw -85742.808254 + Penalty 3107.589402 = -82635.218853 nChanged 5 SP:Iteration 5Q (6750.970000 sec): 3 clusters Score: Raw -85758.766706 + Penalty 3107.589402 = -82651.177304 nChanged 3 SP:Iteration 6Q (6750.970000 sec): 3 clusters Score: Raw -85769.503451 + Penalty 3107.589402 = -82661.914050 nChanged 3 SP:Iteration 7Q (6750.970000 sec): 3 clusters Score: Raw -85773.087501 + Penalty 3107.589402 = -82665.498100 nChanged 0 SP:Iteration 8F (6750.980000 sec): 3 clusters Score: Raw -85773.087501 + Penalty 3107.589402 = -82665.498100 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6750.990000 sec): 2 clusters Score: Raw -184797.610118 + Penalty 1730.134321 = -183067.475797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6750.990000 sec): 3 clusters Score: Raw -184540.960431 + Penalty 3460.268643 = -181080.691788 nChanged 285 SP:Iteration 1F (6751.000000 sec): 3 clusters Score: Raw -184830.658671 + Penalty 3460.268643 = -181370.390028 nChanged 66 SP:Iteration 2F (6751.000000 sec): 3 clusters Score: Raw -184910.747270 + Penalty 3460.268643 = -181450.478627 nChanged 35 SP:Iteration 3Q (6751.010000 sec): 3 clusters Score: Raw -184954.451069 + Penalty 3460.268643 = -181494.182426 nChanged 21 SP:Iteration 4Q (6751.010000 sec): 3 clusters Score: Raw -184982.543879 + Penalty 3460.268643 = -181522.275236 nChanged 19 SP:Iteration 5Q (6751.020000 sec): 3 clusters Score: Raw -184999.761743 + Penalty 3460.268643 = -181539.493100 nChanged 12 SP:Iteration 6Q (6751.020000 sec): 3 clusters Score: Raw -185013.012529 + Penalty 3460.268643 = -181552.743886 nChanged 7 SP:Iteration 7Q (6751.030000 sec): 3 clusters Score: Raw -185023.254965 + Penalty 3460.268643 = -181562.986322 nChanged 4 SP:Iteration 8Q (6751.030000 sec): 3 clusters Score: Raw -185027.611359 + Penalty 3460.268643 = -181567.342717 nChanged 3 SP:Iteration 9Q (6751.040000 sec): 3 clusters Score: Raw -185030.131101 + Penalty 3460.268643 = -181569.862458 nChanged 4 SP:Iteration 10Q (6751.040000 sec): 3 clusters Score: Raw -185033.326780 + Penalty 3460.268643 = -181573.058138 nChanged 2 SP:Iteration 11Q (6751.040000 sec): 3 clusters Score: Raw -185035.542090 + Penalty 3460.268643 = -181575.273447 nChanged 1 SP:Iteration 12Q (6751.050000 sec): 3 clusters Score: Raw -185036.185347 + Penalty 3460.268643 = -181575.916704 nChanged 0 SP:Iteration 13F (6751.050000 sec): 3 clusters Score: Raw -185036.185347 + Penalty 3460.268643 = -181575.916704 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6751.070000 sec): 2 clusters Score: Raw -283231.934665 + Penalty 1829.374015 = -281402.560650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6751.070000 sec): 3 clusters Score: Raw -282751.055207 + Penalty 3658.748031 = -279092.307176 nChanged 487 SP:Iteration 1F (6751.080000 sec): 3 clusters Score: Raw -283138.803852 + Penalty 3658.748031 = -279480.055822 nChanged 102 SP:Iteration 2F (6751.090000 sec): 3 clusters Score: Raw -283224.437792 + Penalty 3658.748031 = -279565.689761 nChanged 51 SP:Iteration 3Q (6751.100000 sec): 3 clusters Score: Raw -283265.508327 + Penalty 3658.748031 = -279606.760296 nChanged 29 SP:Iteration 4Q (6751.100000 sec): 3 clusters Score: Raw -283293.937129 + Penalty 3658.748031 = -279635.189098 nChanged 26 SP:Iteration 5Q (6751.110000 sec): 3 clusters Score: Raw -283315.511946 + Penalty 3658.748031 = -279656.763916 nChanged 20 SP:Iteration 6Q (6751.120000 sec): 3 clusters Score: Raw -283336.498632 + Penalty 3658.748031 = -279677.750602 nChanged 15 SP:Iteration 7Q (6751.120000 sec): 3 clusters Score: Raw -283348.307842 + Penalty 3658.748031 = -279689.559812 nChanged 11 SP:Iteration 8Q (6751.130000 sec): 3 clusters Score: Raw -283355.161041 + Penalty 3658.748031 = -279696.413010 nChanged 10 SP:Iteration 9Q (6751.140000 sec): 3 clusters Score: Raw -283364.872878 + Penalty 3658.748031 = -279706.124847 nChanged 6 SP:Iteration 10Q (6751.140000 sec): 3 clusters Score: Raw -283370.713334 + Penalty 3658.748031 = -279711.965303 nChanged 5 SP:Iteration 11Q (6751.150000 sec): 3 clusters Score: Raw -283374.501149 + Penalty 3658.748031 = -279715.753119 nChanged 4 SP:Iteration 12Q (6751.160000 sec): 3 clusters Score: Raw -283377.152273 + Penalty 3658.748031 = -279718.404242 nChanged 3 SP:Iteration 13Q (6751.160000 sec): 3 clusters Score: Raw -283378.543244 + Penalty 3658.748031 = -279719.795214 nChanged 1 SP:Iteration 14Q (6751.170000 sec): 3 clusters Score: Raw -283380.027986 + Penalty 3658.748031 = -279721.279955 nChanged 2 SP:Iteration 15Q (6751.180000 sec): 3 clusters Score: Raw -283381.521115 + Penalty 3658.748031 = -279722.773085 nChanged 3 SP:Iteration 16Q (6751.180000 sec): 3 clusters Score: Raw -283383.984654 + Penalty 3658.748031 = -279725.236623 nChanged 3 SP:Iteration 17Q (6751.190000 sec): 3 clusters Score: Raw -283385.432041 + Penalty 3658.748031 = -279726.684011 nChanged 2 SP:Iteration 18Q (6751.200000 sec): 3 clusters Score: Raw -283385.961338 + Penalty 3658.748031 = -279727.213307 nChanged 0 SP:Iteration 19F (6751.200000 sec): 3 clusters Score: Raw -283385.961338 + Penalty 3658.748031 = -279727.213307 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6751.210000 sec): 2 clusters Score: Raw -44060.178818 + Penalty 1567.550537 = -42492.628281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6751.220000 sec): 3 clusters Score: Raw -44238.467189 + Penalty 3135.101074 = -41103.366115 nChanged 142 SP:Iteration 1F (6751.220000 sec): 3 clusters Score: Raw -44741.267734 + Penalty 3135.101074 = -41606.166660 nChanged 63 SP:Iteration 2F (6751.220000 sec): 3 clusters Score: Raw -45163.211658 + Penalty 3135.101074 = -42028.110584 nChanged 69 SP:Iteration 3F (6751.220000 sec): 3 clusters Score: Raw -45946.144468 + Penalty 3135.101074 = -42811.043394 nChanged 46 SP:Iteration 4F (6751.220000 sec): 3 clusters Score: Raw -46723.470476 + Penalty 3135.101074 = -43588.369402 nChanged 32 SP:Iteration 5F (6751.230000 sec): 3 clusters Score: Raw -47216.434562 + Penalty 3135.101074 = -44081.333488 nChanged 19 SP:Iteration 6Q (6751.230000 sec): 3 clusters Score: Raw -47669.486234 + Penalty 3135.101074 = -44534.385160 nChanged 6 SP:Iteration 7Q (6751.230000 sec): 3 clusters Score: Raw -47754.010388 + Penalty 3135.101074 = -44618.909314 nChanged 4 SP:Iteration 8Q (6751.230000 sec): 3 clusters Score: Raw -47856.703990 + Penalty 3135.101074 = -44721.602916 nChanged 4 SP:Iteration 9Q (6751.240000 sec): 3 clusters Score: Raw -48008.039078 + Penalty 3135.101074 = -44872.938004 nChanged 6 SP:Iteration 10Q (6751.240000 sec): 3 clusters Score: Raw -48313.873452 + Penalty 3135.101074 = -45178.772378 nChanged 3 SP:Iteration 11Q (6751.240000 sec): 3 clusters Score: Raw -48601.300452 + Penalty 3135.101074 = -45466.199379 nChanged 2 SP:Iteration 12Q (6751.240000 sec): 3 clusters Score: Raw -49016.949092 + Penalty 3135.101074 = -45881.848018 nChanged 3 SP:Iteration 13Q (6751.240000 sec): 3 clusters Score: Raw -49060.930450 + Penalty 3135.101074 = -45925.829376 nChanged 2 SP:Iteration 14Q (6751.240000 sec): 3 clusters Score: Raw -49083.218238 + Penalty 3135.101074 = -45948.117164 nChanged 1 SP:Iteration 15Q (6751.240000 sec): 3 clusters Score: Raw -49086.129761 + Penalty 3135.101074 = -45951.028687 nChanged 0 SP:Iteration 16F (6751.250000 sec): 3 clusters Score: Raw -49086.129761 + Penalty 3135.101074 = -45951.028687 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (19115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6751.340000 sec): 2 clusters Score: Raw -3348887.215876 + Penalty 2444.840704 = -3346442.375172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6751.430000 sec): 3 clusters Score: Raw -3337952.603059 + Penalty 4889.681408 = -3333062.921651 nChanged 8377 SP:Iteration 1F (6751.510000 sec): 3 clusters Score: Raw -3342591.594947 + Penalty 4889.681408 = -3337701.913539 nChanged 1260 SP:Iteration 2F (6751.600000 sec): 3 clusters Score: Raw -3343208.975995 + Penalty 4889.681408 = -3338319.294586 nChanged 1137 SP:Iteration 3F (6751.680000 sec): 3 clusters Score: Raw -3343837.765963 + Penalty 4889.681408 = -3338948.084555 nChanged 1121 SP:Iteration 4F (6751.760000 sec): 3 clusters Score: Raw -3344554.728605 + Penalty 4889.681408 = -3339665.047196 nChanged 1219 SP:Iteration 5F (6751.850000 sec): 3 clusters Score: Raw -3345306.857773 + Penalty 4889.681408 = -3340417.176364 nChanged 1061 SP:Iteration 6F (6751.930000 sec): 3 clusters Score: Raw -3345875.295701 + Penalty 4889.681408 = -3340985.614293 nChanged 865 SP:Iteration 7Q (6752.010000 sec): 3 clusters Score: Raw -3346282.321024 + Penalty 4889.681408 = -3341392.639616 nChanged 713 SP:Iteration 8Q (6752.100000 sec): 3 clusters Score: Raw -3346628.468462 + Penalty 4889.681408 = -3341738.787053 nChanged 632 SP:Iteration 9Q (6752.180000 sec): 3 clusters Score: Raw -3346937.442128 + Penalty 4889.681408 = -3342047.760719 nChanged 566 SP:Iteration 10Q (6752.260000 sec): 3 clusters Score: Raw -3347199.532358 + Penalty 4889.681408 = -3342309.850949 nChanged 494 SP:Iteration 11Q (6752.350000 sec): 3 clusters Score: Raw -3347433.339623 + Penalty 4889.681408 = -3342543.658214 nChanged 467 SP:Iteration 12Q (6752.430000 sec): 3 clusters Score: Raw -3347674.493972 + Penalty 4889.681408 = -3342784.812564 nChanged 432 SP:Iteration 13Q (6752.510000 sec): 3 clusters Score: Raw -3347908.511688 + Penalty 4889.681408 = -3343018.830280 nChanged 423 SP:Iteration 14Q (6752.600000 sec): 3 clusters Score: Raw -3348164.980054 + Penalty 4889.681408 = -3343275.298646 nChanged 451 SP:Iteration 15Q (6752.680000 sec): 3 clusters Score: Raw -3348443.407408 + Penalty 4889.681408 = -3343553.725999 nChanged 450 SP:Iteration 16Q (6752.760000 sec): 3 clusters Score: Raw -3348689.186603 + Penalty 4889.681408 = -3343799.505195 nChanged 422 SP:Iteration 17Q (6752.840000 sec): 3 clusters Score: Raw -3348926.404629 + Penalty 4889.681408 = -3344036.723220 nChanged 387 SP:Iteration 18Q (6752.920000 sec): 3 clusters Score: Raw -3349108.653473 + Penalty 4889.681408 = -3344218.972065 nChanged 336 SP:Iteration 19Q (6753.000000 sec): 3 clusters Score: Raw -3349282.878354 + Penalty 4889.681408 = -3344393.196945 nChanged 326 SP:Iteration 20F (6753.080000 sec): 3 clusters Score: Raw -3349453.771760 + Penalty 4889.681408 = -3344564.090351 nChanged 285 SP:Iteration 21Q (6753.160000 sec): 3 clusters Score: Raw -3349589.466580 + Penalty 4889.681408 = -3344699.785172 nChanged 254 SP:Iteration 22Q (6753.240000 sec): 3 clusters Score: Raw -3349701.491974 + Penalty 4889.681408 = -3344811.810565 nChanged 184 SP:Iteration 23Q (6753.310000 sec): 3 clusters Score: Raw -3349768.026435 + Penalty 4889.681408 = -3344878.345027 nChanged 158 SP:Iteration 24Q (6753.390000 sec): 3 clusters Score: Raw -3349817.312897 + Penalty 4889.681408 = -3344927.631489 nChanged 130 SP:Iteration 25Q (6753.460000 sec): 3 clusters Score: Raw -3349856.755707 + Penalty 4889.681408 = -3344967.074299 nChanged 119 SP:Iteration 26Q (6753.540000 sec): 3 clusters Score: Raw -3349889.963925 + Penalty 4889.681408 = -3345000.282516 nChanged 107 SP:Iteration 27Q (6753.610000 sec): 3 clusters Score: Raw -3349920.258329 + Penalty 4889.681408 = -3345030.576921 nChanged 111 SP:Iteration 28Q (6753.680000 sec): 3 clusters Score: Raw -3349954.170757 + Penalty 4889.681408 = -3345064.489349 nChanged 97 SP:Iteration 29Q (6753.760000 sec): 3 clusters Score: Raw -3349981.081824 + Penalty 4889.681408 = -3345091.400415 nChanged 88 SP:Iteration 30Q (6753.820000 sec): 3 clusters Score: Raw -3350005.076080 + Penalty 4889.681408 = -3345115.394671 nChanged 63 SP:Iteration 31Q (6753.900000 sec): 3 clusters Score: Raw -3350020.509409 + Penalty 4889.681408 = -3345130.828001 nChanged 54 SP:Iteration 32Q (6753.970000 sec): 3 clusters Score: Raw -3350031.636423 + Penalty 4889.681408 = -3345141.955015 nChanged 39 SP:Iteration 33Q (6754.040000 sec): 3 clusters Score: Raw -3350040.497327 + Penalty 4889.681408 = -3345150.815919 nChanged 43 SP:Iteration 34Q (6754.110000 sec): 3 clusters Score: Raw -3350051.137690 + Penalty 4889.681408 = -3345161.456281 nChanged 44 SP:Iteration 35Q (6754.180000 sec): 3 clusters Score: Raw -3350061.761368 + Penalty 4889.681408 = -3345172.079959 nChanged 34 SP:Iteration 36Q (6754.260000 sec): 3 clusters Score: Raw -3350067.403609 + Penalty 4889.681408 = -3345177.722200 nChanged 30 SP:Iteration 37Q (6754.330000 sec): 3 clusters Score: Raw -3350071.658479 + Penalty 4889.681408 = -3345181.977070 nChanged 25 SP:Iteration 38Q (6754.400000 sec): 3 clusters Score: Raw -3350076.358285 + Penalty 4889.681408 = -3345186.676877 nChanged 27 SP:Iteration 39Q (6754.470000 sec): 3 clusters Score: Raw -3350081.593875 + Penalty 4889.681408 = -3345191.912466 nChanged 29 SP:Iteration 40F (6754.550000 sec): 3 clusters Score: Raw -3350088.425801 + Penalty 4889.681408 = -3345198.744393 nChanged 33 SP:Iteration 41Q (6754.620000 sec): 3 clusters Score: Raw -3350094.554041 + Penalty 4889.681408 = -3345204.872633 nChanged 25 SP:Iteration 42Q (6754.690000 sec): 3 clusters Score: Raw -3350099.058662 + Penalty 4889.681408 = -3345209.377254 nChanged 17 SP:Iteration 43Q (6754.760000 sec): 3 clusters Score: Raw -3350101.710842 + Penalty 4889.681408 = -3345212.029434 nChanged 15 SP:Iteration 44Q (6754.830000 sec): 3 clusters Score: Raw -3350105.349639 + Penalty 4889.681408 = -3345215.668231 nChanged 21 SP:Iteration 45Q (6754.900000 sec): 3 clusters Score: Raw -3350109.729605 + Penalty 4889.681408 = -3345220.048197 nChanged 21 SP:Iteration 46Q (6754.970000 sec): 3 clusters Score: Raw -3350114.193739 + Penalty 4889.681408 = -3345224.512331 nChanged 11 SP:Iteration 47Q (6755.040000 sec): 3 clusters Score: Raw -3350116.872243 + Penalty 4889.681408 = -3345227.190835 nChanged 13 SP:Iteration 48Q (6755.110000 sec): 3 clusters Score: Raw -3350119.497634 + Penalty 4889.681408 = -3345229.816226 nChanged 10 SP:Iteration 49Q (6755.180000 sec): 3 clusters Score: Raw -3350121.634697 + Penalty 4889.681408 = -3345231.953288 nChanged 10 SP:Iteration 50Q (6755.250000 sec): 3 clusters Score: Raw -3350124.341601 + Penalty 4889.681408 = -3345234.660192 nChanged 20 SP:Iteration 51Q (6755.320000 sec): 3 clusters Score: Raw -3350128.109963 + Penalty 4889.681408 = -3345238.428554 nChanged 19 SP:Iteration 52Q (6755.390000 sec): 3 clusters Score: Raw -3350132.940061 + Penalty 4889.681408 = -3345243.258652 nChanged 18 SP:Iteration 53Q (6755.460000 sec): 3 clusters Score: Raw -3350137.196610 + Penalty 4889.681408 = -3345247.515201 nChanged 17 SP:Iteration 54Q (6755.530000 sec): 3 clusters Score: Raw -3350140.394565 + Penalty 4889.681408 = -3345250.713157 nChanged 11 SP:Iteration 55Q (6755.600000 sec): 3 clusters Score: Raw -3350142.623123 + Penalty 4889.681408 = -3345252.941715 nChanged 17 SP:Iteration 56Q (6755.670000 sec): 3 clusters Score: Raw -3350145.199538 + Penalty 4889.681408 = -3345255.518130 nChanged 12 SP:Iteration 57Q (6755.740000 sec): 3 clusters Score: Raw -3350147.299500 + Penalty 4889.681408 = -3345257.618092 nChanged 12 SP:Iteration 58Q (6755.810000 sec): 3 clusters Score: Raw -3350149.802415 + Penalty 4889.681408 = -3345260.121007 nChanged 13 SP:Iteration 59Q (6755.880000 sec): 3 clusters Score: Raw -3350152.200176 + Penalty 4889.681408 = -3345262.518768 nChanged 12 SP:Iteration 60F (6755.960000 sec): 3 clusters Score: Raw -3350154.912280 + Penalty 4889.681408 = -3345265.230871 nChanged 15 SP:Iteration 61Q (6756.030000 sec): 3 clusters Score: Raw -3350157.809970 + Penalty 4889.681408 = -3345268.128562 nChanged 11 SP:Iteration 62Q (6756.100000 sec): 3 clusters Score: Raw -3350160.149248 + Penalty 4889.681408 = -3345270.467839 nChanged 8 SP:Iteration 63Q (6756.170000 sec): 3 clusters Score: Raw -3350161.781788 + Penalty 4889.681408 = -3345272.100379 nChanged 7 SP:Iteration 64Q (6756.240000 sec): 3 clusters Score: Raw -3350162.919945 + Penalty 4889.681408 = -3345273.238536 nChanged 3 SP:Iteration 65Q (6756.310000 sec): 3 clusters Score: Raw -3350163.169136 + Penalty 4889.681408 = -3345273.487728 nChanged 2 SP:Iteration 66Q (6756.380000 sec): 3 clusters Score: Raw -3350163.354521 + Penalty 4889.681408 = -3345273.673112 nChanged 2 SP:Iteration 67Q (6756.450000 sec): 3 clusters Score: Raw -3350163.694542 + Penalty 4889.681408 = -3345274.013133 nChanged 7 SP:Iteration 68Q (6756.520000 sec): 3 clusters Score: Raw -3350165.210665 + Penalty 4889.681408 = -3345275.529256 nChanged 8 SP:Iteration 69Q (6756.580000 sec): 3 clusters Score: Raw -3350167.671875 + Penalty 4889.681408 = -3345277.990466 nChanged 15 SP:Iteration 70Q (6756.660000 sec): 3 clusters Score: Raw -3350170.934072 + Penalty 4889.681408 = -3345281.252664 nChanged 15 SP:Iteration 71Q (6756.720000 sec): 3 clusters Score: Raw -3350175.005931 + Penalty 4889.681408 = -3345285.324523 nChanged 17 SP:Iteration 72Q (6756.790000 sec): 3 clusters Score: Raw -3350178.530506 + Penalty 4889.681408 = -3345288.849097 nChanged 21 SP:Iteration 73Q (6756.860000 sec): 3 clusters Score: Raw -3350182.688982 + Penalty 4889.681408 = -3345293.007573 nChanged 25 SP:Iteration 74Q (6756.930000 sec): 3 clusters Score: Raw -3350188.284424 + Penalty 4889.681408 = -3345298.603015 nChanged 21 SP:Iteration 75Q (6757.000000 sec): 3 clusters Score: Raw -3350193.125654 + Penalty 4889.681408 = -3345303.444245 nChanged 15 SP:Iteration 76Q (6757.070000 sec): 3 clusters Score: Raw -3350196.360099 + Penalty 4889.681408 = -3345306.678691 nChanged 18 SP:Iteration 77Q (6757.140000 sec): 3 clusters Score: Raw -3350201.541216 + Penalty 4889.681408 = -3345311.859807 nChanged 17 SP:Iteration 78Q (6757.200000 sec): 3 clusters Score: Raw -3350205.039952 + Penalty 4889.681408 = -3345315.358544 nChanged 12 SP:Iteration 79Q (6757.270000 sec): 3 clusters Score: Raw -3350208.498950 + Penalty 4889.681408 = -3345318.817542 nChanged 14 SP:Iteration 80F (6757.360000 sec): 3 clusters Score: Raw -3350211.821011 + Penalty 4889.681408 = -3345322.139603 nChanged 9 SP:Iteration 81Q (6757.420000 sec): 3 clusters Score: Raw -3350214.397262 + Penalty 4889.681408 = -3345324.715853 nChanged 10 SP:Iteration 82Q (6757.490000 sec): 3 clusters Score: Raw -3350216.318743 + Penalty 4889.681408 = -3345326.637334 nChanged 14 SP:Iteration 83Q (6757.560000 sec): 3 clusters Score: Raw -3350219.150633 + Penalty 4889.681408 = -3345329.469225 nChanged 7 SP:Iteration 84Q (6757.630000 sec): 3 clusters Score: Raw -3350220.916372 + Penalty 4889.681408 = -3345331.234963 nChanged 8 SP:Iteration 85Q (6757.700000 sec): 3 clusters Score: Raw -3350223.634070 + Penalty 4889.681408 = -3345333.952661 nChanged 11 SP:Iteration 86Q (6757.760000 sec): 3 clusters Score: Raw -3350227.243019 + Penalty 4889.681408 = -3345337.561610 nChanged 15 SP:Iteration 87Q (6757.830000 sec): 3 clusters Score: Raw -3350230.370828 + Penalty 4889.681408 = -3345340.689419 nChanged 9 SP:Iteration 88Q (6757.900000 sec): 3 clusters Score: Raw -3350232.073971 + Penalty 4889.681408 = -3345342.392563 nChanged 6 SP:Iteration 89Q (6757.970000 sec): 3 clusters Score: Raw -3350233.640275 + Penalty 4889.681408 = -3345343.958867 nChanged 15 SP:Iteration 90Q (6758.040000 sec): 3 clusters Score: Raw -3350236.209288 + Penalty 4889.681408 = -3345346.527880 nChanged 11 SP:Iteration 91Q (6758.100000 sec): 3 clusters Score: Raw -3350238.633991 + Penalty 4889.681408 = -3345348.952583 nChanged 9 SP:Iteration 92Q (6758.170000 sec): 3 clusters Score: Raw -3350240.882526 + Penalty 4889.681408 = -3345351.201118 nChanged 11 SP:Iteration 93Q (6758.240000 sec): 3 clusters Score: Raw -3350242.921748 + Penalty 4889.681408 = -3345353.240339 nChanged 11 SP:Iteration 94Q (6758.310000 sec): 3 clusters Score: Raw -3350244.101650 + Penalty 4889.681408 = -3345354.420242 nChanged 4 SP:Iteration 95Q (6758.380000 sec): 3 clusters Score: Raw -3350244.715807 + Penalty 4889.681408 = -3345355.034398 nChanged 6 SP:Iteration 96Q (6758.440000 sec): 3 clusters Score: Raw -3350246.061361 + Penalty 4889.681408 = -3345356.379952 nChanged 8 SP:Iteration 97Q (6758.510000 sec): 3 clusters Score: Raw -3350247.060216 + Penalty 4889.681408 = -3345357.378807 nChanged 1 SP:Iteration 98Q (6758.580000 sec): 3 clusters Score: Raw -3350247.165427 + Penalty 4889.681408 = -3345357.484019 nChanged 2 SP:Iteration 99Q (6758.640000 sec): 3 clusters Score: Raw -3350247.380438 + Penalty 4889.681408 = -3345357.699030 nChanged 0 SP:Iteration 100F (6758.730000 sec): 3 clusters Score: Raw -3350247.380438 + Penalty 4889.681408 = -3345357.699030 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6758.750000 sec): 2 clusters Score: Raw -185513.829118 + Penalty 1720.934979 = -183792.894139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6758.750000 sec): 3 clusters Score: Raw -185291.549315 + Penalty 3441.869957 = -181849.679358 nChanged 294 SP:Iteration 1F (6758.760000 sec): 3 clusters Score: Raw -185631.120349 + Penalty 3441.869957 = -182189.250392 nChanged 80 SP:Iteration 2F (6758.760000 sec): 3 clusters Score: Raw -185752.708870 + Penalty 3441.869957 = -182310.838912 nChanged 41 SP:Iteration 3Q (6758.760000 sec): 3 clusters Score: Raw -185803.848363 + Penalty 3441.869957 = -182361.978406 nChanged 20 SP:Iteration 4Q (6758.770000 sec): 3 clusters Score: Raw -185835.079222 + Penalty 3441.869957 = -182393.209264 nChanged 15 SP:Iteration 5Q (6758.770000 sec): 3 clusters Score: Raw -185857.200780 + Penalty 3441.869957 = -182415.330823 nChanged 7 SP:Iteration 6Q (6758.780000 sec): 3 clusters Score: Raw -185867.678197 + Penalty 3441.869957 = -182425.808239 nChanged 7 SP:Iteration 7Q (6758.780000 sec): 3 clusters Score: Raw -185878.873232 + Penalty 3441.869957 = -182437.003275 nChanged 6 SP:Iteration 8Q (6758.780000 sec): 3 clusters Score: Raw -185886.114892 + Penalty 3441.869957 = -182444.244935 nChanged 2 SP:Iteration 9Q (6758.790000 sec): 3 clusters Score: Raw -185888.713024 + Penalty 3441.869957 = -182446.843066 nChanged 1 SP:Iteration 10Q (6758.800000 sec): 3 clusters Score: Raw -185889.651530 + Penalty 3441.869957 = -182447.781572 nChanged 2 SP:Iteration 11Q (6758.800000 sec): 3 clusters Score: Raw -185898.798756 + Penalty 3441.869957 = -182456.928799 nChanged 5 SP:Iteration 12Q (6758.800000 sec): 3 clusters Score: Raw -185904.190631 + Penalty 3441.869957 = -182462.320674 nChanged 2 SP:Iteration 13Q (6758.810000 sec): 3 clusters Score: Raw -185906.181982 + Penalty 3441.869957 = -182464.312024 nChanged 0 SP:Iteration 14F (6758.810000 sec): 3 clusters Score: Raw -185906.181982 + Penalty 3441.869957 = -182464.312024 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6758.820000 sec): 2 clusters Score: Raw -50496.286278 + Penalty 1465.204569 = -49031.081710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6758.820000 sec): 3 clusters Score: Raw -50754.164936 + Penalty 2930.409137 = -47823.755799 nChanged 71 SP:Iteration 1F (6758.820000 sec): 3 clusters Score: Raw -51100.587804 + Penalty 2930.409137 = -48170.178667 nChanged 31 SP:Iteration 2F (6758.820000 sec): 3 clusters Score: Raw -51415.577843 + Penalty 2930.409137 = -48485.168706 nChanged 22 SP:Iteration 3F (6758.830000 sec): 3 clusters Score: Raw -51629.674227 + Penalty 2930.409137 = -48699.265089 nChanged 29 SP:Iteration 4F (6758.830000 sec): 3 clusters Score: Raw -52065.730736 + Penalty 2930.409137 = -49135.321598 nChanged 17 SP:Iteration 5Q (6758.830000 sec): 3 clusters Score: Raw -52465.573194 + Penalty 2930.409137 = -49535.164057 nChanged 4 SP:Iteration 6Q (6758.830000 sec): 3 clusters Score: Raw -52497.506744 + Penalty 2930.409137 = -49567.097607 nChanged 1 SP:Iteration 7Q (6758.830000 sec): 3 clusters Score: Raw -52499.237009 + Penalty 2930.409137 = -49568.827872 nChanged 0 SP:Iteration 8F (6758.840000 sec): 3 clusters Score: Raw -52499.237009 + Penalty 2930.409137 = -49568.827872 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (245105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6759.840000 sec): 2 clusters Score: Raw -42457907.716136 + Penalty 3077.541608 = -42454830.174528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6760.960000 sec): 3 clusters Score: Raw -42296147.079854 + Penalty 6155.083217 = -42289991.996637 nChanged 118249 SP:Iteration 1F (6762.080000 sec): 3 clusters Score: Raw -42366062.664353 + Penalty 6155.083217 = -42359907.581136 nChanged 6684 SP:Iteration 2Q (6763.220000 sec): 3 clusters Score: Raw -42367580.996948 + Penalty 6155.083217 = -42361425.913731 nChanged 7659 SP:Iteration 3Q (6764.360000 sec): 3 clusters Score: Raw -42369671.520268 + Penalty 6155.083217 = -42363516.437051 nChanged 8658 SP:Iteration 4Q (6765.500000 sec): 3 clusters Score: Raw -42372521.302629 + Penalty 6155.083217 = -42366366.219412 nChanged 9971 SP:Iteration 5Q (6766.630000 sec): 3 clusters Score: Raw -42376369.166453 + Penalty 6155.083217 = -42370214.083236 nChanged 11165 SP:Iteration 6Q (6767.780000 sec): 3 clusters Score: Raw -42381407.961078 + Penalty 6155.083217 = -42375252.877861 nChanged 12600 SP:Iteration 7F (6768.890000 sec): 3 clusters Score: Raw -42387648.962132 + Penalty 6155.083217 = -42381493.878915 nChanged 13395 SP:Iteration 8F (6769.990000 sec): 3 clusters Score: Raw -42394505.668959 + Penalty 6155.083217 = -42388350.585742 nChanged 13275 SP:Iteration 9F (6771.100000 sec): 3 clusters Score: Raw -42401513.281433 + Penalty 6155.083217 = -42395358.198217 nChanged 12535 SP:Iteration 10F (6772.230000 sec): 3 clusters Score: Raw -42408208.339129 + Penalty 6155.083217 = -42402053.255913 nChanged 11267 SP:Iteration 11Q (6773.270000 sec): 3 clusters Score: Raw -42414155.833675 + Penalty 6155.083217 = -42408000.750459 nChanged 9850 SP:Iteration 12Q (6774.330000 sec): 3 clusters Score: Raw -42418970.298271 + Penalty 6155.083217 = -42412815.215054 nChanged 8236 SP:Iteration 13Q (6775.370000 sec): 3 clusters Score: Raw -42422529.306815 + Penalty 6155.083217 = -42416374.223598 nChanged 6807 SP:Iteration 14Q (6776.410000 sec): 3 clusters Score: Raw -42424966.338583 + Penalty 6155.083217 = -42418811.255366 nChanged 5399 SP:Iteration 15Q (6777.420000 sec): 3 clusters Score: Raw -42426571.612796 + Penalty 6155.083217 = -42420416.529579 nChanged 4418 SP:Iteration 16Q (6778.430000 sec): 3 clusters Score: Raw -42427767.694766 + Penalty 6155.083217 = -42421612.611549 nChanged 3856 SP:Iteration 17Q (6779.440000 sec): 3 clusters Score: Raw -42428792.516392 + Penalty 6155.083217 = -42422637.433175 nChanged 3643 SP:Iteration 18Q (6780.460000 sec): 3 clusters Score: Raw -42429781.741346 + Penalty 6155.083217 = -42423626.658129 nChanged 3572 SP:Iteration 19Q (6781.500000 sec): 3 clusters Score: Raw -42430765.613515 + Penalty 6155.083217 = -42424610.530299 nChanged 3642 SP:Iteration 20F (6782.580000 sec): 3 clusters Score: Raw -42431797.764311 + Penalty 6155.083217 = -42425642.681094 nChanged 3687 SP:Iteration 21Q (6783.590000 sec): 3 clusters Score: Raw -42432914.904918 + Penalty 6155.083217 = -42426759.821702 nChanged 3779 SP:Iteration 22Q (6784.580000 sec): 3 clusters Score: Raw -42434111.855130 + Penalty 6155.083217 = -42427956.771913 nChanged 3919 SP:Iteration 23Q (6785.560000 sec): 3 clusters Score: Raw -42435405.867834 + Penalty 6155.083217 = -42429250.784617 nChanged 3989 SP:Iteration 24Q (6786.570000 sec): 3 clusters Score: Raw -42436823.263335 + Penalty 6155.083217 = -42430668.180118 nChanged 4064 SP:Iteration 25Q (6787.550000 sec): 3 clusters Score: Raw -42438331.128469 + Penalty 6155.083217 = -42432176.045252 nChanged 4107 SP:Iteration 26Q (6788.490000 sec): 3 clusters Score: Raw -42439919.217845 + Penalty 6155.083217 = -42433764.134629 nChanged 3995 SP:Iteration 27Q (6789.430000 sec): 3 clusters Score: Raw -42441580.635551 + Penalty 6155.083217 = -42435425.552335 nChanged 3987 SP:Iteration 28Q (6790.350000 sec): 3 clusters Score: Raw -42443314.060221 + Penalty 6155.083217 = -42437158.977004 nChanged 3759 SP:Iteration 29Q (6791.280000 sec): 3 clusters Score: Raw -42445041.581461 + Penalty 6155.083217 = -42438886.498244 nChanged 3695 SP:Iteration 30Q (6792.180000 sec): 3 clusters Score: Raw -42446847.032292 + Penalty 6155.083217 = -42440691.949076 nChanged 3453 SP:Iteration 31Q (6793.080000 sec): 3 clusters Score: Raw -42448647.170637 + Penalty 6155.083217 = -42442492.087420 nChanged 3206 SP:Iteration 32Q (6793.950000 sec): 3 clusters Score: Raw -42450389.714155 + Penalty 6155.083217 = -42444234.630939 nChanged 2883 SP:Iteration 33Q (6794.810000 sec): 3 clusters Score: Raw -42451996.132307 + Penalty 6155.083217 = -42445841.049090 nChanged 2512 SP:Iteration 34Q (6795.680000 sec): 3 clusters Score: Raw -42453350.071557 + Penalty 6155.083217 = -42447194.988340 nChanged 2179 SP:Iteration 35Q (6796.510000 sec): 3 clusters Score: Raw -42454457.169812 + Penalty 6155.083217 = -42448302.086596 nChanged 1818 SP:Iteration 36Q (6797.360000 sec): 3 clusters Score: Raw -42455279.680514 + Penalty 6155.083217 = -42449124.597297 nChanged 1566 SP:Iteration 37Q (6798.190000 sec): 3 clusters Score: Raw -42455944.493102 + Penalty 6155.083217 = -42449789.409885 nChanged 1291 SP:Iteration 38Q (6799.020000 sec): 3 clusters Score: Raw -42456448.055507 + Penalty 6155.083217 = -42450292.972290 nChanged 1099 SP:Iteration 39Q (6799.830000 sec): 3 clusters Score: Raw -42456889.464284 + Penalty 6155.083217 = -42450734.381067 nChanged 924 SP:Iteration 40F (6800.890000 sec): 3 clusters Score: Raw -42457310.324333 + Penalty 6155.083217 = -42451155.241116 nChanged 803 SP:Iteration 41Q (6801.700000 sec): 3 clusters Score: Raw -42457644.510591 + Penalty 6155.083217 = -42451489.427374 nChanged 703 SP:Iteration 42Q (6802.490000 sec): 3 clusters Score: Raw -42457905.687859 + Penalty 6155.083217 = -42451750.604642 nChanged 588 SP:Iteration 43Q (6803.270000 sec): 3 clusters Score: Raw -42458110.395147 + Penalty 6155.083217 = -42451955.311931 nChanged 527 SP:Iteration 44Q (6804.080000 sec): 3 clusters Score: Raw -42458275.651930 + Penalty 6155.083217 = -42452120.568714 nChanged 454 SP:Iteration 45Q (6804.860000 sec): 3 clusters Score: Raw -42458404.254555 + Penalty 6155.083217 = -42452249.171339 nChanged 352 SP:Iteration 46Q (6805.640000 sec): 3 clusters Score: Raw -42458500.114147 + Penalty 6155.083217 = -42452345.030930 nChanged 309 SP:Iteration 47Q (6806.420000 sec): 3 clusters Score: Raw -42458568.132788 + Penalty 6155.083217 = -42452413.049571 nChanged 262 SP:Iteration 48Q (6807.200000 sec): 3 clusters Score: Raw -42458626.379919 + Penalty 6155.083217 = -42452471.296703 nChanged 225 SP:Iteration 49Q (6807.980000 sec): 3 clusters Score: Raw -42458674.219110 + Penalty 6155.083217 = -42452519.135893 nChanged 186 SP:Iteration 50Q (6808.750000 sec): 3 clusters Score: Raw -42458710.345794 + Penalty 6155.083217 = -42452555.262578 nChanged 166 SP:Iteration 51Q (6809.530000 sec): 3 clusters Score: Raw -42458741.389515 + Penalty 6155.083217 = -42452586.306298 nChanged 165 SP:Iteration 52Q (6810.310000 sec): 3 clusters Score: Raw -42458769.110404 + Penalty 6155.083217 = -42452614.027187 nChanged 159 SP:Iteration 53Q (6811.090000 sec): 3 clusters Score: Raw -42458794.304059 + Penalty 6155.083217 = -42452639.220842 nChanged 122 SP:Iteration 54Q (6811.860000 sec): 3 clusters Score: Raw -42458811.556758 + Penalty 6155.083217 = -42452656.473541 nChanged 103 SP:Iteration 55Q (6812.630000 sec): 3 clusters Score: Raw -42458824.573045 + Penalty 6155.083217 = -42452669.489829 nChanged 85 SP:Iteration 56Q (6813.410000 sec): 3 clusters Score: Raw -42458836.362048 + Penalty 6155.083217 = -42452681.278831 nChanged 84 SP:Iteration 57Q (6814.180000 sec): 3 clusters Score: Raw -42458849.406977 + Penalty 6155.083217 = -42452694.323760 nChanged 74 SP:Iteration 58Q (6814.950000 sec): 3 clusters Score: Raw -42458859.858698 + Penalty 6155.083217 = -42452704.775481 nChanged 70 SP:Iteration 59Q (6815.730000 sec): 3 clusters Score: Raw -42458870.231323 + Penalty 6155.083217 = -42452715.148106 nChanged 67 SP:Iteration 60F (6816.790000 sec): 3 clusters Score: Raw -42458878.020458 + Penalty 6155.083217 = -42452722.937241 nChanged 58 SP:Iteration 61Q (6817.560000 sec): 3 clusters Score: Raw -42458885.201978 + Penalty 6155.083217 = -42452730.118762 nChanged 59 SP:Iteration 62Q (6818.330000 sec): 3 clusters Score: Raw -42458893.626528 + Penalty 6155.083217 = -42452738.543312 nChanged 66 SP:Iteration 63Q (6819.110000 sec): 3 clusters Score: Raw -42458901.946676 + Penalty 6155.083217 = -42452746.863459 nChanged 59 SP:Iteration 64Q (6819.880000 sec): 3 clusters Score: Raw -42458909.000661 + Penalty 6155.083217 = -42452753.917444 nChanged 51 SP:Iteration 65Q (6820.650000 sec): 3 clusters Score: Raw -42458915.505639 + Penalty 6155.083217 = -42452760.422423 nChanged 57 SP:Iteration 66Q (6821.430000 sec): 3 clusters Score: Raw -42458923.063953 + Penalty 6155.083217 = -42452767.980737 nChanged 50 SP:Iteration 67Q (6822.220000 sec): 3 clusters Score: Raw -42458928.576399 + Penalty 6155.083217 = -42452773.493182 nChanged 37 SP:Iteration 68Q (6822.990000 sec): 3 clusters Score: Raw -42458932.409002 + Penalty 6155.083217 = -42452777.325785 nChanged 30 SP:Iteration 69Q (6823.770000 sec): 3 clusters Score: Raw -42458935.473138 + Penalty 6155.083217 = -42452780.389921 nChanged 19 SP:Iteration 70Q (6824.530000 sec): 3 clusters Score: Raw -42458937.252129 + Penalty 6155.083217 = -42452782.168912 nChanged 26 SP:Iteration 71Q (6825.310000 sec): 3 clusters Score: Raw -42458939.550272 + Penalty 6155.083217 = -42452784.467056 nChanged 23 SP:Iteration 72Q (6826.080000 sec): 3 clusters Score: Raw -42458941.939572 + Penalty 6155.083217 = -42452786.856355 nChanged 25 SP:Iteration 73Q (6826.860000 sec): 3 clusters Score: Raw -42458944.793367 + Penalty 6155.083217 = -42452789.710150 nChanged 23 SP:Iteration 74Q (6827.640000 sec): 3 clusters Score: Raw -42458947.389049 + Penalty 6155.083217 = -42452792.305832 nChanged 19 SP:Iteration 75Q (6828.410000 sec): 3 clusters Score: Raw -42458949.191875 + Penalty 6155.083217 = -42452794.108658 nChanged 16 SP:Iteration 76Q (6829.180000 sec): 3 clusters Score: Raw -42458950.655878 + Penalty 6155.083217 = -42452795.572662 nChanged 12 SP:Iteration 77Q (6829.950000 sec): 3 clusters Score: Raw -42458951.581924 + Penalty 6155.083217 = -42452796.498708 nChanged 13 SP:Iteration 78Q (6830.720000 sec): 3 clusters Score: Raw -42458952.789340 + Penalty 6155.083217 = -42452797.706123 nChanged 6 SP:Iteration 79Q (6831.490000 sec): 3 clusters Score: Raw -42458953.242841 + Penalty 6155.083217 = -42452798.159624 nChanged 6 SP:Iteration 80F (6832.560000 sec): 3 clusters Score: Raw -42458953.570350 + Penalty 6155.083217 = -42452798.487133 nChanged 3 SP:Iteration 81Q (6833.340000 sec): 3 clusters Score: Raw -42458953.816443 + Penalty 6155.083217 = -42452798.733226 nChanged 1 SP:Iteration 82Q (6834.100000 sec): 3 clusters Score: Raw -42458953.919278 + Penalty 6155.083217 = -42452798.836061 nChanged 5 SP:Iteration 83Q (6834.880000 sec): 3 clusters Score: Raw -42458954.411296 + Penalty 6155.083217 = -42452799.328079 nChanged 4 SP:Iteration 84Q (6835.650000 sec): 3 clusters Score: Raw -42458954.739012 + Penalty 6155.083217 = -42452799.655795 nChanged 3 SP:Iteration 85Q (6836.420000 sec): 3 clusters Score: Raw -42458955.069604 + Penalty 6155.083217 = -42452799.986387 nChanged 5 SP:Iteration 86Q (6837.190000 sec): 3 clusters Score: Raw -42458955.538820 + Penalty 6155.083217 = -42452800.455603 nChanged 5 SP:Iteration 87Q (6837.960000 sec): 3 clusters Score: Raw -42458955.919434 + Penalty 6155.083217 = -42452800.836217 nChanged 7 SP:Iteration 88Q (6838.720000 sec): 3 clusters Score: Raw -42458956.412597 + Penalty 6155.083217 = -42452801.329380 nChanged 4 SP:Iteration 89Q (6839.490000 sec): 3 clusters Score: Raw -42458956.769759 + Penalty 6155.083217 = -42452801.686542 nChanged 5 SP:Iteration 90Q (6840.260000 sec): 3 clusters Score: Raw -42458957.408519 + Penalty 6155.083217 = -42452802.325302 nChanged 3 SP:Iteration 91Q (6841.020000 sec): 3 clusters Score: Raw -42458957.572103 + Penalty 6155.083217 = -42452802.488886 nChanged 1 SP:Iteration 92Q (6841.790000 sec): 3 clusters Score: Raw -42458957.627550 + Penalty 6155.083217 = -42452802.544333 nChanged 1 SP:Iteration 93Q (6842.580000 sec): 3 clusters Score: Raw -42458957.693592 + Penalty 6155.083217 = -42452802.610375 nChanged 0 SP:Iteration 94F (6843.640000 sec): 3 clusters Score: Raw -42458957.693592 + Penalty 6155.083217 = -42452802.610375 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.800000 sec): 2 clusters Score: Raw -372712.114521 + Penalty 1912.686071 = -370799.428450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6843.810000 sec): 3 clusters Score: Raw -371894.727918 + Penalty 3825.372142 = -368069.355776 nChanged 709 SP:Iteration 1F (6843.820000 sec): 3 clusters Score: Raw -372486.856319 + Penalty 3825.372142 = -368661.484177 nChanged 186 SP:Iteration 2F (6843.820000 sec): 3 clusters Score: Raw -372726.416346 + Penalty 3825.372142 = -368901.044204 nChanged 138 SP:Iteration 3F (6843.840000 sec): 3 clusters Score: Raw -372872.299511 + Penalty 3825.372142 = -369046.927369 nChanged 103 SP:Iteration 4Q (6843.840000 sec): 3 clusters Score: Raw -372958.117546 + Penalty 3825.372142 = -369132.745404 nChanged 64 SP:Iteration 5Q (6843.850000 sec): 3 clusters Score: Raw -373021.334178 + Penalty 3825.372142 = -369195.962036 nChanged 66 SP:Iteration 6Q (6843.860000 sec): 3 clusters Score: Raw -373098.069957 + Penalty 3825.372142 = -369272.697815 nChanged 71 SP:Iteration 7Q (6843.870000 sec): 3 clusters Score: Raw -373205.903613 + Penalty 3825.372142 = -369380.531471 nChanged 89 SP:Iteration 8Q (6843.880000 sec): 3 clusters Score: Raw -373361.251679 + Penalty 3825.372142 = -369535.879537 nChanged 81 SP:Iteration 9Q (6843.890000 sec): 3 clusters Score: Raw -373518.873256 + Penalty 3825.372142 = -369693.501114 nChanged 87 SP:Iteration 10Q (6843.900000 sec): 3 clusters Score: Raw -373691.441113 + Penalty 3825.372142 = -369866.068971 nChanged 75 SP:Iteration 11Q (6843.900000 sec): 3 clusters Score: Raw -373858.693124 + Penalty 3825.372142 = -370033.320982 nChanged 68 SP:Iteration 12Q (6843.920000 sec): 3 clusters Score: Raw -373982.483546 + Penalty 3825.372142 = -370157.111404 nChanged 66 SP:Iteration 13Q (6843.920000 sec): 3 clusters Score: Raw -374083.305962 + Penalty 3825.372142 = -370257.933820 nChanged 58 SP:Iteration 14Q (6843.930000 sec): 3 clusters Score: Raw -374149.069594 + Penalty 3825.372142 = -370323.697452 nChanged 45 SP:Iteration 15Q (6843.940000 sec): 3 clusters Score: Raw -374201.579932 + Penalty 3825.372142 = -370376.207790 nChanged 36 SP:Iteration 16Q (6843.950000 sec): 3 clusters Score: Raw -374247.044986 + Penalty 3825.372142 = -370421.672844 nChanged 31 SP:Iteration 17Q (6843.960000 sec): 3 clusters Score: Raw -374276.469348 + Penalty 3825.372142 = -370451.097206 nChanged 22 SP:Iteration 18Q (6843.960000 sec): 3 clusters Score: Raw -374295.479043 + Penalty 3825.372142 = -370470.106901 nChanged 21 SP:Iteration 19Q (6843.970000 sec): 3 clusters Score: Raw -374315.314326 + Penalty 3825.372142 = -370489.942184 nChanged 13 SP:Iteration 20F (6843.980000 sec): 3 clusters Score: Raw -374331.574069 + Penalty 3825.372142 = -370506.201927 nChanged 15 SP:Iteration 21Q (6843.990000 sec): 3 clusters Score: Raw -374347.339396 + Penalty 3825.372142 = -370521.967254 nChanged 16 SP:Iteration 22Q (6844.000000 sec): 3 clusters Score: Raw -374365.249602 + Penalty 3825.372142 = -370539.877461 nChanged 14 SP:Iteration 23Q (6844.000000 sec): 3 clusters Score: Raw -374384.633562 + Penalty 3825.372142 = -370559.261421 nChanged 17 SP:Iteration 24Q (6844.010000 sec): 3 clusters Score: Raw -374401.154328 + Penalty 3825.372142 = -370575.782187 nChanged 10 SP:Iteration 25Q (6844.020000 sec): 3 clusters Score: Raw -374410.103724 + Penalty 3825.372142 = -370584.731582 nChanged 7 SP:Iteration 26Q (6844.020000 sec): 3 clusters Score: Raw -374415.134215 + Penalty 3825.372142 = -370589.762073 nChanged 8 SP:Iteration 27Q (6844.030000 sec): 3 clusters Score: Raw -374422.763486 + Penalty 3825.372142 = -370597.391344 nChanged 7 SP:Iteration 28Q (6844.040000 sec): 3 clusters Score: Raw -374428.399790 + Penalty 3825.372142 = -370603.027648 nChanged 9 SP:Iteration 29Q (6844.050000 sec): 3 clusters Score: Raw -374435.658150 + Penalty 3825.372142 = -370610.286008 nChanged 15 SP:Iteration 30Q (6844.060000 sec): 3 clusters Score: Raw -374447.999840 + Penalty 3825.372142 = -370622.627698 nChanged 10 SP:Iteration 31Q (6844.060000 sec): 3 clusters Score: Raw -374456.553868 + Penalty 3825.372142 = -370631.181726 nChanged 5 SP:Iteration 32Q (6844.070000 sec): 3 clusters Score: Raw -374460.373319 + Penalty 3825.372142 = -370635.001177 nChanged 6 SP:Iteration 33Q (6844.080000 sec): 3 clusters Score: Raw -374464.437581 + Penalty 3825.372142 = -370639.065439 nChanged 0 SP:Iteration 34F (6844.090000 sec): 3 clusters Score: Raw -374464.437581 + Penalty 3825.372142 = -370639.065439 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6844.600000 sec): 2 clusters Score: Raw -21177509.026054 + Penalty 2899.275753 = -21174609.750301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6845.120000 sec): 3 clusters Score: Raw -21100439.142831 + Penalty 5798.551507 = -21094640.591324 nChanged 56852 SP:Iteration 1F (6845.640000 sec): 3 clusters Score: Raw -21133904.506181 + Penalty 5798.551507 = -21128105.954674 nChanged 4645 SP:Iteration 2Q (6846.180000 sec): 3 clusters Score: Raw -21135439.701604 + Penalty 5798.551507 = -21129641.150098 nChanged 5763 SP:Iteration 3Q (6846.710000 sec): 3 clusters Score: Raw -21137938.482396 + Penalty 5798.551507 = -21132139.930890 nChanged 7311 SP:Iteration 4F (6847.220000 sec): 3 clusters Score: Raw -21141968.844853 + Penalty 5798.551507 = -21136170.293347 nChanged 8540 SP:Iteration 5F (6847.730000 sec): 3 clusters Score: Raw -21147698.501245 + Penalty 5798.551507 = -21141899.949739 nChanged 9174 SP:Iteration 6F (6848.250000 sec): 3 clusters Score: Raw -21154810.194622 + Penalty 5798.551507 = -21149011.643116 nChanged 8711 SP:Iteration 7F (6848.760000 sec): 3 clusters Score: Raw -21162397.686226 + Penalty 5798.551507 = -21156599.134719 nChanged 6977 SP:Iteration 8F (6849.270000 sec): 3 clusters Score: Raw -21168898.287750 + Penalty 5798.551507 = -21163099.736243 nChanged 4631 SP:Iteration 9Q (6849.780000 sec): 3 clusters Score: Raw -21173375.629989 + Penalty 5798.551507 = -21167577.078483 nChanged 2561 SP:Iteration 10Q (6850.240000 sec): 3 clusters Score: Raw -21175772.267440 + Penalty 5798.551507 = -21169973.715933 nChanged 1261 SP:Iteration 11Q (6850.660000 sec): 3 clusters Score: Raw -21176849.049099 + Penalty 5798.551507 = -21171050.497592 nChanged 721 SP:Iteration 12Q (6851.050000 sec): 3 clusters Score: Raw -21177345.539652 + Penalty 5798.551507 = -21171546.988145 nChanged 424 SP:Iteration 13Q (6851.430000 sec): 3 clusters Score: Raw -21177634.576544 + Penalty 5798.551507 = -21171836.025037 nChanged 284 SP:Iteration 14Q (6851.800000 sec): 3 clusters Score: Raw -21177830.116702 + Penalty 5798.551507 = -21172031.565195 nChanged 210 SP:Iteration 15Q (6852.170000 sec): 3 clusters Score: Raw -21177956.664361 + Penalty 5798.551507 = -21172158.112854 nChanged 132 SP:Iteration 16Q (6852.530000 sec): 3 clusters Score: Raw -21178026.289718 + Penalty 5798.551507 = -21172227.738211 nChanged 88 SP:Iteration 17Q (6852.900000 sec): 3 clusters Score: Raw -21178066.214133 + Penalty 5798.551507 = -21172267.662627 nChanged 71 SP:Iteration 18Q (6853.270000 sec): 3 clusters Score: Raw -21178096.694221 + Penalty 5798.551507 = -21172298.142714 nChanged 46 SP:Iteration 19Q (6853.630000 sec): 3 clusters Score: Raw -21178114.834096 + Penalty 5798.551507 = -21172316.282589 nChanged 41 SP:Iteration 20F (6854.130000 sec): 3 clusters Score: Raw -21178132.620752 + Penalty 5798.551507 = -21172334.069245 nChanged 40 SP:Iteration 21Q (6854.490000 sec): 3 clusters Score: Raw -21178151.663795 + Penalty 5798.551507 = -21172353.112289 nChanged 31 SP:Iteration 22Q (6854.850000 sec): 3 clusters Score: Raw -21178163.975218 + Penalty 5798.551507 = -21172365.423711 nChanged 23 SP:Iteration 23Q (6855.210000 sec): 3 clusters Score: Raw -21178171.154191 + Penalty 5798.551507 = -21172372.602685 nChanged 15 SP:Iteration 24Q (6855.570000 sec): 3 clusters Score: Raw -21178175.136665 + Penalty 5798.551507 = -21172376.585159 nChanged 15 SP:Iteration 25Q (6855.920000 sec): 3 clusters Score: Raw -21178180.257080 + Penalty 5798.551507 = -21172381.705574 nChanged 14 SP:Iteration 26Q (6856.290000 sec): 3 clusters Score: Raw -21178184.512348 + Penalty 5798.551507 = -21172385.960841 nChanged 12 SP:Iteration 27Q (6856.650000 sec): 3 clusters Score: Raw -21178187.494180 + Penalty 5798.551507 = -21172388.942673 nChanged 6 SP:Iteration 28Q (6857.010000 sec): 3 clusters Score: Raw -21178189.965618 + Penalty 5798.551507 = -21172391.414112 nChanged 6 SP:Iteration 29Q (6857.370000 sec): 3 clusters Score: Raw -21178191.358281 + Penalty 5798.551507 = -21172392.806774 nChanged 1 SP:Iteration 30Q (6857.730000 sec): 3 clusters Score: Raw -21178191.654728 + Penalty 5798.551507 = -21172393.103222 nChanged 1 SP:Iteration 31Q (6858.090000 sec): 3 clusters Score: Raw -21178191.927736 + Penalty 5798.551507 = -21172393.376230 nChanged 1 SP:Iteration 32Q (6858.450000 sec): 3 clusters Score: Raw -21178192.313768 + Penalty 5798.551507 = -21172393.762261 nChanged 1 SP:Iteration 33Q (6858.810000 sec): 3 clusters Score: Raw -21178192.539054 + Penalty 5798.551507 = -21172393.987547 nChanged 0 SP:Iteration 34F (6859.310000 sec): 3 clusters Score: Raw -21178192.539054 + Penalty 5798.551507 = -21172393.987547 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6859.390000 sec): 2 clusters Score: Raw -405263.497594 + Penalty 1944.104649 = -403319.392945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6859.400000 sec): 3 clusters Score: Raw -404259.348790 + Penalty 3888.209298 = -400371.139493 nChanged 864 SP:Iteration 1F (6859.410000 sec): 3 clusters Score: Raw -404877.590610 + Penalty 3888.209298 = -400989.381312 nChanged 202 SP:Iteration 2F (6859.420000 sec): 3 clusters Score: Raw -405046.963592 + Penalty 3888.209298 = -401158.754294 nChanged 125 SP:Iteration 3Q (6859.430000 sec): 3 clusters Score: Raw -405164.938922 + Penalty 3888.209298 = -401276.729624 nChanged 95 SP:Iteration 4Q (6859.440000 sec): 3 clusters Score: Raw -405252.581962 + Penalty 3888.209298 = -401364.372664 nChanged 82 SP:Iteration 5Q (6859.450000 sec): 3 clusters Score: Raw -405334.379172 + Penalty 3888.209298 = -401446.169874 nChanged 82 SP:Iteration 6Q (6859.460000 sec): 3 clusters Score: Raw -405410.775254 + Penalty 3888.209298 = -401522.565956 nChanged 64 SP:Iteration 7Q (6859.470000 sec): 3 clusters Score: Raw -405476.929039 + Penalty 3888.209298 = -401588.719742 nChanged 61 SP:Iteration 8Q (6859.480000 sec): 3 clusters Score: Raw -405529.101743 + Penalty 3888.209298 = -401640.892445 nChanged 52 SP:Iteration 9Q (6859.490000 sec): 3 clusters Score: Raw -405567.094178 + Penalty 3888.209298 = -401678.884880 nChanged 42 SP:Iteration 10Q (6859.500000 sec): 3 clusters Score: Raw -405604.229984 + Penalty 3888.209298 = -401716.020686 nChanged 40 SP:Iteration 11Q (6859.510000 sec): 3 clusters Score: Raw -405638.365648 + Penalty 3888.209298 = -401750.156351 nChanged 29 SP:Iteration 12Q (6859.520000 sec): 3 clusters Score: Raw -405659.537286 + Penalty 3888.209298 = -401771.327988 nChanged 20 SP:Iteration 13Q (6859.530000 sec): 3 clusters Score: Raw -405676.934729 + Penalty 3888.209298 = -401788.725432 nChanged 21 SP:Iteration 14Q (6859.540000 sec): 3 clusters Score: Raw -405692.782450 + Penalty 3888.209298 = -401804.573152 nChanged 20 SP:Iteration 15Q (6859.550000 sec): 3 clusters Score: Raw -405712.602602 + Penalty 3888.209298 = -401824.393304 nChanged 27 SP:Iteration 16Q (6859.550000 sec): 3 clusters Score: Raw -405729.424731 + Penalty 3888.209298 = -401841.215433 nChanged 13 SP:Iteration 17Q (6859.570000 sec): 3 clusters Score: Raw -405738.963746 + Penalty 3888.209298 = -401850.754449 nChanged 13 SP:Iteration 18Q (6859.570000 sec): 3 clusters Score: Raw -405747.704305 + Penalty 3888.209298 = -401859.495008 nChanged 11 SP:Iteration 19Q (6859.590000 sec): 3 clusters Score: Raw -405753.471663 + Penalty 3888.209298 = -401865.262366 nChanged 14 SP:Iteration 20F (6859.590000 sec): 3 clusters Score: Raw -405764.160072 + Penalty 3888.209298 = -401875.950774 nChanged 18 SP:Iteration 21Q (6859.600000 sec): 3 clusters Score: Raw -405774.464838 + Penalty 3888.209298 = -401886.255541 nChanged 13 SP:Iteration 22Q (6859.610000 sec): 3 clusters Score: Raw -405779.592515 + Penalty 3888.209298 = -401891.383217 nChanged 6 SP:Iteration 23Q (6859.620000 sec): 3 clusters Score: Raw -405783.769351 + Penalty 3888.209298 = -401895.560054 nChanged 10 SP:Iteration 24Q (6859.630000 sec): 3 clusters Score: Raw -405788.087056 + Penalty 3888.209298 = -401899.877758 nChanged 6 SP:Iteration 25Q (6859.640000 sec): 3 clusters Score: Raw -405792.191364 + Penalty 3888.209298 = -401903.982066 nChanged 3 SP:Iteration 26Q (6859.650000 sec): 3 clusters Score: Raw -405793.927566 + Penalty 3888.209298 = -401905.718269 nChanged 2 SP:Iteration 27Q (6859.660000 sec): 3 clusters Score: Raw -405795.657119 + Penalty 3888.209298 = -401907.447821 nChanged 4 SP:Iteration 28Q (6859.670000 sec): 3 clusters Score: Raw -405798.077397 + Penalty 3888.209298 = -401909.868100 nChanged 6 SP:Iteration 29Q (6859.680000 sec): 3 clusters Score: Raw -405802.814522 + Penalty 3888.209298 = -401914.605224 nChanged 8 SP:Iteration 30Q (6859.690000 sec): 3 clusters Score: Raw -405812.277402 + Penalty 3888.209298 = -401924.068105 nChanged 8 SP:Iteration 31Q (6859.700000 sec): 3 clusters Score: Raw -405822.278550 + Penalty 3888.209298 = -401934.069252 nChanged 11 SP:Iteration 32Q (6859.710000 sec): 3 clusters Score: Raw -405827.464864 + Penalty 3888.209298 = -401939.255566 nChanged 8 SP:Iteration 33Q (6859.720000 sec): 3 clusters Score: Raw -405833.296706 + Penalty 3888.209298 = -401945.087409 nChanged 8 SP:Iteration 34Q (6859.730000 sec): 3 clusters Score: Raw -405842.058715 + Penalty 3888.209298 = -401953.849417 nChanged 17 SP:Iteration 35Q (6859.740000 sec): 3 clusters Score: Raw -405860.960597 + Penalty 3888.209298 = -401972.751299 nChanged 20 SP:Iteration 36Q (6859.750000 sec): 3 clusters Score: Raw -405873.642542 + Penalty 3888.209298 = -401985.433244 nChanged 12 SP:Iteration 37Q (6859.760000 sec): 3 clusters Score: Raw -405884.253051 + Penalty 3888.209298 = -401996.043753 nChanged 7 SP:Iteration 38Q (6859.770000 sec): 3 clusters Score: Raw -405889.274510 + Penalty 3888.209298 = -402001.065213 nChanged 11 SP:Iteration 39Q (6859.770000 sec): 3 clusters Score: Raw -405895.512878 + Penalty 3888.209298 = -402007.303580 nChanged 8 SP:Iteration 40F (6859.790000 sec): 3 clusters Score: Raw -405898.664849 + Penalty 3888.209298 = -402010.455552 nChanged 1 SP:Iteration 41Q (6859.790000 sec): 3 clusters Score: Raw -405899.032980 + Penalty 3888.209298 = -402010.823683 nChanged 1 SP:Iteration 42Q (6859.800000 sec): 3 clusters Score: Raw -405900.993996 + Penalty 3888.209298 = -402012.784698 nChanged 3 SP:Iteration 43Q (6859.810000 sec): 3 clusters Score: Raw -405902.402580 + Penalty 3888.209298 = -402014.193282 nChanged 3 SP:Iteration 44Q (6859.820000 sec): 3 clusters Score: Raw -405903.868700 + Penalty 3888.209298 = -402015.659403 nChanged 2 SP:Iteration 45Q (6859.830000 sec): 3 clusters Score: Raw -405905.844133 + Penalty 3888.209298 = -402017.634835 nChanged 6 SP:Iteration 46Q (6859.840000 sec): 3 clusters Score: Raw -405909.186505 + Penalty 3888.209298 = -402020.977208 nChanged 5 SP:Iteration 47Q (6859.850000 sec): 3 clusters Score: Raw -405911.524907 + Penalty 3888.209298 = -402023.315610 nChanged 2 SP:Iteration 48Q (6859.860000 sec): 3 clusters Score: Raw -405912.644519 + Penalty 3888.209298 = -402024.435221 nChanged 1 SP:Iteration 49Q (6859.870000 sec): 3 clusters Score: Raw -405912.868168 + Penalty 3888.209298 = -402024.658870 nChanged 1 SP:Iteration 50Q (6859.880000 sec): 3 clusters Score: Raw -405913.109033 + Penalty 3888.209298 = -402024.899735 nChanged 0 SP:Iteration 51F (6859.890000 sec): 3 clusters Score: Raw -405913.109033 + Penalty 3888.209298 = -402024.899735 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6859.900000 sec): 2 clusters Score: Raw -26634.867945 + Penalty 1333.069045 = -25301.798900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6859.900000 sec): 3 clusters Score: Raw -27029.587254 + Penalty 2666.138090 = -24363.449163 nChanged 33 SP:Iteration 1F (6859.900000 sec): 3 clusters Score: Raw -27219.128111 + Penalty 2666.138090 = -24552.990020 nChanged 13 SP:Iteration 2F (6859.900000 sec): 3 clusters Score: Raw -27345.236491 + Penalty 2666.138090 = -24679.098401 nChanged 5 SP:Iteration 3Q (6859.900000 sec): 3 clusters Score: Raw -27375.199450 + Penalty 2666.138090 = -24709.061360 nChanged 1 SP:Iteration 4Q (6859.900000 sec): 3 clusters Score: Raw -27393.997110 + Penalty 2666.138090 = -24727.859019 nChanged 1 SP:Iteration 5Q (6859.900000 sec): 3 clusters Score: Raw -27406.196806 + Penalty 2666.138090 = -24740.058715 nChanged 0 SP:Iteration 6F (6859.900000 sec): 3 clusters Score: Raw -27406.196806 + Penalty 2666.138090 = -24740.058715 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6859.910000 sec): 2 clusters Score: Raw -89585.419778 + Penalty 1579.735444 = -88005.684334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6859.910000 sec): 3 clusters Score: Raw -89548.932895 + Penalty 3159.470887 = -86389.462008 nChanged 115 SP:Iteration 1F (6859.920000 sec): 3 clusters Score: Raw -89779.406368 + Penalty 3159.470887 = -86619.935480 nChanged 33 SP:Iteration 2F (6859.920000 sec): 3 clusters Score: Raw -89859.574952 + Penalty 3159.470887 = -86700.104065 nChanged 17 SP:Iteration 3Q (6859.920000 sec): 3 clusters Score: Raw -89890.002866 + Penalty 3159.470887 = -86730.531979 nChanged 10 SP:Iteration 4Q (6859.920000 sec): 3 clusters Score: Raw -89910.804991 + Penalty 3159.470887 = -86751.334104 nChanged 6 SP:Iteration 5Q (6859.930000 sec): 3 clusters Score: Raw -89932.077017 + Penalty 3159.470887 = -86772.606129 nChanged 4 SP:Iteration 6Q (6859.930000 sec): 3 clusters Score: Raw -89938.423554 + Penalty 3159.470887 = -86778.952667 nChanged 2 SP:Iteration 7Q (6859.930000 sec): 3 clusters Score: Raw -89941.544947 + Penalty 3159.470887 = -86782.074059 nChanged 1 SP:Iteration 8Q (6859.930000 sec): 3 clusters Score: Raw -89943.932342 + Penalty 3159.470887 = -86784.461455 nChanged 0 SP:Iteration 9F (6859.930000 sec): 3 clusters Score: Raw -89943.932342 + Penalty 3159.470887 = -86784.461455 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1322104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6866.780000 sec): 2 clusters Score: Raw -231560070.329140 + Penalty 3495.494271 = -231556574.834869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6872.240000 sec): 3 clusters Score: Raw -230664440.915803 + Penalty 6990.988543 = -230657449.927260 nChanged 651198 SP:Iteration 1F (6877.680000 sec): 3 clusters Score: Raw -231065733.820402 + Penalty 6990.988543 = -231058742.831859 nChanged 34538 SP:Iteration 2Q (6883.200000 sec): 3 clusters Score: Raw -231073286.798857 + Penalty 6990.988543 = -231066295.810314 nChanged 41005 SP:Iteration 3Q (6888.710000 sec): 3 clusters Score: Raw -231084185.512837 + Penalty 6990.988543 = -231077194.524294 nChanged 48720 SP:Iteration 4Q (6894.230000 sec): 3 clusters Score: Raw -231099201.759855 + Penalty 6990.988543 = -231092210.771312 nChanged 55598 SP:Iteration 5Q (6899.750000 sec): 3 clusters Score: Raw -231118239.007751 + Penalty 6990.988543 = -231111248.019208 nChanged 60367 SP:Iteration 6Q (6905.260000 sec): 3 clusters Score: Raw -231140260.751790 + Penalty 6990.988543 = -231133269.763247 nChanged 62524 SP:Iteration 7Q (6910.770000 sec): 3 clusters Score: Raw -231163400.412613 + Penalty 6990.988543 = -231156409.424070 nChanged 61465 SP:Iteration 8Q (6916.310000 sec): 3 clusters Score: Raw -231185463.621945 + Penalty 6990.988543 = -231178472.633402 nChanged 57410 SP:Iteration 9Q (6921.850000 sec): 3 clusters Score: Raw -231205004.786295 + Penalty 6990.988543 = -231198013.797752 nChanged 52776 SP:Iteration 10Q (6927.410000 sec): 3 clusters Score: Raw -231222032.763491 + Penalty 6990.988543 = -231215041.774948 nChanged 47924 SP:Iteration 11Q (6932.960000 sec): 3 clusters Score: Raw -231237054.982378 + Penalty 6990.988543 = -231230063.993836 nChanged 43949 SP:Iteration 12Q (6938.530000 sec): 3 clusters Score: Raw -231251462.524280 + Penalty 6990.988543 = -231244471.535738 nChanged 42354 SP:Iteration 13Q (6944.070000 sec): 3 clusters Score: Raw -231266766.720620 + Penalty 6990.988543 = -231259775.732078 nChanged 42365 SP:Iteration 14Q (6949.610000 sec): 3 clusters Score: Raw -231284618.375716 + Penalty 6990.988543 = -231277627.387173 nChanged 43766 SP:Iteration 15Q (6955.170000 sec): 3 clusters Score: Raw -231306157.876650 + Penalty 6990.988543 = -231299166.888107 nChanged 45940 SP:Iteration 16Q (6960.680000 sec): 3 clusters Score: Raw -231332356.662188 + Penalty 6990.988543 = -231325365.673646 nChanged 46283 SP:Iteration 17Q (6966.110000 sec): 3 clusters Score: Raw -231360404.008089 + Penalty 6990.988543 = -231353413.019546 nChanged 44039 SP:Iteration 18Q (6971.460000 sec): 3 clusters Score: Raw -231385808.450279 + Penalty 6990.988543 = -231378817.461737 nChanged 38211 SP:Iteration 19Q (6976.670000 sec): 3 clusters Score: Raw -231405190.554735 + Penalty 6990.988543 = -231398199.566193 nChanged 31859 SP:Iteration 20F (6982.070000 sec): 3 clusters Score: Raw -231420057.211763 + Penalty 6990.988543 = -231413066.223220 nChanged 28687 SP:Iteration 21Q (6987.010000 sec): 3 clusters Score: Raw -231433206.773885 + Penalty 6990.988543 = -231426215.785343 nChanged 28328 SP:Iteration 22Q (6991.820000 sec): 3 clusters Score: Raw -231446394.433346 + Penalty 6990.988543 = -231439403.444803 nChanged 28095 SP:Iteration 23Q (6996.610000 sec): 3 clusters Score: Raw -231459981.017669 + Penalty 6990.988543 = -231452990.029126 nChanged 27338 SP:Iteration 24Q (7001.390000 sec): 3 clusters Score: Raw -231473675.721669 + Penalty 6990.988543 = -231466684.733126 nChanged 26574 SP:Iteration 25Q (7006.090000 sec): 3 clusters Score: Raw -231487589.390991 + Penalty 6990.988543 = -231480598.402449 nChanged 25502 SP:Iteration 26Q (7010.710000 sec): 3 clusters Score: Raw -231501360.740959 + Penalty 6990.988543 = -231494369.752416 nChanged 23612 SP:Iteration 27Q (7015.230000 sec): 3 clusters Score: Raw -231514235.768768 + Penalty 6990.988543 = -231507244.780225 nChanged 21063 SP:Iteration 28Q (7019.640000 sec): 3 clusters Score: Raw -231525513.943286 + Penalty 6990.988543 = -231518522.954743 nChanged 18347 SP:Iteration 29Q (7024.030000 sec): 3 clusters Score: Raw -231535115.395729 + Penalty 6990.988543 = -231528124.407186 nChanged 15025 SP:Iteration 30Q (7028.300000 sec): 3 clusters Score: Raw -231542638.364850 + Penalty 6990.988543 = -231535647.376307 nChanged 11762 SP:Iteration 31Q (7032.490000 sec): 3 clusters Score: Raw -231548165.662729 + Penalty 6990.988543 = -231541174.674187 nChanged 8973 SP:Iteration 32Q (7036.580000 sec): 3 clusters Score: Raw -231552081.662132 + Penalty 6990.988543 = -231545090.673590 nChanged 6722 SP:Iteration 33Q (7040.630000 sec): 3 clusters Score: Raw -231554847.742539 + Penalty 6990.988543 = -231547856.753996 nChanged 4993 SP:Iteration 34Q (7044.630000 sec): 3 clusters Score: Raw -231556734.016110 + Penalty 6990.988543 = -231549743.027568 nChanged 3679 SP:Iteration 35Q (7048.600000 sec): 3 clusters Score: Raw -231558027.039932 + Penalty 6990.988543 = -231551036.051390 nChanged 2709 SP:Iteration 36Q (7052.580000 sec): 3 clusters Score: Raw -231558896.951215 + Penalty 6990.988543 = -231551905.962673 nChanged 2064 SP:Iteration 37Q (7056.510000 sec): 3 clusters Score: Raw -231559516.517570 + Penalty 6990.988543 = -231552525.529028 nChanged 1577 SP:Iteration 38Q (7060.420000 sec): 3 clusters Score: Raw -231559957.847739 + Penalty 6990.988543 = -231552966.859197 nChanged 1190 SP:Iteration 39Q (7064.330000 sec): 3 clusters Score: Raw -231560284.547947 + Penalty 6990.988543 = -231553293.559404 nChanged 971 SP:Iteration 40F (7069.830000 sec): 3 clusters Score: Raw -231560550.680387 + Penalty 6990.988543 = -231553559.691844 nChanged 794 SP:Iteration 41Q (7073.720000 sec): 3 clusters Score: Raw -231560761.203436 + Penalty 6990.988543 = -231553770.214894 nChanged 647 SP:Iteration 42Q (7077.600000 sec): 3 clusters Score: Raw -231560926.732239 + Penalty 6990.988543 = -231553935.743697 nChanged 537 SP:Iteration 43Q (7081.560000 sec): 3 clusters Score: Raw -231561054.489914 + Penalty 6990.988543 = -231554063.501371 nChanged 438 SP:Iteration 44Q (7085.600000 sec): 3 clusters Score: Raw -231561146.511935 + Penalty 6990.988543 = -231554155.523392 nChanged 376 SP:Iteration 45Q (7089.630000 sec): 3 clusters Score: Raw -231561221.020317 + Penalty 6990.988543 = -231554230.031774 nChanged 312 SP:Iteration 46Q (7093.510000 sec): 3 clusters Score: Raw -231561281.462226 + Penalty 6990.988543 = -231554290.473683 nChanged 271 SP:Iteration 47Q (7097.410000 sec): 3 clusters Score: Raw -231561333.998836 + Penalty 6990.988543 = -231554343.010294 nChanged 257 SP:Iteration 48Q (7101.280000 sec): 3 clusters Score: Raw -231561381.209569 + Penalty 6990.988543 = -231554390.221026 nChanged 263 SP:Iteration 49Q (7105.160000 sec): 3 clusters Score: Raw -231561429.828713 + Penalty 6990.988543 = -231554438.840170 nChanged 223 SP:Iteration 50Q (7109.030000 sec): 3 clusters Score: Raw -231561470.084896 + Penalty 6990.988543 = -231554479.096354 nChanged 196 SP:Iteration 51Q (7112.920000 sec): 3 clusters Score: Raw -231561500.917661 + Penalty 6990.988543 = -231554509.929118 nChanged 177 SP:Iteration 52Q (7116.790000 sec): 3 clusters Score: Raw -231561531.869676 + Penalty 6990.988543 = -231554540.881133 nChanged 159 SP:Iteration 53Q (7120.640000 sec): 3 clusters Score: Raw -231561555.201126 + Penalty 6990.988543 = -231554564.212583 nChanged 153 SP:Iteration 54Q (7124.480000 sec): 3 clusters Score: Raw -231561577.097203 + Penalty 6990.988543 = -231554586.108660 nChanged 144 SP:Iteration 55Q (7128.340000 sec): 3 clusters Score: Raw -231561595.679500 + Penalty 6990.988543 = -231554604.690957 nChanged 122 SP:Iteration 56Q (7132.190000 sec): 3 clusters Score: Raw -231561612.143807 + Penalty 6990.988543 = -231554621.155265 nChanged 128 SP:Iteration 57Q (7136.040000 sec): 3 clusters Score: Raw -231561629.992284 + Penalty 6990.988543 = -231554639.003742 nChanged 117 SP:Iteration 58Q (7139.920000 sec): 3 clusters Score: Raw -231561646.485669 + Penalty 6990.988543 = -231554655.497127 nChanged 104 SP:Iteration 59Q (7143.780000 sec): 3 clusters Score: Raw -231561661.226403 + Penalty 6990.988543 = -231554670.237860 nChanged 106 SP:Iteration 60F (7149.260000 sec): 3 clusters Score: Raw -231561674.016583 + Penalty 6990.988543 = -231554683.028041 nChanged 71 SP:Iteration 61Q (7153.130000 sec): 3 clusters Score: Raw -231561682.834687 + Penalty 6990.988543 = -231554691.846144 nChanged 67 SP:Iteration 62Q (7156.990000 sec): 3 clusters Score: Raw -231561689.195774 + Penalty 6990.988543 = -231554698.207232 nChanged 46 SP:Iteration 63Q (7160.850000 sec): 3 clusters Score: Raw -231561693.463948 + Penalty 6990.988543 = -231554702.475405 nChanged 41 SP:Iteration 64Q (7164.720000 sec): 3 clusters Score: Raw -231561697.428686 + Penalty 6990.988543 = -231554706.440144 nChanged 30 SP:Iteration 65Q (7168.670000 sec): 3 clusters Score: Raw -231561699.603653 + Penalty 6990.988543 = -231554708.615111 nChanged 20 SP:Iteration 66Q (7172.590000 sec): 3 clusters Score: Raw -231561701.281027 + Penalty 6990.988543 = -231554710.292484 nChanged 24 SP:Iteration 67Q (7176.500000 sec): 3 clusters Score: Raw -231561703.545862 + Penalty 6990.988543 = -231554712.557319 nChanged 26 SP:Iteration 68Q (7180.410000 sec): 3 clusters Score: Raw -231561706.018826 + Penalty 6990.988543 = -231554715.030283 nChanged 28 SP:Iteration 69Q (7184.340000 sec): 3 clusters Score: Raw -231561708.446263 + Penalty 6990.988543 = -231554717.457720 nChanged 15 SP:Iteration 70Q (7188.250000 sec): 3 clusters Score: Raw -231561709.503795 + Penalty 6990.988543 = -231554718.515252 nChanged 14 SP:Iteration 71Q (7192.160000 sec): 3 clusters Score: Raw -231561710.558672 + Penalty 6990.988543 = -231554719.570129 nChanged 8 SP:Iteration 72Q (7196.130000 sec): 3 clusters Score: Raw -231561711.193979 + Penalty 6990.988543 = -231554720.205436 nChanged 6 SP:Iteration 73Q (7200.110000 sec): 3 clusters Score: Raw -231561711.565863 + Penalty 6990.988543 = -231554720.577320 nChanged 5 SP:Iteration 74Q (7204.020000 sec): 3 clusters Score: Raw -231561711.940674 + Penalty 6990.988543 = -231554720.952131 nChanged 5 SP:Iteration 75Q (7207.950000 sec): 3 clusters Score: Raw -231561712.366379 + Penalty 6990.988543 = -231554721.377836 nChanged 4 SP:Iteration 76Q (7211.870000 sec): 3 clusters Score: Raw -231561712.625211 + Penalty 6990.988543 = -231554721.636669 nChanged 2 SP:Iteration 77Q (7215.800000 sec): 3 clusters Score: Raw -231561712.769509 + Penalty 6990.988543 = -231554721.780966 nChanged 3 SP:Iteration 78Q (7219.700000 sec): 3 clusters Score: Raw -231561713.108311 + Penalty 6990.988543 = -231554722.119768 nChanged 4 SP:Iteration 79Q (7223.610000 sec): 3 clusters Score: Raw -231561713.407424 + Penalty 6990.988543 = -231554722.418882 nChanged 2 SP:Iteration 80F (7229.140000 sec): 3 clusters Score: Raw -231561713.495570 + Penalty 6990.988543 = -231554722.507028 nChanged 1 SP:Iteration 81Q (7233.050000 sec): 3 clusters Score: Raw -231561713.536536 + Penalty 6990.988543 = -231554722.547993 nChanged 1 SP:Iteration 82Q (7236.960000 sec): 3 clusters Score: Raw -231561713.600275 + Penalty 6990.988543 = -231554722.611732 nChanged 0 SP:Iteration 83F (7242.490000 sec): 3 clusters Score: Raw -231561713.600275 + Penalty 6990.988543 = -231554722.611732 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7243.080000 sec): 2 clusters Score: Raw -1553533.776743 + Penalty 2263.404890 = -1551270.371852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7243.120000 sec): 3 clusters Score: Raw -1548576.505580 + Penalty 4526.809781 = -1544049.695799 nChanged 3843 SP:Iteration 1F (7243.150000 sec): 3 clusters Score: Raw -1550738.680187 + Penalty 4526.809781 = -1546211.870406 nChanged 695 SP:Iteration 2F (7243.190000 sec): 3 clusters Score: Raw -1551169.052372 + Penalty 4526.809781 = -1546642.242592 nChanged 577 SP:Iteration 3F (7243.230000 sec): 3 clusters Score: Raw -1551518.760584 + Penalty 4526.809781 = -1546991.950803 nChanged 521 SP:Iteration 4F (7243.270000 sec): 3 clusters Score: Raw -1551870.252375 + Penalty 4526.809781 = -1547343.442594 nChanged 521 SP:Iteration 5F (7243.300000 sec): 3 clusters Score: Raw -1552266.714157 + Penalty 4526.809781 = -1547739.904376 nChanged 512 SP:Iteration 6F (7243.340000 sec): 3 clusters Score: Raw -1552637.482068 + Penalty 4526.809781 = -1548110.672287 nChanged 475 SP:Iteration 7F (7243.380000 sec): 3 clusters Score: Raw -1552980.184435 + Penalty 4526.809781 = -1548453.374654 nChanged 409 SP:Iteration 8Q (7243.420000 sec): 3 clusters Score: Raw -1553253.041944 + Penalty 4526.809781 = -1548726.232163 nChanged 362 SP:Iteration 9Q (7243.460000 sec): 3 clusters Score: Raw -1553481.132146 + Penalty 4526.809781 = -1548954.322365 nChanged 283 SP:Iteration 10Q (7243.490000 sec): 3 clusters Score: Raw -1553643.845978 + Penalty 4526.809781 = -1549117.036197 nChanged 221 SP:Iteration 11Q (7243.530000 sec): 3 clusters Score: Raw -1553751.894393 + Penalty 4526.809781 = -1549225.084612 nChanged 149 SP:Iteration 12Q (7243.560000 sec): 3 clusters Score: Raw -1553813.490871 + Penalty 4526.809781 = -1549286.681090 nChanged 124 SP:Iteration 13Q (7243.600000 sec): 3 clusters Score: Raw -1553862.629944 + Penalty 4526.809781 = -1549335.820163 nChanged 98 SP:Iteration 14Q (7243.640000 sec): 3 clusters Score: Raw -1553897.548666 + Penalty 4526.809781 = -1549370.738885 nChanged 79 SP:Iteration 15Q (7243.670000 sec): 3 clusters Score: Raw -1553928.924811 + Penalty 4526.809781 = -1549402.115030 nChanged 80 SP:Iteration 16Q (7243.710000 sec): 3 clusters Score: Raw -1553963.821172 + Penalty 4526.809781 = -1549437.011392 nChanged 93 SP:Iteration 17Q (7243.740000 sec): 3 clusters Score: Raw -1554000.200383 + Penalty 4526.809781 = -1549473.390602 nChanged 79 SP:Iteration 18Q (7243.780000 sec): 3 clusters Score: Raw -1554031.200470 + Penalty 4526.809781 = -1549504.390689 nChanged 63 SP:Iteration 19Q (7243.820000 sec): 3 clusters Score: Raw -1554058.939001 + Penalty 4526.809781 = -1549532.129220 nChanged 56 SP:Iteration 20F (7243.850000 sec): 3 clusters Score: Raw -1554084.781140 + Penalty 4526.809781 = -1549557.971359 nChanged 42 SP:Iteration 21Q (7243.890000 sec): 3 clusters Score: Raw -1554101.625888 + Penalty 4526.809781 = -1549574.816107 nChanged 34 SP:Iteration 22Q (7243.920000 sec): 3 clusters Score: Raw -1554113.199137 + Penalty 4526.809781 = -1549586.389356 nChanged 37 SP:Iteration 23Q (7243.960000 sec): 3 clusters Score: Raw -1554124.977419 + Penalty 4526.809781 = -1549598.167638 nChanged 28 SP:Iteration 24Q (7243.990000 sec): 3 clusters Score: Raw -1554134.515040 + Penalty 4526.809781 = -1549607.705260 nChanged 18 SP:Iteration 25Q (7244.020000 sec): 3 clusters Score: Raw -1554139.169131 + Penalty 4526.809781 = -1549612.359350 nChanged 15 SP:Iteration 26Q (7244.060000 sec): 3 clusters Score: Raw -1554143.241785 + Penalty 4526.809781 = -1549616.432004 nChanged 18 SP:Iteration 27Q (7244.090000 sec): 3 clusters Score: Raw -1554147.634962 + Penalty 4526.809781 = -1549620.825181 nChanged 12 SP:Iteration 28Q (7244.120000 sec): 3 clusters Score: Raw -1554149.974264 + Penalty 4526.809781 = -1549623.164483 nChanged 9 SP:Iteration 29Q (7244.160000 sec): 3 clusters Score: Raw -1554151.945015 + Penalty 4526.809781 = -1549625.135234 nChanged 6 SP:Iteration 30Q (7244.190000 sec): 3 clusters Score: Raw -1554153.531856 + Penalty 4526.809781 = -1549626.722075 nChanged 6 SP:Iteration 31Q (7244.220000 sec): 3 clusters Score: Raw -1554155.162792 + Penalty 4526.809781 = -1549628.353011 nChanged 6 SP:Iteration 32Q (7244.260000 sec): 3 clusters Score: Raw -1554156.458210 + Penalty 4526.809781 = -1549629.648429 nChanged 4 SP:Iteration 33Q (7244.300000 sec): 3 clusters Score: Raw -1554157.506572 + Penalty 4526.809781 = -1549630.696791 nChanged 2 SP:Iteration 34Q (7244.330000 sec): 3 clusters Score: Raw -1554157.887584 + Penalty 4526.809781 = -1549631.077803 nChanged 1 SP:Iteration 35Q (7244.370000 sec): 3 clusters Score: Raw -1554158.037652 + Penalty 4526.809781 = -1549631.227871 nChanged 0 SP:Iteration 36F (7244.400000 sec): 3 clusters Score: Raw -1554158.037652 + Penalty 4526.809781 = -1549631.227871 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7244.420000 sec): 2 clusters Score: Raw -184830.770437 + Penalty 1751.423525 = -183079.346912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7244.420000 sec): 3 clusters Score: Raw -184515.563623 + Penalty 3502.847050 = -181012.716574 nChanged 337 SP:Iteration 1F (7244.430000 sec): 3 clusters Score: Raw -184934.316196 + Penalty 3502.847050 = -181431.469146 nChanged 87 SP:Iteration 2F (7244.430000 sec): 3 clusters Score: Raw -185161.766692 + Penalty 3502.847050 = -181658.919642 nChanged 86 SP:Iteration 3F (7244.440000 sec): 3 clusters Score: Raw -185392.033409 + Penalty 3502.847050 = -181889.186359 nChanged 80 SP:Iteration 4F (7244.440000 sec): 3 clusters Score: Raw -185608.768274 + Penalty 3502.847050 = -182105.921225 nChanged 63 SP:Iteration 5F (7244.450000 sec): 3 clusters Score: Raw -185848.264404 + Penalty 3502.847050 = -182345.417354 nChanged 69 SP:Iteration 6F (7244.450000 sec): 3 clusters Score: Raw -186098.269009 + Penalty 3502.847050 = -182595.421959 nChanged 50 SP:Iteration 7Q (7244.460000 sec): 3 clusters Score: Raw -186263.988479 + Penalty 3502.847050 = -182761.141429 nChanged 39 SP:Iteration 8Q (7244.460000 sec): 3 clusters Score: Raw -186395.897767 + Penalty 3502.847050 = -182893.050717 nChanged 40 SP:Iteration 9Q (7244.460000 sec): 3 clusters Score: Raw -186517.223387 + Penalty 3502.847050 = -183014.376338 nChanged 22 SP:Iteration 10Q (7244.470000 sec): 3 clusters Score: Raw -186568.435772 + Penalty 3502.847050 = -183065.588722 nChanged 10 SP:Iteration 11Q (7244.470000 sec): 3 clusters Score: Raw -186608.564133 + Penalty 3502.847050 = -183105.717083 nChanged 13 SP:Iteration 12Q (7244.480000 sec): 3 clusters Score: Raw -186653.606381 + Penalty 3502.847050 = -183150.759332 nChanged 10 SP:Iteration 13Q (7244.480000 sec): 3 clusters Score: Raw -186718.857882 + Penalty 3502.847050 = -183216.010832 nChanged 9 SP:Iteration 14Q (7244.480000 sec): 3 clusters Score: Raw -186771.292554 + Penalty 3502.847050 = -183268.445504 nChanged 10 SP:Iteration 15Q (7244.490000 sec): 3 clusters Score: Raw -186789.211034 + Penalty 3502.847050 = -183286.363985 nChanged 5 SP:Iteration 16Q (7244.490000 sec): 3 clusters Score: Raw -186796.519329 + Penalty 3502.847050 = -183293.672279 nChanged 3 SP:Iteration 17Q (7244.500000 sec): 3 clusters Score: Raw -186799.503579 + Penalty 3502.847050 = -183296.656529 nChanged 0 SP:Iteration 18F (7244.500000 sec): 3 clusters Score: Raw -186799.503579 + Penalty 3502.847050 = -183296.656529 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7244.520000 sec): 2 clusters Score: Raw -60386.245737 + Penalty 1520.004452 = -58866.241285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7244.520000 sec): 3 clusters Score: Raw -60501.197998 + Penalty 3040.008904 = -57461.189094 nChanged 78 SP:Iteration 1F (7244.520000 sec): 3 clusters Score: Raw -60695.899673 + Penalty 3040.008904 = -57655.890769 nChanged 29 SP:Iteration 2F (7244.520000 sec): 3 clusters Score: Raw -60797.664854 + Penalty 3040.008904 = -57757.655950 nChanged 30 SP:Iteration 3F (7244.520000 sec): 3 clusters Score: Raw -60924.823490 + Penalty 3040.008904 = -57884.814586 nChanged 25 SP:Iteration 4F (7244.530000 sec): 3 clusters Score: Raw -61013.298227 + Penalty 3040.008904 = -57973.289323 nChanged 16 SP:Iteration 5Q (7244.530000 sec): 3 clusters Score: Raw -61074.686223 + Penalty 3040.008904 = -58034.677319 nChanged 19 SP:Iteration 6Q (7244.530000 sec): 3 clusters Score: Raw -61126.806601 + Penalty 3040.008904 = -58086.797697 nChanged 10 SP:Iteration 7Q (7244.530000 sec): 3 clusters Score: Raw -61162.692252 + Penalty 3040.008904 = -58122.683348 nChanged 1 SP:Iteration 8Q (7244.530000 sec): 3 clusters Score: Raw -61165.665673 + Penalty 3040.008904 = -58125.656769 nChanged 0 SP:Iteration 9F (7244.540000 sec): 3 clusters Score: Raw -61165.665673 + Penalty 3040.008904 = -58125.656769 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7244.540000 sec): 2 clusters Score: Raw -26617.952141 + Penalty 1297.314937 = -25320.637204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7244.540000 sec): 3 clusters Score: Raw -26809.623053 + Penalty 2594.629874 = -24214.993179 nChanged 11 SP:Iteration 1F (7244.540000 sec): 3 clusters Score: Raw -26847.924533 + Penalty 2594.629874 = -24253.294659 nChanged 2 SP:Iteration 2Q (7244.540000 sec): 3 clusters Score: Raw -26860.285043 + Penalty 2594.629874 = -24265.655169 nChanged 2 SP:Iteration 3Q (7244.550000 sec): 3 clusters Score: Raw -26873.638475 + Penalty 2594.629874 = -24279.008601 nChanged 0 SP:Iteration 4F (7244.550000 sec): 3 clusters Score: Raw -26873.638475 + Penalty 2594.629874 = -24279.008601 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7244.560000 sec): 2 clusters Score: Raw -69357.198416 + Penalty 1529.544090 = -67827.654327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7244.560000 sec): 3 clusters Score: Raw -69444.108628 + Penalty 3059.088179 = -66385.020449 nChanged 111 SP:Iteration 1F (7244.560000 sec): 3 clusters Score: Raw -69811.187186 + Penalty 3059.088179 = -66752.099006 nChanged 49 SP:Iteration 2F (7244.560000 sec): 3 clusters Score: Raw -70042.829113 + Penalty 3059.088179 = -66983.740933 nChanged 25 SP:Iteration 3F (7244.560000 sec): 3 clusters Score: Raw -70198.320059 + Penalty 3059.088179 = -67139.231879 nChanged 16 SP:Iteration 4Q (7244.570000 sec): 3 clusters Score: Raw -70370.774864 + Penalty 3059.088179 = -67311.686684 nChanged 9 SP:Iteration 5Q (7244.570000 sec): 3 clusters Score: Raw -70408.871831 + Penalty 3059.088179 = -67349.783651 nChanged 5 SP:Iteration 6Q (7244.570000 sec): 3 clusters Score: Raw -70424.247332 + Penalty 3059.088179 = -67365.159153 nChanged 4 SP:Iteration 7Q (7244.570000 sec): 3 clusters Score: Raw -70435.740856 + Penalty 3059.088179 = -67376.652677 nChanged 3 SP:Iteration 8Q (7244.580000 sec): 3 clusters Score: Raw -70451.824240 + Penalty 3059.088179 = -67392.736060 nChanged 3 SP:Iteration 9Q (7244.580000 sec): 3 clusters Score: Raw -70462.375527 + Penalty 3059.088179 = -67403.287348 nChanged 1 SP:Iteration 10Q (7244.580000 sec): 3 clusters Score: Raw -70466.045640 + Penalty 3059.088179 = -67406.957460 nChanged 2 SP:Iteration 11Q (7244.580000 sec): 3 clusters Score: Raw -70478.272475 + Penalty 3059.088179 = -67419.184295 nChanged 2 SP:Iteration 12Q (7244.580000 sec): 3 clusters Score: Raw -70485.409104 + Penalty 3059.088179 = -67426.320924 nChanged 2 SP:Iteration 13Q (7244.580000 sec): 3 clusters Score: Raw -70490.161738 + Penalty 3059.088179 = -67431.073559 nChanged 1 SP:Iteration 14Q (7244.580000 sec): 3 clusters Score: Raw -70491.508068 + Penalty 3059.088179 = -67432.419888 nChanged 1 SP:Iteration 15Q (7244.580000 sec): 3 clusters Score: Raw -70494.122583 + Penalty 3059.088179 = -67435.034403 nChanged 3 SP:Iteration 16Q (7244.590000 sec): 3 clusters Score: Raw -70508.073165 + Penalty 3059.088179 = -67448.984986 nChanged 3 SP:Iteration 17Q (7244.590000 sec): 3 clusters Score: Raw -70516.962626 + Penalty 3059.088179 = -67457.874447 nChanged 1 SP:Iteration 18Q (7244.590000 sec): 3 clusters Score: Raw -70518.650899 + Penalty 3059.088179 = -67459.562719 nChanged 1 SP:Iteration 19Q (7244.590000 sec): 3 clusters Score: Raw -70520.368155 + Penalty 3059.088179 = -67461.279976 nChanged 0 SP:Iteration 20F (7244.600000 sec): 3 clusters Score: Raw -70520.368155 + Penalty 3059.088179 = -67461.279976 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (3868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7244.620000 sec): 2 clusters Score: Raw -610430.878264 + Penalty 2048.602228 = -608382.276035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7244.630000 sec): 3 clusters Score: Raw -608771.822461 + Penalty 4097.204457 = -604674.618004 nChanged 1381 SP:Iteration 1F (7244.650000 sec): 3 clusters Score: Raw -609750.979964 + Penalty 4097.204457 = -605653.775507 nChanged 337 SP:Iteration 2F (7244.670000 sec): 3 clusters Score: Raw -610052.709011 + Penalty 4097.204457 = -605955.504554 nChanged 237 SP:Iteration 3F (7244.680000 sec): 3 clusters Score: Raw -610331.500669 + Penalty 4097.204457 = -606234.296213 nChanged 236 SP:Iteration 4F (7244.700000 sec): 3 clusters Score: Raw -610573.856114 + Penalty 4097.204457 = -606476.651657 nChanged 194 SP:Iteration 5F (7244.720000 sec): 3 clusters Score: Raw -610789.157205 + Penalty 4097.204457 = -606691.952748 nChanged 166 SP:Iteration 6Q (7244.730000 sec): 3 clusters Score: Raw -610948.917978 + Penalty 4097.204457 = -606851.713521 nChanged 138 SP:Iteration 7Q (7244.750000 sec): 3 clusters Score: Raw -611100.578828 + Penalty 4097.204457 = -607003.374371 nChanged 140 SP:Iteration 8Q (7244.760000 sec): 3 clusters Score: Raw -611224.904104 + Penalty 4097.204457 = -607127.699647 nChanged 114 SP:Iteration 9Q (7244.780000 sec): 3 clusters Score: Raw -611318.960541 + Penalty 4097.204457 = -607221.756084 nChanged 109 SP:Iteration 10Q (7244.790000 sec): 3 clusters Score: Raw -611417.499588 + Penalty 4097.204457 = -607320.295132 nChanged 89 SP:Iteration 11Q (7244.810000 sec): 3 clusters Score: Raw -611490.679372 + Penalty 4097.204457 = -607393.474915 nChanged 82 SP:Iteration 12Q (7244.820000 sec): 3 clusters Score: Raw -611540.253439 + Penalty 4097.204457 = -607443.048982 nChanged 52 SP:Iteration 13Q (7244.840000 sec): 3 clusters Score: Raw -611567.203677 + Penalty 4097.204457 = -607469.999221 nChanged 48 SP:Iteration 14Q (7244.850000 sec): 3 clusters Score: Raw -611591.586741 + Penalty 4097.204457 = -607494.382284 nChanged 42 SP:Iteration 15Q (7244.870000 sec): 3 clusters Score: Raw -611612.860925 + Penalty 4097.204457 = -607515.656468 nChanged 36 SP:Iteration 16Q (7244.890000 sec): 3 clusters Score: Raw -611628.265828 + Penalty 4097.204457 = -607531.061371 nChanged 31 SP:Iteration 17Q (7244.900000 sec): 3 clusters Score: Raw -611641.305011 + Penalty 4097.204457 = -607544.100554 nChanged 24 SP:Iteration 18Q (7244.920000 sec): 3 clusters Score: Raw -611656.992675 + Penalty 4097.204457 = -607559.788218 nChanged 26 SP:Iteration 19Q (7244.930000 sec): 3 clusters Score: Raw -611666.850456 + Penalty 4097.204457 = -607569.645999 nChanged 15 SP:Iteration 20F (7244.950000 sec): 3 clusters Score: Raw -611671.195347 + Penalty 4097.204457 = -607573.990890 nChanged 8 SP:Iteration 21Q (7244.960000 sec): 3 clusters Score: Raw -611674.537578 + Penalty 4097.204457 = -607577.333121 nChanged 11 SP:Iteration 22Q (7244.980000 sec): 3 clusters Score: Raw -611678.173060 + Penalty 4097.204457 = -607580.968603 nChanged 6 SP:Iteration 23Q (7244.990000 sec): 3 clusters Score: Raw -611681.669826 + Penalty 4097.204457 = -607584.465369 nChanged 12 SP:Iteration 24Q (7245.010000 sec): 3 clusters Score: Raw -611687.673256 + Penalty 4097.204457 = -607590.468799 nChanged 10 SP:Iteration 25Q (7245.020000 sec): 3 clusters Score: Raw -611697.622775 + Penalty 4097.204457 = -607600.418318 nChanged 13 SP:Iteration 26Q (7245.040000 sec): 3 clusters Score: Raw -611704.965554 + Penalty 4097.204457 = -607607.761097 nChanged 10 SP:Iteration 27Q (7245.050000 sec): 3 clusters Score: Raw -611709.882385 + Penalty 4097.204457 = -607612.677928 nChanged 10 SP:Iteration 28Q (7245.070000 sec): 3 clusters Score: Raw -611713.205948 + Penalty 4097.204457 = -607616.001491 nChanged 8 SP:Iteration 29Q (7245.080000 sec): 3 clusters Score: Raw -611715.205844 + Penalty 4097.204457 = -607618.001387 nChanged 4 SP:Iteration 30Q (7245.090000 sec): 3 clusters Score: Raw -611716.378155 + Penalty 4097.204457 = -607619.173698 nChanged 2 SP:Iteration 31Q (7245.110000 sec): 3 clusters Score: Raw -611717.794951 + Penalty 4097.204457 = -607620.590494 nChanged 4 SP:Iteration 32Q (7245.130000 sec): 3 clusters Score: Raw -611719.044649 + Penalty 4097.204457 = -607621.840192 nChanged 0 SP:Iteration 33F (7245.140000 sec): 3 clusters Score: Raw -611719.044649 + Penalty 4097.204457 = -607621.840192 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.150000 sec): 2 clusters Score: Raw -122314.695489 + Penalty 1650.868178 = -120663.827311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.150000 sec): 3 clusters Score: Raw -122170.906196 + Penalty 3301.736356 = -118869.169840 nChanged 183 SP:Iteration 1F (7245.160000 sec): 3 clusters Score: Raw -122457.543010 + Penalty 3301.736356 = -119155.806654 nChanged 55 SP:Iteration 2F (7245.160000 sec): 3 clusters Score: Raw -122583.651561 + Penalty 3301.736356 = -119281.915205 nChanged 34 SP:Iteration 3Q (7245.170000 sec): 3 clusters Score: Raw -122665.650890 + Penalty 3301.736356 = -119363.914534 nChanged 27 SP:Iteration 4Q (7245.170000 sec): 3 clusters Score: Raw -122755.426925 + Penalty 3301.736356 = -119453.690569 nChanged 40 SP:Iteration 5F (7245.170000 sec): 3 clusters Score: Raw -122935.677864 + Penalty 3301.736356 = -119633.941508 nChanged 37 SP:Iteration 6Q (7245.170000 sec): 3 clusters Score: Raw -123031.741229 + Penalty 3301.736356 = -119730.004873 nChanged 24 SP:Iteration 7Q (7245.180000 sec): 3 clusters Score: Raw -123092.384116 + Penalty 3301.736356 = -119790.647760 nChanged 24 SP:Iteration 8Q (7245.180000 sec): 3 clusters Score: Raw -123151.630520 + Penalty 3301.736356 = -119849.894164 nChanged 19 SP:Iteration 9Q (7245.180000 sec): 3 clusters Score: Raw -123183.103159 + Penalty 3301.736356 = -119881.366803 nChanged 13 SP:Iteration 10Q (7245.190000 sec): 3 clusters Score: Raw -123214.531047 + Penalty 3301.736356 = -119912.794691 nChanged 8 SP:Iteration 11Q (7245.190000 sec): 3 clusters Score: Raw -123235.990336 + Penalty 3301.736356 = -119934.253980 nChanged 7 SP:Iteration 12Q (7245.190000 sec): 3 clusters Score: Raw -123257.466339 + Penalty 3301.736356 = -119955.729983 nChanged 5 SP:Iteration 13Q (7245.190000 sec): 3 clusters Score: Raw -123270.660847 + Penalty 3301.736356 = -119968.924491 nChanged 4 SP:Iteration 14Q (7245.190000 sec): 3 clusters Score: Raw -123279.871788 + Penalty 3301.736356 = -119978.135432 nChanged 3 SP:Iteration 15Q (7245.200000 sec): 3 clusters Score: Raw -123289.164166 + Penalty 3301.736356 = -119987.427810 nChanged 4 SP:Iteration 16Q (7245.200000 sec): 3 clusters Score: Raw -123300.694293 + Penalty 3301.736356 = -119998.957937 nChanged 3 SP:Iteration 17Q (7245.200000 sec): 3 clusters Score: Raw -123307.502689 + Penalty 3301.736356 = -120005.766333 nChanged 1 SP:Iteration 18Q (7245.210000 sec): 3 clusters Score: Raw -123308.863245 + Penalty 3301.736356 = -120007.126889 nChanged 0 SP:Iteration 19F (7245.210000 sec): 3 clusters Score: Raw -123308.863245 + Penalty 3301.736356 = -120007.126889 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.220000 sec): 2 clusters Score: Raw -210434.207089 + Penalty 1776.466753 = -208657.740336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.230000 sec): 3 clusters Score: Raw -210044.317252 + Penalty 3552.933506 = -206491.383746 nChanged 361 SP:Iteration 1F (7245.230000 sec): 3 clusters Score: Raw -210389.689089 + Penalty 3552.933506 = -206836.755583 nChanged 99 SP:Iteration 2F (7245.240000 sec): 3 clusters Score: Raw -210493.272356 + Penalty 3552.933506 = -206940.338850 nChanged 39 SP:Iteration 3Q (7245.240000 sec): 3 clusters Score: Raw -210536.384997 + Penalty 3552.933506 = -206983.451491 nChanged 27 SP:Iteration 4Q (7245.250000 sec): 3 clusters Score: Raw -210561.902389 + Penalty 3552.933506 = -207008.968883 nChanged 14 SP:Iteration 5Q (7245.250000 sec): 3 clusters Score: Raw -210570.160456 + Penalty 3552.933506 = -207017.226950 nChanged 3 SP:Iteration 6Q (7245.260000 sec): 3 clusters Score: Raw -210571.929301 + Penalty 3552.933506 = -207018.995795 nChanged 2 SP:Iteration 7Q (7245.260000 sec): 3 clusters Score: Raw -210574.034211 + Penalty 3552.933506 = -207021.100705 nChanged 4 SP:Iteration 8Q (7245.270000 sec): 3 clusters Score: Raw -210578.636846 + Penalty 3552.933506 = -207025.703340 nChanged 3 SP:Iteration 9Q (7245.270000 sec): 3 clusters Score: Raw -210583.916773 + Penalty 3552.933506 = -207030.983267 nChanged 8 SP:Iteration 10Q (7245.280000 sec): 3 clusters Score: Raw -210589.315554 + Penalty 3552.933506 = -207036.382048 nChanged 5 SP:Iteration 11Q (7245.290000 sec): 3 clusters Score: Raw -210594.150191 + Penalty 3552.933506 = -207041.216685 nChanged 0 SP:Iteration 12F (7245.290000 sec): 3 clusters Score: Raw -210594.150191 + Penalty 3552.933506 = -207041.216685 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.300000 sec): 2 clusters Score: Raw -99839.909678 + Penalty 1587.263846 = -98252.645832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.300000 sec): 3 clusters Score: Raw -99831.449833 + Penalty 3174.527693 = -96656.922140 nChanged 122 SP:Iteration 1F (7245.300000 sec): 3 clusters Score: Raw -100019.658822 + Penalty 3174.527693 = -96845.131129 nChanged 27 SP:Iteration 2Q (7245.310000 sec): 3 clusters Score: Raw -100072.754135 + Penalty 3174.527693 = -96898.226442 nChanged 8 SP:Iteration 3Q (7245.310000 sec): 3 clusters Score: Raw -100086.826978 + Penalty 3174.527693 = -96912.299285 nChanged 5 SP:Iteration 4Q (7245.310000 sec): 3 clusters Score: Raw -100093.733520 + Penalty 3174.527693 = -96919.205827 nChanged 2 SP:Iteration 5Q (7245.310000 sec): 3 clusters Score: Raw -100095.388545 + Penalty 3174.527693 = -96920.860852 nChanged 0 SP:Iteration 6F (7245.310000 sec): 3 clusters Score: Raw -100095.388545 + Penalty 3174.527693 = -96920.860852 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.330000 sec): 2 clusters Score: Raw -45471.494817 + Penalty 1493.815003 = -43977.679814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.330000 sec): 3 clusters Score: Raw -45571.686355 + Penalty 2987.630006 = -42584.056349 nChanged 79 SP:Iteration 1F (7245.330000 sec): 3 clusters Score: Raw -45772.647127 + Penalty 2987.630006 = -42785.017121 nChanged 35 SP:Iteration 2F (7245.330000 sec): 3 clusters Score: Raw -45938.351329 + Penalty 2987.630006 = -42950.721323 nChanged 22 SP:Iteration 3F (7245.330000 sec): 3 clusters Score: Raw -46075.840170 + Penalty 2987.630006 = -43088.210164 nChanged 8 SP:Iteration 4Q (7245.330000 sec): 3 clusters Score: Raw -46104.744816 + Penalty 2987.630006 = -43117.114810 nChanged 5 SP:Iteration 5Q (7245.330000 sec): 3 clusters Score: Raw -46120.536141 + Penalty 2987.630006 = -43132.906135 nChanged 2 SP:Iteration 6Q (7245.340000 sec): 3 clusters Score: Raw -46133.929720 + Penalty 2987.630006 = -43146.299714 nChanged 2 SP:Iteration 7Q (7245.340000 sec): 3 clusters Score: Raw -46138.881504 + Penalty 2987.630006 = -43151.251498 nChanged 2 SP:Iteration 8Q (7245.340000 sec): 3 clusters Score: Raw -46142.276742 + Penalty 2987.630006 = -43154.646736 nChanged 0 SP:Iteration 9F (7245.340000 sec): 3 clusters Score: Raw -46142.276742 + Penalty 2987.630006 = -43154.646736 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.350000 sec): 2 clusters Score: Raw -281135.315507 + Penalty 1842.962319 = -279292.353188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.360000 sec): 3 clusters Score: Raw -280540.344595 + Penalty 3685.924639 = -276854.419956 nChanged 503 SP:Iteration 1F (7245.370000 sec): 3 clusters Score: Raw -281069.703379 + Penalty 3685.924639 = -277383.778741 nChanged 160 SP:Iteration 2F (7245.370000 sec): 3 clusters Score: Raw -281306.113630 + Penalty 3685.924639 = -277620.188991 nChanged 102 SP:Iteration 3F (7245.380000 sec): 3 clusters Score: Raw -281481.627286 + Penalty 3685.924639 = -277795.702647 nChanged 97 SP:Iteration 4F (7245.390000 sec): 3 clusters Score: Raw -281644.396546 + Penalty 3685.924639 = -277958.471907 nChanged 86 SP:Iteration 5F (7245.390000 sec): 3 clusters Score: Raw -281810.765158 + Penalty 3685.924639 = -278124.840519 nChanged 88 SP:Iteration 6F (7245.400000 sec): 3 clusters Score: Raw -281979.100871 + Penalty 3685.924639 = -278293.176232 nChanged 75 SP:Iteration 7Q (7245.410000 sec): 3 clusters Score: Raw -282099.651558 + Penalty 3685.924639 = -278413.726919 nChanged 67 SP:Iteration 8Q (7245.410000 sec): 3 clusters Score: Raw -282210.677952 + Penalty 3685.924639 = -278524.753313 nChanged 47 SP:Iteration 9Q (7245.420000 sec): 3 clusters Score: Raw -282280.257808 + Penalty 3685.924639 = -278594.333169 nChanged 31 SP:Iteration 10Q (7245.430000 sec): 3 clusters Score: Raw -282311.850190 + Penalty 3685.924639 = -278625.925551 nChanged 13 SP:Iteration 11Q (7245.430000 sec): 3 clusters Score: Raw -282325.503724 + Penalty 3685.924639 = -278639.579085 nChanged 13 SP:Iteration 12Q (7245.440000 sec): 3 clusters Score: Raw -282335.844891 + Penalty 3685.924639 = -278649.920252 nChanged 7 SP:Iteration 13Q (7245.450000 sec): 3 clusters Score: Raw -282345.329531 + Penalty 3685.924639 = -278659.404892 nChanged 8 SP:Iteration 14Q (7245.450000 sec): 3 clusters Score: Raw -282350.774797 + Penalty 3685.924639 = -278664.850158 nChanged 9 SP:Iteration 15Q (7245.460000 sec): 3 clusters Score: Raw -282358.965037 + Penalty 3685.924639 = -278673.040399 nChanged 8 SP:Iteration 16Q (7245.470000 sec): 3 clusters Score: Raw -282365.475579 + Penalty 3685.924639 = -278679.550940 nChanged 9 SP:Iteration 17Q (7245.470000 sec): 3 clusters Score: Raw -282372.431774 + Penalty 3685.924639 = -278686.507135 nChanged 8 SP:Iteration 18Q (7245.480000 sec): 3 clusters Score: Raw -282380.447521 + Penalty 3685.924639 = -278694.522882 nChanged 9 SP:Iteration 19Q (7245.490000 sec): 3 clusters Score: Raw -282392.390665 + Penalty 3685.924639 = -278706.466027 nChanged 9 SP:Iteration 20F (7245.490000 sec): 3 clusters Score: Raw -282399.393276 + Penalty 3685.924639 = -278713.468637 nChanged 9 SP:Iteration 21Q (7245.500000 sec): 3 clusters Score: Raw -282406.612134 + Penalty 3685.924639 = -278720.687495 nChanged 5 SP:Iteration 22Q (7245.510000 sec): 3 clusters Score: Raw -282412.144453 + Penalty 3685.924639 = -278726.219814 nChanged 5 SP:Iteration 23Q (7245.510000 sec): 3 clusters Score: Raw -282414.226101 + Penalty 3685.924639 = -278728.301462 nChanged 1 SP:Iteration 24Q (7245.520000 sec): 3 clusters Score: Raw -282414.866459 + Penalty 3685.924639 = -278728.941820 nChanged 0 SP:Iteration 25F (7245.530000 sec): 3 clusters Score: Raw -282414.866459 + Penalty 3685.924639 = -278728.941820 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.530000 sec): 2 clusters Score: Raw -37419.993443 + Penalty 1428.207640 = -35991.785803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.530000 sec): 3 clusters Score: Raw -37941.112802 + Penalty 2856.415280 = -35084.697522 nChanged 86 SP:Iteration 1F (7245.530000 sec): 3 clusters Score: Raw -38440.102439 + Penalty 2856.415280 = -35583.687159 nChanged 38 SP:Iteration 2F (7245.540000 sec): 3 clusters Score: Raw -38781.346114 + Penalty 2856.415280 = -35924.930835 nChanged 21 SP:Iteration 3F (7245.540000 sec): 3 clusters Score: Raw -38872.016067 + Penalty 2856.415280 = -36015.600787 nChanged 8 SP:Iteration 4Q (7245.540000 sec): 3 clusters Score: Raw -38912.205367 + Penalty 2856.415280 = -36055.790087 nChanged 5 SP:Iteration 5Q (7245.540000 sec): 3 clusters Score: Raw -38944.409976 + Penalty 2856.415280 = -36087.994696 nChanged 2 SP:Iteration 6Q (7245.540000 sec): 3 clusters Score: Raw -38953.888354 + Penalty 2856.415280 = -36097.473074 nChanged 1 SP:Iteration 7Q (7245.540000 sec): 3 clusters Score: Raw -38957.973367 + Penalty 2856.415280 = -36101.558087 nChanged 0 SP:Iteration 8F (7245.540000 sec): 3 clusters Score: Raw -38957.973367 + Penalty 2856.415280 = -36101.558087 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.570000 sec): 2 clusters Score: Raw -406810.360443 + Penalty 1944.006915 = -404866.353528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.580000 sec): 3 clusters Score: Raw -405888.061435 + Penalty 3888.013830 = -402000.047606 nChanged 862 SP:Iteration 1F (7245.590000 sec): 3 clusters Score: Raw -406659.019125 + Penalty 3888.013830 = -402771.005296 nChanged 274 SP:Iteration 2F (7245.600000 sec): 3 clusters Score: Raw -407025.237794 + Penalty 3888.013830 = -403137.223964 nChanged 237 SP:Iteration 3F (7245.610000 sec): 3 clusters Score: Raw -407378.857282 + Penalty 3888.013830 = -403490.843453 nChanged 185 SP:Iteration 4F (7245.620000 sec): 3 clusters Score: Raw -407678.699718 + Penalty 3888.013830 = -403790.685889 nChanged 153 SP:Iteration 5F (7245.630000 sec): 3 clusters Score: Raw -407929.290646 + Penalty 3888.013830 = -404041.276816 nChanged 127 SP:Iteration 6F (7245.640000 sec): 3 clusters Score: Raw -408141.864969 + Penalty 3888.013830 = -404253.851140 nChanged 81 SP:Iteration 7Q (7245.650000 sec): 3 clusters Score: Raw -408272.056323 + Penalty 3888.013830 = -404384.042494 nChanged 55 SP:Iteration 8Q (7245.660000 sec): 3 clusters Score: Raw -408355.239176 + Penalty 3888.013830 = -404467.225346 nChanged 48 SP:Iteration 9Q (7245.670000 sec): 3 clusters Score: Raw -408422.675175 + Penalty 3888.013830 = -404534.661345 nChanged 26 SP:Iteration 10Q (7245.680000 sec): 3 clusters Score: Raw -408447.409052 + Penalty 3888.013830 = -404559.395223 nChanged 11 SP:Iteration 11Q (7245.690000 sec): 3 clusters Score: Raw -408462.370432 + Penalty 3888.013830 = -404574.356603 nChanged 12 SP:Iteration 12Q (7245.700000 sec): 3 clusters Score: Raw -408477.273509 + Penalty 3888.013830 = -404589.259679 nChanged 8 SP:Iteration 13Q (7245.710000 sec): 3 clusters Score: Raw -408491.999993 + Penalty 3888.013830 = -404603.986163 nChanged 4 SP:Iteration 14Q (7245.720000 sec): 3 clusters Score: Raw -408496.341688 + Penalty 3888.013830 = -404608.327859 nChanged 2 SP:Iteration 15Q (7245.730000 sec): 3 clusters Score: Raw -408497.093523 + Penalty 3888.013830 = -404609.079693 nChanged 0 SP:Iteration 16F (7245.740000 sec): 3 clusters Score: Raw -408497.093523 + Penalty 3888.013830 = -404609.079693 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7245.750000 sec): 2 clusters Score: Raw -247195.644218 + Penalty 1805.271071 = -245390.373147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7245.750000 sec): 3 clusters Score: Raw -246724.841871 + Penalty 3610.542142 = -243114.299729 nChanged 415 SP:Iteration 1F (7245.760000 sec): 3 clusters Score: Raw -247077.591125 + Penalty 3610.542142 = -243467.048982 nChanged 98 SP:Iteration 2F (7245.770000 sec): 3 clusters Score: Raw -247180.533013 + Penalty 3610.542142 = -243569.990870 nChanged 63 SP:Iteration 3Q (7245.770000 sec): 3 clusters Score: Raw -247237.394036 + Penalty 3610.542142 = -243626.851894 nChanged 42 SP:Iteration 4Q (7245.780000 sec): 3 clusters Score: Raw -247281.728415 + Penalty 3610.542142 = -243671.186273 nChanged 25 SP:Iteration 5Q (7245.790000 sec): 3 clusters Score: Raw -247328.070210 + Penalty 3610.542142 = -243717.528068 nChanged 31 SP:Iteration 6Q (7245.790000 sec): 3 clusters Score: Raw -247368.120858 + Penalty 3610.542142 = -243757.578716 nChanged 22 SP:Iteration 7Q (7245.800000 sec): 3 clusters Score: Raw -247399.567027 + Penalty 3610.542142 = -243789.024885 nChanged 25 SP:Iteration 8Q (7245.800000 sec): 3 clusters Score: Raw -247434.547337 + Penalty 3610.542142 = -243824.005194 nChanged 24 SP:Iteration 9Q (7245.810000 sec): 3 clusters Score: Raw -247462.578410 + Penalty 3610.542142 = -243852.036268 nChanged 23 SP:Iteration 10Q (7245.820000 sec): 3 clusters Score: Raw -247493.601626 + Penalty 3610.542142 = -243883.059483 nChanged 26 SP:Iteration 11Q (7245.820000 sec): 3 clusters Score: Raw -247530.419122 + Penalty 3610.542142 = -243919.876980 nChanged 29 SP:Iteration 12Q (7245.830000 sec): 3 clusters Score: Raw -247555.339825 + Penalty 3610.542142 = -243944.797683 nChanged 19 SP:Iteration 13Q (7245.840000 sec): 3 clusters Score: Raw -247578.110719 + Penalty 3610.542142 = -243967.568576 nChanged 22 SP:Iteration 14Q (7245.840000 sec): 3 clusters Score: Raw -247596.650351 + Penalty 3610.542142 = -243986.108209 nChanged 11 SP:Iteration 15Q (7245.850000 sec): 3 clusters Score: Raw -247607.861997 + Penalty 3610.542142 = -243997.319855 nChanged 11 SP:Iteration 16Q (7245.850000 sec): 3 clusters Score: Raw -247617.932638 + Penalty 3610.542142 = -244007.390496 nChanged 5 SP:Iteration 17Q (7245.860000 sec): 3 clusters Score: Raw -247622.125166 + Penalty 3610.542142 = -244011.583024 nChanged 8 SP:Iteration 18Q (7245.870000 sec): 3 clusters Score: Raw -247631.620187 + Penalty 3610.542142 = -244021.078045 nChanged 8 SP:Iteration 19Q (7245.870000 sec): 3 clusters Score: Raw -247637.456332 + Penalty 3610.542142 = -244026.914190 nChanged 6 SP:Iteration 20F (7245.880000 sec): 3 clusters Score: Raw -247641.515730 + Penalty 3610.542142 = -244030.973588 nChanged 9 SP:Iteration 21Q (7245.880000 sec): 3 clusters Score: Raw -247648.977365 + Penalty 3610.542142 = -244038.435222 nChanged 7 SP:Iteration 22Q (7245.890000 sec): 3 clusters Score: Raw -247653.731165 + Penalty 3610.542142 = -244043.189022 nChanged 4 SP:Iteration 23Q (7245.890000 sec): 3 clusters Score: Raw -247657.431482 + Penalty 3610.542142 = -244046.889340 nChanged 4 SP:Iteration 24Q (7245.900000 sec): 3 clusters Score: Raw -247660.459811 + Penalty 3610.542142 = -244049.917669 nChanged 5 SP:Iteration 25Q (7245.910000 sec): 3 clusters Score: Raw -247666.551033 + Penalty 3610.542142 = -244056.008890 nChanged 5 SP:Iteration 26Q (7245.910000 sec): 3 clusters Score: Raw -247670.436043 + Penalty 3610.542142 = -244059.893901 nChanged 6 SP:Iteration 27Q (7245.920000 sec): 3 clusters Score: Raw -247676.381687 + Penalty 3610.542142 = -244065.839545 nChanged 6 SP:Iteration 28Q (7245.920000 sec): 3 clusters Score: Raw -247683.983659 + Penalty 3610.542142 = -244073.441517 nChanged 4 SP:Iteration 29Q (7245.930000 sec): 3 clusters Score: Raw -247689.411367 + Penalty 3610.542142 = -244078.869224 nChanged 3 SP:Iteration 30Q (7245.930000 sec): 3 clusters Score: Raw -247692.471894 + Penalty 3610.542142 = -244081.929752 nChanged 6 SP:Iteration 31Q (7245.940000 sec): 3 clusters Score: Raw -247696.099135 + Penalty 3610.542142 = -244085.556993 nChanged 3 SP:Iteration 32Q (7245.950000 sec): 3 clusters Score: Raw -247699.690791 + Penalty 3610.542142 = -244089.148649 nChanged 2 SP:Iteration 33Q (7245.950000 sec): 3 clusters Score: Raw -247701.081780 + Penalty 3610.542142 = -244090.539638 nChanged 4 SP:Iteration 34Q (7245.960000 sec): 3 clusters Score: Raw -247704.118230 + Penalty 3610.542142 = -244093.576087 nChanged 2 SP:Iteration 35Q (7245.960000 sec): 3 clusters Score: Raw -247705.581793 + Penalty 3610.542142 = -244095.039650 nChanged 3 SP:Iteration 36Q (7245.970000 sec): 3 clusters Score: Raw -247707.815350 + Penalty 3610.542142 = -244097.273207 nChanged 3 SP:Iteration 37Q (7245.970000 sec): 3 clusters Score: Raw -247709.685919 + Penalty 3610.542142 = -244099.143777 nChanged 1 SP:Iteration 38Q (7245.980000 sec): 3 clusters Score: Raw -247710.021987 + Penalty 3610.542142 = -244099.479845 nChanged 1 SP:Iteration 39Q (7245.990000 sec): 3 clusters Score: Raw -247710.196304 + Penalty 3610.542142 = -244099.654162 nChanged 0 SP:Iteration 40F (7245.990000 sec): 3 clusters Score: Raw -247710.196304 + Penalty 3610.542142 = -244099.654162 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.000000 sec): 2 clusters Score: Raw -67918.097261 + Penalty 1535.198221 = -66382.899040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.000000 sec): 3 clusters Score: Raw -68007.908210 + Penalty 3070.396441 = -64937.511768 nChanged 103 SP:Iteration 1F (7246.010000 sec): 3 clusters Score: Raw -68321.993069 + Penalty 3070.396441 = -65251.596628 nChanged 44 SP:Iteration 2F (7246.010000 sec): 3 clusters Score: Raw -68458.312506 + Penalty 3070.396441 = -65387.916065 nChanged 20 SP:Iteration 3Q (7246.010000 sec): 3 clusters Score: Raw -68525.311272 + Penalty 3070.396441 = -65454.914831 nChanged 5 SP:Iteration 4Q (7246.010000 sec): 3 clusters Score: Raw -68544.640287 + Penalty 3070.396441 = -65474.243846 nChanged 3 SP:Iteration 5Q (7246.010000 sec): 3 clusters Score: Raw -68547.845472 + Penalty 3070.396441 = -65477.449030 nChanged 1 SP:Iteration 6Q (7246.010000 sec): 3 clusters Score: Raw -68548.880574 + Penalty 3070.396441 = -65478.484133 nChanged 0 SP:Iteration 7F (7246.020000 sec): 3 clusters Score: Raw -68548.880574 + Penalty 3070.396441 = -65478.484133 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.030000 sec): 2 clusters Score: Raw -84260.853300 + Penalty 1549.034478 = -82711.818822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.030000 sec): 3 clusters Score: Raw -84308.752594 + Penalty 3098.068956 = -81210.683638 nChanged 87 SP:Iteration 1F (7246.030000 sec): 3 clusters Score: Raw -84471.156226 + Penalty 3098.068956 = -81373.087270 nChanged 16 SP:Iteration 2Q (7246.030000 sec): 3 clusters Score: Raw -84510.779358 + Penalty 3098.068956 = -81412.710402 nChanged 11 SP:Iteration 3Q (7246.030000 sec): 3 clusters Score: Raw -84536.642882 + Penalty 3098.068956 = -81438.573926 nChanged 5 SP:Iteration 4Q (7246.030000 sec): 3 clusters Score: Raw -84547.658330 + Penalty 3098.068956 = -81449.589375 nChanged 2 SP:Iteration 5Q (7246.040000 sec): 3 clusters Score: Raw -84552.741683 + Penalty 3098.068956 = -81454.672727 nChanged 0 SP:Iteration 6F (7246.040000 sec): 3 clusters Score: Raw -84552.741683 + Penalty 3098.068956 = -81454.672727 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.050000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.050000 sec): 3 clusters Score: Raw -54136.669939 + Penalty 2880.838675 = -51255.831263 nChanged 41 SP:Iteration 1F (7246.050000 sec): 3 clusters Score: Raw -54286.643714 + Penalty 2880.838675 = -51405.805039 nChanged 10 SP:Iteration 2Q (7246.050000 sec): 3 clusters Score: Raw -54323.345455 + Penalty 2880.838675 = -51442.506780 nChanged 6 SP:Iteration 3Q (7246.050000 sec): 3 clusters Score: Raw -54341.105324 + Penalty 2880.838675 = -51460.266649 nChanged 7 SP:Iteration 4Q (7246.050000 sec): 3 clusters Score: Raw -54370.080269 + Penalty 2880.838675 = -51489.241594 nChanged 1 SP:Iteration 5Q (7246.060000 sec): 3 clusters Score: Raw -54373.180155 + Penalty 2880.838675 = -51492.341480 nChanged 0 SP:Iteration 6F (7246.060000 sec): 3 clusters Score: Raw -54373.180155 + Penalty 2880.838675 = -51492.341480 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.070000 sec): 2 clusters Score: Raw -89691.902934 + Penalty 1572.409107 = -88119.493827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.070000 sec): 3 clusters Score: Raw -89710.976939 + Penalty 3144.818215 = -86566.158724 nChanged 114 SP:Iteration 1F (7246.070000 sec): 3 clusters Score: Raw -89969.885564 + Penalty 3144.818215 = -86825.067350 nChanged 26 SP:Iteration 2Q (7246.070000 sec): 3 clusters Score: Raw -90090.224855 + Penalty 3144.818215 = -86945.406641 nChanged 24 SP:Iteration 3Q (7246.070000 sec): 3 clusters Score: Raw -90226.524486 + Penalty 3144.818215 = -87081.706271 nChanged 18 SP:Iteration 4Q (7246.080000 sec): 3 clusters Score: Raw -90289.640956 + Penalty 3144.818215 = -87144.822742 nChanged 13 SP:Iteration 5Q (7246.080000 sec): 3 clusters Score: Raw -90315.813701 + Penalty 3144.818215 = -87170.995486 nChanged 10 SP:Iteration 6Q (7246.080000 sec): 3 clusters Score: Raw -90336.499470 + Penalty 3144.818215 = -87191.681255 nChanged 6 SP:Iteration 7Q (7246.090000 sec): 3 clusters Score: Raw -90351.082297 + Penalty 3144.818215 = -87206.264082 nChanged 4 SP:Iteration 8Q (7246.090000 sec): 3 clusters Score: Raw -90359.449242 + Penalty 3144.818215 = -87214.631028 nChanged 4 SP:Iteration 9Q (7246.090000 sec): 3 clusters Score: Raw -90368.286943 + Penalty 3144.818215 = -87223.468729 nChanged 1 SP:Iteration 10Q (7246.090000 sec): 3 clusters Score: Raw -90370.534702 + Penalty 3144.818215 = -87225.716487 nChanged 0 SP:Iteration 11F (7246.090000 sec): 3 clusters Score: Raw -90370.534702 + Penalty 3144.818215 = -87225.716487 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.100000 sec): 2 clusters Score: Raw -178903.926035 + Penalty 1734.495378 = -177169.430657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.110000 sec): 3 clusters Score: Raw -178617.565580 + Penalty 3468.990756 = -175148.574824 nChanged 284 SP:Iteration 1F (7246.110000 sec): 3 clusters Score: Raw -178925.672556 + Penalty 3468.990756 = -175456.681801 nChanged 80 SP:Iteration 2F (7246.120000 sec): 3 clusters Score: Raw -179048.100284 + Penalty 3468.990756 = -175579.109529 nChanged 58 SP:Iteration 3F (7246.120000 sec): 3 clusters Score: Raw -179144.979049 + Penalty 3468.990756 = -175675.988293 nChanged 41 SP:Iteration 4Q (7246.130000 sec): 3 clusters Score: Raw -179203.685112 + Penalty 3468.990756 = -175734.694356 nChanged 37 SP:Iteration 5Q (7246.130000 sec): 3 clusters Score: Raw -179262.454234 + Penalty 3468.990756 = -175793.463479 nChanged 34 SP:Iteration 6Q (7246.130000 sec): 3 clusters Score: Raw -179326.878183 + Penalty 3468.990756 = -175857.887427 nChanged 37 SP:Iteration 7Q (7246.140000 sec): 3 clusters Score: Raw -179393.403051 + Penalty 3468.990756 = -175924.412295 nChanged 27 SP:Iteration 8Q (7246.140000 sec): 3 clusters Score: Raw -179450.478512 + Penalty 3468.990756 = -175981.487756 nChanged 29 SP:Iteration 9Q (7246.150000 sec): 3 clusters Score: Raw -179516.994849 + Penalty 3468.990756 = -176048.004094 nChanged 26 SP:Iteration 10Q (7246.150000 sec): 3 clusters Score: Raw -179569.424197 + Penalty 3468.990756 = -176100.433442 nChanged 22 SP:Iteration 11Q (7246.150000 sec): 3 clusters Score: Raw -179621.718157 + Penalty 3468.990756 = -176152.727402 nChanged 20 SP:Iteration 12Q (7246.160000 sec): 3 clusters Score: Raw -179657.848271 + Penalty 3468.990756 = -176188.857515 nChanged 14 SP:Iteration 13Q (7246.160000 sec): 3 clusters Score: Raw -179689.455265 + Penalty 3468.990756 = -176220.464510 nChanged 12 SP:Iteration 14Q (7246.170000 sec): 3 clusters Score: Raw -179710.720844 + Penalty 3468.990756 = -176241.730088 nChanged 7 SP:Iteration 15Q (7246.170000 sec): 3 clusters Score: Raw -179734.615223 + Penalty 3468.990756 = -176265.624468 nChanged 6 SP:Iteration 16Q (7246.170000 sec): 3 clusters Score: Raw -179748.377846 + Penalty 3468.990756 = -176279.387091 nChanged 5 SP:Iteration 17Q (7246.180000 sec): 3 clusters Score: Raw -179758.041432 + Penalty 3468.990756 = -176289.050676 nChanged 4 SP:Iteration 18Q (7246.180000 sec): 3 clusters Score: Raw -179764.424990 + Penalty 3468.990756 = -176295.434235 nChanged 2 SP:Iteration 19Q (7246.190000 sec): 3 clusters Score: Raw -179767.718313 + Penalty 3468.990756 = -176298.727557 nChanged 1 SP:Iteration 20F (7246.190000 sec): 3 clusters Score: Raw -179768.845756 + Penalty 3468.990756 = -176299.855000 nChanged 3 SP:Iteration 21Q (7246.190000 sec): 3 clusters Score: Raw -179776.653853 + Penalty 3468.990756 = -176307.663098 nChanged 5 SP:Iteration 22Q (7246.200000 sec): 3 clusters Score: Raw -179788.064674 + Penalty 3468.990756 = -176319.073918 nChanged 6 SP:Iteration 23Q (7246.200000 sec): 3 clusters Score: Raw -179796.196079 + Penalty 3468.990756 = -176327.205323 nChanged 5 SP:Iteration 24Q (7246.210000 sec): 3 clusters Score: Raw -179805.061683 + Penalty 3468.990756 = -176336.070927 nChanged 2 SP:Iteration 25Q (7246.210000 sec): 3 clusters Score: Raw -179806.882795 + Penalty 3468.990756 = -176337.892040 nChanged 1 SP:Iteration 26Q (7246.210000 sec): 3 clusters Score: Raw -179807.705892 + Penalty 3468.990756 = -176338.715136 nChanged 0 SP:Iteration 27F (7246.220000 sec): 3 clusters Score: Raw -179807.705892 + Penalty 3468.990756 = -176338.715136 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.230000 sec): 2 clusters Score: Raw -35312.606215 + Penalty 1368.328318 = -33944.277897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.230000 sec): 3 clusters Score: Raw -35578.713178 + Penalty 2736.656637 = -32842.056541 nChanged 44 SP:Iteration 1F (7246.230000 sec): 3 clusters Score: Raw -35748.954434 + Penalty 2736.656637 = -33012.297797 nChanged 15 SP:Iteration 2F (7246.230000 sec): 3 clusters Score: Raw -35837.359623 + Penalty 2736.656637 = -33100.702986 nChanged 5 SP:Iteration 3Q (7246.230000 sec): 3 clusters Score: Raw -35877.925979 + Penalty 2736.656637 = -33141.269343 nChanged 2 SP:Iteration 4Q (7246.230000 sec): 3 clusters Score: Raw -35890.529965 + Penalty 2736.656637 = -33153.873328 nChanged 3 SP:Iteration 5Q (7246.230000 sec): 3 clusters Score: Raw -35909.352692 + Penalty 2736.656637 = -33172.696055 nChanged 2 SP:Iteration 6Q (7246.230000 sec): 3 clusters Score: Raw -35916.763962 + Penalty 2736.656637 = -33180.107325 nChanged 0 SP:Iteration 7F (7246.230000 sec): 3 clusters Score: Raw -35916.763962 + Penalty 2736.656637 = -33180.107325 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.240000 sec): 2 clusters Score: Raw -117327.571213 + Penalty 1645.389073 = -115682.182141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.250000 sec): 3 clusters Score: Raw -117276.639934 + Penalty 3290.778145 = -113985.861789 nChanged 181 SP:Iteration 1F (7246.250000 sec): 3 clusters Score: Raw -117653.568293 + Penalty 3290.778145 = -114362.790147 nChanged 68 SP:Iteration 2F (7246.250000 sec): 3 clusters Score: Raw -117858.141911 + Penalty 3290.778145 = -114567.363766 nChanged 39 SP:Iteration 3F (7246.250000 sec): 3 clusters Score: Raw -117970.960792 + Penalty 3290.778145 = -114680.182647 nChanged 25 SP:Iteration 4Q (7246.260000 sec): 3 clusters Score: Raw -118039.445447 + Penalty 3290.778145 = -114748.667301 nChanged 16 SP:Iteration 5Q (7246.260000 sec): 3 clusters Score: Raw -118082.828056 + Penalty 3290.778145 = -114792.049911 nChanged 13 SP:Iteration 6Q (7246.260000 sec): 3 clusters Score: Raw -118111.799525 + Penalty 3290.778145 = -114821.021379 nChanged 7 SP:Iteration 7Q (7246.270000 sec): 3 clusters Score: Raw -118121.584098 + Penalty 3290.778145 = -114830.805952 nChanged 7 SP:Iteration 8Q (7246.270000 sec): 3 clusters Score: Raw -118132.617729 + Penalty 3290.778145 = -114841.839584 nChanged 5 SP:Iteration 9Q (7246.270000 sec): 3 clusters Score: Raw -118143.470561 + Penalty 3290.778145 = -114852.692415 nChanged 6 SP:Iteration 10Q (7246.270000 sec): 3 clusters Score: Raw -118159.496315 + Penalty 3290.778145 = -114868.718170 nChanged 6 SP:Iteration 11Q (7246.280000 sec): 3 clusters Score: Raw -118177.239717 + Penalty 3290.778145 = -114886.461572 nChanged 5 SP:Iteration 12Q (7246.280000 sec): 3 clusters Score: Raw -118189.787741 + Penalty 3290.778145 = -114899.009596 nChanged 5 SP:Iteration 13Q (7246.280000 sec): 3 clusters Score: Raw -118197.215754 + Penalty 3290.778145 = -114906.437609 nChanged 7 SP:Iteration 14Q (7246.290000 sec): 3 clusters Score: Raw -118214.983458 + Penalty 3290.778145 = -114924.205312 nChanged 16 SP:Iteration 15Q (7246.290000 sec): 3 clusters Score: Raw -118247.591675 + Penalty 3290.778145 = -114956.813530 nChanged 5 SP:Iteration 16Q (7246.290000 sec): 3 clusters Score: Raw -118255.796776 + Penalty 3290.778145 = -114965.018630 nChanged 2 SP:Iteration 17Q (7246.290000 sec): 3 clusters Score: Raw -118258.291705 + Penalty 3290.778145 = -114967.513560 nChanged 3 SP:Iteration 18Q (7246.300000 sec): 3 clusters Score: Raw -118269.164006 + Penalty 3290.778145 = -114978.385861 nChanged 2 SP:Iteration 19Q (7246.300000 sec): 3 clusters Score: Raw -118273.568935 + Penalty 3290.778145 = -114982.790790 nChanged 1 SP:Iteration 20F (7246.300000 sec): 3 clusters Score: Raw -118279.231017 + Penalty 3290.778145 = -114988.452871 nChanged 4 SP:Iteration 21Q (7246.310000 sec): 3 clusters Score: Raw -118286.456545 + Penalty 3290.778145 = -114995.678400 nChanged 5 SP:Iteration 22Q (7246.310000 sec): 3 clusters Score: Raw -118295.028503 + Penalty 3290.778145 = -115004.250358 nChanged 5 SP:Iteration 23Q (7246.310000 sec): 3 clusters Score: Raw -118302.008323 + Penalty 3290.778145 = -115011.230177 nChanged 6 SP:Iteration 24Q (7246.310000 sec): 3 clusters Score: Raw -118312.151679 + Penalty 3290.778145 = -115021.373533 nChanged 1 SP:Iteration 25Q (7246.320000 sec): 3 clusters Score: Raw -118313.516290 + Penalty 3290.778145 = -115022.738144 nChanged 0 SP:Iteration 26F (7246.320000 sec): 3 clusters Score: Raw -118313.516290 + Penalty 3290.778145 = -115022.738144 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.330000 sec): 2 clusters Score: Raw -128356.479588 + Penalty 1650.229825 = -126706.249763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.330000 sec): 3 clusters Score: Raw -128253.438172 + Penalty 3300.459650 = -124952.978522 nChanged 190 SP:Iteration 1F (7246.330000 sec): 3 clusters Score: Raw -128475.679179 + Penalty 3300.459650 = -125175.219529 nChanged 39 SP:Iteration 2F (7246.340000 sec): 3 clusters Score: Raw -128536.662104 + Penalty 3300.459650 = -125236.202454 nChanged 17 SP:Iteration 3Q (7246.340000 sec): 3 clusters Score: Raw -128565.639022 + Penalty 3300.459650 = -125265.179372 nChanged 9 SP:Iteration 4Q (7246.350000 sec): 3 clusters Score: Raw -128580.927408 + Penalty 3300.459650 = -125280.467758 nChanged 8 SP:Iteration 5Q (7246.350000 sec): 3 clusters Score: Raw -128592.354104 + Penalty 3300.459650 = -125291.894454 nChanged 10 SP:Iteration 6Q (7246.350000 sec): 3 clusters Score: Raw -128605.934049 + Penalty 3300.459650 = -125305.474399 nChanged 4 SP:Iteration 7Q (7246.350000 sec): 3 clusters Score: Raw -128610.555165 + Penalty 3300.459650 = -125310.095515 nChanged 5 SP:Iteration 8Q (7246.360000 sec): 3 clusters Score: Raw -128616.012491 + Penalty 3300.459650 = -125315.552841 nChanged 2 SP:Iteration 9Q (7246.360000 sec): 3 clusters Score: Raw -128619.323451 + Penalty 3300.459650 = -125318.863801 nChanged 1 SP:Iteration 10Q (7246.370000 sec): 3 clusters Score: Raw -128620.551361 + Penalty 3300.459650 = -125320.091711 nChanged 0 SP:Iteration 11F (7246.370000 sec): 3 clusters Score: Raw -128620.551361 + Penalty 3300.459650 = -125320.091711 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.370000 sec): 2 clusters Score: Raw -50525.744011 + Penalty 1493.815003 = -49031.929008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.380000 sec): 3 clusters Score: Raw -50781.899440 + Penalty 2987.630006 = -47794.269434 nChanged 96 SP:Iteration 1F (7246.380000 sec): 3 clusters Score: Raw -51073.725409 + Penalty 2987.630006 = -48086.095403 nChanged 35 SP:Iteration 2F (7246.380000 sec): 3 clusters Score: Raw -51221.306425 + Penalty 2987.630006 = -48233.676418 nChanged 22 SP:Iteration 3F (7246.380000 sec): 3 clusters Score: Raw -51375.364284 + Penalty 2987.630006 = -48387.734278 nChanged 26 SP:Iteration 4F (7246.390000 sec): 3 clusters Score: Raw -51557.448843 + Penalty 2987.630006 = -48569.818837 nChanged 14 SP:Iteration 5Q (7246.390000 sec): 3 clusters Score: Raw -51641.770048 + Penalty 2987.630006 = -48654.140042 nChanged 9 SP:Iteration 6Q (7246.390000 sec): 3 clusters Score: Raw -51678.283978 + Penalty 2987.630006 = -48690.653972 nChanged 6 SP:Iteration 7Q (7246.390000 sec): 3 clusters Score: Raw -51706.281208 + Penalty 2987.630006 = -48718.651202 nChanged 6 SP:Iteration 8Q (7246.390000 sec): 3 clusters Score: Raw -51761.545980 + Penalty 2987.630006 = -48773.915974 nChanged 6 SP:Iteration 9Q (7246.390000 sec): 3 clusters Score: Raw -51803.650732 + Penalty 2987.630006 = -48816.020726 nChanged 3 SP:Iteration 10Q (7246.390000 sec): 3 clusters Score: Raw -51828.105386 + Penalty 2987.630006 = -48840.475380 nChanged 4 SP:Iteration 11Q (7246.390000 sec): 3 clusters Score: Raw -51847.162917 + Penalty 2987.630006 = -48859.532910 nChanged 1 SP:Iteration 12Q (7246.390000 sec): 3 clusters Score: Raw -51882.525817 + Penalty 2987.630006 = -48894.895811 nChanged 5 SP:Iteration 13Q (7246.400000 sec): 3 clusters Score: Raw -51899.254846 + Penalty 2987.630006 = -48911.624840 nChanged 2 SP:Iteration 14Q (7246.400000 sec): 3 clusters Score: Raw -51921.587393 + Penalty 2987.630006 = -48933.957387 nChanged 2 SP:Iteration 15Q (7246.400000 sec): 3 clusters Score: Raw -51928.467485 + Penalty 2987.630006 = -48940.837479 nChanged 1 SP:Iteration 16Q (7246.400000 sec): 3 clusters Score: Raw -51932.622186 + Penalty 2987.630006 = -48944.992180 nChanged 0 SP:Iteration 17F (7246.400000 sec): 3 clusters Score: Raw -51946.487576 + Penalty 2987.630006 = -48958.857570 nChanged 5 SP:Iteration 18Q (7246.410000 sec): 3 clusters Score: Raw -52099.467424 + Penalty 2987.630006 = -49111.837418 nChanged 8 SP:Iteration 19Q (7246.410000 sec): 3 clusters Score: Raw -52253.506922 + Penalty 2987.630006 = -49265.876916 nChanged 9 SP:Iteration 20F (7246.410000 sec): 3 clusters Score: Raw -52347.759625 + Penalty 2987.630006 = -49360.129619 nChanged 8 SP:Iteration 21Q (7246.410000 sec): 3 clusters Score: Raw -52443.094816 + Penalty 2987.630006 = -49455.464810 nChanged 6 SP:Iteration 22Q (7246.410000 sec): 3 clusters Score: Raw -52491.997949 + Penalty 2987.630006 = -49504.367943 nChanged 3 SP:Iteration 23Q (7246.410000 sec): 3 clusters Score: Raw -52530.532052 + Penalty 2987.630006 = -49542.902046 nChanged 1 SP:Iteration 24Q (7246.410000 sec): 3 clusters Score: Raw -52534.298929 + Penalty 2987.630006 = -49546.668923 nChanged 0 SP:Iteration 25F (7246.410000 sec): 3 clusters Score: Raw -52534.298929 + Penalty 2987.630006 = -49546.668923 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Deleting Class 59 (212 points): Lose 2869.996220 but Gain 3620.129790 Iteration 139Q (7286.200000 sec): 59 clusters Score: Raw -378558177.405243 + Penalty 209967.527800 = -378348209.877443 nChanged 3532 Deleting Class 43 (72 points): Lose 2903.260596 but Gain 3620.129790 Iteration 140F (7471.920000 sec): 58 clusters Score: Raw -378557726.995085 + Penalty 206347.398010 = -378351379.597074 nChanged 3121 Iteration 141Q (7509.840000 sec): 58 clusters Score: Raw -378560604.026231 + Penalty 206347.398010 = -378354256.628221 nChanged 2529 Iteration 142Q (7547.550000 sec): 58 clusters Score: Raw -378561213.141467 + Penalty 206347.398010 = -378354865.743457 nChanged 2275 Iteration 143Q (7585.170000 sec): 58 clusters Score: Raw -378561458.788171 + Penalty 206347.398010 = -378355111.390161 nChanged 2093 Iteration 144Q (7623.070000 sec): 58 clusters Score: Raw -378561665.013463 + Penalty 206347.398010 = -378355317.615453 nChanged 1899 Iteration 145Q (7660.630000 sec): 58 clusters Score: Raw -378561862.961974 + Penalty 206347.398010 = -378355515.563964 nChanged 1722 Iteration 146Q (7698.140000 sec): 58 clusters Score: Raw -378561976.026884 + Penalty 206347.398010 = -378355628.628874 nChanged 1572 Iteration 147Q (7735.580000 sec): 58 clusters Score: Raw -378562051.840552 + Penalty 206347.398010 = -378355704.442542 nChanged 1437 Iteration 148Q (7773.020000 sec): 58 clusters Score: Raw -378562118.396946 + Penalty 206347.398010 = -378355770.998936 nChanged 1386 Iteration 149Q (7810.410000 sec): 58 clusters Score: Raw -378562193.681094 + Penalty 206347.398010 = -378355846.283084 nChanged 1342 Iteration 150Q (7847.780000 sec): 58 clusters Score: Raw -378562266.168889 + Penalty 206347.398010 = -378355918.770879 nChanged 1299 Iteration 151Q (7885.370000 sec): 58 clusters Score: Raw -378562328.852263 + Penalty 206347.398010 = -378355981.454253 nChanged 1273 Iteration 152Q (7922.750000 sec): 58 clusters Score: Raw -378562371.832717 + Penalty 206347.398010 = -378356024.434707 nChanged 1154 Iteration 153Q (7960.180000 sec): 58 clusters Score: Raw -378562406.086762 + Penalty 206347.398010 = -378356058.688752 nChanged 1048 Iteration 154Q (7997.900000 sec): 58 clusters Score: Raw -378562432.251234 + Penalty 206347.398010 = -378356084.853224 nChanged 995 Iteration 155Q (8036.040000 sec): 58 clusters Score: Raw -378562454.903763 + Penalty 206347.398010 = -378356107.505753 nChanged 914 Iteration 156Q (8073.450000 sec): 58 clusters Score: Raw -378562474.210985 + Penalty 206347.398010 = -378356126.812975 nChanged 840 Iteration 157Q (8110.780000 sec): 58 clusters Score: Raw -378562490.610034 + Penalty 206347.398010 = -378356143.212024 nChanged 812 Iteration 158Q (8148.110000 sec): 58 clusters Score: Raw -378562508.808690 + Penalty 206347.398010 = -378356161.410680 nChanged 824 Iteration 159Q (8185.490000 sec): 58 clusters Score: Raw -378562524.925341 + Penalty 206347.398010 = -378356177.527331 nChanged 781 Iteration 160F (8367.660000 sec): 58 clusters Score: Raw -378562707.231893 + Penalty 206347.398010 = -378356359.833883 nChanged 736 Iteration 161Q (8405.800000 sec): 58 clusters Score: Raw -378563051.748869 + Penalty 206347.398010 = -378356704.350859 nChanged 683 Iteration 162Q (8443.490000 sec): 58 clusters Score: Raw -378563213.271345 + Penalty 206347.398010 = -378356865.873335 nChanged 645 Iteration 163Q (8481.460000 sec): 58 clusters Score: Raw -378563266.415419 + Penalty 206347.398010 = -378356919.017409 nChanged 642 Iteration 164Q (8518.870000 sec): 58 clusters Score: Raw -378563294.651418 + Penalty 206347.398010 = -378356947.253408 nChanged 629 Iteration 165Q (8556.400000 sec): 58 clusters Score: Raw -378563314.024380 + Penalty 206347.398010 = -378356966.626370 nChanged 600 Iteration 166Q (8593.780000 sec): 58 clusters Score: Raw -378563327.600038 + Penalty 206347.398010 = -378356980.202028 nChanged 553 Iteration 167Q (8631.150000 sec): 58 clusters Score: Raw -378563343.656666 + Penalty 206347.398010 = -378356996.258656 nChanged 578 Iteration 168Q (8668.510000 sec): 58 clusters Score: Raw -378563363.969741 + Penalty 206347.398010 = -378357016.571731 nChanged 568 Iteration 169Q (8705.880000 sec): 58 clusters Score: Raw -378563375.660151 + Penalty 206347.398010 = -378357028.262141 nChanged 552 Iteration 170Q (8743.220000 sec): 58 clusters Score: Raw -378563385.873994 + Penalty 206347.398010 = -378357038.475984 nChanged 573 Iteration 171Q (8780.720000 sec): 58 clusters Score: Raw -378563395.985778 + Penalty 206347.398010 = -378357048.587768 nChanged 544 Iteration 172Q (8818.070000 sec): 58 clusters Score: Raw -378563405.283325 + Penalty 206347.398010 = -378357057.885315 nChanged 538 Iteration 173Q (8855.400000 sec): 58 clusters Score: Raw -378563413.671692 + Penalty 206347.398010 = -378357066.273682 nChanged 518 Iteration 174Q (8892.730000 sec): 58 clusters Score: Raw -378563421.342636 + Penalty 206347.398010 = -378357073.944626 nChanged 489 Iteration 175Q (8930.030000 sec): 58 clusters Score: Raw -378563428.392686 + Penalty 206347.398010 = -378357080.994676 nChanged 468 Iteration 176Q (8967.390000 sec): 58 clusters Score: Raw -378563434.733448 + Penalty 206347.398010 = -378357087.335438 nChanged 470 Iteration 177Q (9004.820000 sec): 58 clusters Score: Raw -378563441.870775 + Penalty 206347.398010 = -378357094.472764 nChanged 480 Iteration 178Q (9042.270000 sec): 58 clusters Score: Raw -378563448.881283 + Penalty 206347.398010 = -378357101.483273 nChanged 441 Writing temp clu file Because OldScore, -378357094.472764, is greater than current (better) Score,-378357101.483273 Compute initial score before splitting: Score: Raw -378563448.881283 + Penalty 206347.398010 = -378357101.483273 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9042.650000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9042.650000 sec): 3 clusters Score: Raw -81460.843914 + Penalty 3104.752406 = -78356.091508 nChanged 111 SP:Iteration 1F (9042.650000 sec): 3 clusters Score: Raw -81666.422035 + Penalty 3104.752406 = -78561.669629 nChanged 22 SP:Iteration 2Q (9042.660000 sec): 3 clusters Score: Raw -81713.644019 + Penalty 3104.752406 = -78608.891613 nChanged 15 SP:Iteration 3Q (9042.660000 sec): 3 clusters Score: Raw -81756.472883 + Penalty 3104.752406 = -78651.720476 nChanged 8 SP:Iteration 4Q (9042.660000 sec): 3 clusters Score: Raw -81774.695285 + Penalty 3104.752406 = -78669.942878 nChanged 3 SP:Iteration 5Q (9042.660000 sec): 3 clusters Score: Raw -81780.104816 + Penalty 3104.752406 = -78675.352410 nChanged 0 SP:Iteration 6F (9042.660000 sec): 3 clusters Score: Raw -81780.104816 + Penalty 3104.752406 = -78675.352410 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9042.670000 sec): 2 clusters Score: Raw -66805.667207 + Penalty 1507.823432 = -65297.843775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9042.670000 sec): 3 clusters Score: Raw -66892.357977 + Penalty 3015.646865 = -63876.711112 nChanged 73 SP:Iteration 1F (9042.680000 sec): 3 clusters Score: Raw -67119.137075 + Penalty 3015.646865 = -64103.490210 nChanged 28 SP:Iteration 2F (9042.680000 sec): 3 clusters Score: Raw -67210.431403 + Penalty 3015.646865 = -64194.784538 nChanged 15 SP:Iteration 3Q (9042.680000 sec): 3 clusters Score: Raw -67270.578786 + Penalty 3015.646865 = -64254.931921 nChanged 12 SP:Iteration 4Q (9042.680000 sec): 3 clusters Score: Raw -67328.164653 + Penalty 3015.646865 = -64312.517788 nChanged 13 SP:Iteration 5Q (9042.680000 sec): 3 clusters Score: Raw -67368.573912 + Penalty 3015.646865 = -64352.927047 nChanged 6 SP:Iteration 6Q (9042.680000 sec): 3 clusters Score: Raw -67384.299259 + Penalty 3015.646865 = -64368.652394 nChanged 6 SP:Iteration 7Q (9042.680000 sec): 3 clusters Score: Raw -67424.955922 + Penalty 3015.646865 = -64409.309057 nChanged 4 SP:Iteration 8Q (9042.690000 sec): 3 clusters Score: Raw -67445.638384 + Penalty 3015.646865 = -64429.991520 nChanged 3 SP:Iteration 9Q (9042.690000 sec): 3 clusters Score: Raw -67457.640344 + Penalty 3015.646865 = -64441.993479 nChanged 2 SP:Iteration 10Q (9042.690000 sec): 3 clusters Score: Raw -67466.167161 + Penalty 3015.646865 = -64450.520297 nChanged 1 SP:Iteration 11Q (9042.690000 sec): 3 clusters Score: Raw -67477.965295 + Penalty 3015.646865 = -64462.318430 nChanged 1 SP:Iteration 12Q (9042.690000 sec): 3 clusters Score: Raw -67495.168753 + Penalty 3015.646865 = -64479.521888 nChanged 1 SP:Iteration 13Q (9042.700000 sec): 3 clusters Score: Raw -67496.444618 + Penalty 3015.646865 = -64480.797754 nChanged 1 SP:Iteration 14Q (9042.700000 sec): 3 clusters Score: Raw -67501.172588 + Penalty 3015.646865 = -64485.525723 nChanged 0 SP:Iteration 15F (9042.700000 sec): 3 clusters Score: Raw -67501.172588 + Penalty 3015.646865 = -64485.525723 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (213544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9043.460000 sec): 2 clusters Score: Raw -39738791.912528 + Penalty 3043.356348 = -39735748.556180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9044.340000 sec): 3 clusters Score: Raw -39598245.947001 + Penalty 6086.712697 = -39592159.234304 nChanged 102888 SP:Iteration 1F (9045.220000 sec): 3 clusters Score: Raw -39658765.052536 + Penalty 6086.712697 = -39652678.339839 nChanged 5790 SP:Iteration 2Q (9046.100000 sec): 3 clusters Score: Raw -39659966.714217 + Penalty 6086.712697 = -39653880.001520 nChanged 6458 SP:Iteration 3Q (9047.000000 sec): 3 clusters Score: Raw -39661617.484310 + Penalty 6086.712697 = -39655530.771613 nChanged 7811 SP:Iteration 4Q (9047.900000 sec): 3 clusters Score: Raw -39664278.975469 + Penalty 6086.712697 = -39658192.262772 nChanged 10084 SP:Iteration 5Q (9048.790000 sec): 3 clusters Score: Raw -39668873.190630 + Penalty 6086.712697 = -39662786.477933 nChanged 13178 SP:Iteration 6F (9049.670000 sec): 3 clusters Score: Raw -39676955.393965 + Penalty 6086.712697 = -39670868.681268 nChanged 16497 SP:Iteration 7F (9050.540000 sec): 3 clusters Score: Raw -39689774.012307 + Penalty 6086.712697 = -39683687.299610 nChanged 18343 SP:Iteration 8F (9051.420000 sec): 3 clusters Score: Raw -39706568.882005 + Penalty 6086.712697 = -39700482.169308 nChanged 15959 SP:Iteration 9F (9052.280000 sec): 3 clusters Score: Raw -39722139.429748 + Penalty 6086.712697 = -39716052.717051 nChanged 10282 SP:Iteration 10Q (9053.120000 sec): 3 clusters Score: Raw -39732118.114973 + Penalty 6086.712697 = -39726031.402276 nChanged 4975 SP:Iteration 11Q (9053.880000 sec): 3 clusters Score: Raw -39736675.504060 + Penalty 6086.712697 = -39730588.791363 nChanged 1770 SP:Iteration 12Q (9054.540000 sec): 3 clusters Score: Raw -39738190.680845 + Penalty 6086.712697 = -39732103.968149 nChanged 590 SP:Iteration 13Q (9055.170000 sec): 3 clusters Score: Raw -39738694.637717 + Penalty 6086.712697 = -39732607.925020 nChanged 225 SP:Iteration 14Q (9055.790000 sec): 3 clusters Score: Raw -39738895.888074 + Penalty 6086.712697 = -39732809.175377 nChanged 99 SP:Iteration 15Q (9056.400000 sec): 3 clusters Score: Raw -39738980.599644 + Penalty 6086.712697 = -39732893.886947 nChanged 49 SP:Iteration 16Q (9057.000000 sec): 3 clusters Score: Raw -39739020.763389 + Penalty 6086.712697 = -39732934.050692 nChanged 34 SP:Iteration 17Q (9057.600000 sec): 3 clusters Score: Raw -39739053.716444 + Penalty 6086.712697 = -39732967.003747 nChanged 19 SP:Iteration 18Q (9058.200000 sec): 3 clusters Score: Raw -39739069.412459 + Penalty 6086.712697 = -39732982.699762 nChanged 14 SP:Iteration 19Q (9058.820000 sec): 3 clusters Score: Raw -39739080.777077 + Penalty 6086.712697 = -39732994.064380 nChanged 12 SP:Iteration 20F (9059.670000 sec): 3 clusters Score: Raw -39739091.416148 + Penalty 6086.712697 = -39733004.703451 nChanged 13 SP:Iteration 21Q (9060.270000 sec): 3 clusters Score: Raw -39739103.266721 + Penalty 6086.712697 = -39733016.554024 nChanged 10 SP:Iteration 22Q (9060.880000 sec): 3 clusters Score: Raw -39739113.755029 + Penalty 6086.712697 = -39733027.042332 nChanged 12 SP:Iteration 23Q (9061.480000 sec): 3 clusters Score: Raw -39739123.715395 + Penalty 6086.712697 = -39733037.002698 nChanged 9 SP:Iteration 24Q (9062.080000 sec): 3 clusters Score: Raw -39739133.595634 + Penalty 6086.712697 = -39733046.882937 nChanged 8 SP:Iteration 25Q (9062.680000 sec): 3 clusters Score: Raw -39739140.845299 + Penalty 6086.712697 = -39733054.132602 nChanged 4 SP:Iteration 26Q (9063.280000 sec): 3 clusters Score: Raw -39739144.557168 + Penalty 6086.712697 = -39733057.844471 nChanged 7 SP:Iteration 27Q (9063.890000 sec): 3 clusters Score: Raw -39739150.529764 + Penalty 6086.712697 = -39733063.817067 nChanged 7 SP:Iteration 28Q (9064.480000 sec): 3 clusters Score: Raw -39739156.911416 + Penalty 6086.712697 = -39733070.198719 nChanged 4 SP:Iteration 29Q (9065.090000 sec): 3 clusters Score: Raw -39739161.614399 + Penalty 6086.712697 = -39733074.901702 nChanged 4 SP:Iteration 30Q (9065.680000 sec): 3 clusters Score: Raw -39739165.818766 + Penalty 6086.712697 = -39733079.106069 nChanged 3 SP:Iteration 31Q (9066.280000 sec): 3 clusters Score: Raw -39739167.891924 + Penalty 6086.712697 = -39733081.179227 nChanged 1 SP:Iteration 32Q (9066.880000 sec): 3 clusters Score: Raw -39739168.712054 + Penalty 6086.712697 = -39733081.999357 nChanged 1 SP:Iteration 33Q (9067.480000 sec): 3 clusters Score: Raw -39739170.188699 + Penalty 6086.712697 = -39733083.476002 nChanged 2 SP:Iteration 34Q (9068.090000 sec): 3 clusters Score: Raw -39739171.797722 + Penalty 6086.712697 = -39733085.085025 nChanged 1 SP:Iteration 35Q (9068.680000 sec): 3 clusters Score: Raw -39739172.256972 + Penalty 6086.712697 = -39733085.544275 nChanged 0 SP:Iteration 36F (9069.540000 sec): 3 clusters Score: Raw -39739172.256972 + Penalty 6086.712697 = -39733085.544275 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9069.630000 sec): 2 clusters Score: Raw -399804.314696 + Penalty 1912.464147 = -397891.850549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9069.640000 sec): 3 clusters Score: Raw -398978.091378 + Penalty 3824.928294 = -395153.163084 nChanged 721 SP:Iteration 1F (9069.650000 sec): 3 clusters Score: Raw -399562.618228 + Penalty 3824.928294 = -395737.689934 nChanged 198 SP:Iteration 2F (9069.660000 sec): 3 clusters Score: Raw -399794.185916 + Penalty 3824.928294 = -395969.257622 nChanged 150 SP:Iteration 3F (9069.660000 sec): 3 clusters Score: Raw -400018.472072 + Penalty 3824.928294 = -396193.543778 nChanged 167 SP:Iteration 4F (9069.680000 sec): 3 clusters Score: Raw -400295.138329 + Penalty 3824.928294 = -396470.210035 nChanged 139 SP:Iteration 5F (9069.680000 sec): 3 clusters Score: Raw -400549.276670 + Penalty 3824.928294 = -396724.348376 nChanged 119 SP:Iteration 6F (9069.690000 sec): 3 clusters Score: Raw -400753.871210 + Penalty 3824.928294 = -396928.942916 nChanged 98 SP:Iteration 7Q (9069.700000 sec): 3 clusters Score: Raw -400907.540279 + Penalty 3824.928294 = -397082.611985 nChanged 72 SP:Iteration 8Q (9069.710000 sec): 3 clusters Score: Raw -401011.607959 + Penalty 3824.928294 = -397186.679665 nChanged 44 SP:Iteration 9Q (9069.720000 sec): 3 clusters Score: Raw -401059.907084 + Penalty 3824.928294 = -397234.978790 nChanged 29 SP:Iteration 10Q (9069.720000 sec): 3 clusters Score: Raw -401092.819301 + Penalty 3824.928294 = -397267.891007 nChanged 22 SP:Iteration 11Q (9069.730000 sec): 3 clusters Score: Raw -401114.593858 + Penalty 3824.928294 = -397289.665564 nChanged 9 SP:Iteration 12Q (9069.740000 sec): 3 clusters Score: Raw -401120.315533 + Penalty 3824.928294 = -397295.387239 nChanged 2 SP:Iteration 13Q (9069.750000 sec): 3 clusters Score: Raw -401121.807232 + Penalty 3824.928294 = -397296.878939 nChanged 0 SP:Iteration 14F (9069.760000 sec): 3 clusters Score: Raw -401121.807232 + Penalty 3824.928294 = -397296.878939 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9069.760000 sec): 2 clusters Score: Raw -50765.192360 + Penalty 1435.150551 = -49330.041810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9069.770000 sec): 3 clusters Score: Raw -51045.226059 + Penalty 2870.301101 = -48174.924957 nChanged 57 SP:Iteration 1F (9069.770000 sec): 3 clusters Score: Raw -51197.033347 + Penalty 2870.301101 = -48326.732246 nChanged 18 SP:Iteration 2F (9069.770000 sec): 3 clusters Score: Raw -51271.657598 + Penalty 2870.301101 = -48401.356497 nChanged 10 SP:Iteration 3Q (9069.770000 sec): 3 clusters Score: Raw -51335.623374 + Penalty 2870.301101 = -48465.322273 nChanged 10 SP:Iteration 4Q (9069.770000 sec): 3 clusters Score: Raw -51362.781735 + Penalty 2870.301101 = -48492.480634 nChanged 5 SP:Iteration 5Q (9069.770000 sec): 3 clusters Score: Raw -51382.907119 + Penalty 2870.301101 = -48512.606017 nChanged 5 SP:Iteration 6Q (9069.770000 sec): 3 clusters Score: Raw -51419.237666 + Penalty 2870.301101 = -48548.936565 nChanged 5 SP:Iteration 7Q (9069.780000 sec): 3 clusters Score: Raw -51437.825489 + Penalty 2870.301101 = -48567.524387 nChanged 5 SP:Iteration 8Q (9069.780000 sec): 3 clusters Score: Raw -51446.757414 + Penalty 2870.301101 = -48576.456313 nChanged 1 SP:Iteration 9Q (9069.780000 sec): 3 clusters Score: Raw -51450.963174 + Penalty 2870.301101 = -48580.662073 nChanged 1 SP:Iteration 10Q (9069.780000 sec): 3 clusters Score: Raw -51457.589946 + Penalty 2870.301101 = -48587.288845 nChanged 1 SP:Iteration 11Q (9069.780000 sec): 3 clusters Score: Raw -51462.960731 + Penalty 2870.301101 = -48592.659630 nChanged 2 SP:Iteration 12Q (9069.780000 sec): 3 clusters Score: Raw -51476.316404 + Penalty 2870.301101 = -48606.015303 nChanged 4 SP:Iteration 13Q (9069.780000 sec): 3 clusters Score: Raw -51489.574280 + Penalty 2870.301101 = -48619.273179 nChanged 2 SP:Iteration 14Q (9069.780000 sec): 3 clusters Score: Raw -51494.700804 + Penalty 2870.301101 = -48624.399703 nChanged 1 SP:Iteration 15Q (9069.780000 sec): 3 clusters Score: Raw -51500.523205 + Penalty 2870.301101 = -48630.222103 nChanged 1 SP:Iteration 16Q (9069.780000 sec): 3 clusters Score: Raw -51505.460290 + Penalty 2870.301101 = -48635.159189 nChanged 0 SP:Iteration 17F (9069.790000 sec): 3 clusters Score: Raw -51505.460290 + Penalty 2870.301101 = -48635.159189 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9069.810000 sec): 2 clusters Score: Raw -955395.661651 + Penalty 2145.670926 = -953249.990725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9069.840000 sec): 3 clusters Score: Raw -952574.285937 + Penalty 4291.341852 = -948282.944085 nChanged 2227 SP:Iteration 1F (9069.850000 sec): 3 clusters Score: Raw -953809.609292 + Penalty 4291.341852 = -949518.267440 nChanged 447 SP:Iteration 2F (9069.880000 sec): 3 clusters Score: Raw -954085.908858 + Penalty 4291.341852 = -949794.567006 nChanged 310 SP:Iteration 3F (9069.900000 sec): 3 clusters Score: Raw -954269.165447 + Penalty 4291.341852 = -949977.823595 nChanged 232 SP:Iteration 4Q (9069.920000 sec): 3 clusters Score: Raw -954385.526842 + Penalty 4291.341852 = -950094.184990 nChanged 167 SP:Iteration 5Q (9069.940000 sec): 3 clusters Score: Raw -954461.983973 + Penalty 4291.341852 = -950170.642121 nChanged 145 SP:Iteration 6Q (9069.960000 sec): 3 clusters Score: Raw -954529.944508 + Penalty 4291.341852 = -950238.602656 nChanged 134 SP:Iteration 7Q (9069.990000 sec): 3 clusters Score: Raw -954586.678943 + Penalty 4291.341852 = -950295.337092 nChanged 110 SP:Iteration 8Q (9070.010000 sec): 3 clusters Score: Raw -954632.399849 + Penalty 4291.341852 = -950341.057997 nChanged 88 SP:Iteration 9Q (9070.030000 sec): 3 clusters Score: Raw -954669.090709 + Penalty 4291.341852 = -950377.748857 nChanged 98 SP:Iteration 10Q (9070.060000 sec): 3 clusters Score: Raw -954715.102891 + Penalty 4291.341852 = -950423.761039 nChanged 85 SP:Iteration 11Q (9070.080000 sec): 3 clusters Score: Raw -954748.569334 + Penalty 4291.341852 = -950457.227483 nChanged 90 SP:Iteration 12Q (9070.100000 sec): 3 clusters Score: Raw -954784.516470 + Penalty 4291.341852 = -950493.174619 nChanged 83 SP:Iteration 13Q (9070.120000 sec): 3 clusters Score: Raw -954820.098077 + Penalty 4291.341852 = -950528.756225 nChanged 94 SP:Iteration 14Q (9070.140000 sec): 3 clusters Score: Raw -954858.442395 + Penalty 4291.341852 = -950567.100544 nChanged 94 SP:Iteration 15Q (9070.160000 sec): 3 clusters Score: Raw -954899.058468 + Penalty 4291.341852 = -950607.716616 nChanged 94 SP:Iteration 16Q (9070.190000 sec): 3 clusters Score: Raw -954945.049725 + Penalty 4291.341852 = -950653.707874 nChanged 89 SP:Iteration 17Q (9070.210000 sec): 3 clusters Score: Raw -954986.514492 + Penalty 4291.341852 = -950695.172640 nChanged 77 SP:Iteration 18Q (9070.230000 sec): 3 clusters Score: Raw -955019.307106 + Penalty 4291.341852 = -950727.965255 nChanged 85 SP:Iteration 19Q (9070.250000 sec): 3 clusters Score: Raw -955058.761132 + Penalty 4291.341852 = -950767.419281 nChanged 75 SP:Iteration 20F (9070.280000 sec): 3 clusters Score: Raw -955098.000923 + Penalty 4291.341852 = -950806.659071 nChanged 88 SP:Iteration 21Q (9070.300000 sec): 3 clusters Score: Raw -955147.094979 + Penalty 4291.341852 = -950855.753127 nChanged 84 SP:Iteration 22Q (9070.320000 sec): 3 clusters Score: Raw -955209.062259 + Penalty 4291.341852 = -950917.720407 nChanged 97 SP:Iteration 23Q (9070.340000 sec): 3 clusters Score: Raw -955270.738439 + Penalty 4291.341852 = -950979.396588 nChanged 95 SP:Iteration 24Q (9070.360000 sec): 3 clusters Score: Raw -955340.564480 + Penalty 4291.341852 = -951049.222628 nChanged 91 SP:Iteration 25Q (9070.380000 sec): 3 clusters Score: Raw -955403.041137 + Penalty 4291.341852 = -951111.699286 nChanged 73 SP:Iteration 26Q (9070.400000 sec): 3 clusters Score: Raw -955454.998050 + Penalty 4291.341852 = -951163.656199 nChanged 82 SP:Iteration 27Q (9070.420000 sec): 3 clusters Score: Raw -955508.487530 + Penalty 4291.341852 = -951217.145678 nChanged 63 SP:Iteration 28Q (9070.450000 sec): 3 clusters Score: Raw -955550.379925 + Penalty 4291.341852 = -951259.038074 nChanged 57 SP:Iteration 29Q (9070.470000 sec): 3 clusters Score: Raw -955591.382916 + Penalty 4291.341852 = -951300.041064 nChanged 48 SP:Iteration 30Q (9070.490000 sec): 3 clusters Score: Raw -955631.386019 + Penalty 4291.341852 = -951340.044168 nChanged 43 SP:Iteration 31Q (9070.510000 sec): 3 clusters Score: Raw -955665.328601 + Penalty 4291.341852 = -951373.986750 nChanged 43 SP:Iteration 32Q (9070.530000 sec): 3 clusters Score: Raw -955695.451906 + Penalty 4291.341852 = -951404.110054 nChanged 40 SP:Iteration 33Q (9070.550000 sec): 3 clusters Score: Raw -955727.892263 + Penalty 4291.341852 = -951436.550412 nChanged 37 SP:Iteration 34Q (9070.570000 sec): 3 clusters Score: Raw -955759.470260 + Penalty 4291.341852 = -951468.128409 nChanged 37 SP:Iteration 35Q (9070.590000 sec): 3 clusters Score: Raw -955788.609110 + Penalty 4291.341852 = -951497.267258 nChanged 14 SP:Iteration 36Q (9070.610000 sec): 3 clusters Score: Raw -955801.598633 + Penalty 4291.341852 = -951510.256781 nChanged 11 SP:Iteration 37Q (9070.630000 sec): 3 clusters Score: Raw -955808.839360 + Penalty 4291.341852 = -951517.497508 nChanged 9 SP:Iteration 38Q (9070.650000 sec): 3 clusters Score: Raw -955815.030444 + Penalty 4291.341852 = -951523.688593 nChanged 11 SP:Iteration 39Q (9070.670000 sec): 3 clusters Score: Raw -955822.084625 + Penalty 4291.341852 = -951530.742774 nChanged 5 SP:Iteration 40F (9070.690000 sec): 3 clusters Score: Raw -955824.011266 + Penalty 4291.341852 = -951532.669414 nChanged 5 SP:Iteration 41Q (9070.710000 sec): 3 clusters Score: Raw -955827.068625 + Penalty 4291.341852 = -951535.726773 nChanged 6 SP:Iteration 42Q (9070.730000 sec): 3 clusters Score: Raw -955832.037628 + Penalty 4291.341852 = -951540.695776 nChanged 6 SP:Iteration 43Q (9070.750000 sec): 3 clusters Score: Raw -955839.422068 + Penalty 4291.341852 = -951548.080217 nChanged 9 SP:Iteration 44Q (9070.770000 sec): 3 clusters Score: Raw -955844.249310 + Penalty 4291.341852 = -951552.907459 nChanged 6 SP:Iteration 45Q (9070.790000 sec): 3 clusters Score: Raw -955847.714464 + Penalty 4291.341852 = -951556.372612 nChanged 7 SP:Iteration 46Q (9070.800000 sec): 3 clusters Score: Raw -955853.450656 + Penalty 4291.341852 = -951562.108805 nChanged 7 SP:Iteration 47Q (9070.820000 sec): 3 clusters Score: Raw -955858.572778 + Penalty 4291.341852 = -951567.230926 nChanged 2 SP:Iteration 48Q (9070.840000 sec): 3 clusters Score: Raw -955859.672438 + Penalty 4291.341852 = -951568.330587 nChanged 3 SP:Iteration 49Q (9070.860000 sec): 3 clusters Score: Raw -955861.482315 + Penalty 4291.341852 = -951570.140464 nChanged 2 SP:Iteration 50Q (9070.880000 sec): 3 clusters Score: Raw -955865.125092 + Penalty 4291.341852 = -951573.783240 nChanged 7 SP:Iteration 51Q (9070.900000 sec): 3 clusters Score: Raw -955870.565413 + Penalty 4291.341852 = -951579.223561 nChanged 5 SP:Iteration 52Q (9070.920000 sec): 3 clusters Score: Raw -955873.814029 + Penalty 4291.341852 = -951582.472178 nChanged 6 SP:Iteration 53Q (9070.940000 sec): 3 clusters Score: Raw -955877.478832 + Penalty 4291.341852 = -951586.136980 nChanged 4 SP:Iteration 54Q (9070.950000 sec): 3 clusters Score: Raw -955881.096946 + Penalty 4291.341852 = -951589.755095 nChanged 5 SP:Iteration 55Q (9070.970000 sec): 3 clusters Score: Raw -955885.825355 + Penalty 4291.341852 = -951594.483503 nChanged 8 SP:Iteration 56Q (9070.990000 sec): 3 clusters Score: Raw -955890.125857 + Penalty 4291.341852 = -951598.784005 nChanged 1 SP:Iteration 57Q (9071.010000 sec): 3 clusters Score: Raw -955890.543996 + Penalty 4291.341852 = -951599.202144 nChanged 0 SP:Iteration 58F (9071.040000 sec): 3 clusters Score: Raw -955890.543996 + Penalty 4291.341852 = -951599.202144 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9071.050000 sec): 2 clusters Score: Raw -63937.268773 + Penalty 1500.333897 = -62436.934876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9071.050000 sec): 3 clusters Score: Raw -64058.678252 + Penalty 3000.667794 = -61058.010459 nChanged 69 SP:Iteration 1F (9071.050000 sec): 3 clusters Score: Raw -64256.481527 + Penalty 3000.667794 = -61255.813733 nChanged 29 SP:Iteration 2F (9071.050000 sec): 3 clusters Score: Raw -64453.754039 + Penalty 3000.667794 = -61453.086246 nChanged 18 SP:Iteration 3Q (9071.050000 sec): 3 clusters Score: Raw -64556.954217 + Penalty 3000.667794 = -61556.286423 nChanged 25 SP:Iteration 4F (9071.060000 sec): 3 clusters Score: Raw -64736.561834 + Penalty 3000.667794 = -61735.894040 nChanged 25 SP:Iteration 5F (9071.060000 sec): 3 clusters Score: Raw -65002.278117 + Penalty 3000.667794 = -62001.610323 nChanged 37 SP:Iteration 6F (9071.060000 sec): 3 clusters Score: Raw -65257.423150 + Penalty 3000.667794 = -62256.755356 nChanged 26 SP:Iteration 7F (9071.060000 sec): 3 clusters Score: Raw -65380.615230 + Penalty 3000.667794 = -62379.947436 nChanged 13 SP:Iteration 8Q (9071.070000 sec): 3 clusters Score: Raw -65439.530055 + Penalty 3000.667794 = -62438.862262 nChanged 5 SP:Iteration 9Q (9071.070000 sec): 3 clusters Score: Raw -65452.497645 + Penalty 3000.667794 = -62451.829851 nChanged 1 SP:Iteration 10Q (9071.070000 sec): 3 clusters Score: Raw -65459.292931 + Penalty 3000.667794 = -62458.625137 nChanged 2 SP:Iteration 11Q (9071.070000 sec): 3 clusters Score: Raw -65462.609580 + Penalty 3000.667794 = -62461.941786 nChanged 1 SP:Iteration 12Q (9071.070000 sec): 3 clusters Score: Raw -65466.401458 + Penalty 3000.667794 = -62465.733664 nChanged 0 SP:Iteration 13F (9071.070000 sec): 3 clusters Score: Raw -65466.401458 + Penalty 3000.667794 = -62465.733664 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9071.200000 sec): 2 clusters Score: Raw -5475557.131162 + Penalty 2571.849600 = -5472985.281562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9071.330000 sec): 3 clusters Score: Raw -5456362.267640 + Penalty 5143.699199 = -5451218.568440 nChanged 14455 SP:Iteration 1F (9071.450000 sec): 3 clusters Score: Raw -5464445.176680 + Penalty 5143.699199 = -5459301.477481 nChanged 1490 SP:Iteration 2Q (9071.580000 sec): 3 clusters Score: Raw -5464942.544866 + Penalty 5143.699199 = -5459798.845667 nChanged 1387 SP:Iteration 3Q (9071.710000 sec): 3 clusters Score: Raw -5465458.103563 + Penalty 5143.699199 = -5460314.404363 nChanged 1472 SP:Iteration 4Q (9071.840000 sec): 3 clusters Score: Raw -5466088.775896 + Penalty 5143.699199 = -5460945.076697 nChanged 1567 SP:Iteration 5Q (9071.970000 sec): 3 clusters Score: Raw -5466864.657271 + Penalty 5143.699199 = -5461720.958072 nChanged 1683 SP:Iteration 6F (9072.100000 sec): 3 clusters Score: Raw -5467841.984913 + Penalty 5143.699199 = -5462698.285713 nChanged 1793 SP:Iteration 7F (9072.230000 sec): 3 clusters Score: Raw -5469055.922888 + Penalty 5143.699199 = -5463912.223689 nChanged 1816 SP:Iteration 8F (9072.350000 sec): 3 clusters Score: Raw -5470474.450711 + Penalty 5143.699199 = -5465330.751512 nChanged 1635 SP:Iteration 9F (9072.490000 sec): 3 clusters Score: Raw -5471805.045505 + Penalty 5143.699199 = -5466661.346306 nChanged 1356 SP:Iteration 10Q (9072.610000 sec): 3 clusters Score: Raw -5472939.965818 + Penalty 5143.699199 = -5467796.266618 nChanged 1026 SP:Iteration 11Q (9072.730000 sec): 3 clusters Score: Raw -5473830.428541 + Penalty 5143.699199 = -5468686.729342 nChanged 754 SP:Iteration 12Q (9072.840000 sec): 3 clusters Score: Raw -5474426.632186 + Penalty 5143.699199 = -5469282.932986 nChanged 585 SP:Iteration 13Q (9072.950000 sec): 3 clusters Score: Raw -5474877.541531 + Penalty 5143.699199 = -5469733.842332 nChanged 434 SP:Iteration 14Q (9073.050000 sec): 3 clusters Score: Raw -5475188.596640 + Penalty 5143.699199 = -5470044.897441 nChanged 296 SP:Iteration 15Q (9073.150000 sec): 3 clusters Score: Raw -5475404.236493 + Penalty 5143.699199 = -5470260.537294 nChanged 228 SP:Iteration 16Q (9073.250000 sec): 3 clusters Score: Raw -5475556.935883 + Penalty 5143.699199 = -5470413.236684 nChanged 163 SP:Iteration 17Q (9073.340000 sec): 3 clusters Score: Raw -5475652.581955 + Penalty 5143.699199 = -5470508.882756 nChanged 102 SP:Iteration 18Q (9073.440000 sec): 3 clusters Score: Raw -5475722.805857 + Penalty 5143.699199 = -5470579.106657 nChanged 104 SP:Iteration 19Q (9073.530000 sec): 3 clusters Score: Raw -5475783.708389 + Penalty 5143.699199 = -5470640.009190 nChanged 75 SP:Iteration 20F (9073.650000 sec): 3 clusters Score: Raw -5475827.435962 + Penalty 5143.699199 = -5470683.736763 nChanged 53 SP:Iteration 21Q (9073.750000 sec): 3 clusters Score: Raw -5475859.240558 + Penalty 5143.699199 = -5470715.541358 nChanged 47 SP:Iteration 22Q (9073.840000 sec): 3 clusters Score: Raw -5475891.620781 + Penalty 5143.699199 = -5470747.921581 nChanged 37 SP:Iteration 23Q (9073.930000 sec): 3 clusters Score: Raw -5475917.012768 + Penalty 5143.699199 = -5470773.313569 nChanged 30 SP:Iteration 24Q (9074.020000 sec): 3 clusters Score: Raw -5475935.852375 + Penalty 5143.699199 = -5470792.153176 nChanged 20 SP:Iteration 25Q (9074.110000 sec): 3 clusters Score: Raw -5475949.014223 + Penalty 5143.699199 = -5470805.315024 nChanged 17 SP:Iteration 26Q (9074.200000 sec): 3 clusters Score: Raw -5475961.403188 + Penalty 5143.699199 = -5470817.703988 nChanged 14 SP:Iteration 27Q (9074.290000 sec): 3 clusters Score: Raw -5475970.662603 + Penalty 5143.699199 = -5470826.963404 nChanged 13 SP:Iteration 28Q (9074.380000 sec): 3 clusters Score: Raw -5475978.617399 + Penalty 5143.699199 = -5470834.918200 nChanged 14 SP:Iteration 29Q (9074.480000 sec): 3 clusters Score: Raw -5475987.600639 + Penalty 5143.699199 = -5470843.901440 nChanged 11 SP:Iteration 30Q (9074.570000 sec): 3 clusters Score: Raw -5475992.693073 + Penalty 5143.699199 = -5470848.993873 nChanged 9 SP:Iteration 31Q (9074.660000 sec): 3 clusters Score: Raw -5475998.303381 + Penalty 5143.699199 = -5470854.604182 nChanged 9 SP:Iteration 32Q (9074.750000 sec): 3 clusters Score: Raw -5476003.437834 + Penalty 5143.699199 = -5470859.738635 nChanged 8 SP:Iteration 33Q (9074.840000 sec): 3 clusters Score: Raw -5476007.956193 + Penalty 5143.699199 = -5470864.256994 nChanged 4 SP:Iteration 34Q (9074.930000 sec): 3 clusters Score: Raw -5476010.529371 + Penalty 5143.699199 = -5470866.830172 nChanged 6 SP:Iteration 35Q (9075.020000 sec): 3 clusters Score: Raw -5476014.192377 + Penalty 5143.699199 = -5470870.493178 nChanged 5 SP:Iteration 36Q (9075.100000 sec): 3 clusters Score: Raw -5476017.223696 + Penalty 5143.699199 = -5470873.524497 nChanged 3 SP:Iteration 37Q (9075.200000 sec): 3 clusters Score: Raw -5476018.941085 + Penalty 5143.699199 = -5470875.241886 nChanged 6 SP:Iteration 38Q (9075.280000 sec): 3 clusters Score: Raw -5476021.988192 + Penalty 5143.699199 = -5470878.288993 nChanged 5 SP:Iteration 39Q (9075.370000 sec): 3 clusters Score: Raw -5476024.816687 + Penalty 5143.699199 = -5470881.117488 nChanged 5 SP:Iteration 40F (9075.500000 sec): 3 clusters Score: Raw -5476027.420471 + Penalty 5143.699199 = -5470883.721272 nChanged 5 SP:Iteration 41Q (9075.590000 sec): 3 clusters Score: Raw -5476031.053204 + Penalty 5143.699199 = -5470887.354004 nChanged 4 SP:Iteration 42Q (9075.680000 sec): 3 clusters Score: Raw -5476032.602405 + Penalty 5143.699199 = -5470888.903206 nChanged 3 SP:Iteration 43Q (9075.770000 sec): 3 clusters Score: Raw -5476034.823195 + Penalty 5143.699199 = -5470891.123996 nChanged 3 SP:Iteration 44Q (9075.860000 sec): 3 clusters Score: Raw -5476036.362167 + Penalty 5143.699199 = -5470892.662968 nChanged 2 SP:Iteration 45Q (9075.950000 sec): 3 clusters Score: Raw -5476037.397877 + Penalty 5143.699199 = -5470893.698678 nChanged 2 SP:Iteration 46Q (9076.040000 sec): 3 clusters Score: Raw -5476038.721998 + Penalty 5143.699199 = -5470895.022798 nChanged 4 SP:Iteration 47Q (9076.130000 sec): 3 clusters Score: Raw -5476041.938385 + Penalty 5143.699199 = -5470898.239185 nChanged 3 SP:Iteration 48Q (9076.220000 sec): 3 clusters Score: Raw -5476043.490141 + Penalty 5143.699199 = -5470899.790942 nChanged 1 SP:Iteration 49Q (9076.310000 sec): 3 clusters Score: Raw -5476043.842746 + Penalty 5143.699199 = -5470900.143547 nChanged 1 SP:Iteration 50Q (9076.400000 sec): 3 clusters Score: Raw -5476044.535072 + Penalty 5143.699199 = -5470900.835872 nChanged 1 SP:Iteration 51Q (9076.490000 sec): 3 clusters Score: Raw -5476044.902389 + Penalty 5143.699199 = -5470901.203189 nChanged 1 SP:Iteration 52Q (9076.580000 sec): 3 clusters Score: Raw -5476045.742498 + Penalty 5143.699199 = -5470902.043299 nChanged 1 SP:Iteration 53Q (9076.670000 sec): 3 clusters Score: Raw -5476046.614542 + Penalty 5143.699199 = -5470902.915343 nChanged 1 SP:Iteration 54Q (9076.760000 sec): 3 clusters Score: Raw -5476047.368990 + Penalty 5143.699199 = -5470903.669791 nChanged 0 SP:Iteration 55F (9076.880000 sec): 3 clusters Score: Raw -5476047.368990 + Penalty 5143.699199 = -5470903.669791 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (32320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9077.000000 sec): 2 clusters Score: Raw -5351160.893475 + Penalty 2575.093495 = -5348585.799980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9077.130000 sec): 3 clusters Score: Raw -5331526.466693 + Penalty 5150.186990 = -5326376.279702 nChanged 14824 SP:Iteration 1F (9077.260000 sec): 3 clusters Score: Raw -5339737.455947 + Penalty 5150.186990 = -5334587.268956 nChanged 1666 SP:Iteration 2F (9077.390000 sec): 3 clusters Score: Raw -5340378.284786 + Penalty 5150.186990 = -5335228.097796 nChanged 1656 SP:Iteration 3F (9077.520000 sec): 3 clusters Score: Raw -5341119.941098 + Penalty 5150.186990 = -5335969.754108 nChanged 1803 SP:Iteration 4F (9077.640000 sec): 3 clusters Score: Raw -5342117.485494 + Penalty 5150.186990 = -5336967.298503 nChanged 2051 SP:Iteration 5F (9077.770000 sec): 3 clusters Score: Raw -5343482.365687 + Penalty 5150.186990 = -5338332.178696 nChanged 2197 SP:Iteration 6F (9077.900000 sec): 3 clusters Score: Raw -5345124.952892 + Penalty 5150.186990 = -5339974.765902 nChanged 2154 SP:Iteration 7F (9078.030000 sec): 3 clusters Score: Raw -5346857.843487 + Penalty 5150.186990 = -5341707.656496 nChanged 1858 SP:Iteration 8F (9078.160000 sec): 3 clusters Score: Raw -5348404.975799 + Penalty 5150.186990 = -5343254.788809 nChanged 1396 SP:Iteration 9Q (9078.280000 sec): 3 clusters Score: Raw -5349539.497320 + Penalty 5150.186990 = -5344389.310329 nChanged 937 SP:Iteration 10Q (9078.400000 sec): 3 clusters Score: Raw -5350314.640048 + Penalty 5150.186990 = -5345164.453058 nChanged 619 SP:Iteration 11Q (9078.520000 sec): 3 clusters Score: Raw -5350817.876073 + Penalty 5150.186990 = -5345667.689083 nChanged 371 SP:Iteration 12Q (9078.630000 sec): 3 clusters Score: Raw -5351109.255831 + Penalty 5150.186990 = -5345959.068841 nChanged 229 SP:Iteration 13Q (9078.740000 sec): 3 clusters Score: Raw -5351301.123479 + Penalty 5150.186990 = -5346150.936489 nChanged 141 SP:Iteration 14Q (9078.840000 sec): 3 clusters Score: Raw -5351413.660041 + Penalty 5150.186990 = -5346263.473050 nChanged 90 SP:Iteration 15Q (9078.930000 sec): 3 clusters Score: Raw -5351487.594181 + Penalty 5150.186990 = -5346337.407191 nChanged 47 SP:Iteration 16Q (9079.030000 sec): 3 clusters Score: Raw -5351516.958524 + Penalty 5150.186990 = -5346366.771534 nChanged 31 SP:Iteration 17Q (9079.120000 sec): 3 clusters Score: Raw -5351537.906855 + Penalty 5150.186990 = -5346387.719865 nChanged 20 SP:Iteration 18Q (9079.220000 sec): 3 clusters Score: Raw -5351552.809384 + Penalty 5150.186990 = -5346402.622394 nChanged 17 SP:Iteration 19Q (9079.310000 sec): 3 clusters Score: Raw -5351565.519408 + Penalty 5150.186990 = -5346415.332417 nChanged 17 SP:Iteration 20F (9079.440000 sec): 3 clusters Score: Raw -5351576.356242 + Penalty 5150.186990 = -5346426.169252 nChanged 16 SP:Iteration 21Q (9079.530000 sec): 3 clusters Score: Raw -5351589.548225 + Penalty 5150.186990 = -5346439.361234 nChanged 10 SP:Iteration 22Q (9079.620000 sec): 3 clusters Score: Raw -5351597.526166 + Penalty 5150.186990 = -5346447.339175 nChanged 14 SP:Iteration 23Q (9079.720000 sec): 3 clusters Score: Raw -5351606.990059 + Penalty 5150.186990 = -5346456.803069 nChanged 9 SP:Iteration 24Q (9079.810000 sec): 3 clusters Score: Raw -5351613.285296 + Penalty 5150.186990 = -5346463.098305 nChanged 6 SP:Iteration 25Q (9079.900000 sec): 3 clusters Score: Raw -5351618.455517 + Penalty 5150.186990 = -5346468.268526 nChanged 6 SP:Iteration 26Q (9080.000000 sec): 3 clusters Score: Raw -5351622.756654 + Penalty 5150.186990 = -5346472.569664 nChanged 5 SP:Iteration 27Q (9080.100000 sec): 3 clusters Score: Raw -5351624.622311 + Penalty 5150.186990 = -5346474.435321 nChanged 4 SP:Iteration 28Q (9080.190000 sec): 3 clusters Score: Raw -5351626.361564 + Penalty 5150.186990 = -5346476.174573 nChanged 4 SP:Iteration 29Q (9080.280000 sec): 3 clusters Score: Raw -5351628.975438 + Penalty 5150.186990 = -5346478.788447 nChanged 3 SP:Iteration 30Q (9080.370000 sec): 3 clusters Score: Raw -5351631.486704 + Penalty 5150.186990 = -5346481.299714 nChanged 7 SP:Iteration 31Q (9080.460000 sec): 3 clusters Score: Raw -5351636.435895 + Penalty 5150.186990 = -5346486.248904 nChanged 8 SP:Iteration 32Q (9080.560000 sec): 3 clusters Score: Raw -5351643.116042 + Penalty 5150.186990 = -5346492.929052 nChanged 11 SP:Iteration 33Q (9080.650000 sec): 3 clusters Score: Raw -5351650.448316 + Penalty 5150.186990 = -5346500.261326 nChanged 16 SP:Iteration 34Q (9080.740000 sec): 3 clusters Score: Raw -5351661.972039 + Penalty 5150.186990 = -5346511.785049 nChanged 10 SP:Iteration 35Q (9080.830000 sec): 3 clusters Score: Raw -5351669.729196 + Penalty 5150.186990 = -5346519.542206 nChanged 11 SP:Iteration 36Q (9080.920000 sec): 3 clusters Score: Raw -5351679.984582 + Penalty 5150.186990 = -5346529.797591 nChanged 10 SP:Iteration 37Q (9081.020000 sec): 3 clusters Score: Raw -5351686.653212 + Penalty 5150.186990 = -5346536.466222 nChanged 6 SP:Iteration 38Q (9081.110000 sec): 3 clusters Score: Raw -5351692.007267 + Penalty 5150.186990 = -5346541.820277 nChanged 4 SP:Iteration 39Q (9081.200000 sec): 3 clusters Score: Raw -5351694.385024 + Penalty 5150.186990 = -5346544.198034 nChanged 1 SP:Iteration 40F (9081.330000 sec): 3 clusters Score: Raw -5351694.760613 + Penalty 5150.186990 = -5346544.573623 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9081.340000 sec): 2 clusters Score: Raw -58600.958824 + Penalty 1475.112677 = -57125.846147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9081.350000 sec): 3 clusters Score: Raw -58673.940356 + Penalty 2950.225355 = -55723.715002 nChanged 69 SP:Iteration 1F (9081.350000 sec): 3 clusters Score: Raw -58834.975745 + Penalty 2950.225355 = -55884.750390 nChanged 16 SP:Iteration 2Q (9081.350000 sec): 3 clusters Score: Raw -58887.895054 + Penalty 2950.225355 = -55937.669700 nChanged 9 SP:Iteration 3Q (9081.350000 sec): 3 clusters Score: Raw -58915.245474 + Penalty 2950.225355 = -55965.020119 nChanged 4 SP:Iteration 4Q (9081.350000 sec): 3 clusters Score: Raw -58921.808988 + Penalty 2950.225355 = -55971.583634 nChanged 3 SP:Iteration 5Q (9081.360000 sec): 3 clusters Score: Raw -58926.321447 + Penalty 2950.225355 = -55976.096093 nChanged 1 SP:Iteration 6Q (9081.360000 sec): 3 clusters Score: Raw -58926.950772 + Penalty 2950.225355 = -55976.725417 nChanged 0 SP:Iteration 7F (9081.360000 sec): 3 clusters Score: Raw -58926.950772 + Penalty 2950.225355 = -55976.725417 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9081.380000 sec): 2 clusters Score: Raw -593980.805999 + Penalty 2019.952415 = -591960.853583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9081.390000 sec): 3 clusters Score: Raw -592412.778125 + Penalty 4039.904831 = -588372.873294 nChanged 1231 SP:Iteration 1F (9081.400000 sec): 3 clusters Score: Raw -593183.840584 + Penalty 4039.904831 = -589143.935754 nChanged 268 SP:Iteration 2F (9081.420000 sec): 3 clusters Score: Raw -593357.423636 + Penalty 4039.904831 = -589317.518805 nChanged 166 SP:Iteration 3Q (9081.430000 sec): 3 clusters Score: Raw -593463.909629 + Penalty 4039.904831 = -589424.004798 nChanged 122 SP:Iteration 4Q (9081.440000 sec): 3 clusters Score: Raw -593543.077754 + Penalty 4039.904831 = -589503.172923 nChanged 103 SP:Iteration 5Q (9081.460000 sec): 3 clusters Score: Raw -593599.345399 + Penalty 4039.904831 = -589559.440568 nChanged 80 SP:Iteration 6Q (9081.470000 sec): 3 clusters Score: Raw -593637.475412 + Penalty 4039.904831 = -589597.570581 nChanged 59 SP:Iteration 7Q (9081.480000 sec): 3 clusters Score: Raw -593670.836095 + Penalty 4039.904831 = -589630.931264 nChanged 54 SP:Iteration 8Q (9081.500000 sec): 3 clusters Score: Raw -593695.241347 + Penalty 4039.904831 = -589655.336516 nChanged 37 SP:Iteration 9Q (9081.510000 sec): 3 clusters Score: Raw -593713.288343 + Penalty 4039.904831 = -589673.383512 nChanged 40 SP:Iteration 10Q (9081.520000 sec): 3 clusters Score: Raw -593734.523709 + Penalty 4039.904831 = -589694.618878 nChanged 38 SP:Iteration 11Q (9081.540000 sec): 3 clusters Score: Raw -593757.293310 + Penalty 4039.904831 = -589717.388479 nChanged 38 SP:Iteration 12Q (9081.550000 sec): 3 clusters Score: Raw -593775.918462 + Penalty 4039.904831 = -589736.013631 nChanged 31 SP:Iteration 13Q (9081.570000 sec): 3 clusters Score: Raw -593792.608625 + Penalty 4039.904831 = -589752.703794 nChanged 28 SP:Iteration 14Q (9081.580000 sec): 3 clusters Score: Raw -593805.812034 + Penalty 4039.904831 = -589765.907203 nChanged 25 SP:Iteration 15Q (9081.600000 sec): 3 clusters Score: Raw -593818.067612 + Penalty 4039.904831 = -589778.162781 nChanged 23 SP:Iteration 16Q (9081.610000 sec): 3 clusters Score: Raw -593829.089465 + Penalty 4039.904831 = -589789.184634 nChanged 28 SP:Iteration 17Q (9081.630000 sec): 3 clusters Score: Raw -593841.652719 + Penalty 4039.904831 = -589801.747888 nChanged 25 SP:Iteration 18Q (9081.640000 sec): 3 clusters Score: Raw -593854.716122 + Penalty 4039.904831 = -589814.811291 nChanged 26 SP:Iteration 19Q (9081.650000 sec): 3 clusters Score: Raw -593866.563633 + Penalty 4039.904831 = -589826.658802 nChanged 28 SP:Iteration 20F (9081.670000 sec): 3 clusters Score: Raw -593882.110910 + Penalty 4039.904831 = -589842.206079 nChanged 22 SP:Iteration 21Q (9081.680000 sec): 3 clusters Score: Raw -593891.261916 + Penalty 4039.904831 = -589851.357085 nChanged 17 SP:Iteration 22Q (9081.700000 sec): 3 clusters Score: Raw -593897.232349 + Penalty 4039.904831 = -589857.327518 nChanged 10 SP:Iteration 23Q (9081.710000 sec): 3 clusters Score: Raw -593901.408054 + Penalty 4039.904831 = -589861.503223 nChanged 15 SP:Iteration 24Q (9081.720000 sec): 3 clusters Score: Raw -593907.837065 + Penalty 4039.904831 = -589867.932234 nChanged 13 SP:Iteration 25Q (9081.740000 sec): 3 clusters Score: Raw -593912.979022 + Penalty 4039.904831 = -589873.074191 nChanged 13 SP:Iteration 26Q (9081.750000 sec): 3 clusters Score: Raw -593920.758144 + Penalty 4039.904831 = -589880.853313 nChanged 20 SP:Iteration 27Q (9081.760000 sec): 3 clusters Score: Raw -593930.582729 + Penalty 4039.904831 = -589890.677898 nChanged 18 SP:Iteration 28Q (9081.780000 sec): 3 clusters Score: Raw -593937.148626 + Penalty 4039.904831 = -589897.243795 nChanged 15 SP:Iteration 29Q (9081.790000 sec): 3 clusters Score: Raw -593942.783643 + Penalty 4039.904831 = -589902.878812 nChanged 15 SP:Iteration 30Q (9081.800000 sec): 3 clusters Score: Raw -593947.037719 + Penalty 4039.904831 = -589907.132888 nChanged 10 SP:Iteration 31Q (9081.820000 sec): 3 clusters Score: Raw -593949.900589 + Penalty 4039.904831 = -589909.995758 nChanged 7 SP:Iteration 32Q (9081.830000 sec): 3 clusters Score: Raw -593952.557606 + Penalty 4039.904831 = -589912.652775 nChanged 12 SP:Iteration 33Q (9081.840000 sec): 3 clusters Score: Raw -593956.138876 + Penalty 4039.904831 = -589916.234045 nChanged 9 SP:Iteration 34Q (9081.860000 sec): 3 clusters Score: Raw -593958.893223 + Penalty 4039.904831 = -589918.988392 nChanged 10 SP:Iteration 35Q (9081.870000 sec): 3 clusters Score: Raw -593962.098022 + Penalty 4039.904831 = -589922.193191 nChanged 9 SP:Iteration 36Q (9081.880000 sec): 3 clusters Score: Raw -593966.737459 + Penalty 4039.904831 = -589926.832628 nChanged 11 SP:Iteration 37Q (9081.900000 sec): 3 clusters Score: Raw -593970.823409 + Penalty 4039.904831 = -589930.918578 nChanged 12 SP:Iteration 38Q (9081.910000 sec): 3 clusters Score: Raw -593976.340964 + Penalty 4039.904831 = -589936.436133 nChanged 13 SP:Iteration 39Q (9081.920000 sec): 3 clusters Score: Raw -593980.738641 + Penalty 4039.904831 = -589940.833810 nChanged 10 SP:Iteration 40F (9081.940000 sec): 3 clusters Score: Raw -593983.469959 + Penalty 4039.904831 = -589943.565128 nChanged 7 SP:Iteration 41Q (9081.950000 sec): 3 clusters Score: Raw -593986.700567 + Penalty 4039.904831 = -589946.795736 nChanged 10 SP:Iteration 42Q (9081.960000 sec): 3 clusters Score: Raw -593990.968783 + Penalty 4039.904831 = -589951.063952 nChanged 1 SP:Iteration 43Q (9081.980000 sec): 3 clusters Score: Raw -593991.361273 + Penalty 4039.904831 = -589951.456443 nChanged 0 SP:Iteration 44F (9081.990000 sec): 3 clusters Score: Raw -593991.361273 + Penalty 4039.904831 = -589951.456443 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9082.020000 sec): 2 clusters Score: Raw -1031259.767857 + Penalty 2146.622776 = -1029113.145081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9082.040000 sec): 3 clusters Score: Raw -1028483.679631 + Penalty 4293.245552 = -1024190.434078 nChanged 2268 SP:Iteration 1F (9082.060000 sec): 3 clusters Score: Raw -1029892.523632 + Penalty 4293.245552 = -1025599.278080 nChanged 471 SP:Iteration 2F (9082.080000 sec): 3 clusters Score: Raw -1030317.910747 + Penalty 4293.245552 = -1026024.665195 nChanged 404 SP:Iteration 3F (9082.100000 sec): 3 clusters Score: Raw -1030702.383626 + Penalty 4293.245552 = -1026409.138073 nChanged 365 SP:Iteration 4F (9082.130000 sec): 3 clusters Score: Raw -1031119.923576 + Penalty 4293.245552 = -1026826.678024 nChanged 357 SP:Iteration 5F (9082.150000 sec): 3 clusters Score: Raw -1031521.335453 + Penalty 4293.245552 = -1027228.089901 nChanged 336 SP:Iteration 6F (9082.170000 sec): 3 clusters Score: Raw -1031899.537494 + Penalty 4293.245552 = -1027606.291942 nChanged 272 SP:Iteration 7Q (9082.200000 sec): 3 clusters Score: Raw -1032159.998672 + Penalty 4293.245552 = -1027866.753120 nChanged 203 SP:Iteration 8Q (9082.220000 sec): 3 clusters Score: Raw -1032331.380059 + Penalty 4293.245552 = -1028038.134506 nChanged 128 SP:Iteration 9Q (9082.240000 sec): 3 clusters Score: Raw -1032411.436647 + Penalty 4293.245552 = -1028118.191094 nChanged 101 SP:Iteration 10Q (9082.260000 sec): 3 clusters Score: Raw -1032473.490400 + Penalty 4293.245552 = -1028180.244848 nChanged 72 SP:Iteration 11Q (9082.280000 sec): 3 clusters Score: Raw -1032512.174173 + Penalty 4293.245552 = -1028218.928620 nChanged 47 SP:Iteration 12Q (9082.300000 sec): 3 clusters Score: Raw -1032532.572361 + Penalty 4293.245552 = -1028239.326808 nChanged 33 SP:Iteration 13Q (9082.320000 sec): 3 clusters Score: Raw -1032545.477426 + Penalty 4293.245552 = -1028252.231874 nChanged 19 SP:Iteration 14Q (9082.340000 sec): 3 clusters Score: Raw -1032551.795678 + Penalty 4293.245552 = -1028258.550125 nChanged 12 SP:Iteration 15Q (9082.370000 sec): 3 clusters Score: Raw -1032555.915768 + Penalty 4293.245552 = -1028262.670215 nChanged 11 SP:Iteration 16Q (9082.390000 sec): 3 clusters Score: Raw -1032559.534713 + Penalty 4293.245552 = -1028266.289160 nChanged 10 SP:Iteration 17Q (9082.410000 sec): 3 clusters Score: Raw -1032562.126650 + Penalty 4293.245552 = -1028268.881098 nChanged 9 SP:Iteration 18Q (9082.430000 sec): 3 clusters Score: Raw -1032564.617840 + Penalty 4293.245552 = -1028271.372288 nChanged 8 SP:Iteration 19Q (9082.450000 sec): 3 clusters Score: Raw -1032566.788699 + Penalty 4293.245552 = -1028273.543146 nChanged 8 SP:Iteration 20F (9082.480000 sec): 3 clusters Score: Raw -1032568.662666 + Penalty 4293.245552 = -1028275.417114 nChanged 6 SP:Iteration 21Q (9082.500000 sec): 3 clusters Score: Raw -1032570.722181 + Penalty 4293.245552 = -1028277.476629 nChanged 3 SP:Iteration 22Q (9082.520000 sec): 3 clusters Score: Raw -1032571.734494 + Penalty 4293.245552 = -1028278.488942 nChanged 3 SP:Iteration 23Q (9082.540000 sec): 3 clusters Score: Raw -1032572.406853 + Penalty 4293.245552 = -1028279.161301 nChanged 1 SP:Iteration 24Q (9082.560000 sec): 3 clusters Score: Raw -1032572.575128 + Penalty 4293.245552 = -1028279.329575 nChanged 0 SP:Iteration 25F (9082.580000 sec): 3 clusters Score: Raw -1032572.575128 + Penalty 4293.245552 = -1028279.329575 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (94254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9082.920000 sec): 2 clusters Score: Raw -16008910.945574 + Penalty 2840.529639 = -16006070.415935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9083.310000 sec): 3 clusters Score: Raw -15948652.368073 + Penalty 5681.059278 = -15942971.308795 nChanged 44487 SP:Iteration 1F (9083.700000 sec): 3 clusters Score: Raw -15974164.966535 + Penalty 5681.059278 = -15968483.907257 nChanged 3564 SP:Iteration 2Q (9084.090000 sec): 3 clusters Score: Raw -15975230.900616 + Penalty 5681.059278 = -15969549.841338 nChanged 3770 SP:Iteration 3Q (9084.480000 sec): 3 clusters Score: Raw -15976621.733868 + Penalty 5681.059278 = -15970940.674590 nChanged 4209 SP:Iteration 4Q (9084.880000 sec): 3 clusters Score: Raw -15978538.633662 + Penalty 5681.059278 = -15972857.574384 nChanged 4854 SP:Iteration 5F (9085.260000 sec): 3 clusters Score: Raw -15981152.980144 + Penalty 5681.059278 = -15975471.920866 nChanged 5474 SP:Iteration 6F (9085.640000 sec): 3 clusters Score: Raw -15984811.992532 + Penalty 5681.059278 = -15979130.933254 nChanged 6002 SP:Iteration 7F (9086.030000 sec): 3 clusters Score: Raw -15989546.716708 + Penalty 5681.059278 = -15983865.657430 nChanged 5901 SP:Iteration 8F (9086.410000 sec): 3 clusters Score: Raw -15994748.209544 + Penalty 5681.059278 = -15989067.150266 nChanged 5261 SP:Iteration 9F (9086.790000 sec): 3 clusters Score: Raw -15999338.205264 + Penalty 5681.059278 = -15993657.145985 nChanged 4047 SP:Iteration 10Q (9087.150000 sec): 3 clusters Score: Raw -16002463.890215 + Penalty 5681.059278 = -15996782.830936 nChanged 3042 SP:Iteration 11Q (9087.490000 sec): 3 clusters Score: Raw -16004430.856542 + Penalty 5681.059278 = -15998749.797263 nChanged 2313 SP:Iteration 12Q (9087.820000 sec): 3 clusters Score: Raw -16005763.391088 + Penalty 5681.059278 = -16000082.331810 nChanged 1757 SP:Iteration 13Q (9088.140000 sec): 3 clusters Score: Raw -16006692.800846 + Penalty 5681.059278 = -16001011.741567 nChanged 1396 SP:Iteration 14Q (9088.460000 sec): 3 clusters Score: Raw -16007383.634239 + Penalty 5681.059278 = -16001702.574961 nChanged 1108 SP:Iteration 15Q (9088.760000 sec): 3 clusters Score: Raw -16007897.094693 + Penalty 5681.059278 = -16002216.035415 nChanged 868 SP:Iteration 16Q (9089.060000 sec): 3 clusters Score: Raw -16008287.176662 + Penalty 5681.059278 = -16002606.117384 nChanged 711 SP:Iteration 17Q (9089.370000 sec): 3 clusters Score: Raw -16008596.579228 + Penalty 5681.059278 = -16002915.519950 nChanged 575 SP:Iteration 18Q (9089.660000 sec): 3 clusters Score: Raw -16008831.499724 + Penalty 5681.059278 = -16003150.440446 nChanged 447 SP:Iteration 19Q (9089.950000 sec): 3 clusters Score: Raw -16009000.936216 + Penalty 5681.059278 = -16003319.876938 nChanged 339 SP:Iteration 20F (9090.330000 sec): 3 clusters Score: Raw -16009135.556084 + Penalty 5681.059278 = -16003454.496806 nChanged 284 SP:Iteration 21Q (9090.620000 sec): 3 clusters Score: Raw -16009234.170718 + Penalty 5681.059278 = -16003553.111440 nChanged 202 SP:Iteration 22Q (9090.910000 sec): 3 clusters Score: Raw -16009298.328350 + Penalty 5681.059278 = -16003617.269071 nChanged 173 SP:Iteration 23Q (9091.190000 sec): 3 clusters Score: Raw -16009354.850566 + Penalty 5681.059278 = -16003673.791288 nChanged 140 SP:Iteration 24Q (9091.470000 sec): 3 clusters Score: Raw -16009401.260822 + Penalty 5681.059278 = -16003720.201544 nChanged 126 SP:Iteration 25Q (9091.750000 sec): 3 clusters Score: Raw -16009446.801342 + Penalty 5681.059278 = -16003765.742063 nChanged 125 SP:Iteration 26Q (9092.020000 sec): 3 clusters Score: Raw -16009493.062763 + Penalty 5681.059278 = -16003812.003485 nChanged 98 SP:Iteration 27Q (9092.310000 sec): 3 clusters Score: Raw -16009530.462599 + Penalty 5681.059278 = -16003849.403321 nChanged 100 SP:Iteration 28Q (9092.580000 sec): 3 clusters Score: Raw -16009570.346717 + Penalty 5681.059278 = -16003889.287439 nChanged 103 SP:Iteration 29Q (9092.860000 sec): 3 clusters Score: Raw -16009601.409889 + Penalty 5681.059278 = -16003920.350611 nChanged 79 SP:Iteration 30Q (9093.140000 sec): 3 clusters Score: Raw -16009625.169224 + Penalty 5681.059278 = -16003944.109946 nChanged 77 SP:Iteration 31Q (9093.410000 sec): 3 clusters Score: Raw -16009648.785186 + Penalty 5681.059278 = -16003967.725908 nChanged 67 SP:Iteration 32Q (9093.690000 sec): 3 clusters Score: Raw -16009671.449824 + Penalty 5681.059278 = -16003990.390546 nChanged 68 SP:Iteration 33Q (9093.970000 sec): 3 clusters Score: Raw -16009691.394507 + Penalty 5681.059278 = -16004010.335229 nChanged 52 SP:Iteration 34Q (9094.250000 sec): 3 clusters Score: Raw -16009706.442645 + Penalty 5681.059278 = -16004025.383366 nChanged 42 SP:Iteration 35Q (9094.520000 sec): 3 clusters Score: Raw -16009721.095227 + Penalty 5681.059278 = -16004040.035948 nChanged 44 SP:Iteration 36Q (9094.800000 sec): 3 clusters Score: Raw -16009733.956272 + Penalty 5681.059278 = -16004052.896994 nChanged 32 SP:Iteration 37Q (9095.070000 sec): 3 clusters Score: Raw -16009743.187848 + Penalty 5681.059278 = -16004062.128570 nChanged 18 SP:Iteration 38Q (9095.350000 sec): 3 clusters Score: Raw -16009748.857045 + Penalty 5681.059278 = -16004067.797767 nChanged 22 SP:Iteration 39Q (9095.620000 sec): 3 clusters Score: Raw -16009756.178942 + Penalty 5681.059278 = -16004075.119664 nChanged 27 SP:Iteration 40F (9096.000000 sec): 3 clusters Score: Raw -16009764.178490 + Penalty 5681.059278 = -16004083.119212 nChanged 29 SP:Iteration 41Q (9096.270000 sec): 3 clusters Score: Raw -16009771.833695 + Penalty 5681.059278 = -16004090.774416 nChanged 21 SP:Iteration 42Q (9096.540000 sec): 3 clusters Score: Raw -16009778.361688 + Penalty 5681.059278 = -16004097.302410 nChanged 21 SP:Iteration 43Q (9096.820000 sec): 3 clusters Score: Raw -16009783.444305 + Penalty 5681.059278 = -16004102.385027 nChanged 11 SP:Iteration 44Q (9097.100000 sec): 3 clusters Score: Raw -16009786.091968 + Penalty 5681.059278 = -16004105.032690 nChanged 12 SP:Iteration 45Q (9097.370000 sec): 3 clusters Score: Raw -16009787.872470 + Penalty 5681.059278 = -16004106.813192 nChanged 5 SP:Iteration 46Q (9097.640000 sec): 3 clusters Score: Raw -16009789.431342 + Penalty 5681.059278 = -16004108.372064 nChanged 7 SP:Iteration 47Q (9097.920000 sec): 3 clusters Score: Raw -16009791.364973 + Penalty 5681.059278 = -16004110.305694 nChanged 6 SP:Iteration 48Q (9098.190000 sec): 3 clusters Score: Raw -16009792.799904 + Penalty 5681.059278 = -16004111.740626 nChanged 9 SP:Iteration 49Q (9098.460000 sec): 3 clusters Score: Raw -16009794.677018 + Penalty 5681.059278 = -16004113.617739 nChanged 5 SP:Iteration 50Q (9098.740000 sec): 3 clusters Score: Raw -16009795.676237 + Penalty 5681.059278 = -16004114.616959 nChanged 1 SP:Iteration 51Q (9099.010000 sec): 3 clusters Score: Raw -16009795.929582 + Penalty 5681.059278 = -16004114.870304 nChanged 2 SP:Iteration 52Q (9099.280000 sec): 3 clusters Score: Raw -16009796.474501 + Penalty 5681.059278 = -16004115.415223 nChanged 2 SP:Iteration 53Q (9099.560000 sec): 3 clusters Score: Raw -16009796.914084 + Penalty 5681.059278 = -16004115.854806 nChanged 1 SP:Iteration 54Q (9099.830000 sec): 3 clusters Score: Raw -16009797.129273 + Penalty 5681.059278 = -16004116.069994 nChanged 1 SP:Iteration 55Q (9100.110000 sec): 3 clusters Score: Raw -16009797.255542 + Penalty 5681.059278 = -16004116.196264 nChanged 1 SP:Iteration 56Q (9100.380000 sec): 3 clusters Score: Raw -16009797.356455 + Penalty 5681.059278 = -16004116.297177 nChanged 1 SP:Iteration 57Q (9100.660000 sec): 3 clusters Score: Raw -16009797.585075 + Penalty 5681.059278 = -16004116.525796 nChanged 0 SP:Iteration 58F (9101.030000 sec): 3 clusters Score: Raw -16009797.585075 + Penalty 5681.059278 = -16004116.525796 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (10070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9101.100000 sec): 2 clusters Score: Raw -1707568.150409 + Penalty 2285.894364 = -1705282.256045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9101.140000 sec): 3 clusters Score: Raw -1702125.729316 + Penalty 4571.788729 = -1697553.940587 nChanged 4164 SP:Iteration 1F (9101.180000 sec): 3 clusters Score: Raw -1704551.165819 + Penalty 4571.788729 = -1699979.377090 nChanged 735 SP:Iteration 2F (9101.220000 sec): 3 clusters Score: Raw -1704987.027354 + Penalty 4571.788729 = -1700415.238625 nChanged 604 SP:Iteration 3F (9101.260000 sec): 3 clusters Score: Raw -1705381.778882 + Penalty 4571.788729 = -1700809.990153 nChanged 598 SP:Iteration 4F (9101.300000 sec): 3 clusters Score: Raw -1705859.473338 + Penalty 4571.788729 = -1701287.684609 nChanged 590 SP:Iteration 5F (9101.340000 sec): 3 clusters Score: Raw -1706319.224762 + Penalty 4571.788729 = -1701747.436033 nChanged 583 SP:Iteration 6F (9101.370000 sec): 3 clusters Score: Raw -1706760.580544 + Penalty 4571.788729 = -1702188.791815 nChanged 509 SP:Iteration 7F (9101.420000 sec): 3 clusters Score: Raw -1707113.539848 + Penalty 4571.788729 = -1702541.751119 nChanged 413 SP:Iteration 8Q (9101.460000 sec): 3 clusters Score: Raw -1707370.751378 + Penalty 4571.788729 = -1702798.962649 nChanged 322 SP:Iteration 9Q (9101.500000 sec): 3 clusters Score: Raw -1707551.036443 + Penalty 4571.788729 = -1702979.247714 nChanged 249 SP:Iteration 10Q (9101.540000 sec): 3 clusters Score: Raw -1707684.590690 + Penalty 4571.788729 = -1703112.801961 nChanged 206 SP:Iteration 11Q (9101.580000 sec): 3 clusters Score: Raw -1707787.954581 + Penalty 4571.788729 = -1703216.165852 nChanged 151 SP:Iteration 12Q (9101.610000 sec): 3 clusters Score: Raw -1707859.675391 + Penalty 4571.788729 = -1703287.886662 nChanged 121 SP:Iteration 13Q (9101.650000 sec): 3 clusters Score: Raw -1707914.096623 + Penalty 4571.788729 = -1703342.307894 nChanged 103 SP:Iteration 14Q (9101.690000 sec): 3 clusters Score: Raw -1707956.922864 + Penalty 4571.788729 = -1703385.134135 nChanged 81 SP:Iteration 15Q (9101.730000 sec): 3 clusters Score: Raw -1707988.341104 + Penalty 4571.788729 = -1703416.552375 nChanged 85 SP:Iteration 16Q (9101.760000 sec): 3 clusters Score: Raw -1708028.205192 + Penalty 4571.788729 = -1703456.416463 nChanged 80 SP:Iteration 17Q (9101.800000 sec): 3 clusters Score: Raw -1708060.845669 + Penalty 4571.788729 = -1703489.056940 nChanged 70 SP:Iteration 18Q (9101.840000 sec): 3 clusters Score: Raw -1708092.412303 + Penalty 4571.788729 = -1703520.623574 nChanged 65 SP:Iteration 19Q (9101.880000 sec): 3 clusters Score: Raw -1708122.419298 + Penalty 4571.788729 = -1703550.630569 nChanged 58 SP:Iteration 20F (9101.920000 sec): 3 clusters Score: Raw -1708145.261133 + Penalty 4571.788729 = -1703573.472404 nChanged 60 SP:Iteration 21Q (9101.950000 sec): 3 clusters Score: Raw -1708170.618076 + Penalty 4571.788729 = -1703598.829347 nChanged 45 SP:Iteration 22Q (9101.990000 sec): 3 clusters Score: Raw -1708186.692050 + Penalty 4571.788729 = -1703614.903321 nChanged 39 SP:Iteration 23Q (9102.020000 sec): 3 clusters Score: Raw -1708199.607768 + Penalty 4571.788729 = -1703627.819039 nChanged 42 SP:Iteration 24Q (9102.060000 sec): 3 clusters Score: Raw -1708214.730308 + Penalty 4571.788729 = -1703642.941580 nChanged 37 SP:Iteration 25Q (9102.100000 sec): 3 clusters Score: Raw -1708226.201522 + Penalty 4571.788729 = -1703654.412794 nChanged 26 SP:Iteration 26Q (9102.130000 sec): 3 clusters Score: Raw -1708235.227066 + Penalty 4571.788729 = -1703663.438337 nChanged 19 SP:Iteration 27Q (9102.170000 sec): 3 clusters Score: Raw -1708241.808263 + Penalty 4571.788729 = -1703670.019534 nChanged 24 SP:Iteration 28Q (9102.200000 sec): 3 clusters Score: Raw -1708249.764143 + Penalty 4571.788729 = -1703677.975414 nChanged 24 SP:Iteration 29Q (9102.240000 sec): 3 clusters Score: Raw -1708259.123035 + Penalty 4571.788729 = -1703687.334306 nChanged 32 SP:Iteration 30Q (9102.270000 sec): 3 clusters Score: Raw -1708271.235294 + Penalty 4571.788729 = -1703699.446565 nChanged 33 SP:Iteration 31Q (9102.310000 sec): 3 clusters Score: Raw -1708283.899990 + Penalty 4571.788729 = -1703712.111261 nChanged 40 SP:Iteration 32Q (9102.340000 sec): 3 clusters Score: Raw -1708301.800359 + Penalty 4571.788729 = -1703730.011630 nChanged 43 SP:Iteration 33Q (9102.380000 sec): 3 clusters Score: Raw -1708320.566332 + Penalty 4571.788729 = -1703748.777603 nChanged 43 SP:Iteration 34Q (9102.420000 sec): 3 clusters Score: Raw -1708337.905247 + Penalty 4571.788729 = -1703766.116518 nChanged 48 SP:Iteration 35Q (9102.450000 sec): 3 clusters Score: Raw -1708361.184537 + Penalty 4571.788729 = -1703789.395808 nChanged 53 SP:Iteration 36Q (9102.480000 sec): 3 clusters Score: Raw -1708386.910605 + Penalty 4571.788729 = -1703815.121876 nChanged 45 SP:Iteration 37Q (9102.520000 sec): 3 clusters Score: Raw -1708407.285981 + Penalty 4571.788729 = -1703835.497252 nChanged 40 SP:Iteration 38Q (9102.550000 sec): 3 clusters Score: Raw -1708426.305289 + Penalty 4571.788729 = -1703854.516561 nChanged 42 SP:Iteration 39Q (9102.590000 sec): 3 clusters Score: Raw -1708441.256889 + Penalty 4571.788729 = -1703869.468160 nChanged 36 SP:Iteration 40F (9102.630000 sec): 3 clusters Score: Raw -1708457.752745 + Penalty 4571.788729 = -1703885.964016 nChanged 38 SP:Iteration 41Q (9102.660000 sec): 3 clusters Score: Raw -1708474.260253 + Penalty 4571.788729 = -1703902.471525 nChanged 40 SP:Iteration 42Q (9102.700000 sec): 3 clusters Score: Raw -1708490.113816 + Penalty 4571.788729 = -1703918.325087 nChanged 37 SP:Iteration 43Q (9102.730000 sec): 3 clusters Score: Raw -1708504.523976 + Penalty 4571.788729 = -1703932.735247 nChanged 32 SP:Iteration 44Q (9102.770000 sec): 3 clusters Score: Raw -1708516.161775 + Penalty 4571.788729 = -1703944.373046 nChanged 23 SP:Iteration 45Q (9102.800000 sec): 3 clusters Score: Raw -1708523.108633 + Penalty 4571.788729 = -1703951.319904 nChanged 19 SP:Iteration 46Q (9102.830000 sec): 3 clusters Score: Raw -1708529.854494 + Penalty 4571.788729 = -1703958.065765 nChanged 25 SP:Iteration 47Q (9102.870000 sec): 3 clusters Score: Raw -1708537.658712 + Penalty 4571.788729 = -1703965.869983 nChanged 12 SP:Iteration 48Q (9102.900000 sec): 3 clusters Score: Raw -1708541.619704 + Penalty 4571.788729 = -1703969.830975 nChanged 11 SP:Iteration 49Q (9102.930000 sec): 3 clusters Score: Raw -1708544.593419 + Penalty 4571.788729 = -1703972.804691 nChanged 10 SP:Iteration 50Q (9102.970000 sec): 3 clusters Score: Raw -1708547.038162 + Penalty 4571.788729 = -1703975.249433 nChanged 5 SP:Iteration 51Q (9103.000000 sec): 3 clusters Score: Raw -1708547.955430 + Penalty 4571.788729 = -1703976.166701 nChanged 5 SP:Iteration 52Q (9103.040000 sec): 3 clusters Score: Raw -1708548.795783 + Penalty 4571.788729 = -1703977.007054 nChanged 5 SP:Iteration 53Q (9103.070000 sec): 3 clusters Score: Raw -1708550.064960 + Penalty 4571.788729 = -1703978.276231 nChanged 3 SP:Iteration 54Q (9103.110000 sec): 3 clusters Score: Raw -1708550.530832 + Penalty 4571.788729 = -1703978.742103 nChanged 2 SP:Iteration 55Q (9103.140000 sec): 3 clusters Score: Raw -1708551.195873 + Penalty 4571.788729 = -1703979.407144 nChanged 4 SP:Iteration 56Q (9103.170000 sec): 3 clusters Score: Raw -1708551.878317 + Penalty 4571.788729 = -1703980.089588 nChanged 2 SP:Iteration 57Q (9103.200000 sec): 3 clusters Score: Raw -1708552.353431 + Penalty 4571.788729 = -1703980.564702 nChanged 1 SP:Iteration 58Q (9103.240000 sec): 3 clusters Score: Raw -1708552.504319 + Penalty 4571.788729 = -1703980.715590 nChanged 1 SP:Iteration 59Q (9103.270000 sec): 3 clusters Score: Raw -1708552.618895 + Penalty 4571.788729 = -1703980.830166 nChanged 0 SP:Iteration 60F (9103.310000 sec): 3 clusters Score: Raw -1708552.618895 + Penalty 4571.788729 = -1703980.830166 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9103.360000 sec): 2 clusters Score: Raw -2086119.297313 + Penalty 2333.641995 = -2083785.655318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9103.410000 sec): 3 clusters Score: Raw -2079314.069479 + Penalty 4667.283990 = -2074646.785489 nChanged 5138 SP:Iteration 1F (9103.450000 sec): 3 clusters Score: Raw -2082061.925918 + Penalty 4667.283990 = -2077394.641928 nChanged 751 SP:Iteration 2F (9103.500000 sec): 3 clusters Score: Raw -2082365.864627 + Penalty 4667.283990 = -2077698.580637 nChanged 612 SP:Iteration 3F (9103.550000 sec): 3 clusters Score: Raw -2082606.134898 + Penalty 4667.283990 = -2077938.850908 nChanged 494 SP:Iteration 4Q (9103.600000 sec): 3 clusters Score: Raw -2082794.361969 + Penalty 4667.283990 = -2078127.077979 nChanged 453 SP:Iteration 5Q (9103.650000 sec): 3 clusters Score: Raw -2082959.265867 + Penalty 4667.283990 = -2078291.981877 nChanged 386 SP:Iteration 6Q (9103.690000 sec): 3 clusters Score: Raw -2083101.140700 + Penalty 4667.283990 = -2078433.856710 nChanged 389 SP:Iteration 7Q (9103.750000 sec): 3 clusters Score: Raw -2083258.473736 + Penalty 4667.283990 = -2078591.189746 nChanged 399 SP:Iteration 8Q (9103.790000 sec): 3 clusters Score: Raw -2083416.648921 + Penalty 4667.283990 = -2078749.364931 nChanged 426 SP:Iteration 9Q (9103.840000 sec): 3 clusters Score: Raw -2083611.914075 + Penalty 4667.283990 = -2078944.630085 nChanged 501 SP:Iteration 10Q (9103.890000 sec): 3 clusters Score: Raw -2083862.246817 + Penalty 4667.283990 = -2079194.962827 nChanged 547 SP:Iteration 11Q (9103.940000 sec): 3 clusters Score: Raw -2084168.639381 + Penalty 4667.283990 = -2079501.355391 nChanged 538 SP:Iteration 12Q (9103.990000 sec): 3 clusters Score: Raw -2084459.506819 + Penalty 4667.283990 = -2079792.222829 nChanged 511 SP:Iteration 13Q (9104.030000 sec): 3 clusters Score: Raw -2084747.642967 + Penalty 4667.283990 = -2080080.358978 nChanged 421 SP:Iteration 14Q (9104.080000 sec): 3 clusters Score: Raw -2085001.648280 + Penalty 4667.283990 = -2080334.364291 nChanged 426 SP:Iteration 15Q (9104.130000 sec): 3 clusters Score: Raw -2085245.417014 + Penalty 4667.283990 = -2080578.133025 nChanged 350 SP:Iteration 16Q (9104.180000 sec): 3 clusters Score: Raw -2085429.439652 + Penalty 4667.283990 = -2080762.155662 nChanged 295 SP:Iteration 17Q (9104.230000 sec): 3 clusters Score: Raw -2085582.251836 + Penalty 4667.283990 = -2080914.967846 nChanged 271 SP:Iteration 18Q (9104.270000 sec): 3 clusters Score: Raw -2085718.533336 + Penalty 4667.283990 = -2081051.249346 nChanged 230 SP:Iteration 19Q (9104.320000 sec): 3 clusters Score: Raw -2085832.219202 + Penalty 4667.283990 = -2081164.935212 nChanged 207 SP:Iteration 20F (9104.370000 sec): 3 clusters Score: Raw -2085941.264113 + Penalty 4667.283990 = -2081273.980123 nChanged 145 SP:Iteration 21Q (9104.410000 sec): 3 clusters Score: Raw -2086007.692471 + Penalty 4667.283990 = -2081340.408481 nChanged 118 SP:Iteration 22Q (9104.460000 sec): 3 clusters Score: Raw -2086058.043619 + Penalty 4667.283990 = -2081390.759630 nChanged 106 SP:Iteration 23Q (9104.510000 sec): 3 clusters Score: Raw -2086105.123978 + Penalty 4667.283990 = -2081437.839988 nChanged 80 SP:Iteration 24Q (9104.560000 sec): 3 clusters Score: Raw -2086141.813373 + Penalty 4667.283990 = -2081474.529384 nChanged 60 SP:Iteration 25Q (9104.610000 sec): 3 clusters Score: Raw -2086165.629220 + Penalty 4667.283990 = -2081498.345230 nChanged 55 SP:Iteration 26Q (9104.650000 sec): 3 clusters Score: Raw -2086189.621909 + Penalty 4667.283990 = -2081522.337919 nChanged 58 SP:Iteration 27Q (9104.690000 sec): 3 clusters Score: Raw -2086217.053373 + Penalty 4667.283990 = -2081549.769383 nChanged 62 SP:Iteration 28Q (9104.740000 sec): 3 clusters Score: Raw -2086245.910907 + Penalty 4667.283990 = -2081578.626918 nChanged 56 SP:Iteration 29Q (9104.780000 sec): 3 clusters Score: Raw -2086274.495326 + Penalty 4667.283990 = -2081607.211336 nChanged 42 SP:Iteration 30Q (9104.830000 sec): 3 clusters Score: Raw -2086290.743657 + Penalty 4667.283990 = -2081623.459667 nChanged 28 SP:Iteration 31Q (9104.870000 sec): 3 clusters Score: Raw -2086300.755493 + Penalty 4667.283990 = -2081633.471503 nChanged 21 SP:Iteration 32Q (9104.910000 sec): 3 clusters Score: Raw -2086309.962767 + Penalty 4667.283990 = -2081642.678777 nChanged 23 SP:Iteration 33Q (9104.960000 sec): 3 clusters Score: Raw -2086319.006930 + Penalty 4667.283990 = -2081651.722940 nChanged 21 SP:Iteration 34Q (9105.000000 sec): 3 clusters Score: Raw -2086328.246470 + Penalty 4667.283990 = -2081660.962480 nChanged 16 SP:Iteration 35Q (9105.050000 sec): 3 clusters Score: Raw -2086335.166204 + Penalty 4667.283990 = -2081667.882215 nChanged 17 SP:Iteration 36Q (9105.090000 sec): 3 clusters Score: Raw -2086341.431190 + Penalty 4667.283990 = -2081674.147201 nChanged 11 SP:Iteration 37Q (9105.130000 sec): 3 clusters Score: Raw -2086346.054158 + Penalty 4667.283990 = -2081678.770168 nChanged 9 SP:Iteration 38Q (9105.170000 sec): 3 clusters Score: Raw -2086350.481754 + Penalty 4667.283990 = -2081683.197764 nChanged 8 SP:Iteration 39Q (9105.220000 sec): 3 clusters Score: Raw -2086352.970143 + Penalty 4667.283990 = -2081685.686153 nChanged 8 SP:Iteration 40F (9105.270000 sec): 3 clusters Score: Raw -2086355.486824 + Penalty 4667.283990 = -2081688.202835 nChanged 7 SP:Iteration 41Q (9105.310000 sec): 3 clusters Score: Raw -2086357.432671 + Penalty 4667.283990 = -2081690.148681 nChanged 6 SP:Iteration 42Q (9105.350000 sec): 3 clusters Score: Raw -2086359.300456 + Penalty 4667.283990 = -2081692.016466 nChanged 6 SP:Iteration 43Q (9105.390000 sec): 3 clusters Score: Raw -2086361.226797 + Penalty 4667.283990 = -2081693.942808 nChanged 10 SP:Iteration 44Q (9105.440000 sec): 3 clusters Score: Raw -2086365.256278 + Penalty 4667.283990 = -2081697.972288 nChanged 11 SP:Iteration 45Q (9105.480000 sec): 3 clusters Score: Raw -2086370.337672 + Penalty 4667.283990 = -2081703.053682 nChanged 13 SP:Iteration 46Q (9105.520000 sec): 3 clusters Score: Raw -2086376.156048 + Penalty 4667.283990 = -2081708.872058 nChanged 14 SP:Iteration 47Q (9105.570000 sec): 3 clusters Score: Raw -2086383.738945 + Penalty 4667.283990 = -2081716.454956 nChanged 18 SP:Iteration 48Q (9105.610000 sec): 3 clusters Score: Raw -2086393.697692 + Penalty 4667.283990 = -2081726.413702 nChanged 22 SP:Iteration 49Q (9105.650000 sec): 3 clusters Score: Raw -2086406.480836 + Penalty 4667.283990 = -2081739.196847 nChanged 18 SP:Iteration 50Q (9105.690000 sec): 3 clusters Score: Raw -2086415.298699 + Penalty 4667.283990 = -2081748.014709 nChanged 13 SP:Iteration 51Q (9105.730000 sec): 3 clusters Score: Raw -2086420.722254 + Penalty 4667.283990 = -2081753.438264 nChanged 14 SP:Iteration 52Q (9105.780000 sec): 3 clusters Score: Raw -2086425.664221 + Penalty 4667.283990 = -2081758.380231 nChanged 11 SP:Iteration 53Q (9105.820000 sec): 3 clusters Score: Raw -2086429.237953 + Penalty 4667.283990 = -2081761.953963 nChanged 5 SP:Iteration 54Q (9105.860000 sec): 3 clusters Score: Raw -2086430.818721 + Penalty 4667.283990 = -2081763.534732 nChanged 2 SP:Iteration 55Q (9105.900000 sec): 3 clusters Score: Raw -2086431.492079 + Penalty 4667.283990 = -2081764.208090 nChanged 3 SP:Iteration 56Q (9105.950000 sec): 3 clusters Score: Raw -2086432.452791 + Penalty 4667.283990 = -2081765.168802 nChanged 2 SP:Iteration 57Q (9105.990000 sec): 3 clusters Score: Raw -2086432.904782 + Penalty 4667.283990 = -2081765.620792 nChanged 1 SP:Iteration 58Q (9106.030000 sec): 3 clusters Score: Raw -2086433.170585 + Penalty 4667.283990 = -2081765.886596 nChanged 0 SP:Iteration 59F (9106.090000 sec): 3 clusters Score: Raw -2086433.170585 + Penalty 4667.283990 = -2081765.886596 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9106.170000 sec): 2 clusters Score: Raw -3542308.759491 + Penalty 2475.552778 = -3539833.206713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9106.250000 sec): 3 clusters Score: Raw -3529653.443028 + Penalty 4951.105556 = -3524702.337473 nChanged 9668 SP:Iteration 1F (9106.340000 sec): 3 clusters Score: Raw -3534928.918265 + Penalty 4951.105556 = -3529977.812710 nChanged 1218 SP:Iteration 2F (9106.430000 sec): 3 clusters Score: Raw -3535457.367845 + Penalty 4951.105556 = -3530506.262289 nChanged 1041 SP:Iteration 3Q (9106.510000 sec): 3 clusters Score: Raw -3535963.346455 + Penalty 4951.105556 = -3531012.240899 nChanged 1044 SP:Iteration 4Q (9106.600000 sec): 3 clusters Score: Raw -3536472.859724 + Penalty 4951.105556 = -3531521.754168 nChanged 1012 SP:Iteration 5Q (9106.690000 sec): 3 clusters Score: Raw -3536980.503010 + Penalty 4951.105556 = -3532029.397454 nChanged 961 SP:Iteration 6Q (9106.770000 sec): 3 clusters Score: Raw -3537484.256982 + Penalty 4951.105556 = -3532533.151427 nChanged 950 SP:Iteration 7Q (9106.860000 sec): 3 clusters Score: Raw -3537970.484090 + Penalty 4951.105556 = -3533019.378534 nChanged 905 SP:Iteration 8Q (9106.940000 sec): 3 clusters Score: Raw -3538428.189616 + Penalty 4951.105556 = -3533477.084060 nChanged 859 SP:Iteration 9Q (9107.030000 sec): 3 clusters Score: Raw -3538909.848352 + Penalty 4951.105556 = -3533958.742796 nChanged 861 SP:Iteration 10Q (9107.110000 sec): 3 clusters Score: Raw -3539396.211295 + Penalty 4951.105556 = -3534445.105739 nChanged 843 SP:Iteration 11Q (9107.190000 sec): 3 clusters Score: Raw -3539899.686613 + Penalty 4951.105556 = -3534948.581057 nChanged 779 SP:Iteration 12Q (9107.280000 sec): 3 clusters Score: Raw -3540377.105193 + Penalty 4951.105556 = -3535425.999637 nChanged 711 SP:Iteration 13Q (9107.350000 sec): 3 clusters Score: Raw -3540833.127379 + Penalty 4951.105556 = -3535882.021824 nChanged 633 SP:Iteration 14Q (9107.440000 sec): 3 clusters Score: Raw -3541295.061814 + Penalty 4951.105556 = -3536343.956259 nChanged 520 SP:Iteration 15Q (9107.510000 sec): 3 clusters Score: Raw -3541685.032981 + Penalty 4951.105556 = -3536733.927426 nChanged 414 SP:Iteration 16Q (9107.590000 sec): 3 clusters Score: Raw -3541996.711296 + Penalty 4951.105556 = -3537045.605740 nChanged 270 SP:Iteration 17Q (9107.650000 sec): 3 clusters Score: Raw -3542200.979012 + Penalty 4951.105556 = -3537249.873457 nChanged 162 SP:Iteration 18Q (9107.720000 sec): 3 clusters Score: Raw -3542322.788147 + Penalty 4951.105556 = -3537371.682591 nChanged 104 SP:Iteration 19Q (9107.790000 sec): 3 clusters Score: Raw -3542404.079854 + Penalty 4951.105556 = -3537452.974299 nChanged 73 SP:Iteration 20F (9107.870000 sec): 3 clusters Score: Raw -3542461.208607 + Penalty 4951.105556 = -3537510.103051 nChanged 57 SP:Iteration 21Q (9107.940000 sec): 3 clusters Score: Raw -3542499.498423 + Penalty 4951.105556 = -3537548.392867 nChanged 41 SP:Iteration 22Q (9108.010000 sec): 3 clusters Score: Raw -3542530.959420 + Penalty 4951.105556 = -3537579.853864 nChanged 36 SP:Iteration 23Q (9108.070000 sec): 3 clusters Score: Raw -3542555.459761 + Penalty 4951.105556 = -3537604.354205 nChanged 29 SP:Iteration 24Q (9108.130000 sec): 3 clusters Score: Raw -3542571.134567 + Penalty 4951.105556 = -3537620.029012 nChanged 18 SP:Iteration 25Q (9108.190000 sec): 3 clusters Score: Raw -3542581.257526 + Penalty 4951.105556 = -3537630.151970 nChanged 13 SP:Iteration 26Q (9108.260000 sec): 3 clusters Score: Raw -3542588.121725 + Penalty 4951.105556 = -3537637.016169 nChanged 9 SP:Iteration 27Q (9108.320000 sec): 3 clusters Score: Raw -3542595.065118 + Penalty 4951.105556 = -3537643.959563 nChanged 7 SP:Iteration 28Q (9108.380000 sec): 3 clusters Score: Raw -3542599.633702 + Penalty 4951.105556 = -3537648.528146 nChanged 7 SP:Iteration 29Q (9108.440000 sec): 3 clusters Score: Raw -3542604.460389 + Penalty 4951.105556 = -3537653.354834 nChanged 8 SP:Iteration 30Q (9108.510000 sec): 3 clusters Score: Raw -3542612.021452 + Penalty 4951.105556 = -3537660.915897 nChanged 9 SP:Iteration 31Q (9108.570000 sec): 3 clusters Score: Raw -3542618.935143 + Penalty 4951.105556 = -3537667.829587 nChanged 5 SP:Iteration 32Q (9108.630000 sec): 3 clusters Score: Raw -3542623.866038 + Penalty 4951.105556 = -3537672.760483 nChanged 7 SP:Iteration 33Q (9108.690000 sec): 3 clusters Score: Raw -3542628.102715 + Penalty 4951.105556 = -3537676.997159 nChanged 3 SP:Iteration 34Q (9108.750000 sec): 3 clusters Score: Raw -3542630.245905 + Penalty 4951.105556 = -3537679.140349 nChanged 3 SP:Iteration 35Q (9108.810000 sec): 3 clusters Score: Raw -3542631.527192 + Penalty 4951.105556 = -3537680.421636 nChanged 0 SP:Iteration 36F (9108.900000 sec): 3 clusters Score: Raw -3542631.527192 + Penalty 4951.105556 = -3537680.421636 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9108.920000 sec): 2 clusters Score: Raw -28921.901985 + Penalty 1301.261970 = -27620.640015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9108.920000 sec): 3 clusters Score: Raw -29126.459412 + Penalty 2602.523940 = -26523.935472 nChanged 12 SP:Iteration 1F (9108.920000 sec): 3 clusters Score: Raw -29169.620479 + Penalty 2602.523940 = -26567.096539 nChanged 3 SP:Iteration 2Q (9108.920000 sec): 3 clusters Score: Raw -29185.492677 + Penalty 2602.523940 = -26582.968738 nChanged 1 SP:Iteration 3Q (9108.920000 sec): 3 clusters Score: Raw -29193.010309 + Penalty 2602.523940 = -26590.486369 nChanged 0 SP:Iteration 4F (9108.920000 sec): 3 clusters Score: Raw -29193.010309 + Penalty 2602.523940 = -26590.486369 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9108.930000 sec): 2 clusters Score: Raw -84129.206800 + Penalty 1549.514633 = -82579.692167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9108.930000 sec): 3 clusters Score: Raw -84096.099001 + Penalty 3099.029266 = -80997.069735 nChanged 102 SP:Iteration 1F (9108.930000 sec): 3 clusters Score: Raw -84283.601799 + Penalty 3099.029266 = -81184.572533 nChanged 25 SP:Iteration 2Q (9108.940000 sec): 3 clusters Score: Raw -84343.967167 + Penalty 3099.029266 = -81244.937902 nChanged 13 SP:Iteration 3Q (9108.940000 sec): 3 clusters Score: Raw -84377.732345 + Penalty 3099.029266 = -81278.703080 nChanged 12 SP:Iteration 4Q (9108.940000 sec): 3 clusters Score: Raw -84408.339594 + Penalty 3099.029266 = -81309.310328 nChanged 8 SP:Iteration 5Q (9108.940000 sec): 3 clusters Score: Raw -84430.364876 + Penalty 3099.029266 = -81331.335611 nChanged 6 SP:Iteration 6Q (9108.950000 sec): 3 clusters Score: Raw -84442.764749 + Penalty 3099.029266 = -81343.735483 nChanged 5 SP:Iteration 7Q (9108.950000 sec): 3 clusters Score: Raw -84465.801441 + Penalty 3099.029266 = -81366.772175 nChanged 8 SP:Iteration 8Q (9108.950000 sec): 3 clusters Score: Raw -84485.910384 + Penalty 3099.029266 = -81386.881119 nChanged 6 SP:Iteration 9Q (9108.950000 sec): 3 clusters Score: Raw -84496.968862 + Penalty 3099.029266 = -81397.939596 nChanged 1 SP:Iteration 10Q (9108.950000 sec): 3 clusters Score: Raw -84497.938630 + Penalty 3099.029266 = -81398.909365 nChanged 0 SP:Iteration 11F (9108.950000 sec): 3 clusters Score: Raw -84497.938630 + Penalty 3099.029266 = -81398.909365 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9108.970000 sec): 2 clusters Score: Raw -184787.022972 + Penalty 1730.134321 = -183056.888650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9108.970000 sec): 3 clusters Score: Raw -184535.237906 + Penalty 3460.268643 = -181074.969263 nChanged 263 SP:Iteration 1F (9108.970000 sec): 3 clusters Score: Raw -184819.890540 + Penalty 3460.268643 = -181359.621897 nChanged 73 SP:Iteration 2F (9108.980000 sec): 3 clusters Score: Raw -184922.142877 + Penalty 3460.268643 = -181461.874234 nChanged 30 SP:Iteration 3Q (9108.990000 sec): 3 clusters Score: Raw -184961.082633 + Penalty 3460.268643 = -181500.813990 nChanged 25 SP:Iteration 4Q (9108.990000 sec): 3 clusters Score: Raw -184995.182139 + Penalty 3460.268643 = -181534.913497 nChanged 12 SP:Iteration 5Q (9108.990000 sec): 3 clusters Score: Raw -185016.602204 + Penalty 3460.268643 = -181556.333561 nChanged 12 SP:Iteration 6Q (9109.000000 sec): 3 clusters Score: Raw -185032.790151 + Penalty 3460.268643 = -181572.521508 nChanged 12 SP:Iteration 7Q (9109.000000 sec): 3 clusters Score: Raw -185049.520634 + Penalty 3460.268643 = -181589.251991 nChanged 12 SP:Iteration 8Q (9109.010000 sec): 3 clusters Score: Raw -185062.465723 + Penalty 3460.268643 = -181602.197080 nChanged 8 SP:Iteration 9Q (9109.010000 sec): 3 clusters Score: Raw -185071.740394 + Penalty 3460.268643 = -181611.471751 nChanged 8 SP:Iteration 10Q (9109.010000 sec): 3 clusters Score: Raw -185087.177201 + Penalty 3460.268643 = -181626.908558 nChanged 8 SP:Iteration 11Q (9109.020000 sec): 3 clusters Score: Raw -185095.823006 + Penalty 3460.268643 = -181635.554363 nChanged 4 SP:Iteration 12Q (9109.020000 sec): 3 clusters Score: Raw -185105.942236 + Penalty 3460.268643 = -181645.673593 nChanged 4 SP:Iteration 13Q (9109.030000 sec): 3 clusters Score: Raw -185114.096568 + Penalty 3460.268643 = -181653.827925 nChanged 5 SP:Iteration 14Q (9109.030000 sec): 3 clusters Score: Raw -185118.264821 + Penalty 3460.268643 = -181657.996178 nChanged 2 SP:Iteration 15Q (9109.030000 sec): 3 clusters Score: Raw -185119.446475 + Penalty 3460.268643 = -181659.177832 nChanged 0 SP:Iteration 16F (9109.040000 sec): 3 clusters Score: Raw -185119.446475 + Penalty 3460.268643 = -181659.177832 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9109.050000 sec): 2 clusters Score: Raw -283246.973383 + Penalty 1829.374015 = -281417.599368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9109.060000 sec): 3 clusters Score: Raw -282738.907311 + Penalty 3658.748031 = -279080.159281 nChanged 517 SP:Iteration 1F (9109.060000 sec): 3 clusters Score: Raw -283164.624274 + Penalty 3658.748031 = -279505.876244 nChanged 107 SP:Iteration 2F (9109.070000 sec): 3 clusters Score: Raw -283274.264311 + Penalty 3658.748031 = -279615.516281 nChanged 64 SP:Iteration 3Q (9109.080000 sec): 3 clusters Score: Raw -283331.536075 + Penalty 3658.748031 = -279672.788044 nChanged 34 SP:Iteration 4Q (9109.080000 sec): 3 clusters Score: Raw -283361.207181 + Penalty 3658.748031 = -279702.459150 nChanged 24 SP:Iteration 5Q (9109.090000 sec): 3 clusters Score: Raw -283386.210341 + Penalty 3658.748031 = -279727.462310 nChanged 17 SP:Iteration 6Q (9109.090000 sec): 3 clusters Score: Raw -283399.850445 + Penalty 3658.748031 = -279741.102415 nChanged 12 SP:Iteration 7Q (9109.100000 sec): 3 clusters Score: Raw -283406.927893 + Penalty 3658.748031 = -279748.179862 nChanged 5 SP:Iteration 8Q (9109.110000 sec): 3 clusters Score: Raw -283408.557771 + Penalty 3658.748031 = -279749.809740 nChanged 2 SP:Iteration 9Q (9109.110000 sec): 3 clusters Score: Raw -283409.835026 + Penalty 3658.748031 = -279751.086996 nChanged 2 SP:Iteration 10Q (9109.120000 sec): 3 clusters Score: Raw -283410.427564 + Penalty 3658.748031 = -279751.679534 nChanged 0 SP:Iteration 11F (9109.130000 sec): 3 clusters Score: Raw -283410.427564 + Penalty 3658.748031 = -279751.679534 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9109.130000 sec): 2 clusters Score: Raw -32730.075041 + Penalty 1439.673472 = -31290.401568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9109.130000 sec): 3 clusters Score: Raw -33003.219345 + Penalty 2879.346945 = -30123.872400 nChanged 67 SP:Iteration 1F (9109.140000 sec): 3 clusters Score: Raw -33318.424187 + Penalty 2879.346945 = -30439.077243 nChanged 31 SP:Iteration 2F (9109.140000 sec): 3 clusters Score: Raw -33520.909870 + Penalty 2879.346945 = -30641.562925 nChanged 19 SP:Iteration 3F (9109.140000 sec): 3 clusters Score: Raw -33644.813255 + Penalty 2879.346945 = -30765.466310 nChanged 10 SP:Iteration 4Q (9109.140000 sec): 3 clusters Score: Raw -33791.212408 + Penalty 2879.346945 = -30911.865463 nChanged 9 SP:Iteration 5Q (9109.140000 sec): 3 clusters Score: Raw -33867.998522 + Penalty 2879.346945 = -30988.651577 nChanged 7 SP:Iteration 6Q (9109.140000 sec): 3 clusters Score: Raw -33915.076764 + Penalty 2879.346945 = -31035.729819 nChanged 2 SP:Iteration 7Q (9109.150000 sec): 3 clusters Score: Raw -33920.096798 + Penalty 2879.346945 = -31040.749853 nChanged 0 SP:Iteration 8F (9109.150000 sec): 3 clusters Score: Raw -33920.096798 + Penalty 2879.346945 = -31040.749853 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9109.220000 sec): 2 clusters Score: Raw -3288862.519690 + Penalty 2440.019677 = -3286422.500014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9109.290000 sec): 3 clusters Score: Raw -3278017.067015 + Penalty 4880.039353 = -3273137.027662 nChanged 8194 SP:Iteration 1F (9109.370000 sec): 3 clusters Score: Raw -3282368.314296 + Penalty 4880.039353 = -3277488.274943 nChanged 1049 SP:Iteration 2F (9109.440000 sec): 3 clusters Score: Raw -3282768.288070 + Penalty 4880.039353 = -3277888.248717 nChanged 903 SP:Iteration 3Q (9109.510000 sec): 3 clusters Score: Raw -3283139.781707 + Penalty 4880.039353 = -3278259.742354 nChanged 887 SP:Iteration 4Q (9109.590000 sec): 3 clusters Score: Raw -3283542.229050 + Penalty 4880.039353 = -3278662.189697 nChanged 911 SP:Iteration 5Q (9109.670000 sec): 3 clusters Score: Raw -3284049.578775 + Penalty 4880.039353 = -3279169.539422 nChanged 1054 SP:Iteration 6F (9109.740000 sec): 3 clusters Score: Raw -3284681.963864 + Penalty 4880.039353 = -3279801.924511 nChanged 1137 SP:Iteration 7F (9109.810000 sec): 3 clusters Score: Raw -3285449.833301 + Penalty 4880.039353 = -3280569.793948 nChanged 1153 SP:Iteration 8F (9109.890000 sec): 3 clusters Score: Raw -3286250.656906 + Penalty 4880.039353 = -3281370.617552 nChanged 1098 SP:Iteration 9F (9109.960000 sec): 3 clusters Score: Raw -3286991.209090 + Penalty 4880.039353 = -3282111.169737 nChanged 876 SP:Iteration 10Q (9110.040000 sec): 3 clusters Score: Raw -3287574.715994 + Penalty 4880.039353 = -3282694.676641 nChanged 730 SP:Iteration 11Q (9110.110000 sec): 3 clusters Score: Raw -3288032.533922 + Penalty 4880.039353 = -3283152.494569 nChanged 517 SP:Iteration 12Q (9110.190000 sec): 3 clusters Score: Raw -3288299.609527 + Penalty 4880.039353 = -3283419.570174 nChanged 389 SP:Iteration 13Q (9110.260000 sec): 3 clusters Score: Raw -3288484.304155 + Penalty 4880.039353 = -3283604.264802 nChanged 324 SP:Iteration 14Q (9110.330000 sec): 3 clusters Score: Raw -3288650.675698 + Penalty 4880.039353 = -3283770.636345 nChanged 292 SP:Iteration 15Q (9110.410000 sec): 3 clusters Score: Raw -3288807.186760 + Penalty 4880.039353 = -3283927.147407 nChanged 284 SP:Iteration 16Q (9110.480000 sec): 3 clusters Score: Raw -3288968.620799 + Penalty 4880.039353 = -3284088.581446 nChanged 221 SP:Iteration 17Q (9110.550000 sec): 3 clusters Score: Raw -3289082.487335 + Penalty 4880.039353 = -3284202.447982 nChanged 185 SP:Iteration 18Q (9110.620000 sec): 3 clusters Score: Raw -3289169.201288 + Penalty 4880.039353 = -3284289.161935 nChanged 164 SP:Iteration 19Q (9110.690000 sec): 3 clusters Score: Raw -3289252.125688 + Penalty 4880.039353 = -3284372.086335 nChanged 142 SP:Iteration 20F (9110.760000 sec): 3 clusters Score: Raw -3289316.068878 + Penalty 4880.039353 = -3284436.029525 nChanged 116 SP:Iteration 21Q (9110.830000 sec): 3 clusters Score: Raw -3289364.395525 + Penalty 4880.039353 = -3284484.356171 nChanged 103 SP:Iteration 22Q (9110.890000 sec): 3 clusters Score: Raw -3289403.434717 + Penalty 4880.039353 = -3284523.395364 nChanged 92 SP:Iteration 23Q (9110.960000 sec): 3 clusters Score: Raw -3289439.583920 + Penalty 4880.039353 = -3284559.544567 nChanged 81 SP:Iteration 24Q (9111.020000 sec): 3 clusters Score: Raw -3289472.106283 + Penalty 4880.039353 = -3284592.066930 nChanged 73 SP:Iteration 25Q (9111.090000 sec): 3 clusters Score: Raw -3289499.966599 + Penalty 4880.039353 = -3284619.927246 nChanged 73 SP:Iteration 26Q (9111.150000 sec): 3 clusters Score: Raw -3289526.808527 + Penalty 4880.039353 = -3284646.769174 nChanged 76 SP:Iteration 27Q (9111.210000 sec): 3 clusters Score: Raw -3289553.114658 + Penalty 4880.039353 = -3284673.075304 nChanged 71 SP:Iteration 28Q (9111.270000 sec): 3 clusters Score: Raw -3289580.211440 + Penalty 4880.039353 = -3284700.172086 nChanged 72 SP:Iteration 29Q (9111.330000 sec): 3 clusters Score: Raw -3289605.877264 + Penalty 4880.039353 = -3284725.837911 nChanged 51 SP:Iteration 30Q (9111.400000 sec): 3 clusters Score: Raw -3289622.876803 + Penalty 4880.039353 = -3284742.837449 nChanged 34 SP:Iteration 31Q (9111.460000 sec): 3 clusters Score: Raw -3289633.137081 + Penalty 4880.039353 = -3284753.097728 nChanged 32 SP:Iteration 32Q (9111.520000 sec): 3 clusters Score: Raw -3289641.179306 + Penalty 4880.039353 = -3284761.139953 nChanged 24 SP:Iteration 33Q (9111.580000 sec): 3 clusters Score: Raw -3289647.159057 + Penalty 4880.039353 = -3284767.119704 nChanged 19 SP:Iteration 34Q (9111.640000 sec): 3 clusters Score: Raw -3289651.738418 + Penalty 4880.039353 = -3284771.699064 nChanged 21 SP:Iteration 35Q (9111.700000 sec): 3 clusters Score: Raw -3289655.917404 + Penalty 4880.039353 = -3284775.878051 nChanged 22 SP:Iteration 36Q (9111.760000 sec): 3 clusters Score: Raw -3289661.572090 + Penalty 4880.039353 = -3284781.532736 nChanged 14 SP:Iteration 37Q (9111.820000 sec): 3 clusters Score: Raw -3289664.698716 + Penalty 4880.039353 = -3284784.659363 nChanged 14 SP:Iteration 38Q (9111.880000 sec): 3 clusters Score: Raw -3289667.409630 + Penalty 4880.039353 = -3284787.370276 nChanged 7 SP:Iteration 39Q (9111.950000 sec): 3 clusters Score: Raw -3289668.548841 + Penalty 4880.039353 = -3284788.509488 nChanged 5 SP:Iteration 40F (9112.020000 sec): 3 clusters Score: Raw -3289669.397287 + Penalty 4880.039353 = -3284789.357933 nChanged 5 SP:Iteration 41Q (9112.080000 sec): 3 clusters Score: Raw -3289670.498150 + Penalty 4880.039353 = -3284790.458797 nChanged 4 SP:Iteration 42Q (9112.140000 sec): 3 clusters Score: Raw -3289671.386441 + Penalty 4880.039353 = -3284791.347088 nChanged 6 SP:Iteration 43Q (9112.210000 sec): 3 clusters Score: Raw -3289673.121752 + Penalty 4880.039353 = -3284793.082399 nChanged 11 SP:Iteration 44Q (9112.270000 sec): 3 clusters Score: Raw -3289675.475247 + Penalty 4880.039353 = -3284795.435894 nChanged 3 SP:Iteration 45Q (9112.330000 sec): 3 clusters Score: Raw -3289676.134069 + Penalty 4880.039353 = -3284796.094716 nChanged 4 SP:Iteration 46Q (9112.390000 sec): 3 clusters Score: Raw -3289677.114480 + Penalty 4880.039353 = -3284797.075127 nChanged 5 SP:Iteration 47Q (9112.450000 sec): 3 clusters Score: Raw -3289678.568433 + Penalty 4880.039353 = -3284798.529080 nChanged 6 SP:Iteration 48Q (9112.510000 sec): 3 clusters Score: Raw -3289679.887082 + Penalty 4880.039353 = -3284799.847729 nChanged 4 SP:Iteration 49Q (9112.570000 sec): 3 clusters Score: Raw -3289680.448840 + Penalty 4880.039353 = -3284800.409487 nChanged 1 SP:Iteration 50Q (9112.630000 sec): 3 clusters Score: Raw -3289680.575571 + Penalty 4880.039353 = -3284800.536218 nChanged 2 SP:Iteration 51Q (9112.690000 sec): 3 clusters Score: Raw -3289680.983991 + Penalty 4880.039353 = -3284800.944637 nChanged 5 SP:Iteration 52Q (9112.750000 sec): 3 clusters Score: Raw -3289681.624272 + Penalty 4880.039353 = -3284801.584918 nChanged 3 SP:Iteration 53Q (9112.810000 sec): 3 clusters Score: Raw -3289682.030895 + Penalty 4880.039353 = -3284801.991542 nChanged 2 SP:Iteration 54Q (9112.870000 sec): 3 clusters Score: Raw -3289682.346941 + Penalty 4880.039353 = -3284802.307587 nChanged 0 SP:Iteration 55F (9112.940000 sec): 3 clusters Score: Raw -3289682.346941 + Penalty 4880.039353 = -3284802.307587 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9112.960000 sec): 2 clusters Score: Raw -186569.873406 + Penalty 1722.372664 = -184847.500742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9112.960000 sec): 3 clusters Score: Raw -186371.395835 + Penalty 3444.745328 = -182926.650507 nChanged 278 SP:Iteration 1F (9112.970000 sec): 3 clusters Score: Raw -186723.889486 + Penalty 3444.745328 = -183279.144158 nChanged 82 SP:Iteration 2F (9112.970000 sec): 3 clusters Score: Raw -186865.781321 + Penalty 3444.745328 = -183421.035993 nChanged 64 SP:Iteration 3F (9112.970000 sec): 3 clusters Score: Raw -187032.841594 + Penalty 3444.745328 = -183588.096266 nChanged 61 SP:Iteration 4F (9112.980000 sec): 3 clusters Score: Raw -187218.432991 + Penalty 3444.745328 = -183773.687664 nChanged 58 SP:Iteration 5F (9112.980000 sec): 3 clusters Score: Raw -187381.923824 + Penalty 3444.745328 = -183937.178497 nChanged 51 SP:Iteration 6Q (9112.990000 sec): 3 clusters Score: Raw -187522.573042 + Penalty 3444.745328 = -184077.827715 nChanged 34 SP:Iteration 7Q (9112.990000 sec): 3 clusters Score: Raw -187574.365780 + Penalty 3444.745328 = -184129.620452 nChanged 11 SP:Iteration 8Q (9112.990000 sec): 3 clusters Score: Raw -187590.967421 + Penalty 3444.745328 = -184146.222094 nChanged 5 SP:Iteration 9Q (9113.000000 sec): 3 clusters Score: Raw -187600.988543 + Penalty 3444.745328 = -184156.243216 nChanged 2 SP:Iteration 10Q (9113.000000 sec): 3 clusters Score: Raw -187604.947999 + Penalty 3444.745328 = -184160.202672 nChanged 3 SP:Iteration 11Q (9113.010000 sec): 3 clusters Score: Raw -187608.088371 + Penalty 3444.745328 = -184163.343043 nChanged 2 SP:Iteration 12Q (9113.010000 sec): 3 clusters Score: Raw -187609.804572 + Penalty 3444.745328 = -184165.059244 nChanged 1 SP:Iteration 13Q (9113.010000 sec): 3 clusters Score: Raw -187614.262270 + Penalty 3444.745328 = -184169.516943 nChanged 1 SP:Iteration 14Q (9113.010000 sec): 3 clusters Score: Raw -187615.933661 + Penalty 3444.745328 = -184171.188334 nChanged 1 SP:Iteration 15Q (9113.020000 sec): 3 clusters Score: Raw -187616.649679 + Penalty 3444.745328 = -184171.904352 nChanged 0 SP:Iteration 16F (9113.020000 sec): 3 clusters Score: Raw -187616.649679 + Penalty 3444.745328 = -184171.904352 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9113.030000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9113.030000 sec): 3 clusters Score: Raw -29015.557263 + Penalty 2617.944871 = -26397.612392 nChanged 20 SP:Iteration 1F (9113.030000 sec): 3 clusters Score: Raw -29110.461128 + Penalty 2617.944871 = -26492.516257 nChanged 7 SP:Iteration 2Q (9113.030000 sec): 3 clusters Score: Raw -29148.845055 + Penalty 2617.944871 = -26530.900184 nChanged 3 SP:Iteration 3Q (9113.030000 sec): 3 clusters Score: Raw -29164.722589 + Penalty 2617.944871 = -26546.777718 nChanged 2 SP:Iteration 4Q (9113.030000 sec): 3 clusters Score: Raw -29173.199028 + Penalty 2617.944871 = -26555.254157 nChanged 1 SP:Iteration 5Q (9113.030000 sec): 3 clusters Score: Raw -29180.215993 + Penalty 2617.944871 = -26562.271122 nChanged 1 SP:Iteration 6Q (9113.040000 sec): 3 clusters Score: Raw -29183.310582 + Penalty 2617.944871 = -26565.365711 nChanged 1 SP:Iteration 7Q (9113.040000 sec): 3 clusters Score: Raw -29190.915556 + Penalty 2617.944871 = -26572.970685 nChanged 1 SP:Iteration 8Q (9113.040000 sec): 3 clusters Score: Raw -29194.824111 + Penalty 2617.944871 = -26576.879240 nChanged 0 SP:Iteration 9F (9113.040000 sec): 3 clusters Score: Raw -29194.824111 + Penalty 2617.944871 = -26576.879240 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (234535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9113.870000 sec): 2 clusters Score: Raw -40615540.826283 + Penalty 3066.609307 = -40612474.216976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9114.830000 sec): 3 clusters Score: Raw -40461176.447707 + Penalty 6133.218614 = -40455043.229092 nChanged 113068 SP:Iteration 1F (9115.790000 sec): 3 clusters Score: Raw -40527334.702201 + Penalty 6133.218614 = -40521201.483587 nChanged 6531 SP:Iteration 2Q (9116.770000 sec): 3 clusters Score: Raw -40528773.873029 + Penalty 6133.218614 = -40522640.654415 nChanged 7955 SP:Iteration 3Q (9117.750000 sec): 3 clusters Score: Raw -40531205.541023 + Penalty 6133.218614 = -40525072.322409 nChanged 10763 SP:Iteration 4Q (9118.730000 sec): 3 clusters Score: Raw -40535849.093861 + Penalty 6133.218614 = -40529715.875247 nChanged 14955 SP:Iteration 5F (9119.690000 sec): 3 clusters Score: Raw -40544849.563969 + Penalty 6133.218614 = -40538716.345354 nChanged 19743 SP:Iteration 6F (9120.650000 sec): 3 clusters Score: Raw -40560481.248636 + Penalty 6133.218614 = -40554348.030022 nChanged 22049 SP:Iteration 7F (9121.600000 sec): 3 clusters Score: Raw -40581458.200584 + Penalty 6133.218614 = -40575324.981970 nChanged 18419 SP:Iteration 8F (9122.550000 sec): 3 clusters Score: Raw -40600249.384400 + Penalty 6133.218614 = -40594116.165785 nChanged 10374 SP:Iteration 9Q (9123.490000 sec): 3 clusters Score: Raw -40610531.887270 + Penalty 6133.218614 = -40604398.668656 nChanged 3966 SP:Iteration 10Q (9124.330000 sec): 3 clusters Score: Raw -40614284.760085 + Penalty 6133.218614 = -40608151.541471 nChanged 1159 SP:Iteration 11Q (9125.070000 sec): 3 clusters Score: Raw -40615385.511395 + Penalty 6133.218614 = -40609252.292781 nChanged 275 SP:Iteration 12Q (9125.760000 sec): 3 clusters Score: Raw -40615707.854927 + Penalty 6133.218614 = -40609574.636312 nChanged 80 SP:Iteration 13Q (9126.430000 sec): 3 clusters Score: Raw -40615801.629238 + Penalty 6133.218614 = -40609668.410624 nChanged 32 SP:Iteration 14Q (9127.090000 sec): 3 clusters Score: Raw -40615840.172913 + Penalty 6133.218614 = -40609706.954299 nChanged 23 SP:Iteration 15Q (9127.750000 sec): 3 clusters Score: Raw -40615863.029629 + Penalty 6133.218614 = -40609729.811015 nChanged 13 SP:Iteration 16Q (9128.410000 sec): 3 clusters Score: Raw -40615877.786700 + Penalty 6133.218614 = -40609744.568086 nChanged 12 SP:Iteration 17Q (9129.080000 sec): 3 clusters Score: Raw -40615891.159850 + Penalty 6133.218614 = -40609757.941236 nChanged 6 SP:Iteration 18Q (9129.730000 sec): 3 clusters Score: Raw -40615897.392030 + Penalty 6133.218614 = -40609764.173416 nChanged 9 SP:Iteration 19Q (9130.390000 sec): 3 clusters Score: Raw -40615906.224671 + Penalty 6133.218614 = -40609773.006057 nChanged 6 SP:Iteration 20F (9131.340000 sec): 3 clusters Score: Raw -40615913.661379 + Penalty 6133.218614 = -40609780.442765 nChanged 4 SP:Iteration 21Q (9132.010000 sec): 3 clusters Score: Raw -40615916.485872 + Penalty 6133.218614 = -40609783.267258 nChanged 4 SP:Iteration 22Q (9132.670000 sec): 3 clusters Score: Raw -40615919.065241 + Penalty 6133.218614 = -40609785.846626 nChanged 4 SP:Iteration 23Q (9133.320000 sec): 3 clusters Score: Raw -40615923.233075 + Penalty 6133.218614 = -40609790.014461 nChanged 2 SP:Iteration 24Q (9133.980000 sec): 3 clusters Score: Raw -40615926.142135 + Penalty 6133.218614 = -40609792.923521 nChanged 3 SP:Iteration 25Q (9134.640000 sec): 3 clusters Score: Raw -40615930.672908 + Penalty 6133.218614 = -40609797.454294 nChanged 4 SP:Iteration 26Q (9135.300000 sec): 3 clusters Score: Raw -40615936.185955 + Penalty 6133.218614 = -40609802.967341 nChanged 4 SP:Iteration 27Q (9135.960000 sec): 3 clusters Score: Raw -40615939.538920 + Penalty 6133.218614 = -40609806.320306 nChanged 3 SP:Iteration 28Q (9136.620000 sec): 3 clusters Score: Raw -40615942.711199 + Penalty 6133.218614 = -40609809.492584 nChanged 0 SP:Iteration 29F (9137.560000 sec): 3 clusters Score: Raw -40615942.711199 + Penalty 6133.218614 = -40609809.492584 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9137.660000 sec): 2 clusters Score: Raw -326065.365892 + Penalty 1879.253190 = -324186.112702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9137.660000 sec): 3 clusters Score: Raw -325319.139576 + Penalty 3758.506381 = -321560.633195 nChanged 636 SP:Iteration 1F (9137.670000 sec): 3 clusters Score: Raw -325880.481906 + Penalty 3758.506381 = -322121.975525 nChanged 209 SP:Iteration 2F (9137.680000 sec): 3 clusters Score: Raw -326150.196126 + Penalty 3758.506381 = -322391.689745 nChanged 132 SP:Iteration 3F (9137.690000 sec): 3 clusters Score: Raw -326339.566103 + Penalty 3758.506381 = -322581.059723 nChanged 96 SP:Iteration 4Q (9137.700000 sec): 3 clusters Score: Raw -326530.288950 + Penalty 3758.506381 = -322771.782569 nChanged 92 SP:Iteration 5Q (9137.700000 sec): 3 clusters Score: Raw -326725.321063 + Penalty 3758.506381 = -322966.814682 nChanged 99 SP:Iteration 6F (9137.710000 sec): 3 clusters Score: Raw -326909.619017 + Penalty 3758.506381 = -323151.112636 nChanged 95 SP:Iteration 7Q (9137.720000 sec): 3 clusters Score: Raw -327105.253229 + Penalty 3758.506381 = -323346.746848 nChanged 85 SP:Iteration 8Q (9137.720000 sec): 3 clusters Score: Raw -327257.603874 + Penalty 3758.506381 = -323499.097493 nChanged 62 SP:Iteration 9Q (9137.730000 sec): 3 clusters Score: Raw -327347.239595 + Penalty 3758.506381 = -323588.733214 nChanged 51 SP:Iteration 10Q (9137.740000 sec): 3 clusters Score: Raw -327414.184554 + Penalty 3758.506381 = -323655.678173 nChanged 47 SP:Iteration 11Q (9137.740000 sec): 3 clusters Score: Raw -327481.398581 + Penalty 3758.506381 = -323722.892200 nChanged 43 SP:Iteration 12Q (9137.750000 sec): 3 clusters Score: Raw -327561.031175 + Penalty 3758.506381 = -323802.524794 nChanged 38 SP:Iteration 13Q (9137.760000 sec): 3 clusters Score: Raw -327626.145075 + Penalty 3758.506381 = -323867.638694 nChanged 29 SP:Iteration 14Q (9137.760000 sec): 3 clusters Score: Raw -327667.901046 + Penalty 3758.506381 = -323909.394665 nChanged 29 SP:Iteration 15Q (9137.770000 sec): 3 clusters Score: Raw -327700.599424 + Penalty 3758.506381 = -323942.093043 nChanged 19 SP:Iteration 16Q (9137.780000 sec): 3 clusters Score: Raw -327719.407667 + Penalty 3758.506381 = -323960.901286 nChanged 14 SP:Iteration 17Q (9137.780000 sec): 3 clusters Score: Raw -327734.712481 + Penalty 3758.506381 = -323976.206100 nChanged 11 SP:Iteration 18Q (9137.790000 sec): 3 clusters Score: Raw -327746.826546 + Penalty 3758.506381 = -323988.320166 nChanged 10 SP:Iteration 19Q (9137.800000 sec): 3 clusters Score: Raw -327760.242690 + Penalty 3758.506381 = -324001.736309 nChanged 11 SP:Iteration 20F (9137.800000 sec): 3 clusters Score: Raw -327782.049234 + Penalty 3758.506381 = -324023.542853 nChanged 15 SP:Iteration 21Q (9137.810000 sec): 3 clusters Score: Raw -327806.652178 + Penalty 3758.506381 = -324048.145797 nChanged 8 SP:Iteration 22Q (9137.820000 sec): 3 clusters Score: Raw -327822.147746 + Penalty 3758.506381 = -324063.641365 nChanged 3 SP:Iteration 23Q (9137.820000 sec): 3 clusters Score: Raw -327825.550603 + Penalty 3758.506381 = -324067.044222 nChanged 3 SP:Iteration 24Q (9137.830000 sec): 3 clusters Score: Raw -327827.729882 + Penalty 3758.506381 = -324069.223501 nChanged 2 SP:Iteration 25Q (9137.830000 sec): 3 clusters Score: Raw -327830.760437 + Penalty 3758.506381 = -324072.254056 nChanged 0 SP:Iteration 26F (9137.840000 sec): 3 clusters Score: Raw -327830.760437 + Penalty 3758.506381 = -324072.254056 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (118703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9138.270000 sec): 2 clusters Score: Raw -21051347.380544 + Penalty 2897.726204 = -21048449.654340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9138.760000 sec): 3 clusters Score: Raw -20974762.261432 + Penalty 5795.452408 = -20968966.809024 nChanged 56602 SP:Iteration 1F (9139.240000 sec): 3 clusters Score: Raw -21006882.424348 + Penalty 5795.452408 = -21001086.971940 nChanged 3584 SP:Iteration 2Q (9139.740000 sec): 3 clusters Score: Raw -21007660.874615 + Penalty 5795.452408 = -21001865.422207 nChanged 3634 SP:Iteration 3Q (9140.240000 sec): 3 clusters Score: Raw -21008518.477720 + Penalty 5795.452408 = -21002723.025313 nChanged 3758 SP:Iteration 4Q (9140.720000 sec): 3 clusters Score: Raw -21009511.477036 + Penalty 5795.452408 = -21003716.024629 nChanged 4138 SP:Iteration 5Q (9141.230000 sec): 3 clusters Score: Raw -21010777.344535 + Penalty 5795.452408 = -21004981.892128 nChanged 4643 SP:Iteration 6Q (9141.720000 sec): 3 clusters Score: Raw -21012572.149300 + Penalty 5795.452408 = -21006776.696892 nChanged 5771 SP:Iteration 7Q (9142.220000 sec): 3 clusters Score: Raw -21015465.241811 + Penalty 5795.452408 = -21009669.789404 nChanged 7525 SP:Iteration 8F (9142.700000 sec): 3 clusters Score: Raw -21020264.559251 + Penalty 5795.452408 = -21014469.106843 nChanged 9147 SP:Iteration 9F (9143.190000 sec): 3 clusters Score: Raw -21027434.292384 + Penalty 5795.452408 = -21021638.839976 nChanged 9596 SP:Iteration 10F (9143.670000 sec): 3 clusters Score: Raw -21035973.286831 + Penalty 5795.452408 = -21030177.834424 nChanged 7990 SP:Iteration 11F (9144.150000 sec): 3 clusters Score: Raw -21043620.275740 + Penalty 5795.452408 = -21037824.823332 nChanged 5032 SP:Iteration 12Q (9144.600000 sec): 3 clusters Score: Raw -21048433.409609 + Penalty 5795.452408 = -21042637.957202 nChanged 2290 SP:Iteration 13Q (9145.000000 sec): 3 clusters Score: Raw -21050529.993065 + Penalty 5795.452408 = -21044734.540657 nChanged 792 SP:Iteration 14Q (9145.360000 sec): 3 clusters Score: Raw -21051259.833605 + Penalty 5795.452408 = -21045464.381197 nChanged 253 SP:Iteration 15Q (9145.720000 sec): 3 clusters Score: Raw -21051511.730372 + Penalty 5795.452408 = -21045716.277965 nChanged 90 SP:Iteration 16Q (9146.060000 sec): 3 clusters Score: Raw -21051621.129295 + Penalty 5795.452408 = -21045825.676887 nChanged 44 SP:Iteration 17Q (9146.400000 sec): 3 clusters Score: Raw -21051676.564239 + Penalty 5795.452408 = -21045881.111831 nChanged 24 SP:Iteration 18Q (9146.740000 sec): 3 clusters Score: Raw -21051703.685221 + Penalty 5795.452408 = -21045908.232813 nChanged 12 SP:Iteration 19Q (9147.070000 sec): 3 clusters Score: Raw -21051716.773392 + Penalty 5795.452408 = -21045921.320984 nChanged 10 SP:Iteration 20F (9147.550000 sec): 3 clusters Score: Raw -21051727.426853 + Penalty 5795.452408 = -21045931.974445 nChanged 4 SP:Iteration 21Q (9147.880000 sec): 3 clusters Score: Raw -21051731.853571 + Penalty 5795.452408 = -21045936.401164 nChanged 3 SP:Iteration 22Q (9148.220000 sec): 3 clusters Score: Raw -21051739.362643 + Penalty 5795.452408 = -21045943.910236 nChanged 5 SP:Iteration 23Q (9148.560000 sec): 3 clusters Score: Raw -21051749.652069 + Penalty 5795.452408 = -21045954.199661 nChanged 7 SP:Iteration 24Q (9148.890000 sec): 3 clusters Score: Raw -21051760.381014 + Penalty 5795.452408 = -21045964.928606 nChanged 5 SP:Iteration 25Q (9149.240000 sec): 3 clusters Score: Raw -21051768.866417 + Penalty 5795.452408 = -21045973.414009 nChanged 2 SP:Iteration 26Q (9149.580000 sec): 3 clusters Score: Raw -21051773.907544 + Penalty 5795.452408 = -21045978.455136 nChanged 2 SP:Iteration 27Q (9149.910000 sec): 3 clusters Score: Raw -21051777.430337 + Penalty 5795.452408 = -21045981.977930 nChanged 1 SP:Iteration 28Q (9150.250000 sec): 3 clusters Score: Raw -21051778.222118 + Penalty 5795.452408 = -21045982.769710 nChanged 1 SP:Iteration 29Q (9150.580000 sec): 3 clusters Score: Raw -21051779.001710 + Penalty 5795.452408 = -21045983.549302 nChanged 0 SP:Iteration 30F (9151.060000 sec): 3 clusters Score: Raw -21051779.001710 + Penalty 5795.452408 = -21045983.549302 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9151.120000 sec): 2 clusters Score: Raw -400213.745694 + Penalty 1940.957898 = -398272.787797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9151.120000 sec): 3 clusters Score: Raw -399201.114939 + Penalty 3881.915795 = -395319.199143 nChanged 817 SP:Iteration 1F (9151.140000 sec): 3 clusters Score: Raw -399825.184535 + Penalty 3881.915795 = -395943.268740 nChanged 239 SP:Iteration 2F (9151.150000 sec): 3 clusters Score: Raw -400073.023512 + Penalty 3881.915795 = -396191.107716 nChanged 169 SP:Iteration 3F (9151.160000 sec): 3 clusters Score: Raw -400240.601067 + Penalty 3881.915795 = -396358.685271 nChanged 118 SP:Iteration 4Q (9151.170000 sec): 3 clusters Score: Raw -400368.018470 + Penalty 3881.915795 = -396486.102675 nChanged 104 SP:Iteration 5Q (9151.180000 sec): 3 clusters Score: Raw -400487.955893 + Penalty 3881.915795 = -396606.040098 nChanged 86 SP:Iteration 6Q (9151.190000 sec): 3 clusters Score: Raw -400582.528974 + Penalty 3881.915795 = -396700.613179 nChanged 79 SP:Iteration 7Q (9151.200000 sec): 3 clusters Score: Raw -400657.678629 + Penalty 3881.915795 = -396775.762833 nChanged 67 SP:Iteration 8Q (9151.210000 sec): 3 clusters Score: Raw -400717.941682 + Penalty 3881.915795 = -396836.025887 nChanged 51 SP:Iteration 9Q (9151.220000 sec): 3 clusters Score: Raw -400764.436947 + Penalty 3881.915795 = -396882.521151 nChanged 43 SP:Iteration 10Q (9151.230000 sec): 3 clusters Score: Raw -400808.697289 + Penalty 3881.915795 = -396926.781494 nChanged 52 SP:Iteration 11Q (9151.240000 sec): 3 clusters Score: Raw -400873.702107 + Penalty 3881.915795 = -396991.786312 nChanged 55 SP:Iteration 12Q (9151.240000 sec): 3 clusters Score: Raw -400924.425755 + Penalty 3881.915795 = -397042.509959 nChanged 31 SP:Iteration 13Q (9151.260000 sec): 3 clusters Score: Raw -400959.430853 + Penalty 3881.915795 = -397077.515057 nChanged 34 SP:Iteration 14Q (9151.260000 sec): 3 clusters Score: Raw -400991.097876 + Penalty 3881.915795 = -397109.182081 nChanged 22 SP:Iteration 15Q (9151.270000 sec): 3 clusters Score: Raw -401010.018174 + Penalty 3881.915795 = -397128.102379 nChanged 21 SP:Iteration 16Q (9151.280000 sec): 3 clusters Score: Raw -401026.053536 + Penalty 3881.915795 = -397144.137741 nChanged 14 SP:Iteration 17Q (9151.290000 sec): 3 clusters Score: Raw -401033.686196 + Penalty 3881.915795 = -397151.770401 nChanged 10 SP:Iteration 18Q (9151.300000 sec): 3 clusters Score: Raw -401039.419844 + Penalty 3881.915795 = -397157.504049 nChanged 10 SP:Iteration 19Q (9151.310000 sec): 3 clusters Score: Raw -401044.972813 + Penalty 3881.915795 = -397163.057018 nChanged 1 SP:Iteration 20F (9151.320000 sec): 3 clusters Score: Raw -401045.174506 + Penalty 3881.915795 = -397163.258711 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9151.330000 sec): 2 clusters Score: Raw -20649.545292 + Penalty 1275.132562 = -19374.412730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9151.330000 sec): 3 clusters Score: Raw -20984.597095 + Penalty 2550.265124 = -18434.331971 nChanged 20 SP:Iteration 1F (9151.330000 sec): 3 clusters Score: Raw -21087.528500 + Penalty 2550.265124 = -18537.263376 nChanged 3 SP:Iteration 2Q (9151.330000 sec): 3 clusters Score: Raw -21104.441060 + Penalty 2550.265124 = -18554.175936 nChanged 3 SP:Iteration 3Q (9151.330000 sec): 3 clusters Score: Raw -21117.490657 + Penalty 2550.265124 = -18567.225533 nChanged 1 SP:Iteration 4Q (9151.330000 sec): 3 clusters Score: Raw -21122.811489 + Penalty 2550.265124 = -18572.546365 nChanged 0 SP:Iteration 5F (9151.330000 sec): 3 clusters Score: Raw -21122.811489 + Penalty 2550.265124 = -18572.546365 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9151.340000 sec): 2 clusters Score: Raw -89202.065445 + Penalty 1578.884671 = -87623.180774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9151.340000 sec): 3 clusters Score: Raw -89227.434837 + Penalty 3157.769342 = -86069.665494 nChanged 119 SP:Iteration 1F (9151.350000 sec): 3 clusters Score: Raw -89418.349228 + Penalty 3157.769342 = -86260.579886 nChanged 30 SP:Iteration 2F (9151.350000 sec): 3 clusters Score: Raw -89492.679804 + Penalty 3157.769342 = -86334.910462 nChanged 16 SP:Iteration 3Q (9151.350000 sec): 3 clusters Score: Raw -89532.193551 + Penalty 3157.769342 = -86374.424209 nChanged 5 SP:Iteration 4Q (9151.350000 sec): 3 clusters Score: Raw -89545.214018 + Penalty 3157.769342 = -86387.444676 nChanged 2 SP:Iteration 5Q (9151.360000 sec): 3 clusters Score: Raw -89550.904115 + Penalty 3157.769342 = -86393.134773 nChanged 1 SP:Iteration 6Q (9151.360000 sec): 3 clusters Score: Raw -89552.379637 + Penalty 3157.769342 = -86394.610295 nChanged 1 SP:Iteration 7Q (9151.360000 sec): 3 clusters Score: Raw -89555.185979 + Penalty 3157.769342 = -86397.416637 nChanged 0 SP:Iteration 8F (9151.360000 sec): 3 clusters Score: Raw -89555.185979 + Penalty 3157.769342 = -86397.416637 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1331250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9157.380000 sec): 2 clusters Score: Raw -233044300.518185 + Penalty 3497.203969 = -233040803.314216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9162.880000 sec): 3 clusters Score: Raw -232142252.900200 + Penalty 6994.407939 = -232135258.492262 nChanged 655504 SP:Iteration 1F (9168.330000 sec): 3 clusters Score: Raw -232543909.532085 + Penalty 6994.407939 = -232536915.124146 nChanged 32605 SP:Iteration 2Q (9173.920000 sec): 3 clusters Score: Raw -232550737.362069 + Penalty 6994.407939 = -232543742.954130 nChanged 39765 SP:Iteration 3Q (9179.490000 sec): 3 clusters Score: Raw -232561490.938823 + Penalty 6994.407939 = -232554496.530884 nChanged 51009 SP:Iteration 4Q (9185.110000 sec): 3 clusters Score: Raw -232579586.728856 + Penalty 6994.407939 = -232572592.320917 nChanged 65729 SP:Iteration 5Q (9190.700000 sec): 3 clusters Score: Raw -232610305.820131 + Penalty 6994.407939 = -232603311.412193 nChanged 83648 SP:Iteration 6F (9196.160000 sec): 3 clusters Score: Raw -232660567.103490 + Penalty 6994.407939 = -232653572.695551 nChanged 98254 SP:Iteration 7F (9201.600000 sec): 3 clusters Score: Raw -232731950.144568 + Penalty 6994.407939 = -232724955.736629 nChanged 102257 SP:Iteration 8F (9207.040000 sec): 3 clusters Score: Raw -232816665.648089 + Penalty 6994.407939 = -232809671.240150 nChanged 91811 SP:Iteration 9F (9212.450000 sec): 3 clusters Score: Raw -232899465.261276 + Penalty 6994.407939 = -232892470.853337 nChanged 69378 SP:Iteration 10F (9217.860000 sec): 3 clusters Score: Raw -232966456.359267 + Penalty 6994.407939 = -232959461.951329 nChanged 42654 SP:Iteration 11Q (9222.820000 sec): 3 clusters Score: Raw -233008843.183225 + Penalty 6994.407939 = -233001848.775286 nChanged 20752 SP:Iteration 12Q (9227.150000 sec): 3 clusters Score: Raw -233029047.078721 + Penalty 6994.407939 = -233022052.670782 nChanged 9109 SP:Iteration 13Q (9231.130000 sec): 3 clusters Score: Raw -233037281.492347 + Penalty 6994.407939 = -233030287.084408 nChanged 4607 SP:Iteration 14Q (9234.970000 sec): 3 clusters Score: Raw -233040820.887056 + Penalty 6994.407939 = -233033826.479117 nChanged 2634 SP:Iteration 15Q (9238.760000 sec): 3 clusters Score: Raw -233042560.013561 + Penalty 6994.407939 = -233035565.605622 nChanged 1620 SP:Iteration 16Q (9242.520000 sec): 3 clusters Score: Raw -233043459.239669 + Penalty 6994.407939 = -233036464.831731 nChanged 1100 SP:Iteration 17Q (9246.270000 sec): 3 clusters Score: Raw -233044017.900259 + Penalty 6994.407939 = -233037023.492320 nChanged 821 SP:Iteration 18Q (9250.020000 sec): 3 clusters Score: Raw -233044375.950752 + Penalty 6994.407939 = -233037381.542813 nChanged 639 SP:Iteration 19Q (9253.760000 sec): 3 clusters Score: Raw -233044626.307636 + Penalty 6994.407939 = -233037631.899697 nChanged 468 SP:Iteration 20F (9259.100000 sec): 3 clusters Score: Raw -233044783.217882 + Penalty 6994.407939 = -233037788.809944 nChanged 357 SP:Iteration 21Q (9262.830000 sec): 3 clusters Score: Raw -233044886.388704 + Penalty 6994.407939 = -233037891.980765 nChanged 296 SP:Iteration 22Q (9266.550000 sec): 3 clusters Score: Raw -233044976.336654 + Penalty 6994.407939 = -233037981.928715 nChanged 252 SP:Iteration 23Q (9270.300000 sec): 3 clusters Score: Raw -233045045.347038 + Penalty 6994.407939 = -233038050.939099 nChanged 189 SP:Iteration 24Q (9274.030000 sec): 3 clusters Score: Raw -233045092.063450 + Penalty 6994.407939 = -233038097.655512 nChanged 139 SP:Iteration 25Q (9277.750000 sec): 3 clusters Score: Raw -233045122.691751 + Penalty 6994.407939 = -233038128.283812 nChanged 114 SP:Iteration 26Q (9281.490000 sec): 3 clusters Score: Raw -233045149.975234 + Penalty 6994.407939 = -233038155.567295 nChanged 102 SP:Iteration 27Q (9285.200000 sec): 3 clusters Score: Raw -233045171.638234 + Penalty 6994.407939 = -233038177.230295 nChanged 79 SP:Iteration 28Q (9288.920000 sec): 3 clusters Score: Raw -233045187.930907 + Penalty 6994.407939 = -233038193.522969 nChanged 65 SP:Iteration 29Q (9292.650000 sec): 3 clusters Score: Raw -233045200.634701 + Penalty 6994.407939 = -233038206.226762 nChanged 55 SP:Iteration 30Q (9296.370000 sec): 3 clusters Score: Raw -233045210.655200 + Penalty 6994.407939 = -233038216.247262 nChanged 41 SP:Iteration 31Q (9300.110000 sec): 3 clusters Score: Raw -233045218.158261 + Penalty 6994.407939 = -233038223.750322 nChanged 35 SP:Iteration 32Q (9303.860000 sec): 3 clusters Score: Raw -233045224.006902 + Penalty 6994.407939 = -233038229.598964 nChanged 28 SP:Iteration 33Q (9307.580000 sec): 3 clusters Score: Raw -233045229.100287 + Penalty 6994.407939 = -233038234.692348 nChanged 26 SP:Iteration 34Q (9311.300000 sec): 3 clusters Score: Raw -233045233.306007 + Penalty 6994.407939 = -233038238.898068 nChanged 18 SP:Iteration 35Q (9315.020000 sec): 3 clusters Score: Raw -233045235.902104 + Penalty 6994.407939 = -233038241.494166 nChanged 24 SP:Iteration 36Q (9318.730000 sec): 3 clusters Score: Raw -233045239.833759 + Penalty 6994.407939 = -233038245.425820 nChanged 25 SP:Iteration 37Q (9322.470000 sec): 3 clusters Score: Raw -233045244.076539 + Penalty 6994.407939 = -233038249.668601 nChanged 19 SP:Iteration 38Q (9326.190000 sec): 3 clusters Score: Raw -233045247.039746 + Penalty 6994.407939 = -233038252.631807 nChanged 22 SP:Iteration 39Q (9329.900000 sec): 3 clusters Score: Raw -233045250.542905 + Penalty 6994.407939 = -233038256.134967 nChanged 25 SP:Iteration 40F (9335.250000 sec): 3 clusters Score: Raw -233045254.945307 + Penalty 6994.407939 = -233038260.537369 nChanged 25 SP:Iteration 41Q (9338.960000 sec): 3 clusters Score: Raw -233045258.697515 + Penalty 6994.407939 = -233038264.289577 nChanged 16 SP:Iteration 42Q (9342.670000 sec): 3 clusters Score: Raw -233045261.813612 + Penalty 6994.407939 = -233038267.405673 nChanged 14 SP:Iteration 43Q (9346.400000 sec): 3 clusters Score: Raw -233045263.707535 + Penalty 6994.407939 = -233038269.299596 nChanged 9 SP:Iteration 44Q (9350.110000 sec): 3 clusters Score: Raw -233045265.072706 + Penalty 6994.407939 = -233038270.664768 nChanged 8 SP:Iteration 45Q (9353.830000 sec): 3 clusters Score: Raw -233045266.091134 + Penalty 6994.407939 = -233038271.683195 nChanged 6 SP:Iteration 46Q (9357.560000 sec): 3 clusters Score: Raw -233045266.777880 + Penalty 6994.407939 = -233038272.369941 nChanged 6 SP:Iteration 47Q (9361.280000 sec): 3 clusters Score: Raw -233045267.496400 + Penalty 6994.407939 = -233038273.088461 nChanged 7 SP:Iteration 48Q (9365.000000 sec): 3 clusters Score: Raw -233045268.044618 + Penalty 6994.407939 = -233038273.636679 nChanged 4 SP:Iteration 49Q (9368.720000 sec): 3 clusters Score: Raw -233045268.601381 + Penalty 6994.407939 = -233038274.193442 nChanged 6 SP:Iteration 50Q (9372.680000 sec): 3 clusters Score: Raw -233045269.454258 + Penalty 6994.407939 = -233038275.046320 nChanged 5 SP:Iteration 51Q (9376.410000 sec): 3 clusters Score: Raw -233045270.115460 + Penalty 6994.407939 = -233038275.707521 nChanged 5 SP:Iteration 52Q (9380.140000 sec): 3 clusters Score: Raw -233045270.924427 + Penalty 6994.407939 = -233038276.516489 nChanged 6 SP:Iteration 53Q (9383.860000 sec): 3 clusters Score: Raw -233045271.814596 + Penalty 6994.407939 = -233038277.406657 nChanged 7 SP:Iteration 54Q (9387.590000 sec): 3 clusters Score: Raw -233045273.029026 + Penalty 6994.407939 = -233038278.621087 nChanged 11 SP:Iteration 55Q (9391.320000 sec): 3 clusters Score: Raw -233045274.839072 + Penalty 6994.407939 = -233038280.431134 nChanged 8 SP:Iteration 56Q (9395.040000 sec): 3 clusters Score: Raw -233045275.862628 + Penalty 6994.407939 = -233038281.454689 nChanged 9 SP:Iteration 57Q (9398.790000 sec): 3 clusters Score: Raw -233045277.106023 + Penalty 6994.407939 = -233038282.698084 nChanged 7 SP:Iteration 58Q (9402.530000 sec): 3 clusters Score: Raw -233045278.205170 + Penalty 6994.407939 = -233038283.797231 nChanged 4 SP:Iteration 59Q (9406.260000 sec): 3 clusters Score: Raw -233045278.780654 + Penalty 6994.407939 = -233038284.372716 nChanged 4 SP:Iteration 60F (9411.630000 sec): 3 clusters Score: Raw -233045279.277572 + Penalty 6994.407939 = -233038284.869633 nChanged 3 SP:Iteration 61Q (9415.350000 sec): 3 clusters Score: Raw -233045279.614516 + Penalty 6994.407939 = -233038285.206578 nChanged 2 SP:Iteration 62Q (9419.080000 sec): 3 clusters Score: Raw -233045279.730376 + Penalty 6994.407939 = -233038285.322438 nChanged 0 SP:Iteration 63F (9424.450000 sec): 3 clusters Score: Raw -233045279.730376 + Penalty 6994.407939 = -233038285.322438 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9425.000000 sec): 2 clusters Score: Raw -1546446.463669 + Penalty 2262.242663 = -1544184.221006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9425.040000 sec): 3 clusters Score: Raw -1541521.658473 + Penalty 4524.485326 = -1536997.173147 nChanged 3750 SP:Iteration 1F (9425.070000 sec): 3 clusters Score: Raw -1543627.865060 + Penalty 4524.485326 = -1539103.379734 nChanged 666 SP:Iteration 2F (9425.110000 sec): 3 clusters Score: Raw -1544044.401552 + Penalty 4524.485326 = -1539519.916226 nChanged 622 SP:Iteration 3F (9425.150000 sec): 3 clusters Score: Raw -1544477.694897 + Penalty 4524.485326 = -1539953.209572 nChanged 585 SP:Iteration 4F (9425.180000 sec): 3 clusters Score: Raw -1544934.221550 + Penalty 4524.485326 = -1540409.736224 nChanged 568 SP:Iteration 5F (9425.210000 sec): 3 clusters Score: Raw -1545363.278416 + Penalty 4524.485326 = -1540838.793090 nChanged 539 SP:Iteration 6F (9425.250000 sec): 3 clusters Score: Raw -1545742.280185 + Penalty 4524.485326 = -1541217.794859 nChanged 440 SP:Iteration 7Q (9425.290000 sec): 3 clusters Score: Raw -1546049.145957 + Penalty 4524.485326 = -1541524.660632 nChanged 369 SP:Iteration 8Q (9425.320000 sec): 3 clusters Score: Raw -1546302.448736 + Penalty 4524.485326 = -1541777.963411 nChanged 307 SP:Iteration 9Q (9425.360000 sec): 3 clusters Score: Raw -1546492.539883 + Penalty 4524.485326 = -1541968.054558 nChanged 227 SP:Iteration 10Q (9425.390000 sec): 3 clusters Score: Raw -1546626.189739 + Penalty 4524.485326 = -1542101.704414 nChanged 192 SP:Iteration 11Q (9425.430000 sec): 3 clusters Score: Raw -1546728.595714 + Penalty 4524.485326 = -1542204.110388 nChanged 128 SP:Iteration 12Q (9425.470000 sec): 3 clusters Score: Raw -1546789.771649 + Penalty 4524.485326 = -1542265.286324 nChanged 105 SP:Iteration 13Q (9425.500000 sec): 3 clusters Score: Raw -1546832.797541 + Penalty 4524.485326 = -1542308.312216 nChanged 69 SP:Iteration 14Q (9425.530000 sec): 3 clusters Score: Raw -1546864.952703 + Penalty 4524.485326 = -1542340.467377 nChanged 76 SP:Iteration 15Q (9425.570000 sec): 3 clusters Score: Raw -1546903.008684 + Penalty 4524.485326 = -1542378.523358 nChanged 67 SP:Iteration 16Q (9425.600000 sec): 3 clusters Score: Raw -1546930.376929 + Penalty 4524.485326 = -1542405.891603 nChanged 56 SP:Iteration 17Q (9425.640000 sec): 3 clusters Score: Raw -1546954.697236 + Penalty 4524.485326 = -1542430.211910 nChanged 49 SP:Iteration 18Q (9425.670000 sec): 3 clusters Score: Raw -1546972.255965 + Penalty 4524.485326 = -1542447.770639 nChanged 36 SP:Iteration 19Q (9425.700000 sec): 3 clusters Score: Raw -1546982.796460 + Penalty 4524.485326 = -1542458.311134 nChanged 28 SP:Iteration 20F (9425.740000 sec): 3 clusters Score: Raw -1546991.058941 + Penalty 4524.485326 = -1542466.573615 nChanged 22 SP:Iteration 21Q (9425.770000 sec): 3 clusters Score: Raw -1546997.101473 + Penalty 4524.485326 = -1542472.616147 nChanged 19 SP:Iteration 22Q (9425.800000 sec): 3 clusters Score: Raw -1547002.648577 + Penalty 4524.485326 = -1542478.163251 nChanged 17 SP:Iteration 23Q (9425.830000 sec): 3 clusters Score: Raw -1547006.992553 + Penalty 4524.485326 = -1542482.507227 nChanged 18 SP:Iteration 24Q (9425.870000 sec): 3 clusters Score: Raw -1547010.418232 + Penalty 4524.485326 = -1542485.932906 nChanged 18 SP:Iteration 25Q (9425.900000 sec): 3 clusters Score: Raw -1547014.853659 + Penalty 4524.485326 = -1542490.368333 nChanged 15 SP:Iteration 26Q (9425.930000 sec): 3 clusters Score: Raw -1547018.994062 + Penalty 4524.485326 = -1542494.508737 nChanged 10 SP:Iteration 27Q (9425.960000 sec): 3 clusters Score: Raw -1547022.382750 + Penalty 4524.485326 = -1542497.897425 nChanged 14 SP:Iteration 28Q (9425.990000 sec): 3 clusters Score: Raw -1547026.579460 + Penalty 4524.485326 = -1542502.094134 nChanged 13 SP:Iteration 29Q (9426.030000 sec): 3 clusters Score: Raw -1547029.399152 + Penalty 4524.485326 = -1542504.913826 nChanged 9 SP:Iteration 30Q (9426.060000 sec): 3 clusters Score: Raw -1547031.173107 + Penalty 4524.485326 = -1542506.687782 nChanged 5 SP:Iteration 31Q (9426.090000 sec): 3 clusters Score: Raw -1547032.231988 + Penalty 4524.485326 = -1542507.746663 nChanged 2 SP:Iteration 32Q (9426.120000 sec): 3 clusters Score: Raw -1547032.774353 + Penalty 4524.485326 = -1542508.289027 nChanged 4 SP:Iteration 33Q (9426.150000 sec): 3 clusters Score: Raw -1547034.657971 + Penalty 4524.485326 = -1542510.172645 nChanged 9 SP:Iteration 34Q (9426.190000 sec): 3 clusters Score: Raw -1547037.191688 + Penalty 4524.485326 = -1542512.706362 nChanged 8 SP:Iteration 35Q (9426.220000 sec): 3 clusters Score: Raw -1547038.821704 + Penalty 4524.485326 = -1542514.336379 nChanged 5 SP:Iteration 36Q (9426.250000 sec): 3 clusters Score: Raw -1547039.742313 + Penalty 4524.485326 = -1542515.256987 nChanged 6 SP:Iteration 37Q (9426.280000 sec): 3 clusters Score: Raw -1547040.962826 + Penalty 4524.485326 = -1542516.477500 nChanged 5 SP:Iteration 38Q (9426.310000 sec): 3 clusters Score: Raw -1547042.018660 + Penalty 4524.485326 = -1542517.533334 nChanged 3 SP:Iteration 39Q (9426.350000 sec): 3 clusters Score: Raw -1547042.854952 + Penalty 4524.485326 = -1542518.369626 nChanged 6 SP:Iteration 40F (9426.380000 sec): 3 clusters Score: Raw -1547044.712035 + Penalty 4524.485326 = -1542520.226709 nChanged 5 SP:Iteration 41Q (9426.410000 sec): 3 clusters Score: Raw -1547045.464298 + Penalty 4524.485326 = -1542520.978973 nChanged 2 SP:Iteration 42Q (9426.450000 sec): 3 clusters Score: Raw -1547046.033430 + Penalty 4524.485326 = -1542521.548104 nChanged 1 SP:Iteration 43Q (9426.480000 sec): 3 clusters Score: Raw -1547046.540403 + Penalty 4524.485326 = -1542522.055077 nChanged 1 SP:Iteration 44Q (9426.510000 sec): 3 clusters Score: Raw -1547046.742938 + Penalty 4524.485326 = -1542522.257612 nChanged 3 SP:Iteration 45Q (9426.540000 sec): 3 clusters Score: Raw -1547047.368290 + Penalty 4524.485326 = -1542522.882964 nChanged 4 SP:Iteration 46Q (9426.570000 sec): 3 clusters Score: Raw -1547047.958557 + Penalty 4524.485326 = -1542523.473231 nChanged 6 SP:Iteration 47Q (9426.610000 sec): 3 clusters Score: Raw -1547049.221708 + Penalty 4524.485326 = -1542524.736382 nChanged 2 SP:Iteration 48Q (9426.630000 sec): 3 clusters Score: Raw -1547049.748407 + Penalty 4524.485326 = -1542525.263082 nChanged 0 SP:Iteration 49F (9426.670000 sec): 3 clusters Score: Raw -1547049.748407 + Penalty 4524.485326 = -1542525.263082 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9426.690000 sec): 2 clusters Score: Raw -217050.244647 + Penalty 1787.549248 = -215262.695399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9426.690000 sec): 3 clusters Score: Raw -216646.417891 + Penalty 3575.098496 = -213071.319395 nChanged 386 SP:Iteration 1F (9426.700000 sec): 3 clusters Score: Raw -217001.587174 + Penalty 3575.098496 = -213426.488678 nChanged 96 SP:Iteration 2F (9426.700000 sec): 3 clusters Score: Raw -217135.372219 + Penalty 3575.098496 = -213560.273723 nChanged 74 SP:Iteration 3F (9426.710000 sec): 3 clusters Score: Raw -217236.932681 + Penalty 3575.098496 = -213661.834185 nChanged 50 SP:Iteration 4Q (9426.710000 sec): 3 clusters Score: Raw -217306.424432 + Penalty 3575.098496 = -213731.325936 nChanged 37 SP:Iteration 5Q (9426.720000 sec): 3 clusters Score: Raw -217356.012185 + Penalty 3575.098496 = -213780.913689 nChanged 19 SP:Iteration 6Q (9426.730000 sec): 3 clusters Score: Raw -217379.260268 + Penalty 3575.098496 = -213804.161772 nChanged 21 SP:Iteration 7Q (9426.730000 sec): 3 clusters Score: Raw -217406.623471 + Penalty 3575.098496 = -213831.524975 nChanged 16 SP:Iteration 8Q (9426.730000 sec): 3 clusters Score: Raw -217423.279417 + Penalty 3575.098496 = -213848.180921 nChanged 12 SP:Iteration 9Q (9426.740000 sec): 3 clusters Score: Raw -217434.925190 + Penalty 3575.098496 = -213859.826694 nChanged 9 SP:Iteration 10Q (9426.750000 sec): 3 clusters Score: Raw -217448.021653 + Penalty 3575.098496 = -213872.923157 nChanged 11 SP:Iteration 11Q (9426.750000 sec): 3 clusters Score: Raw -217457.982342 + Penalty 3575.098496 = -213882.883846 nChanged 2 SP:Iteration 12Q (9426.750000 sec): 3 clusters Score: Raw -217460.378445 + Penalty 3575.098496 = -213885.279949 nChanged 2 SP:Iteration 13Q (9426.760000 sec): 3 clusters Score: Raw -217461.337984 + Penalty 3575.098496 = -213886.239487 nChanged 1 SP:Iteration 14Q (9426.770000 sec): 3 clusters Score: Raw -217462.427597 + Penalty 3575.098496 = -213887.329100 nChanged 4 SP:Iteration 15Q (9426.770000 sec): 3 clusters Score: Raw -217466.585601 + Penalty 3575.098496 = -213891.487105 nChanged 6 SP:Iteration 16Q (9426.780000 sec): 3 clusters Score: Raw -217472.994093 + Penalty 3575.098496 = -213897.895597 nChanged 4 SP:Iteration 17Q (9426.780000 sec): 3 clusters Score: Raw -217475.486571 + Penalty 3575.098496 = -213900.388074 nChanged 0 SP:Iteration 18F (9426.790000 sec): 3 clusters Score: Raw -217475.486571 + Penalty 3575.098496 = -213900.388074 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9426.790000 sec): 2 clusters Score: Raw -60656.145864 + Penalty 1521.082715 = -59135.063149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9426.800000 sec): 3 clusters Score: Raw -60805.229071 + Penalty 3042.165429 = -57763.063642 nChanged 95 SP:Iteration 1F (9426.800000 sec): 3 clusters Score: Raw -61075.233709 + Penalty 3042.165429 = -58033.068280 nChanged 33 SP:Iteration 2F (9426.800000 sec): 3 clusters Score: Raw -61195.645534 + Penalty 3042.165429 = -58153.480105 nChanged 19 SP:Iteration 3Q (9426.800000 sec): 3 clusters Score: Raw -61284.826526 + Penalty 3042.165429 = -58242.661096 nChanged 19 SP:Iteration 4Q (9426.810000 sec): 3 clusters Score: Raw -61386.902981 + Penalty 3042.165429 = -58344.737551 nChanged 11 SP:Iteration 5Q (9426.810000 sec): 3 clusters Score: Raw -61445.972985 + Penalty 3042.165429 = -58403.807556 nChanged 12 SP:Iteration 6Q (9426.810000 sec): 3 clusters Score: Raw -61541.408636 + Penalty 3042.165429 = -58499.243207 nChanged 13 SP:Iteration 7Q (9426.810000 sec): 3 clusters Score: Raw -61627.449732 + Penalty 3042.165429 = -58585.284303 nChanged 11 SP:Iteration 8Q (9426.810000 sec): 3 clusters Score: Raw -61682.739937 + Penalty 3042.165429 = -58640.574508 nChanged 6 SP:Iteration 9Q (9426.810000 sec): 3 clusters Score: Raw -61707.038926 + Penalty 3042.165429 = -58664.873497 nChanged 7 SP:Iteration 10Q (9426.810000 sec): 3 clusters Score: Raw -61737.938553 + Penalty 3042.165429 = -58695.773124 nChanged 10 SP:Iteration 11Q (9426.810000 sec): 3 clusters Score: Raw -61796.973233 + Penalty 3042.165429 = -58754.807804 nChanged 4 SP:Iteration 12Q (9426.820000 sec): 3 clusters Score: Raw -61813.037423 + Penalty 3042.165429 = -58770.871994 nChanged 4 SP:Iteration 13Q (9426.820000 sec): 3 clusters Score: Raw -61828.873535 + Penalty 3042.165429 = -58786.708106 nChanged 2 SP:Iteration 14Q (9426.820000 sec): 3 clusters Score: Raw -61839.772452 + Penalty 3042.165429 = -58797.607023 nChanged 1 SP:Iteration 15Q (9426.820000 sec): 3 clusters Score: Raw -61842.924740 + Penalty 3042.165429 = -58800.759311 nChanged 2 SP:Iteration 16Q (9426.820000 sec): 3 clusters Score: Raw -61848.559402 + Penalty 3042.165429 = -58806.393973 nChanged 1 SP:Iteration 17Q (9426.830000 sec): 3 clusters Score: Raw -61849.872076 + Penalty 3042.165429 = -58807.706647 nChanged 0 SP:Iteration 18F (9426.830000 sec): 3 clusters Score: Raw -61849.872076 + Penalty 3042.165429 = -58807.706647 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9426.830000 sec): 2 clusters Score: Raw -31084.811633 + Penalty 1337.619631 = -29747.192002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9426.830000 sec): 3 clusters Score: Raw -31299.303545 + Penalty 2675.239263 = -28624.064282 nChanged 17 SP:Iteration 1F (9426.830000 sec): 3 clusters Score: Raw -31390.081847 + Penalty 2675.239263 = -28714.842584 nChanged 6 SP:Iteration 2Q (9426.840000 sec): 3 clusters Score: Raw -31414.231627 + Penalty 2675.239263 = -28738.992364 nChanged 3 SP:Iteration 3Q (9426.840000 sec): 3 clusters Score: Raw -31429.200414 + Penalty 2675.239263 = -28753.961151 nChanged 3 SP:Iteration 4Q (9426.840000 sec): 3 clusters Score: Raw -31443.874297 + Penalty 2675.239263 = -28768.635034 nChanged 0 SP:Iteration 5F (9426.840000 sec): 3 clusters Score: Raw -31443.874297 + Penalty 2675.239263 = -28768.635034 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9426.850000 sec): 2 clusters Score: Raw -69475.663755 + Penalty 1530.063462 = -67945.600293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9426.850000 sec): 3 clusters Score: Raw -69586.372004 + Penalty 3060.126923 = -66526.245081 nChanged 98 SP:Iteration 1F (9426.850000 sec): 3 clusters Score: Raw -69883.718609 + Penalty 3060.126923 = -66823.591685 nChanged 36 SP:Iteration 2F (9426.850000 sec): 3 clusters Score: Raw -70031.018342 + Penalty 3060.126923 = -66970.891419 nChanged 29 SP:Iteration 3F (9426.850000 sec): 3 clusters Score: Raw -70171.658904 + Penalty 3060.126923 = -67111.531980 nChanged 23 SP:Iteration 4Q (9426.860000 sec): 3 clusters Score: Raw -70320.788100 + Penalty 3060.126923 = -67260.661177 nChanged 13 SP:Iteration 5Q (9426.860000 sec): 3 clusters Score: Raw -70379.854980 + Penalty 3060.126923 = -67319.728057 nChanged 10 SP:Iteration 6Q (9426.860000 sec): 3 clusters Score: Raw -70433.352452 + Penalty 3060.126923 = -67373.225529 nChanged 12 SP:Iteration 7Q (9426.860000 sec): 3 clusters Score: Raw -70511.464281 + Penalty 3060.126923 = -67451.337358 nChanged 16 SP:Iteration 8Q (9426.860000 sec): 3 clusters Score: Raw -70624.567947 + Penalty 3060.126923 = -67564.441024 nChanged 10 SP:Iteration 9Q (9426.870000 sec): 3 clusters Score: Raw -70706.822144 + Penalty 3060.126923 = -67646.695220 nChanged 10 SP:Iteration 10Q (9426.870000 sec): 3 clusters Score: Raw -70771.460890 + Penalty 3060.126923 = -67711.333967 nChanged 11 SP:Iteration 11Q (9426.870000 sec): 3 clusters Score: Raw -70881.993291 + Penalty 3060.126923 = -67821.866367 nChanged 10 SP:Iteration 12Q (9426.870000 sec): 3 clusters Score: Raw -70965.831200 + Penalty 3060.126923 = -67905.704277 nChanged 13 SP:Iteration 13Q (9426.870000 sec): 3 clusters Score: Raw -71171.219288 + Penalty 3060.126923 = -68111.092364 nChanged 8 SP:Iteration 14Q (9426.870000 sec): 3 clusters Score: Raw -71301.826925 + Penalty 3060.126923 = -68241.700002 nChanged 9 SP:Iteration 15Q (9426.870000 sec): 3 clusters Score: Raw -71408.796896 + Penalty 3060.126923 = -68348.669972 nChanged 3 SP:Iteration 16Q (9426.870000 sec): 3 clusters Score: Raw -71436.507345 + Penalty 3060.126923 = -68376.380422 nChanged 5 SP:Iteration 17Q (9426.880000 sec): 3 clusters Score: Raw -71462.515663 + Penalty 3060.126923 = -68402.388739 nChanged 3 SP:Iteration 18Q (9426.880000 sec): 3 clusters Score: Raw -71480.519997 + Penalty 3060.126923 = -68420.393074 nChanged 4 SP:Iteration 19Q (9426.880000 sec): 3 clusters Score: Raw -71525.332712 + Penalty 3060.126923 = -68465.205789 nChanged 2 SP:Iteration 20F (9426.880000 sec): 3 clusters Score: Raw -71575.303736 + Penalty 3060.126923 = -68515.176812 nChanged 7 SP:Iteration 21Q (9426.880000 sec): 3 clusters Score: Raw -71711.539976 + Penalty 3060.126923 = -68651.413053 nChanged 2 SP:Iteration 22Q (9426.890000 sec): 3 clusters Score: Raw -71799.330220 + Penalty 3060.126923 = -68739.203297 nChanged 2 SP:Iteration 23Q (9426.890000 sec): 3 clusters Score: Raw -71822.424754 + Penalty 3060.126923 = -68762.297831 nChanged 1 SP:Iteration 24Q (9426.890000 sec): 3 clusters Score: Raw -71832.467695 + Penalty 3060.126923 = -68772.340771 nChanged 1 SP:Iteration 25Q (9426.890000 sec): 3 clusters Score: Raw -71836.430985 + Penalty 3060.126923 = -68776.304062 nChanged 0 SP:Iteration 26F (9426.890000 sec): 3 clusters Score: Raw -71836.430985 + Penalty 3060.126923 = -68776.304062 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (3966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9426.920000 sec): 2 clusters Score: Raw -627602.730265 + Penalty 2054.807301 = -625547.922965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9426.940000 sec): 3 clusters Score: Raw -625860.136628 + Penalty 4109.614601 = -621750.522026 nChanged 1469 SP:Iteration 1F (9426.950000 sec): 3 clusters Score: Raw -626913.585272 + Penalty 4109.614601 = -622803.970671 nChanged 363 SP:Iteration 2F (9426.970000 sec): 3 clusters Score: Raw -627234.362679 + Penalty 4109.614601 = -623124.748078 nChanged 247 SP:Iteration 3F (9426.990000 sec): 3 clusters Score: Raw -627470.439148 + Penalty 4109.614601 = -623360.824547 nChanged 219 SP:Iteration 4F (9427.010000 sec): 3 clusters Score: Raw -627653.937152 + Penalty 4109.614601 = -623544.322551 nChanged 168 SP:Iteration 5Q (9427.020000 sec): 3 clusters Score: Raw -627780.857085 + Penalty 4109.614601 = -623671.242484 nChanged 116 SP:Iteration 6Q (9427.030000 sec): 3 clusters Score: Raw -627849.438388 + Penalty 4109.614601 = -623739.823787 nChanged 88 SP:Iteration 7Q (9427.050000 sec): 3 clusters Score: Raw -627903.959199 + Penalty 4109.614601 = -623794.344597 nChanged 74 SP:Iteration 8Q (9427.070000 sec): 3 clusters Score: Raw -627947.607786 + Penalty 4109.614601 = -623837.993184 nChanged 55 SP:Iteration 9Q (9427.080000 sec): 3 clusters Score: Raw -627985.018599 + Penalty 4109.614601 = -623875.403998 nChanged 60 SP:Iteration 10Q (9427.090000 sec): 3 clusters Score: Raw -628023.396809 + Penalty 4109.614601 = -623913.782208 nChanged 44 SP:Iteration 11Q (9427.110000 sec): 3 clusters Score: Raw -628047.577863 + Penalty 4109.614601 = -623937.963262 nChanged 39 SP:Iteration 12Q (9427.130000 sec): 3 clusters Score: Raw -628068.961170 + Penalty 4109.614601 = -623959.346569 nChanged 40 SP:Iteration 13Q (9427.140000 sec): 3 clusters Score: Raw -628087.272892 + Penalty 4109.614601 = -623977.658291 nChanged 37 SP:Iteration 14Q (9427.150000 sec): 3 clusters Score: Raw -628103.838229 + Penalty 4109.614601 = -623994.223628 nChanged 21 SP:Iteration 15Q (9427.170000 sec): 3 clusters Score: Raw -628112.031238 + Penalty 4109.614601 = -624002.416636 nChanged 17 SP:Iteration 16Q (9427.190000 sec): 3 clusters Score: Raw -628118.037456 + Penalty 4109.614601 = -624008.422855 nChanged 12 SP:Iteration 17Q (9427.200000 sec): 3 clusters Score: Raw -628122.681174 + Penalty 4109.614601 = -624013.066573 nChanged 11 SP:Iteration 18Q (9427.210000 sec): 3 clusters Score: Raw -628128.437041 + Penalty 4109.614601 = -624018.822439 nChanged 10 SP:Iteration 19Q (9427.230000 sec): 3 clusters Score: Raw -628132.829667 + Penalty 4109.614601 = -624023.215066 nChanged 8 SP:Iteration 20F (9427.250000 sec): 3 clusters Score: Raw -628137.410796 + Penalty 4109.614601 = -624027.796195 nChanged 6 SP:Iteration 21Q (9427.260000 sec): 3 clusters Score: Raw -628141.174135 + Penalty 4109.614601 = -624031.559533 nChanged 2 SP:Iteration 22Q (9427.280000 sec): 3 clusters Score: Raw -628142.159374 + Penalty 4109.614601 = -624032.544773 nChanged 4 SP:Iteration 23Q (9427.290000 sec): 3 clusters Score: Raw -628145.073321 + Penalty 4109.614601 = -624035.458720 nChanged 5 SP:Iteration 24Q (9427.310000 sec): 3 clusters Score: Raw -628147.116839 + Penalty 4109.614601 = -624037.502238 nChanged 3 SP:Iteration 25Q (9427.320000 sec): 3 clusters Score: Raw -628148.768866 + Penalty 4109.614601 = -624039.154265 nChanged 5 SP:Iteration 26Q (9427.340000 sec): 3 clusters Score: Raw -628150.686181 + Penalty 4109.614601 = -624041.071580 nChanged 2 SP:Iteration 27Q (9427.350000 sec): 3 clusters Score: Raw -628151.366575 + Penalty 4109.614601 = -624041.751973 nChanged 4 SP:Iteration 28Q (9427.370000 sec): 3 clusters Score: Raw -628152.512146 + Penalty 4109.614601 = -624042.897544 nChanged 2 SP:Iteration 29Q (9427.380000 sec): 3 clusters Score: Raw -628153.092132 + Penalty 4109.614601 = -624043.477530 nChanged 1 SP:Iteration 30Q (9427.400000 sec): 3 clusters Score: Raw -628153.378801 + Penalty 4109.614601 = -624043.764200 nChanged 0 SP:Iteration 31F (9427.410000 sec): 3 clusters Score: Raw -628153.378801 + Penalty 4109.614601 = -624043.764200 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9427.420000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9427.430000 sec): 3 clusters Score: Raw -122364.629000 + Penalty 3302.373479 = -119062.255521 nChanged 184 SP:Iteration 1F (9427.430000 sec): 3 clusters Score: Raw -122707.682587 + Penalty 3302.373479 = -119405.309108 nChanged 65 SP:Iteration 2F (9427.430000 sec): 3 clusters Score: Raw -122892.230521 + Penalty 3302.373479 = -119589.857042 nChanged 42 SP:Iteration 3F (9427.430000 sec): 3 clusters Score: Raw -122974.773771 + Penalty 3302.373479 = -119672.400292 nChanged 24 SP:Iteration 4Q (9427.440000 sec): 3 clusters Score: Raw -123016.170189 + Penalty 3302.373479 = -119713.796711 nChanged 16 SP:Iteration 5Q (9427.440000 sec): 3 clusters Score: Raw -123048.194421 + Penalty 3302.373479 = -119745.820942 nChanged 7 SP:Iteration 6Q (9427.440000 sec): 3 clusters Score: Raw -123065.090165 + Penalty 3302.373479 = -119762.716686 nChanged 7 SP:Iteration 7Q (9427.450000 sec): 3 clusters Score: Raw -123079.465446 + Penalty 3302.373479 = -119777.091967 nChanged 4 SP:Iteration 8Q (9427.450000 sec): 3 clusters Score: Raw -123086.877092 + Penalty 3302.373479 = -119784.503613 nChanged 2 SP:Iteration 9Q (9427.450000 sec): 3 clusters Score: Raw -123091.111969 + Penalty 3302.373479 = -119788.738490 nChanged 2 SP:Iteration 10Q (9427.450000 sec): 3 clusters Score: Raw -123094.788599 + Penalty 3302.373479 = -119792.415121 nChanged 1 SP:Iteration 11Q (9427.460000 sec): 3 clusters Score: Raw -123095.430267 + Penalty 3302.373479 = -119793.056788 nChanged 0 SP:Iteration 12F (9427.460000 sec): 3 clusters Score: Raw -123095.430267 + Penalty 3302.373479 = -119793.056788 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9427.470000 sec): 2 clusters Score: Raw -208818.607911 + Penalty 1774.538283 = -207044.069628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9427.480000 sec): 3 clusters Score: Raw -208475.969847 + Penalty 3549.076566 = -204926.893281 nChanged 338 SP:Iteration 1F (9427.480000 sec): 3 clusters Score: Raw -208794.784413 + Penalty 3549.076566 = -205245.707847 nChanged 93 SP:Iteration 2F (9427.490000 sec): 3 clusters Score: Raw -208898.986826 + Penalty 3549.076566 = -205349.910260 nChanged 44 SP:Iteration 3Q (9427.490000 sec): 3 clusters Score: Raw -208956.554952 + Penalty 3549.076566 = -205407.478386 nChanged 35 SP:Iteration 4Q (9427.500000 sec): 3 clusters Score: Raw -208995.611678 + Penalty 3549.076566 = -205446.535112 nChanged 18 SP:Iteration 5Q (9427.500000 sec): 3 clusters Score: Raw -209015.376096 + Penalty 3549.076566 = -205466.299530 nChanged 11 SP:Iteration 6Q (9427.510000 sec): 3 clusters Score: Raw -209028.360870 + Penalty 3549.076566 = -205479.284304 nChanged 7 SP:Iteration 7Q (9427.510000 sec): 3 clusters Score: Raw -209035.879796 + Penalty 3549.076566 = -205486.803231 nChanged 8 SP:Iteration 8Q (9427.520000 sec): 3 clusters Score: Raw -209043.022943 + Penalty 3549.076566 = -205493.946377 nChanged 6 SP:Iteration 9Q (9427.520000 sec): 3 clusters Score: Raw -209049.224414 + Penalty 3549.076566 = -205500.147848 nChanged 4 SP:Iteration 10Q (9427.530000 sec): 3 clusters Score: Raw -209054.766936 + Penalty 3549.076566 = -205505.690370 nChanged 4 SP:Iteration 11Q (9427.530000 sec): 3 clusters Score: Raw -209059.818013 + Penalty 3549.076566 = -205510.741447 nChanged 0 SP:Iteration 12F (9427.540000 sec): 3 clusters Score: Raw -209059.818013 + Penalty 3549.076566 = -205510.741447 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9427.550000 sec): 2 clusters Score: Raw -101855.046759 + Penalty 1592.158742 = -100262.888016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9427.550000 sec): 3 clusters Score: Raw -101826.847505 + Penalty 3184.317484 = -98642.530021 nChanged 123 SP:Iteration 1F (9427.550000 sec): 3 clusters Score: Raw -102023.815347 + Penalty 3184.317484 = -98839.497863 nChanged 30 SP:Iteration 2Q (9427.550000 sec): 3 clusters Score: Raw -102067.572572 + Penalty 3184.317484 = -98883.255087 nChanged 12 SP:Iteration 3Q (9427.550000 sec): 3 clusters Score: Raw -102095.202316 + Penalty 3184.317484 = -98910.884832 nChanged 3 SP:Iteration 4Q (9427.560000 sec): 3 clusters Score: Raw -102100.636089 + Penalty 3184.317484 = -98916.318604 nChanged 3 SP:Iteration 5Q (9427.560000 sec): 3 clusters Score: Raw -102106.798850 + Penalty 3184.317484 = -98922.481366 nChanged 3 SP:Iteration 6Q (9427.560000 sec): 3 clusters Score: Raw -102110.649883 + Penalty 3184.317484 = -98926.332398 nChanged 2 SP:Iteration 7Q (9427.570000 sec): 3 clusters Score: Raw -102115.399392 + Penalty 3184.317484 = -98931.081907 nChanged 0 SP:Iteration 8F (9427.570000 sec): 3 clusters Score: Raw -102115.399392 + Penalty 3184.317484 = -98931.081907 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9427.570000 sec): 2 clusters Score: Raw -42584.473718 + Penalty 1477.689324 = -41106.784394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9427.580000 sec): 3 clusters Score: Raw -42746.812905 + Penalty 2955.378648 = -39791.434257 nChanged 68 SP:Iteration 1F (9427.580000 sec): 3 clusters Score: Raw -43003.827371 + Penalty 2955.378648 = -40048.448723 nChanged 35 SP:Iteration 2F (9427.580000 sec): 3 clusters Score: Raw -43125.822541 + Penalty 2955.378648 = -40170.443893 nChanged 17 SP:Iteration 3Q (9427.580000 sec): 3 clusters Score: Raw -43171.573243 + Penalty 2955.378648 = -40216.194595 nChanged 7 SP:Iteration 4Q (9427.580000 sec): 3 clusters Score: Raw -43193.850426 + Penalty 2955.378648 = -40238.471779 nChanged 1 SP:Iteration 5Q (9427.590000 sec): 3 clusters Score: Raw -43211.671834 + Penalty 2955.378648 = -40256.293186 nChanged 2 SP:Iteration 6Q (9427.590000 sec): 3 clusters Score: Raw -43214.553151 + Penalty 2955.378648 = -40259.174503 nChanged 0 SP:Iteration 7F (9427.590000 sec): 3 clusters Score: Raw -43214.553151 + Penalty 2955.378648 = -40259.174503 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9427.600000 sec): 2 clusters Score: Raw -281306.784259 + Penalty 1843.109195 = -279463.675063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9427.610000 sec): 3 clusters Score: Raw -280748.933928 + Penalty 3686.218391 = -277062.715537 nChanged 555 SP:Iteration 1F (9427.610000 sec): 3 clusters Score: Raw -281334.227611 + Penalty 3686.218391 = -277648.009221 nChanged 158 SP:Iteration 2F (9427.620000 sec): 3 clusters Score: Raw -281591.097671 + Penalty 3686.218391 = -277904.879280 nChanged 132 SP:Iteration 3F (9427.630000 sec): 3 clusters Score: Raw -281852.820869 + Penalty 3686.218391 = -278166.602478 nChanged 97 SP:Iteration 4F (9427.630000 sec): 3 clusters Score: Raw -282026.890617 + Penalty 3686.218391 = -278340.672227 nChanged 77 SP:Iteration 5Q (9427.640000 sec): 3 clusters Score: Raw -282170.809070 + Penalty 3686.218391 = -278484.590679 nChanged 61 SP:Iteration 6Q (9427.650000 sec): 3 clusters Score: Raw -282265.670763 + Penalty 3686.218391 = -278579.452372 nChanged 37 SP:Iteration 7Q (9427.650000 sec): 3 clusters Score: Raw -282322.008295 + Penalty 3686.218391 = -278635.789904 nChanged 36 SP:Iteration 8Q (9427.660000 sec): 3 clusters Score: Raw -282372.057631 + Penalty 3686.218391 = -278685.839240 nChanged 34 SP:Iteration 9Q (9427.670000 sec): 3 clusters Score: Raw -282417.603885 + Penalty 3686.218391 = -278731.385495 nChanged 25 SP:Iteration 10Q (9427.670000 sec): 3 clusters Score: Raw -282453.166827 + Penalty 3686.218391 = -278766.948436 nChanged 19 SP:Iteration 11Q (9427.680000 sec): 3 clusters Score: Raw -282477.195963 + Penalty 3686.218391 = -278790.977572 nChanged 15 SP:Iteration 12Q (9427.680000 sec): 3 clusters Score: Raw -282494.696172 + Penalty 3686.218391 = -278808.477781 nChanged 11 SP:Iteration 13Q (9427.690000 sec): 3 clusters Score: Raw -282505.577493 + Penalty 3686.218391 = -278819.359103 nChanged 10 SP:Iteration 14Q (9427.690000 sec): 3 clusters Score: Raw -282516.226381 + Penalty 3686.218391 = -278830.007990 nChanged 7 SP:Iteration 15Q (9427.700000 sec): 3 clusters Score: Raw -282525.262783 + Penalty 3686.218391 = -278839.044392 nChanged 11 SP:Iteration 16Q (9427.710000 sec): 3 clusters Score: Raw -282534.250522 + Penalty 3686.218391 = -278848.032131 nChanged 7 SP:Iteration 17Q (9427.710000 sec): 3 clusters Score: Raw -282540.683741 + Penalty 3686.218391 = -278854.465350 nChanged 5 SP:Iteration 18Q (9427.720000 sec): 3 clusters Score: Raw -282542.778642 + Penalty 3686.218391 = -278856.560251 nChanged 2 SP:Iteration 19Q (9427.730000 sec): 3 clusters Score: Raw -282544.583578 + Penalty 3686.218391 = -278858.365187 nChanged 3 SP:Iteration 20F (9427.730000 sec): 3 clusters Score: Raw -282548.177384 + Penalty 3686.218391 = -278861.958994 nChanged 2 SP:Iteration 21Q (9427.740000 sec): 3 clusters Score: Raw -282550.181717 + Penalty 3686.218391 = -278863.963326 nChanged 1 SP:Iteration 22Q (9427.740000 sec): 3 clusters Score: Raw -282552.486706 + Penalty 3686.218391 = -278866.268316 nChanged 3 SP:Iteration 23Q (9427.750000 sec): 3 clusters Score: Raw -282554.606690 + Penalty 3686.218391 = -278868.388299 nChanged 1 SP:Iteration 24Q (9427.750000 sec): 3 clusters Score: Raw -282554.879085 + Penalty 3686.218391 = -278868.660694 nChanged 0 SP:Iteration 25F (9427.760000 sec): 3 clusters Score: Raw -282554.879085 + Penalty 3686.218391 = -278868.660694 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9427.780000 sec): 2 clusters Score: Raw -491750.442335 + Penalty 1988.863973 = -489761.578362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9427.790000 sec): 3 clusters Score: Raw -490574.248579 + Penalty 3977.727946 = -486596.520633 nChanged 1077 SP:Iteration 1F (9427.800000 sec): 3 clusters Score: Raw -491571.095170 + Penalty 3977.727946 = -487593.367224 nChanged 361 SP:Iteration 2F (9427.810000 sec): 3 clusters Score: Raw -492046.060159 + Penalty 3977.727946 = -488068.332213 nChanged 268 SP:Iteration 3F (9427.830000 sec): 3 clusters Score: Raw -492376.255798 + Penalty 3977.727946 = -488398.527852 nChanged 180 SP:Iteration 4F (9427.840000 sec): 3 clusters Score: Raw -492588.159979 + Penalty 3977.727946 = -488610.432033 nChanged 131 SP:Iteration 5Q (9427.850000 sec): 3 clusters Score: Raw -492758.699538 + Penalty 3977.727946 = -488780.971592 nChanged 109 SP:Iteration 6Q (9427.860000 sec): 3 clusters Score: Raw -492890.605102 + Penalty 3977.727946 = -488912.877156 nChanged 79 SP:Iteration 7Q (9427.870000 sec): 3 clusters Score: Raw -492965.044757 + Penalty 3977.727946 = -488987.316811 nChanged 59 SP:Iteration 8Q (9427.890000 sec): 3 clusters Score: Raw -493018.171671 + Penalty 3977.727946 = -489040.443725 nChanged 56 SP:Iteration 9Q (9427.900000 sec): 3 clusters Score: Raw -493075.825644 + Penalty 3977.727946 = -489098.097698 nChanged 55 SP:Iteration 10Q (9427.910000 sec): 3 clusters Score: Raw -493115.918371 + Penalty 3977.727946 = -489138.190425 nChanged 35 SP:Iteration 11Q (9427.920000 sec): 3 clusters Score: Raw -493142.982116 + Penalty 3977.727946 = -489165.254170 nChanged 29 SP:Iteration 12Q (9427.930000 sec): 3 clusters Score: Raw -493163.385626 + Penalty 3977.727946 = -489185.657680 nChanged 22 SP:Iteration 13Q (9427.940000 sec): 3 clusters Score: Raw -493177.933309 + Penalty 3977.727946 = -489200.205363 nChanged 23 SP:Iteration 14Q (9427.950000 sec): 3 clusters Score: Raw -493191.453962 + Penalty 3977.727946 = -489213.726016 nChanged 17 SP:Iteration 15Q (9427.970000 sec): 3 clusters Score: Raw -493200.623798 + Penalty 3977.727946 = -489222.895852 nChanged 9 SP:Iteration 16Q (9427.980000 sec): 3 clusters Score: Raw -493207.313911 + Penalty 3977.727946 = -489229.585965 nChanged 9 SP:Iteration 17Q (9427.990000 sec): 3 clusters Score: Raw -493213.045670 + Penalty 3977.727946 = -489235.317724 nChanged 10 SP:Iteration 18Q (9428.000000 sec): 3 clusters Score: Raw -493220.312930 + Penalty 3977.727946 = -489242.584984 nChanged 7 SP:Iteration 19Q (9428.010000 sec): 3 clusters Score: Raw -493223.534434 + Penalty 3977.727946 = -489245.806488 nChanged 2 SP:Iteration 20F (9428.020000 sec): 3 clusters Score: Raw -493224.432241 + Penalty 3977.727946 = -489246.704295 nChanged 1 SP:Iteration 21Q (9428.030000 sec): 3 clusters Score: Raw -493224.573251 + Penalty 3977.727946 = -489246.845305 nChanged 1 SP:Iteration 22Q (9428.050000 sec): 3 clusters Score: Raw -493224.853372 + Penalty 3977.727946 = -489247.125426 nChanged 0 SP:Iteration 23F (9428.060000 sec): 3 clusters Score: Raw -493224.853372 + Penalty 3977.727946 = -489247.125426 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.070000 sec): 2 clusters Score: Raw -248176.451164 + Penalty 1806.295161 = -246370.156003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.070000 sec): 3 clusters Score: Raw -247751.374256 + Penalty 3612.590321 = -244138.783935 nChanged 422 SP:Iteration 1F (9428.080000 sec): 3 clusters Score: Raw -248120.216942 + Penalty 3612.590321 = -244507.626620 nChanged 105 SP:Iteration 2F (9428.090000 sec): 3 clusters Score: Raw -248213.196257 + Penalty 3612.590321 = -244600.605936 nChanged 54 SP:Iteration 3Q (9428.090000 sec): 3 clusters Score: Raw -248270.474649 + Penalty 3612.590321 = -244657.884328 nChanged 34 SP:Iteration 4Q (9428.100000 sec): 3 clusters Score: Raw -248299.515563 + Penalty 3612.590321 = -244686.925241 nChanged 18 SP:Iteration 5Q (9428.110000 sec): 3 clusters Score: Raw -248313.137682 + Penalty 3612.590321 = -244700.547361 nChanged 12 SP:Iteration 6Q (9428.110000 sec): 3 clusters Score: Raw -248321.133231 + Penalty 3612.590321 = -244708.542909 nChanged 10 SP:Iteration 7Q (9428.120000 sec): 3 clusters Score: Raw -248327.665200 + Penalty 3612.590321 = -244715.074878 nChanged 5 SP:Iteration 8Q (9428.120000 sec): 3 clusters Score: Raw -248332.178148 + Penalty 3612.590321 = -244719.587826 nChanged 5 SP:Iteration 9Q (9428.130000 sec): 3 clusters Score: Raw -248339.286198 + Penalty 3612.590321 = -244726.695876 nChanged 6 SP:Iteration 10Q (9428.130000 sec): 3 clusters Score: Raw -248344.367171 + Penalty 3612.590321 = -244731.776850 nChanged 5 SP:Iteration 11Q (9428.140000 sec): 3 clusters Score: Raw -248348.491589 + Penalty 3612.590321 = -244735.901267 nChanged 1 SP:Iteration 12Q (9428.150000 sec): 3 clusters Score: Raw -248349.024444 + Penalty 3612.590321 = -244736.434123 nChanged 2 SP:Iteration 13Q (9428.150000 sec): 3 clusters Score: Raw -248350.800893 + Penalty 3612.590321 = -244738.210571 nChanged 3 SP:Iteration 14Q (9428.150000 sec): 3 clusters Score: Raw -248353.012702 + Penalty 3612.590321 = -244740.422380 nChanged 3 SP:Iteration 15Q (9428.160000 sec): 3 clusters Score: Raw -248355.509613 + Penalty 3612.590321 = -244742.919291 nChanged 0 SP:Iteration 16F (9428.170000 sec): 3 clusters Score: Raw -248355.509613 + Penalty 3612.590321 = -244742.919291 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.170000 sec): 2 clusters Score: Raw -69610.881613 + Penalty 1542.212830 = -68068.668783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.180000 sec): 3 clusters Score: Raw -69685.878790 + Penalty 3084.425659 = -66601.453131 nChanged 92 SP:Iteration 1F (9428.180000 sec): 3 clusters Score: Raw -69854.913543 + Penalty 3084.425659 = -66770.487884 nChanged 26 SP:Iteration 2F (9428.180000 sec): 3 clusters Score: Raw -69894.855747 + Penalty 3084.425659 = -66810.430088 nChanged 14 SP:Iteration 3Q (9428.180000 sec): 3 clusters Score: Raw -69924.216216 + Penalty 3084.425659 = -66839.790556 nChanged 5 SP:Iteration 4Q (9428.190000 sec): 3 clusters Score: Raw -69938.756069 + Penalty 3084.425659 = -66854.330409 nChanged 6 SP:Iteration 5Q (9428.190000 sec): 3 clusters Score: Raw -69960.229774 + Penalty 3084.425659 = -66875.804115 nChanged 6 SP:Iteration 6Q (9428.190000 sec): 3 clusters Score: Raw -69997.310755 + Penalty 3084.425659 = -66912.885095 nChanged 13 SP:Iteration 7Q (9428.190000 sec): 3 clusters Score: Raw -70041.241707 + Penalty 3084.425659 = -66956.816047 nChanged 10 SP:Iteration 8Q (9428.190000 sec): 3 clusters Score: Raw -70103.120182 + Penalty 3084.425659 = -67018.694523 nChanged 17 SP:Iteration 9Q (9428.190000 sec): 3 clusters Score: Raw -70161.092745 + Penalty 3084.425659 = -67076.667086 nChanged 12 SP:Iteration 10Q (9428.200000 sec): 3 clusters Score: Raw -70188.970398 + Penalty 3084.425659 = -67104.544739 nChanged 9 SP:Iteration 11Q (9428.200000 sec): 3 clusters Score: Raw -70219.105113 + Penalty 3084.425659 = -67134.679454 nChanged 6 SP:Iteration 12Q (9428.200000 sec): 3 clusters Score: Raw -70251.263549 + Penalty 3084.425659 = -67166.837889 nChanged 3 SP:Iteration 13Q (9428.200000 sec): 3 clusters Score: Raw -70263.401866 + Penalty 3084.425659 = -67178.976207 nChanged 5 SP:Iteration 14Q (9428.210000 sec): 3 clusters Score: Raw -70295.664460 + Penalty 3084.425659 = -67211.238801 nChanged 4 SP:Iteration 15Q (9428.210000 sec): 3 clusters Score: Raw -70314.655652 + Penalty 3084.425659 = -67230.229992 nChanged 6 SP:Iteration 16Q (9428.210000 sec): 3 clusters Score: Raw -70346.449048 + Penalty 3084.425659 = -67262.023388 nChanged 9 SP:Iteration 17Q (9428.210000 sec): 3 clusters Score: Raw -70388.324923 + Penalty 3084.425659 = -67303.899263 nChanged 9 SP:Iteration 18Q (9428.210000 sec): 3 clusters Score: Raw -70413.649535 + Penalty 3084.425659 = -67329.223875 nChanged 5 SP:Iteration 19Q (9428.210000 sec): 3 clusters Score: Raw -70430.649790 + Penalty 3084.425659 = -67346.224130 nChanged 8 SP:Iteration 20F (9428.210000 sec): 3 clusters Score: Raw -70472.277230 + Penalty 3084.425659 = -67387.851570 nChanged 7 SP:Iteration 21Q (9428.220000 sec): 3 clusters Score: Raw -70532.854848 + Penalty 3084.425659 = -67448.429189 nChanged 3 SP:Iteration 22Q (9428.220000 sec): 3 clusters Score: Raw -70545.570109 + Penalty 3084.425659 = -67461.144450 nChanged 5 SP:Iteration 23Q (9428.220000 sec): 3 clusters Score: Raw -70567.316875 + Penalty 3084.425659 = -67482.891216 nChanged 3 SP:Iteration 24Q (9428.220000 sec): 3 clusters Score: Raw -70578.589400 + Penalty 3084.425659 = -67494.163740 nChanged 2 SP:Iteration 25Q (9428.220000 sec): 3 clusters Score: Raw -70588.038671 + Penalty 3084.425659 = -67503.613012 nChanged 1 SP:Iteration 26Q (9428.230000 sec): 3 clusters Score: Raw -70600.345601 + Penalty 3084.425659 = -67515.919942 nChanged 1 SP:Iteration 27Q (9428.230000 sec): 3 clusters Score: Raw -70607.579619 + Penalty 3084.425659 = -67523.153960 nChanged 2 SP:Iteration 28Q (9428.230000 sec): 3 clusters Score: Raw -70621.627792 + Penalty 3084.425659 = -67537.202133 nChanged 4 SP:Iteration 29Q (9428.230000 sec): 3 clusters Score: Raw -70631.255379 + Penalty 3084.425659 = -67546.829719 nChanged 5 SP:Iteration 30Q (9428.230000 sec): 3 clusters Score: Raw -70650.587852 + Penalty 3084.425659 = -67566.162193 nChanged 7 SP:Iteration 31Q (9428.230000 sec): 3 clusters Score: Raw -70683.400644 + Penalty 3084.425659 = -67598.974985 nChanged 4 SP:Iteration 32Q (9428.230000 sec): 3 clusters Score: Raw -70715.585422 + Penalty 3084.425659 = -67631.159763 nChanged 6 SP:Iteration 33Q (9428.240000 sec): 3 clusters Score: Raw -70741.982831 + Penalty 3084.425659 = -67657.557171 nChanged 7 SP:Iteration 34Q (9428.240000 sec): 3 clusters Score: Raw -70793.971131 + Penalty 3084.425659 = -67709.545472 nChanged 5 SP:Iteration 35Q (9428.240000 sec): 3 clusters Score: Raw -70824.640894 + Penalty 3084.425659 = -67740.215235 nChanged 3 SP:Iteration 36Q (9428.240000 sec): 3 clusters Score: Raw -70838.924054 + Penalty 3084.425659 = -67754.498395 nChanged 1 SP:Iteration 37Q (9428.240000 sec): 3 clusters Score: Raw -70841.721357 + Penalty 3084.425659 = -67757.295698 nChanged 2 SP:Iteration 38Q (9428.250000 sec): 3 clusters Score: Raw -70847.709548 + Penalty 3084.425659 = -67763.283889 nChanged 0 SP:Iteration 39F (9428.250000 sec): 3 clusters Score: Raw -70848.891370 + Penalty 3084.425659 = -67764.465711 nChanged 1 SP:Iteration 40F (9428.250000 sec): 3 clusters Score: Raw -70862.123646 + Penalty 3084.425659 = -67777.697986 nChanged 2 SP:Iteration 41Q (9428.250000 sec): 3 clusters Score: Raw -70866.706661 + Penalty 3084.425659 = -67782.281002 nChanged 0 SP:Iteration 42F (9428.250000 sec): 3 clusters Score: Raw -70866.706661 + Penalty 3084.425659 = -67782.281002 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.260000 sec): 2 clusters Score: Raw -84581.810034 + Penalty 1549.993860 = -83031.816173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.260000 sec): 3 clusters Score: Raw -84624.198186 + Penalty 3099.987720 = -81524.210466 nChanged 102 SP:Iteration 1F (9428.270000 sec): 3 clusters Score: Raw -84806.331502 + Penalty 3099.987720 = -81706.343782 nChanged 29 SP:Iteration 2F (9428.270000 sec): 3 clusters Score: Raw -84881.035189 + Penalty 3099.987720 = -81781.047469 nChanged 14 SP:Iteration 3Q (9428.270000 sec): 3 clusters Score: Raw -84924.918131 + Penalty 3099.987720 = -81824.930411 nChanged 12 SP:Iteration 4Q (9428.270000 sec): 3 clusters Score: Raw -84958.835605 + Penalty 3099.987720 = -81858.847885 nChanged 8 SP:Iteration 5Q (9428.270000 sec): 3 clusters Score: Raw -84981.728714 + Penalty 3099.987720 = -81881.740994 nChanged 6 SP:Iteration 6Q (9428.270000 sec): 3 clusters Score: Raw -84994.558618 + Penalty 3099.987720 = -81894.570898 nChanged 7 SP:Iteration 7Q (9428.280000 sec): 3 clusters Score: Raw -85007.725869 + Penalty 3099.987720 = -81907.738149 nChanged 5 SP:Iteration 8Q (9428.280000 sec): 3 clusters Score: Raw -85013.782354 + Penalty 3099.987720 = -81913.794634 nChanged 0 SP:Iteration 9F (9428.280000 sec): 3 clusters Score: Raw -85013.782354 + Penalty 3099.987720 = -81913.794634 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.290000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.290000 sec): 3 clusters Score: Raw -54074.048852 + Penalty 2880.838675 = -51193.210177 nChanged 50 SP:Iteration 1F (9428.290000 sec): 3 clusters Score: Raw -54225.053543 + Penalty 2880.838675 = -51344.214868 nChanged 9 SP:Iteration 2Q (9428.290000 sec): 3 clusters Score: Raw -54252.067721 + Penalty 2880.838675 = -51371.229046 nChanged 3 SP:Iteration 3Q (9428.290000 sec): 3 clusters Score: Raw -54266.507068 + Penalty 2880.838675 = -51385.668393 nChanged 5 SP:Iteration 4Q (9428.290000 sec): 3 clusters Score: Raw -54278.187431 + Penalty 2880.838675 = -51397.348756 nChanged 0 SP:Iteration 5F (9428.300000 sec): 3 clusters Score: Raw -54278.187431 + Penalty 2880.838675 = -51397.348756 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.310000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.310000 sec): 3 clusters Score: Raw -89487.087282 + Penalty 3143.942663 = -86343.144619 nChanged 118 SP:Iteration 1F (9428.310000 sec): 3 clusters Score: Raw -89699.509014 + Penalty 3143.942663 = -86555.566351 nChanged 37 SP:Iteration 2F (9428.310000 sec): 3 clusters Score: Raw -89815.913176 + Penalty 3143.942663 = -86671.970514 nChanged 17 SP:Iteration 3Q (9428.310000 sec): 3 clusters Score: Raw -89940.501766 + Penalty 3143.942663 = -86796.559103 nChanged 19 SP:Iteration 4Q (9428.320000 sec): 3 clusters Score: Raw -90064.610792 + Penalty 3143.942663 = -86920.668129 nChanged 19 SP:Iteration 5Q (9428.320000 sec): 3 clusters Score: Raw -90107.139969 + Penalty 3143.942663 = -86963.197306 nChanged 9 SP:Iteration 6Q (9428.320000 sec): 3 clusters Score: Raw -90120.096234 + Penalty 3143.942663 = -86976.153571 nChanged 4 SP:Iteration 7Q (9428.320000 sec): 3 clusters Score: Raw -90129.603860 + Penalty 3143.942663 = -86985.661197 nChanged 7 SP:Iteration 8Q (9428.330000 sec): 3 clusters Score: Raw -90141.520478 + Penalty 3143.942663 = -86997.577815 nChanged 5 SP:Iteration 9Q (9428.330000 sec): 3 clusters Score: Raw -90148.146310 + Penalty 3143.942663 = -87004.203647 nChanged 2 SP:Iteration 10Q (9428.330000 sec): 3 clusters Score: Raw -90151.148490 + Penalty 3143.942663 = -87007.205827 nChanged 1 SP:Iteration 11Q (9428.330000 sec): 3 clusters Score: Raw -90153.154476 + Penalty 3143.942663 = -87009.211813 nChanged 1 SP:Iteration 12Q (9428.330000 sec): 3 clusters Score: Raw -90154.379916 + Penalty 3143.942663 = -87010.437253 nChanged 0 SP:Iteration 13F (9428.330000 sec): 3 clusters Score: Raw -90154.379916 + Penalty 3143.942663 = -87010.437253 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.350000 sec): 2 clusters Score: Raw -179239.052982 + Penalty 1734.950007 = -177504.102976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.350000 sec): 3 clusters Score: Raw -178964.416282 + Penalty 3469.900014 = -175494.516268 nChanged 303 SP:Iteration 1F (9428.350000 sec): 3 clusters Score: Raw -179271.460320 + Penalty 3469.900014 = -175801.560306 nChanged 73 SP:Iteration 2F (9428.360000 sec): 3 clusters Score: Raw -179369.147776 + Penalty 3469.900014 = -175899.247762 nChanged 43 SP:Iteration 3Q (9428.360000 sec): 3 clusters Score: Raw -179426.325355 + Penalty 3469.900014 = -175956.425342 nChanged 19 SP:Iteration 4Q (9428.370000 sec): 3 clusters Score: Raw -179448.208802 + Penalty 3469.900014 = -175978.308789 nChanged 21 SP:Iteration 5Q (9428.370000 sec): 3 clusters Score: Raw -179472.115496 + Penalty 3469.900014 = -176002.215482 nChanged 7 SP:Iteration 6Q (9428.380000 sec): 3 clusters Score: Raw -179480.030043 + Penalty 3469.900014 = -176010.130029 nChanged 3 SP:Iteration 7Q (9428.380000 sec): 3 clusters Score: Raw -179484.292755 + Penalty 3469.900014 = -176014.392742 nChanged 2 SP:Iteration 8Q (9428.390000 sec): 3 clusters Score: Raw -179485.757129 + Penalty 3469.900014 = -176015.857115 nChanged 2 SP:Iteration 9Q (9428.390000 sec): 3 clusters Score: Raw -179486.598328 + Penalty 3469.900014 = -176016.698314 nChanged 0 SP:Iteration 10F (9428.390000 sec): 3 clusters Score: Raw -179486.598328 + Penalty 3469.900014 = -176016.698314 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.400000 sec): 2 clusters Score: Raw -30475.693770 + Penalty 1328.433396 = -29147.260373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.400000 sec): 3 clusters Score: Raw -30782.308615 + Penalty 2656.866792 = -28125.441823 nChanged 19 SP:Iteration 1F (9428.400000 sec): 3 clusters Score: Raw -30881.821131 + Penalty 2656.866792 = -28224.954339 nChanged 3 SP:Iteration 2Q (9428.400000 sec): 3 clusters Score: Raw -30936.770223 + Penalty 2656.866792 = -28279.903431 nChanged 5 SP:Iteration 3Q (9428.410000 sec): 3 clusters Score: Raw -30955.412070 + Penalty 2656.866792 = -28298.545278 nChanged 4 SP:Iteration 4Q (9428.410000 sec): 3 clusters Score: Raw -30966.822155 + Penalty 2656.866792 = -28309.955363 nChanged 0 SP:Iteration 5F (9428.410000 sec): 3 clusters Score: Raw -30966.822155 + Penalty 2656.866792 = -28309.955363 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.410000 sec): 2 clusters Score: Raw -116961.940998 + Penalty 1644.409480 = -115317.531519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.420000 sec): 3 clusters Score: Raw -116899.209566 + Penalty 3288.818959 = -113610.390606 nChanged 180 SP:Iteration 1F (9428.420000 sec): 3 clusters Score: Raw -117165.046444 + Penalty 3288.818959 = -113876.227485 nChanged 45 SP:Iteration 2F (9428.430000 sec): 3 clusters Score: Raw -117280.482547 + Penalty 3288.818959 = -113991.663588 nChanged 39 SP:Iteration 3F (9428.430000 sec): 3 clusters Score: Raw -117370.977805 + Penalty 3288.818959 = -114082.158846 nChanged 19 SP:Iteration 4Q (9428.430000 sec): 3 clusters Score: Raw -117423.304145 + Penalty 3288.818959 = -114134.485186 nChanged 19 SP:Iteration 5Q (9428.430000 sec): 3 clusters Score: Raw -117497.723030 + Penalty 3288.818959 = -114208.904070 nChanged 21 SP:Iteration 6Q (9428.440000 sec): 3 clusters Score: Raw -117658.907097 + Penalty 3288.818959 = -114370.088138 nChanged 24 SP:Iteration 7Q (9428.440000 sec): 3 clusters Score: Raw -117764.610614 + Penalty 3288.818959 = -114475.791655 nChanged 24 SP:Iteration 8Q (9428.440000 sec): 3 clusters Score: Raw -117834.644443 + Penalty 3288.818959 = -114545.825484 nChanged 17 SP:Iteration 9Q (9428.450000 sec): 3 clusters Score: Raw -117865.577764 + Penalty 3288.818959 = -114576.758805 nChanged 12 SP:Iteration 10Q (9428.450000 sec): 3 clusters Score: Raw -117887.528180 + Penalty 3288.818959 = -114598.709220 nChanged 15 SP:Iteration 11Q (9428.450000 sec): 3 clusters Score: Raw -117929.726607 + Penalty 3288.818959 = -114640.907648 nChanged 11 SP:Iteration 12Q (9428.450000 sec): 3 clusters Score: Raw -117961.864087 + Penalty 3288.818959 = -114673.045128 nChanged 13 SP:Iteration 13Q (9428.450000 sec): 3 clusters Score: Raw -118001.572002 + Penalty 3288.818959 = -114712.753043 nChanged 14 SP:Iteration 14Q (9428.460000 sec): 3 clusters Score: Raw -118046.412313 + Penalty 3288.818959 = -114757.593354 nChanged 12 SP:Iteration 15Q (9428.460000 sec): 3 clusters Score: Raw -118071.113684 + Penalty 3288.818959 = -114782.294725 nChanged 8 SP:Iteration 16Q (9428.460000 sec): 3 clusters Score: Raw -118083.449229 + Penalty 3288.818959 = -114794.630269 nChanged 5 SP:Iteration 17Q (9428.470000 sec): 3 clusters Score: Raw -118093.763095 + Penalty 3288.818959 = -114804.944135 nChanged 6 SP:Iteration 18Q (9428.470000 sec): 3 clusters Score: Raw -118107.687759 + Penalty 3288.818959 = -114818.868799 nChanged 4 SP:Iteration 19Q (9428.470000 sec): 3 clusters Score: Raw -118120.007024 + Penalty 3288.818959 = -114831.188064 nChanged 1 SP:Iteration 20F (9428.470000 sec): 3 clusters Score: Raw -118128.731600 + Penalty 3288.818959 = -114839.912641 nChanged 3 SP:Iteration 21Q (9428.480000 sec): 3 clusters Score: Raw -118178.711588 + Penalty 3288.818959 = -114889.892629 nChanged 6 SP:Iteration 22Q (9428.480000 sec): 3 clusters Score: Raw -118195.531219 + Penalty 3288.818959 = -114906.712259 nChanged 4 SP:Iteration 23Q (9428.480000 sec): 3 clusters Score: Raw -118210.276896 + Penalty 3288.818959 = -114921.457937 nChanged 2 SP:Iteration 24Q (9428.490000 sec): 3 clusters Score: Raw -118214.678189 + Penalty 3288.818959 = -114925.859230 nChanged 1 SP:Iteration 25Q (9428.490000 sec): 3 clusters Score: Raw -118216.381528 + Penalty 3288.818959 = -114927.562569 nChanged 0 SP:Iteration 26F (9428.490000 sec): 3 clusters Score: Raw -118216.381528 + Penalty 3288.818959 = -114927.562569 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.500000 sec): 2 clusters Score: Raw -128356.479588 + Penalty 1650.229825 = -126706.249763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.510000 sec): 3 clusters Score: Raw -128264.466371 + Penalty 3300.459650 = -124964.006721 nChanged 149 SP:Iteration 1F (9428.510000 sec): 3 clusters Score: Raw -128456.624086 + Penalty 3300.459650 = -125156.164436 nChanged 35 SP:Iteration 2Q (9428.510000 sec): 3 clusters Score: Raw -128518.207784 + Penalty 3300.459650 = -125217.748134 nChanged 22 SP:Iteration 3Q (9428.510000 sec): 3 clusters Score: Raw -128588.823661 + Penalty 3300.459650 = -125288.364011 nChanged 23 SP:Iteration 4Q (9428.520000 sec): 3 clusters Score: Raw -128633.203113 + Penalty 3300.459650 = -125332.743463 nChanged 15 SP:Iteration 5Q (9428.520000 sec): 3 clusters Score: Raw -128655.414553 + Penalty 3300.459650 = -125354.954903 nChanged 8 SP:Iteration 6Q (9428.520000 sec): 3 clusters Score: Raw -128669.121075 + Penalty 3300.459650 = -125368.661425 nChanged 9 SP:Iteration 7Q (9428.530000 sec): 3 clusters Score: Raw -128685.062973 + Penalty 3300.459650 = -125384.603323 nChanged 7 SP:Iteration 8Q (9428.530000 sec): 3 clusters Score: Raw -128694.955973 + Penalty 3300.459650 = -125394.496323 nChanged 8 SP:Iteration 9Q (9428.530000 sec): 3 clusters Score: Raw -128711.391196 + Penalty 3300.459650 = -125410.931546 nChanged 9 SP:Iteration 10Q (9428.530000 sec): 3 clusters Score: Raw -128748.401920 + Penalty 3300.459650 = -125447.942270 nChanged 13 SP:Iteration 11Q (9428.540000 sec): 3 clusters Score: Raw -128776.382246 + Penalty 3300.459650 = -125475.922595 nChanged 11 SP:Iteration 12Q (9428.540000 sec): 3 clusters Score: Raw -128804.856625 + Penalty 3300.459650 = -125504.396975 nChanged 10 SP:Iteration 13Q (9428.540000 sec): 3 clusters Score: Raw -128833.891924 + Penalty 3300.459650 = -125533.432274 nChanged 12 SP:Iteration 14Q (9428.550000 sec): 3 clusters Score: Raw -128857.667091 + Penalty 3300.459650 = -125557.207441 nChanged 14 SP:Iteration 15Q (9428.550000 sec): 3 clusters Score: Raw -128896.488168 + Penalty 3300.459650 = -125596.028518 nChanged 11 SP:Iteration 16Q (9428.550000 sec): 3 clusters Score: Raw -128922.645530 + Penalty 3300.459650 = -125622.185880 nChanged 9 SP:Iteration 17Q (9428.550000 sec): 3 clusters Score: Raw -128932.841650 + Penalty 3300.459650 = -125632.382000 nChanged 3 SP:Iteration 18Q (9428.560000 sec): 3 clusters Score: Raw -128939.935634 + Penalty 3300.459650 = -125639.475984 nChanged 7 SP:Iteration 19Q (9428.560000 sec): 3 clusters Score: Raw -128953.406275 + Penalty 3300.459650 = -125652.946625 nChanged 8 SP:Iteration 20F (9428.570000 sec): 3 clusters Score: Raw -128963.917472 + Penalty 3300.459650 = -125663.457822 nChanged 3 SP:Iteration 21Q (9428.570000 sec): 3 clusters Score: Raw -128969.322628 + Penalty 3300.459650 = -125668.862978 nChanged 3 SP:Iteration 22Q (9428.570000 sec): 3 clusters Score: Raw -128972.185935 + Penalty 3300.459650 = -125671.726285 nChanged 3 SP:Iteration 23Q (9428.570000 sec): 3 clusters Score: Raw -128975.750569 + Penalty 3300.459650 = -125675.290919 nChanged 0 SP:Iteration 24F (9428.570000 sec): 3 clusters Score: Raw -128975.750569 + Penalty 3300.459650 = -125675.290919 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.580000 sec): 2 clusters Score: Raw -47049.964641 + Penalty 1472.508979 = -45577.455662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.590000 sec): 3 clusters Score: Raw -47304.703674 + Penalty 2945.017958 = -44359.685717 nChanged 100 SP:Iteration 1F (9428.590000 sec): 3 clusters Score: Raw -47674.131899 + Penalty 2945.017958 = -44729.113941 nChanged 38 SP:Iteration 2F (9428.590000 sec): 3 clusters Score: Raw -47931.467750 + Penalty 2945.017958 = -44986.449792 nChanged 21 SP:Iteration 3F (9428.590000 sec): 3 clusters Score: Raw -48156.975940 + Penalty 2945.017958 = -45211.957982 nChanged 11 SP:Iteration 4Q (9428.590000 sec): 3 clusters Score: Raw -48237.952111 + Penalty 2945.017958 = -45292.934153 nChanged 2 SP:Iteration 5Q (9428.590000 sec): 3 clusters Score: Raw -48252.796709 + Penalty 2945.017958 = -45307.778752 nChanged 0 SP:Iteration 6F (9428.590000 sec): 3 clusters Score: Raw -48252.796709 + Penalty 2945.017958 = -45307.778752 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.600000 sec): 2 clusters Score: Raw -20881.013425 + Penalty 1385.637667 = -19495.375758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.600000 sec): 3 clusters Score: Raw -21183.539064 + Penalty 2771.275335 = -18412.263730 nChanged 50 SP:Iteration 1F (9428.610000 sec): 3 clusters Score: Raw -21428.174069 + Penalty 2771.275335 = -18656.898734 nChanged 10 SP:Iteration 2Q (9428.610000 sec): 3 clusters Score: Raw -21497.890835 + Penalty 2771.275335 = -18726.615501 nChanged 11 SP:Iteration 3Q (9428.610000 sec): 3 clusters Score: Raw -21601.194112 + Penalty 2771.275335 = -18829.918778 nChanged 7 SP:Iteration 4Q (9428.610000 sec): 3 clusters Score: Raw -21670.353797 + Penalty 2771.275335 = -18899.078463 nChanged 3 SP:Iteration 5Q (9428.610000 sec): 3 clusters Score: Raw -21681.466380 + Penalty 2771.275335 = -18910.191045 nChanged 1 SP:Iteration 6Q (9428.610000 sec): 3 clusters Score: Raw -21685.950016 + Penalty 2771.275335 = -18914.674682 nChanged 0 SP:Iteration 7F (9428.610000 sec): 3 clusters Score: Raw -21685.950016 + Penalty 2771.275335 = -18914.674682 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.620000 sec): 2 clusters Score: Raw -43448.317511 + Penalty 1417.822870 = -42030.494642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.620000 sec): 3 clusters Score: Raw -43682.458033 + Penalty 2835.645740 = -40846.812293 nChanged 57 SP:Iteration 1F (9428.620000 sec): 3 clusters Score: Raw -43861.045768 + Penalty 2835.645740 = -41025.400028 nChanged 16 SP:Iteration 2F (9428.620000 sec): 3 clusters Score: Raw -43944.870203 + Penalty 2835.645740 = -41109.224463 nChanged 13 SP:Iteration 3Q (9428.620000 sec): 3 clusters Score: Raw -44074.349195 + Penalty 2835.645740 = -41238.703455 nChanged 8 SP:Iteration 4Q (9428.620000 sec): 3 clusters Score: Raw -44125.215464 + Penalty 2835.645740 = -41289.569724 nChanged 5 SP:Iteration 5Q (9428.630000 sec): 3 clusters Score: Raw -44138.090014 + Penalty 2835.645740 = -41302.444274 nChanged 1 SP:Iteration 6Q (9428.630000 sec): 3 clusters Score: Raw -44141.137127 + Penalty 2835.645740 = -41305.491387 nChanged 1 SP:Iteration 7Q (9428.630000 sec): 3 clusters Score: Raw -44141.948937 + Penalty 2835.645740 = -41306.303197 nChanged 1 SP:Iteration 8Q (9428.630000 sec): 3 clusters Score: Raw -44143.128966 + Penalty 2835.645740 = -41307.483226 nChanged 1 SP:Iteration 9Q (9428.630000 sec): 3 clusters Score: Raw -44143.950906 + Penalty 2835.645740 = -41308.305166 nChanged 0 SP:Iteration 10F (9428.630000 sec): 3 clusters Score: Raw -44143.950906 + Penalty 2835.645740 = -41308.305166 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.640000 sec): 2 clusters Score: Raw -78693.646637 + Penalty 1536.212537 = -77157.434100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.640000 sec): 3 clusters Score: Raw -78709.703404 + Penalty 3072.425074 = -75637.278330 nChanged 83 SP:Iteration 1F (9428.640000 sec): 3 clusters Score: Raw -78853.256029 + Penalty 3072.425074 = -75780.830955 nChanged 27 SP:Iteration 2F (9428.650000 sec): 3 clusters Score: Raw -78903.348733 + Penalty 3072.425074 = -75830.923659 nChanged 9 SP:Iteration 3Q (9428.650000 sec): 3 clusters Score: Raw -78917.936382 + Penalty 3072.425074 = -75845.511308 nChanged 5 SP:Iteration 4Q (9428.650000 sec): 3 clusters Score: Raw -78927.337868 + Penalty 3072.425074 = -75854.912794 nChanged 3 SP:Iteration 5Q (9428.650000 sec): 3 clusters Score: Raw -78935.021339 + Penalty 3072.425074 = -75862.596265 nChanged 3 SP:Iteration 6Q (9428.650000 sec): 3 clusters Score: Raw -78937.945290 + Penalty 3072.425074 = -75865.520216 nChanged 0 SP:Iteration 7F (9428.650000 sec): 3 clusters Score: Raw -78937.945290 + Penalty 3072.425074 = -75865.520216 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9428.660000 sec): 2 clusters Score: Raw -40761.781805 + Penalty 1437.422322 = -39324.359482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9428.660000 sec): 3 clusters Score: Raw -41188.083172 + Penalty 2874.844644 = -38313.238528 nChanged 83 SP:Iteration 1F (9428.670000 sec): 3 clusters Score: Raw -41567.259635 + Penalty 2874.844644 = -38692.414990 nChanged 34 SP:Iteration 2F (9428.670000 sec): 3 clusters Score: Raw -41735.529677 + Penalty 2874.844644 = -38860.685032 nChanged 24 SP:Iteration 3F (9428.670000 sec): 3 clusters Score: Raw -41907.037161 + Penalty 2874.844644 = -39032.192517 nChanged 8 SP:Iteration 4Q (9428.670000 sec): 3 clusters Score: Raw -42034.032000 + Penalty 2874.844644 = -39159.187355 nChanged 3 SP:Iteration 5Q (9428.670000 sec): 3 clusters Score: Raw -42050.677215 + Penalty 2874.844644 = -39175.832570 nChanged 1 SP:Iteration 6Q (9428.670000 sec): 3 clusters Score: Raw -42054.550301 + Penalty 2874.844644 = -39179.705657 nChanged 0 SP:Iteration 7F (9428.670000 sec): 3 clusters Score: Raw -42054.550301 + Penalty 2874.844644 = -39179.705657 nChanged 0 Deleting Class 7 (158 points): Lose 2992.250200 but Gain 3620.129790 Iteration 179Q (9467.050000 sec): 59 clusters Score: Raw -378564468.785163 + Penalty 209967.527800 = -378354501.257363 nChanged 534 Iteration 180F (9650.640000 sec): 59 clusters Score: Raw -378565061.153517 + Penalty 209967.527800 = -378355093.625717 nChanged 496 Iteration 181Q (9688.740000 sec): 59 clusters Score: Raw -378567579.756616 + Penalty 209967.527800 = -378357612.228817 nChanged 403 Iteration 182Q (9726.850000 sec): 59 clusters Score: Raw -378567753.314120 + Penalty 209967.527800 = -378357785.786320 nChanged 366 Iteration 183Q (9764.860000 sec): 59 clusters Score: Raw -378567809.423735 + Penalty 209967.527800 = -378357841.895935 nChanged 367 Iteration 184Q (9803.100000 sec): 59 clusters Score: Raw -378567844.264839 + Penalty 209967.527800 = -378357876.737039 nChanged 373 Iteration 185Q (9841.200000 sec): 59 clusters Score: Raw -378567878.623189 + Penalty 209967.527800 = -378357911.095389 nChanged 370 Iteration 186Q (9879.150000 sec): 59 clusters Score: Raw -378567899.903641 + Penalty 209967.527800 = -378357932.375841 nChanged 357 Iteration 187Q (9917.040000 sec): 59 clusters Score: Raw -378567911.127441 + Penalty 209967.527800 = -378357943.599641 nChanged 374 Iteration 188Q (9954.900000 sec): 59 clusters Score: Raw -378567922.055714 + Penalty 209967.527800 = -378357954.527914 nChanged 337 Iteration 189Q (9992.790000 sec): 59 clusters Score: Raw -378567927.924387 + Penalty 209967.527800 = -378357960.396587 nChanged 302 Iteration 190Q (10030.610000 sec): 59 clusters Score: Raw -378567932.823761 + Penalty 209967.527800 = -378357965.295961 nChanged 278 Iteration 191Q (10068.430000 sec): 59 clusters Score: Raw -378567937.029574 + Penalty 209967.527800 = -378357969.501774 nChanged 299 Iteration 192Q (10106.330000 sec): 59 clusters Score: Raw -378567942.024764 + Penalty 209967.527800 = -378357974.496964 nChanged 289 Iteration 193Q (10144.150000 sec): 59 clusters Score: Raw -378567946.494663 + Penalty 209967.527800 = -378357978.966863 nChanged 285 Iteration 194Q (10181.910000 sec): 59 clusters Score: Raw -378567950.578595 + Penalty 209967.527800 = -378357983.050796 nChanged 275 Iteration 195Q (10219.700000 sec): 59 clusters Score: Raw -378567955.164679 + Penalty 209967.527800 = -378357987.636879 nChanged 252 Iteration 196Q (10257.470000 sec): 59 clusters Score: Raw -378567959.130431 + Penalty 209967.527800 = -378357991.602631 nChanged 214 Iteration 197Q (10295.360000 sec): 59 clusters Score: Raw -378567961.587873 + Penalty 209967.527800 = -378357994.060073 nChanged 212 Iteration 198Q (10333.160000 sec): 59 clusters Score: Raw -378567964.486962 + Penalty 209967.527800 = -378357996.959162 nChanged 241 Iteration 199Q (10371.000000 sec): 59 clusters Score: Raw -378567968.398053 + Penalty 209967.527800 = -378358000.870253 nChanged 243 Iteration 200F (10554.790000 sec): 59 clusters Score: Raw -378583444.221541 + Penalty 209967.527800 = -378373476.693741 nChanged 423 Iteration 201Q (10592.900000 sec): 59 clusters Score: Raw -378587695.190561 + Penalty 209967.527800 = -378377727.662761 nChanged 286 Iteration 202Q (10630.890000 sec): 59 clusters Score: Raw -378587747.433859 + Penalty 209967.527800 = -378377779.906059 nChanged 270 Iteration 203Q (10668.830000 sec): 59 clusters Score: Raw -378587792.947872 + Penalty 209967.527800 = -378377825.420072 nChanged 270 Iteration 204Q (10706.760000 sec): 59 clusters Score: Raw -378587803.338529 + Penalty 209967.527800 = -378377835.810730 nChanged 270 Iteration 205Q (10744.690000 sec): 59 clusters Score: Raw -378587809.238415 + Penalty 209967.527800 = -378377841.710615 nChanged 292 Iteration 206Q (10782.550000 sec): 59 clusters Score: Raw -378587814.649788 + Penalty 209967.527800 = -378377847.121988 nChanged 258 Iteration 207Q (10820.520000 sec): 59 clusters Score: Raw -378587817.887734 + Penalty 209967.527800 = -378377850.359934 nChanged 243 Iteration 208Q (10858.360000 sec): 59 clusters Score: Raw -378587822.192496 + Penalty 209967.527800 = -378377854.664696 nChanged 244 Iteration 209Q (10896.220000 sec): 59 clusters Score: Raw -378587827.576995 + Penalty 209967.527800 = -378377860.049195 nChanged 222 Iteration 210Q (10934.050000 sec): 59 clusters Score: Raw -378587831.508617 + Penalty 209967.527800 = -378377863.980817 nChanged 221 Iteration 211Q (10971.910000 sec): 59 clusters Score: Raw -378587835.150880 + Penalty 209967.527800 = -378377867.623080 nChanged 223 Iteration 212Q (11009.740000 sec): 59 clusters Score: Raw -378587840.009849 + Penalty 209967.527800 = -378377872.482049 nChanged 234 Iteration 213Q (11047.570000 sec): 59 clusters Score: Raw -378587845.012259 + Penalty 209967.527800 = -378377877.484460 nChanged 215 Iteration 214Q (11085.440000 sec): 59 clusters Score: Raw -378587848.525981 + Penalty 209967.527800 = -378377880.998181 nChanged 205 Iteration 215Q (11123.290000 sec): 59 clusters Score: Raw -378587852.405059 + Penalty 209967.527800 = -378377884.877259 nChanged 196 Iteration 216Q (11161.140000 sec): 59 clusters Score: Raw -378587856.806710 + Penalty 209967.527800 = -378377889.278910 nChanged 212 Iteration 217Q (11198.910000 sec): 59 clusters Score: Raw -378587861.135528 + Penalty 209967.527800 = -378377893.607728 nChanged 203 Iteration 218Q (11236.820000 sec): 59 clusters Score: Raw -378587865.446194 + Penalty 209967.527800 = -378377897.918395 nChanged 183 Writing temp clu file Because OldScore, -378377893.607728, is greater than current (better) Score,-378377897.918395 Compute initial score before splitting: Score: Raw -378587865.446194 + Penalty 209967.527800 = -378377897.918395 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11237.210000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11237.220000 sec): 3 clusters Score: Raw -81545.562584 + Penalty 3104.752406 = -78440.810178 nChanged 101 SP:Iteration 1F (11237.220000 sec): 3 clusters Score: Raw -81747.907140 + Penalty 3104.752406 = -78643.154734 nChanged 27 SP:Iteration 2F (11237.220000 sec): 3 clusters Score: Raw -81810.249135 + Penalty 3104.752406 = -78705.496728 nChanged 7 SP:Iteration 3Q (11237.220000 sec): 3 clusters Score: Raw -81826.439807 + Penalty 3104.752406 = -78721.687401 nChanged 4 SP:Iteration 4Q (11237.220000 sec): 3 clusters Score: Raw -81840.248291 + Penalty 3104.752406 = -78735.495885 nChanged 2 SP:Iteration 5Q (11237.220000 sec): 3 clusters Score: Raw -81844.817031 + Penalty 3104.752406 = -78740.064625 nChanged 2 SP:Iteration 6Q (11237.230000 sec): 3 clusters Score: Raw -81847.938210 + Penalty 3104.752406 = -78743.185804 nChanged 1 SP:Iteration 7Q (11237.230000 sec): 3 clusters Score: Raw -81850.498501 + Penalty 3104.752406 = -78745.746095 nChanged 0 SP:Iteration 8F (11237.230000 sec): 3 clusters Score: Raw -81850.498501 + Penalty 3104.752406 = -78745.746095 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11237.240000 sec): 2 clusters Score: Raw -66805.667207 + Penalty 1507.823432 = -65297.843775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11237.240000 sec): 3 clusters Score: Raw -66878.347810 + Penalty 3015.646865 = -63862.700945 nChanged 89 SP:Iteration 1F (11237.240000 sec): 3 clusters Score: Raw -67094.877741 + Penalty 3015.646865 = -64079.230877 nChanged 29 SP:Iteration 2F (11237.240000 sec): 3 clusters Score: Raw -67201.584710 + Penalty 3015.646865 = -64185.937846 nChanged 17 SP:Iteration 3Q (11237.250000 sec): 3 clusters Score: Raw -67273.311652 + Penalty 3015.646865 = -64257.664788 nChanged 12 SP:Iteration 4Q (11237.250000 sec): 3 clusters Score: Raw -67317.538731 + Penalty 3015.646865 = -64301.891866 nChanged 3 SP:Iteration 5Q (11237.250000 sec): 3 clusters Score: Raw -67328.206799 + Penalty 3015.646865 = -64312.559934 nChanged 0 SP:Iteration 6F (11237.250000 sec): 3 clusters Score: Raw -67328.206799 + Penalty 3015.646865 = -64312.559934 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (215495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11238.090000 sec): 2 clusters Score: Raw -40094097.115236 + Penalty 3045.611861 = -40091051.503376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11239.020000 sec): 3 clusters Score: Raw -39952760.125670 + Penalty 6091.223721 = -39946668.901949 nChanged 103774 SP:Iteration 1F (11239.940000 sec): 3 clusters Score: Raw -40013483.321650 + Penalty 6091.223721 = -40007392.097929 nChanged 5707 SP:Iteration 2Q (11240.880000 sec): 3 clusters Score: Raw -40014615.371084 + Penalty 6091.223721 = -40008524.147362 nChanged 5992 SP:Iteration 3Q (11241.810000 sec): 3 clusters Score: Raw -40016000.819823 + Penalty 6091.223721 = -40009909.596102 nChanged 6870 SP:Iteration 4Q (11242.750000 sec): 3 clusters Score: Raw -40017938.569220 + Penalty 6091.223721 = -40011847.345499 nChanged 8126 SP:Iteration 5Q (11243.690000 sec): 3 clusters Score: Raw -40020833.246089 + Penalty 6091.223721 = -40014742.022367 nChanged 9852 SP:Iteration 6Q (11244.620000 sec): 3 clusters Score: Raw -40025252.049627 + Penalty 6091.223721 = -40019160.825906 nChanged 11959 SP:Iteration 7F (11245.530000 sec): 3 clusters Score: Raw -40032054.666156 + Penalty 6091.223721 = -40025963.442435 nChanged 14207 SP:Iteration 8F (11246.440000 sec): 3 clusters Score: Raw -40041982.463884 + Penalty 6091.223721 = -40035891.240163 nChanged 15641 SP:Iteration 9F (11247.350000 sec): 3 clusters Score: Raw -40054624.803173 + Penalty 6091.223721 = -40048533.579452 nChanged 15439 SP:Iteration 10F (11248.260000 sec): 3 clusters Score: Raw -40068187.268568 + Penalty 6091.223721 = -40062096.044846 nChanged 12527 SP:Iteration 11F (11249.160000 sec): 3 clusters Score: Raw -40079480.530897 + Penalty 6091.223721 = -40073389.307176 nChanged 8470 SP:Iteration 12Q (11249.970000 sec): 3 clusters Score: Raw -40086974.203329 + Penalty 6091.223721 = -40080882.979608 nChanged 4912 SP:Iteration 13Q (11250.730000 sec): 3 clusters Score: Raw -40091179.296313 + Penalty 6091.223721 = -40085088.072592 nChanged 2302 SP:Iteration 14Q (11251.430000 sec): 3 clusters Score: Raw -40093021.480089 + Penalty 6091.223721 = -40086930.256368 nChanged 1008 SP:Iteration 15Q (11252.110000 sec): 3 clusters Score: Raw -40093815.842232 + Penalty 6091.223721 = -40087724.618511 nChanged 428 SP:Iteration 16Q (11252.760000 sec): 3 clusters Score: Raw -40094134.547330 + Penalty 6091.223721 = -40088043.323609 nChanged 195 SP:Iteration 17Q (11253.410000 sec): 3 clusters Score: Raw -40094280.261538 + Penalty 6091.223721 = -40088189.037817 nChanged 103 SP:Iteration 18Q (11254.050000 sec): 3 clusters Score: Raw -40094360.653558 + Penalty 6091.223721 = -40088269.429837 nChanged 66 SP:Iteration 19Q (11254.690000 sec): 3 clusters Score: Raw -40094411.783225 + Penalty 6091.223721 = -40088320.559504 nChanged 48 SP:Iteration 20F (11255.580000 sec): 3 clusters Score: Raw -40094449.215563 + Penalty 6091.223721 = -40088357.991842 nChanged 39 SP:Iteration 21Q (11256.220000 sec): 3 clusters Score: Raw -40094478.957595 + Penalty 6091.223721 = -40088387.733874 nChanged 26 SP:Iteration 22Q (11256.850000 sec): 3 clusters Score: Raw -40094498.408133 + Penalty 6091.223721 = -40088407.184411 nChanged 19 SP:Iteration 23Q (11257.490000 sec): 3 clusters Score: Raw -40094514.065634 + Penalty 6091.223721 = -40088422.841912 nChanged 20 SP:Iteration 24Q (11258.130000 sec): 3 clusters Score: Raw -40094530.348740 + Penalty 6091.223721 = -40088439.125019 nChanged 17 SP:Iteration 25Q (11258.760000 sec): 3 clusters Score: Raw -40094542.670902 + Penalty 6091.223721 = -40088451.447180 nChanged 9 SP:Iteration 26Q (11259.390000 sec): 3 clusters Score: Raw -40094549.760367 + Penalty 6091.223721 = -40088458.536645 nChanged 9 SP:Iteration 27Q (11260.030000 sec): 3 clusters Score: Raw -40094556.649934 + Penalty 6091.223721 = -40088465.426213 nChanged 7 SP:Iteration 28Q (11260.670000 sec): 3 clusters Score: Raw -40094561.892722 + Penalty 6091.223721 = -40088470.669001 nChanged 4 SP:Iteration 29Q (11261.300000 sec): 3 clusters Score: Raw -40094564.168388 + Penalty 6091.223721 = -40088472.944666 nChanged 1 SP:Iteration 30Q (11261.930000 sec): 3 clusters Score: Raw -40094564.955500 + Penalty 6091.223721 = -40088473.731778 nChanged 0 SP:Iteration 31F (11262.830000 sec): 3 clusters Score: Raw -40094564.955500 + Penalty 6091.223721 = -40088473.731778 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11262.940000 sec): 2 clusters Score: Raw -400234.109212 + Penalty 1912.686071 = -398321.423141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11262.950000 sec): 3 clusters Score: Raw -399356.372097 + Penalty 3825.372142 = -395530.999955 nChanged 733 SP:Iteration 1F (11262.960000 sec): 3 clusters Score: Raw -399879.088942 + Penalty 3825.372142 = -396053.716800 nChanged 159 SP:Iteration 2F (11262.970000 sec): 3 clusters Score: Raw -400042.887485 + Penalty 3825.372142 = -396217.515343 nChanged 118 SP:Iteration 3F (11262.970000 sec): 3 clusters Score: Raw -400182.729568 + Penalty 3825.372142 = -396357.357426 nChanged 108 SP:Iteration 4Q (11262.990000 sec): 3 clusters Score: Raw -400299.896537 + Penalty 3825.372142 = -396474.524395 nChanged 95 SP:Iteration 5Q (11262.990000 sec): 3 clusters Score: Raw -400423.497005 + Penalty 3825.372142 = -396598.124864 nChanged 103 SP:Iteration 6Q (11263.000000 sec): 3 clusters Score: Raw -400574.086306 + Penalty 3825.372142 = -396748.714164 nChanged 104 SP:Iteration 7Q (11263.010000 sec): 3 clusters Score: Raw -400783.914099 + Penalty 3825.372142 = -396958.541958 nChanged 120 SP:Iteration 8F (11263.020000 sec): 3 clusters Score: Raw -400994.245629 + Penalty 3825.372142 = -397168.873487 nChanged 121 SP:Iteration 9F (11263.030000 sec): 3 clusters Score: Raw -401188.288944 + Penalty 3825.372142 = -397362.916802 nChanged 89 SP:Iteration 10Q (11263.040000 sec): 3 clusters Score: Raw -401325.873282 + Penalty 3825.372142 = -397500.501140 nChanged 70 SP:Iteration 11Q (11263.050000 sec): 3 clusters Score: Raw -401403.066003 + Penalty 3825.372142 = -397577.693861 nChanged 39 SP:Iteration 12Q (11263.050000 sec): 3 clusters Score: Raw -401449.549814 + Penalty 3825.372142 = -397624.177672 nChanged 30 SP:Iteration 13Q (11263.060000 sec): 3 clusters Score: Raw -401481.336496 + Penalty 3825.372142 = -397655.964355 nChanged 25 SP:Iteration 14Q (11263.070000 sec): 3 clusters Score: Raw -401502.484506 + Penalty 3825.372142 = -397677.112364 nChanged 18 SP:Iteration 15Q (11263.080000 sec): 3 clusters Score: Raw -401518.718609 + Penalty 3825.372142 = -397693.346467 nChanged 12 SP:Iteration 16Q (11263.090000 sec): 3 clusters Score: Raw -401527.028499 + Penalty 3825.372142 = -397701.656357 nChanged 7 SP:Iteration 17Q (11263.090000 sec): 3 clusters Score: Raw -401531.882053 + Penalty 3825.372142 = -397706.509911 nChanged 4 SP:Iteration 18Q (11263.100000 sec): 3 clusters Score: Raw -401534.140074 + Penalty 3825.372142 = -397708.767932 nChanged 4 SP:Iteration 19Q (11263.110000 sec): 3 clusters Score: Raw -401536.344696 + Penalty 3825.372142 = -397710.972554 nChanged 6 SP:Iteration 20F (11263.120000 sec): 3 clusters Score: Raw -401539.208228 + Penalty 3825.372142 = -397713.836086 nChanged 2 SP:Iteration 21Q (11263.130000 sec): 3 clusters Score: Raw -401540.402150 + Penalty 3825.372142 = -397715.030008 nChanged 2 SP:Iteration 22Q (11263.130000 sec): 3 clusters Score: Raw -401541.035049 + Penalty 3825.372142 = -397715.662908 nChanged 0 SP:Iteration 23F (11263.140000 sec): 3 clusters Score: Raw -401541.035049 + Penalty 3825.372142 = -397715.662908 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11263.150000 sec): 2 clusters Score: Raw -50738.373391 + Penalty 1435.150551 = -49303.222841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11263.150000 sec): 3 clusters Score: Raw -50944.060860 + Penalty 2870.301101 = -48073.759759 nChanged 54 SP:Iteration 1F (11263.150000 sec): 3 clusters Score: Raw -51086.939895 + Penalty 2870.301101 = -48216.638794 nChanged 15 SP:Iteration 2Q (11263.160000 sec): 3 clusters Score: Raw -51131.178751 + Penalty 2870.301101 = -48260.877650 nChanged 11 SP:Iteration 3Q (11263.160000 sec): 3 clusters Score: Raw -51155.907200 + Penalty 2870.301101 = -48285.606099 nChanged 8 SP:Iteration 4Q (11263.160000 sec): 3 clusters Score: Raw -51217.744192 + Penalty 2870.301101 = -48347.443091 nChanged 5 SP:Iteration 5Q (11263.160000 sec): 3 clusters Score: Raw -51224.623017 + Penalty 2870.301101 = -48354.321916 nChanged 2 SP:Iteration 6Q (11263.160000 sec): 3 clusters Score: Raw -51226.454557 + Penalty 2870.301101 = -48356.153456 nChanged 2 SP:Iteration 7Q (11263.160000 sec): 3 clusters Score: Raw -51231.535092 + Penalty 2870.301101 = -48361.233991 nChanged 5 SP:Iteration 8Q (11263.160000 sec): 3 clusters Score: Raw -51245.628887 + Penalty 2870.301101 = -48375.327786 nChanged 3 SP:Iteration 9Q (11263.170000 sec): 3 clusters Score: Raw -51252.579250 + Penalty 2870.301101 = -48382.278149 nChanged 4 SP:Iteration 10Q (11263.170000 sec): 3 clusters Score: Raw -51275.580504 + Penalty 2870.301101 = -48405.279403 nChanged 2 SP:Iteration 11Q (11263.170000 sec): 3 clusters Score: Raw -51290.145108 + Penalty 2870.301101 = -48419.844007 nChanged 3 SP:Iteration 12Q (11263.170000 sec): 3 clusters Score: Raw -51301.332024 + Penalty 2870.301101 = -48431.030923 nChanged 1 SP:Iteration 13Q (11263.170000 sec): 3 clusters Score: Raw -51304.802315 + Penalty 2870.301101 = -48434.501214 nChanged 0 SP:Iteration 14F (11263.170000 sec): 3 clusters Score: Raw -51304.802315 + Penalty 2870.301101 = -48434.501214 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11263.200000 sec): 2 clusters Score: Raw -951085.945698 + Penalty 2144.584824 = -948941.360874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11263.220000 sec): 3 clusters Score: Raw -948270.047180 + Penalty 4289.169649 = -943980.877532 nChanged 2196 SP:Iteration 1F (11263.250000 sec): 3 clusters Score: Raw -949558.514578 + Penalty 4289.169649 = -945269.344929 nChanged 456 SP:Iteration 2F (11263.270000 sec): 3 clusters Score: Raw -949861.021673 + Penalty 4289.169649 = -945571.852024 nChanged 327 SP:Iteration 3F (11263.290000 sec): 3 clusters Score: Raw -950120.576854 + Penalty 4289.169649 = -945831.407206 nChanged 311 SP:Iteration 4F (11263.310000 sec): 3 clusters Score: Raw -950408.247636 + Penalty 4289.169649 = -946119.077987 nChanged 309 SP:Iteration 5F (11263.330000 sec): 3 clusters Score: Raw -950668.484740 + Penalty 4289.169649 = -946379.315091 nChanged 292 SP:Iteration 6F (11263.360000 sec): 3 clusters Score: Raw -950913.978684 + Penalty 4289.169649 = -946624.809035 nChanged 270 SP:Iteration 7Q (11263.380000 sec): 3 clusters Score: Raw -951129.389923 + Penalty 4289.169649 = -946840.220274 nChanged 253 SP:Iteration 8Q (11263.400000 sec): 3 clusters Score: Raw -951347.708243 + Penalty 4289.169649 = -947058.538594 nChanged 228 SP:Iteration 9Q (11263.420000 sec): 3 clusters Score: Raw -951526.445445 + Penalty 4289.169649 = -947237.275796 nChanged 171 SP:Iteration 10Q (11263.450000 sec): 3 clusters Score: Raw -951618.057518 + Penalty 4289.169649 = -947328.887869 nChanged 104 SP:Iteration 11Q (11263.470000 sec): 3 clusters Score: Raw -951670.486608 + Penalty 4289.169649 = -947381.316960 nChanged 90 SP:Iteration 12Q (11263.500000 sec): 3 clusters Score: Raw -951710.022473 + Penalty 4289.169649 = -947420.852825 nChanged 66 SP:Iteration 13Q (11263.520000 sec): 3 clusters Score: Raw -951737.047390 + Penalty 4289.169649 = -947447.877742 nChanged 46 SP:Iteration 14Q (11263.540000 sec): 3 clusters Score: Raw -951752.309462 + Penalty 4289.169649 = -947463.139813 nChanged 32 SP:Iteration 15Q (11263.560000 sec): 3 clusters Score: Raw -951762.460312 + Penalty 4289.169649 = -947473.290663 nChanged 26 SP:Iteration 16Q (11263.580000 sec): 3 clusters Score: Raw -951768.933959 + Penalty 4289.169649 = -947479.764311 nChanged 14 SP:Iteration 17Q (11263.600000 sec): 3 clusters Score: Raw -951772.145108 + Penalty 4289.169649 = -947482.975459 nChanged 8 SP:Iteration 18Q (11263.620000 sec): 3 clusters Score: Raw -951774.493843 + Penalty 4289.169649 = -947485.324194 nChanged 11 SP:Iteration 19Q (11263.640000 sec): 3 clusters Score: Raw -951777.435706 + Penalty 4289.169649 = -947488.266057 nChanged 5 SP:Iteration 20F (11263.670000 sec): 3 clusters Score: Raw -951778.551890 + Penalty 4289.169649 = -947489.382242 nChanged 6 SP:Iteration 21Q (11263.690000 sec): 3 clusters Score: Raw -951780.495544 + Penalty 4289.169649 = -947491.325895 nChanged 7 SP:Iteration 22Q (11263.710000 sec): 3 clusters Score: Raw -951782.300726 + Penalty 4289.169649 = -947493.131077 nChanged 6 SP:Iteration 23Q (11263.730000 sec): 3 clusters Score: Raw -951784.032868 + Penalty 4289.169649 = -947494.863219 nChanged 9 SP:Iteration 24Q (11263.750000 sec): 3 clusters Score: Raw -951786.396075 + Penalty 4289.169649 = -947497.226426 nChanged 6 SP:Iteration 25Q (11263.770000 sec): 3 clusters Score: Raw -951787.437650 + Penalty 4289.169649 = -947498.268001 nChanged 7 SP:Iteration 26Q (11263.790000 sec): 3 clusters Score: Raw -951789.134185 + Penalty 4289.169649 = -947499.964536 nChanged 7 SP:Iteration 27Q (11263.810000 sec): 3 clusters Score: Raw -951790.590966 + Penalty 4289.169649 = -947501.421317 nChanged 2 SP:Iteration 28Q (11263.830000 sec): 3 clusters Score: Raw -951790.851582 + Penalty 4289.169649 = -947501.681933 nChanged 1 SP:Iteration 29Q (11263.850000 sec): 3 clusters Score: Raw -951790.960323 + Penalty 4289.169649 = -947501.790674 nChanged 0 SP:Iteration 30F (11263.880000 sec): 3 clusters Score: Raw -951790.960323 + Penalty 4289.169649 = -947501.790674 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11264.010000 sec): 2 clusters Score: Raw -5439779.822292 + Penalty 2570.336782 = -5437209.485510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11264.140000 sec): 3 clusters Score: Raw -5420575.958249 + Penalty 5140.673563 = -5415435.284686 nChanged 14296 SP:Iteration 1F (11264.270000 sec): 3 clusters Score: Raw -5428459.248408 + Penalty 5140.673563 = -5423318.574845 nChanged 1491 SP:Iteration 2Q (11264.400000 sec): 3 clusters Score: Raw -5428982.231749 + Penalty 5140.673563 = -5423841.558185 nChanged 1519 SP:Iteration 3Q (11264.530000 sec): 3 clusters Score: Raw -5429588.505571 + Penalty 5140.673563 = -5424447.832008 nChanged 1641 SP:Iteration 4F (11264.650000 sec): 3 clusters Score: Raw -5430420.550974 + Penalty 5140.673563 = -5425279.877410 nChanged 1912 SP:Iteration 5F (11264.780000 sec): 3 clusters Score: Raw -5431611.725280 + Penalty 5140.673563 = -5426471.051716 nChanged 2180 SP:Iteration 6F (11264.910000 sec): 3 clusters Score: Raw -5433242.591073 + Penalty 5140.673563 = -5428101.917510 nChanged 2283 SP:Iteration 7F (11265.030000 sec): 3 clusters Score: Raw -5435246.971169 + Penalty 5140.673563 = -5430106.297605 nChanged 1974 SP:Iteration 8F (11265.160000 sec): 3 clusters Score: Raw -5437033.948340 + Penalty 5140.673563 = -5431893.274776 nChanged 1480 SP:Iteration 9Q (11265.290000 sec): 3 clusters Score: Raw -5438382.591100 + Penalty 5140.673563 = -5433241.917537 nChanged 925 SP:Iteration 10Q (11265.410000 sec): 3 clusters Score: Raw -5439225.148410 + Penalty 5140.673563 = -5434084.474847 nChanged 479 SP:Iteration 11Q (11265.520000 sec): 3 clusters Score: Raw -5439644.153466 + Penalty 5140.673563 = -5434503.479903 nChanged 228 SP:Iteration 12Q (11265.620000 sec): 3 clusters Score: Raw -5439850.569404 + Penalty 5140.673563 = -5434709.895840 nChanged 117 SP:Iteration 13Q (11265.720000 sec): 3 clusters Score: Raw -5439969.087322 + Penalty 5140.673563 = -5434828.413759 nChanged 64 SP:Iteration 14Q (11265.820000 sec): 3 clusters Score: Raw -5440030.937057 + Penalty 5140.673563 = -5434890.263494 nChanged 33 SP:Iteration 15Q (11265.910000 sec): 3 clusters Score: Raw -5440062.381040 + Penalty 5140.673563 = -5434921.707477 nChanged 29 SP:Iteration 16Q (11266.010000 sec): 3 clusters Score: Raw -5440093.240254 + Penalty 5140.673563 = -5434952.566690 nChanged 16 SP:Iteration 17Q (11266.110000 sec): 3 clusters Score: Raw -5440106.551093 + Penalty 5140.673563 = -5434965.877530 nChanged 9 SP:Iteration 18Q (11266.200000 sec): 3 clusters Score: Raw -5440115.708858 + Penalty 5140.673563 = -5434975.035295 nChanged 11 SP:Iteration 19Q (11266.290000 sec): 3 clusters Score: Raw -5440127.488289 + Penalty 5140.673563 = -5434986.814726 nChanged 11 SP:Iteration 20F (11266.420000 sec): 3 clusters Score: Raw -5440134.601165 + Penalty 5140.673563 = -5434993.927601 nChanged 4 SP:Iteration 21Q (11266.510000 sec): 3 clusters Score: Raw -5440136.853521 + Penalty 5140.673563 = -5434996.179958 nChanged 3 SP:Iteration 22Q (11266.610000 sec): 3 clusters Score: Raw -5440139.121067 + Penalty 5140.673563 = -5434998.447504 nChanged 2 SP:Iteration 23Q (11266.700000 sec): 3 clusters Score: Raw -5440140.133539 + Penalty 5140.673563 = -5434999.459976 nChanged 1 SP:Iteration 24Q (11266.790000 sec): 3 clusters Score: Raw -5440140.683677 + Penalty 5140.673563 = -5435000.010114 nChanged 1 SP:Iteration 25Q (11266.890000 sec): 3 clusters Score: Raw -5440142.043978 + Penalty 5140.673563 = -5435001.370414 nChanged 2 SP:Iteration 26Q (11266.980000 sec): 3 clusters Score: Raw -5440143.523959 + Penalty 5140.673563 = -5435002.850396 nChanged 3 SP:Iteration 27Q (11267.070000 sec): 3 clusters Score: Raw -5440146.299353 + Penalty 5140.673563 = -5435005.625789 nChanged 1 SP:Iteration 28Q (11267.170000 sec): 3 clusters Score: Raw -5440146.737025 + Penalty 5140.673563 = -5435006.063462 nChanged 1 SP:Iteration 29Q (11267.260000 sec): 3 clusters Score: Raw -5440147.503875 + Penalty 5140.673563 = -5435006.830311 nChanged 1 SP:Iteration 30Q (11267.350000 sec): 3 clusters Score: Raw -5440148.117732 + Penalty 5140.673563 = -5435007.444169 nChanged 1 SP:Iteration 31Q (11267.440000 sec): 3 clusters Score: Raw -5440148.996344 + Penalty 5140.673563 = -5435008.322780 nChanged 0 SP:Iteration 32F (11267.570000 sec): 3 clusters Score: Raw -5440148.996344 + Penalty 5140.673563 = -5435008.322780 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (33468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11267.690000 sec): 2 clusters Score: Raw -5544008.795370 + Penalty 2583.749569 = -5541425.045801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11267.830000 sec): 3 clusters Score: Raw -5523651.153538 + Penalty 5167.499139 = -5518483.654400 nChanged 15210 SP:Iteration 1F (11267.960000 sec): 3 clusters Score: Raw -5532226.566239 + Penalty 5167.499139 = -5527059.067100 nChanged 1737 SP:Iteration 2F (11268.100000 sec): 3 clusters Score: Raw -5532912.829829 + Penalty 5167.499139 = -5527745.330690 nChanged 1673 SP:Iteration 3Q (11268.230000 sec): 3 clusters Score: Raw -5533577.738572 + Penalty 5167.499139 = -5528410.239433 nChanged 1581 SP:Iteration 4Q (11268.370000 sec): 3 clusters Score: Raw -5534209.895665 + Penalty 5167.499139 = -5529042.396527 nChanged 1496 SP:Iteration 5Q (11268.510000 sec): 3 clusters Score: Raw -5534795.998013 + Penalty 5167.499139 = -5529628.498874 nChanged 1403 SP:Iteration 6Q (11268.640000 sec): 3 clusters Score: Raw -5535355.602077 + Penalty 5167.499139 = -5530188.102938 nChanged 1375 SP:Iteration 7Q (11268.780000 sec): 3 clusters Score: Raw -5535951.778437 + Penalty 5167.499139 = -5530784.279299 nChanged 1409 SP:Iteration 8Q (11268.910000 sec): 3 clusters Score: Raw -5536559.860014 + Penalty 5167.499139 = -5531392.360876 nChanged 1420 SP:Iteration 9Q (11269.050000 sec): 3 clusters Score: Raw -5537161.485600 + Penalty 5167.499139 = -5531993.986462 nChanged 1320 SP:Iteration 10Q (11269.190000 sec): 3 clusters Score: Raw -5537701.110355 + Penalty 5167.499139 = -5532533.611217 nChanged 1155 SP:Iteration 11Q (11269.320000 sec): 3 clusters Score: Raw -5538178.389653 + Penalty 5167.499139 = -5533010.890515 nChanged 1059 SP:Iteration 12Q (11269.450000 sec): 3 clusters Score: Raw -5538585.275236 + Penalty 5167.499139 = -5533417.776097 nChanged 896 SP:Iteration 13Q (11269.590000 sec): 3 clusters Score: Raw -5538901.895942 + Penalty 5167.499139 = -5533734.396803 nChanged 746 SP:Iteration 14Q (11269.720000 sec): 3 clusters Score: Raw -5539133.651190 + Penalty 5167.499139 = -5533966.152051 nChanged 636 SP:Iteration 15Q (11269.860000 sec): 3 clusters Score: Raw -5539310.015314 + Penalty 5167.499139 = -5534142.516175 nChanged 528 SP:Iteration 16Q (11269.990000 sec): 3 clusters Score: Raw -5539445.684522 + Penalty 5167.499139 = -5534278.185383 nChanged 442 SP:Iteration 17Q (11270.120000 sec): 3 clusters Score: Raw -5539545.573893 + Penalty 5167.499139 = -5534378.074754 nChanged 377 SP:Iteration 18Q (11270.250000 sec): 3 clusters Score: Raw -5539622.160155 + Penalty 5167.499139 = -5534454.661016 nChanged 296 SP:Iteration 19Q (11270.390000 sec): 3 clusters Score: Raw -5539665.931589 + Penalty 5167.499139 = -5534498.432450 nChanged 240 SP:Iteration 20F (11270.520000 sec): 3 clusters Score: Raw -5539698.339170 + Penalty 5167.499139 = -5534530.840031 nChanged 179 SP:Iteration 21Q (11270.650000 sec): 3 clusters Score: Raw -5539721.972750 + Penalty 5167.499139 = -5534554.473611 nChanged 165 SP:Iteration 22Q (11270.790000 sec): 3 clusters Score: Raw -5539743.286517 + Penalty 5167.499139 = -5534575.787379 nChanged 161 SP:Iteration 23Q (11270.920000 sec): 3 clusters Score: Raw -5539761.879910 + Penalty 5167.499139 = -5534594.380772 nChanged 154 SP:Iteration 24Q (11271.050000 sec): 3 clusters Score: Raw -5539780.882767 + Penalty 5167.499139 = -5534613.383629 nChanged 153 SP:Iteration 25Q (11271.180000 sec): 3 clusters Score: Raw -5539799.620609 + Penalty 5167.499139 = -5534632.121470 nChanged 140 SP:Iteration 26Q (11271.310000 sec): 3 clusters Score: Raw -5539819.200188 + Penalty 5167.499139 = -5534651.701049 nChanged 170 SP:Iteration 27Q (11271.440000 sec): 3 clusters Score: Raw -5539841.287445 + Penalty 5167.499139 = -5534673.788306 nChanged 153 SP:Iteration 28Q (11271.570000 sec): 3 clusters Score: Raw -5539860.497997 + Penalty 5167.499139 = -5534692.998859 nChanged 143 SP:Iteration 29Q (11271.700000 sec): 3 clusters Score: Raw -5539879.598079 + Penalty 5167.499139 = -5534712.098941 nChanged 159 SP:Iteration 30Q (11271.830000 sec): 3 clusters Score: Raw -5539900.101951 + Penalty 5167.499139 = -5534732.602813 nChanged 154 SP:Iteration 31Q (11271.970000 sec): 3 clusters Score: Raw -5539920.033911 + Penalty 5167.499139 = -5534752.534773 nChanged 165 SP:Iteration 32Q (11272.100000 sec): 3 clusters Score: Raw -5539941.975090 + Penalty 5167.499139 = -5534774.475951 nChanged 169 SP:Iteration 33Q (11272.230000 sec): 3 clusters Score: Raw -5539963.888424 + Penalty 5167.499139 = -5534796.389286 nChanged 166 SP:Iteration 34Q (11272.360000 sec): 3 clusters Score: Raw -5539986.232880 + Penalty 5167.499139 = -5534818.733742 nChanged 139 SP:Iteration 35Q (11272.490000 sec): 3 clusters Score: Raw -5540005.939132 + Penalty 5167.499139 = -5534838.439993 nChanged 162 SP:Iteration 36Q (11272.620000 sec): 3 clusters Score: Raw -5540025.422834 + Penalty 5167.499139 = -5534857.923695 nChanged 151 SP:Iteration 37Q (11272.750000 sec): 3 clusters Score: Raw -5540043.268267 + Penalty 5167.499139 = -5534875.769129 nChanged 135 SP:Iteration 38Q (11272.880000 sec): 3 clusters Score: Raw -5540058.122578 + Penalty 5167.499139 = -5534890.623440 nChanged 109 SP:Iteration 39Q (11273.010000 sec): 3 clusters Score: Raw -5540070.000331 + Penalty 5167.499139 = -5534902.501193 nChanged 107 SP:Iteration 40F (11273.150000 sec): 3 clusters Score: Raw -5540080.863326 + Penalty 5167.499139 = -5534913.364188 nChanged 108 SP:Iteration 41Q (11273.270000 sec): 3 clusters Score: Raw -5540093.511940 + Penalty 5167.499139 = -5534926.012802 nChanged 121 SP:Iteration 42Q (11273.410000 sec): 3 clusters Score: Raw -5540108.581409 + Penalty 5167.499139 = -5534941.082270 nChanged 135 SP:Iteration 43Q (11273.540000 sec): 3 clusters Score: Raw -5540125.401551 + Penalty 5167.499139 = -5534957.902412 nChanged 133 SP:Iteration 44Q (11273.670000 sec): 3 clusters Score: Raw -5540141.984313 + Penalty 5167.499139 = -5534974.485175 nChanged 144 SP:Iteration 45Q (11273.800000 sec): 3 clusters Score: Raw -5540160.707591 + Penalty 5167.499139 = -5534993.208452 nChanged 148 SP:Iteration 46Q (11273.930000 sec): 3 clusters Score: Raw -5540182.035412 + Penalty 5167.499139 = -5535014.536274 nChanged 149 SP:Iteration 47Q (11274.060000 sec): 3 clusters Score: Raw -5540203.246601 + Penalty 5167.499139 = -5535035.747463 nChanged 151 SP:Iteration 48Q (11274.190000 sec): 3 clusters Score: Raw -5540226.046353 + Penalty 5167.499139 = -5535058.547215 nChanged 157 SP:Iteration 49Q (11274.320000 sec): 3 clusters Score: Raw -5540247.693487 + Penalty 5167.499139 = -5535080.194348 nChanged 156 SP:Iteration 50Q (11274.450000 sec): 3 clusters Score: Raw -5540270.750115 + Penalty 5167.499139 = -5535103.250976 nChanged 148 SP:Iteration 51Q (11274.580000 sec): 3 clusters Score: Raw -5540291.338409 + Penalty 5167.499139 = -5535123.839270 nChanged 139 SP:Iteration 52Q (11274.710000 sec): 3 clusters Score: Raw -5540311.529376 + Penalty 5167.499139 = -5535144.030237 nChanged 152 SP:Iteration 53Q (11274.830000 sec): 3 clusters Score: Raw -5540333.609071 + Penalty 5167.499139 = -5535166.109932 nChanged 155 SP:Iteration 54Q (11274.960000 sec): 3 clusters Score: Raw -5540356.613648 + Penalty 5167.499139 = -5535189.114509 nChanged 166 SP:Iteration 55Q (11275.090000 sec): 3 clusters Score: Raw -5540384.097246 + Penalty 5167.499139 = -5535216.598108 nChanged 174 SP:Iteration 56Q (11275.220000 sec): 3 clusters Score: Raw -5540413.086633 + Penalty 5167.499139 = -5535245.587495 nChanged 190 SP:Iteration 57Q (11275.350000 sec): 3 clusters Score: Raw -5540447.585529 + Penalty 5167.499139 = -5535280.086391 nChanged 199 SP:Iteration 58Q (11275.480000 sec): 3 clusters Score: Raw -5540485.992918 + Penalty 5167.499139 = -5535318.493780 nChanged 207 SP:Iteration 59Q (11275.610000 sec): 3 clusters Score: Raw -5540522.536371 + Penalty 5167.499139 = -5535355.037232 nChanged 217 SP:Iteration 60F (11275.740000 sec): 3 clusters Score: Raw -5540568.059171 + Penalty 5167.499139 = -5535400.560032 nChanged 237 SP:Iteration 61Q (11275.870000 sec): 3 clusters Score: Raw -5540622.412281 + Penalty 5167.499139 = -5535454.913142 nChanged 217 SP:Iteration 62Q (11275.990000 sec): 3 clusters Score: Raw -5540669.039396 + Penalty 5167.499139 = -5535501.540257 nChanged 212 SP:Iteration 63Q (11276.120000 sec): 3 clusters Score: Raw -5540717.966476 + Penalty 5167.499139 = -5535550.467338 nChanged 223 SP:Iteration 64Q (11276.250000 sec): 3 clusters Score: Raw -5540764.510053 + Penalty 5167.499139 = -5535597.010914 nChanged 228 SP:Iteration 65Q (11276.380000 sec): 3 clusters Score: Raw -5540816.571810 + Penalty 5167.499139 = -5535649.072672 nChanged 245 SP:Iteration 66Q (11276.510000 sec): 3 clusters Score: Raw -5540875.982824 + Penalty 5167.499139 = -5535708.483685 nChanged 254 SP:Iteration 67Q (11276.630000 sec): 3 clusters Score: Raw -5540938.844788 + Penalty 5167.499139 = -5535771.345649 nChanged 247 SP:Iteration 68Q (11276.760000 sec): 3 clusters Score: Raw -5540989.920101 + Penalty 5167.499139 = -5535822.420963 nChanged 242 SP:Iteration 69Q (11276.880000 sec): 3 clusters Score: Raw -5541046.584913 + Penalty 5167.499139 = -5535879.085774 nChanged 254 SP:Iteration 70Q (11277.010000 sec): 3 clusters Score: Raw -5541105.630324 + Penalty 5167.499139 = -5535938.131185 nChanged 231 SP:Iteration 71Q (11277.140000 sec): 3 clusters Score: Raw -5541162.006351 + Penalty 5167.499139 = -5535994.507213 nChanged 227 SP:Iteration 72Q (11277.260000 sec): 3 clusters Score: Raw -5541218.483387 + Penalty 5167.499139 = -5536050.984248 nChanged 252 SP:Iteration 73Q (11277.390000 sec): 3 clusters Score: Raw -5541285.600574 + Penalty 5167.499139 = -5536118.101435 nChanged 282 SP:Iteration 74Q (11277.510000 sec): 3 clusters Score: Raw -5541359.214797 + Penalty 5167.499139 = -5536191.715658 nChanged 282 SP:Iteration 75Q (11277.630000 sec): 3 clusters Score: Raw -5541435.885665 + Penalty 5167.499139 = -5536268.386527 nChanged 291 SP:Iteration 76Q (11277.750000 sec): 3 clusters Score: Raw -5541519.388851 + Penalty 5167.499139 = -5536351.889712 nChanged 337 SP:Iteration 77Q (11277.870000 sec): 3 clusters Score: Raw -5541623.020302 + Penalty 5167.499139 = -5536455.521164 nChanged 324 SP:Iteration 78Q (11277.990000 sec): 3 clusters Score: Raw -5541724.709642 + Penalty 5167.499139 = -5536557.210503 nChanged 330 SP:Iteration 79Q (11278.110000 sec): 3 clusters Score: Raw -5541843.136959 + Penalty 5167.499139 = -5536675.637820 nChanged 339 SP:Iteration 80F (11278.240000 sec): 3 clusters Score: Raw -5541963.577204 + Penalty 5167.499139 = -5536796.078065 nChanged 339 SP:Iteration 81Q (11278.360000 sec): 3 clusters Score: Raw -5542080.465573 + Penalty 5167.499139 = -5536912.966434 nChanged 330 SP:Iteration 82Q (11278.480000 sec): 3 clusters Score: Raw -5542195.448021 + Penalty 5167.499139 = -5537027.948882 nChanged 300 SP:Iteration 83Q (11278.590000 sec): 3 clusters Score: Raw -5542285.063008 + Penalty 5167.499139 = -5537117.563870 nChanged 290 SP:Iteration 84Q (11278.710000 sec): 3 clusters Score: Raw -5542368.402300 + Penalty 5167.499139 = -5537200.903162 nChanged 291 SP:Iteration 85Q (11278.820000 sec): 3 clusters Score: Raw -5542451.173204 + Penalty 5167.499139 = -5537283.674066 nChanged 285 SP:Iteration 86Q (11278.940000 sec): 3 clusters Score: Raw -5542536.522114 + Penalty 5167.499139 = -5537369.022976 nChanged 286 SP:Iteration 87Q (11279.050000 sec): 3 clusters Score: Raw -5542626.283984 + Penalty 5167.499139 = -5537458.784845 nChanged 286 SP:Iteration 88Q (11279.160000 sec): 3 clusters Score: Raw -5542714.072214 + Penalty 5167.499139 = -5537546.573075 nChanged 274 SP:Iteration 89Q (11279.270000 sec): 3 clusters Score: Raw -5542804.591750 + Penalty 5167.499139 = -5537637.092611 nChanged 270 SP:Iteration 90Q (11279.380000 sec): 3 clusters Score: Raw -5542895.796152 + Penalty 5167.499139 = -5537728.297013 nChanged 258 SP:Iteration 91Q (11279.490000 sec): 3 clusters Score: Raw -5542985.025429 + Penalty 5167.499139 = -5537817.526291 nChanged 250 SP:Iteration 92Q (11279.600000 sec): 3 clusters Score: Raw -5543074.188178 + Penalty 5167.499139 = -5537906.689039 nChanged 245 SP:Iteration 93Q (11279.710000 sec): 3 clusters Score: Raw -5543172.120135 + Penalty 5167.499139 = -5538004.620997 nChanged 243 SP:Iteration 94Q (11279.820000 sec): 3 clusters Score: Raw -5543268.295351 + Penalty 5167.499139 = -5538100.796213 nChanged 233 SP:Iteration 95Q (11279.920000 sec): 3 clusters Score: Raw -5543367.532674 + Penalty 5167.499139 = -5538200.033536 nChanged 221 SP:Iteration 96Q (11280.030000 sec): 3 clusters Score: Raw -5543456.427313 + Penalty 5167.499139 = -5538288.928175 nChanged 218 SP:Iteration 97Q (11280.130000 sec): 3 clusters Score: Raw -5543557.283170 + Penalty 5167.499139 = -5538389.784031 nChanged 222 SP:Iteration 98Q (11280.240000 sec): 3 clusters Score: Raw -5543669.167973 + Penalty 5167.499139 = -5538501.668835 nChanged 220 SP:Iteration 99Q (11280.340000 sec): 3 clusters Score: Raw -5543782.144157 + Penalty 5167.499139 = -5538614.645019 nChanged 202 SP:Iteration 100F (11280.480000 sec): 3 clusters Score: Raw -5543885.694586 + Penalty 5167.499139 = -5538718.195447 nChanged 167 SP:Iteration 101Q (11280.580000 sec): 3 clusters Score: Raw -5543968.368406 + Penalty 5167.499139 = -5538800.869268 nChanged 144 SP:Iteration 102Q (11280.680000 sec): 3 clusters Score: Raw -5544048.362704 + Penalty 5167.499139 = -5538880.863565 nChanged 138 SP:Iteration 103Q (11280.780000 sec): 3 clusters Score: Raw -5544114.423722 + Penalty 5167.499139 = -5538946.924583 nChanged 101 SP:Iteration 104Q (11280.890000 sec): 3 clusters Score: Raw -5544165.575573 + Penalty 5167.499139 = -5538998.076435 nChanged 89 SP:Iteration 105Q (11280.990000 sec): 3 clusters Score: Raw -5544214.666764 + Penalty 5167.499139 = -5539047.167625 nChanged 89 SP:Iteration 106Q (11281.080000 sec): 3 clusters Score: Raw -5544270.513270 + Penalty 5167.499139 = -5539103.014131 nChanged 68 SP:Iteration 107Q (11281.180000 sec): 3 clusters Score: Raw -5544308.622748 + Penalty 5167.499139 = -5539141.123610 nChanged 58 SP:Iteration 108Q (11281.280000 sec): 3 clusters Score: Raw -5544344.758231 + Penalty 5167.499139 = -5539177.259092 nChanged 49 SP:Iteration 109Q (11281.380000 sec): 3 clusters Score: Raw -5544372.802208 + Penalty 5167.499139 = -5539205.303069 nChanged 39 SP:Iteration 110Q (11281.470000 sec): 3 clusters Score: Raw -5544393.509305 + Penalty 5167.499139 = -5539226.010166 nChanged 36 SP:Iteration 111Q (11281.570000 sec): 3 clusters Score: Raw -5544415.332422 + Penalty 5167.499139 = -5539247.833283 nChanged 35 SP:Iteration 112Q (11281.660000 sec): 3 clusters Score: Raw -5544436.650501 + Penalty 5167.499139 = -5539269.151363 nChanged 27 SP:Iteration 113Q (11281.760000 sec): 3 clusters Score: Raw -5544452.441805 + Penalty 5167.499139 = -5539284.942667 nChanged 25 SP:Iteration 114Q (11281.860000 sec): 3 clusters Score: Raw -5544462.889172 + Penalty 5167.499139 = -5539295.390033 nChanged 18 SP:Iteration 115Q (11281.950000 sec): 3 clusters Score: Raw -5544471.241027 + Penalty 5167.499139 = -5539303.741888 nChanged 10 SP:Iteration 116Q (11282.050000 sec): 3 clusters Score: Raw -5544475.748926 + Penalty 5167.499139 = -5539308.249787 nChanged 10 SP:Iteration 117Q (11282.140000 sec): 3 clusters Score: Raw -5544480.499233 + Penalty 5167.499139 = -5539313.000095 nChanged 5 SP:Iteration 118Q (11282.240000 sec): 3 clusters Score: Raw -5544482.874963 + Penalty 5167.499139 = -5539315.375824 nChanged 7 SP:Iteration 119Q (11282.330000 sec): 3 clusters Score: Raw -5544485.748964 + Penalty 5167.499139 = -5539318.249826 nChanged 9 SP:Iteration 120F (11282.460000 sec): 3 clusters Score: Raw -5544490.553734 + Penalty 5167.499139 = -5539323.054595 nChanged 8 SP:Iteration 121Q (11282.560000 sec): 3 clusters Score: Raw -5544494.691668 + Penalty 5167.499139 = -5539327.192530 nChanged 6 SP:Iteration 122Q (11282.660000 sec): 3 clusters Score: Raw -5544498.036678 + Penalty 5167.499139 = -5539330.537539 nChanged 4 SP:Iteration 123Q (11282.750000 sec): 3 clusters Score: Raw -5544500.600207 + Penalty 5167.499139 = -5539333.101068 nChanged 4 SP:Iteration 124Q (11282.840000 sec): 3 clusters Score: Raw -5544503.302807 + Penalty 5167.499139 = -5539335.803669 nChanged 5 SP:Iteration 125Q (11282.940000 sec): 3 clusters Score: Raw -5544506.597494 + Penalty 5167.499139 = -5539339.098356 nChanged 11 SP:Iteration 126Q (11283.040000 sec): 3 clusters Score: Raw -5544513.852669 + Penalty 5167.499139 = -5539346.353530 nChanged 12 SP:Iteration 127Q (11283.130000 sec): 3 clusters Score: Raw -5544520.641083 + Penalty 5167.499139 = -5539353.141944 nChanged 11 SP:Iteration 128Q (11283.220000 sec): 3 clusters Score: Raw -5544526.856582 + Penalty 5167.499139 = -5539359.357444 nChanged 5 SP:Iteration 129Q (11283.320000 sec): 3 clusters Score: Raw -5544529.903706 + Penalty 5167.499139 = -5539362.404567 nChanged 1 SP:Iteration 130Q (11283.410000 sec): 3 clusters Score: Raw -5544530.587777 + Penalty 5167.499139 = -5539363.088639 nChanged 0 SP:Iteration 131F (11283.550000 sec): 3 clusters Score: Raw -5544530.587777 + Penalty 5167.499139 = -5539363.088639 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11283.570000 sec): 2 clusters Score: Raw -58717.202099 + Penalty 1475.759353 = -57241.442746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11283.570000 sec): 3 clusters Score: Raw -58805.539553 + Penalty 2951.518706 = -55854.020847 nChanged 82 SP:Iteration 1F (11283.570000 sec): 3 clusters Score: Raw -58997.537597 + Penalty 2951.518706 = -56046.018891 nChanged 11 SP:Iteration 2Q (11283.580000 sec): 3 clusters Score: Raw -59033.333216 + Penalty 2951.518706 = -56081.814510 nChanged 7 SP:Iteration 3Q (11283.580000 sec): 3 clusters Score: Raw -59056.344164 + Penalty 2951.518706 = -56104.825458 nChanged 4 SP:Iteration 4Q (11283.580000 sec): 3 clusters Score: Raw -59064.682544 + Penalty 2951.518706 = -56113.163837 nChanged 5 SP:Iteration 5Q (11283.580000 sec): 3 clusters Score: Raw -59074.713001 + Penalty 2951.518706 = -56123.194295 nChanged 3 SP:Iteration 6Q (11283.580000 sec): 3 clusters Score: Raw -59079.772336 + Penalty 2951.518706 = -56128.253630 nChanged 1 SP:Iteration 7Q (11283.580000 sec): 3 clusters Score: Raw -59080.644146 + Penalty 2951.518706 = -56129.125440 nChanged 1 SP:Iteration 8Q (11283.580000 sec): 3 clusters Score: Raw -59082.157217 + Penalty 2951.518706 = -56130.638511 nChanged 0 SP:Iteration 9F (11283.580000 sec): 3 clusters Score: Raw -59082.157217 + Penalty 2951.518706 = -56130.638511 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11283.600000 sec): 2 clusters Score: Raw -594515.616990 + Penalty 2020.168224 = -592495.448766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11283.620000 sec): 3 clusters Score: Raw -592967.555369 + Penalty 4040.336448 = -588927.218921 nChanged 1260 SP:Iteration 1F (11283.630000 sec): 3 clusters Score: Raw -593740.938473 + Penalty 4040.336448 = -589700.602025 nChanged 271 SP:Iteration 2F (11283.650000 sec): 3 clusters Score: Raw -593954.881556 + Penalty 4040.336448 = -589914.545108 nChanged 186 SP:Iteration 3F (11283.660000 sec): 3 clusters Score: Raw -594095.815620 + Penalty 4040.336448 = -590055.479172 nChanged 165 SP:Iteration 4Q (11283.680000 sec): 3 clusters Score: Raw -594197.391709 + Penalty 4040.336448 = -590157.055261 nChanged 116 SP:Iteration 5Q (11283.690000 sec): 3 clusters Score: Raw -594269.628790 + Penalty 4040.336448 = -590229.292342 nChanged 97 SP:Iteration 6Q (11283.700000 sec): 3 clusters Score: Raw -594324.290676 + Penalty 4040.336448 = -590283.954228 nChanged 69 SP:Iteration 7Q (11283.720000 sec): 3 clusters Score: Raw -594361.185429 + Penalty 4040.336448 = -590320.848981 nChanged 54 SP:Iteration 8Q (11283.730000 sec): 3 clusters Score: Raw -594392.728520 + Penalty 4040.336448 = -590352.392071 nChanged 51 SP:Iteration 9Q (11283.740000 sec): 3 clusters Score: Raw -594429.503147 + Penalty 4040.336448 = -590389.166699 nChanged 51 SP:Iteration 10Q (11283.760000 sec): 3 clusters Score: Raw -594453.622214 + Penalty 4040.336448 = -590413.285766 nChanged 31 SP:Iteration 11Q (11283.770000 sec): 3 clusters Score: Raw -594467.441825 + Penalty 4040.336448 = -590427.105377 nChanged 22 SP:Iteration 12Q (11283.780000 sec): 3 clusters Score: Raw -594478.307791 + Penalty 4040.336448 = -590437.971343 nChanged 22 SP:Iteration 13Q (11283.800000 sec): 3 clusters Score: Raw -594486.526425 + Penalty 4040.336448 = -590446.189977 nChanged 10 SP:Iteration 14Q (11283.810000 sec): 3 clusters Score: Raw -594490.211838 + Penalty 4040.336448 = -590449.875390 nChanged 6 SP:Iteration 15Q (11283.820000 sec): 3 clusters Score: Raw -594492.326375 + Penalty 4040.336448 = -590451.989927 nChanged 8 SP:Iteration 16Q (11283.840000 sec): 3 clusters Score: Raw -594495.471828 + Penalty 4040.336448 = -590455.135380 nChanged 6 SP:Iteration 17Q (11283.850000 sec): 3 clusters Score: Raw -594498.532283 + Penalty 4040.336448 = -590458.195835 nChanged 3 SP:Iteration 18Q (11283.860000 sec): 3 clusters Score: Raw -594500.274239 + Penalty 4040.336448 = -590459.937791 nChanged 2 SP:Iteration 19Q (11283.880000 sec): 3 clusters Score: Raw -594500.573785 + Penalty 4040.336448 = -590460.237337 nChanged 1 SP:Iteration 20F (11283.890000 sec): 3 clusters Score: Raw -594500.798598 + Penalty 4040.336448 = -590460.462150 nChanged 1 SP:Iteration 21Q (11283.900000 sec): 3 clusters Score: Raw -594501.497100 + Penalty 4040.336448 = -590461.160652 nChanged 2 SP:Iteration 22Q (11283.920000 sec): 3 clusters Score: Raw -594501.866193 + Penalty 4040.336448 = -590461.529745 nChanged 2 SP:Iteration 23Q (11283.930000 sec): 3 clusters Score: Raw -594503.508229 + Penalty 4040.336448 = -590463.171781 nChanged 2 SP:Iteration 24Q (11283.940000 sec): 3 clusters Score: Raw -594504.251871 + Penalty 4040.336448 = -590463.915423 nChanged 1 SP:Iteration 25Q (11283.960000 sec): 3 clusters Score: Raw -594504.858580 + Penalty 4040.336448 = -590464.522132 nChanged 1 SP:Iteration 26Q (11283.970000 sec): 3 clusters Score: Raw -594504.969512 + Penalty 4040.336448 = -590464.633064 nChanged 0 SP:Iteration 27F (11283.980000 sec): 3 clusters Score: Raw -594504.969512 + Penalty 4040.336448 = -590464.633064 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11284.010000 sec): 2 clusters Score: Raw -1027338.357186 + Penalty 2145.670926 = -1025192.686260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11284.040000 sec): 3 clusters Score: Raw -1024528.023228 + Penalty 4291.341852 = -1020236.681377 nChanged 2201 SP:Iteration 1F (11284.060000 sec): 3 clusters Score: Raw -1025779.671755 + Penalty 4291.341852 = -1021488.329904 nChanged 407 SP:Iteration 2F (11284.080000 sec): 3 clusters Score: Raw -1026015.787473 + Penalty 4291.341852 = -1021724.445622 nChanged 283 SP:Iteration 3Q (11284.100000 sec): 3 clusters Score: Raw -1026176.015753 + Penalty 4291.341852 = -1021884.673902 nChanged 217 SP:Iteration 4Q (11284.120000 sec): 3 clusters Score: Raw -1026313.066646 + Penalty 4291.341852 = -1022021.724794 nChanged 173 SP:Iteration 5Q (11284.150000 sec): 3 clusters Score: Raw -1026436.258170 + Penalty 4291.341852 = -1022144.916319 nChanged 195 SP:Iteration 6Q (11284.170000 sec): 3 clusters Score: Raw -1026574.490785 + Penalty 4291.341852 = -1022283.148934 nChanged 192 SP:Iteration 7Q (11284.190000 sec): 3 clusters Score: Raw -1026695.767481 + Penalty 4291.341852 = -1022404.425630 nChanged 185 SP:Iteration 8Q (11284.210000 sec): 3 clusters Score: Raw -1026821.945750 + Penalty 4291.341852 = -1022530.603898 nChanged 224 SP:Iteration 9Q (11284.240000 sec): 3 clusters Score: Raw -1026997.239997 + Penalty 4291.341852 = -1022705.898145 nChanged 254 SP:Iteration 10Q (11284.260000 sec): 3 clusters Score: Raw -1027236.653855 + Penalty 4291.341852 = -1022945.312004 nChanged 313 SP:Iteration 11F (11284.280000 sec): 3 clusters Score: Raw -1027567.814300 + Penalty 4291.341852 = -1023276.472449 nChanged 349 SP:Iteration 12F (11284.300000 sec): 3 clusters Score: Raw -1027942.140820 + Penalty 4291.341852 = -1023650.798969 nChanged 293 SP:Iteration 13F (11284.320000 sec): 3 clusters Score: Raw -1028220.527605 + Penalty 4291.341852 = -1023929.185754 nChanged 234 SP:Iteration 14Q (11284.340000 sec): 3 clusters Score: Raw -1028408.046458 + Penalty 4291.341852 = -1024116.704607 nChanged 170 SP:Iteration 15Q (11284.370000 sec): 3 clusters Score: Raw -1028522.768084 + Penalty 4291.341852 = -1024231.426233 nChanged 113 SP:Iteration 16Q (11284.390000 sec): 3 clusters Score: Raw -1028585.126266 + Penalty 4291.341852 = -1024293.784414 nChanged 70 SP:Iteration 17Q (11284.410000 sec): 3 clusters Score: Raw -1028618.430585 + Penalty 4291.341852 = -1024327.088733 nChanged 49 SP:Iteration 18Q (11284.430000 sec): 3 clusters Score: Raw -1028638.903283 + Penalty 4291.341852 = -1024347.561432 nChanged 38 SP:Iteration 19Q (11284.450000 sec): 3 clusters Score: Raw -1028652.638447 + Penalty 4291.341852 = -1024361.296595 nChanged 20 SP:Iteration 20F (11284.470000 sec): 3 clusters Score: Raw -1028659.392498 + Penalty 4291.341852 = -1024368.050646 nChanged 11 SP:Iteration 21Q (11284.490000 sec): 3 clusters Score: Raw -1028662.582060 + Penalty 4291.341852 = -1024371.240208 nChanged 9 SP:Iteration 22Q (11284.520000 sec): 3 clusters Score: Raw -1028664.859648 + Penalty 4291.341852 = -1024373.517797 nChanged 2 SP:Iteration 23Q (11284.540000 sec): 3 clusters Score: Raw -1028665.486901 + Penalty 4291.341852 = -1024374.145049 nChanged 4 SP:Iteration 24Q (11284.560000 sec): 3 clusters Score: Raw -1028666.574243 + Penalty 4291.341852 = -1024375.232392 nChanged 2 SP:Iteration 25Q (11284.580000 sec): 3 clusters Score: Raw -1028667.091966 + Penalty 4291.341852 = -1024375.750114 nChanged 1 SP:Iteration 26Q (11284.600000 sec): 3 clusters Score: Raw -1028667.278676 + Penalty 4291.341852 = -1024375.936825 nChanged 0 SP:Iteration 27F (11284.620000 sec): 3 clusters Score: Raw -1028667.278676 + Penalty 4291.341852 = -1024375.936825 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (92795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11284.980000 sec): 2 clusters Score: Raw -15764537.930963 + Penalty 2836.660713 = -15761701.270250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11285.380000 sec): 3 clusters Score: Raw -15705139.852423 + Penalty 5673.321427 = -15699466.530996 nChanged 43849 SP:Iteration 1F (11285.760000 sec): 3 clusters Score: Raw -15730867.844580 + Penalty 5673.321427 = -15725194.523153 nChanged 3686 SP:Iteration 2Q (11286.160000 sec): 3 clusters Score: Raw -15732102.273566 + Penalty 5673.321427 = -15726428.952139 nChanged 4200 SP:Iteration 3Q (11286.560000 sec): 3 clusters Score: Raw -15733947.707767 + Penalty 5673.321427 = -15728274.386340 nChanged 5283 SP:Iteration 4F (11286.940000 sec): 3 clusters Score: Raw -15737030.898660 + Penalty 5673.321427 = -15731357.577233 nChanged 6756 SP:Iteration 5F (11287.330000 sec): 3 clusters Score: Raw -15742033.743264 + Penalty 5673.321427 = -15736360.421837 nChanged 7742 SP:Iteration 6F (11287.720000 sec): 3 clusters Score: Raw -15748943.890845 + Penalty 5673.321427 = -15743270.569418 nChanged 7291 SP:Iteration 7F (11288.100000 sec): 3 clusters Score: Raw -15755942.211917 + Penalty 5673.321427 = -15750268.890490 nChanged 5037 SP:Iteration 8F (11288.490000 sec): 3 clusters Score: Raw -15760786.671489 + Penalty 5673.321427 = -15755113.350062 nChanged 2570 SP:Iteration 9Q (11288.830000 sec): 3 clusters Score: Raw -15763166.749728 + Penalty 5673.321427 = -15757493.428301 nChanged 1030 SP:Iteration 10Q (11289.140000 sec): 3 clusters Score: Raw -15764114.202544 + Penalty 5673.321427 = -15758440.881117 nChanged 390 SP:Iteration 11Q (11289.420000 sec): 3 clusters Score: Raw -15764499.056439 + Penalty 5673.321427 = -15758825.735012 nChanged 172 SP:Iteration 12Q (11289.700000 sec): 3 clusters Score: Raw -15764663.363527 + Penalty 5673.321427 = -15758990.042100 nChanged 91 SP:Iteration 13Q (11289.980000 sec): 3 clusters Score: Raw -15764750.412401 + Penalty 5673.321427 = -15759077.090974 nChanged 57 SP:Iteration 14Q (11290.260000 sec): 3 clusters Score: Raw -15764808.611418 + Penalty 5673.321427 = -15759135.289992 nChanged 32 SP:Iteration 15Q (11290.530000 sec): 3 clusters Score: Raw -15764840.709754 + Penalty 5673.321427 = -15759167.388327 nChanged 18 SP:Iteration 16Q (11290.810000 sec): 3 clusters Score: Raw -15764857.496278 + Penalty 5673.321427 = -15759184.174851 nChanged 14 SP:Iteration 17Q (11291.080000 sec): 3 clusters Score: Raw -15764868.555281 + Penalty 5673.321427 = -15759195.233854 nChanged 3 SP:Iteration 18Q (11291.350000 sec): 3 clusters Score: Raw -15764870.188189 + Penalty 5673.321427 = -15759196.866762 nChanged 3 SP:Iteration 19Q (11291.620000 sec): 3 clusters Score: Raw -15764874.226991 + Penalty 5673.321427 = -15759200.905565 nChanged 7 SP:Iteration 20F (11292.000000 sec): 3 clusters Score: Raw -15764878.883034 + Penalty 5673.321427 = -15759205.561607 nChanged 2 SP:Iteration 21Q (11292.270000 sec): 3 clusters Score: Raw -15764880.290742 + Penalty 5673.321427 = -15759206.969315 nChanged 1 SP:Iteration 22Q (11292.540000 sec): 3 clusters Score: Raw -15764882.359224 + Penalty 5673.321427 = -15759209.037797 nChanged 2 SP:Iteration 23Q (11292.810000 sec): 3 clusters Score: Raw -15764884.718923 + Penalty 5673.321427 = -15759211.397496 nChanged 2 SP:Iteration 24Q (11293.080000 sec): 3 clusters Score: Raw -15764886.455236 + Penalty 5673.321427 = -15759213.133809 nChanged 3 SP:Iteration 25Q (11293.340000 sec): 3 clusters Score: Raw -15764888.855026 + Penalty 5673.321427 = -15759215.533599 nChanged 5 SP:Iteration 26Q (11293.620000 sec): 3 clusters Score: Raw -15764893.381381 + Penalty 5673.321427 = -15759220.059954 nChanged 3 SP:Iteration 27Q (11293.880000 sec): 3 clusters Score: Raw -15764894.947358 + Penalty 5673.321427 = -15759221.625931 nChanged 2 SP:Iteration 28Q (11294.150000 sec): 3 clusters Score: Raw -15764897.141301 + Penalty 5673.321427 = -15759223.819874 nChanged 3 SP:Iteration 29Q (11294.420000 sec): 3 clusters Score: Raw -15764899.515063 + Penalty 5673.321427 = -15759226.193636 nChanged 2 SP:Iteration 30Q (11294.690000 sec): 3 clusters Score: Raw -15764901.109886 + Penalty 5673.321427 = -15759227.788459 nChanged 3 SP:Iteration 31Q (11294.960000 sec): 3 clusters Score: Raw -15764904.220284 + Penalty 5673.321427 = -15759230.898857 nChanged 1 SP:Iteration 32Q (11295.220000 sec): 3 clusters Score: Raw -15764905.413853 + Penalty 5673.321427 = -15759232.092426 nChanged 1 SP:Iteration 33Q (11295.490000 sec): 3 clusters Score: Raw -15764906.457702 + Penalty 5673.321427 = -15759233.136275 nChanged 0 SP:Iteration 34F (11295.870000 sec): 3 clusters Score: Raw -15764906.457702 + Penalty 5673.321427 = -15759233.136275 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (9503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11295.950000 sec): 2 clusters Score: Raw -1611110.505931 + Penalty 2271.521979 = -1608838.983952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11295.990000 sec): 3 clusters Score: Raw -1606019.546903 + Penalty 4543.043957 = -1601476.502945 nChanged 3932 SP:Iteration 1F (11296.030000 sec): 3 clusters Score: Raw -1608145.938485 + Penalty 4543.043957 = -1603602.894527 nChanged 588 SP:Iteration 2F (11296.060000 sec): 3 clusters Score: Raw -1608415.642870 + Penalty 4543.043957 = -1603872.598912 nChanged 469 SP:Iteration 3Q (11296.100000 sec): 3 clusters Score: Raw -1608624.848396 + Penalty 4543.043957 = -1604081.804439 nChanged 390 SP:Iteration 4Q (11296.140000 sec): 3 clusters Score: Raw -1608811.168724 + Penalty 4543.043957 = -1604268.124767 nChanged 328 SP:Iteration 5Q (11296.180000 sec): 3 clusters Score: Raw -1609011.590078 + Penalty 4543.043957 = -1604468.546121 nChanged 379 SP:Iteration 6Q (11296.220000 sec): 3 clusters Score: Raw -1609268.214577 + Penalty 4543.043957 = -1604725.170620 nChanged 402 SP:Iteration 7Q (11296.250000 sec): 3 clusters Score: Raw -1609550.627115 + Penalty 4543.043957 = -1605007.583158 nChanged 462 SP:Iteration 8Q (11296.290000 sec): 3 clusters Score: Raw -1609880.601336 + Penalty 4543.043957 = -1605337.557379 nChanged 456 SP:Iteration 9Q (11296.330000 sec): 3 clusters Score: Raw -1610191.067213 + Penalty 4543.043957 = -1605648.023255 nChanged 444 SP:Iteration 10Q (11296.360000 sec): 3 clusters Score: Raw -1610499.923961 + Penalty 4543.043957 = -1605956.880004 nChanged 413 SP:Iteration 11Q (11296.400000 sec): 3 clusters Score: Raw -1610755.197970 + Penalty 4543.043957 = -1606212.154013 nChanged 332 SP:Iteration 12Q (11296.440000 sec): 3 clusters Score: Raw -1610955.938230 + Penalty 4543.043957 = -1606412.894272 nChanged 277 SP:Iteration 13Q (11296.470000 sec): 3 clusters Score: Raw -1611110.211905 + Penalty 4543.043957 = -1606567.167948 nChanged 210 SP:Iteration 14Q (11296.510000 sec): 3 clusters Score: Raw -1611217.644170 + Penalty 4543.043957 = -1606674.600212 nChanged 185 SP:Iteration 15Q (11296.540000 sec): 3 clusters Score: Raw -1611294.455904 + Penalty 4543.043957 = -1606751.411947 nChanged 153 SP:Iteration 16Q (11296.580000 sec): 3 clusters Score: Raw -1611343.462750 + Penalty 4543.043957 = -1606800.418793 nChanged 104 SP:Iteration 17Q (11296.620000 sec): 3 clusters Score: Raw -1611374.804910 + Penalty 4543.043957 = -1606831.760952 nChanged 91 SP:Iteration 18Q (11296.650000 sec): 3 clusters Score: Raw -1611401.167910 + Penalty 4543.043957 = -1606858.123952 nChanged 79 SP:Iteration 19Q (11296.690000 sec): 3 clusters Score: Raw -1611422.065881 + Penalty 4543.043957 = -1606879.021923 nChanged 63 SP:Iteration 20F (11296.720000 sec): 3 clusters Score: Raw -1611436.697048 + Penalty 4543.043957 = -1606893.653091 nChanged 57 SP:Iteration 21Q (11296.760000 sec): 3 clusters Score: Raw -1611451.702841 + Penalty 4543.043957 = -1606908.658883 nChanged 52 SP:Iteration 22Q (11296.800000 sec): 3 clusters Score: Raw -1611463.139024 + Penalty 4543.043957 = -1606920.095067 nChanged 46 SP:Iteration 23Q (11296.830000 sec): 3 clusters Score: Raw -1611473.307122 + Penalty 4543.043957 = -1606930.263165 nChanged 32 SP:Iteration 24Q (11296.860000 sec): 3 clusters Score: Raw -1611479.820045 + Penalty 4543.043957 = -1606936.776088 nChanged 26 SP:Iteration 25Q (11296.900000 sec): 3 clusters Score: Raw -1611484.178544 + Penalty 4543.043957 = -1606941.134587 nChanged 20 SP:Iteration 26Q (11296.940000 sec): 3 clusters Score: Raw -1611487.910877 + Penalty 4543.043957 = -1606944.866919 nChanged 24 SP:Iteration 27Q (11296.970000 sec): 3 clusters Score: Raw -1611492.029559 + Penalty 4543.043957 = -1606948.985602 nChanged 18 SP:Iteration 28Q (11297.010000 sec): 3 clusters Score: Raw -1611495.715608 + Penalty 4543.043957 = -1606952.671650 nChanged 25 SP:Iteration 29Q (11297.040000 sec): 3 clusters Score: Raw -1611501.790742 + Penalty 4543.043957 = -1606958.746785 nChanged 33 SP:Iteration 30Q (11297.080000 sec): 3 clusters Score: Raw -1611508.599001 + Penalty 4543.043957 = -1606965.555044 nChanged 26 SP:Iteration 31Q (11297.110000 sec): 3 clusters Score: Raw -1611513.367670 + Penalty 4543.043957 = -1606970.323713 nChanged 27 SP:Iteration 32Q (11297.150000 sec): 3 clusters Score: Raw -1611518.473944 + Penalty 4543.043957 = -1606975.429986 nChanged 23 SP:Iteration 33Q (11297.180000 sec): 3 clusters Score: Raw -1611523.684637 + Penalty 4543.043957 = -1606980.640680 nChanged 23 SP:Iteration 34Q (11297.220000 sec): 3 clusters Score: Raw -1611527.568048 + Penalty 4543.043957 = -1606984.524090 nChanged 19 SP:Iteration 35Q (11297.260000 sec): 3 clusters Score: Raw -1611531.130113 + Penalty 4543.043957 = -1606988.086155 nChanged 9 SP:Iteration 36Q (11297.290000 sec): 3 clusters Score: Raw -1611532.414513 + Penalty 4543.043957 = -1606989.370556 nChanged 9 SP:Iteration 37Q (11297.320000 sec): 3 clusters Score: Raw -1611533.781137 + Penalty 4543.043957 = -1606990.737179 nChanged 8 SP:Iteration 38Q (11297.360000 sec): 3 clusters Score: Raw -1611535.140400 + Penalty 4543.043957 = -1606992.096443 nChanged 7 SP:Iteration 39Q (11297.400000 sec): 3 clusters Score: Raw -1611536.039307 + Penalty 4543.043957 = -1606992.995350 nChanged 6 SP:Iteration 40F (11297.430000 sec): 3 clusters Score: Raw -1611537.145369 + Penalty 4543.043957 = -1606994.101412 nChanged 7 SP:Iteration 41Q (11297.470000 sec): 3 clusters Score: Raw -1611538.641736 + Penalty 4543.043957 = -1606995.597778 nChanged 5 SP:Iteration 42Q (11297.500000 sec): 3 clusters Score: Raw -1611539.506880 + Penalty 4543.043957 = -1606996.462923 nChanged 4 SP:Iteration 43Q (11297.540000 sec): 3 clusters Score: Raw -1611539.939324 + Penalty 4543.043957 = -1606996.895367 nChanged 7 SP:Iteration 44Q (11297.570000 sec): 3 clusters Score: Raw -1611540.599683 + Penalty 4543.043957 = -1606997.555726 nChanged 7 SP:Iteration 45Q (11297.610000 sec): 3 clusters Score: Raw -1611541.680867 + Penalty 4543.043957 = -1606998.636910 nChanged 6 SP:Iteration 46Q (11297.640000 sec): 3 clusters Score: Raw -1611542.490138 + Penalty 4543.043957 = -1606999.446181 nChanged 7 SP:Iteration 47Q (11297.680000 sec): 3 clusters Score: Raw -1611543.371869 + Penalty 4543.043957 = -1607000.327912 nChanged 3 SP:Iteration 48Q (11297.720000 sec): 3 clusters Score: Raw -1611543.938859 + Penalty 4543.043957 = -1607000.894901 nChanged 4 SP:Iteration 49Q (11297.750000 sec): 3 clusters Score: Raw -1611544.434076 + Penalty 4543.043957 = -1607001.390119 nChanged 7 SP:Iteration 50Q (11297.780000 sec): 3 clusters Score: Raw -1611545.196529 + Penalty 4543.043957 = -1607002.152572 nChanged 6 SP:Iteration 51Q (11297.820000 sec): 3 clusters Score: Raw -1611546.070265 + Penalty 4543.043957 = -1607003.026308 nChanged 8 SP:Iteration 52Q (11297.860000 sec): 3 clusters Score: Raw -1611547.665724 + Penalty 4543.043957 = -1607004.621767 nChanged 9 SP:Iteration 53Q (11297.890000 sec): 3 clusters Score: Raw -1611549.718504 + Penalty 4543.043957 = -1607006.674547 nChanged 10 SP:Iteration 54Q (11297.930000 sec): 3 clusters Score: Raw -1611551.463882 + Penalty 4543.043957 = -1607008.419924 nChanged 10 SP:Iteration 55Q (11297.970000 sec): 3 clusters Score: Raw -1611553.699905 + Penalty 4543.043957 = -1607010.655948 nChanged 21 SP:Iteration 56Q (11298.000000 sec): 3 clusters Score: Raw -1611558.193702 + Penalty 4543.043957 = -1607015.149744 nChanged 21 SP:Iteration 57Q (11298.040000 sec): 3 clusters Score: Raw -1611561.923860 + Penalty 4543.043957 = -1607018.879903 nChanged 22 SP:Iteration 58Q (11298.080000 sec): 3 clusters Score: Raw -1611565.843702 + Penalty 4543.043957 = -1607022.799745 nChanged 19 SP:Iteration 59Q (11298.110000 sec): 3 clusters Score: Raw -1611568.899290 + Penalty 4543.043957 = -1607025.855332 nChanged 17 SP:Iteration 60F (11298.150000 sec): 3 clusters Score: Raw -1611571.512968 + Penalty 4543.043957 = -1607028.469011 nChanged 10 SP:Iteration 61Q (11298.180000 sec): 3 clusters Score: Raw -1611573.168353 + Penalty 4543.043957 = -1607030.124395 nChanged 9 SP:Iteration 62Q (11298.220000 sec): 3 clusters Score: Raw -1611574.561886 + Penalty 4543.043957 = -1607031.517928 nChanged 7 SP:Iteration 63Q (11298.260000 sec): 3 clusters Score: Raw -1611575.496462 + Penalty 4543.043957 = -1607032.452505 nChanged 5 SP:Iteration 64Q (11298.290000 sec): 3 clusters Score: Raw -1611576.481395 + Penalty 4543.043957 = -1607033.437438 nChanged 6 SP:Iteration 65Q (11298.320000 sec): 3 clusters Score: Raw -1611577.251358 + Penalty 4543.043957 = -1607034.207401 nChanged 9 SP:Iteration 66Q (11298.360000 sec): 3 clusters Score: Raw -1611578.775957 + Penalty 4543.043957 = -1607035.732000 nChanged 11 SP:Iteration 67Q (11298.400000 sec): 3 clusters Score: Raw -1611580.558521 + Penalty 4543.043957 = -1607037.514564 nChanged 12 SP:Iteration 68Q (11298.430000 sec): 3 clusters Score: Raw -1611583.053555 + Penalty 4543.043957 = -1607040.009598 nChanged 11 SP:Iteration 69Q (11298.470000 sec): 3 clusters Score: Raw -1611584.703326 + Penalty 4543.043957 = -1607041.659369 nChanged 13 SP:Iteration 70Q (11298.500000 sec): 3 clusters Score: Raw -1611587.096561 + Penalty 4543.043957 = -1607044.052604 nChanged 13 SP:Iteration 71Q (11298.540000 sec): 3 clusters Score: Raw -1611589.011183 + Penalty 4543.043957 = -1607045.967225 nChanged 10 SP:Iteration 72Q (11298.570000 sec): 3 clusters Score: Raw -1611590.280291 + Penalty 4543.043957 = -1607047.236334 nChanged 9 SP:Iteration 73Q (11298.610000 sec): 3 clusters Score: Raw -1611591.257712 + Penalty 4543.043957 = -1607048.213755 nChanged 2 SP:Iteration 74Q (11298.640000 sec): 3 clusters Score: Raw -1611591.372175 + Penalty 4543.043957 = -1607048.328217 nChanged 0 SP:Iteration 75F (11298.680000 sec): 3 clusters Score: Raw -1611591.372175 + Penalty 4543.043957 = -1607048.328217 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11298.730000 sec): 2 clusters Score: Raw -2085743.793812 + Penalty 2333.581044 = -2083410.212768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11298.780000 sec): 3 clusters Score: Raw -2078953.479711 + Penalty 4667.162087 = -2074286.317624 nChanged 5199 SP:Iteration 1F (11298.830000 sec): 3 clusters Score: Raw -2081717.926054 + Penalty 4667.162087 = -2077050.763966 nChanged 797 SP:Iteration 2F (11298.880000 sec): 3 clusters Score: Raw -2082122.491164 + Penalty 4667.162087 = -2077455.329076 nChanged 730 SP:Iteration 3F (11298.920000 sec): 3 clusters Score: Raw -2082495.298612 + Penalty 4667.162087 = -2077828.136525 nChanged 672 SP:Iteration 4F (11298.970000 sec): 3 clusters Score: Raw -2082880.572694 + Penalty 4667.162087 = -2078213.410607 nChanged 665 SP:Iteration 5F (11299.020000 sec): 3 clusters Score: Raw -2083314.249552 + Penalty 4667.162087 = -2078647.087464 nChanged 680 SP:Iteration 6F (11299.070000 sec): 3 clusters Score: Raw -2083805.087472 + Penalty 4667.162087 = -2079137.925384 nChanged 687 SP:Iteration 7F (11299.120000 sec): 3 clusters Score: Raw -2084348.547977 + Penalty 4667.162087 = -2079681.385890 nChanged 620 SP:Iteration 8F (11299.160000 sec): 3 clusters Score: Raw -2084860.113696 + Penalty 4667.162087 = -2080192.951608 nChanged 514 SP:Iteration 9Q (11299.210000 sec): 3 clusters Score: Raw -2085261.865484 + Penalty 4667.162087 = -2080594.703396 nChanged 369 SP:Iteration 10Q (11299.260000 sec): 3 clusters Score: Raw -2085516.607511 + Penalty 4667.162087 = -2080849.445424 nChanged 259 SP:Iteration 11Q (11299.300000 sec): 3 clusters Score: Raw -2085676.548941 + Penalty 4667.162087 = -2081009.386853 nChanged 171 SP:Iteration 12Q (11299.350000 sec): 3 clusters Score: Raw -2085787.400314 + Penalty 4667.162087 = -2081120.238226 nChanged 143 SP:Iteration 13Q (11299.390000 sec): 3 clusters Score: Raw -2085891.001557 + Penalty 4667.162087 = -2081223.839470 nChanged 101 SP:Iteration 14Q (11299.430000 sec): 3 clusters Score: Raw -2085968.800225 + Penalty 4667.162087 = -2081301.638138 nChanged 74 SP:Iteration 15Q (11299.480000 sec): 3 clusters Score: Raw -2086018.546220 + Penalty 4667.162087 = -2081351.384133 nChanged 58 SP:Iteration 16Q (11299.520000 sec): 3 clusters Score: Raw -2086050.665263 + Penalty 4667.162087 = -2081383.503175 nChanged 24 SP:Iteration 17Q (11299.560000 sec): 3 clusters Score: Raw -2086066.677239 + Penalty 4667.162087 = -2081399.515152 nChanged 21 SP:Iteration 18Q (11299.600000 sec): 3 clusters Score: Raw -2086077.961290 + Penalty 4667.162087 = -2081410.799202 nChanged 16 SP:Iteration 19Q (11299.640000 sec): 3 clusters Score: Raw -2086086.014758 + Penalty 4667.162087 = -2081418.852671 nChanged 11 SP:Iteration 20F (11299.680000 sec): 3 clusters Score: Raw -2086091.823954 + Penalty 4667.162087 = -2081424.661866 nChanged 10 SP:Iteration 21Q (11299.720000 sec): 3 clusters Score: Raw -2086096.615898 + Penalty 4667.162087 = -2081429.453810 nChanged 13 SP:Iteration 22Q (11299.760000 sec): 3 clusters Score: Raw -2086103.091496 + Penalty 4667.162087 = -2081435.929409 nChanged 11 SP:Iteration 23Q (11299.800000 sec): 3 clusters Score: Raw -2086108.633168 + Penalty 4667.162087 = -2081441.471080 nChanged 5 SP:Iteration 24Q (11299.840000 sec): 3 clusters Score: Raw -2086111.164719 + Penalty 4667.162087 = -2081444.002631 nChanged 4 SP:Iteration 25Q (11299.880000 sec): 3 clusters Score: Raw -2086112.598188 + Penalty 4667.162087 = -2081445.436101 nChanged 1 SP:Iteration 26Q (11299.920000 sec): 3 clusters Score: Raw -2086113.016859 + Penalty 4667.162087 = -2081445.854772 nChanged 1 SP:Iteration 27Q (11299.960000 sec): 3 clusters Score: Raw -2086113.394328 + Penalty 4667.162087 = -2081446.232241 nChanged 1 SP:Iteration 28Q (11300.000000 sec): 3 clusters Score: Raw -2086114.365664 + Penalty 4667.162087 = -2081447.203577 nChanged 2 SP:Iteration 29Q (11300.040000 sec): 3 clusters Score: Raw -2086115.795435 + Penalty 4667.162087 = -2081448.633347 nChanged 1 SP:Iteration 30Q (11300.080000 sec): 3 clusters Score: Raw -2086116.055312 + Penalty 4667.162087 = -2081448.893224 nChanged 0 SP:Iteration 31F (11300.130000 sec): 3 clusters Score: Raw -2086116.055312 + Penalty 4667.162087 = -2081448.893224 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11300.220000 sec): 2 clusters Score: Raw -3495639.940376 + Penalty 2472.252524 = -3493167.687852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11300.300000 sec): 3 clusters Score: Raw -3483047.845016 + Penalty 4944.505049 = -3478103.339967 nChanged 9479 SP:Iteration 1F (11300.390000 sec): 3 clusters Score: Raw -3488214.328090 + Penalty 4944.505049 = -3483269.823041 nChanged 1133 SP:Iteration 2F (11300.470000 sec): 3 clusters Score: Raw -3488619.962171 + Penalty 4944.505049 = -3483675.457122 nChanged 987 SP:Iteration 3Q (11300.560000 sec): 3 clusters Score: Raw -3488986.944727 + Penalty 4944.505049 = -3484042.439678 nChanged 911 SP:Iteration 4Q (11300.640000 sec): 3 clusters Score: Raw -3489335.360868 + Penalty 4944.505049 = -3484390.855819 nChanged 878 SP:Iteration 5Q (11300.730000 sec): 3 clusters Score: Raw -3489751.471792 + Penalty 4944.505049 = -3484806.966743 nChanged 994 SP:Iteration 6Q (11300.820000 sec): 3 clusters Score: Raw -3490292.749154 + Penalty 4944.505049 = -3485348.244105 nChanged 1146 SP:Iteration 7F (11300.900000 sec): 3 clusters Score: Raw -3491028.221453 + Penalty 4944.505049 = -3486083.716404 nChanged 1249 SP:Iteration 8F (11300.990000 sec): 3 clusters Score: Raw -3491925.403522 + Penalty 4944.505049 = -3486980.898473 nChanged 1289 SP:Iteration 9F (11301.070000 sec): 3 clusters Score: Raw -3492994.838384 + Penalty 4944.505049 = -3488050.333335 nChanged 1182 SP:Iteration 10F (11301.160000 sec): 3 clusters Score: Raw -3494051.123217 + Penalty 4944.505049 = -3489106.618168 nChanged 918 SP:Iteration 11Q (11301.240000 sec): 3 clusters Score: Raw -3494922.641132 + Penalty 4944.505049 = -3489978.136083 nChanged 522 SP:Iteration 12Q (11301.310000 sec): 3 clusters Score: Raw -3495418.953065 + Penalty 4944.505049 = -3490474.448016 nChanged 267 SP:Iteration 13Q (11301.380000 sec): 3 clusters Score: Raw -3495668.456615 + Penalty 4944.505049 = -3490723.951566 nChanged 135 SP:Iteration 14Q (11301.440000 sec): 3 clusters Score: Raw -3495799.738447 + Penalty 4944.505049 = -3490855.233398 nChanged 70 SP:Iteration 15Q (11301.510000 sec): 3 clusters Score: Raw -3495871.884444 + Penalty 4944.505049 = -3490927.379395 nChanged 44 SP:Iteration 16Q (11301.570000 sec): 3 clusters Score: Raw -3495913.154406 + Penalty 4944.505049 = -3490968.649357 nChanged 23 SP:Iteration 17Q (11301.630000 sec): 3 clusters Score: Raw -3495940.376376 + Penalty 4944.505049 = -3490995.871327 nChanged 16 SP:Iteration 18Q (11301.700000 sec): 3 clusters Score: Raw -3495958.747270 + Penalty 4944.505049 = -3491014.242221 nChanged 13 SP:Iteration 19Q (11301.760000 sec): 3 clusters Score: Raw -3495973.650573 + Penalty 4944.505049 = -3491029.145524 nChanged 4 SP:Iteration 20F (11301.840000 sec): 3 clusters Score: Raw -3495977.684506 + Penalty 4944.505049 = -3491033.179457 nChanged 2 SP:Iteration 21Q (11301.900000 sec): 3 clusters Score: Raw -3495980.348152 + Penalty 4944.505049 = -3491035.843103 nChanged 4 SP:Iteration 22Q (11301.960000 sec): 3 clusters Score: Raw -3495983.600546 + Penalty 4944.505049 = -3491039.095497 nChanged 5 SP:Iteration 23Q (11302.020000 sec): 3 clusters Score: Raw -3495990.241807 + Penalty 4944.505049 = -3491045.736759 nChanged 6 SP:Iteration 24Q (11302.080000 sec): 3 clusters Score: Raw -3495997.557417 + Penalty 4944.505049 = -3491053.052368 nChanged 5 SP:Iteration 25Q (11302.150000 sec): 3 clusters Score: Raw -3496002.319178 + Penalty 4944.505049 = -3491057.814129 nChanged 2 SP:Iteration 26Q (11302.210000 sec): 3 clusters Score: Raw -3496005.137960 + Penalty 4944.505049 = -3491060.632911 nChanged 6 SP:Iteration 27Q (11302.270000 sec): 3 clusters Score: Raw -3496011.352629 + Penalty 4944.505049 = -3491066.847580 nChanged 2 SP:Iteration 28Q (11302.330000 sec): 3 clusters Score: Raw -3496015.518706 + Penalty 4944.505049 = -3491071.013657 nChanged 5 SP:Iteration 29Q (11302.390000 sec): 3 clusters Score: Raw -3496020.455922 + Penalty 4944.505049 = -3491075.950873 nChanged 4 SP:Iteration 30Q (11302.450000 sec): 3 clusters Score: Raw -3496024.621436 + Penalty 4944.505049 = -3491080.116387 nChanged 1 SP:Iteration 31Q (11302.510000 sec): 3 clusters Score: Raw -3496025.183992 + Penalty 4944.505049 = -3491080.678943 nChanged 0 SP:Iteration 32F (11302.600000 sec): 3 clusters Score: Raw -3496025.183992 + Penalty 4944.505049 = -3491080.678943 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11302.610000 sec): 2 clusters Score: Raw -28910.893621 + Penalty 1301.261970 = -27609.631651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11302.610000 sec): 3 clusters Score: Raw -29127.155371 + Penalty 2602.523940 = -26524.631431 nChanged 11 SP:Iteration 1F (11302.620000 sec): 3 clusters Score: Raw -29179.162149 + Penalty 2602.523940 = -26576.638209 nChanged 3 SP:Iteration 2Q (11302.620000 sec): 3 clusters Score: Raw -29190.218607 + Penalty 2602.523940 = -26587.694667 nChanged 2 SP:Iteration 3Q (11302.620000 sec): 3 clusters Score: Raw -29200.709821 + Penalty 2602.523940 = -26598.185882 nChanged 2 SP:Iteration 4Q (11302.620000 sec): 3 clusters Score: Raw -29213.132027 + Penalty 2602.523940 = -26610.608087 nChanged 1 SP:Iteration 5Q (11302.620000 sec): 3 clusters Score: Raw -29216.717414 + Penalty 2602.523940 = -26614.193475 nChanged 0 SP:Iteration 6F (11302.620000 sec): 3 clusters Score: Raw -29216.717414 + Penalty 2602.523940 = -26614.193475 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11302.630000 sec): 2 clusters Score: Raw -84129.206800 + Penalty 1549.514633 = -82579.692167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11302.630000 sec): 3 clusters Score: Raw -84131.470447 + Penalty 3099.029266 = -81032.441182 nChanged 94 SP:Iteration 1F (11302.630000 sec): 3 clusters Score: Raw -84295.630644 + Penalty 3099.029266 = -81196.601379 nChanged 21 SP:Iteration 2Q (11302.630000 sec): 3 clusters Score: Raw -84342.931396 + Penalty 3099.029266 = -81243.902130 nChanged 6 SP:Iteration 3Q (11302.640000 sec): 3 clusters Score: Raw -84358.841270 + Penalty 3099.029266 = -81259.812004 nChanged 5 SP:Iteration 4Q (11302.640000 sec): 3 clusters Score: Raw -84371.883918 + Penalty 3099.029266 = -81272.854652 nChanged 6 SP:Iteration 5Q (11302.640000 sec): 3 clusters Score: Raw -84383.679372 + Penalty 3099.029266 = -81284.650106 nChanged 2 SP:Iteration 6Q (11302.640000 sec): 3 clusters Score: Raw -84390.164216 + Penalty 3099.029266 = -81291.134950 nChanged 0 SP:Iteration 7F (11302.640000 sec): 3 clusters Score: Raw -84390.164216 + Penalty 3099.029266 = -81291.134950 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11302.660000 sec): 2 clusters Score: Raw -184787.022972 + Penalty 1730.134321 = -183056.888650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11302.660000 sec): 3 clusters Score: Raw -184525.004121 + Penalty 3460.268643 = -181064.735478 nChanged 295 SP:Iteration 1F (11302.660000 sec): 3 clusters Score: Raw -184870.230031 + Penalty 3460.268643 = -181409.961388 nChanged 89 SP:Iteration 2F (11302.670000 sec): 3 clusters Score: Raw -184984.620159 + Penalty 3460.268643 = -181524.351516 nChanged 42 SP:Iteration 3Q (11302.670000 sec): 3 clusters Score: Raw -185057.176658 + Penalty 3460.268643 = -181596.908015 nChanged 36 SP:Iteration 4Q (11302.680000 sec): 3 clusters Score: Raw -185113.863046 + Penalty 3460.268643 = -181653.594403 nChanged 21 SP:Iteration 5Q (11302.680000 sec): 3 clusters Score: Raw -185148.647179 + Penalty 3460.268643 = -181688.378536 nChanged 11 SP:Iteration 6Q (11302.680000 sec): 3 clusters Score: Raw -185168.665420 + Penalty 3460.268643 = -181708.396777 nChanged 11 SP:Iteration 7Q (11302.690000 sec): 3 clusters Score: Raw -185188.123512 + Penalty 3460.268643 = -181727.854869 nChanged 9 SP:Iteration 8Q (11302.690000 sec): 3 clusters Score: Raw -185198.797139 + Penalty 3460.268643 = -181738.528496 nChanged 8 SP:Iteration 9Q (11302.700000 sec): 3 clusters Score: Raw -185207.839668 + Penalty 3460.268643 = -181747.571025 nChanged 5 SP:Iteration 10Q (11302.700000 sec): 3 clusters Score: Raw -185213.204939 + Penalty 3460.268643 = -181752.936296 nChanged 3 SP:Iteration 11Q (11302.700000 sec): 3 clusters Score: Raw -185215.625478 + Penalty 3460.268643 = -181755.356835 nChanged 3 SP:Iteration 12Q (11302.710000 sec): 3 clusters Score: Raw -185219.151921 + Penalty 3460.268643 = -181758.883278 nChanged 3 SP:Iteration 13Q (11302.710000 sec): 3 clusters Score: Raw -185220.870862 + Penalty 3460.268643 = -181760.602219 nChanged 1 SP:Iteration 14Q (11302.720000 sec): 3 clusters Score: Raw -185221.563817 + Penalty 3460.268643 = -181761.295174 nChanged 0 SP:Iteration 15F (11302.720000 sec): 3 clusters Score: Raw -185221.563817 + Penalty 3460.268643 = -181761.295174 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11302.740000 sec): 2 clusters Score: Raw -283075.383374 + Penalty 1829.218773 = -281246.164601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11302.740000 sec): 3 clusters Score: Raw -282510.273252 + Penalty 3658.437546 = -278851.835707 nChanged 477 SP:Iteration 1F (11302.750000 sec): 3 clusters Score: Raw -282887.619617 + Penalty 3658.437546 = -279229.182071 nChanged 115 SP:Iteration 2F (11302.750000 sec): 3 clusters Score: Raw -282978.051481 + Penalty 3658.437546 = -279319.613936 nChanged 51 SP:Iteration 3Q (11302.760000 sec): 3 clusters Score: Raw -283022.779965 + Penalty 3658.437546 = -279364.342420 nChanged 28 SP:Iteration 4Q (11302.770000 sec): 3 clusters Score: Raw -283044.702790 + Penalty 3658.437546 = -279386.265245 nChanged 20 SP:Iteration 5Q (11302.770000 sec): 3 clusters Score: Raw -283059.487860 + Penalty 3658.437546 = -279401.050314 nChanged 25 SP:Iteration 6Q (11302.780000 sec): 3 clusters Score: Raw -283081.564824 + Penalty 3658.437546 = -279423.127278 nChanged 18 SP:Iteration 7Q (11302.790000 sec): 3 clusters Score: Raw -283094.800585 + Penalty 3658.437546 = -279436.363040 nChanged 13 SP:Iteration 8Q (11302.790000 sec): 3 clusters Score: Raw -283103.284779 + Penalty 3658.437546 = -279444.847233 nChanged 7 SP:Iteration 9Q (11302.800000 sec): 3 clusters Score: Raw -283110.189996 + Penalty 3658.437546 = -279451.752450 nChanged 14 SP:Iteration 10Q (11302.810000 sec): 3 clusters Score: Raw -283120.783154 + Penalty 3658.437546 = -279462.345608 nChanged 13 SP:Iteration 11Q (11302.810000 sec): 3 clusters Score: Raw -283136.363753 + Penalty 3658.437546 = -279477.926207 nChanged 16 SP:Iteration 12Q (11302.820000 sec): 3 clusters Score: Raw -283156.144142 + Penalty 3658.437546 = -279497.706596 nChanged 11 SP:Iteration 13Q (11302.830000 sec): 3 clusters Score: Raw -283163.735111 + Penalty 3658.437546 = -279505.297566 nChanged 8 SP:Iteration 14Q (11302.830000 sec): 3 clusters Score: Raw -283172.684599 + Penalty 3658.437546 = -279514.247054 nChanged 10 SP:Iteration 15Q (11302.840000 sec): 3 clusters Score: Raw -283183.016429 + Penalty 3658.437546 = -279524.578884 nChanged 8 SP:Iteration 16Q (11302.850000 sec): 3 clusters Score: Raw -283189.180123 + Penalty 3658.437546 = -279530.742578 nChanged 7 SP:Iteration 17Q (11302.850000 sec): 3 clusters Score: Raw -283196.118008 + Penalty 3658.437546 = -279537.680462 nChanged 5 SP:Iteration 18Q (11302.860000 sec): 3 clusters Score: Raw -283199.012389 + Penalty 3658.437546 = -279540.574844 nChanged 7 SP:Iteration 19Q (11302.860000 sec): 3 clusters Score: Raw -283206.957825 + Penalty 3658.437546 = -279548.520279 nChanged 11 SP:Iteration 20F (11302.870000 sec): 3 clusters Score: Raw -283217.606991 + Penalty 3658.437546 = -279559.169445 nChanged 10 SP:Iteration 21Q (11302.880000 sec): 3 clusters Score: Raw -283226.652680 + Penalty 3658.437546 = -279568.215135 nChanged 12 SP:Iteration 22Q (11302.880000 sec): 3 clusters Score: Raw -283236.988061 + Penalty 3658.437546 = -279578.550515 nChanged 5 SP:Iteration 23Q (11302.890000 sec): 3 clusters Score: Raw -283238.768541 + Penalty 3658.437546 = -279580.330995 nChanged 0 SP:Iteration 24F (11302.900000 sec): 3 clusters Score: Raw -283238.768541 + Penalty 3658.437546 = -279580.330995 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11302.900000 sec): 2 clusters Score: Raw -33667.935652 + Penalty 1446.306854 = -32221.628798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11302.910000 sec): 3 clusters Score: Raw -33929.752250 + Penalty 2892.613709 = -31037.138542 nChanged 62 SP:Iteration 1F (11302.910000 sec): 3 clusters Score: Raw -34157.469667 + Penalty 2892.613709 = -31264.855959 nChanged 28 SP:Iteration 2F (11302.910000 sec): 3 clusters Score: Raw -34265.016370 + Penalty 2892.613709 = -31372.402661 nChanged 18 SP:Iteration 3F (11302.910000 sec): 3 clusters Score: Raw -34400.910166 + Penalty 2892.613709 = -31508.296457 nChanged 15 SP:Iteration 4Q (11302.910000 sec): 3 clusters Score: Raw -34634.569165 + Penalty 2892.613709 = -31741.955456 nChanged 12 SP:Iteration 5Q (11302.920000 sec): 3 clusters Score: Raw -34811.345207 + Penalty 2892.613709 = -31918.731498 nChanged 7 SP:Iteration 6Q (11302.920000 sec): 3 clusters Score: Raw -34897.041727 + Penalty 2892.613709 = -32004.428018 nChanged 8 SP:Iteration 7Q (11302.920000 sec): 3 clusters Score: Raw -34973.918747 + Penalty 2892.613709 = -32081.305038 nChanged 6 SP:Iteration 8Q (11302.920000 sec): 3 clusters Score: Raw -35020.626699 + Penalty 2892.613709 = -32128.012990 nChanged 1 SP:Iteration 9Q (11302.920000 sec): 3 clusters Score: Raw -35023.001158 + Penalty 2892.613709 = -32130.387449 nChanged 0 SP:Iteration 10F (11302.920000 sec): 3 clusters Score: Raw -35023.001158 + Penalty 2892.613709 = -32130.387449 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11303.000000 sec): 2 clusters Score: Raw -3279964.459104 + Penalty 2439.304292 = -3277525.154812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11303.080000 sec): 3 clusters Score: Raw -3269132.528115 + Penalty 4878.608583 = -3264253.919532 nChanged 8265 SP:Iteration 1F (11303.150000 sec): 3 clusters Score: Raw -3273725.435647 + Penalty 4878.608583 = -3268846.827064 nChanged 1138 SP:Iteration 2F (11303.220000 sec): 3 clusters Score: Raw -3274223.662752 + Penalty 4878.608583 = -3269345.054169 nChanged 1027 SP:Iteration 3F (11303.300000 sec): 3 clusters Score: Raw -3274721.818669 + Penalty 4878.608583 = -3269843.210086 nChanged 1009 SP:Iteration 4F (11303.370000 sec): 3 clusters Score: Raw -3275234.207419 + Penalty 4878.608583 = -3270355.598836 nChanged 998 SP:Iteration 5F (11303.450000 sec): 3 clusters Score: Raw -3275773.947895 + Penalty 4878.608583 = -3270895.339312 nChanged 993 SP:Iteration 6F (11303.520000 sec): 3 clusters Score: Raw -3276301.377409 + Penalty 4878.608583 = -3271422.768826 nChanged 951 SP:Iteration 7F (11303.600000 sec): 3 clusters Score: Raw -3276823.252107 + Penalty 4878.608583 = -3271944.643524 nChanged 886 SP:Iteration 8Q (11303.670000 sec): 3 clusters Score: Raw -3277284.664753 + Penalty 4878.608583 = -3272406.056170 nChanged 750 SP:Iteration 9Q (11303.750000 sec): 3 clusters Score: Raw -3277668.941134 + Penalty 4878.608583 = -3272790.332551 nChanged 717 SP:Iteration 10Q (11303.820000 sec): 3 clusters Score: Raw -3278054.594945 + Penalty 4878.608583 = -3273175.986362 nChanged 645 SP:Iteration 11Q (11303.900000 sec): 3 clusters Score: Raw -3278411.855578 + Penalty 4878.608583 = -3273533.246995 nChanged 556 SP:Iteration 12Q (11303.970000 sec): 3 clusters Score: Raw -3278751.411681 + Penalty 4878.608583 = -3273872.803098 nChanged 527 SP:Iteration 13Q (11304.040000 sec): 3 clusters Score: Raw -3279106.474984 + Penalty 4878.608583 = -3274227.866401 nChanged 461 SP:Iteration 14Q (11304.120000 sec): 3 clusters Score: Raw -3279448.442480 + Penalty 4878.608583 = -3274569.833897 nChanged 371 SP:Iteration 15Q (11304.190000 sec): 3 clusters Score: Raw -3279736.757207 + Penalty 4878.608583 = -3274858.148624 nChanged 346 SP:Iteration 16Q (11304.260000 sec): 3 clusters Score: Raw -3280044.090388 + Penalty 4878.608583 = -3275165.481805 nChanged 304 SP:Iteration 17Q (11304.330000 sec): 3 clusters Score: Raw -3280298.411475 + Penalty 4878.608583 = -3275419.802892 nChanged 250 SP:Iteration 18Q (11304.400000 sec): 3 clusters Score: Raw -3280483.121859 + Penalty 4878.608583 = -3275604.513276 nChanged 208 SP:Iteration 19Q (11304.470000 sec): 3 clusters Score: Raw -3280615.535477 + Penalty 4878.608583 = -3275736.926894 nChanged 176 SP:Iteration 20F (11304.540000 sec): 3 clusters Score: Raw -3280718.326095 + Penalty 4878.608583 = -3275839.717512 nChanged 153 SP:Iteration 21Q (11304.610000 sec): 3 clusters Score: Raw -3280803.947023 + Penalty 4878.608583 = -3275925.338440 nChanged 153 SP:Iteration 22Q (11304.670000 sec): 3 clusters Score: Raw -3280887.406394 + Penalty 4878.608583 = -3276008.797811 nChanged 136 SP:Iteration 23Q (11304.740000 sec): 3 clusters Score: Raw -3280960.020829 + Penalty 4878.608583 = -3276081.412246 nChanged 131 SP:Iteration 24Q (11304.800000 sec): 3 clusters Score: Raw -3281029.642886 + Penalty 4878.608583 = -3276151.034303 nChanged 117 SP:Iteration 25Q (11304.860000 sec): 3 clusters Score: Raw -3281083.050170 + Penalty 4878.608583 = -3276204.441587 nChanged 97 SP:Iteration 26Q (11304.920000 sec): 3 clusters Score: Raw -3281125.569836 + Penalty 4878.608583 = -3276246.961253 nChanged 74 SP:Iteration 27Q (11304.980000 sec): 3 clusters Score: Raw -3281156.140227 + Penalty 4878.608583 = -3276277.531644 nChanged 73 SP:Iteration 28Q (11305.040000 sec): 3 clusters Score: Raw -3281180.146579 + Penalty 4878.608583 = -3276301.537996 nChanged 51 SP:Iteration 29Q (11305.100000 sec): 3 clusters Score: Raw -3281197.405221 + Penalty 4878.608583 = -3276318.796638 nChanged 40 SP:Iteration 30Q (11305.170000 sec): 3 clusters Score: Raw -3281208.036786 + Penalty 4878.608583 = -3276329.428203 nChanged 25 SP:Iteration 31Q (11305.230000 sec): 3 clusters Score: Raw -3281217.791849 + Penalty 4878.608583 = -3276339.183266 nChanged 25 SP:Iteration 32Q (11305.290000 sec): 3 clusters Score: Raw -3281226.310056 + Penalty 4878.608583 = -3276347.701473 nChanged 26 SP:Iteration 33Q (11305.350000 sec): 3 clusters Score: Raw -3281235.692168 + Penalty 4878.608583 = -3276357.083585 nChanged 26 SP:Iteration 34Q (11305.410000 sec): 3 clusters Score: Raw -3281243.446898 + Penalty 4878.608583 = -3276364.838315 nChanged 21 SP:Iteration 35Q (11305.470000 sec): 3 clusters Score: Raw -3281249.226904 + Penalty 4878.608583 = -3276370.618321 nChanged 16 SP:Iteration 36Q (11305.530000 sec): 3 clusters Score: Raw -3281254.031706 + Penalty 4878.608583 = -3276375.423123 nChanged 17 SP:Iteration 37Q (11305.590000 sec): 3 clusters Score: Raw -3281258.532901 + Penalty 4878.608583 = -3276379.924318 nChanged 13 SP:Iteration 38Q (11305.650000 sec): 3 clusters Score: Raw -3281261.611997 + Penalty 4878.608583 = -3276383.003414 nChanged 8 SP:Iteration 39Q (11305.710000 sec): 3 clusters Score: Raw -3281264.028598 + Penalty 4878.608583 = -3276385.420015 nChanged 12 SP:Iteration 40F (11305.780000 sec): 3 clusters Score: Raw -3281266.946625 + Penalty 4878.608583 = -3276388.338042 nChanged 11 SP:Iteration 41Q (11305.840000 sec): 3 clusters Score: Raw -3281269.513511 + Penalty 4878.608583 = -3276390.904928 nChanged 8 SP:Iteration 42Q (11305.900000 sec): 3 clusters Score: Raw -3281271.228443 + Penalty 4878.608583 = -3276392.619860 nChanged 5 SP:Iteration 43Q (11305.960000 sec): 3 clusters Score: Raw -3281272.321102 + Penalty 4878.608583 = -3276393.712519 nChanged 5 SP:Iteration 44Q (11306.020000 sec): 3 clusters Score: Raw -3281273.745298 + Penalty 4878.608583 = -3276395.136715 nChanged 6 SP:Iteration 45Q (11306.080000 sec): 3 clusters Score: Raw -3281274.528735 + Penalty 4878.608583 = -3276395.920152 nChanged 3 SP:Iteration 46Q (11306.140000 sec): 3 clusters Score: Raw -3281275.106506 + Penalty 4878.608583 = -3276396.497923 nChanged 1 SP:Iteration 47Q (11306.200000 sec): 3 clusters Score: Raw -3281275.469546 + Penalty 4878.608583 = -3276396.860963 nChanged 2 SP:Iteration 48Q (11306.260000 sec): 3 clusters Score: Raw -3281275.927590 + Penalty 4878.608583 = -3276397.319007 nChanged 0 SP:Iteration 49F (11306.330000 sec): 3 clusters Score: Raw -3281275.927590 + Penalty 4878.608583 = -3276397.319007 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11306.350000 sec): 2 clusters Score: Raw -191896.119693 + Penalty 1729.902654 = -190166.217039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11306.360000 sec): 3 clusters Score: Raw -191669.940172 + Penalty 3459.805308 = -188210.134864 nChanged 276 SP:Iteration 1F (11306.360000 sec): 3 clusters Score: Raw -192030.268071 + Penalty 3459.805308 = -188570.462763 nChanged 81 SP:Iteration 2F (11306.360000 sec): 3 clusters Score: Raw -192127.270289 + Penalty 3459.805308 = -188667.464981 nChanged 36 SP:Iteration 3Q (11306.370000 sec): 3 clusters Score: Raw -192175.932794 + Penalty 3459.805308 = -188716.127486 nChanged 38 SP:Iteration 4Q (11306.370000 sec): 3 clusters Score: Raw -192227.260887 + Penalty 3459.805308 = -188767.455579 nChanged 29 SP:Iteration 5Q (11306.380000 sec): 3 clusters Score: Raw -192263.027601 + Penalty 3459.805308 = -188803.222293 nChanged 30 SP:Iteration 6Q (11306.380000 sec): 3 clusters Score: Raw -192310.211357 + Penalty 3459.805308 = -188850.406049 nChanged 29 SP:Iteration 7Q (11306.380000 sec): 3 clusters Score: Raw -192364.395554 + Penalty 3459.805308 = -188904.590246 nChanged 25 SP:Iteration 8Q (11306.390000 sec): 3 clusters Score: Raw -192398.223123 + Penalty 3459.805308 = -188938.417815 nChanged 20 SP:Iteration 9Q (11306.390000 sec): 3 clusters Score: Raw -192425.216100 + Penalty 3459.805308 = -188965.410792 nChanged 20 SP:Iteration 10Q (11306.400000 sec): 3 clusters Score: Raw -192447.153622 + Penalty 3459.805308 = -188987.348314 nChanged 14 SP:Iteration 11Q (11306.400000 sec): 3 clusters Score: Raw -192469.228750 + Penalty 3459.805308 = -189009.423442 nChanged 17 SP:Iteration 12Q (11306.400000 sec): 3 clusters Score: Raw -192502.310870 + Penalty 3459.805308 = -189042.505562 nChanged 19 SP:Iteration 13Q (11306.410000 sec): 3 clusters Score: Raw -192543.568791 + Penalty 3459.805308 = -189083.763483 nChanged 18 SP:Iteration 14Q (11306.410000 sec): 3 clusters Score: Raw -192593.187367 + Penalty 3459.805308 = -189133.382059 nChanged 20 SP:Iteration 15Q (11306.420000 sec): 3 clusters Score: Raw -192646.249892 + Penalty 3459.805308 = -189186.444584 nChanged 14 SP:Iteration 16Q (11306.420000 sec): 3 clusters Score: Raw -192674.545801 + Penalty 3459.805308 = -189214.740493 nChanged 8 SP:Iteration 17Q (11306.420000 sec): 3 clusters Score: Raw -192689.718602 + Penalty 3459.805308 = -189229.913294 nChanged 5 SP:Iteration 18Q (11306.430000 sec): 3 clusters Score: Raw -192703.816614 + Penalty 3459.805308 = -189244.011306 nChanged 5 SP:Iteration 19Q (11306.430000 sec): 3 clusters Score: Raw -192714.740906 + Penalty 3459.805308 = -189254.935598 nChanged 8 SP:Iteration 20F (11306.440000 sec): 3 clusters Score: Raw -192769.204861 + Penalty 3459.805308 = -189309.399553 nChanged 14 SP:Iteration 21Q (11306.440000 sec): 3 clusters Score: Raw -192899.854628 + Penalty 3459.805308 = -189440.049320 nChanged 21 SP:Iteration 22Q (11306.440000 sec): 3 clusters Score: Raw -192978.582097 + Penalty 3459.805308 = -189518.776789 nChanged 10 SP:Iteration 23Q (11306.450000 sec): 3 clusters Score: Raw -193014.285593 + Penalty 3459.805308 = -189554.480285 nChanged 9 SP:Iteration 24Q (11306.450000 sec): 3 clusters Score: Raw -193031.495364 + Penalty 3459.805308 = -189571.690056 nChanged 4 SP:Iteration 25Q (11306.460000 sec): 3 clusters Score: Raw -193036.539918 + Penalty 3459.805308 = -189576.734610 nChanged 3 SP:Iteration 26Q (11306.460000 sec): 3 clusters Score: Raw -193043.753392 + Penalty 3459.805308 = -189583.948084 nChanged 5 SP:Iteration 27Q (11306.460000 sec): 3 clusters Score: Raw -193059.886129 + Penalty 3459.805308 = -189600.080821 nChanged 7 SP:Iteration 28Q (11306.460000 sec): 3 clusters Score: Raw -193076.658229 + Penalty 3459.805308 = -189616.852921 nChanged 2 SP:Iteration 29Q (11306.470000 sec): 3 clusters Score: Raw -193078.232233 + Penalty 3459.805308 = -189618.426925 nChanged 1 SP:Iteration 30Q (11306.470000 sec): 3 clusters Score: Raw -193082.069645 + Penalty 3459.805308 = -189622.264337 nChanged 2 SP:Iteration 31Q (11306.480000 sec): 3 clusters Score: Raw -193083.909157 + Penalty 3459.805308 = -189624.103849 nChanged 0 SP:Iteration 32F (11306.480000 sec): 3 clusters Score: Raw -193083.909157 + Penalty 3459.805308 = -189624.103849 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11306.490000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11306.490000 sec): 3 clusters Score: Raw -29000.843784 + Penalty 2617.944871 = -26382.898913 nChanged 17 SP:Iteration 1F (11306.490000 sec): 3 clusters Score: Raw -29091.887858 + Penalty 2617.944871 = -26473.942987 nChanged 4 SP:Iteration 2Q (11306.490000 sec): 3 clusters Score: Raw -29110.978649 + Penalty 2617.944871 = -26493.033778 nChanged 1 SP:Iteration 3Q (11306.490000 sec): 3 clusters Score: Raw -29122.288587 + Penalty 2617.944871 = -26504.343716 nChanged 2 SP:Iteration 4Q (11306.490000 sec): 3 clusters Score: Raw -29130.332071 + Penalty 2617.944871 = -26512.387200 nChanged 0 SP:Iteration 5F (11306.490000 sec): 3 clusters Score: Raw -29130.332071 + Penalty 2617.944871 = -26512.387200 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (231285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11307.390000 sec): 2 clusters Score: Raw -40054171.309236 + Penalty 3063.148687 = -40051108.160550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11308.370000 sec): 3 clusters Score: Raw -39901452.784103 + Penalty 6126.297374 = -39895326.486730 nChanged 111671 SP:Iteration 1F (11309.350000 sec): 3 clusters Score: Raw -39967098.306524 + Penalty 6126.297374 = -39960972.009151 nChanged 6397 SP:Iteration 2Q (11310.350000 sec): 3 clusters Score: Raw -39968565.343791 + Penalty 6126.297374 = -39962439.046417 nChanged 7085 SP:Iteration 3Q (11311.340000 sec): 3 clusters Score: Raw -39970690.144915 + Penalty 6126.297374 = -39964563.847541 nChanged 8994 SP:Iteration 4Q (11312.340000 sec): 3 clusters Score: Raw -39974266.101809 + Penalty 6126.297374 = -39968139.804436 nChanged 11436 SP:Iteration 5Q (11313.360000 sec): 3 clusters Score: Raw -39980141.153687 + Penalty 6126.297374 = -39974014.856313 nChanged 14570 SP:Iteration 6F (11314.350000 sec): 3 clusters Score: Raw -39989612.398098 + Penalty 6126.297374 = -39983486.100725 nChanged 17578 SP:Iteration 7F (11315.330000 sec): 3 clusters Score: Raw -40003540.775179 + Penalty 6126.297374 = -39997414.477806 nChanged 18882 SP:Iteration 8F (11316.310000 sec): 3 clusters Score: Raw -40020420.440024 + Penalty 6126.297374 = -40014294.142650 nChanged 16646 SP:Iteration 9F (11317.290000 sec): 3 clusters Score: Raw -40036249.678585 + Penalty 6126.297374 = -40030123.381211 nChanged 10921 SP:Iteration 10Q (11318.180000 sec): 3 clusters Score: Raw -40046583.334047 + Penalty 6126.297374 = -40040457.036674 nChanged 5414 SP:Iteration 11Q (11319.010000 sec): 3 clusters Score: Raw -40051482.788851 + Penalty 6126.297374 = -40045356.491477 nChanged 2128 SP:Iteration 12Q (11319.770000 sec): 3 clusters Score: Raw -40053313.256273 + Penalty 6126.297374 = -40047186.958899 nChanged 753 SP:Iteration 13Q (11320.490000 sec): 3 clusters Score: Raw -40053949.090951 + Penalty 6126.297374 = -40047822.793577 nChanged 285 SP:Iteration 14Q (11321.190000 sec): 3 clusters Score: Raw -40054203.830735 + Penalty 6126.297374 = -40048077.533362 nChanged 142 SP:Iteration 15Q (11321.880000 sec): 3 clusters Score: Raw -40054336.206447 + Penalty 6126.297374 = -40048209.909073 nChanged 78 SP:Iteration 16Q (11322.570000 sec): 3 clusters Score: Raw -40054403.399833 + Penalty 6126.297374 = -40048277.102459 nChanged 50 SP:Iteration 17Q (11323.260000 sec): 3 clusters Score: Raw -40054451.452024 + Penalty 6126.297374 = -40048325.154650 nChanged 28 SP:Iteration 18Q (11323.950000 sec): 3 clusters Score: Raw -40054474.785223 + Penalty 6126.297374 = -40048348.487850 nChanged 22 SP:Iteration 19Q (11324.630000 sec): 3 clusters Score: Raw -40054501.849791 + Penalty 6126.297374 = -40048375.552417 nChanged 19 SP:Iteration 20F (11325.590000 sec): 3 clusters Score: Raw -40054520.286358 + Penalty 6126.297374 = -40048393.988984 nChanged 17 SP:Iteration 21Q (11326.270000 sec): 3 clusters Score: Raw -40054537.374785 + Penalty 6126.297374 = -40048411.077411 nChanged 9 SP:Iteration 22Q (11326.960000 sec): 3 clusters Score: Raw -40054543.181389 + Penalty 6126.297374 = -40048416.884015 nChanged 6 SP:Iteration 23Q (11327.650000 sec): 3 clusters Score: Raw -40054548.245618 + Penalty 6126.297374 = -40048421.948244 nChanged 7 SP:Iteration 24Q (11328.330000 sec): 3 clusters Score: Raw -40054553.630459 + Penalty 6126.297374 = -40048427.333086 nChanged 3 SP:Iteration 25Q (11329.020000 sec): 3 clusters Score: Raw -40054556.077244 + Penalty 6126.297374 = -40048429.779870 nChanged 1 SP:Iteration 26Q (11329.710000 sec): 3 clusters Score: Raw -40054556.733132 + Penalty 6126.297374 = -40048430.435758 nChanged 0 SP:Iteration 27F (11330.670000 sec): 3 clusters Score: Raw -40054556.733132 + Penalty 6126.297374 = -40048430.435758 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11330.790000 sec): 2 clusters Score: Raw -311730.588846 + Penalty 1868.090657 = -309862.498188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11330.790000 sec): 3 clusters Score: Raw -311125.558324 + Penalty 3736.181315 = -307389.377009 nChanged 610 SP:Iteration 1F (11330.800000 sec): 3 clusters Score: Raw -311702.903604 + Penalty 3736.181315 = -307966.722289 nChanged 147 SP:Iteration 2F (11330.810000 sec): 3 clusters Score: Raw -311865.752291 + Penalty 3736.181315 = -308129.570976 nChanged 84 SP:Iteration 3Q (11330.820000 sec): 3 clusters Score: Raw -311948.904597 + Penalty 3736.181315 = -308212.723282 nChanged 53 SP:Iteration 4Q (11330.830000 sec): 3 clusters Score: Raw -312005.030983 + Penalty 3736.181315 = -308268.849668 nChanged 52 SP:Iteration 5Q (11330.830000 sec): 3 clusters Score: Raw -312064.167175 + Penalty 3736.181315 = -308327.985860 nChanged 46 SP:Iteration 6Q (11330.840000 sec): 3 clusters Score: Raw -312122.173498 + Penalty 3736.181315 = -308385.992183 nChanged 48 SP:Iteration 7Q (11330.850000 sec): 3 clusters Score: Raw -312173.886677 + Penalty 3736.181315 = -308437.705362 nChanged 44 SP:Iteration 8Q (11330.850000 sec): 3 clusters Score: Raw -312222.030323 + Penalty 3736.181315 = -308485.849008 nChanged 38 SP:Iteration 9Q (11330.860000 sec): 3 clusters Score: Raw -312267.951170 + Penalty 3736.181315 = -308531.769855 nChanged 41 SP:Iteration 10Q (11330.870000 sec): 3 clusters Score: Raw -312325.306673 + Penalty 3736.181315 = -308589.125358 nChanged 41 SP:Iteration 11Q (11330.870000 sec): 3 clusters Score: Raw -312382.540127 + Penalty 3736.181315 = -308646.358812 nChanged 51 SP:Iteration 12Q (11330.880000 sec): 3 clusters Score: Raw -312447.515135 + Penalty 3736.181315 = -308711.333820 nChanged 48 SP:Iteration 13Q (11330.890000 sec): 3 clusters Score: Raw -312516.372696 + Penalty 3736.181315 = -308780.191381 nChanged 57 SP:Iteration 14Q (11330.890000 sec): 3 clusters Score: Raw -312608.942903 + Penalty 3736.181315 = -308872.761589 nChanged 63 SP:Iteration 15Q (11330.900000 sec): 3 clusters Score: Raw -312709.045283 + Penalty 3736.181315 = -308972.863968 nChanged 52 SP:Iteration 16Q (11330.910000 sec): 3 clusters Score: Raw -312808.083622 + Penalty 3736.181315 = -309071.902307 nChanged 47 SP:Iteration 17Q (11330.910000 sec): 3 clusters Score: Raw -312879.144194 + Penalty 3736.181315 = -309142.962879 nChanged 48 SP:Iteration 18Q (11330.920000 sec): 3 clusters Score: Raw -312968.864943 + Penalty 3736.181315 = -309232.683628 nChanged 46 SP:Iteration 19Q (11330.920000 sec): 3 clusters Score: Raw -313088.021183 + Penalty 3736.181315 = -309351.839869 nChanged 50 SP:Iteration 20F (11330.930000 sec): 3 clusters Score: Raw -313207.282702 + Penalty 3736.181315 = -309471.101387 nChanged 32 SP:Iteration 21Q (11330.940000 sec): 3 clusters Score: Raw -313286.857828 + Penalty 3736.181315 = -309550.676513 nChanged 29 SP:Iteration 22Q (11330.940000 sec): 3 clusters Score: Raw -313324.749161 + Penalty 3736.181315 = -309588.567846 nChanged 11 SP:Iteration 23Q (11330.950000 sec): 3 clusters Score: Raw -313342.966885 + Penalty 3736.181315 = -309606.785570 nChanged 10 SP:Iteration 24Q (11330.950000 sec): 3 clusters Score: Raw -313357.303641 + Penalty 3736.181315 = -309621.122326 nChanged 7 SP:Iteration 25Q (11330.960000 sec): 3 clusters Score: Raw -313365.349222 + Penalty 3736.181315 = -309629.167907 nChanged 3 SP:Iteration 26Q (11330.970000 sec): 3 clusters Score: Raw -313367.717074 + Penalty 3736.181315 = -309631.535759 nChanged 2 SP:Iteration 27Q (11330.970000 sec): 3 clusters Score: Raw -313368.859672 + Penalty 3736.181315 = -309632.678357 nChanged 0 SP:Iteration 28F (11330.980000 sec): 3 clusters Score: Raw -313368.859672 + Penalty 3736.181315 = -309632.678357 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (118806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11331.450000 sec): 2 clusters Score: Raw -21069693.641504 + Penalty 2897.941303 = -21066795.700201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11331.950000 sec): 3 clusters Score: Raw -20993142.526983 + Penalty 5795.882606 = -20987346.644376 nChanged 56434 SP:Iteration 1F (11332.450000 sec): 3 clusters Score: Raw -21026328.852492 + Penalty 5795.882606 = -21020532.969886 nChanged 4557 SP:Iteration 2Q (11332.970000 sec): 3 clusters Score: Raw -21027768.639258 + Penalty 5795.882606 = -21021972.756652 nChanged 5475 SP:Iteration 3Q (11333.500000 sec): 3 clusters Score: Raw -21029941.615500 + Penalty 5795.882606 = -21024145.732894 nChanged 6512 SP:Iteration 4F (11334.000000 sec): 3 clusters Score: Raw -21033065.581154 + Penalty 5795.882606 = -21027269.698548 nChanged 7252 SP:Iteration 5F (11334.500000 sec): 3 clusters Score: Raw -21037084.912587 + Penalty 5795.882606 = -21031289.029981 nChanged 7716 SP:Iteration 6F (11335.000000 sec): 3 clusters Score: Raw -21041784.804850 + Penalty 5795.882606 = -21035988.922244 nChanged 7360 SP:Iteration 7F (11335.500000 sec): 3 clusters Score: Raw -21046713.070367 + Penalty 5795.882606 = -21040917.187761 nChanged 6598 SP:Iteration 8F (11335.990000 sec): 3 clusters Score: Raw -21051948.515250 + Penalty 5795.882606 = -21046152.632644 nChanged 5618 SP:Iteration 9Q (11336.510000 sec): 3 clusters Score: Raw -21056795.098124 + Penalty 5795.882606 = -21050999.215518 nChanged 4432 SP:Iteration 10Q (11337.010000 sec): 3 clusters Score: Raw -21059987.669376 + Penalty 5795.882606 = -21054191.786770 nChanged 3005 SP:Iteration 11Q (11337.480000 sec): 3 clusters Score: Raw -21061340.211975 + Penalty 5795.882606 = -21055544.329369 nChanged 1817 SP:Iteration 12Q (11337.950000 sec): 3 clusters Score: Raw -21061997.511656 + Penalty 5795.882606 = -21056201.629050 nChanged 1397 SP:Iteration 13Q (11338.400000 sec): 3 clusters Score: Raw -21062481.026198 + Penalty 5795.882606 = -21056685.143591 nChanged 1283 SP:Iteration 14Q (11338.840000 sec): 3 clusters Score: Raw -21062878.417743 + Penalty 5795.882606 = -21057082.535137 nChanged 1207 SP:Iteration 15Q (11339.290000 sec): 3 clusters Score: Raw -21063215.868914 + Penalty 5795.882606 = -21057419.986308 nChanged 1100 SP:Iteration 16Q (11339.720000 sec): 3 clusters Score: Raw -21063516.282846 + Penalty 5795.882606 = -21057720.400240 nChanged 1093 SP:Iteration 17Q (11340.160000 sec): 3 clusters Score: Raw -21063804.355937 + Penalty 5795.882606 = -21058008.473331 nChanged 1067 SP:Iteration 18Q (11340.590000 sec): 3 clusters Score: Raw -21064085.664365 + Penalty 5795.882606 = -21058289.781759 nChanged 1020 SP:Iteration 19Q (11341.020000 sec): 3 clusters Score: Raw -21064355.727947 + Penalty 5795.882606 = -21058559.845341 nChanged 996 SP:Iteration 20F (11341.510000 sec): 3 clusters Score: Raw -21064610.583303 + Penalty 5795.882606 = -21058814.700697 nChanged 953 SP:Iteration 21Q (11341.940000 sec): 3 clusters Score: Raw -21064839.087900 + Penalty 5795.882606 = -21059043.205294 nChanged 863 SP:Iteration 22Q (11342.350000 sec): 3 clusters Score: Raw -21065039.452793 + Penalty 5795.882606 = -21059243.570187 nChanged 865 SP:Iteration 23Q (11342.770000 sec): 3 clusters Score: Raw -21065249.744421 + Penalty 5795.882606 = -21059453.861815 nChanged 875 SP:Iteration 24Q (11343.190000 sec): 3 clusters Score: Raw -21065475.167194 + Penalty 5795.882606 = -21059679.284588 nChanged 864 SP:Iteration 25Q (11343.600000 sec): 3 clusters Score: Raw -21065714.249234 + Penalty 5795.882606 = -21059918.366628 nChanged 910 SP:Iteration 26Q (11344.010000 sec): 3 clusters Score: Raw -21065976.210524 + Penalty 5795.882606 = -21060180.327918 nChanged 854 SP:Iteration 27Q (11344.410000 sec): 3 clusters Score: Raw -21066222.558760 + Penalty 5795.882606 = -21060426.676154 nChanged 832 SP:Iteration 28Q (11344.800000 sec): 3 clusters Score: Raw -21066470.312343 + Penalty 5795.882606 = -21060674.429737 nChanged 823 SP:Iteration 29Q (11345.200000 sec): 3 clusters Score: Raw -21066724.351614 + Penalty 5795.882606 = -21060928.469008 nChanged 787 SP:Iteration 30Q (11345.600000 sec): 3 clusters Score: Raw -21066970.119581 + Penalty 5795.882606 = -21061174.236975 nChanged 703 SP:Iteration 31Q (11345.980000 sec): 3 clusters Score: Raw -21067198.095041 + Penalty 5795.882606 = -21061402.212435 nChanged 677 SP:Iteration 32Q (11346.370000 sec): 3 clusters Score: Raw -21067417.227700 + Penalty 5795.882606 = -21061621.345094 nChanged 606 SP:Iteration 33Q (11346.750000 sec): 3 clusters Score: Raw -21067622.798638 + Penalty 5795.882606 = -21061826.916032 nChanged 606 SP:Iteration 34Q (11347.130000 sec): 3 clusters Score: Raw -21067833.803257 + Penalty 5795.882606 = -21062037.920651 nChanged 528 SP:Iteration 35Q (11347.500000 sec): 3 clusters Score: Raw -21068007.305794 + Penalty 5795.882606 = -21062211.423188 nChanged 503 SP:Iteration 36Q (11347.880000 sec): 3 clusters Score: Raw -21068171.753336 + Penalty 5795.882606 = -21062375.870730 nChanged 429 SP:Iteration 37Q (11348.260000 sec): 3 clusters Score: Raw -21068317.444867 + Penalty 5795.882606 = -21062521.562261 nChanged 406 SP:Iteration 38Q (11348.620000 sec): 3 clusters Score: Raw -21068448.833518 + Penalty 5795.882606 = -21062652.950912 nChanged 365 SP:Iteration 39Q (11348.990000 sec): 3 clusters Score: Raw -21068570.651905 + Penalty 5795.882606 = -21062774.769299 nChanged 336 SP:Iteration 40F (11349.480000 sec): 3 clusters Score: Raw -21068671.465450 + Penalty 5795.882606 = -21062875.582844 nChanged 284 SP:Iteration 41Q (11349.850000 sec): 3 clusters Score: Raw -21068760.286925 + Penalty 5795.882606 = -21062964.404319 nChanged 276 SP:Iteration 42Q (11350.210000 sec): 3 clusters Score: Raw -21068842.666155 + Penalty 5795.882606 = -21063046.783549 nChanged 242 SP:Iteration 43Q (11350.580000 sec): 3 clusters Score: Raw -21068922.988394 + Penalty 5795.882606 = -21063127.105788 nChanged 251 SP:Iteration 44Q (11350.940000 sec): 3 clusters Score: Raw -21069012.696135 + Penalty 5795.882606 = -21063216.813529 nChanged 233 SP:Iteration 45Q (11351.300000 sec): 3 clusters Score: Raw -21069097.626402 + Penalty 5795.882606 = -21063301.743796 nChanged 209 SP:Iteration 46Q (11351.660000 sec): 3 clusters Score: Raw -21069173.692077 + Penalty 5795.882606 = -21063377.809471 nChanged 184 SP:Iteration 47Q (11352.020000 sec): 3 clusters Score: Raw -21069242.513785 + Penalty 5795.882606 = -21063446.631179 nChanged 171 SP:Iteration 48Q (11352.380000 sec): 3 clusters Score: Raw -21069301.463737 + Penalty 5795.882606 = -21063505.581130 nChanged 153 SP:Iteration 49Q (11352.730000 sec): 3 clusters Score: Raw -21069356.809730 + Penalty 5795.882606 = -21063560.927124 nChanged 139 SP:Iteration 50Q (11353.090000 sec): 3 clusters Score: Raw -21069411.203524 + Penalty 5795.882606 = -21063615.320918 nChanged 151 SP:Iteration 51Q (11353.440000 sec): 3 clusters Score: Raw -21069479.425671 + Penalty 5795.882606 = -21063683.543065 nChanged 137 SP:Iteration 52Q (11353.800000 sec): 3 clusters Score: Raw -21069537.983994 + Penalty 5795.882606 = -21063742.101388 nChanged 124 SP:Iteration 53Q (11354.150000 sec): 3 clusters Score: Raw -21069587.675853 + Penalty 5795.882606 = -21063791.793247 nChanged 112 SP:Iteration 54Q (11354.500000 sec): 3 clusters Score: Raw -21069636.772542 + Penalty 5795.882606 = -21063840.889936 nChanged 118 SP:Iteration 55Q (11354.860000 sec): 3 clusters Score: Raw -21069687.541542 + Penalty 5795.882606 = -21063891.658936 nChanged 97 SP:Iteration 56Q (11355.220000 sec): 3 clusters Score: Raw -21069726.423974 + Penalty 5795.882606 = -21063930.541368 nChanged 84 SP:Iteration 57Q (11355.570000 sec): 3 clusters Score: Raw -21069764.193382 + Penalty 5795.882606 = -21063968.310776 nChanged 75 SP:Iteration 58Q (11355.920000 sec): 3 clusters Score: Raw -21069800.307258 + Penalty 5795.882606 = -21064004.424652 nChanged 79 SP:Iteration 59Q (11356.270000 sec): 3 clusters Score: Raw -21069830.717976 + Penalty 5795.882606 = -21064034.835370 nChanged 59 SP:Iteration 60F (11356.760000 sec): 3 clusters Score: Raw -21069853.340043 + Penalty 5795.882606 = -21064057.457437 nChanged 54 SP:Iteration 61Q (11357.110000 sec): 3 clusters Score: Raw -21069875.564002 + Penalty 5795.882606 = -21064079.681396 nChanged 46 SP:Iteration 62Q (11357.460000 sec): 3 clusters Score: Raw -21069894.712862 + Penalty 5795.882606 = -21064098.830256 nChanged 31 SP:Iteration 63Q (11357.810000 sec): 3 clusters Score: Raw -21069908.472861 + Penalty 5795.882606 = -21064112.590255 nChanged 22 SP:Iteration 64Q (11358.160000 sec): 3 clusters Score: Raw -21069917.645559 + Penalty 5795.882606 = -21064121.762953 nChanged 24 SP:Iteration 65Q (11358.510000 sec): 3 clusters Score: Raw -21069927.619641 + Penalty 5795.882606 = -21064131.737035 nChanged 28 SP:Iteration 66Q (11358.860000 sec): 3 clusters Score: Raw -21069940.530242 + Penalty 5795.882606 = -21064144.647636 nChanged 28 SP:Iteration 67Q (11359.210000 sec): 3 clusters Score: Raw -21069951.589640 + Penalty 5795.882606 = -21064155.707034 nChanged 19 SP:Iteration 68Q (11359.560000 sec): 3 clusters Score: Raw -21069958.967152 + Penalty 5795.882606 = -21064163.084546 nChanged 16 SP:Iteration 69Q (11359.910000 sec): 3 clusters Score: Raw -21069967.204602 + Penalty 5795.882606 = -21064171.321995 nChanged 20 SP:Iteration 70Q (11360.260000 sec): 3 clusters Score: Raw -21069974.425607 + Penalty 5795.882606 = -21064178.543000 nChanged 15 SP:Iteration 71Q (11360.610000 sec): 3 clusters Score: Raw -21069980.939394 + Penalty 5795.882606 = -21064185.056788 nChanged 12 SP:Iteration 72Q (11360.960000 sec): 3 clusters Score: Raw -21069986.239284 + Penalty 5795.882606 = -21064190.356678 nChanged 12 SP:Iteration 73Q (11361.310000 sec): 3 clusters Score: Raw -21069990.867644 + Penalty 5795.882606 = -21064194.985038 nChanged 13 SP:Iteration 74Q (11361.660000 sec): 3 clusters Score: Raw -21069996.584972 + Penalty 5795.882606 = -21064200.702366 nChanged 14 SP:Iteration 75Q (11362.010000 sec): 3 clusters Score: Raw -21070003.311624 + Penalty 5795.882606 = -21064207.429018 nChanged 9 SP:Iteration 76Q (11362.360000 sec): 3 clusters Score: Raw -21070007.426708 + Penalty 5795.882606 = -21064211.544102 nChanged 9 SP:Iteration 77Q (11362.720000 sec): 3 clusters Score: Raw -21070011.659968 + Penalty 5795.882606 = -21064215.777361 nChanged 10 SP:Iteration 78Q (11363.070000 sec): 3 clusters Score: Raw -21070015.953574 + Penalty 5795.882606 = -21064220.070968 nChanged 9 SP:Iteration 79Q (11363.420000 sec): 3 clusters Score: Raw -21070019.221589 + Penalty 5795.882606 = -21064223.338983 nChanged 7 SP:Iteration 80F (11363.910000 sec): 3 clusters Score: Raw -21070022.330933 + Penalty 5795.882606 = -21064226.448327 nChanged 7 SP:Iteration 81Q (11364.260000 sec): 3 clusters Score: Raw -21070025.079706 + Penalty 5795.882606 = -21064229.197100 nChanged 6 SP:Iteration 82Q (11364.610000 sec): 3 clusters Score: Raw -21070027.322571 + Penalty 5795.882606 = -21064231.439965 nChanged 5 SP:Iteration 83Q (11364.950000 sec): 3 clusters Score: Raw -21070029.521836 + Penalty 5795.882606 = -21064233.639230 nChanged 7 SP:Iteration 84Q (11365.310000 sec): 3 clusters Score: Raw -21070032.467026 + Penalty 5795.882606 = -21064236.584420 nChanged 5 SP:Iteration 85Q (11365.650000 sec): 3 clusters Score: Raw -21070033.894816 + Penalty 5795.882606 = -21064238.012210 nChanged 5 SP:Iteration 86Q (11366.000000 sec): 3 clusters Score: Raw -21070035.617246 + Penalty 5795.882606 = -21064239.734640 nChanged 4 SP:Iteration 87Q (11366.350000 sec): 3 clusters Score: Raw -21070036.849785 + Penalty 5795.882606 = -21064240.967179 nChanged 2 SP:Iteration 88Q (11366.700000 sec): 3 clusters Score: Raw -21070037.459305 + Penalty 5795.882606 = -21064241.576699 nChanged 3 SP:Iteration 89Q (11367.050000 sec): 3 clusters Score: Raw -21070038.620748 + Penalty 5795.882606 = -21064242.738142 nChanged 4 SP:Iteration 90Q (11367.400000 sec): 3 clusters Score: Raw -21070039.984147 + Penalty 5795.882606 = -21064244.101541 nChanged 5 SP:Iteration 91Q (11367.750000 sec): 3 clusters Score: Raw -21070041.867129 + Penalty 5795.882606 = -21064245.984523 nChanged 7 SP:Iteration 92Q (11368.110000 sec): 3 clusters Score: Raw -21070044.939394 + Penalty 5795.882606 = -21064249.056788 nChanged 0 SP:Iteration 93F (11368.590000 sec): 3 clusters Score: Raw -21070044.939394 + Penalty 5795.882606 = -21064249.056788 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11368.670000 sec): 2 clusters Score: Raw -400348.324737 + Penalty 1941.056840 = -398407.267896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11368.680000 sec): 3 clusters Score: Raw -399319.997700 + Penalty 3882.113681 = -395437.884019 nChanged 864 SP:Iteration 1F (11368.690000 sec): 3 clusters Score: Raw -399950.420532 + Penalty 3882.113681 = -396068.306851 nChanged 235 SP:Iteration 2F (11368.700000 sec): 3 clusters Score: Raw -400214.370650 + Penalty 3882.113681 = -396332.256969 nChanged 170 SP:Iteration 3F (11368.710000 sec): 3 clusters Score: Raw -400430.163422 + Penalty 3882.113681 = -396548.049742 nChanged 138 SP:Iteration 4F (11368.720000 sec): 3 clusters Score: Raw -400582.259387 + Penalty 3882.113681 = -396700.145706 nChanged 104 SP:Iteration 5Q (11368.730000 sec): 3 clusters Score: Raw -400717.750721 + Penalty 3882.113681 = -396835.637040 nChanged 98 SP:Iteration 6Q (11368.730000 sec): 3 clusters Score: Raw -400839.409702 + Penalty 3882.113681 = -396957.296021 nChanged 86 SP:Iteration 7Q (11368.750000 sec): 3 clusters Score: Raw -400922.322187 + Penalty 3882.113681 = -397040.208506 nChanged 60 SP:Iteration 8Q (11368.750000 sec): 3 clusters Score: Raw -400975.959653 + Penalty 3882.113681 = -397093.845972 nChanged 53 SP:Iteration 9Q (11368.760000 sec): 3 clusters Score: Raw -401022.966904 + Penalty 3882.113681 = -397140.853224 nChanged 52 SP:Iteration 10Q (11368.770000 sec): 3 clusters Score: Raw -401063.082832 + Penalty 3882.113681 = -397180.969151 nChanged 36 SP:Iteration 11Q (11368.780000 sec): 3 clusters Score: Raw -401090.161197 + Penalty 3882.113681 = -397208.047516 nChanged 28 SP:Iteration 12Q (11368.790000 sec): 3 clusters Score: Raw -401113.292260 + Penalty 3882.113681 = -397231.178579 nChanged 28 SP:Iteration 13Q (11368.800000 sec): 3 clusters Score: Raw -401132.142731 + Penalty 3882.113681 = -397250.029051 nChanged 17 SP:Iteration 14Q (11368.810000 sec): 3 clusters Score: Raw -401141.701404 + Penalty 3882.113681 = -397259.587724 nChanged 11 SP:Iteration 15Q (11368.820000 sec): 3 clusters Score: Raw -401150.400286 + Penalty 3882.113681 = -397268.286606 nChanged 17 SP:Iteration 16Q (11368.830000 sec): 3 clusters Score: Raw -401161.950937 + Penalty 3882.113681 = -397279.837256 nChanged 16 SP:Iteration 17Q (11368.840000 sec): 3 clusters Score: Raw -401171.104533 + Penalty 3882.113681 = -397288.990852 nChanged 12 SP:Iteration 18Q (11368.850000 sec): 3 clusters Score: Raw -401178.167253 + Penalty 3882.113681 = -397296.053572 nChanged 11 SP:Iteration 19Q (11368.850000 sec): 3 clusters Score: Raw -401184.025218 + Penalty 3882.113681 = -397301.911537 nChanged 12 SP:Iteration 20F (11368.870000 sec): 3 clusters Score: Raw -401193.226322 + Penalty 3882.113681 = -397311.112642 nChanged 12 SP:Iteration 21Q (11368.870000 sec): 3 clusters Score: Raw -401202.474410 + Penalty 3882.113681 = -397320.360730 nChanged 10 SP:Iteration 22Q (11368.880000 sec): 3 clusters Score: Raw -401207.897531 + Penalty 3882.113681 = -397325.783851 nChanged 8 SP:Iteration 23Q (11368.890000 sec): 3 clusters Score: Raw -401212.154137 + Penalty 3882.113681 = -397330.040456 nChanged 5 SP:Iteration 24Q (11368.900000 sec): 3 clusters Score: Raw -401215.115238 + Penalty 3882.113681 = -397333.001558 nChanged 4 SP:Iteration 25Q (11368.910000 sec): 3 clusters Score: Raw -401216.542776 + Penalty 3882.113681 = -397334.429096 nChanged 4 SP:Iteration 26Q (11368.920000 sec): 3 clusters Score: Raw -401218.030945 + Penalty 3882.113681 = -397335.917264 nChanged 3 SP:Iteration 27Q (11368.930000 sec): 3 clusters Score: Raw -401219.048174 + Penalty 3882.113681 = -397336.934493 nChanged 3 SP:Iteration 28Q (11368.940000 sec): 3 clusters Score: Raw -401220.355332 + Penalty 3882.113681 = -397338.241651 nChanged 3 SP:Iteration 29Q (11368.950000 sec): 3 clusters Score: Raw -401222.074419 + Penalty 3882.113681 = -397339.960738 nChanged 1 SP:Iteration 30Q (11368.950000 sec): 3 clusters Score: Raw -401222.474906 + Penalty 3882.113681 = -397340.361225 nChanged 2 SP:Iteration 31Q (11368.960000 sec): 3 clusters Score: Raw -401223.270758 + Penalty 3882.113681 = -397341.157078 nChanged 0 SP:Iteration 32F (11368.970000 sec): 3 clusters Score: Raw -401223.270758 + Penalty 3882.113681 = -397341.157078 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11368.980000 sec): 2 clusters Score: Raw -40920.327505 + Penalty 1448.479131 = -39471.848373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11368.990000 sec): 3 clusters Score: Raw -41266.275083 + Penalty 2896.958262 = -38369.316821 nChanged 71 SP:Iteration 1F (11368.990000 sec): 3 clusters Score: Raw -41600.999709 + Penalty 2896.958262 = -38704.041447 nChanged 42 SP:Iteration 2F (11368.990000 sec): 3 clusters Score: Raw -41858.298323 + Penalty 2896.958262 = -38961.340061 nChanged 37 SP:Iteration 3F (11368.990000 sec): 3 clusters Score: Raw -42146.152065 + Penalty 2896.958262 = -39249.193803 nChanged 31 SP:Iteration 4F (11368.990000 sec): 3 clusters Score: Raw -42963.147807 + Penalty 2896.958262 = -40066.189545 nChanged 22 SP:Iteration 5F (11368.990000 sec): 3 clusters Score: Raw -43947.141296 + Penalty 2896.958262 = -41050.183034 nChanged 4 SP:Iteration 6Q (11368.990000 sec): 3 clusters Score: Raw -44061.476978 + Penalty 2896.958262 = -41164.518716 nChanged 4 SP:Iteration 7Q (11368.990000 sec): 3 clusters Score: Raw -44157.120787 + Penalty 2896.958262 = -41260.162525 nChanged 1 SP:Iteration 8Q (11368.990000 sec): 3 clusters Score: Raw -44166.154556 + Penalty 2896.958262 = -41269.196294 nChanged 0 SP:Iteration 9F (11369.000000 sec): 3 clusters Score: Raw -44166.154556 + Penalty 2896.958262 = -41269.196294 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11369.010000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11369.020000 sec): 3 clusters Score: Raw -89025.088940 + Penalty 3156.916375 = -85868.172564 nChanged 119 SP:Iteration 1F (11369.020000 sec): 3 clusters Score: Raw -89242.683720 + Penalty 3156.916375 = -86085.767344 nChanged 33 SP:Iteration 2F (11369.020000 sec): 3 clusters Score: Raw -89322.202277 + Penalty 3156.916375 = -86165.285901 nChanged 17 SP:Iteration 3Q (11369.020000 sec): 3 clusters Score: Raw -89359.728574 + Penalty 3156.916375 = -86202.812198 nChanged 9 SP:Iteration 4Q (11369.030000 sec): 3 clusters Score: Raw -89376.720264 + Penalty 3156.916375 = -86219.803888 nChanged 3 SP:Iteration 5Q (11369.030000 sec): 3 clusters Score: Raw -89382.809952 + Penalty 3156.916375 = -86225.893576 nChanged 3 SP:Iteration 6Q (11369.030000 sec): 3 clusters Score: Raw -89389.225892 + Penalty 3156.916375 = -86232.309517 nChanged 1 SP:Iteration 7Q (11369.030000 sec): 3 clusters Score: Raw -89392.845167 + Penalty 3156.916375 = -86235.928791 nChanged 3 SP:Iteration 8Q (11369.030000 sec): 3 clusters Score: Raw -89402.101678 + Penalty 3156.916375 = -86245.185303 nChanged 4 SP:Iteration 9Q (11369.040000 sec): 3 clusters Score: Raw -89413.825178 + Penalty 3156.916375 = -86256.908803 nChanged 3 SP:Iteration 10Q (11369.040000 sec): 3 clusters Score: Raw -89417.634427 + Penalty 3156.916375 = -86260.718051 nChanged 2 SP:Iteration 11Q (11369.040000 sec): 3 clusters Score: Raw -89421.603359 + Penalty 3156.916375 = -86264.686983 nChanged 3 SP:Iteration 12Q (11369.040000 sec): 3 clusters Score: Raw -89430.934386 + Penalty 3156.916375 = -86274.018010 nChanged 2 SP:Iteration 13Q (11369.050000 sec): 3 clusters Score: Raw -89434.888181 + Penalty 3156.916375 = -86277.971805 nChanged 3 SP:Iteration 14Q (11369.050000 sec): 3 clusters Score: Raw -89439.786996 + Penalty 3156.916375 = -86282.870621 nChanged 3 SP:Iteration 15Q (11369.050000 sec): 3 clusters Score: Raw -89444.439559 + Penalty 3156.916375 = -86287.523184 nChanged 3 SP:Iteration 16Q (11369.050000 sec): 3 clusters Score: Raw -89450.767537 + Penalty 3156.916375 = -86293.851161 nChanged 2 SP:Iteration 17Q (11369.050000 sec): 3 clusters Score: Raw -89453.932747 + Penalty 3156.916375 = -86297.016371 nChanged 1 SP:Iteration 18Q (11369.060000 sec): 3 clusters Score: Raw -89455.615733 + Penalty 3156.916375 = -86298.699358 nChanged 1 SP:Iteration 19Q (11369.060000 sec): 3 clusters Score: Raw -89460.647276 + Penalty 3156.916375 = -86303.730901 nChanged 2 SP:Iteration 20F (11369.060000 sec): 3 clusters Score: Raw -89463.305597 + Penalty 3156.916375 = -86306.389221 nChanged 1 SP:Iteration 21Q (11369.060000 sec): 3 clusters Score: Raw -89470.579556 + Penalty 3156.916375 = -86313.663181 nChanged 4 SP:Iteration 22Q (11369.070000 sec): 3 clusters Score: Raw -89488.007978 + Penalty 3156.916375 = -86331.091603 nChanged 4 SP:Iteration 23Q (11369.070000 sec): 3 clusters Score: Raw -89499.589666 + Penalty 3156.916375 = -86342.673291 nChanged 6 SP:Iteration 24Q (11369.070000 sec): 3 clusters Score: Raw -89518.192416 + Penalty 3156.916375 = -86361.276041 nChanged 7 SP:Iteration 25Q (11369.070000 sec): 3 clusters Score: Raw -89534.291959 + Penalty 3156.916375 = -86377.375584 nChanged 3 SP:Iteration 26Q (11369.070000 sec): 3 clusters Score: Raw -89558.174239 + Penalty 3156.916375 = -86401.257863 nChanged 9 SP:Iteration 27Q (11369.080000 sec): 3 clusters Score: Raw -89601.360087 + Penalty 3156.916375 = -86444.443711 nChanged 13 SP:Iteration 28Q (11369.080000 sec): 3 clusters Score: Raw -89712.722712 + Penalty 3156.916375 = -86555.806336 nChanged 19 SP:Iteration 29Q (11369.080000 sec): 3 clusters Score: Raw -89976.543593 + Penalty 3156.916375 = -86819.627217 nChanged 28 SP:Iteration 30Q (11369.080000 sec): 3 clusters Score: Raw -90194.934270 + Penalty 3156.916375 = -87038.017895 nChanged 22 SP:Iteration 31Q (11369.090000 sec): 3 clusters Score: Raw -90256.197900 + Penalty 3156.916375 = -87099.281524 nChanged 11 SP:Iteration 32Q (11369.090000 sec): 3 clusters Score: Raw -90299.148790 + Penalty 3156.916375 = -87142.232415 nChanged 9 SP:Iteration 33Q (11369.090000 sec): 3 clusters Score: Raw -90332.393397 + Penalty 3156.916375 = -87175.477021 nChanged 10 SP:Iteration 34Q (11369.090000 sec): 3 clusters Score: Raw -90374.152343 + Penalty 3156.916375 = -87217.235967 nChanged 7 SP:Iteration 35Q (11369.090000 sec): 3 clusters Score: Raw -90425.807140 + Penalty 3156.916375 = -87268.890764 nChanged 2 SP:Iteration 36Q (11369.090000 sec): 3 clusters Score: Raw -90434.318666 + Penalty 3156.916375 = -87277.402290 nChanged 3 SP:Iteration 37Q (11369.090000 sec): 3 clusters Score: Raw -90444.343646 + Penalty 3156.916375 = -87287.427271 nChanged 3 SP:Iteration 38Q (11369.100000 sec): 3 clusters Score: Raw -90456.933872 + Penalty 3156.916375 = -87300.017497 nChanged 3 SP:Iteration 39Q (11369.100000 sec): 3 clusters Score: Raw -90478.278092 + Penalty 3156.916375 = -87321.361716 nChanged 2 SP:Iteration 40F (11369.100000 sec): 3 clusters Score: Raw -90484.985254 + Penalty 3156.916375 = -87328.068878 nChanged 1 SP:Iteration 41Q (11369.100000 sec): 3 clusters Score: Raw -90489.262449 + Penalty 3156.916375 = -87332.346073 nChanged 1 SP:Iteration 42Q (11369.110000 sec): 3 clusters Score: Raw -90491.515932 + Penalty 3156.916375 = -87334.599556 nChanged 1 SP:Iteration 43Q (11369.110000 sec): 3 clusters Score: Raw -90494.469847 + Penalty 3156.916375 = -87337.553471 nChanged 2 SP:Iteration 44Q (11369.110000 sec): 3 clusters Score: Raw -90506.402531 + Penalty 3156.916375 = -87349.486156 nChanged 0 SP:Iteration 45F (11369.110000 sec): 3 clusters Score: Raw -90506.402531 + Penalty 3156.916375 = -87349.486156 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1333681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11375.130000 sec): 2 clusters Score: Raw -233437954.145580 + Penalty 3497.656430 = -233434456.489150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11380.660000 sec): 3 clusters Score: Raw -232534297.566492 + Penalty 6995.312860 = -232527302.253632 nChanged 655960 SP:Iteration 1F (11386.130000 sec): 3 clusters Score: Raw -232936252.863574 + Penalty 6995.312860 = -232929257.550714 nChanged 33000 SP:Iteration 2Q (11391.710000 sec): 3 clusters Score: Raw -232943709.618305 + Penalty 6995.312860 = -232936714.305445 nChanged 39584 SP:Iteration 3Q (11397.300000 sec): 3 clusters Score: Raw -232955243.078756 + Penalty 6995.312860 = -232948247.765897 nChanged 48523 SP:Iteration 4Q (11402.880000 sec): 3 clusters Score: Raw -232973267.735744 + Penalty 6995.312860 = -232966272.422884 nChanged 59033 SP:Iteration 5Q (11408.500000 sec): 3 clusters Score: Raw -233000760.960122 + Penalty 6995.312860 = -232993765.647263 nChanged 70980 SP:Iteration 6F (11413.970000 sec): 3 clusters Score: Raw -233041511.499553 + Penalty 6995.312860 = -233034516.186693 nChanged 82084 SP:Iteration 7F (11419.450000 sec): 3 clusters Score: Raw -233097877.231905 + Penalty 6995.312860 = -233090881.919045 nChanged 88313 SP:Iteration 8F (11424.900000 sec): 3 clusters Score: Raw -233165668.253436 + Penalty 6995.312860 = -233158672.940576 nChanged 85234 SP:Iteration 9F (11430.350000 sec): 3 clusters Score: Raw -233229447.467511 + Penalty 6995.312860 = -233222452.154651 nChanged 71079 SP:Iteration 10F (11435.800000 sec): 3 clusters Score: Raw -233274980.073760 + Penalty 6995.312860 = -233267984.760900 nChanged 53732 SP:Iteration 11Q (11441.000000 sec): 3 clusters Score: Raw -233303578.795303 + Penalty 6995.312860 = -233296583.482443 nChanged 40259 SP:Iteration 12Q (11446.010000 sec): 3 clusters Score: Raw -233322586.320767 + Penalty 6995.312860 = -233315591.007908 nChanged 32745 SP:Iteration 13Q (11450.910000 sec): 3 clusters Score: Raw -233337140.540291 + Penalty 6995.312860 = -233330145.227431 nChanged 29413 SP:Iteration 14Q (11455.770000 sec): 3 clusters Score: Raw -233349714.592917 + Penalty 6995.312860 = -233342719.280057 nChanged 27466 SP:Iteration 15Q (11460.560000 sec): 3 clusters Score: Raw -233361223.676044 + Penalty 6995.312860 = -233354228.363184 nChanged 26407 SP:Iteration 16Q (11465.270000 sec): 3 clusters Score: Raw -233372420.586178 + Penalty 6995.312860 = -233365425.273318 nChanged 25205 SP:Iteration 17Q (11469.910000 sec): 3 clusters Score: Raw -233383299.360480 + Penalty 6995.312860 = -233376304.047621 nChanged 23576 SP:Iteration 18Q (11474.410000 sec): 3 clusters Score: Raw -233393581.587860 + Penalty 6995.312860 = -233386586.275000 nChanged 21523 SP:Iteration 19Q (11478.830000 sec): 3 clusters Score: Raw -233402896.047215 + Penalty 6995.312860 = -233395900.734355 nChanged 19185 SP:Iteration 20F (11484.250000 sec): 3 clusters Score: Raw -233411031.440562 + Penalty 6995.312860 = -233404036.127702 nChanged 16666 SP:Iteration 21Q (11488.510000 sec): 3 clusters Score: Raw -233417895.044326 + Penalty 6995.312860 = -233410899.731466 nChanged 14004 SP:Iteration 22Q (11492.770000 sec): 3 clusters Score: Raw -233423400.068571 + Penalty 6995.312860 = -233416404.755711 nChanged 11476 SP:Iteration 23Q (11496.930000 sec): 3 clusters Score: Raw -233427592.842460 + Penalty 6995.312860 = -233420597.529600 nChanged 9140 SP:Iteration 24Q (11501.070000 sec): 3 clusters Score: Raw -233430682.309236 + Penalty 6995.312860 = -233423686.996376 nChanged 7190 SP:Iteration 25Q (11505.110000 sec): 3 clusters Score: Raw -233432913.104740 + Penalty 6995.312860 = -233425917.791880 nChanged 5718 SP:Iteration 26Q (11509.120000 sec): 3 clusters Score: Raw -233434550.719832 + Penalty 6995.312860 = -233427555.406972 nChanged 4521 SP:Iteration 27Q (11513.100000 sec): 3 clusters Score: Raw -233435748.863913 + Penalty 6995.312860 = -233428753.551053 nChanged 3498 SP:Iteration 28Q (11517.040000 sec): 3 clusters Score: Raw -233436596.890549 + Penalty 6995.312860 = -233429601.577690 nChanged 2805 SP:Iteration 29Q (11520.970000 sec): 3 clusters Score: Raw -233437239.562701 + Penalty 6995.312860 = -233430244.249842 nChanged 2348 SP:Iteration 30Q (11524.880000 sec): 3 clusters Score: Raw -233437754.534208 + Penalty 6995.312860 = -233430759.221348 nChanged 1969 SP:Iteration 31Q (11528.770000 sec): 3 clusters Score: Raw -233438164.705432 + Penalty 6995.312860 = -233431169.392572 nChanged 1608 SP:Iteration 32Q (11532.900000 sec): 3 clusters Score: Raw -233438469.903196 + Penalty 6995.312860 = -233431474.590337 nChanged 1230 SP:Iteration 33Q (11537.020000 sec): 3 clusters Score: Raw -233438696.556268 + Penalty 6995.312860 = -233431701.243408 nChanged 1004 SP:Iteration 34Q (11541.140000 sec): 3 clusters Score: Raw -233438878.130699 + Penalty 6995.312860 = -233431882.817839 nChanged 859 SP:Iteration 35Q (11545.240000 sec): 3 clusters Score: Raw -233439032.269285 + Penalty 6995.312860 = -233432036.956425 nChanged 721 SP:Iteration 36Q (11549.340000 sec): 3 clusters Score: Raw -233439162.013046 + Penalty 6995.312860 = -233432166.700187 nChanged 611 SP:Iteration 37Q (11553.430000 sec): 3 clusters Score: Raw -233439268.383744 + Penalty 6995.312860 = -233432273.070884 nChanged 550 SP:Iteration 38Q (11557.520000 sec): 3 clusters Score: Raw -233439362.952624 + Penalty 6995.312860 = -233432367.639764 nChanged 469 SP:Iteration 39Q (11561.600000 sec): 3 clusters Score: Raw -233439436.677206 + Penalty 6995.312860 = -233432441.364346 nChanged 399 SP:Iteration 40F (11567.140000 sec): 3 clusters Score: Raw -233439500.561072 + Penalty 6995.312860 = -233432505.248213 nChanged 355 SP:Iteration 41Q (11571.210000 sec): 3 clusters Score: Raw -233439557.185146 + Penalty 6995.312860 = -233432561.872286 nChanged 306 SP:Iteration 42Q (11575.280000 sec): 3 clusters Score: Raw -233439597.062909 + Penalty 6995.312860 = -233432601.750049 nChanged 236 SP:Iteration 43Q (11579.340000 sec): 3 clusters Score: Raw -233439623.619223 + Penalty 6995.312860 = -233432628.306363 nChanged 214 SP:Iteration 44Q (11583.410000 sec): 3 clusters Score: Raw -233439648.152281 + Penalty 6995.312860 = -233432652.839421 nChanged 208 SP:Iteration 45Q (11587.470000 sec): 3 clusters Score: Raw -233439673.392340 + Penalty 6995.312860 = -233432678.079481 nChanged 179 SP:Iteration 46Q (11591.530000 sec): 3 clusters Score: Raw -233439694.131679 + Penalty 6995.312860 = -233432698.818819 nChanged 162 SP:Iteration 47Q (11595.600000 sec): 3 clusters Score: Raw -233439712.738754 + Penalty 6995.312860 = -233432717.425894 nChanged 166 SP:Iteration 48Q (11599.660000 sec): 3 clusters Score: Raw -233439732.354583 + Penalty 6995.312860 = -233432737.041723 nChanged 162 SP:Iteration 49Q (11603.730000 sec): 3 clusters Score: Raw -233439751.787514 + Penalty 6995.312860 = -233432756.474654 nChanged 156 SP:Iteration 50Q (11607.790000 sec): 3 clusters Score: Raw -233439768.200663 + Penalty 6995.312860 = -233432772.887803 nChanged 133 SP:Iteration 51Q (11611.850000 sec): 3 clusters Score: Raw -233439782.023058 + Penalty 6995.312860 = -233432786.710198 nChanged 123 SP:Iteration 52Q (11615.890000 sec): 3 clusters Score: Raw -233439793.093741 + Penalty 6995.312860 = -233432797.780881 nChanged 109 SP:Iteration 53Q (11619.950000 sec): 3 clusters Score: Raw -233439802.062996 + Penalty 6995.312860 = -233432806.750136 nChanged 85 SP:Iteration 54Q (11624.010000 sec): 3 clusters Score: Raw -233439809.549238 + Penalty 6995.312860 = -233432814.236378 nChanged 82 SP:Iteration 55Q (11628.060000 sec): 3 clusters Score: Raw -233439815.205435 + Penalty 6995.312860 = -233432819.892576 nChanged 71 SP:Iteration 56Q (11632.120000 sec): 3 clusters Score: Raw -233439820.870780 + Penalty 6995.312860 = -233432825.557920 nChanged 61 SP:Iteration 57Q (11636.170000 sec): 3 clusters Score: Raw -233439825.595288 + Penalty 6995.312860 = -233432830.282428 nChanged 63 SP:Iteration 58Q (11640.220000 sec): 3 clusters Score: Raw -233439829.544579 + Penalty 6995.312860 = -233432834.231719 nChanged 52 SP:Iteration 59Q (11644.280000 sec): 3 clusters Score: Raw -233439832.936833 + Penalty 6995.312860 = -233432837.623974 nChanged 50 SP:Iteration 60F (11649.850000 sec): 3 clusters Score: Raw -233439836.069197 + Penalty 6995.312860 = -233432840.756337 nChanged 48 SP:Iteration 61Q (11653.900000 sec): 3 clusters Score: Raw -233439838.866405 + Penalty 6995.312860 = -233432843.553545 nChanged 45 SP:Iteration 62Q (11657.950000 sec): 3 clusters Score: Raw -233439841.765316 + Penalty 6995.312860 = -233432846.452456 nChanged 42 SP:Iteration 63Q (11662.000000 sec): 3 clusters Score: Raw -233439844.743356 + Penalty 6995.312860 = -233432849.430496 nChanged 35 SP:Iteration 64Q (11666.050000 sec): 3 clusters Score: Raw -233439847.235858 + Penalty 6995.312860 = -233432851.922998 nChanged 45 SP:Iteration 65Q (11670.100000 sec): 3 clusters Score: Raw -233439850.523889 + Penalty 6995.312860 = -233432855.211029 nChanged 44 SP:Iteration 66Q (11674.150000 sec): 3 clusters Score: Raw -233439854.083262 + Penalty 6995.312860 = -233432858.770402 nChanged 48 SP:Iteration 67Q (11678.200000 sec): 3 clusters Score: Raw -233439857.796026 + Penalty 6995.312860 = -233432862.483166 nChanged 43 SP:Iteration 68Q (11682.240000 sec): 3 clusters Score: Raw -233439860.640427 + Penalty 6995.312860 = -233432865.327567 nChanged 40 SP:Iteration 69Q (11686.290000 sec): 3 clusters Score: Raw -233439862.630315 + Penalty 6995.312860 = -233432867.317456 nChanged 26 SP:Iteration 70Q (11690.350000 sec): 3 clusters Score: Raw -233439863.805904 + Penalty 6995.312860 = -233432868.493044 nChanged 20 SP:Iteration 71Q (11694.390000 sec): 3 clusters Score: Raw -233439865.010813 + Penalty 6995.312860 = -233432869.697953 nChanged 23 SP:Iteration 72Q (11698.440000 sec): 3 clusters Score: Raw -233439866.602320 + Penalty 6995.312860 = -233432871.289460 nChanged 25 SP:Iteration 73Q (11702.480000 sec): 3 clusters Score: Raw -233439868.987473 + Penalty 6995.312860 = -233432873.674614 nChanged 36 SP:Iteration 74Q (11706.530000 sec): 3 clusters Score: Raw -233439871.248320 + Penalty 6995.312860 = -233432875.935460 nChanged 25 SP:Iteration 75Q (11710.580000 sec): 3 clusters Score: Raw -233439872.722402 + Penalty 6995.312860 = -233432877.409543 nChanged 24 SP:Iteration 76Q (11714.630000 sec): 3 clusters Score: Raw -233439874.321820 + Penalty 6995.312860 = -233432879.008960 nChanged 27 SP:Iteration 77Q (11718.670000 sec): 3 clusters Score: Raw -233439875.823773 + Penalty 6995.312860 = -233432880.510913 nChanged 27 SP:Iteration 78Q (11722.720000 sec): 3 clusters Score: Raw -233439877.539377 + Penalty 6995.312860 = -233432882.226517 nChanged 37 SP:Iteration 79Q (11726.770000 sec): 3 clusters Score: Raw -233439879.739901 + Penalty 6995.312860 = -233432884.427041 nChanged 24 SP:Iteration 80F (11732.340000 sec): 3 clusters Score: Raw -233439881.375820 + Penalty 6995.312860 = -233432886.062960 nChanged 32 SP:Iteration 81Q (11736.390000 sec): 3 clusters Score: Raw -233439883.520288 + Penalty 6995.312860 = -233432888.207428 nChanged 37 SP:Iteration 82Q (11740.430000 sec): 3 clusters Score: Raw -233439886.105701 + Penalty 6995.312860 = -233432890.792841 nChanged 36 SP:Iteration 83Q (11744.480000 sec): 3 clusters Score: Raw -233439888.662379 + Penalty 6995.312860 = -233432893.349519 nChanged 43 SP:Iteration 84Q (11748.530000 sec): 3 clusters Score: Raw -233439892.014252 + Penalty 6995.312860 = -233432896.701393 nChanged 34 SP:Iteration 85Q (11752.590000 sec): 3 clusters Score: Raw -233439894.548906 + Penalty 6995.312860 = -233432899.236046 nChanged 36 SP:Iteration 86Q (11756.630000 sec): 3 clusters Score: Raw -233439897.361274 + Penalty 6995.312860 = -233432902.048415 nChanged 32 SP:Iteration 87Q (11760.670000 sec): 3 clusters Score: Raw -233439899.396427 + Penalty 6995.312860 = -233432904.083567 nChanged 39 SP:Iteration 88Q (11764.730000 sec): 3 clusters Score: Raw -233439902.641720 + Penalty 6995.312860 = -233432907.328860 nChanged 32 SP:Iteration 89Q (11768.780000 sec): 3 clusters Score: Raw -233439904.860681 + Penalty 6995.312860 = -233432909.547822 nChanged 35 SP:Iteration 90Q (11772.810000 sec): 3 clusters Score: Raw -233439907.179806 + Penalty 6995.312860 = -233432911.866946 nChanged 33 SP:Iteration 91Q (11776.860000 sec): 3 clusters Score: Raw -233439909.137308 + Penalty 6995.312860 = -233432913.824449 nChanged 35 SP:Iteration 92Q (11780.910000 sec): 3 clusters Score: Raw -233439911.649300 + Penalty 6995.312860 = -233432916.336440 nChanged 29 SP:Iteration 93Q (11784.960000 sec): 3 clusters Score: Raw -233439913.558785 + Penalty 6995.312860 = -233432918.245925 nChanged 28 SP:Iteration 94Q (11789.010000 sec): 3 clusters Score: Raw -233439915.589808 + Penalty 6995.312860 = -233432920.276948 nChanged 34 SP:Iteration 95Q (11793.080000 sec): 3 clusters Score: Raw -233439917.995539 + Penalty 6995.312860 = -233432922.682680 nChanged 33 SP:Iteration 96Q (11797.120000 sec): 3 clusters Score: Raw -233439920.803339 + Penalty 6995.312860 = -233432925.490479 nChanged 49 SP:Iteration 97Q (11801.170000 sec): 3 clusters Score: Raw -233439924.532234 + Penalty 6995.312860 = -233432929.219374 nChanged 37 SP:Iteration 98Q (11805.230000 sec): 3 clusters Score: Raw -233439927.865761 + Penalty 6995.312860 = -233432932.552901 nChanged 47 SP:Iteration 99Q (11809.270000 sec): 3 clusters Score: Raw -233439931.317999 + Penalty 6995.312860 = -233432936.005139 nChanged 41 SP:Iteration 100F (11814.810000 sec): 3 clusters Score: Raw -233439934.409520 + Penalty 6995.312860 = -233432939.096660 nChanged 39 SP:Iteration 101Q (11818.860000 sec): 3 clusters Score: Raw -233439937.751119 + Penalty 6995.312860 = -233432942.438259 nChanged 42 SP:Iteration 102Q (11822.890000 sec): 3 clusters Score: Raw -233439940.584358 + Penalty 6995.312860 = -233432945.271499 nChanged 33 SP:Iteration 103Q (11826.930000 sec): 3 clusters Score: Raw -233439942.922239 + Penalty 6995.312860 = -233432947.609379 nChanged 39 SP:Iteration 104Q (11830.970000 sec): 3 clusters Score: Raw -233439945.484931 + Penalty 6995.312860 = -233432950.172071 nChanged 26 SP:Iteration 105Q (11835.010000 sec): 3 clusters Score: Raw -233439947.021421 + Penalty 6995.312860 = -233432951.708561 nChanged 25 SP:Iteration 106Q (11839.040000 sec): 3 clusters Score: Raw -233439948.706001 + Penalty 6995.312860 = -233432953.393141 nChanged 28 SP:Iteration 107Q (11843.080000 sec): 3 clusters Score: Raw -233439950.756283 + Penalty 6995.312860 = -233432955.443423 nChanged 30 SP:Iteration 108Q (11847.120000 sec): 3 clusters Score: Raw -233439952.824811 + Penalty 6995.312860 = -233432957.511951 nChanged 27 SP:Iteration 109Q (11851.160000 sec): 3 clusters Score: Raw -233439954.259385 + Penalty 6995.312860 = -233432958.946525 nChanged 18 SP:Iteration 110Q (11855.200000 sec): 3 clusters Score: Raw -233439955.499987 + Penalty 6995.312860 = -233432960.187127 nChanged 16 SP:Iteration 111Q (11859.250000 sec): 3 clusters Score: Raw -233439956.435781 + Penalty 6995.312860 = -233432961.122922 nChanged 12 SP:Iteration 112Q (11863.280000 sec): 3 clusters Score: Raw -233439957.275323 + Penalty 6995.312860 = -233432961.962463 nChanged 18 SP:Iteration 113Q (11867.330000 sec): 3 clusters Score: Raw -233439958.424494 + Penalty 6995.312860 = -233432963.111634 nChanged 15 SP:Iteration 114Q (11871.370000 sec): 3 clusters Score: Raw -233439959.136520 + Penalty 6995.312860 = -233432963.823661 nChanged 12 SP:Iteration 115Q (11875.410000 sec): 3 clusters Score: Raw -233439959.953938 + Penalty 6995.312860 = -233432964.641078 nChanged 12 SP:Iteration 116Q (11879.460000 sec): 3 clusters Score: Raw -233439960.592932 + Penalty 6995.312860 = -233432965.280072 nChanged 8 SP:Iteration 117Q (11883.500000 sec): 3 clusters Score: Raw -233439960.948409 + Penalty 6995.312860 = -233432965.635549 nChanged 4 SP:Iteration 118Q (11887.540000 sec): 3 clusters Score: Raw -233439961.140466 + Penalty 6995.312860 = -233432965.827606 nChanged 3 SP:Iteration 119Q (11891.580000 sec): 3 clusters Score: Raw -233439961.221512 + Penalty 6995.312860 = -233432965.908652 nChanged 0 SP:Iteration 120F (11897.160000 sec): 3 clusters Score: Raw -233439961.221512 + Penalty 6995.312860 = -233432965.908652 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11897.900000 sec): 2 clusters Score: Raw -1544798.641845 + Penalty 2261.971595 = -1542536.670250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11897.930000 sec): 3 clusters Score: Raw -1539930.857405 + Penalty 4523.943190 = -1535406.914215 nChanged 3754 SP:Iteration 1F (11897.970000 sec): 3 clusters Score: Raw -1542014.303278 + Penalty 4523.943190 = -1537490.360088 nChanged 716 SP:Iteration 2F (11898.000000 sec): 3 clusters Score: Raw -1542467.527966 + Penalty 4523.943190 = -1537943.584776 nChanged 606 SP:Iteration 3F (11898.040000 sec): 3 clusters Score: Raw -1542880.394530 + Penalty 4523.943190 = -1538356.451340 nChanged 528 SP:Iteration 4F (11898.080000 sec): 3 clusters Score: Raw -1543241.385847 + Penalty 4523.943190 = -1538717.442658 nChanged 490 SP:Iteration 5F (11898.110000 sec): 3 clusters Score: Raw -1543576.821161 + Penalty 4523.943190 = -1539052.877971 nChanged 453 SP:Iteration 6Q (11898.150000 sec): 3 clusters Score: Raw -1543919.731544 + Penalty 4523.943190 = -1539395.788354 nChanged 466 SP:Iteration 7F (11898.180000 sec): 3 clusters Score: Raw -1544247.320486 + Penalty 4523.943190 = -1539723.377296 nChanged 440 SP:Iteration 8Q (11898.220000 sec): 3 clusters Score: Raw -1544551.210490 + Penalty 4523.943190 = -1540027.267300 nChanged 331 SP:Iteration 9Q (11898.260000 sec): 3 clusters Score: Raw -1544750.157928 + Penalty 4523.943190 = -1540226.214738 nChanged 271 SP:Iteration 10Q (11898.290000 sec): 3 clusters Score: Raw -1544890.397325 + Penalty 4523.943190 = -1540366.454135 nChanged 209 SP:Iteration 11Q (11898.320000 sec): 3 clusters Score: Raw -1544987.572213 + Penalty 4523.943190 = -1540463.629023 nChanged 128 SP:Iteration 12Q (11898.360000 sec): 3 clusters Score: Raw -1545036.779679 + Penalty 4523.943190 = -1540512.836489 nChanged 100 SP:Iteration 13Q (11898.400000 sec): 3 clusters Score: Raw -1545067.995312 + Penalty 4523.943190 = -1540544.052122 nChanged 69 SP:Iteration 14Q (11898.430000 sec): 3 clusters Score: Raw -1545091.446832 + Penalty 4523.943190 = -1540567.503642 nChanged 66 SP:Iteration 15Q (11898.460000 sec): 3 clusters Score: Raw -1545110.901449 + Penalty 4523.943190 = -1540586.958259 nChanged 50 SP:Iteration 16Q (11898.500000 sec): 3 clusters Score: Raw -1545127.248925 + Penalty 4523.943190 = -1540603.305735 nChanged 56 SP:Iteration 17Q (11898.530000 sec): 3 clusters Score: Raw -1545142.307722 + Penalty 4523.943190 = -1540618.364532 nChanged 42 SP:Iteration 18Q (11898.570000 sec): 3 clusters Score: Raw -1545154.715737 + Penalty 4523.943190 = -1540630.772547 nChanged 43 SP:Iteration 19Q (11898.600000 sec): 3 clusters Score: Raw -1545168.102600 + Penalty 4523.943190 = -1540644.159410 nChanged 49 SP:Iteration 20F (11898.640000 sec): 3 clusters Score: Raw -1545184.363221 + Penalty 4523.943190 = -1540660.420031 nChanged 47 SP:Iteration 21Q (11898.670000 sec): 3 clusters Score: Raw -1545199.119337 + Penalty 4523.943190 = -1540675.176148 nChanged 42 SP:Iteration 22Q (11898.710000 sec): 3 clusters Score: Raw -1545210.675998 + Penalty 4523.943190 = -1540686.732808 nChanged 33 SP:Iteration 23Q (11898.740000 sec): 3 clusters Score: Raw -1545220.304290 + Penalty 4523.943190 = -1540696.361100 nChanged 30 SP:Iteration 24Q (11898.780000 sec): 3 clusters Score: Raw -1545227.328014 + Penalty 4523.943190 = -1540703.384824 nChanged 23 SP:Iteration 25Q (11898.810000 sec): 3 clusters Score: Raw -1545233.541603 + Penalty 4523.943190 = -1540709.598413 nChanged 25 SP:Iteration 26Q (11898.840000 sec): 3 clusters Score: Raw -1545239.306781 + Penalty 4523.943190 = -1540715.363591 nChanged 27 SP:Iteration 27Q (11898.880000 sec): 3 clusters Score: Raw -1545247.450453 + Penalty 4523.943190 = -1540723.507263 nChanged 30 SP:Iteration 28Q (11898.910000 sec): 3 clusters Score: Raw -1545257.230253 + Penalty 4523.943190 = -1540733.287063 nChanged 40 SP:Iteration 29Q (11898.940000 sec): 3 clusters Score: Raw -1545271.154121 + Penalty 4523.943190 = -1540747.210931 nChanged 32 SP:Iteration 30Q (11898.980000 sec): 3 clusters Score: Raw -1545279.698855 + Penalty 4523.943190 = -1540755.755665 nChanged 26 SP:Iteration 31Q (11899.010000 sec): 3 clusters Score: Raw -1545285.936162 + Penalty 4523.943190 = -1540761.992972 nChanged 24 SP:Iteration 32Q (11899.040000 sec): 3 clusters Score: Raw -1545291.721866 + Penalty 4523.943190 = -1540767.778676 nChanged 20 SP:Iteration 33Q (11899.080000 sec): 3 clusters Score: Raw -1545297.564256 + Penalty 4523.943190 = -1540773.621066 nChanged 21 SP:Iteration 34Q (11899.110000 sec): 3 clusters Score: Raw -1545302.686067 + Penalty 4523.943190 = -1540778.742877 nChanged 23 SP:Iteration 35Q (11899.140000 sec): 3 clusters Score: Raw -1545307.827171 + Penalty 4523.943190 = -1540783.883981 nChanged 23 SP:Iteration 36Q (11899.180000 sec): 3 clusters Score: Raw -1545313.545540 + Penalty 4523.943190 = -1540789.602350 nChanged 16 SP:Iteration 37Q (11899.210000 sec): 3 clusters Score: Raw -1545316.666880 + Penalty 4523.943190 = -1540792.723690 nChanged 15 SP:Iteration 38Q (11899.240000 sec): 3 clusters Score: Raw -1545320.098685 + Penalty 4523.943190 = -1540796.155496 nChanged 10 SP:Iteration 39Q (11899.280000 sec): 3 clusters Score: Raw -1545322.031595 + Penalty 4523.943190 = -1540798.088405 nChanged 13 SP:Iteration 40F (11899.310000 sec): 3 clusters Score: Raw -1545324.720008 + Penalty 4523.943190 = -1540800.776818 nChanged 11 SP:Iteration 41Q (11899.340000 sec): 3 clusters Score: Raw -1545326.629661 + Penalty 4523.943190 = -1540802.686471 nChanged 11 SP:Iteration 42Q (11899.380000 sec): 3 clusters Score: Raw -1545329.014135 + Penalty 4523.943190 = -1540805.070945 nChanged 11 SP:Iteration 43Q (11899.410000 sec): 3 clusters Score: Raw -1545331.597103 + Penalty 4523.943190 = -1540807.653913 nChanged 13 SP:Iteration 44Q (11899.440000 sec): 3 clusters Score: Raw -1545334.431530 + Penalty 4523.943190 = -1540810.488340 nChanged 9 SP:Iteration 45Q (11899.480000 sec): 3 clusters Score: Raw -1545337.319168 + Penalty 4523.943190 = -1540813.375978 nChanged 9 SP:Iteration 46Q (11899.510000 sec): 3 clusters Score: Raw -1545339.333386 + Penalty 4523.943190 = -1540815.390196 nChanged 10 SP:Iteration 47Q (11899.540000 sec): 3 clusters Score: Raw -1545341.355282 + Penalty 4523.943190 = -1540817.412092 nChanged 11 SP:Iteration 48Q (11899.580000 sec): 3 clusters Score: Raw -1545343.753875 + Penalty 4523.943190 = -1540819.810685 nChanged 11 SP:Iteration 49Q (11899.610000 sec): 3 clusters Score: Raw -1545345.827458 + Penalty 4523.943190 = -1540821.884268 nChanged 7 SP:Iteration 50Q (11899.640000 sec): 3 clusters Score: Raw -1545347.341489 + Penalty 4523.943190 = -1540823.398299 nChanged 7 SP:Iteration 51Q (11899.680000 sec): 3 clusters Score: Raw -1545349.067819 + Penalty 4523.943190 = -1540825.124629 nChanged 6 SP:Iteration 52Q (11899.710000 sec): 3 clusters Score: Raw -1545350.581804 + Penalty 4523.943190 = -1540826.638615 nChanged 6 SP:Iteration 53Q (11899.740000 sec): 3 clusters Score: Raw -1545352.006324 + Penalty 4523.943190 = -1540828.063134 nChanged 4 SP:Iteration 54Q (11899.770000 sec): 3 clusters Score: Raw -1545352.876771 + Penalty 4523.943190 = -1540828.933581 nChanged 5 SP:Iteration 55Q (11899.810000 sec): 3 clusters Score: Raw -1545353.559658 + Penalty 4523.943190 = -1540829.616468 nChanged 3 SP:Iteration 56Q (11899.840000 sec): 3 clusters Score: Raw -1545353.924362 + Penalty 4523.943190 = -1540829.981172 nChanged 3 SP:Iteration 57Q (11899.870000 sec): 3 clusters Score: Raw -1545354.216819 + Penalty 4523.943190 = -1540830.273629 nChanged 1 SP:Iteration 58Q (11899.900000 sec): 3 clusters Score: Raw -1545354.473320 + Penalty 4523.943190 = -1540830.530130 nChanged 1 SP:Iteration 59Q (11899.940000 sec): 3 clusters Score: Raw -1545354.569815 + Penalty 4523.943190 = -1540830.626625 nChanged 1 SP:Iteration 60F (11899.970000 sec): 3 clusters Score: Raw -1545354.682492 + Penalty 4523.943190 = -1540830.739302 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11899.990000 sec): 2 clusters Score: Raw -222561.420123 + Penalty 1793.717818 = -220767.702305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11899.990000 sec): 3 clusters Score: Raw -222175.161895 + Penalty 3587.435636 = -218587.726260 nChanged 380 SP:Iteration 1F (11900.000000 sec): 3 clusters Score: Raw -222590.518772 + Penalty 3587.435636 = -219003.083136 nChanged 104 SP:Iteration 2F (11900.000000 sec): 3 clusters Score: Raw -222734.414592 + Penalty 3587.435636 = -219146.978956 nChanged 77 SP:Iteration 3F (11900.010000 sec): 3 clusters Score: Raw -222847.606416 + Penalty 3587.435636 = -219260.170781 nChanged 60 SP:Iteration 4Q (11900.020000 sec): 3 clusters Score: Raw -222944.676712 + Penalty 3587.435636 = -219357.241077 nChanged 44 SP:Iteration 5Q (11900.020000 sec): 3 clusters Score: Raw -223000.788100 + Penalty 3587.435636 = -219413.352465 nChanged 28 SP:Iteration 6Q (11900.020000 sec): 3 clusters Score: Raw -223032.041436 + Penalty 3587.435636 = -219444.605801 nChanged 23 SP:Iteration 7Q (11900.030000 sec): 3 clusters Score: Raw -223066.749945 + Penalty 3587.435636 = -219479.314310 nChanged 19 SP:Iteration 8Q (11900.040000 sec): 3 clusters Score: Raw -223083.687195 + Penalty 3587.435636 = -219496.251560 nChanged 16 SP:Iteration 9Q (11900.040000 sec): 3 clusters Score: Raw -223103.288036 + Penalty 3587.435636 = -219515.852401 nChanged 17 SP:Iteration 10Q (11900.040000 sec): 3 clusters Score: Raw -223148.095021 + Penalty 3587.435636 = -219560.659385 nChanged 19 SP:Iteration 11Q (11900.050000 sec): 3 clusters Score: Raw -223181.440303 + Penalty 3587.435636 = -219594.004668 nChanged 21 SP:Iteration 12Q (11900.060000 sec): 3 clusters Score: Raw -223209.230034 + Penalty 3587.435636 = -219621.794399 nChanged 14 SP:Iteration 13Q (11900.060000 sec): 3 clusters Score: Raw -223229.020708 + Penalty 3587.435636 = -219641.585073 nChanged 15 SP:Iteration 14Q (11900.070000 sec): 3 clusters Score: Raw -223247.081404 + Penalty 3587.435636 = -219659.645769 nChanged 15 SP:Iteration 15Q (11900.070000 sec): 3 clusters Score: Raw -223266.442939 + Penalty 3587.435636 = -219679.007303 nChanged 15 SP:Iteration 16Q (11900.080000 sec): 3 clusters Score: Raw -223288.455541 + Penalty 3587.435636 = -219701.019905 nChanged 14 SP:Iteration 17Q (11900.080000 sec): 3 clusters Score: Raw -223331.750120 + Penalty 3587.435636 = -219744.314485 nChanged 24 SP:Iteration 18Q (11900.090000 sec): 3 clusters Score: Raw -223407.078734 + Penalty 3587.435636 = -219819.643099 nChanged 26 SP:Iteration 19Q (11900.090000 sec): 3 clusters Score: Raw -223463.216960 + Penalty 3587.435636 = -219875.781324 nChanged 23 SP:Iteration 20F (11900.100000 sec): 3 clusters Score: Raw -223501.445854 + Penalty 3587.435636 = -219914.010218 nChanged 21 SP:Iteration 21Q (11900.100000 sec): 3 clusters Score: Raw -223542.157206 + Penalty 3587.435636 = -219954.721571 nChanged 19 SP:Iteration 22Q (11900.110000 sec): 3 clusters Score: Raw -223567.285051 + Penalty 3587.435636 = -219979.849415 nChanged 14 SP:Iteration 23Q (11900.110000 sec): 3 clusters Score: Raw -223587.594157 + Penalty 3587.435636 = -220000.158521 nChanged 11 SP:Iteration 24Q (11900.120000 sec): 3 clusters Score: Raw -223599.024629 + Penalty 3587.435636 = -220011.588993 nChanged 12 SP:Iteration 25Q (11900.120000 sec): 3 clusters Score: Raw -223614.985237 + Penalty 3587.435636 = -220027.549601 nChanged 9 SP:Iteration 26Q (11900.130000 sec): 3 clusters Score: Raw -223634.048318 + Penalty 3587.435636 = -220046.612682 nChanged 5 SP:Iteration 27Q (11900.130000 sec): 3 clusters Score: Raw -223648.804195 + Penalty 3587.435636 = -220061.368559 nChanged 6 SP:Iteration 28Q (11900.140000 sec): 3 clusters Score: Raw -223674.378654 + Penalty 3587.435636 = -220086.943019 nChanged 6 SP:Iteration 29Q (11900.140000 sec): 3 clusters Score: Raw -223694.269027 + Penalty 3587.435636 = -220106.833391 nChanged 11 SP:Iteration 30Q (11900.150000 sec): 3 clusters Score: Raw -223710.701929 + Penalty 3587.435636 = -220123.266294 nChanged 10 SP:Iteration 31Q (11900.160000 sec): 3 clusters Score: Raw -223732.385408 + Penalty 3587.435636 = -220144.949773 nChanged 15 SP:Iteration 32Q (11900.160000 sec): 3 clusters Score: Raw -223750.700584 + Penalty 3587.435636 = -220163.264948 nChanged 9 SP:Iteration 33Q (11900.170000 sec): 3 clusters Score: Raw -223761.729476 + Penalty 3587.435636 = -220174.293841 nChanged 4 SP:Iteration 34Q (11900.170000 sec): 3 clusters Score: Raw -223767.614019 + Penalty 3587.435636 = -220180.178384 nChanged 5 SP:Iteration 35Q (11900.180000 sec): 3 clusters Score: Raw -223773.049293 + Penalty 3587.435636 = -220185.613657 nChanged 6 SP:Iteration 36Q (11900.180000 sec): 3 clusters Score: Raw -223779.809765 + Penalty 3587.435636 = -220192.374129 nChanged 9 SP:Iteration 37Q (11900.190000 sec): 3 clusters Score: Raw -223787.627817 + Penalty 3587.435636 = -220200.192182 nChanged 2 SP:Iteration 38Q (11900.190000 sec): 3 clusters Score: Raw -223790.945449 + Penalty 3587.435636 = -220203.509813 nChanged 2 SP:Iteration 39Q (11900.200000 sec): 3 clusters Score: Raw -223793.651209 + Penalty 3587.435636 = -220206.215573 nChanged 3 SP:Iteration 40F (11900.200000 sec): 3 clusters Score: Raw -223795.818862 + Penalty 3587.435636 = -220208.383227 nChanged 2 SP:Iteration 41Q (11900.210000 sec): 3 clusters Score: Raw -223798.002673 + Penalty 3587.435636 = -220210.567037 nChanged 3 SP:Iteration 42Q (11900.210000 sec): 3 clusters Score: Raw -223801.633463 + Penalty 3587.435636 = -220214.197827 nChanged 2 SP:Iteration 43Q (11900.220000 sec): 3 clusters Score: Raw -223804.194602 + Penalty 3587.435636 = -220216.758967 nChanged 3 SP:Iteration 44Q (11900.220000 sec): 3 clusters Score: Raw -223807.776536 + Penalty 3587.435636 = -220220.340901 nChanged 1 SP:Iteration 45Q (11900.230000 sec): 3 clusters Score: Raw -223811.553278 + Penalty 3587.435636 = -220224.117642 nChanged 5 SP:Iteration 46Q (11900.230000 sec): 3 clusters Score: Raw -223817.690683 + Penalty 3587.435636 = -220230.255047 nChanged 5 SP:Iteration 47Q (11900.240000 sec): 3 clusters Score: Raw -223824.259223 + Penalty 3587.435636 = -220236.823587 nChanged 2 SP:Iteration 48Q (11900.240000 sec): 3 clusters Score: Raw -223826.795550 + Penalty 3587.435636 = -220239.359914 nChanged 6 SP:Iteration 49Q (11900.250000 sec): 3 clusters Score: Raw -223833.699390 + Penalty 3587.435636 = -220246.263754 nChanged 2 SP:Iteration 50Q (11900.250000 sec): 3 clusters Score: Raw -223836.327091 + Penalty 3587.435636 = -220248.891456 nChanged 0 SP:Iteration 51F (11900.260000 sec): 3 clusters Score: Raw -223836.327091 + Penalty 3587.435636 = -220248.891456 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11900.260000 sec): 2 clusters Score: Raw -60743.801172 + Penalty 1521.620093 = -59222.181079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11900.270000 sec): 3 clusters Score: Raw -60875.244632 + Penalty 3043.240186 = -57832.004446 nChanged 106 SP:Iteration 1F (11900.270000 sec): 3 clusters Score: Raw -61114.830852 + Penalty 3043.240186 = -58071.590666 nChanged 30 SP:Iteration 2F (11900.270000 sec): 3 clusters Score: Raw -61242.769746 + Penalty 3043.240186 = -58199.529560 nChanged 18 SP:Iteration 3Q (11900.270000 sec): 3 clusters Score: Raw -61347.790131 + Penalty 3043.240186 = -58304.549945 nChanged 17 SP:Iteration 4Q (11900.270000 sec): 3 clusters Score: Raw -61482.224162 + Penalty 3043.240186 = -58438.983976 nChanged 17 SP:Iteration 5Q (11900.270000 sec): 3 clusters Score: Raw -61544.630743 + Penalty 3043.240186 = -58501.390557 nChanged 13 SP:Iteration 6Q (11900.270000 sec): 3 clusters Score: Raw -61587.734310 + Penalty 3043.240186 = -58544.494125 nChanged 7 SP:Iteration 7Q (11900.280000 sec): 3 clusters Score: Raw -61621.156885 + Penalty 3043.240186 = -58577.916699 nChanged 5 SP:Iteration 8Q (11900.280000 sec): 3 clusters Score: Raw -61640.497508 + Penalty 3043.240186 = -58597.257322 nChanged 2 SP:Iteration 9Q (11900.280000 sec): 3 clusters Score: Raw -61647.054599 + Penalty 3043.240186 = -58603.814413 nChanged 2 SP:Iteration 10Q (11900.280000 sec): 3 clusters Score: Raw -61659.631607 + Penalty 3043.240186 = -58616.391421 nChanged 4 SP:Iteration 11Q (11900.280000 sec): 3 clusters Score: Raw -61681.011662 + Penalty 3043.240186 = -58637.771476 nChanged 3 SP:Iteration 12Q (11900.290000 sec): 3 clusters Score: Raw -61694.483179 + Penalty 3043.240186 = -58651.242993 nChanged 1 SP:Iteration 13Q (11900.290000 sec): 3 clusters Score: Raw -61696.206704 + Penalty 3043.240186 = -58652.966518 nChanged 1 SP:Iteration 14Q (11900.290000 sec): 3 clusters Score: Raw -61703.346836 + Penalty 3043.240186 = -58660.106650 nChanged 1 SP:Iteration 15Q (11900.290000 sec): 3 clusters Score: Raw -61714.342484 + Penalty 3043.240186 = -58671.102298 nChanged 2 SP:Iteration 16Q (11900.290000 sec): 3 clusters Score: Raw -61718.494221 + Penalty 3043.240186 = -58675.254035 nChanged 1 SP:Iteration 17Q (11900.290000 sec): 3 clusters Score: Raw -61719.571700 + Penalty 3043.240186 = -58676.331514 nChanged 0 SP:Iteration 18F (11900.290000 sec): 3 clusters Score: Raw -61719.571700 + Penalty 3043.240186 = -58676.331514 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11900.300000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11900.300000 sec): 3 clusters Score: Raw -31149.819485 + Penalty 2672.979578 = -28476.839907 nChanged 19 SP:Iteration 1F (11900.300000 sec): 3 clusters Score: Raw -31238.367615 + Penalty 2672.979578 = -28565.388037 nChanged 9 SP:Iteration 2Q (11900.300000 sec): 3 clusters Score: Raw -31280.710229 + Penalty 2672.979578 = -28607.730651 nChanged 3 SP:Iteration 3Q (11900.300000 sec): 3 clusters Score: Raw -31303.245713 + Penalty 2672.979578 = -28630.266135 nChanged 2 SP:Iteration 4Q (11900.300000 sec): 3 clusters Score: Raw -31309.306749 + Penalty 2672.979578 = -28636.327171 nChanged 3 SP:Iteration 5Q (11900.310000 sec): 3 clusters Score: Raw -31335.082089 + Penalty 2672.979578 = -28662.102511 nChanged 3 SP:Iteration 6Q (11900.310000 sec): 3 clusters Score: Raw -31369.091330 + Penalty 2672.979578 = -28696.111752 nChanged 2 SP:Iteration 7Q (11900.310000 sec): 3 clusters Score: Raw -31382.675432 + Penalty 2672.979578 = -28709.695854 nChanged 0 SP:Iteration 8F (11900.310000 sec): 3 clusters Score: Raw -31382.675432 + Penalty 2672.979578 = -28709.695854 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11900.310000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11900.310000 sec): 3 clusters Score: Raw -39875.614590 + Penalty 2773.129542 = -37102.485047 nChanged 30 SP:Iteration 1F (11900.310000 sec): 3 clusters Score: Raw -40008.547338 + Penalty 2773.129542 = -37235.417795 nChanged 9 SP:Iteration 2Q (11900.320000 sec): 3 clusters Score: Raw -40064.711745 + Penalty 2773.129542 = -37291.582203 nChanged 4 SP:Iteration 3Q (11900.320000 sec): 3 clusters Score: Raw -40086.230463 + Penalty 2773.129542 = -37313.100921 nChanged 3 SP:Iteration 4Q (11900.320000 sec): 3 clusters Score: Raw -40114.104256 + Penalty 2773.129542 = -37340.974713 nChanged 5 SP:Iteration 5Q (11900.320000 sec): 3 clusters Score: Raw -40167.216969 + Penalty 2773.129542 = -37394.087426 nChanged 5 SP:Iteration 6Q (11900.320000 sec): 3 clusters Score: Raw -40219.426670 + Penalty 2773.129542 = -37446.297128 nChanged 4 SP:Iteration 7Q (11900.320000 sec): 3 clusters Score: Raw -40250.240131 + Penalty 2773.129542 = -37477.110588 nChanged 4 SP:Iteration 8Q (11900.320000 sec): 3 clusters Score: Raw -40288.428842 + Penalty 2773.129542 = -37515.299299 nChanged 2 SP:Iteration 9Q (11900.320000 sec): 3 clusters Score: Raw -40316.059407 + Penalty 2773.129542 = -37542.929865 nChanged 0 SP:Iteration 10F (11900.330000 sec): 3 clusters Score: Raw -40316.059407 + Penalty 2773.129542 = -37542.929865 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (4133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11900.350000 sec): 2 clusters Score: Raw -654615.698213 + Penalty 2065.036186 = -652550.662027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11900.360000 sec): 3 clusters Score: Raw -652698.613359 + Penalty 4130.072372 = -648568.540987 nChanged 1587 SP:Iteration 1F (11900.380000 sec): 3 clusters Score: Raw -653863.235359 + Penalty 4130.072372 = -649733.162987 nChanged 402 SP:Iteration 2F (11900.390000 sec): 3 clusters Score: Raw -654250.274662 + Penalty 4130.072372 = -650120.202290 nChanged 281 SP:Iteration 3F (11900.410000 sec): 3 clusters Score: Raw -654490.684946 + Penalty 4130.072372 = -650360.612574 nChanged 210 SP:Iteration 4F (11900.430000 sec): 3 clusters Score: Raw -654651.871925 + Penalty 4130.072372 = -650521.799553 nChanged 179 SP:Iteration 5Q (11900.440000 sec): 3 clusters Score: Raw -654802.646919 + Penalty 4130.072372 = -650672.574547 nChanged 141 SP:Iteration 6Q (11900.460000 sec): 3 clusters Score: Raw -654904.157403 + Penalty 4130.072372 = -650774.085031 nChanged 122 SP:Iteration 7Q (11900.470000 sec): 3 clusters Score: Raw -654978.074180 + Penalty 4130.072372 = -650848.001808 nChanged 86 SP:Iteration 8Q (11900.490000 sec): 3 clusters Score: Raw -655034.870851 + Penalty 4130.072372 = -650904.798479 nChanged 96 SP:Iteration 9Q (11900.510000 sec): 3 clusters Score: Raw -655099.508789 + Penalty 4130.072372 = -650969.436417 nChanged 75 SP:Iteration 10Q (11900.520000 sec): 3 clusters Score: Raw -655150.752558 + Penalty 4130.072372 = -651020.680186 nChanged 76 SP:Iteration 11Q (11900.540000 sec): 3 clusters Score: Raw -655200.368156 + Penalty 4130.072372 = -651070.295784 nChanged 81 SP:Iteration 12Q (11900.550000 sec): 3 clusters Score: Raw -655260.622231 + Penalty 4130.072372 = -651130.549859 nChanged 90 SP:Iteration 13Q (11900.570000 sec): 3 clusters Score: Raw -655324.475574 + Penalty 4130.072372 = -651194.403202 nChanged 85 SP:Iteration 14Q (11900.580000 sec): 3 clusters Score: Raw -655385.393290 + Penalty 4130.072372 = -651255.320918 nChanged 75 SP:Iteration 15Q (11900.600000 sec): 3 clusters Score: Raw -655436.689439 + Penalty 4130.072372 = -651306.617067 nChanged 70 SP:Iteration 16Q (11900.610000 sec): 3 clusters Score: Raw -655475.707173 + Penalty 4130.072372 = -651345.634801 nChanged 53 SP:Iteration 17Q (11900.630000 sec): 3 clusters Score: Raw -655505.428304 + Penalty 4130.072372 = -651375.355932 nChanged 47 SP:Iteration 18Q (11900.640000 sec): 3 clusters Score: Raw -655534.079420 + Penalty 4130.072372 = -651404.007048 nChanged 44 SP:Iteration 19Q (11900.660000 sec): 3 clusters Score: Raw -655561.835401 + Penalty 4130.072372 = -651431.763029 nChanged 41 SP:Iteration 20F (11900.670000 sec): 3 clusters Score: Raw -655592.339655 + Penalty 4130.072372 = -651462.267283 nChanged 49 SP:Iteration 21Q (11900.690000 sec): 3 clusters Score: Raw -655625.014360 + Penalty 4130.072372 = -651494.941988 nChanged 42 SP:Iteration 22Q (11900.710000 sec): 3 clusters Score: Raw -655646.690081 + Penalty 4130.072372 = -651516.617709 nChanged 33 SP:Iteration 23Q (11900.720000 sec): 3 clusters Score: Raw -655662.785609 + Penalty 4130.072372 = -651532.713237 nChanged 25 SP:Iteration 24Q (11900.730000 sec): 3 clusters Score: Raw -655672.816051 + Penalty 4130.072372 = -651542.743679 nChanged 19 SP:Iteration 25Q (11900.750000 sec): 3 clusters Score: Raw -655683.310218 + Penalty 4130.072372 = -651553.237846 nChanged 24 SP:Iteration 26Q (11900.760000 sec): 3 clusters Score: Raw -655699.336183 + Penalty 4130.072372 = -651569.263811 nChanged 27 SP:Iteration 27Q (11900.780000 sec): 3 clusters Score: Raw -655715.330175 + Penalty 4130.072372 = -651585.257803 nChanged 17 SP:Iteration 28Q (11900.790000 sec): 3 clusters Score: Raw -655726.370347 + Penalty 4130.072372 = -651596.297975 nChanged 21 SP:Iteration 29Q (11900.810000 sec): 3 clusters Score: Raw -655735.639145 + Penalty 4130.072372 = -651605.566773 nChanged 15 SP:Iteration 30Q (11900.820000 sec): 3 clusters Score: Raw -655740.996561 + Penalty 4130.072372 = -651610.924189 nChanged 14 SP:Iteration 31Q (11900.840000 sec): 3 clusters Score: Raw -655747.438936 + Penalty 4130.072372 = -651617.366564 nChanged 12 SP:Iteration 32Q (11900.850000 sec): 3 clusters Score: Raw -655753.639717 + Penalty 4130.072372 = -651623.567345 nChanged 18 SP:Iteration 33Q (11900.870000 sec): 3 clusters Score: Raw -655761.792579 + Penalty 4130.072372 = -651631.720207 nChanged 9 SP:Iteration 34Q (11900.880000 sec): 3 clusters Score: Raw -655767.076022 + Penalty 4130.072372 = -651637.003650 nChanged 12 SP:Iteration 35Q (11900.890000 sec): 3 clusters Score: Raw -655776.063441 + Penalty 4130.072372 = -651645.991069 nChanged 18 SP:Iteration 36Q (11900.910000 sec): 3 clusters Score: Raw -655790.091158 + Penalty 4130.072372 = -651660.018786 nChanged 20 SP:Iteration 37Q (11900.920000 sec): 3 clusters Score: Raw -655807.427788 + Penalty 4130.072372 = -651677.355416 nChanged 24 SP:Iteration 38Q (11900.930000 sec): 3 clusters Score: Raw -655830.177737 + Penalty 4130.072372 = -651700.105365 nChanged 30 SP:Iteration 39Q (11900.950000 sec): 3 clusters Score: Raw -655861.581466 + Penalty 4130.072372 = -651731.509094 nChanged 27 SP:Iteration 40F (11900.970000 sec): 3 clusters Score: Raw -655891.818774 + Penalty 4130.072372 = -651761.746402 nChanged 22 SP:Iteration 41Q (11900.980000 sec): 3 clusters Score: Raw -655918.260661 + Penalty 4130.072372 = -651788.188289 nChanged 19 SP:Iteration 42Q (11900.990000 sec): 3 clusters Score: Raw -655934.790254 + Penalty 4130.072372 = -651804.717882 nChanged 20 SP:Iteration 43Q (11901.010000 sec): 3 clusters Score: Raw -655949.023822 + Penalty 4130.072372 = -651818.951450 nChanged 19 SP:Iteration 44Q (11901.020000 sec): 3 clusters Score: Raw -655958.972362 + Penalty 4130.072372 = -651828.899990 nChanged 9 SP:Iteration 45Q (11901.030000 sec): 3 clusters Score: Raw -655963.656725 + Penalty 4130.072372 = -651833.584353 nChanged 4 SP:Iteration 46Q (11901.050000 sec): 3 clusters Score: Raw -655965.738421 + Penalty 4130.072372 = -651835.666049 nChanged 9 SP:Iteration 47Q (11901.060000 sec): 3 clusters Score: Raw -655968.871722 + Penalty 4130.072372 = -651838.799350 nChanged 2 SP:Iteration 48Q (11901.080000 sec): 3 clusters Score: Raw -655969.899579 + Penalty 4130.072372 = -651839.827207 nChanged 2 SP:Iteration 49Q (11901.090000 sec): 3 clusters Score: Raw -655970.740747 + Penalty 4130.072372 = -651840.668375 nChanged 2 SP:Iteration 50Q (11901.110000 sec): 3 clusters Score: Raw -655971.532654 + Penalty 4130.072372 = -651841.460282 nChanged 1 SP:Iteration 51Q (11901.120000 sec): 3 clusters Score: Raw -655972.509623 + Penalty 4130.072372 = -651842.437251 nChanged 0 SP:Iteration 52F (11901.130000 sec): 3 clusters Score: Raw -655972.509623 + Penalty 4130.072372 = -651842.437251 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.140000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.150000 sec): 3 clusters Score: Raw -122359.488924 + Penalty 3302.373479 = -119057.115446 nChanged 173 SP:Iteration 1F (11901.150000 sec): 3 clusters Score: Raw -122591.290020 + Penalty 3302.373479 = -119288.916541 nChanged 45 SP:Iteration 2F (11901.150000 sec): 3 clusters Score: Raw -122662.168567 + Penalty 3302.373479 = -119359.795088 nChanged 18 SP:Iteration 3Q (11901.160000 sec): 3 clusters Score: Raw -122692.503218 + Penalty 3302.373479 = -119390.129739 nChanged 12 SP:Iteration 4Q (11901.160000 sec): 3 clusters Score: Raw -122718.880161 + Penalty 3302.373479 = -119416.506683 nChanged 10 SP:Iteration 5Q (11901.160000 sec): 3 clusters Score: Raw -122743.002761 + Penalty 3302.373479 = -119440.629283 nChanged 10 SP:Iteration 6Q (11901.170000 sec): 3 clusters Score: Raw -122767.042816 + Penalty 3302.373479 = -119464.669337 nChanged 10 SP:Iteration 7Q (11901.170000 sec): 3 clusters Score: Raw -122790.049431 + Penalty 3302.373479 = -119487.675953 nChanged 9 SP:Iteration 8Q (11901.170000 sec): 3 clusters Score: Raw -122806.224464 + Penalty 3302.373479 = -119503.850986 nChanged 9 SP:Iteration 9Q (11901.170000 sec): 3 clusters Score: Raw -122822.447590 + Penalty 3302.373479 = -119520.074112 nChanged 5 SP:Iteration 10Q (11901.180000 sec): 3 clusters Score: Raw -122828.922302 + Penalty 3302.373479 = -119526.548824 nChanged 2 SP:Iteration 11Q (11901.180000 sec): 3 clusters Score: Raw -122833.402884 + Penalty 3302.373479 = -119531.029405 nChanged 2 SP:Iteration 12Q (11901.180000 sec): 3 clusters Score: Raw -122835.435105 + Penalty 3302.373479 = -119533.061626 nChanged 0 SP:Iteration 13F (11901.190000 sec): 3 clusters Score: Raw -122835.435105 + Penalty 3302.373479 = -119533.061626 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.190000 sec): 2 clusters Score: Raw -208987.495133 + Penalty 1774.731806 = -207212.763326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.200000 sec): 3 clusters Score: Raw -208646.162008 + Penalty 3549.463612 = -205096.698396 nChanged 358 SP:Iteration 1F (11901.210000 sec): 3 clusters Score: Raw -209010.646555 + Penalty 3549.463612 = -205461.182942 nChanged 92 SP:Iteration 2F (11901.210000 sec): 3 clusters Score: Raw -209127.004122 + Penalty 3549.463612 = -205577.540510 nChanged 47 SP:Iteration 3Q (11901.220000 sec): 3 clusters Score: Raw -209176.360519 + Penalty 3549.463612 = -205626.896906 nChanged 32 SP:Iteration 4Q (11901.220000 sec): 3 clusters Score: Raw -209210.132738 + Penalty 3549.463612 = -205660.669126 nChanged 22 SP:Iteration 5Q (11901.230000 sec): 3 clusters Score: Raw -209237.496635 + Penalty 3549.463612 = -205688.033023 nChanged 17 SP:Iteration 6Q (11901.230000 sec): 3 clusters Score: Raw -209257.616748 + Penalty 3549.463612 = -205708.153136 nChanged 15 SP:Iteration 7Q (11901.240000 sec): 3 clusters Score: Raw -209271.738162 + Penalty 3549.463612 = -205722.274549 nChanged 12 SP:Iteration 8Q (11901.240000 sec): 3 clusters Score: Raw -209280.377722 + Penalty 3549.463612 = -205730.914110 nChanged 4 SP:Iteration 9Q (11901.250000 sec): 3 clusters Score: Raw -209284.052359 + Penalty 3549.463612 = -205734.588747 nChanged 3 SP:Iteration 10Q (11901.250000 sec): 3 clusters Score: Raw -209288.377561 + Penalty 3549.463612 = -205738.913949 nChanged 2 SP:Iteration 11Q (11901.260000 sec): 3 clusters Score: Raw -209290.268279 + Penalty 3549.463612 = -205740.804667 nChanged 2 SP:Iteration 12Q (11901.260000 sec): 3 clusters Score: Raw -209291.760586 + Penalty 3549.463612 = -205742.296974 nChanged 2 SP:Iteration 13Q (11901.270000 sec): 3 clusters Score: Raw -209292.936057 + Penalty 3549.463612 = -205743.472445 nChanged 2 SP:Iteration 14Q (11901.270000 sec): 3 clusters Score: Raw -209294.686838 + Penalty 3549.463612 = -205745.223226 nChanged 1 SP:Iteration 15Q (11901.270000 sec): 3 clusters Score: Raw -209295.811395 + Penalty 3549.463612 = -205746.347783 nChanged 3 SP:Iteration 16Q (11901.280000 sec): 3 clusters Score: Raw -209299.628370 + Penalty 3549.463612 = -205750.164758 nChanged 3 SP:Iteration 17Q (11901.290000 sec): 3 clusters Score: Raw -209304.811341 + Penalty 3549.463612 = -205755.347729 nChanged 4 SP:Iteration 18Q (11901.290000 sec): 3 clusters Score: Raw -209310.635971 + Penalty 3549.463612 = -205761.172359 nChanged 3 SP:Iteration 19Q (11901.290000 sec): 3 clusters Score: Raw -209312.907176 + Penalty 3549.463612 = -205763.443563 nChanged 4 SP:Iteration 20F (11901.300000 sec): 3 clusters Score: Raw -209317.725472 + Penalty 3549.463612 = -205768.261860 nChanged 5 SP:Iteration 21Q (11901.310000 sec): 3 clusters Score: Raw -209322.319883 + Penalty 3549.463612 = -205772.856270 nChanged 4 SP:Iteration 22Q (11901.310000 sec): 3 clusters Score: Raw -209326.833705 + Penalty 3549.463612 = -205777.370093 nChanged 4 SP:Iteration 23Q (11901.310000 sec): 3 clusters Score: Raw -209330.126825 + Penalty 3549.463612 = -205780.663212 nChanged 2 SP:Iteration 24Q (11901.320000 sec): 3 clusters Score: Raw -209333.195091 + Penalty 3549.463612 = -205783.731478 nChanged 2 SP:Iteration 25Q (11901.330000 sec): 3 clusters Score: Raw -209334.413655 + Penalty 3549.463612 = -205784.950043 nChanged 2 SP:Iteration 26Q (11901.330000 sec): 3 clusters Score: Raw -209336.528738 + Penalty 3549.463612 = -205787.065125 nChanged 0 SP:Iteration 27F (11901.330000 sec): 3 clusters Score: Raw -209336.528738 + Penalty 3549.463612 = -205787.065125 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.340000 sec): 2 clusters Score: Raw -102531.210429 + Penalty 1593.769137 = -100937.441291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.350000 sec): 3 clusters Score: Raw -102505.759566 + Penalty 3187.538275 = -99318.221291 nChanged 126 SP:Iteration 1F (11901.350000 sec): 3 clusters Score: Raw -102688.014998 + Penalty 3187.538275 = -99500.476723 nChanged 17 SP:Iteration 2Q (11901.350000 sec): 3 clusters Score: Raw -102723.111023 + Penalty 3187.538275 = -99535.572748 nChanged 10 SP:Iteration 3Q (11901.350000 sec): 3 clusters Score: Raw -102740.775853 + Penalty 3187.538275 = -99553.237578 nChanged 10 SP:Iteration 4Q (11901.350000 sec): 3 clusters Score: Raw -102760.983014 + Penalty 3187.538275 = -99573.444739 nChanged 5 SP:Iteration 5Q (11901.360000 sec): 3 clusters Score: Raw -102766.111205 + Penalty 3187.538275 = -99578.572930 nChanged 2 SP:Iteration 6Q (11901.360000 sec): 3 clusters Score: Raw -102770.837826 + Penalty 3187.538275 = -99583.299551 nChanged 0 SP:Iteration 7F (11901.360000 sec): 3 clusters Score: Raw -102770.837826 + Penalty 3187.538275 = -99583.299551 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.370000 sec): 2 clusters Score: Raw -44327.134524 + Penalty 1487.120118 = -42840.014406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.370000 sec): 3 clusters Score: Raw -44505.773766 + Penalty 2974.240236 = -41531.533530 nChanged 85 SP:Iteration 1F (11901.370000 sec): 3 clusters Score: Raw -44784.188702 + Penalty 2974.240236 = -41809.948466 nChanged 33 SP:Iteration 2F (11901.370000 sec): 3 clusters Score: Raw -44892.405413 + Penalty 2974.240236 = -41918.165177 nChanged 17 SP:Iteration 3Q (11901.370000 sec): 3 clusters Score: Raw -44975.979987 + Penalty 2974.240236 = -42001.739751 nChanged 12 SP:Iteration 4Q (11901.380000 sec): 3 clusters Score: Raw -45041.752692 + Penalty 2974.240236 = -42067.512456 nChanged 5 SP:Iteration 5Q (11901.380000 sec): 3 clusters Score: Raw -45093.124516 + Penalty 2974.240236 = -42118.884280 nChanged 2 SP:Iteration 6Q (11901.380000 sec): 3 clusters Score: Raw -45102.913298 + Penalty 2974.240236 = -42128.673062 nChanged 1 SP:Iteration 7Q (11901.380000 sec): 3 clusters Score: Raw -45108.648122 + Penalty 2974.240236 = -42134.407886 nChanged 2 SP:Iteration 8Q (11901.380000 sec): 3 clusters Score: Raw -45114.997279 + Penalty 2974.240236 = -42140.757043 nChanged 0 SP:Iteration 9F (11901.380000 sec): 3 clusters Score: Raw -45114.997279 + Penalty 2974.240236 = -42140.757043 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.390000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.400000 sec): 3 clusters Score: Raw -279337.245195 + Penalty 3683.568340 = -275653.676855 nChanged 502 SP:Iteration 1F (11901.410000 sec): 3 clusters Score: Raw -279784.428146 + Penalty 3683.568340 = -276100.859806 nChanged 130 SP:Iteration 2F (11901.410000 sec): 3 clusters Score: Raw -279961.834401 + Penalty 3683.568340 = -276278.266061 nChanged 92 SP:Iteration 3F (11901.420000 sec): 3 clusters Score: Raw -280105.849770 + Penalty 3683.568340 = -276422.281430 nChanged 87 SP:Iteration 4F (11901.430000 sec): 3 clusters Score: Raw -280270.145408 + Penalty 3683.568340 = -276586.577068 nChanged 102 SP:Iteration 5F (11901.430000 sec): 3 clusters Score: Raw -280491.064781 + Penalty 3683.568340 = -276807.496441 nChanged 100 SP:Iteration 6F (11901.440000 sec): 3 clusters Score: Raw -280703.212025 + Penalty 3683.568340 = -277019.643685 nChanged 84 SP:Iteration 7Q (11901.450000 sec): 3 clusters Score: Raw -280836.465982 + Penalty 3683.568340 = -277152.897642 nChanged 61 SP:Iteration 8Q (11901.450000 sec): 3 clusters Score: Raw -280919.478345 + Penalty 3683.568340 = -277235.910005 nChanged 44 SP:Iteration 9Q (11901.460000 sec): 3 clusters Score: Raw -280987.649256 + Penalty 3683.568340 = -277304.080916 nChanged 37 SP:Iteration 10Q (11901.470000 sec): 3 clusters Score: Raw -281042.576242 + Penalty 3683.568340 = -277359.007902 nChanged 25 SP:Iteration 11Q (11901.470000 sec): 3 clusters Score: Raw -281065.061426 + Penalty 3683.568340 = -277381.493086 nChanged 14 SP:Iteration 12Q (11901.480000 sec): 3 clusters Score: Raw -281076.469884 + Penalty 3683.568340 = -277392.901544 nChanged 7 SP:Iteration 13Q (11901.480000 sec): 3 clusters Score: Raw -281083.868030 + Penalty 3683.568340 = -277400.299690 nChanged 8 SP:Iteration 14Q (11901.490000 sec): 3 clusters Score: Raw -281090.649610 + Penalty 3683.568340 = -277407.081270 nChanged 5 SP:Iteration 15Q (11901.490000 sec): 3 clusters Score: Raw -281094.305502 + Penalty 3683.568340 = -277410.737162 nChanged 2 SP:Iteration 16Q (11901.500000 sec): 3 clusters Score: Raw -281099.504746 + Penalty 3683.568340 = -277415.936406 nChanged 6 SP:Iteration 17Q (11901.510000 sec): 3 clusters Score: Raw -281104.315829 + Penalty 3683.568340 = -277420.747489 nChanged 2 SP:Iteration 18Q (11901.510000 sec): 3 clusters Score: Raw -281106.327324 + Penalty 3683.568340 = -277422.758984 nChanged 5 SP:Iteration 19Q (11901.520000 sec): 3 clusters Score: Raw -281110.521892 + Penalty 3683.568340 = -277426.953552 nChanged 1 SP:Iteration 20F (11901.530000 sec): 3 clusters Score: Raw -281110.725983 + Penalty 3683.568340 = -277427.157643 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.530000 sec): 2 clusters Score: Raw -54689.166346 + Penalty 1455.585634 = -53233.580711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.530000 sec): 3 clusters Score: Raw -54776.701744 + Penalty 2911.171269 = -51865.530475 nChanged 48 SP:Iteration 1F (11901.530000 sec): 3 clusters Score: Raw -54888.091131 + Penalty 2911.171269 = -51976.919862 nChanged 9 SP:Iteration 2Q (11901.540000 sec): 3 clusters Score: Raw -54922.753458 + Penalty 2911.171269 = -52011.582189 nChanged 5 SP:Iteration 3Q (11901.540000 sec): 3 clusters Score: Raw -54932.476096 + Penalty 2911.171269 = -52021.304827 nChanged 3 SP:Iteration 4Q (11901.540000 sec): 3 clusters Score: Raw -54937.262190 + Penalty 2911.171269 = -52026.090922 nChanged 2 SP:Iteration 5Q (11901.540000 sec): 3 clusters Score: Raw -54943.984278 + Penalty 2911.171269 = -52032.813009 nChanged 0 SP:Iteration 6F (11901.540000 sec): 3 clusters Score: Raw -54943.984278 + Penalty 2911.171269 = -52032.813009 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.550000 sec): 2 clusters Score: Raw -507570.207644 + Penalty 1996.574439 = -505573.633205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.570000 sec): 3 clusters Score: Raw -506277.037572 + Penalty 3993.148877 = -502283.888695 nChanged 1140 SP:Iteration 1F (11901.580000 sec): 3 clusters Score: Raw -507189.006977 + Penalty 3993.148877 = -503195.858100 nChanged 322 SP:Iteration 2F (11901.590000 sec): 3 clusters Score: Raw -507642.313106 + Penalty 3993.148877 = -503649.164229 nChanged 253 SP:Iteration 3F (11901.610000 sec): 3 clusters Score: Raw -508032.472863 + Penalty 3993.148877 = -504039.323986 nChanged 217 SP:Iteration 4F (11901.620000 sec): 3 clusters Score: Raw -508358.805435 + Penalty 3993.148877 = -504365.656558 nChanged 192 SP:Iteration 5F (11901.630000 sec): 3 clusters Score: Raw -508592.386276 + Penalty 3993.148877 = -504599.237399 nChanged 147 SP:Iteration 6Q (11901.640000 sec): 3 clusters Score: Raw -508763.072863 + Penalty 3993.148877 = -504769.923986 nChanged 106 SP:Iteration 7Q (11901.650000 sec): 3 clusters Score: Raw -508862.590174 + Penalty 3993.148877 = -504869.441297 nChanged 73 SP:Iteration 8Q (11901.670000 sec): 3 clusters Score: Raw -508920.643688 + Penalty 3993.148877 = -504927.494811 nChanged 57 SP:Iteration 9Q (11901.680000 sec): 3 clusters Score: Raw -508986.440961 + Penalty 3993.148877 = -504993.292084 nChanged 44 SP:Iteration 10Q (11901.690000 sec): 3 clusters Score: Raw -509021.711034 + Penalty 3993.148877 = -505028.562157 nChanged 26 SP:Iteration 11Q (11901.700000 sec): 3 clusters Score: Raw -509036.404654 + Penalty 3993.148877 = -505043.255777 nChanged 24 SP:Iteration 12Q (11901.710000 sec): 3 clusters Score: Raw -509049.159115 + Penalty 3993.148877 = -505056.010238 nChanged 21 SP:Iteration 13Q (11901.720000 sec): 3 clusters Score: Raw -509063.129216 + Penalty 3993.148877 = -505069.980339 nChanged 23 SP:Iteration 14Q (11901.730000 sec): 3 clusters Score: Raw -509075.689686 + Penalty 3993.148877 = -505082.540809 nChanged 15 SP:Iteration 15Q (11901.750000 sec): 3 clusters Score: Raw -509083.212003 + Penalty 3993.148877 = -505090.063126 nChanged 9 SP:Iteration 16Q (11901.750000 sec): 3 clusters Score: Raw -509088.188165 + Penalty 3993.148877 = -505095.039288 nChanged 5 SP:Iteration 17Q (11901.770000 sec): 3 clusters Score: Raw -509092.186981 + Penalty 3993.148877 = -505099.038104 nChanged 4 SP:Iteration 18Q (11901.780000 sec): 3 clusters Score: Raw -509095.501935 + Penalty 3993.148877 = -505102.353058 nChanged 4 SP:Iteration 19Q (11901.800000 sec): 3 clusters Score: Raw -509099.687297 + Penalty 3993.148877 = -505106.538420 nChanged 4 SP:Iteration 20F (11901.810000 sec): 3 clusters Score: Raw -509101.066489 + Penalty 3993.148877 = -505107.917612 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.820000 sec): 2 clusters Score: Raw -250779.434858 + Penalty 1809.005570 = -248970.429288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.820000 sec): 3 clusters Score: Raw -250339.425048 + Penalty 3618.011140 = -246721.413908 nChanged 401 SP:Iteration 1F (11901.830000 sec): 3 clusters Score: Raw -250672.031734 + Penalty 3618.011140 = -247054.020594 nChanged 86 SP:Iteration 2F (11901.840000 sec): 3 clusters Score: Raw -250757.054439 + Penalty 3618.011140 = -247139.043298 nChanged 50 SP:Iteration 3Q (11901.840000 sec): 3 clusters Score: Raw -250802.842279 + Penalty 3618.011140 = -247184.831139 nChanged 32 SP:Iteration 4Q (11901.850000 sec): 3 clusters Score: Raw -250832.180309 + Penalty 3618.011140 = -247214.169169 nChanged 20 SP:Iteration 5Q (11901.850000 sec): 3 clusters Score: Raw -250850.043066 + Penalty 3618.011140 = -247232.031926 nChanged 20 SP:Iteration 6Q (11901.860000 sec): 3 clusters Score: Raw -250872.622087 + Penalty 3618.011140 = -247254.610946 nChanged 16 SP:Iteration 7Q (11901.860000 sec): 3 clusters Score: Raw -250885.798828 + Penalty 3618.011140 = -247267.787688 nChanged 13 SP:Iteration 8Q (11901.870000 sec): 3 clusters Score: Raw -250897.855013 + Penalty 3618.011140 = -247279.843873 nChanged 6 SP:Iteration 9Q (11901.880000 sec): 3 clusters Score: Raw -250900.503577 + Penalty 3618.011140 = -247282.492436 nChanged 3 SP:Iteration 10Q (11901.880000 sec): 3 clusters Score: Raw -250902.321490 + Penalty 3618.011140 = -247284.310349 nChanged 1 SP:Iteration 11Q (11901.890000 sec): 3 clusters Score: Raw -250903.057001 + Penalty 3618.011140 = -247285.045860 nChanged 2 SP:Iteration 12Q (11901.900000 sec): 3 clusters Score: Raw -250903.969907 + Penalty 3618.011140 = -247285.958766 nChanged 2 SP:Iteration 13Q (11901.900000 sec): 3 clusters Score: Raw -250904.824721 + Penalty 3618.011140 = -247286.813581 nChanged 2 SP:Iteration 14Q (11901.900000 sec): 3 clusters Score: Raw -250905.888453 + Penalty 3618.011140 = -247287.877313 nChanged 1 SP:Iteration 15Q (11901.910000 sec): 3 clusters Score: Raw -250907.433907 + Penalty 3618.011140 = -247289.422767 nChanged 1 SP:Iteration 16Q (11901.920000 sec): 3 clusters Score: Raw -250908.592724 + Penalty 3618.011140 = -247290.581583 nChanged 1 SP:Iteration 17Q (11901.920000 sec): 3 clusters Score: Raw -250908.937278 + Penalty 3618.011140 = -247290.926137 nChanged 0 SP:Iteration 18F (11901.930000 sec): 3 clusters Score: Raw -250908.937278 + Penalty 3618.011140 = -247290.926137 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.940000 sec): 2 clusters Score: Raw -72217.061796 + Penalty 1552.376203 = -70664.685593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.940000 sec): 3 clusters Score: Raw -72276.763733 + Penalty 3104.752406 = -69172.011327 nChanged 120 SP:Iteration 1F (11901.940000 sec): 3 clusters Score: Raw -72554.909504 + Penalty 3104.752406 = -69450.157098 nChanged 34 SP:Iteration 2F (11901.940000 sec): 3 clusters Score: Raw -72694.490714 + Penalty 3104.752406 = -69589.738308 nChanged 22 SP:Iteration 3Q (11901.940000 sec): 3 clusters Score: Raw -72755.555283 + Penalty 3104.752406 = -69650.802876 nChanged 11 SP:Iteration 4Q (11901.950000 sec): 3 clusters Score: Raw -72805.185602 + Penalty 3104.752406 = -69700.433196 nChanged 9 SP:Iteration 5Q (11901.950000 sec): 3 clusters Score: Raw -72825.372540 + Penalty 3104.752406 = -69720.620134 nChanged 11 SP:Iteration 6Q (11901.950000 sec): 3 clusters Score: Raw -72845.973308 + Penalty 3104.752406 = -69741.220902 nChanged 8 SP:Iteration 7Q (11901.950000 sec): 3 clusters Score: Raw -72873.846918 + Penalty 3104.752406 = -69769.094512 nChanged 14 SP:Iteration 8Q (11901.960000 sec): 3 clusters Score: Raw -72902.788117 + Penalty 3104.752406 = -69798.035711 nChanged 13 SP:Iteration 9Q (11901.960000 sec): 3 clusters Score: Raw -72920.182152 + Penalty 3104.752406 = -69815.429745 nChanged 16 SP:Iteration 10Q (11901.960000 sec): 3 clusters Score: Raw -72966.063261 + Penalty 3104.752406 = -69861.310855 nChanged 16 SP:Iteration 11Q (11901.960000 sec): 3 clusters Score: Raw -73050.253344 + Penalty 3104.752406 = -69945.500938 nChanged 13 SP:Iteration 12Q (11901.960000 sec): 3 clusters Score: Raw -73132.785157 + Penalty 3104.752406 = -70028.032751 nChanged 10 SP:Iteration 13Q (11901.960000 sec): 3 clusters Score: Raw -73256.540530 + Penalty 3104.752406 = -70151.788124 nChanged 12 SP:Iteration 14Q (11901.960000 sec): 3 clusters Score: Raw -73310.607905 + Penalty 3104.752406 = -70205.855499 nChanged 4 SP:Iteration 15Q (11901.970000 sec): 3 clusters Score: Raw -73326.228711 + Penalty 3104.752406 = -70221.476304 nChanged 5 SP:Iteration 16Q (11901.970000 sec): 3 clusters Score: Raw -73339.889748 + Penalty 3104.752406 = -70235.137342 nChanged 4 SP:Iteration 17Q (11901.970000 sec): 3 clusters Score: Raw -73359.061904 + Penalty 3104.752406 = -70254.309498 nChanged 2 SP:Iteration 18Q (11901.970000 sec): 3 clusters Score: Raw -73363.264295 + Penalty 3104.752406 = -70258.511889 nChanged 0 SP:Iteration 19F (11901.980000 sec): 3 clusters Score: Raw -73365.135189 + Penalty 3104.752406 = -70260.382782 nChanged 4 SP:Iteration 20F (11901.980000 sec): 3 clusters Score: Raw -73377.424298 + Penalty 3104.752406 = -70272.671892 nChanged 1 SP:Iteration 21Q (11901.980000 sec): 3 clusters Score: Raw -73379.015827 + Penalty 3104.752406 = -70274.263421 nChanged 1 SP:Iteration 22Q (11901.980000 sec): 3 clusters Score: Raw -73382.405339 + Penalty 3104.752406 = -70277.652933 nChanged 0 SP:Iteration 23F (11901.980000 sec): 3 clusters Score: Raw -73382.405339 + Penalty 3104.752406 = -70277.652933 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11901.990000 sec): 2 clusters Score: Raw -84894.325354 + Penalty 1550.949545 = -83343.375808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11901.990000 sec): 3 clusters Score: Raw -84881.666302 + Penalty 3101.899091 = -81779.767212 nChanged 86 SP:Iteration 1F (11901.990000 sec): 3 clusters Score: Raw -85047.172196 + Penalty 3101.899091 = -81945.273106 nChanged 34 SP:Iteration 2F (11902.000000 sec): 3 clusters Score: Raw -85118.398121 + Penalty 3101.899091 = -82016.499031 nChanged 14 SP:Iteration 3Q (11902.000000 sec): 3 clusters Score: Raw -85169.569953 + Penalty 3101.899091 = -82067.670863 nChanged 11 SP:Iteration 4Q (11902.000000 sec): 3 clusters Score: Raw -85195.400925 + Penalty 3101.899091 = -82093.501835 nChanged 9 SP:Iteration 5Q (11902.000000 sec): 3 clusters Score: Raw -85214.664562 + Penalty 3101.899091 = -82112.765472 nChanged 10 SP:Iteration 6Q (11902.000000 sec): 3 clusters Score: Raw -85235.343626 + Penalty 3101.899091 = -82133.444536 nChanged 5 SP:Iteration 7Q (11902.000000 sec): 3 clusters Score: Raw -85248.947117 + Penalty 3101.899091 = -82147.048026 nChanged 5 SP:Iteration 8Q (11902.010000 sec): 3 clusters Score: Raw -85255.591759 + Penalty 3101.899091 = -82153.692668 nChanged 2 SP:Iteration 9Q (11902.010000 sec): 3 clusters Score: Raw -85257.626826 + Penalty 3101.899091 = -82155.727735 nChanged 0 SP:Iteration 10F (11902.010000 sec): 3 clusters Score: Raw -85257.626826 + Penalty 3101.899091 = -82155.727735 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.020000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.020000 sec): 3 clusters Score: Raw -54079.700023 + Penalty 2880.838675 = -51198.861348 nChanged 37 SP:Iteration 1F (11902.020000 sec): 3 clusters Score: Raw -54182.304350 + Penalty 2880.838675 = -51301.465675 nChanged 7 SP:Iteration 2Q (11902.020000 sec): 3 clusters Score: Raw -54198.935837 + Penalty 2880.838675 = -51318.097162 nChanged 7 SP:Iteration 3Q (11902.020000 sec): 3 clusters Score: Raw -54231.275871 + Penalty 2880.838675 = -51350.437196 nChanged 4 SP:Iteration 4Q (11902.020000 sec): 3 clusters Score: Raw -54248.900144 + Penalty 2880.838675 = -51368.061469 nChanged 0 SP:Iteration 5F (11902.020000 sec): 3 clusters Score: Raw -54248.900144 + Penalty 2880.838675 = -51368.061469 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.030000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.040000 sec): 3 clusters Score: Raw -89524.254647 + Penalty 3143.942663 = -86380.311984 nChanged 100 SP:Iteration 1F (11902.040000 sec): 3 clusters Score: Raw -89705.427337 + Penalty 3143.942663 = -86561.484674 nChanged 23 SP:Iteration 2Q (11902.040000 sec): 3 clusters Score: Raw -89757.811659 + Penalty 3143.942663 = -86613.868996 nChanged 10 SP:Iteration 3Q (11902.040000 sec): 3 clusters Score: Raw -89786.271671 + Penalty 3143.942663 = -86642.329008 nChanged 5 SP:Iteration 4Q (11902.040000 sec): 3 clusters Score: Raw -89795.085049 + Penalty 3143.942663 = -86651.142386 nChanged 6 SP:Iteration 5Q (11902.040000 sec): 3 clusters Score: Raw -89805.403628 + Penalty 3143.942663 = -86661.460965 nChanged 1 SP:Iteration 6Q (11902.050000 sec): 3 clusters Score: Raw -89808.215734 + Penalty 3143.942663 = -86664.273072 nChanged 1 SP:Iteration 7Q (11902.050000 sec): 3 clusters Score: Raw -89809.248965 + Penalty 3143.942663 = -86665.306302 nChanged 1 SP:Iteration 8Q (11902.050000 sec): 3 clusters Score: Raw -89812.399692 + Penalty 3143.942663 = -86668.457030 nChanged 1 SP:Iteration 9Q (11902.060000 sec): 3 clusters Score: Raw -89815.679237 + Penalty 3143.942663 = -86671.736574 nChanged 0 SP:Iteration 10F (11902.060000 sec): 3 clusters Score: Raw -89815.679237 + Penalty 3143.942663 = -86671.736574 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.060000 sec): 2 clusters Score: Raw -179239.052982 + Penalty 1734.950007 = -177504.102976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.070000 sec): 3 clusters Score: Raw -178957.949941 + Penalty 3469.900014 = -175488.049928 nChanged 275 SP:Iteration 1F (11902.080000 sec): 3 clusters Score: Raw -179293.996665 + Penalty 3469.900014 = -175824.096651 nChanged 84 SP:Iteration 2F (11902.080000 sec): 3 clusters Score: Raw -179396.976471 + Penalty 3469.900014 = -175927.076457 nChanged 45 SP:Iteration 3Q (11902.080000 sec): 3 clusters Score: Raw -179464.800828 + Penalty 3469.900014 = -175994.900815 nChanged 36 SP:Iteration 4Q (11902.090000 sec): 3 clusters Score: Raw -179520.742326 + Penalty 3469.900014 = -176050.842313 nChanged 26 SP:Iteration 5Q (11902.090000 sec): 3 clusters Score: Raw -179558.155252 + Penalty 3469.900014 = -176088.255238 nChanged 25 SP:Iteration 6Q (11902.100000 sec): 3 clusters Score: Raw -179591.329268 + Penalty 3469.900014 = -176121.429254 nChanged 23 SP:Iteration 7Q (11902.100000 sec): 3 clusters Score: Raw -179618.008185 + Penalty 3469.900014 = -176148.108171 nChanged 16 SP:Iteration 8Q (11902.100000 sec): 3 clusters Score: Raw -179637.979852 + Penalty 3469.900014 = -176168.079839 nChanged 14 SP:Iteration 9Q (11902.110000 sec): 3 clusters Score: Raw -179663.562752 + Penalty 3469.900014 = -176193.662738 nChanged 18 SP:Iteration 10Q (11902.110000 sec): 3 clusters Score: Raw -179687.058329 + Penalty 3469.900014 = -176217.158315 nChanged 10 SP:Iteration 11Q (11902.120000 sec): 3 clusters Score: Raw -179697.886514 + Penalty 3469.900014 = -176227.986500 nChanged 8 SP:Iteration 12Q (11902.120000 sec): 3 clusters Score: Raw -179708.337207 + Penalty 3469.900014 = -176238.437193 nChanged 6 SP:Iteration 13Q (11902.120000 sec): 3 clusters Score: Raw -179716.372230 + Penalty 3469.900014 = -176246.472216 nChanged 8 SP:Iteration 14Q (11902.130000 sec): 3 clusters Score: Raw -179723.269107 + Penalty 3469.900014 = -176253.369093 nChanged 5 SP:Iteration 15Q (11902.130000 sec): 3 clusters Score: Raw -179730.262867 + Penalty 3469.900014 = -176260.362853 nChanged 4 SP:Iteration 16Q (11902.140000 sec): 3 clusters Score: Raw -179735.976718 + Penalty 3469.900014 = -176266.076705 nChanged 7 SP:Iteration 17Q (11902.140000 sec): 3 clusters Score: Raw -179743.699415 + Penalty 3469.900014 = -176273.799401 nChanged 1 SP:Iteration 18Q (11902.140000 sec): 3 clusters Score: Raw -179745.187440 + Penalty 3469.900014 = -176275.287427 nChanged 1 SP:Iteration 19Q (11902.150000 sec): 3 clusters Score: Raw -179746.627774 + Penalty 3469.900014 = -176276.727761 nChanged 1 SP:Iteration 20F (11902.150000 sec): 3 clusters Score: Raw -179748.884046 + Penalty 3469.900014 = -176278.984032 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.160000 sec): 2 clusters Score: Raw -30619.033490 + Penalty 1329.600457 = -29289.433033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.160000 sec): 3 clusters Score: Raw -30921.791563 + Penalty 2659.200914 = -28262.590649 nChanged 27 SP:Iteration 1F (11902.160000 sec): 3 clusters Score: Raw -31054.085227 + Penalty 2659.200914 = -28394.884313 nChanged 6 SP:Iteration 2Q (11902.160000 sec): 3 clusters Score: Raw -31084.435579 + Penalty 2659.200914 = -28425.234665 nChanged 5 SP:Iteration 3Q (11902.160000 sec): 3 clusters Score: Raw -31105.515549 + Penalty 2659.200914 = -28446.314635 nChanged 3 SP:Iteration 4Q (11902.160000 sec): 3 clusters Score: Raw -31151.136664 + Penalty 2659.200914 = -28491.935750 nChanged 4 SP:Iteration 5Q (11902.160000 sec): 3 clusters Score: Raw -31190.609673 + Penalty 2659.200914 = -28531.408759 nChanged 1 SP:Iteration 6Q (11902.160000 sec): 3 clusters Score: Raw -31219.028148 + Penalty 2659.200914 = -28559.827234 nChanged 1 SP:Iteration 7Q (11902.160000 sec): 3 clusters Score: Raw -31226.287208 + Penalty 2659.200914 = -28567.086294 nChanged 2 SP:Iteration 8Q (11902.170000 sec): 3 clusters Score: Raw -31244.584273 + Penalty 2659.200914 = -28585.383359 nChanged 1 SP:Iteration 9Q (11902.170000 sec): 3 clusters Score: Raw -31253.880977 + Penalty 2659.200914 = -28594.680063 nChanged 1 SP:Iteration 10Q (11902.170000 sec): 3 clusters Score: Raw -31257.886147 + Penalty 2659.200914 = -28598.685233 nChanged 0 SP:Iteration 11F (11902.170000 sec): 3 clusters Score: Raw -31257.886147 + Penalty 2659.200914 = -28598.685233 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.180000 sec): 2 clusters Score: Raw -117118.180669 + Penalty 1644.736441 = -115473.444228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.180000 sec): 3 clusters Score: Raw -117021.030758 + Penalty 3289.472882 = -113731.557876 nChanged 170 SP:Iteration 1F (11902.180000 sec): 3 clusters Score: Raw -117290.656740 + Penalty 3289.472882 = -114001.183858 nChanged 47 SP:Iteration 2F (11902.180000 sec): 3 clusters Score: Raw -117431.627235 + Penalty 3289.472882 = -114142.154353 nChanged 34 SP:Iteration 3Q (11902.190000 sec): 3 clusters Score: Raw -117499.042034 + Penalty 3289.472882 = -114209.569153 nChanged 17 SP:Iteration 4Q (11902.190000 sec): 3 clusters Score: Raw -117547.102132 + Penalty 3289.472882 = -114257.629251 nChanged 21 SP:Iteration 5Q (11902.200000 sec): 3 clusters Score: Raw -117608.850059 + Penalty 3289.472882 = -114319.377177 nChanged 20 SP:Iteration 6Q (11902.200000 sec): 3 clusters Score: Raw -117650.207516 + Penalty 3289.472882 = -114360.734635 nChanged 18 SP:Iteration 7Q (11902.200000 sec): 3 clusters Score: Raw -117682.537454 + Penalty 3289.472882 = -114393.064572 nChanged 10 SP:Iteration 8Q (11902.200000 sec): 3 clusters Score: Raw -117702.776682 + Penalty 3289.472882 = -114413.303800 nChanged 13 SP:Iteration 9Q (11902.200000 sec): 3 clusters Score: Raw -117726.821667 + Penalty 3289.472882 = -114437.348785 nChanged 11 SP:Iteration 10Q (11902.210000 sec): 3 clusters Score: Raw -117745.638978 + Penalty 3289.472882 = -114456.166097 nChanged 6 SP:Iteration 11Q (11902.210000 sec): 3 clusters Score: Raw -117758.023168 + Penalty 3289.472882 = -114468.550286 nChanged 4 SP:Iteration 12Q (11902.210000 sec): 3 clusters Score: Raw -117764.866102 + Penalty 3289.472882 = -114475.393220 nChanged 3 SP:Iteration 13Q (11902.220000 sec): 3 clusters Score: Raw -117770.423351 + Penalty 3289.472882 = -114480.950469 nChanged 2 SP:Iteration 14Q (11902.220000 sec): 3 clusters Score: Raw -117774.920457 + Penalty 3289.472882 = -114485.447576 nChanged 2 SP:Iteration 15Q (11902.220000 sec): 3 clusters Score: Raw -117777.166505 + Penalty 3289.472882 = -114487.693623 nChanged 0 SP:Iteration 16F (11902.220000 sec): 3 clusters Score: Raw -117777.166505 + Penalty 3289.472882 = -114487.693623 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.230000 sec): 2 clusters Score: Raw -127852.745685 + Penalty 1649.269204 = -126203.476481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.240000 sec): 3 clusters Score: Raw -127718.606682 + Penalty 3298.538408 = -124420.068274 nChanged 163 SP:Iteration 1F (11902.240000 sec): 3 clusters Score: Raw -127978.725507 + Penalty 3298.538408 = -124680.187099 nChanged 59 SP:Iteration 2F (11902.240000 sec): 3 clusters Score: Raw -128073.051879 + Penalty 3298.538408 = -124774.513471 nChanged 32 SP:Iteration 3Q (11902.240000 sec): 3 clusters Score: Raw -128135.840064 + Penalty 3298.538408 = -124837.301656 nChanged 18 SP:Iteration 4Q (11902.250000 sec): 3 clusters Score: Raw -128181.442851 + Penalty 3298.538408 = -124882.904443 nChanged 18 SP:Iteration 5Q (11902.250000 sec): 3 clusters Score: Raw -128213.349446 + Penalty 3298.538408 = -124914.811037 nChanged 12 SP:Iteration 6Q (11902.250000 sec): 3 clusters Score: Raw -128230.363406 + Penalty 3298.538408 = -124931.824998 nChanged 4 SP:Iteration 7Q (11902.260000 sec): 3 clusters Score: Raw -128233.775719 + Penalty 3298.538408 = -124935.237311 nChanged 5 SP:Iteration 8Q (11902.260000 sec): 3 clusters Score: Raw -128241.113369 + Penalty 3298.538408 = -124942.574961 nChanged 4 SP:Iteration 9Q (11902.260000 sec): 3 clusters Score: Raw -128245.885915 + Penalty 3298.538408 = -124947.347507 nChanged 1 SP:Iteration 10Q (11902.260000 sec): 3 clusters Score: Raw -128247.886736 + Penalty 3298.538408 = -124949.348328 nChanged 1 SP:Iteration 11Q (11902.270000 sec): 3 clusters Score: Raw -128248.637429 + Penalty 3298.538408 = -124950.099021 nChanged 2 SP:Iteration 12Q (11902.270000 sec): 3 clusters Score: Raw -128252.049793 + Penalty 3298.538408 = -124953.511385 nChanged 2 SP:Iteration 13Q (11902.270000 sec): 3 clusters Score: Raw -128255.387242 + Penalty 3298.538408 = -124956.848834 nChanged 3 SP:Iteration 14Q (11902.280000 sec): 3 clusters Score: Raw -128258.868227 + Penalty 3298.538408 = -124960.329819 nChanged 0 SP:Iteration 15F (11902.280000 sec): 3 clusters Score: Raw -128258.868227 + Penalty 3298.538408 = -124960.329819 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.290000 sec): 2 clusters Score: Raw -49243.985131 + Penalty 1482.135026 = -47761.850106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.290000 sec): 3 clusters Score: Raw -49443.745015 + Penalty 2964.270051 = -46479.474964 nChanged 82 SP:Iteration 1F (11902.290000 sec): 3 clusters Score: Raw -49701.199159 + Penalty 2964.270051 = -46736.929108 nChanged 48 SP:Iteration 2F (11902.290000 sec): 3 clusters Score: Raw -49957.871715 + Penalty 2964.270051 = -46993.601664 nChanged 37 SP:Iteration 3F (11902.290000 sec): 3 clusters Score: Raw -50173.846447 + Penalty 2964.270051 = -47209.576396 nChanged 14 SP:Iteration 4Q (11902.300000 sec): 3 clusters Score: Raw -50365.310438 + Penalty 2964.270051 = -47401.040387 nChanged 13 SP:Iteration 5Q (11902.300000 sec): 3 clusters Score: Raw -50514.481807 + Penalty 2964.270051 = -47550.211756 nChanged 9 SP:Iteration 6Q (11902.300000 sec): 3 clusters Score: Raw -50592.197471 + Penalty 2964.270051 = -47627.927420 nChanged 6 SP:Iteration 7Q (11902.300000 sec): 3 clusters Score: Raw -50647.841365 + Penalty 2964.270051 = -47683.571314 nChanged 6 SP:Iteration 8Q (11902.300000 sec): 3 clusters Score: Raw -50721.978801 + Penalty 2964.270051 = -47757.708750 nChanged 9 SP:Iteration 9Q (11902.300000 sec): 3 clusters Score: Raw -50846.466209 + Penalty 2964.270051 = -47882.196158 nChanged 6 SP:Iteration 10Q (11902.300000 sec): 3 clusters Score: Raw -50914.339697 + Penalty 2964.270051 = -47950.069646 nChanged 9 SP:Iteration 11Q (11902.300000 sec): 3 clusters Score: Raw -50990.753961 + Penalty 2964.270051 = -48026.483910 nChanged 5 SP:Iteration 12Q (11902.300000 sec): 3 clusters Score: Raw -51029.464483 + Penalty 2964.270051 = -48065.194432 nChanged 5 SP:Iteration 13Q (11902.300000 sec): 3 clusters Score: Raw -51156.159806 + Penalty 2964.270051 = -48191.889755 nChanged 12 SP:Iteration 14Q (11902.310000 sec): 3 clusters Score: Raw -51346.716498 + Penalty 2964.270051 = -48382.446447 nChanged 11 SP:Iteration 15Q (11902.310000 sec): 3 clusters Score: Raw -51522.716775 + Penalty 2964.270051 = -48558.446724 nChanged 8 SP:Iteration 16Q (11902.310000 sec): 3 clusters Score: Raw -51652.945151 + Penalty 2964.270051 = -48688.675100 nChanged 6 SP:Iteration 17Q (11902.310000 sec): 3 clusters Score: Raw -51751.559588 + Penalty 2964.270051 = -48787.289537 nChanged 5 SP:Iteration 18Q (11902.310000 sec): 3 clusters Score: Raw -51830.071708 + Penalty 2964.270051 = -48865.801657 nChanged 4 SP:Iteration 19Q (11902.310000 sec): 3 clusters Score: Raw -51877.772851 + Penalty 2964.270051 = -48913.502800 nChanged 3 SP:Iteration 20F (11902.320000 sec): 3 clusters Score: Raw -51944.480825 + Penalty 2964.270051 = -48980.210774 nChanged 1 SP:Iteration 21Q (11902.320000 sec): 3 clusters Score: Raw -51952.502248 + Penalty 2964.270051 = -48988.232197 nChanged 0 SP:Iteration 22F (11902.320000 sec): 3 clusters Score: Raw -51952.502248 + Penalty 2964.270051 = -48988.232197 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.330000 sec): 2 clusters Score: Raw -20881.013425 + Penalty 1385.637667 = -19495.375758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.330000 sec): 3 clusters Score: Raw -21180.840019 + Penalty 2771.275335 = -18409.564685 nChanged 41 SP:Iteration 1F (11902.330000 sec): 3 clusters Score: Raw -21340.665119 + Penalty 2771.275335 = -18569.389785 nChanged 16 SP:Iteration 2F (11902.340000 sec): 3 clusters Score: Raw -21412.991905 + Penalty 2771.275335 = -18641.716571 nChanged 7 SP:Iteration 3Q (11902.340000 sec): 3 clusters Score: Raw -21470.597916 + Penalty 2771.275335 = -18699.322582 nChanged 8 SP:Iteration 4Q (11902.340000 sec): 3 clusters Score: Raw -21515.388658 + Penalty 2771.275335 = -18744.113324 nChanged 6 SP:Iteration 5Q (11902.340000 sec): 3 clusters Score: Raw -21541.072084 + Penalty 2771.275335 = -18769.796750 nChanged 3 SP:Iteration 6Q (11902.340000 sec): 3 clusters Score: Raw -21562.421416 + Penalty 2771.275335 = -18791.146082 nChanged 2 SP:Iteration 7Q (11902.340000 sec): 3 clusters Score: Raw -21570.385781 + Penalty 2771.275335 = -18799.110447 nChanged 1 SP:Iteration 8Q (11902.340000 sec): 3 clusters Score: Raw -21571.179814 + Penalty 2771.275335 = -18799.904479 nChanged 0 SP:Iteration 9F (11902.340000 sec): 3 clusters Score: Raw -21571.179814 + Penalty 2771.275335 = -18799.904479 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.350000 sec): 2 clusters Score: Raw -43713.114733 + Penalty 1419.449105 = -42293.665628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.350000 sec): 3 clusters Score: Raw -43907.783778 + Penalty 2838.898211 = -41068.885567 nChanged 54 SP:Iteration 1F (11902.350000 sec): 3 clusters Score: Raw -44102.739545 + Penalty 2838.898211 = -41263.841334 nChanged 20 SP:Iteration 2F (11902.350000 sec): 3 clusters Score: Raw -44163.265670 + Penalty 2838.898211 = -41324.367459 nChanged 7 SP:Iteration 3Q (11902.350000 sec): 3 clusters Score: Raw -44184.583805 + Penalty 2838.898211 = -41345.685595 nChanged 4 SP:Iteration 4Q (11902.360000 sec): 3 clusters Score: Raw -44195.281026 + Penalty 2838.898211 = -41356.382816 nChanged 3 SP:Iteration 5Q (11902.360000 sec): 3 clusters Score: Raw -44200.636923 + Penalty 2838.898211 = -41361.738713 nChanged 0 SP:Iteration 6F (11902.360000 sec): 3 clusters Score: Raw -44200.636923 + Penalty 2838.898211 = -41361.738713 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.360000 sec): 2 clusters Score: Raw -76872.972843 + Penalty 1532.130140 = -75340.842703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.360000 sec): 3 clusters Score: Raw -76945.899698 + Penalty 3064.260281 = -73881.639417 nChanged 93 SP:Iteration 1F (11902.370000 sec): 3 clusters Score: Raw -77114.943621 + Penalty 3064.260281 = -74050.683340 nChanged 28 SP:Iteration 2F (11902.370000 sec): 3 clusters Score: Raw -77174.833464 + Penalty 3064.260281 = -74110.573183 nChanged 15 SP:Iteration 3Q (11902.370000 sec): 3 clusters Score: Raw -77200.461927 + Penalty 3064.260281 = -74136.201646 nChanged 10 SP:Iteration 4Q (11902.370000 sec): 3 clusters Score: Raw -77241.897511 + Penalty 3064.260281 = -74177.637230 nChanged 6 SP:Iteration 5Q (11902.380000 sec): 3 clusters Score: Raw -77251.834625 + Penalty 3064.260281 = -74187.574345 nChanged 3 SP:Iteration 6Q (11902.380000 sec): 3 clusters Score: Raw -77258.528926 + Penalty 3064.260281 = -74194.268645 nChanged 2 SP:Iteration 7Q (11902.380000 sec): 3 clusters Score: Raw -77260.939271 + Penalty 3064.260281 = -74196.678990 nChanged 2 SP:Iteration 8Q (11902.380000 sec): 3 clusters Score: Raw -77263.023964 + Penalty 3064.260281 = -74198.763684 nChanged 3 SP:Iteration 9Q (11902.380000 sec): 3 clusters Score: Raw -77268.918101 + Penalty 3064.260281 = -74204.657821 nChanged 4 SP:Iteration 10Q (11902.380000 sec): 3 clusters Score: Raw -77293.024182 + Penalty 3064.260281 = -74228.763902 nChanged 9 SP:Iteration 11Q (11902.380000 sec): 3 clusters Score: Raw -77322.209565 + Penalty 3064.260281 = -74257.949285 nChanged 6 SP:Iteration 12Q (11902.390000 sec): 3 clusters Score: Raw -77330.987840 + Penalty 3064.260281 = -74266.727560 nChanged 6 SP:Iteration 13Q (11902.390000 sec): 3 clusters Score: Raw -77340.373674 + Penalty 3064.260281 = -74276.113394 nChanged 4 SP:Iteration 14Q (11902.390000 sec): 3 clusters Score: Raw -77353.760801 + Penalty 3064.260281 = -74289.500521 nChanged 2 SP:Iteration 15Q (11902.390000 sec): 3 clusters Score: Raw -77357.943350 + Penalty 3064.260281 = -74293.683070 nChanged 2 SP:Iteration 16Q (11902.400000 sec): 3 clusters Score: Raw -77364.888882 + Penalty 3064.260281 = -74300.628601 nChanged 5 SP:Iteration 17Q (11902.400000 sec): 3 clusters Score: Raw -77371.821350 + Penalty 3064.260281 = -74307.561069 nChanged 1 SP:Iteration 18Q (11902.400000 sec): 3 clusters Score: Raw -77373.201959 + Penalty 3064.260281 = -74308.941678 nChanged 1 SP:Iteration 19Q (11902.400000 sec): 3 clusters Score: Raw -77377.932674 + Penalty 3064.260281 = -74313.672393 nChanged 1 SP:Iteration 20F (11902.400000 sec): 3 clusters Score: Raw -77380.906743 + Penalty 3064.260281 = -74316.646463 nChanged 1 SP:Iteration 21Q (11902.400000 sec): 3 clusters Score: Raw -77382.697196 + Penalty 3064.260281 = -74318.436915 nChanged 0 SP:Iteration 22F (11902.400000 sec): 3 clusters Score: Raw -77382.697196 + Penalty 3064.260281 = -74318.436915 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.410000 sec): 2 clusters Score: Raw -42033.180762 + Penalty 1444.848027 = -40588.332736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.410000 sec): 3 clusters Score: Raw -42482.898957 + Penalty 2889.696053 = -39593.202904 nChanged 90 SP:Iteration 1F (11902.420000 sec): 3 clusters Score: Raw -42741.209113 + Penalty 2889.696053 = -39851.513060 nChanged 16 SP:Iteration 2Q (11902.420000 sec): 3 clusters Score: Raw -42814.878308 + Penalty 2889.696053 = -39925.182254 nChanged 9 SP:Iteration 3Q (11902.420000 sec): 3 clusters Score: Raw -42858.217617 + Penalty 2889.696053 = -39968.521563 nChanged 3 SP:Iteration 4Q (11902.420000 sec): 3 clusters Score: Raw -42889.637665 + Penalty 2889.696053 = -39999.941612 nChanged 4 SP:Iteration 5Q (11902.420000 sec): 3 clusters Score: Raw -42917.805951 + Penalty 2889.696053 = -40028.109898 nChanged 9 SP:Iteration 6Q (11902.420000 sec): 3 clusters Score: Raw -42935.936463 + Penalty 2889.696053 = -40046.240409 nChanged 6 SP:Iteration 7Q (11902.420000 sec): 3 clusters Score: Raw -42946.732853 + Penalty 2889.696053 = -40057.036800 nChanged 4 SP:Iteration 8Q (11902.420000 sec): 3 clusters Score: Raw -42985.654719 + Penalty 2889.696053 = -40095.958666 nChanged 8 SP:Iteration 9Q (11902.420000 sec): 3 clusters Score: Raw -42997.410697 + Penalty 2889.696053 = -40107.714644 nChanged 10 SP:Iteration 10Q (11902.430000 sec): 3 clusters Score: Raw -43015.477939 + Penalty 2889.696053 = -40125.781886 nChanged 12 SP:Iteration 11Q (11902.430000 sec): 3 clusters Score: Raw -43039.565588 + Penalty 2889.696053 = -40149.869535 nChanged 14 SP:Iteration 12Q (11902.430000 sec): 3 clusters Score: Raw -43072.702298 + Penalty 2889.696053 = -40183.006245 nChanged 18 SP:Iteration 13F (11902.430000 sec): 3 clusters Score: Raw -43133.439827 + Penalty 2889.696053 = -40243.743774 nChanged 21 SP:Iteration 14F (11902.430000 sec): 3 clusters Score: Raw -43197.669443 + Penalty 2889.696053 = -40307.973390 nChanged 9 SP:Iteration 15Q (11902.430000 sec): 3 clusters Score: Raw -43232.122737 + Penalty 2889.696053 = -40342.426684 nChanged 5 SP:Iteration 16Q (11902.430000 sec): 3 clusters Score: Raw -43243.800171 + Penalty 2889.696053 = -40354.104118 nChanged 3 SP:Iteration 17Q (11902.440000 sec): 3 clusters Score: Raw -43253.529867 + Penalty 2889.696053 = -40363.833814 nChanged 0 SP:Iteration 18F (11902.440000 sec): 3 clusters Score: Raw -43253.529867 + Penalty 2889.696053 = -40363.833814 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (11902.440000 sec): 2 clusters Score: Raw -32880.899130 + Penalty 1328.433396 = -31552.465734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (11902.440000 sec): 3 clusters Score: Raw -33091.277127 + Penalty 2656.866792 = -30434.410335 nChanged 22 SP:Iteration 1F (11902.440000 sec): 3 clusters Score: Raw -33209.248918 + Penalty 2656.866792 = -30552.382126 nChanged 4 SP:Iteration 2Q (11902.440000 sec): 3 clusters Score: Raw -33228.288908 + Penalty 2656.866792 = -30571.422116 nChanged 1 SP:Iteration 3Q (11902.440000 sec): 3 clusters Score: Raw -33234.784587 + Penalty 2656.866792 = -30577.917794 nChanged 1 SP:Iteration 4Q (11902.450000 sec): 3 clusters Score: Raw -33247.057726 + Penalty 2656.866792 = -30590.190934 nChanged 1 SP:Iteration 5Q (11902.450000 sec): 3 clusters Score: Raw -33249.439984 + Penalty 2656.866792 = -30592.573192 nChanged 0 SP:Iteration 6F (11902.450000 sec): 3 clusters Score: Raw -33249.439984 + Penalty 2656.866792 = -30592.573192 nChanged 0 Deleting Class 60 (209 points): Lose 3386.839450 but Gain 3620.129790 Iteration 219Q (11933.970000 sec): 60 clusters Score: Raw -378590573.664352 + Penalty 213587.657589 = -378376986.006763 nChanged 406 Iteration 220F (12117.260000 sec): 60 clusters Score: Raw -378596407.500472 + Penalty 213587.657589 = -378382819.842883 nChanged 313 Iteration 221Q (12148.250000 sec): 60 clusters Score: Raw -378608627.318001 + Penalty 213587.657589 = -378395039.660412 nChanged 234 Iteration 222Q (12179.260000 sec): 60 clusters Score: Raw -378609502.488305 + Penalty 213587.657589 = -378395914.830716 nChanged 178 Iteration 223Q (12210.270000 sec): 60 clusters Score: Raw -378609789.431410 + Penalty 213587.657589 = -378396201.773820 nChanged 168 Iteration 224Q (12241.250000 sec): 60 clusters Score: Raw -378609893.964655 + Penalty 213587.657589 = -378396306.307065 nChanged 142 Iteration 225Q (12272.250000 sec): 60 clusters Score: Raw -378609997.201945 + Penalty 213587.657589 = -378396409.544356 nChanged 119 Iteration 226Q (12303.230000 sec): 60 clusters Score: Raw -378610085.701791 + Penalty 213587.657589 = -378396498.044202 nChanged 145 Iteration 227Q (12334.240000 sec): 60 clusters Score: Raw -378610160.758246 + Penalty 213587.657589 = -378396573.100656 nChanged 141 Iteration 228Q (12365.250000 sec): 60 clusters Score: Raw -378610183.105839 + Penalty 213587.657589 = -378396595.448249 nChanged 170 Iteration 229Q (12396.450000 sec): 60 clusters Score: Raw -378610214.193522 + Penalty 213587.657589 = -378396626.535933 nChanged 157 Iteration 230Q (12427.730000 sec): 60 clusters Score: Raw -378610228.626375 + Penalty 213587.657589 = -378396640.968786 nChanged 155 Iteration 231Q (12458.910000 sec): 60 clusters Score: Raw -378610235.063456 + Penalty 213587.657589 = -378396647.405867 nChanged 144 Iteration 232Q (12490.070000 sec): 60 clusters Score: Raw -378610238.052560 + Penalty 213587.657589 = -378396650.394971 nChanged 141 Iteration 233Q (12521.240000 sec): 60 clusters Score: Raw -378610240.507346 + Penalty 213587.657589 = -378396652.849757 nChanged 136 Iteration 234Q (12552.390000 sec): 60 clusters Score: Raw -378610242.923229 + Penalty 213587.657589 = -378396655.265639 nChanged 145 Iteration 235Q (12583.560000 sec): 60 clusters Score: Raw -378610245.478107 + Penalty 213587.657589 = -378396657.820518 nChanged 135 Iteration 236Q (12614.730000 sec): 60 clusters Score: Raw -378610247.216447 + Penalty 213587.657589 = -378396659.558858 nChanged 145 Iteration 237Q (12645.780000 sec): 60 clusters Score: Raw -378610249.862103 + Penalty 213587.657589 = -378396662.204514 nChanged 142 Iteration 238Q (12676.970000 sec): 60 clusters Score: Raw -378610252.328267 + Penalty 213587.657589 = -378396664.670677 nChanged 132 Iteration 239Q (12708.280000 sec): 60 clusters Score: Raw -378610254.127037 + Penalty 213587.657589 = -378396666.469448 nChanged 112 Iteration 240F (12891.860000 sec): 60 clusters Score: Raw -378631321.824518 + Penalty 213587.657589 = -378417734.166929 nChanged 302 Iteration 241Q (12923.130000 sec): 60 clusters Score: Raw -378632800.048658 + Penalty 213587.657589 = -378419212.391069 nChanged 125 Iteration 242Q (12954.360000 sec): 60 clusters Score: Raw -378632852.850188 + Penalty 213587.657589 = -378419265.192599 nChanged 128 Iteration 243Q (12985.730000 sec): 60 clusters Score: Raw -378632857.681870 + Penalty 213587.657589 = -378419270.024281 nChanged 134 Iteration 244Q (13017.000000 sec): 60 clusters Score: Raw -378632863.232649 + Penalty 213587.657589 = -378419275.575060 nChanged 110 Iteration 245Q (13048.220000 sec): 60 clusters Score: Raw -378632864.451479 + Penalty 213587.657589 = -378419276.793890 nChanged 116 Iteration 246Q (13079.460000 sec): 60 clusters Score: Raw -378632865.654086 + Penalty 213587.657589 = -378419277.996496 nChanged 118 Iteration 247Q (13110.710000 sec): 60 clusters Score: Raw -378632867.362128 + Penalty 213587.657589 = -378419279.704538 nChanged 128 Iteration 248Q (13141.960000 sec): 60 clusters Score: Raw -378632869.573825 + Penalty 213587.657589 = -378419281.916236 nChanged 134 Iteration 249Q (13173.210000 sec): 60 clusters Score: Raw -378632872.449936 + Penalty 213587.657589 = -378419284.792347 nChanged 147 Iteration 250Q (13204.440000 sec): 60 clusters Score: Raw -378632875.954982 + Penalty 213587.657589 = -378419288.297392 nChanged 165 Iteration 251Q (13235.700000 sec): 60 clusters Score: Raw -378632881.464682 + Penalty 213587.657589 = -378419293.807092 nChanged 164 Iteration 252Q (13266.940000 sec): 60 clusters Score: Raw -378632885.310734 + Penalty 213587.657589 = -378419297.653145 nChanged 182 Iteration 253Q (13298.190000 sec): 60 clusters Score: Raw -378632890.037679 + Penalty 213587.657589 = -378419302.380090 nChanged 196 Iteration 254Q (13329.450000 sec): 60 clusters Score: Raw -378632893.097518 + Penalty 213587.657589 = -378419305.439928 nChanged 199 Iteration 255Q (13360.610000 sec): 60 clusters Score: Raw -378632897.201972 + Penalty 213587.657589 = -378419309.544383 nChanged 205 Iteration 256Q (13391.770000 sec): 60 clusters Score: Raw -378632900.140274 + Penalty 213587.657589 = -378419312.482685 nChanged 207 Iteration 257Q (13422.920000 sec): 60 clusters Score: Raw -378632902.932021 + Penalty 213587.657589 = -378419315.274432 nChanged 194 Iteration 258Q (13454.070000 sec): 60 clusters Score: Raw -378632905.091376 + Penalty 213587.657589 = -378419317.433786 nChanged 207 Writing temp clu file Because OldScore, -378419315.274432, is greater than current (better) Score,-378419317.433786 Compute initial score before splitting: Score: Raw -378632905.091376 + Penalty 213587.657589 = -378419317.433786 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13454.460000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13454.460000 sec): 3 clusters Score: Raw -81479.499563 + Penalty 3104.752406 = -78374.747157 nChanged 82 SP:Iteration 1F (13454.460000 sec): 3 clusters Score: Raw -81633.230108 + Penalty 3104.752406 = -78528.477701 nChanged 27 SP:Iteration 2F (13454.470000 sec): 3 clusters Score: Raw -81688.616457 + Penalty 3104.752406 = -78583.864051 nChanged 15 SP:Iteration 3Q (13454.470000 sec): 3 clusters Score: Raw -81723.277193 + Penalty 3104.752406 = -78618.524787 nChanged 5 SP:Iteration 4Q (13454.470000 sec): 3 clusters Score: Raw -81736.721592 + Penalty 3104.752406 = -78631.969186 nChanged 9 SP:Iteration 5Q (13454.470000 sec): 3 clusters Score: Raw -81756.807430 + Penalty 3104.752406 = -78652.055024 nChanged 2 SP:Iteration 6Q (13454.470000 sec): 3 clusters Score: Raw -81761.973336 + Penalty 3104.752406 = -78657.220929 nChanged 2 SP:Iteration 7Q (13454.470000 sec): 3 clusters Score: Raw -81769.821834 + Penalty 3104.752406 = -78665.069427 nChanged 4 SP:Iteration 8Q (13454.480000 sec): 3 clusters Score: Raw -81777.004713 + Penalty 3104.752406 = -78672.252307 nChanged 1 SP:Iteration 9Q (13454.480000 sec): 3 clusters Score: Raw -81778.759538 + Penalty 3104.752406 = -78674.007132 nChanged 0 SP:Iteration 10F (13454.480000 sec): 3 clusters Score: Raw -81778.759538 + Penalty 3104.752406 = -78674.007132 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13454.490000 sec): 2 clusters Score: Raw -66646.562139 + Penalty 1507.255276 = -65139.306863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13454.490000 sec): 3 clusters Score: Raw -66729.496036 + Penalty 3014.510553 = -63714.985484 nChanged 82 SP:Iteration 1F (13454.490000 sec): 3 clusters Score: Raw -66927.924972 + Penalty 3014.510553 = -63913.414419 nChanged 22 SP:Iteration 2F (13454.490000 sec): 3 clusters Score: Raw -66998.834830 + Penalty 3014.510553 = -63984.324277 nChanged 15 SP:Iteration 3Q (13454.490000 sec): 3 clusters Score: Raw -67054.052929 + Penalty 3014.510553 = -64039.542376 nChanged 6 SP:Iteration 4Q (13454.490000 sec): 3 clusters Score: Raw -67084.162065 + Penalty 3014.510553 = -64069.651512 nChanged 12 SP:Iteration 5Q (13454.500000 sec): 3 clusters Score: Raw -67155.916955 + Penalty 3014.510553 = -64141.406402 nChanged 9 SP:Iteration 6Q (13454.500000 sec): 3 clusters Score: Raw -67263.563947 + Penalty 3014.510553 = -64249.053394 nChanged 11 SP:Iteration 7Q (13454.500000 sec): 3 clusters Score: Raw -67342.839769 + Penalty 3014.510553 = -64328.329216 nChanged 10 SP:Iteration 8Q (13454.500000 sec): 3 clusters Score: Raw -67375.922704 + Penalty 3014.510553 = -64361.412151 nChanged 10 SP:Iteration 9Q (13454.500000 sec): 3 clusters Score: Raw -67410.322856 + Penalty 3014.510553 = -64395.812303 nChanged 7 SP:Iteration 10Q (13454.510000 sec): 3 clusters Score: Raw -67428.550081 + Penalty 3014.510553 = -64414.039528 nChanged 2 SP:Iteration 11Q (13454.510000 sec): 3 clusters Score: Raw -67433.731540 + Penalty 3014.510553 = -64419.220987 nChanged 1 SP:Iteration 12Q (13454.510000 sec): 3 clusters Score: Raw -67436.559898 + Penalty 3014.510553 = -64422.049345 nChanged 1 SP:Iteration 13Q (13454.510000 sec): 3 clusters Score: Raw -67443.605790 + Penalty 3014.510553 = -64429.095238 nChanged 0 SP:Iteration 14F (13454.510000 sec): 3 clusters Score: Raw -67443.605790 + Penalty 3014.510553 = -64429.095238 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (216579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13455.360000 sec): 2 clusters Score: Raw -40291389.727720 + Penalty 3046.856243 = -40288342.871477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13456.280000 sec): 3 clusters Score: Raw -40149046.803021 + Penalty 6093.712485 = -40142953.090536 nChanged 104294 SP:Iteration 1F (13457.200000 sec): 3 clusters Score: Raw -40210560.990776 + Penalty 6093.712485 = -40204467.278290 nChanged 6155 SP:Iteration 2Q (13458.150000 sec): 3 clusters Score: Raw -40212014.788160 + Penalty 6093.712485 = -40205921.075675 nChanged 7438 SP:Iteration 3Q (13459.100000 sec): 3 clusters Score: Raw -40214369.027745 + Penalty 6093.712485 = -40208275.315259 nChanged 9811 SP:Iteration 4Q (13460.040000 sec): 3 clusters Score: Raw -40218705.084494 + Penalty 6093.712485 = -40212611.372008 nChanged 13852 SP:Iteration 5F (13460.960000 sec): 3 clusters Score: Raw -40227049.468702 + Penalty 6093.712485 = -40220955.756217 nChanged 18272 SP:Iteration 6F (13461.880000 sec): 3 clusters Score: Raw -40241732.650093 + Penalty 6093.712485 = -40235638.937608 nChanged 20617 SP:Iteration 7F (13462.800000 sec): 3 clusters Score: Raw -40261861.121926 + Penalty 6093.712485 = -40255767.409441 nChanged 17003 SP:Iteration 8F (13463.700000 sec): 3 clusters Score: Raw -40279589.930225 + Penalty 6093.712485 = -40273496.217740 nChanged 8604 SP:Iteration 9Q (13464.580000 sec): 3 clusters Score: Raw -40288222.818774 + Penalty 6093.712485 = -40282129.106288 nChanged 2687 SP:Iteration 10Q (13465.330000 sec): 3 clusters Score: Raw -40290732.009631 + Penalty 6093.712485 = -40284638.297146 nChanged 611 SP:Iteration 11Q (13466.020000 sec): 3 clusters Score: Raw -40291345.329669 + Penalty 6093.712485 = -40285251.617183 nChanged 166 SP:Iteration 12Q (13466.680000 sec): 3 clusters Score: Raw -40291548.521815 + Penalty 6093.712485 = -40285454.809330 nChanged 57 SP:Iteration 13Q (13467.330000 sec): 3 clusters Score: Raw -40291625.358966 + Penalty 6093.712485 = -40285531.646481 nChanged 34 SP:Iteration 14Q (13467.980000 sec): 3 clusters Score: Raw -40291668.528792 + Penalty 6093.712485 = -40285574.816307 nChanged 23 SP:Iteration 15Q (13468.630000 sec): 3 clusters Score: Raw -40291697.319019 + Penalty 6093.712485 = -40285603.606533 nChanged 14 SP:Iteration 16Q (13469.280000 sec): 3 clusters Score: Raw -40291716.438239 + Penalty 6093.712485 = -40285622.725754 nChanged 12 SP:Iteration 17Q (13469.920000 sec): 3 clusters Score: Raw -40291731.496486 + Penalty 6093.712485 = -40285637.784001 nChanged 9 SP:Iteration 18Q (13470.570000 sec): 3 clusters Score: Raw -40291743.623530 + Penalty 6093.712485 = -40285649.911044 nChanged 7 SP:Iteration 19Q (13471.220000 sec): 3 clusters Score: Raw -40291752.775504 + Penalty 6093.712485 = -40285659.063019 nChanged 8 SP:Iteration 20F (13472.120000 sec): 3 clusters Score: Raw -40291763.096294 + Penalty 6093.712485 = -40285669.383808 nChanged 4 SP:Iteration 21Q (13472.760000 sec): 3 clusters Score: Raw -40291768.077371 + Penalty 6093.712485 = -40285674.364886 nChanged 5 SP:Iteration 22Q (13473.410000 sec): 3 clusters Score: Raw -40291776.376345 + Penalty 6093.712485 = -40285682.663860 nChanged 7 SP:Iteration 23Q (13474.060000 sec): 3 clusters Score: Raw -40291786.790653 + Penalty 6093.712485 = -40285693.078168 nChanged 4 SP:Iteration 24Q (13474.700000 sec): 3 clusters Score: Raw -40291790.533859 + Penalty 6093.712485 = -40285696.821373 nChanged 0 SP:Iteration 25F (13475.600000 sec): 3 clusters Score: Raw -40291790.533859 + Penalty 6093.712485 = -40285696.821373 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13475.720000 sec): 2 clusters Score: Raw -400234.109212 + Penalty 1912.686071 = -398321.423141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13475.730000 sec): 3 clusters Score: Raw -399389.861417 + Penalty 3825.372142 = -395564.489276 nChanged 716 SP:Iteration 1F (13475.740000 sec): 3 clusters Score: Raw -399883.587763 + Penalty 3825.372142 = -396058.215621 nChanged 152 SP:Iteration 2F (13475.750000 sec): 3 clusters Score: Raw -400014.154288 + Penalty 3825.372142 = -396188.782146 nChanged 104 SP:Iteration 3Q (13475.760000 sec): 3 clusters Score: Raw -400100.926250 + Penalty 3825.372142 = -396275.554108 nChanged 74 SP:Iteration 4Q (13475.770000 sec): 3 clusters Score: Raw -400165.661575 + Penalty 3825.372142 = -396340.289433 nChanged 71 SP:Iteration 5Q (13475.780000 sec): 3 clusters Score: Raw -400258.964205 + Penalty 3825.372142 = -396433.592063 nChanged 71 SP:Iteration 6Q (13475.780000 sec): 3 clusters Score: Raw -400353.783280 + Penalty 3825.372142 = -396528.411138 nChanged 82 SP:Iteration 7Q (13475.800000 sec): 3 clusters Score: Raw -400450.723320 + Penalty 3825.372142 = -396625.351178 nChanged 74 SP:Iteration 8Q (13475.800000 sec): 3 clusters Score: Raw -400556.727688 + Penalty 3825.372142 = -396731.355547 nChanged 74 SP:Iteration 9Q (13475.810000 sec): 3 clusters Score: Raw -400688.411763 + Penalty 3825.372142 = -396863.039621 nChanged 92 SP:Iteration 10Q (13475.820000 sec): 3 clusters Score: Raw -400845.762499 + Penalty 3825.372142 = -397020.390358 nChanged 98 SP:Iteration 11Q (13475.830000 sec): 3 clusters Score: Raw -401005.712576 + Penalty 3825.372142 = -397180.340435 nChanged 114 SP:Iteration 12F (13475.840000 sec): 3 clusters Score: Raw -401152.693278 + Penalty 3825.372142 = -397327.321136 nChanged 98 SP:Iteration 13Q (13475.840000 sec): 3 clusters Score: Raw -401263.444328 + Penalty 3825.372142 = -397438.072186 nChanged 80 SP:Iteration 14Q (13475.850000 sec): 3 clusters Score: Raw -401351.557195 + Penalty 3825.372142 = -397526.185053 nChanged 67 SP:Iteration 15Q (13475.860000 sec): 3 clusters Score: Raw -401421.939404 + Penalty 3825.372142 = -397596.567263 nChanged 49 SP:Iteration 16Q (13475.870000 sec): 3 clusters Score: Raw -401466.170526 + Penalty 3825.372142 = -397640.798384 nChanged 33 SP:Iteration 17Q (13475.880000 sec): 3 clusters Score: Raw -401487.847592 + Penalty 3825.372142 = -397662.475450 nChanged 15 SP:Iteration 18Q (13475.890000 sec): 3 clusters Score: Raw -401500.031725 + Penalty 3825.372142 = -397674.659583 nChanged 13 SP:Iteration 19Q (13475.900000 sec): 3 clusters Score: Raw -401508.367379 + Penalty 3825.372142 = -397682.995237 nChanged 8 SP:Iteration 20F (13475.900000 sec): 3 clusters Score: Raw -401512.803974 + Penalty 3825.372142 = -397687.431832 nChanged 5 SP:Iteration 21Q (13475.910000 sec): 3 clusters Score: Raw -401516.181047 + Penalty 3825.372142 = -397690.808905 nChanged 4 SP:Iteration 22Q (13475.920000 sec): 3 clusters Score: Raw -401519.846058 + Penalty 3825.372142 = -397694.473916 nChanged 2 SP:Iteration 23Q (13475.930000 sec): 3 clusters Score: Raw -401521.276978 + Penalty 3825.372142 = -397695.904836 nChanged 0 SP:Iteration 24F (13475.940000 sec): 3 clusters Score: Raw -401521.276978 + Penalty 3825.372142 = -397695.904836 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13475.940000 sec): 2 clusters Score: Raw -50885.373249 + Penalty 1435.910122 = -49449.463127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13475.940000 sec): 3 clusters Score: Raw -51119.281409 + Penalty 2871.820245 = -48247.461164 nChanged 55 SP:Iteration 1F (13475.940000 sec): 3 clusters Score: Raw -51265.877459 + Penalty 2871.820245 = -48394.057214 nChanged 14 SP:Iteration 2Q (13475.940000 sec): 3 clusters Score: Raw -51322.818706 + Penalty 2871.820245 = -48450.998462 nChanged 8 SP:Iteration 3Q (13475.940000 sec): 3 clusters Score: Raw -51356.372480 + Penalty 2871.820245 = -48484.552236 nChanged 3 SP:Iteration 4Q (13475.940000 sec): 3 clusters Score: Raw -51365.680041 + Penalty 2871.820245 = -48493.859796 nChanged 2 SP:Iteration 5Q (13475.950000 sec): 3 clusters Score: Raw -51369.763330 + Penalty 2871.820245 = -48497.943085 nChanged 1 SP:Iteration 6Q (13475.950000 sec): 3 clusters Score: Raw -51371.468944 + Penalty 2871.820245 = -48499.648699 nChanged 2 SP:Iteration 7Q (13475.950000 sec): 3 clusters Score: Raw -51375.582777 + Penalty 2871.820245 = -48503.762532 nChanged 1 SP:Iteration 8Q (13475.950000 sec): 3 clusters Score: Raw -51378.763127 + Penalty 2871.820245 = -48506.942882 nChanged 1 SP:Iteration 9Q (13475.950000 sec): 3 clusters Score: Raw -51380.485211 + Penalty 2871.820245 = -48508.664967 nChanged 0 SP:Iteration 10F (13475.950000 sec): 3 clusters Score: Raw -51380.485211 + Penalty 2871.820245 = -48508.664967 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13475.980000 sec): 2 clusters Score: Raw -952771.921188 + Penalty 2145.019836 = -950626.901352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13476.000000 sec): 3 clusters Score: Raw -949934.658517 + Penalty 4290.039672 = -945644.618846 nChanged 2224 SP:Iteration 1F (13476.020000 sec): 3 clusters Score: Raw -951171.939735 + Penalty 4290.039672 = -946881.900063 nChanged 433 SP:Iteration 2F (13476.050000 sec): 3 clusters Score: Raw -951421.562400 + Penalty 4290.039672 = -947131.522729 nChanged 290 SP:Iteration 3F (13476.070000 sec): 3 clusters Score: Raw -951587.042869 + Penalty 4290.039672 = -947297.003198 nChanged 243 SP:Iteration 4Q (13476.090000 sec): 3 clusters Score: Raw -951740.351178 + Penalty 4290.039672 = -947450.311507 nChanged 212 SP:Iteration 5Q (13476.110000 sec): 3 clusters Score: Raw -951877.759586 + Penalty 4290.039672 = -947587.719914 nChanged 201 SP:Iteration 6Q (13476.140000 sec): 3 clusters Score: Raw -952009.633087 + Penalty 4290.039672 = -947719.593415 nChanged 200 SP:Iteration 7Q (13476.160000 sec): 3 clusters Score: Raw -952154.920760 + Penalty 4290.039672 = -947864.881089 nChanged 202 SP:Iteration 8Q (13476.180000 sec): 3 clusters Score: Raw -952286.845013 + Penalty 4290.039672 = -947996.805341 nChanged 198 SP:Iteration 9Q (13476.200000 sec): 3 clusters Score: Raw -952397.529795 + Penalty 4290.039672 = -948107.490123 nChanged 168 SP:Iteration 10Q (13476.220000 sec): 3 clusters Score: Raw -952489.635622 + Penalty 4290.039672 = -948199.595950 nChanged 146 SP:Iteration 11Q (13476.250000 sec): 3 clusters Score: Raw -952564.263793 + Penalty 4290.039672 = -948274.224121 nChanged 137 SP:Iteration 12Q (13476.270000 sec): 3 clusters Score: Raw -952635.244425 + Penalty 4290.039672 = -948345.204753 nChanged 133 SP:Iteration 13Q (13476.290000 sec): 3 clusters Score: Raw -952702.922889 + Penalty 4290.039672 = -948412.883217 nChanged 116 SP:Iteration 14Q (13476.310000 sec): 3 clusters Score: Raw -952759.205462 + Penalty 4290.039672 = -948469.165791 nChanged 113 SP:Iteration 15Q (13476.330000 sec): 3 clusters Score: Raw -952818.917790 + Penalty 4290.039672 = -948528.878119 nChanged 105 SP:Iteration 16Q (13476.360000 sec): 3 clusters Score: Raw -952865.531684 + Penalty 4290.039672 = -948575.492012 nChanged 97 SP:Iteration 17Q (13476.380000 sec): 3 clusters Score: Raw -952914.497753 + Penalty 4290.039672 = -948624.458081 nChanged 97 SP:Iteration 18Q (13476.400000 sec): 3 clusters Score: Raw -952969.130280 + Penalty 4290.039672 = -948679.090608 nChanged 101 SP:Iteration 19Q (13476.420000 sec): 3 clusters Score: Raw -953021.221008 + Penalty 4290.039672 = -948731.181336 nChanged 101 SP:Iteration 20F (13476.440000 sec): 3 clusters Score: Raw -953074.953414 + Penalty 4290.039672 = -948784.913742 nChanged 91 SP:Iteration 21Q (13476.460000 sec): 3 clusters Score: Raw -953122.718006 + Penalty 4290.039672 = -948832.678335 nChanged 92 SP:Iteration 22Q (13476.480000 sec): 3 clusters Score: Raw -953164.011313 + Penalty 4290.039672 = -948873.971642 nChanged 79 SP:Iteration 23Q (13476.510000 sec): 3 clusters Score: Raw -953197.614562 + Penalty 4290.039672 = -948907.574890 nChanged 65 SP:Iteration 24Q (13476.530000 sec): 3 clusters Score: Raw -953230.093532 + Penalty 4290.039672 = -948940.053860 nChanged 66 SP:Iteration 25Q (13476.550000 sec): 3 clusters Score: Raw -953258.651859 + Penalty 4290.039672 = -948968.612187 nChanged 63 SP:Iteration 26Q (13476.570000 sec): 3 clusters Score: Raw -953284.623174 + Penalty 4290.039672 = -948994.583502 nChanged 59 SP:Iteration 27Q (13476.590000 sec): 3 clusters Score: Raw -953307.439945 + Penalty 4290.039672 = -949017.400273 nChanged 42 SP:Iteration 28Q (13476.610000 sec): 3 clusters Score: Raw -953320.285521 + Penalty 4290.039672 = -949030.245849 nChanged 33 SP:Iteration 29Q (13476.630000 sec): 3 clusters Score: Raw -953330.055910 + Penalty 4290.039672 = -949040.016238 nChanged 24 SP:Iteration 30Q (13476.660000 sec): 3 clusters Score: Raw -953339.113515 + Penalty 4290.039672 = -949049.073843 nChanged 24 SP:Iteration 31Q (13476.680000 sec): 3 clusters Score: Raw -953346.901497 + Penalty 4290.039672 = -949056.861825 nChanged 24 SP:Iteration 32Q (13476.700000 sec): 3 clusters Score: Raw -953355.765658 + Penalty 4290.039672 = -949065.725986 nChanged 24 SP:Iteration 33Q (13476.720000 sec): 3 clusters Score: Raw -953362.830377 + Penalty 4290.039672 = -949072.790705 nChanged 20 SP:Iteration 34Q (13476.740000 sec): 3 clusters Score: Raw -953368.482324 + Penalty 4290.039672 = -949078.442652 nChanged 15 SP:Iteration 35Q (13476.760000 sec): 3 clusters Score: Raw -953372.671220 + Penalty 4290.039672 = -949082.631548 nChanged 14 SP:Iteration 36Q (13476.780000 sec): 3 clusters Score: Raw -953377.628129 + Penalty 4290.039672 = -949087.588458 nChanged 9 SP:Iteration 37Q (13476.800000 sec): 3 clusters Score: Raw -953382.252091 + Penalty 4290.039672 = -949092.212419 nChanged 11 SP:Iteration 38Q (13476.820000 sec): 3 clusters Score: Raw -953386.087436 + Penalty 4290.039672 = -949096.047764 nChanged 10 SP:Iteration 39Q (13476.840000 sec): 3 clusters Score: Raw -953388.334207 + Penalty 4290.039672 = -949098.294536 nChanged 7 SP:Iteration 40F (13476.860000 sec): 3 clusters Score: Raw -953389.480001 + Penalty 4290.039672 = -949099.440329 nChanged 1 SP:Iteration 41Q (13476.890000 sec): 3 clusters Score: Raw -953389.748755 + Penalty 4290.039672 = -949099.709083 nChanged 2 SP:Iteration 42Q (13476.910000 sec): 3 clusters Score: Raw -953390.299064 + Penalty 4290.039672 = -949100.259392 nChanged 3 SP:Iteration 43Q (13476.930000 sec): 3 clusters Score: Raw -953390.997289 + Penalty 4290.039672 = -949100.957618 nChanged 3 SP:Iteration 44Q (13476.950000 sec): 3 clusters Score: Raw -953391.586087 + Penalty 4290.039672 = -949101.546415 nChanged 2 SP:Iteration 45Q (13476.970000 sec): 3 clusters Score: Raw -953391.995092 + Penalty 4290.039672 = -949101.955421 nChanged 2 SP:Iteration 46Q (13476.990000 sec): 3 clusters Score: Raw -953392.255284 + Penalty 4290.039672 = -949102.215612 nChanged 2 SP:Iteration 47Q (13477.010000 sec): 3 clusters Score: Raw -953392.714259 + Penalty 4290.039672 = -949102.674587 nChanged 2 SP:Iteration 48Q (13477.040000 sec): 3 clusters Score: Raw -953393.638653 + Penalty 4290.039672 = -949103.598981 nChanged 6 SP:Iteration 49Q (13477.060000 sec): 3 clusters Score: Raw -953395.306170 + Penalty 4290.039672 = -949105.266498 nChanged 7 SP:Iteration 50Q (13477.080000 sec): 3 clusters Score: Raw -953397.447579 + Penalty 4290.039672 = -949107.407907 nChanged 11 SP:Iteration 51Q (13477.100000 sec): 3 clusters Score: Raw -953401.552251 + Penalty 4290.039672 = -949111.512579 nChanged 9 SP:Iteration 52Q (13477.120000 sec): 3 clusters Score: Raw -953403.544783 + Penalty 4290.039672 = -949113.505111 nChanged 3 SP:Iteration 53Q (13477.140000 sec): 3 clusters Score: Raw -953403.994741 + Penalty 4290.039672 = -949113.955069 nChanged 1 SP:Iteration 54Q (13477.160000 sec): 3 clusters Score: Raw -953404.328857 + Penalty 4290.039672 = -949114.289186 nChanged 3 SP:Iteration 55Q (13477.180000 sec): 3 clusters Score: Raw -953405.374841 + Penalty 4290.039672 = -949115.335170 nChanged 4 SP:Iteration 56Q (13477.200000 sec): 3 clusters Score: Raw -953406.920793 + Penalty 4290.039672 = -949116.881121 nChanged 4 SP:Iteration 57Q (13477.220000 sec): 3 clusters Score: Raw -953408.038356 + Penalty 4290.039672 = -949117.998685 nChanged 8 SP:Iteration 58Q (13477.240000 sec): 3 clusters Score: Raw -953409.692397 + Penalty 4290.039672 = -949119.652725 nChanged 4 SP:Iteration 59Q (13477.260000 sec): 3 clusters Score: Raw -953410.630760 + Penalty 4290.039672 = -949120.591088 nChanged 3 SP:Iteration 60F (13477.290000 sec): 3 clusters Score: Raw -953411.573304 + Penalty 4290.039672 = -949121.533633 nChanged 4 SP:Iteration 61Q (13477.310000 sec): 3 clusters Score: Raw -953412.275667 + Penalty 4290.039672 = -949122.235995 nChanged 0 SP:Iteration 62F (13477.330000 sec): 3 clusters Score: Raw -953412.275667 + Penalty 4290.039672 = -949122.235995 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13477.340000 sec): 2 clusters Score: Raw -10402.273820 + Penalty 1110.379530 = -9291.894290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13477.340000 sec): 3 clusters Score: Raw -10909.553304 + Penalty 2220.759060 = -8688.794244 nChanged 1 SP:Iteration 1Q (13477.340000 sec): 3 clusters Score: Raw -10921.666391 + Penalty 2220.759060 = -8700.907331 nChanged 1 SP:Iteration 2Q (13477.340000 sec): 3 clusters Score: Raw -10930.605606 + Penalty 2220.759060 = -8709.846546 nChanged 0 SP:Iteration 3F (13477.340000 sec): 3 clusters Score: Raw -10930.605606 + Penalty 2220.759060 = -8709.846546 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13477.470000 sec): 2 clusters Score: Raw -5431873.681895 + Penalty 2570.023710 = -5429303.658185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13477.600000 sec): 3 clusters Score: Raw -5412891.525098 + Penalty 5140.047419 = -5407751.477679 nChanged 14293 SP:Iteration 1F (13477.720000 sec): 3 clusters Score: Raw -5420442.840405 + Penalty 5140.047419 = -5415302.792985 nChanged 1380 SP:Iteration 2Q (13477.860000 sec): 3 clusters Score: Raw -5420847.062174 + Penalty 5140.047419 = -5415707.014755 nChanged 1252 SP:Iteration 3Q (13477.990000 sec): 3 clusters Score: Raw -5421227.696921 + Penalty 5140.047419 = -5416087.649502 nChanged 1206 SP:Iteration 4Q (13478.120000 sec): 3 clusters Score: Raw -5421612.116594 + Penalty 5140.047419 = -5416472.069175 nChanged 1198 SP:Iteration 5Q (13478.250000 sec): 3 clusters Score: Raw -5422036.246953 + Penalty 5140.047419 = -5416896.199534 nChanged 1272 SP:Iteration 6Q (13478.370000 sec): 3 clusters Score: Raw -5422538.681016 + Penalty 5140.047419 = -5417398.633597 nChanged 1310 SP:Iteration 7Q (13478.500000 sec): 3 clusters Score: Raw -5423060.168377 + Penalty 5140.047419 = -5417920.120958 nChanged 1276 SP:Iteration 8Q (13478.630000 sec): 3 clusters Score: Raw -5423593.455164 + Penalty 5140.047419 = -5418453.407745 nChanged 1348 SP:Iteration 9Q (13478.760000 sec): 3 clusters Score: Raw -5424166.707370 + Penalty 5140.047419 = -5419026.659951 nChanged 1289 SP:Iteration 10Q (13478.890000 sec): 3 clusters Score: Raw -5424710.179511 + Penalty 5140.047419 = -5419570.132092 nChanged 1267 SP:Iteration 11Q (13479.010000 sec): 3 clusters Score: Raw -5425289.079419 + Penalty 5140.047419 = -5420149.032000 nChanged 1256 SP:Iteration 12Q (13479.140000 sec): 3 clusters Score: Raw -5425901.768117 + Penalty 5140.047419 = -5420761.720698 nChanged 1278 SP:Iteration 13Q (13479.270000 sec): 3 clusters Score: Raw -5426538.541868 + Penalty 5140.047419 = -5421398.494449 nChanged 1214 SP:Iteration 14Q (13479.400000 sec): 3 clusters Score: Raw -5427183.468752 + Penalty 5140.047419 = -5422043.421333 nChanged 1127 SP:Iteration 15Q (13479.530000 sec): 3 clusters Score: Raw -5427772.906574 + Penalty 5140.047419 = -5422632.859155 nChanged 960 SP:Iteration 16Q (13479.650000 sec): 3 clusters Score: Raw -5428191.341395 + Penalty 5140.047419 = -5423051.293975 nChanged 774 SP:Iteration 17Q (13479.770000 sec): 3 clusters Score: Raw -5428445.523570 + Penalty 5140.047419 = -5423305.476151 nChanged 536 SP:Iteration 18Q (13479.900000 sec): 3 clusters Score: Raw -5428579.271939 + Penalty 5140.047419 = -5423439.224520 nChanged 386 SP:Iteration 19Q (13480.020000 sec): 3 clusters Score: Raw -5428663.498227 + Penalty 5140.047419 = -5423523.450808 nChanged 340 SP:Iteration 20F (13480.150000 sec): 3 clusters Score: Raw -5428733.956587 + Penalty 5140.047419 = -5423593.909167 nChanged 264 SP:Iteration 21Q (13480.270000 sec): 3 clusters Score: Raw -5428785.698922 + Penalty 5140.047419 = -5423645.651502 nChanged 250 SP:Iteration 22Q (13480.390000 sec): 3 clusters Score: Raw -5428832.133919 + Penalty 5140.047419 = -5423692.086500 nChanged 229 SP:Iteration 23Q (13480.520000 sec): 3 clusters Score: Raw -5428873.809700 + Penalty 5140.047419 = -5423733.762281 nChanged 247 SP:Iteration 24Q (13480.640000 sec): 3 clusters Score: Raw -5428922.653094 + Penalty 5140.047419 = -5423782.605674 nChanged 220 SP:Iteration 25Q (13480.760000 sec): 3 clusters Score: Raw -5428968.771655 + Penalty 5140.047419 = -5423828.724235 nChanged 231 SP:Iteration 26Q (13480.880000 sec): 3 clusters Score: Raw -5429019.073703 + Penalty 5140.047419 = -5423879.026284 nChanged 230 SP:Iteration 27Q (13481.000000 sec): 3 clusters Score: Raw -5429072.277883 + Penalty 5140.047419 = -5423932.230464 nChanged 246 SP:Iteration 28Q (13481.120000 sec): 3 clusters Score: Raw -5429130.785898 + Penalty 5140.047419 = -5423990.738479 nChanged 243 SP:Iteration 29Q (13481.240000 sec): 3 clusters Score: Raw -5429188.824871 + Penalty 5140.047419 = -5424048.777451 nChanged 243 SP:Iteration 30Q (13481.360000 sec): 3 clusters Score: Raw -5429239.456972 + Penalty 5140.047419 = -5424099.409553 nChanged 238 SP:Iteration 31Q (13481.480000 sec): 3 clusters Score: Raw -5429287.402252 + Penalty 5140.047419 = -5424147.354833 nChanged 230 SP:Iteration 32Q (13481.600000 sec): 3 clusters Score: Raw -5429332.483350 + Penalty 5140.047419 = -5424192.435931 nChanged 192 SP:Iteration 33Q (13481.720000 sec): 3 clusters Score: Raw -5429364.496475 + Penalty 5140.047419 = -5424224.449056 nChanged 184 SP:Iteration 34Q (13481.840000 sec): 3 clusters Score: Raw -5429393.854390 + Penalty 5140.047419 = -5424253.806970 nChanged 193 SP:Iteration 35Q (13481.960000 sec): 3 clusters Score: Raw -5429424.272307 + Penalty 5140.047419 = -5424284.224887 nChanged 175 SP:Iteration 36Q (13482.080000 sec): 3 clusters Score: Raw -5429454.241600 + Penalty 5140.047419 = -5424314.194181 nChanged 209 SP:Iteration 37Q (13482.190000 sec): 3 clusters Score: Raw -5429491.647589 + Penalty 5140.047419 = -5424351.600170 nChanged 204 SP:Iteration 38Q (13482.310000 sec): 3 clusters Score: Raw -5429526.508439 + Penalty 5140.047419 = -5424386.461020 nChanged 219 SP:Iteration 39Q (13482.430000 sec): 3 clusters Score: Raw -5429568.460291 + Penalty 5140.047419 = -5424428.412871 nChanged 235 SP:Iteration 40F (13482.560000 sec): 3 clusters Score: Raw -5429614.379447 + Penalty 5140.047419 = -5424474.332028 nChanged 234 SP:Iteration 41Q (13482.670000 sec): 3 clusters Score: Raw -5429665.371165 + Penalty 5140.047419 = -5424525.323745 nChanged 269 SP:Iteration 42Q (13482.790000 sec): 3 clusters Score: Raw -5429732.695720 + Penalty 5140.047419 = -5424592.648300 nChanged 267 SP:Iteration 43Q (13482.910000 sec): 3 clusters Score: Raw -5429796.170451 + Penalty 5140.047419 = -5424656.123032 nChanged 268 SP:Iteration 44Q (13483.020000 sec): 3 clusters Score: Raw -5429857.665775 + Penalty 5140.047419 = -5424717.618356 nChanged 279 SP:Iteration 45Q (13483.140000 sec): 3 clusters Score: Raw -5429928.777359 + Penalty 5140.047419 = -5424788.729940 nChanged 277 SP:Iteration 46Q (13483.250000 sec): 3 clusters Score: Raw -5429995.440285 + Penalty 5140.047419 = -5424855.392866 nChanged 273 SP:Iteration 47Q (13483.370000 sec): 3 clusters Score: Raw -5430065.103933 + Penalty 5140.047419 = -5424925.056513 nChanged 273 SP:Iteration 48Q (13483.480000 sec): 3 clusters Score: Raw -5430134.924491 + Penalty 5140.047419 = -5424994.877072 nChanged 269 SP:Iteration 49Q (13483.590000 sec): 3 clusters Score: Raw -5430201.497258 + Penalty 5140.047419 = -5425061.449839 nChanged 286 SP:Iteration 50Q (13483.710000 sec): 3 clusters Score: Raw -5430277.920122 + Penalty 5140.047419 = -5425137.872703 nChanged 291 SP:Iteration 51Q (13483.820000 sec): 3 clusters Score: Raw -5430358.897054 + Penalty 5140.047419 = -5425218.849634 nChanged 300 SP:Iteration 52Q (13483.930000 sec): 3 clusters Score: Raw -5430441.895378 + Penalty 5140.047419 = -5425301.847958 nChanged 284 SP:Iteration 53Q (13484.040000 sec): 3 clusters Score: Raw -5430519.589999 + Penalty 5140.047419 = -5425379.542579 nChanged 264 SP:Iteration 54Q (13484.150000 sec): 3 clusters Score: Raw -5430590.627391 + Penalty 5140.047419 = -5425450.579972 nChanged 267 SP:Iteration 55Q (13484.250000 sec): 3 clusters Score: Raw -5430675.080264 + Penalty 5140.047419 = -5425535.032845 nChanged 281 SP:Iteration 56Q (13484.360000 sec): 3 clusters Score: Raw -5430761.960719 + Penalty 5140.047419 = -5425621.913300 nChanged 293 SP:Iteration 57Q (13484.470000 sec): 3 clusters Score: Raw -5430856.083052 + Penalty 5140.047419 = -5425716.035633 nChanged 275 SP:Iteration 58Q (13484.570000 sec): 3 clusters Score: Raw -5430953.103057 + Penalty 5140.047419 = -5425813.055638 nChanged 272 SP:Iteration 59Q (13484.670000 sec): 3 clusters Score: Raw -5431046.308075 + Penalty 5140.047419 = -5425906.260655 nChanged 245 SP:Iteration 60F (13484.800000 sec): 3 clusters Score: Raw -5431129.648648 + Penalty 5140.047419 = -5425989.601228 nChanged 250 SP:Iteration 61Q (13484.900000 sec): 3 clusters Score: Raw -5431225.004200 + Penalty 5140.047419 = -5426084.956781 nChanged 238 SP:Iteration 62Q (13485.010000 sec): 3 clusters Score: Raw -5431323.224283 + Penalty 5140.047419 = -5426183.176864 nChanged 240 SP:Iteration 63Q (13485.110000 sec): 3 clusters Score: Raw -5431432.911649 + Penalty 5140.047419 = -5426292.864229 nChanged 244 SP:Iteration 64Q (13485.210000 sec): 3 clusters Score: Raw -5431548.008248 + Penalty 5140.047419 = -5426407.960829 nChanged 202 SP:Iteration 65Q (13485.310000 sec): 3 clusters Score: Raw -5431639.218725 + Penalty 5140.047419 = -5426499.171306 nChanged 186 SP:Iteration 66Q (13485.410000 sec): 3 clusters Score: Raw -5431724.495083 + Penalty 5140.047419 = -5426584.447664 nChanged 163 SP:Iteration 67Q (13485.510000 sec): 3 clusters Score: Raw -5431796.670170 + Penalty 5140.047419 = -5426656.622751 nChanged 124 SP:Iteration 68Q (13485.600000 sec): 3 clusters Score: Raw -5431850.898463 + Penalty 5140.047419 = -5426710.851044 nChanged 117 SP:Iteration 69Q (13485.700000 sec): 3 clusters Score: Raw -5431895.772255 + Penalty 5140.047419 = -5426755.724836 nChanged 93 SP:Iteration 70Q (13485.790000 sec): 3 clusters Score: Raw -5431939.586123 + Penalty 5140.047419 = -5426799.538704 nChanged 87 SP:Iteration 71Q (13485.890000 sec): 3 clusters Score: Raw -5431975.276426 + Penalty 5140.047419 = -5426835.229007 nChanged 75 SP:Iteration 72Q (13485.990000 sec): 3 clusters Score: Raw -5432008.265840 + Penalty 5140.047419 = -5426868.218421 nChanged 57 SP:Iteration 73Q (13486.080000 sec): 3 clusters Score: Raw -5432031.897202 + Penalty 5140.047419 = -5426891.849783 nChanged 54 SP:Iteration 74Q (13486.180000 sec): 3 clusters Score: Raw -5432058.818835 + Penalty 5140.047419 = -5426918.771416 nChanged 48 SP:Iteration 75Q (13486.270000 sec): 3 clusters Score: Raw -5432081.006094 + Penalty 5140.047419 = -5426940.958675 nChanged 38 SP:Iteration 76Q (13486.370000 sec): 3 clusters Score: Raw -5432098.360826 + Penalty 5140.047419 = -5426958.313407 nChanged 44 SP:Iteration 77Q (13486.460000 sec): 3 clusters Score: Raw -5432115.465979 + Penalty 5140.047419 = -5426975.418559 nChanged 30 SP:Iteration 78Q (13486.550000 sec): 3 clusters Score: Raw -5432125.741260 + Penalty 5140.047419 = -5426985.693841 nChanged 27 SP:Iteration 79Q (13486.650000 sec): 3 clusters Score: Raw -5432134.731833 + Penalty 5140.047419 = -5426994.684414 nChanged 17 SP:Iteration 80F (13486.770000 sec): 3 clusters Score: Raw -5432142.669240 + Penalty 5140.047419 = -5427002.621821 nChanged 18 SP:Iteration 81Q (13486.870000 sec): 3 clusters Score: Raw -5432148.604864 + Penalty 5140.047419 = -5427008.557444 nChanged 13 SP:Iteration 82Q (13486.960000 sec): 3 clusters Score: Raw -5432153.084016 + Penalty 5140.047419 = -5427013.036597 nChanged 16 SP:Iteration 83Q (13487.050000 sec): 3 clusters Score: Raw -5432159.202628 + Penalty 5140.047419 = -5427019.155209 nChanged 14 SP:Iteration 84Q (13487.150000 sec): 3 clusters Score: Raw -5432164.483931 + Penalty 5140.047419 = -5427024.436512 nChanged 12 SP:Iteration 85Q (13487.240000 sec): 3 clusters Score: Raw -5432169.071195 + Penalty 5140.047419 = -5427029.023776 nChanged 11 SP:Iteration 86Q (13487.330000 sec): 3 clusters Score: Raw -5432173.193370 + Penalty 5140.047419 = -5427033.145951 nChanged 13 SP:Iteration 87Q (13487.430000 sec): 3 clusters Score: Raw -5432177.584426 + Penalty 5140.047419 = -5427037.537006 nChanged 13 SP:Iteration 88Q (13487.520000 sec): 3 clusters Score: Raw -5432182.157623 + Penalty 5140.047419 = -5427042.110204 nChanged 11 SP:Iteration 89Q (13487.610000 sec): 3 clusters Score: Raw -5432184.725147 + Penalty 5140.047419 = -5427044.677728 nChanged 7 SP:Iteration 90Q (13487.700000 sec): 3 clusters Score: Raw -5432187.474790 + Penalty 5140.047419 = -5427047.427371 nChanged 10 SP:Iteration 91Q (13487.800000 sec): 3 clusters Score: Raw -5432191.254424 + Penalty 5140.047419 = -5427051.207005 nChanged 10 SP:Iteration 92Q (13487.890000 sec): 3 clusters Score: Raw -5432194.313852 + Penalty 5140.047419 = -5427054.266433 nChanged 6 SP:Iteration 93Q (13487.980000 sec): 3 clusters Score: Raw -5432196.016003 + Penalty 5140.047419 = -5427055.968584 nChanged 8 SP:Iteration 94Q (13488.070000 sec): 3 clusters Score: Raw -5432198.787314 + Penalty 5140.047419 = -5427058.739895 nChanged 11 SP:Iteration 95Q (13488.170000 sec): 3 clusters Score: Raw -5432202.489245 + Penalty 5140.047419 = -5427062.441825 nChanged 9 SP:Iteration 96Q (13488.260000 sec): 3 clusters Score: Raw -5432207.047989 + Penalty 5140.047419 = -5427067.000569 nChanged 9 SP:Iteration 97Q (13488.350000 sec): 3 clusters Score: Raw -5432210.613672 + Penalty 5140.047419 = -5427070.566253 nChanged 6 SP:Iteration 98Q (13488.440000 sec): 3 clusters Score: Raw -5432212.613974 + Penalty 5140.047419 = -5427072.566555 nChanged 10 SP:Iteration 99Q (13488.530000 sec): 3 clusters Score: Raw -5432215.644624 + Penalty 5140.047419 = -5427075.597205 nChanged 7 SP:Iteration 100F (13488.660000 sec): 3 clusters Score: Raw -5432217.986351 + Penalty 5140.047419 = -5427077.938932 nChanged 9 SP:Iteration 101Q (13488.750000 sec): 3 clusters Score: Raw -5432220.698936 + Penalty 5140.047419 = -5427080.651517 nChanged 11 SP:Iteration 102Q (13488.840000 sec): 3 clusters Score: Raw -5432224.091045 + Penalty 5140.047419 = -5427084.043625 nChanged 11 SP:Iteration 103Q (13488.930000 sec): 3 clusters Score: Raw -5432228.824647 + Penalty 5140.047419 = -5427088.777228 nChanged 9 SP:Iteration 104Q (13489.030000 sec): 3 clusters Score: Raw -5432233.041226 + Penalty 5140.047419 = -5427092.993807 nChanged 13 SP:Iteration 105Q (13489.120000 sec): 3 clusters Score: Raw -5432236.981078 + Penalty 5140.047419 = -5427096.933659 nChanged 3 SP:Iteration 106Q (13489.210000 sec): 3 clusters Score: Raw -5432237.691486 + Penalty 5140.047419 = -5427097.644067 nChanged 7 SP:Iteration 107Q (13489.300000 sec): 3 clusters Score: Raw -5432240.993261 + Penalty 5140.047419 = -5427100.945842 nChanged 11 SP:Iteration 108Q (13489.390000 sec): 3 clusters Score: Raw -5432244.188888 + Penalty 5140.047419 = -5427104.141468 nChanged 6 SP:Iteration 109Q (13489.480000 sec): 3 clusters Score: Raw -5432246.441643 + Penalty 5140.047419 = -5427106.394223 nChanged 5 SP:Iteration 110Q (13489.570000 sec): 3 clusters Score: Raw -5432248.484593 + Penalty 5140.047419 = -5427108.437174 nChanged 4 SP:Iteration 111Q (13489.670000 sec): 3 clusters Score: Raw -5432249.963704 + Penalty 5140.047419 = -5427109.916285 nChanged 0 SP:Iteration 112F (13489.790000 sec): 3 clusters Score: Raw -5432249.963704 + Penalty 5140.047419 = -5427109.916285 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (34429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13489.910000 sec): 2 clusters Score: Raw -5705834.664861 + Penalty 2590.770319 = -5703243.894542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13490.050000 sec): 3 clusters Score: Raw -5684930.216027 + Penalty 5181.540638 = -5679748.675390 nChanged 15657 SP:Iteration 1F (13490.190000 sec): 3 clusters Score: Raw -5693582.662322 + Penalty 5181.540638 = -5688401.121685 nChanged 1539 SP:Iteration 2Q (13490.340000 sec): 3 clusters Score: Raw -5694021.210570 + Penalty 5181.540638 = -5688839.669933 nChanged 1264 SP:Iteration 3Q (13490.480000 sec): 3 clusters Score: Raw -5694366.738099 + Penalty 5181.540638 = -5689185.197461 nChanged 1152 SP:Iteration 4Q (13490.620000 sec): 3 clusters Score: Raw -5694681.140290 + Penalty 5181.540638 = -5689499.599652 nChanged 1107 SP:Iteration 5Q (13490.760000 sec): 3 clusters Score: Raw -5694995.066295 + Penalty 5181.540638 = -5689813.525657 nChanged 1146 SP:Iteration 6Q (13490.900000 sec): 3 clusters Score: Raw -5695377.868916 + Penalty 5181.540638 = -5690196.328278 nChanged 1335 SP:Iteration 7Q (13491.040000 sec): 3 clusters Score: Raw -5695919.662063 + Penalty 5181.540638 = -5690738.121425 nChanged 1591 SP:Iteration 8Q (13491.180000 sec): 3 clusters Score: Raw -5696715.073241 + Penalty 5181.540638 = -5691533.532603 nChanged 1913 SP:Iteration 9F (13491.320000 sec): 3 clusters Score: Raw -5697890.058430 + Penalty 5181.540638 = -5692708.517792 nChanged 2241 SP:Iteration 10F (13491.460000 sec): 3 clusters Score: Raw -5699542.035005 + Penalty 5181.540638 = -5694360.494367 nChanged 2386 SP:Iteration 11F (13491.600000 sec): 3 clusters Score: Raw -5701582.608851 + Penalty 5181.540638 = -5696401.068213 nChanged 2114 SP:Iteration 12F (13491.740000 sec): 3 clusters Score: Raw -5703554.793864 + Penalty 5181.540638 = -5698373.253227 nChanged 1390 SP:Iteration 13Q (13491.870000 sec): 3 clusters Score: Raw -5704857.369045 + Penalty 5181.540638 = -5699675.828408 nChanged 685 SP:Iteration 14Q (13491.990000 sec): 3 clusters Score: Raw -5705496.784430 + Penalty 5181.540638 = -5700315.243792 nChanged 318 SP:Iteration 15Q (13492.100000 sec): 3 clusters Score: Raw -5705808.297396 + Penalty 5181.540638 = -5700626.756758 nChanged 145 SP:Iteration 16Q (13492.210000 sec): 3 clusters Score: Raw -5705964.688492 + Penalty 5181.540638 = -5700783.147854 nChanged 67 SP:Iteration 17Q (13492.310000 sec): 3 clusters Score: Raw -5706032.756024 + Penalty 5181.540638 = -5700851.215387 nChanged 33 SP:Iteration 18Q (13492.410000 sec): 3 clusters Score: Raw -5706073.112911 + Penalty 5181.540638 = -5700891.572273 nChanged 27 SP:Iteration 19Q (13492.510000 sec): 3 clusters Score: Raw -5706109.155099 + Penalty 5181.540638 = -5700927.614461 nChanged 25 SP:Iteration 20F (13492.650000 sec): 3 clusters Score: Raw -5706142.188859 + Penalty 5181.540638 = -5700960.648221 nChanged 25 SP:Iteration 21Q (13492.740000 sec): 3 clusters Score: Raw -5706175.419252 + Penalty 5181.540638 = -5700993.878615 nChanged 17 SP:Iteration 22Q (13492.840000 sec): 3 clusters Score: Raw -5706198.606833 + Penalty 5181.540638 = -5701017.066195 nChanged 10 SP:Iteration 23Q (13492.940000 sec): 3 clusters Score: Raw -5706214.316536 + Penalty 5181.540638 = -5701032.775898 nChanged 11 SP:Iteration 24Q (13493.040000 sec): 3 clusters Score: Raw -5706225.276721 + Penalty 5181.540638 = -5701043.736083 nChanged 9 SP:Iteration 25Q (13493.140000 sec): 3 clusters Score: Raw -5706231.444783 + Penalty 5181.540638 = -5701049.904146 nChanged 3 SP:Iteration 26Q (13493.230000 sec): 3 clusters Score: Raw -5706233.584943 + Penalty 5181.540638 = -5701052.044306 nChanged 0 SP:Iteration 27F (13493.370000 sec): 3 clusters Score: Raw -5706233.584943 + Penalty 5181.540638 = -5701052.044306 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13493.390000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13493.390000 sec): 3 clusters Score: Raw -58229.964722 + Penalty 2946.324941 = -55283.639780 nChanged 59 SP:Iteration 1F (13493.400000 sec): 3 clusters Score: Raw -58428.016100 + Penalty 2946.324941 = -55481.691159 nChanged 26 SP:Iteration 2F (13493.400000 sec): 3 clusters Score: Raw -58516.381667 + Penalty 2946.324941 = -55570.056726 nChanged 12 SP:Iteration 3Q (13493.400000 sec): 3 clusters Score: Raw -58569.280588 + Penalty 2946.324941 = -55622.955646 nChanged 12 SP:Iteration 4Q (13493.400000 sec): 3 clusters Score: Raw -58607.543826 + Penalty 2946.324941 = -55661.218884 nChanged 5 SP:Iteration 5Q (13493.400000 sec): 3 clusters Score: Raw -58625.413952 + Penalty 2946.324941 = -55679.089010 nChanged 4 SP:Iteration 6Q (13493.400000 sec): 3 clusters Score: Raw -58650.719874 + Penalty 2946.324941 = -55704.394933 nChanged 5 SP:Iteration 7Q (13493.400000 sec): 3 clusters Score: Raw -58663.423985 + Penalty 2946.324941 = -55717.099044 nChanged 2 SP:Iteration 8Q (13493.400000 sec): 3 clusters Score: Raw -58673.864197 + Penalty 2946.324941 = -55727.539256 nChanged 1 SP:Iteration 9Q (13493.400000 sec): 3 clusters Score: Raw -58679.318821 + Penalty 2946.324941 = -55732.993879 nChanged 2 SP:Iteration 10Q (13493.410000 sec): 3 clusters Score: Raw -58686.334468 + Penalty 2946.324941 = -55740.009527 nChanged 0 SP:Iteration 11F (13493.410000 sec): 3 clusters Score: Raw -58686.334468 + Penalty 2946.324941 = -55740.009527 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13493.420000 sec): 2 clusters Score: Raw -594690.941364 + Penalty 2020.240118 = -592670.701245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13493.440000 sec): 3 clusters Score: Raw -593188.301605 + Penalty 4040.480237 = -589147.821368 nChanged 1229 SP:Iteration 1F (13493.450000 sec): 3 clusters Score: Raw -593939.253851 + Penalty 4040.480237 = -589898.773614 nChanged 248 SP:Iteration 2F (13493.470000 sec): 3 clusters Score: Raw -594107.521791 + Penalty 4040.480237 = -590067.041554 nChanged 179 SP:Iteration 3F (13493.480000 sec): 3 clusters Score: Raw -594240.361360 + Penalty 4040.480237 = -590199.881123 nChanged 139 SP:Iteration 4Q (13493.500000 sec): 3 clusters Score: Raw -594329.858627 + Penalty 4040.480237 = -590289.378390 nChanged 98 SP:Iteration 5Q (13493.510000 sec): 3 clusters Score: Raw -594381.809926 + Penalty 4040.480237 = -590341.329689 nChanged 57 SP:Iteration 6Q (13493.520000 sec): 3 clusters Score: Raw -594409.876461 + Penalty 4040.480237 = -590369.396224 nChanged 48 SP:Iteration 7Q (13493.540000 sec): 3 clusters Score: Raw -594434.167822 + Penalty 4040.480237 = -590393.687585 nChanged 52 SP:Iteration 8Q (13493.550000 sec): 3 clusters Score: Raw -594460.230159 + Penalty 4040.480237 = -590419.749922 nChanged 47 SP:Iteration 9Q (13493.560000 sec): 3 clusters Score: Raw -594483.981710 + Penalty 4040.480237 = -590443.501473 nChanged 47 SP:Iteration 10Q (13493.580000 sec): 3 clusters Score: Raw -594507.192722 + Penalty 4040.480237 = -590466.712485 nChanged 49 SP:Iteration 11Q (13493.590000 sec): 3 clusters Score: Raw -594529.699837 + Penalty 4040.480237 = -590489.219601 nChanged 49 SP:Iteration 12Q (13493.600000 sec): 3 clusters Score: Raw -594553.281158 + Penalty 4040.480237 = -590512.800921 nChanged 55 SP:Iteration 13Q (13493.620000 sec): 3 clusters Score: Raw -594580.388912 + Penalty 4040.480237 = -590539.908675 nChanged 43 SP:Iteration 14Q (13493.630000 sec): 3 clusters Score: Raw -594599.607011 + Penalty 4040.480237 = -590559.126774 nChanged 30 SP:Iteration 15Q (13493.640000 sec): 3 clusters Score: Raw -594613.024288 + Penalty 4040.480237 = -590572.544051 nChanged 37 SP:Iteration 16Q (13493.660000 sec): 3 clusters Score: Raw -594628.596931 + Penalty 4040.480237 = -590588.116694 nChanged 42 SP:Iteration 17Q (13493.670000 sec): 3 clusters Score: Raw -594647.577576 + Penalty 4040.480237 = -590607.097339 nChanged 40 SP:Iteration 18Q (13493.680000 sec): 3 clusters Score: Raw -594663.821430 + Penalty 4040.480237 = -590623.341193 nChanged 30 SP:Iteration 19Q (13493.700000 sec): 3 clusters Score: Raw -594679.364335 + Penalty 4040.480237 = -590638.884098 nChanged 33 SP:Iteration 20F (13493.710000 sec): 3 clusters Score: Raw -594695.539788 + Penalty 4040.480237 = -590655.059551 nChanged 34 SP:Iteration 21Q (13493.720000 sec): 3 clusters Score: Raw -594711.673935 + Penalty 4040.480237 = -590671.193698 nChanged 31 SP:Iteration 22Q (13493.740000 sec): 3 clusters Score: Raw -594727.560793 + Penalty 4040.480237 = -590687.080556 nChanged 25 SP:Iteration 23Q (13493.750000 sec): 3 clusters Score: Raw -594742.779975 + Penalty 4040.480237 = -590702.299739 nChanged 29 SP:Iteration 24Q (13493.760000 sec): 3 clusters Score: Raw -594754.798859 + Penalty 4040.480237 = -590714.318622 nChanged 21 SP:Iteration 25Q (13493.780000 sec): 3 clusters Score: Raw -594764.915283 + Penalty 4040.480237 = -590724.435046 nChanged 25 SP:Iteration 26Q (13493.790000 sec): 3 clusters Score: Raw -594776.954097 + Penalty 4040.480237 = -590736.473860 nChanged 25 SP:Iteration 27Q (13493.800000 sec): 3 clusters Score: Raw -594792.709377 + Penalty 4040.480237 = -590752.229140 nChanged 21 SP:Iteration 28Q (13493.820000 sec): 3 clusters Score: Raw -594801.709163 + Penalty 4040.480237 = -590761.228926 nChanged 18 SP:Iteration 29Q (13493.830000 sec): 3 clusters Score: Raw -594808.938726 + Penalty 4040.480237 = -590768.458489 nChanged 17 SP:Iteration 30Q (13493.840000 sec): 3 clusters Score: Raw -594815.619203 + Penalty 4040.480237 = -590775.138966 nChanged 13 SP:Iteration 31Q (13493.860000 sec): 3 clusters Score: Raw -594820.811769 + Penalty 4040.480237 = -590780.331532 nChanged 7 SP:Iteration 32Q (13493.870000 sec): 3 clusters Score: Raw -594824.088962 + Penalty 4040.480237 = -590783.608725 nChanged 7 SP:Iteration 33Q (13493.880000 sec): 3 clusters Score: Raw -594827.695249 + Penalty 4040.480237 = -590787.215012 nChanged 9 SP:Iteration 34Q (13493.900000 sec): 3 clusters Score: Raw -594830.896902 + Penalty 4040.480237 = -590790.416665 nChanged 3 SP:Iteration 35Q (13493.910000 sec): 3 clusters Score: Raw -594831.895037 + Penalty 4040.480237 = -590791.414800 nChanged 1 SP:Iteration 36Q (13493.920000 sec): 3 clusters Score: Raw -594832.148560 + Penalty 4040.480237 = -590791.668323 nChanged 1 SP:Iteration 37Q (13493.940000 sec): 3 clusters Score: Raw -594832.685392 + Penalty 4040.480237 = -590792.205155 nChanged 1 SP:Iteration 38Q (13493.950000 sec): 3 clusters Score: Raw -594833.091047 + Penalty 4040.480237 = -590792.610810 nChanged 0 SP:Iteration 39F (13493.960000 sec): 3 clusters Score: Raw -594833.091047 + Penalty 4040.480237 = -590792.610810 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13493.990000 sec): 2 clusters Score: Raw -1026960.281733 + Penalty 2145.584212 = -1024814.697520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13494.010000 sec): 3 clusters Score: Raw -1024153.968550 + Penalty 4291.168425 = -1019862.800125 nChanged 2250 SP:Iteration 1F (13494.040000 sec): 3 clusters Score: Raw -1025573.185374 + Penalty 4291.168425 = -1021282.016949 nChanged 528 SP:Iteration 2F (13494.060000 sec): 3 clusters Score: Raw -1026048.078340 + Penalty 4291.168425 = -1021756.909915 nChanged 450 SP:Iteration 3F (13494.080000 sec): 3 clusters Score: Raw -1026556.613250 + Penalty 4291.168425 = -1022265.444825 nChanged 405 SP:Iteration 4F (13494.100000 sec): 3 clusters Score: Raw -1027029.831437 + Penalty 4291.168425 = -1022738.663012 nChanged 343 SP:Iteration 5F (13494.120000 sec): 3 clusters Score: Raw -1027421.855085 + Penalty 4291.168425 = -1023130.686660 nChanged 294 SP:Iteration 6F (13494.150000 sec): 3 clusters Score: Raw -1027728.253697 + Penalty 4291.168425 = -1023437.085272 nChanged 214 SP:Iteration 7Q (13494.170000 sec): 3 clusters Score: Raw -1027928.490569 + Penalty 4291.168425 = -1023637.322144 nChanged 149 SP:Iteration 8Q (13494.190000 sec): 3 clusters Score: Raw -1028030.439227 + Penalty 4291.168425 = -1023739.270802 nChanged 105 SP:Iteration 9Q (13494.210000 sec): 3 clusters Score: Raw -1028092.179873 + Penalty 4291.168425 = -1023801.011448 nChanged 79 SP:Iteration 10Q (13494.240000 sec): 3 clusters Score: Raw -1028134.485073 + Penalty 4291.168425 = -1023843.316648 nChanged 60 SP:Iteration 11Q (13494.260000 sec): 3 clusters Score: Raw -1028165.898745 + Penalty 4291.168425 = -1023874.730320 nChanged 52 SP:Iteration 12Q (13494.280000 sec): 3 clusters Score: Raw -1028190.251115 + Penalty 4291.168425 = -1023899.082690 nChanged 43 SP:Iteration 13Q (13494.300000 sec): 3 clusters Score: Raw -1028206.653100 + Penalty 4291.168425 = -1023915.484675 nChanged 26 SP:Iteration 14Q (13494.320000 sec): 3 clusters Score: Raw -1028217.387194 + Penalty 4291.168425 = -1023926.218769 nChanged 21 SP:Iteration 15Q (13494.340000 sec): 3 clusters Score: Raw -1028224.571325 + Penalty 4291.168425 = -1023933.402900 nChanged 17 SP:Iteration 16Q (13494.360000 sec): 3 clusters Score: Raw -1028231.124440 + Penalty 4291.168425 = -1023939.956015 nChanged 16 SP:Iteration 17Q (13494.380000 sec): 3 clusters Score: Raw -1028236.607032 + Penalty 4291.168425 = -1023945.438607 nChanged 13 SP:Iteration 18Q (13494.400000 sec): 3 clusters Score: Raw -1028241.335288 + Penalty 4291.168425 = -1023950.166863 nChanged 10 SP:Iteration 19Q (13494.420000 sec): 3 clusters Score: Raw -1028245.076720 + Penalty 4291.168425 = -1023953.908295 nChanged 8 SP:Iteration 20F (13494.450000 sec): 3 clusters Score: Raw -1028248.422367 + Penalty 4291.168425 = -1023957.253942 nChanged 3 SP:Iteration 21Q (13494.470000 sec): 3 clusters Score: Raw -1028249.315603 + Penalty 4291.168425 = -1023958.147178 nChanged 2 SP:Iteration 22Q (13494.490000 sec): 3 clusters Score: Raw -1028249.621807 + Penalty 4291.168425 = -1023958.453382 nChanged 2 SP:Iteration 23Q (13494.510000 sec): 3 clusters Score: Raw -1028250.059552 + Penalty 4291.168425 = -1023958.891127 nChanged 2 SP:Iteration 24Q (13494.530000 sec): 3 clusters Score: Raw -1028251.034324 + Penalty 4291.168425 = -1023959.865899 nChanged 4 SP:Iteration 25Q (13494.550000 sec): 3 clusters Score: Raw -1028252.004000 + Penalty 4291.168425 = -1023960.835575 nChanged 4 SP:Iteration 26Q (13494.570000 sec): 3 clusters Score: Raw -1028252.825215 + Penalty 4291.168425 = -1023961.656790 nChanged 1 SP:Iteration 27Q (13494.600000 sec): 3 clusters Score: Raw -1028253.040926 + Penalty 4291.168425 = -1023961.872501 nChanged 2 SP:Iteration 28Q (13494.620000 sec): 3 clusters Score: Raw -1028253.521754 + Penalty 4291.168425 = -1023962.353329 nChanged 0 SP:Iteration 29F (13494.640000 sec): 3 clusters Score: Raw -1028253.521754 + Penalty 4291.168425 = -1023962.353329 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (91685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13495.000000 sec): 2 clusters Score: Raw -15579137.246577 + Penalty 2833.676289 = -15576303.570288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13495.380000 sec): 3 clusters Score: Raw -15520795.373095 + Penalty 5667.352578 = -15515128.020517 nChanged 43026 SP:Iteration 1F (13495.770000 sec): 3 clusters Score: Raw -15546113.742299 + Penalty 5667.352578 = -15540446.389721 nChanged 3978 SP:Iteration 2Q (13496.170000 sec): 3 clusters Score: Raw -15547626.268233 + Penalty 5667.352578 = -15541958.915655 nChanged 4478 SP:Iteration 3Q (13496.560000 sec): 3 clusters Score: Raw -15549805.604006 + Penalty 5667.352578 = -15544138.251428 nChanged 5251 SP:Iteration 4F (13496.950000 sec): 3 clusters Score: Raw -15553019.302034 + Penalty 5667.352578 = -15547351.949456 nChanged 5905 SP:Iteration 5F (13497.330000 sec): 3 clusters Score: Raw -15557435.792598 + Penalty 5667.352578 = -15551768.440020 nChanged 6109 SP:Iteration 6F (13497.720000 sec): 3 clusters Score: Raw -15562711.484184 + Penalty 5667.352578 = -15557044.131606 nChanged 5546 SP:Iteration 7F (13498.100000 sec): 3 clusters Score: Raw -15567642.138865 + Penalty 5667.352578 = -15561974.786287 nChanged 4404 SP:Iteration 8Q (13498.480000 sec): 3 clusters Score: Raw -15571173.141509 + Penalty 5667.352578 = -15565505.788932 nChanged 3277 SP:Iteration 9Q (13498.840000 sec): 3 clusters Score: Raw -15573377.277602 + Penalty 5667.352578 = -15567709.925024 nChanged 2490 SP:Iteration 10Q (13499.180000 sec): 3 clusters Score: Raw -15574796.638614 + Penalty 5667.352578 = -15569129.286036 nChanged 1885 SP:Iteration 11Q (13499.510000 sec): 3 clusters Score: Raw -15575771.402958 + Penalty 5667.352578 = -15570104.050381 nChanged 1585 SP:Iteration 12Q (13499.830000 sec): 3 clusters Score: Raw -15576538.234842 + Penalty 5667.352578 = -15570870.882264 nChanged 1346 SP:Iteration 13Q (13500.140000 sec): 3 clusters Score: Raw -15577171.322299 + Penalty 5667.352578 = -15571503.969721 nChanged 1162 SP:Iteration 14Q (13500.450000 sec): 3 clusters Score: Raw -15577686.894172 + Penalty 5667.352578 = -15572019.541594 nChanged 932 SP:Iteration 15Q (13500.760000 sec): 3 clusters Score: Raw -15578076.125158 + Penalty 5667.352578 = -15572408.772580 nChanged 756 SP:Iteration 16Q (13501.060000 sec): 3 clusters Score: Raw -15578400.175939 + Penalty 5667.352578 = -15572732.823361 nChanged 629 SP:Iteration 17Q (13501.360000 sec): 3 clusters Score: Raw -15578686.403486 + Penalty 5667.352578 = -15573019.050908 nChanged 543 SP:Iteration 18Q (13501.660000 sec): 3 clusters Score: Raw -15578933.004877 + Penalty 5667.352578 = -15573265.652300 nChanged 425 SP:Iteration 19Q (13501.950000 sec): 3 clusters Score: Raw -15579108.199901 + Penalty 5667.352578 = -15573440.847323 nChanged 310 SP:Iteration 20F (13502.330000 sec): 3 clusters Score: Raw -15579230.952135 + Penalty 5667.352578 = -15573563.599557 nChanged 251 SP:Iteration 21Q (13502.610000 sec): 3 clusters Score: Raw -15579343.433335 + Penalty 5667.352578 = -15573676.080757 nChanged 199 SP:Iteration 22Q (13502.890000 sec): 3 clusters Score: Raw -15579423.431154 + Penalty 5667.352578 = -15573756.078576 nChanged 158 SP:Iteration 23Q (13503.180000 sec): 3 clusters Score: Raw -15579482.578416 + Penalty 5667.352578 = -15573815.225838 nChanged 130 SP:Iteration 24Q (13503.460000 sec): 3 clusters Score: Raw -15579522.826085 + Penalty 5667.352578 = -15573855.473507 nChanged 101 SP:Iteration 25Q (13503.740000 sec): 3 clusters Score: Raw -15579556.527069 + Penalty 5667.352578 = -15573889.174492 nChanged 90 SP:Iteration 26Q (13504.010000 sec): 3 clusters Score: Raw -15579585.810700 + Penalty 5667.352578 = -15573918.458122 nChanged 77 SP:Iteration 27Q (13504.290000 sec): 3 clusters Score: Raw -15579613.364749 + Penalty 5667.352578 = -15573946.012171 nChanged 70 SP:Iteration 28Q (13504.570000 sec): 3 clusters Score: Raw -15579638.941538 + Penalty 5667.352578 = -15573971.588961 nChanged 59 SP:Iteration 29Q (13504.850000 sec): 3 clusters Score: Raw -15579660.846265 + Penalty 5667.352578 = -15573993.493687 nChanged 57 SP:Iteration 30Q (13505.120000 sec): 3 clusters Score: Raw -15579680.228624 + Penalty 5667.352578 = -15574012.876046 nChanged 52 SP:Iteration 31Q (13505.400000 sec): 3 clusters Score: Raw -15579697.503891 + Penalty 5667.352578 = -15574030.151313 nChanged 59 SP:Iteration 32Q (13505.680000 sec): 3 clusters Score: Raw -15579714.651232 + Penalty 5667.352578 = -15574047.298655 nChanged 38 SP:Iteration 33Q (13505.950000 sec): 3 clusters Score: Raw -15579725.808229 + Penalty 5667.352578 = -15574058.455651 nChanged 35 SP:Iteration 34Q (13506.230000 sec): 3 clusters Score: Raw -15579736.085180 + Penalty 5667.352578 = -15574068.732602 nChanged 35 SP:Iteration 35Q (13506.500000 sec): 3 clusters Score: Raw -15579747.311607 + Penalty 5667.352578 = -15574079.959029 nChanged 34 SP:Iteration 36Q (13506.780000 sec): 3 clusters Score: Raw -15579757.942963 + Penalty 5667.352578 = -15574090.590385 nChanged 32 SP:Iteration 37Q (13507.060000 sec): 3 clusters Score: Raw -15579770.420264 + Penalty 5667.352578 = -15574103.067686 nChanged 31 SP:Iteration 38Q (13507.330000 sec): 3 clusters Score: Raw -15579779.844746 + Penalty 5667.352578 = -15574112.492168 nChanged 37 SP:Iteration 39Q (13507.600000 sec): 3 clusters Score: Raw -15579792.133672 + Penalty 5667.352578 = -15574124.781095 nChanged 31 SP:Iteration 40F (13507.980000 sec): 3 clusters Score: Raw -15579803.616588 + Penalty 5667.352578 = -15574136.264010 nChanged 36 SP:Iteration 41Q (13508.260000 sec): 3 clusters Score: Raw -15579817.179932 + Penalty 5667.352578 = -15574149.827355 nChanged 25 SP:Iteration 42Q (13508.540000 sec): 3 clusters Score: Raw -15579824.463445 + Penalty 5667.352578 = -15574157.110867 nChanged 23 SP:Iteration 43Q (13508.810000 sec): 3 clusters Score: Raw -15579832.783096 + Penalty 5667.352578 = -15574165.430518 nChanged 20 SP:Iteration 44Q (13509.080000 sec): 3 clusters Score: Raw -15579841.497994 + Penalty 5667.352578 = -15574174.145416 nChanged 27 SP:Iteration 45Q (13509.360000 sec): 3 clusters Score: Raw -15579851.133998 + Penalty 5667.352578 = -15574183.781421 nChanged 24 SP:Iteration 46Q (13509.640000 sec): 3 clusters Score: Raw -15579858.973245 + Penalty 5667.352578 = -15574191.620667 nChanged 17 SP:Iteration 47Q (13509.910000 sec): 3 clusters Score: Raw -15579863.994679 + Penalty 5667.352578 = -15574196.642102 nChanged 17 SP:Iteration 48Q (13510.190000 sec): 3 clusters Score: Raw -15579867.939511 + Penalty 5667.352578 = -15574200.586933 nChanged 15 SP:Iteration 49Q (13510.460000 sec): 3 clusters Score: Raw -15579871.813402 + Penalty 5667.352578 = -15574204.460825 nChanged 8 SP:Iteration 50Q (13510.740000 sec): 3 clusters Score: Raw -15579874.633271 + Penalty 5667.352578 = -15574207.280693 nChanged 7 SP:Iteration 51Q (13511.010000 sec): 3 clusters Score: Raw -15579877.218406 + Penalty 5667.352578 = -15574209.865828 nChanged 8 SP:Iteration 52Q (13511.280000 sec): 3 clusters Score: Raw -15579879.798900 + Penalty 5667.352578 = -15574212.446322 nChanged 8 SP:Iteration 53Q (13511.560000 sec): 3 clusters Score: Raw -15579882.871705 + Penalty 5667.352578 = -15574215.519128 nChanged 13 SP:Iteration 54Q (13511.830000 sec): 3 clusters Score: Raw -15579886.838519 + Penalty 5667.352578 = -15574219.485941 nChanged 10 SP:Iteration 55Q (13512.110000 sec): 3 clusters Score: Raw -15579889.411057 + Penalty 5667.352578 = -15574222.058479 nChanged 12 SP:Iteration 56Q (13512.380000 sec): 3 clusters Score: Raw -15579892.734933 + Penalty 5667.352578 = -15574225.382356 nChanged 16 SP:Iteration 57Q (13512.660000 sec): 3 clusters Score: Raw -15579896.861499 + Penalty 5667.352578 = -15574229.508921 nChanged 6 SP:Iteration 58Q (13512.930000 sec): 3 clusters Score: Raw -15579898.386563 + Penalty 5667.352578 = -15574231.033986 nChanged 7 SP:Iteration 59Q (13513.200000 sec): 3 clusters Score: Raw -15579900.385527 + Penalty 5667.352578 = -15574233.032949 nChanged 7 SP:Iteration 60F (13513.580000 sec): 3 clusters Score: Raw -15579901.819580 + Penalty 5667.352578 = -15574234.467002 nChanged 9 SP:Iteration 61Q (13513.860000 sec): 3 clusters Score: Raw -15579904.363948 + Penalty 5667.352578 = -15574237.011370 nChanged 6 SP:Iteration 62Q (13514.140000 sec): 3 clusters Score: Raw -15579905.519255 + Penalty 5667.352578 = -15574238.166678 nChanged 1 SP:Iteration 63Q (13514.410000 sec): 3 clusters Score: Raw -15579905.714175 + Penalty 5667.352578 = -15574238.361598 nChanged 0 SP:Iteration 64F (13514.790000 sec): 3 clusters Score: Raw -15579905.714175 + Penalty 5667.352578 = -15574238.361598 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (9241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13514.870000 sec): 2 clusters Score: Raw -1566489.842943 + Penalty 2264.588535 = -1564225.254408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13514.900000 sec): 3 clusters Score: Raw -1561523.409068 + Penalty 4529.177070 = -1556994.231997 nChanged 3807 SP:Iteration 1F (13514.940000 sec): 3 clusters Score: Raw -1563593.745424 + Penalty 4529.177070 = -1559064.568354 nChanged 587 SP:Iteration 2F (13514.980000 sec): 3 clusters Score: Raw -1563938.921429 + Penalty 4529.177070 = -1559409.744359 nChanged 524 SP:Iteration 3F (13515.010000 sec): 3 clusters Score: Raw -1564292.089209 + Penalty 4529.177070 = -1559762.912138 nChanged 541 SP:Iteration 4F (13515.050000 sec): 3 clusters Score: Raw -1564714.714687 + Penalty 4529.177070 = -1560185.537617 nChanged 571 SP:Iteration 5F (13515.080000 sec): 3 clusters Score: Raw -1565159.851593 + Penalty 4529.177070 = -1560630.674523 nChanged 555 SP:Iteration 6F (13515.120000 sec): 3 clusters Score: Raw -1565597.754321 + Penalty 4529.177070 = -1561068.577251 nChanged 516 SP:Iteration 7F (13515.160000 sec): 3 clusters Score: Raw -1565981.025363 + Penalty 4529.177070 = -1561451.848293 nChanged 484 SP:Iteration 8F (13515.190000 sec): 3 clusters Score: Raw -1566313.684934 + Penalty 4529.177070 = -1561784.507864 nChanged 360 SP:Iteration 9Q (13515.230000 sec): 3 clusters Score: Raw -1566528.274510 + Penalty 4529.177070 = -1561999.097439 nChanged 284 SP:Iteration 10Q (13515.260000 sec): 3 clusters Score: Raw -1566671.529427 + Penalty 4529.177070 = -1562142.352357 nChanged 191 SP:Iteration 11Q (13515.300000 sec): 3 clusters Score: Raw -1566750.124332 + Penalty 4529.177070 = -1562220.947262 nChanged 130 SP:Iteration 12Q (13515.330000 sec): 3 clusters Score: Raw -1566798.920989 + Penalty 4529.177070 = -1562269.743919 nChanged 115 SP:Iteration 13Q (13515.370000 sec): 3 clusters Score: Raw -1566840.910498 + Penalty 4529.177070 = -1562311.733427 nChanged 97 SP:Iteration 14Q (13515.400000 sec): 3 clusters Score: Raw -1566873.987587 + Penalty 4529.177070 = -1562344.810517 nChanged 70 SP:Iteration 15Q (13515.440000 sec): 3 clusters Score: Raw -1566894.198799 + Penalty 4529.177070 = -1562365.021729 nChanged 59 SP:Iteration 16Q (13515.470000 sec): 3 clusters Score: Raw -1566913.319155 + Penalty 4529.177070 = -1562384.142085 nChanged 59 SP:Iteration 17Q (13515.510000 sec): 3 clusters Score: Raw -1566929.090286 + Penalty 4529.177070 = -1562399.913216 nChanged 56 SP:Iteration 18Q (13515.540000 sec): 3 clusters Score: Raw -1566943.842497 + Penalty 4529.177070 = -1562414.665426 nChanged 54 SP:Iteration 19Q (13515.580000 sec): 3 clusters Score: Raw -1566959.864815 + Penalty 4529.177070 = -1562430.687744 nChanged 44 SP:Iteration 20F (13515.610000 sec): 3 clusters Score: Raw -1566972.198588 + Penalty 4529.177070 = -1562443.021518 nChanged 37 SP:Iteration 21Q (13515.650000 sec): 3 clusters Score: Raw -1566980.658007 + Penalty 4529.177070 = -1562451.480936 nChanged 25 SP:Iteration 22Q (13515.680000 sec): 3 clusters Score: Raw -1566986.050924 + Penalty 4529.177070 = -1562456.873853 nChanged 19 SP:Iteration 23Q (13515.720000 sec): 3 clusters Score: Raw -1566991.272875 + Penalty 4529.177070 = -1562462.095805 nChanged 23 SP:Iteration 24Q (13515.750000 sec): 3 clusters Score: Raw -1566996.994571 + Penalty 4529.177070 = -1562467.817500 nChanged 22 SP:Iteration 25Q (13515.780000 sec): 3 clusters Score: Raw -1567001.595572 + Penalty 4529.177070 = -1562472.418501 nChanged 23 SP:Iteration 26Q (13515.820000 sec): 3 clusters Score: Raw -1567007.340946 + Penalty 4529.177070 = -1562478.163876 nChanged 20 SP:Iteration 27Q (13515.860000 sec): 3 clusters Score: Raw -1567012.787770 + Penalty 4529.177070 = -1562483.610700 nChanged 24 SP:Iteration 28Q (13515.890000 sec): 3 clusters Score: Raw -1567019.151825 + Penalty 4529.177070 = -1562489.974755 nChanged 24 SP:Iteration 29Q (13515.920000 sec): 3 clusters Score: Raw -1567025.835562 + Penalty 4529.177070 = -1562496.658491 nChanged 21 SP:Iteration 30Q (13515.960000 sec): 3 clusters Score: Raw -1567031.197534 + Penalty 4529.177070 = -1562502.020464 nChanged 26 SP:Iteration 31Q (13516.000000 sec): 3 clusters Score: Raw -1567038.762805 + Penalty 4529.177070 = -1562509.585735 nChanged 28 SP:Iteration 32Q (13516.030000 sec): 3 clusters Score: Raw -1567046.295875 + Penalty 4529.177070 = -1562517.118804 nChanged 30 SP:Iteration 33Q (13516.060000 sec): 3 clusters Score: Raw -1567053.827318 + Penalty 4529.177070 = -1562524.650248 nChanged 27 SP:Iteration 34Q (13516.100000 sec): 3 clusters Score: Raw -1567062.075590 + Penalty 4529.177070 = -1562532.898520 nChanged 36 SP:Iteration 35Q (13516.130000 sec): 3 clusters Score: Raw -1567072.371245 + Penalty 4529.177070 = -1562543.194174 nChanged 27 SP:Iteration 36Q (13516.170000 sec): 3 clusters Score: Raw -1567077.978821 + Penalty 4529.177070 = -1562548.801750 nChanged 17 SP:Iteration 37Q (13516.200000 sec): 3 clusters Score: Raw -1567081.109276 + Penalty 4529.177070 = -1562551.932206 nChanged 14 SP:Iteration 38Q (13516.240000 sec): 3 clusters Score: Raw -1567084.328120 + Penalty 4529.177070 = -1562555.151050 nChanged 15 SP:Iteration 39Q (13516.270000 sec): 3 clusters Score: Raw -1567087.940245 + Penalty 4529.177070 = -1562558.763174 nChanged 20 SP:Iteration 40F (13516.310000 sec): 3 clusters Score: Raw -1567092.920956 + Penalty 4529.177070 = -1562563.743886 nChanged 12 SP:Iteration 41Q (13516.340000 sec): 3 clusters Score: Raw -1567096.480903 + Penalty 4529.177070 = -1562567.303833 nChanged 18 SP:Iteration 42Q (13516.380000 sec): 3 clusters Score: Raw -1567100.020029 + Penalty 4529.177070 = -1562570.842959 nChanged 18 SP:Iteration 43Q (13516.410000 sec): 3 clusters Score: Raw -1567105.057297 + Penalty 4529.177070 = -1562575.880227 nChanged 25 SP:Iteration 44Q (13516.450000 sec): 3 clusters Score: Raw -1567111.562051 + Penalty 4529.177070 = -1562582.384980 nChanged 15 SP:Iteration 45Q (13516.480000 sec): 3 clusters Score: Raw -1567114.942139 + Penalty 4529.177070 = -1562585.765069 nChanged 16 SP:Iteration 46Q (13516.520000 sec): 3 clusters Score: Raw -1567118.160334 + Penalty 4529.177070 = -1562588.983263 nChanged 18 SP:Iteration 47Q (13516.550000 sec): 3 clusters Score: Raw -1567121.370076 + Penalty 4529.177070 = -1562592.193005 nChanged 11 SP:Iteration 48Q (13516.580000 sec): 3 clusters Score: Raw -1567123.838967 + Penalty 4529.177070 = -1562594.661897 nChanged 15 SP:Iteration 49Q (13516.620000 sec): 3 clusters Score: Raw -1567128.107882 + Penalty 4529.177070 = -1562598.930811 nChanged 18 SP:Iteration 50Q (13516.650000 sec): 3 clusters Score: Raw -1567133.128465 + Penalty 4529.177070 = -1562603.951395 nChanged 24 SP:Iteration 51Q (13516.690000 sec): 3 clusters Score: Raw -1567141.156851 + Penalty 4529.177070 = -1562611.979781 nChanged 29 SP:Iteration 52Q (13516.720000 sec): 3 clusters Score: Raw -1567153.388246 + Penalty 4529.177070 = -1562624.211175 nChanged 39 SP:Iteration 53Q (13516.760000 sec): 3 clusters Score: Raw -1567172.055536 + Penalty 4529.177070 = -1562642.878466 nChanged 45 SP:Iteration 54Q (13516.790000 sec): 3 clusters Score: Raw -1567191.310949 + Penalty 4529.177070 = -1562662.133879 nChanged 41 SP:Iteration 55Q (13516.820000 sec): 3 clusters Score: Raw -1567210.896691 + Penalty 4529.177070 = -1562681.719620 nChanged 53 SP:Iteration 56Q (13516.860000 sec): 3 clusters Score: Raw -1567236.951602 + Penalty 4529.177070 = -1562707.774531 nChanged 56 SP:Iteration 57Q (13516.900000 sec): 3 clusters Score: Raw -1567264.185892 + Penalty 4529.177070 = -1562735.008822 nChanged 50 SP:Iteration 58Q (13516.930000 sec): 3 clusters Score: Raw -1567285.402510 + Penalty 4529.177070 = -1562756.225440 nChanged 38 SP:Iteration 59Q (13516.960000 sec): 3 clusters Score: Raw -1567303.501946 + Penalty 4529.177070 = -1562774.324875 nChanged 34 SP:Iteration 60F (13517.000000 sec): 3 clusters Score: Raw -1567318.291353 + Penalty 4529.177070 = -1562789.114283 nChanged 26 SP:Iteration 61Q (13517.030000 sec): 3 clusters Score: Raw -1567328.100144 + Penalty 4529.177070 = -1562798.923074 nChanged 27 SP:Iteration 62Q (13517.060000 sec): 3 clusters Score: Raw -1567335.999059 + Penalty 4529.177070 = -1562806.821988 nChanged 25 SP:Iteration 63Q (13517.100000 sec): 3 clusters Score: Raw -1567344.411608 + Penalty 4529.177070 = -1562815.234538 nChanged 27 SP:Iteration 64Q (13517.130000 sec): 3 clusters Score: Raw -1567353.070919 + Penalty 4529.177070 = -1562823.893849 nChanged 25 SP:Iteration 65Q (13517.170000 sec): 3 clusters Score: Raw -1567359.381478 + Penalty 4529.177070 = -1562830.204407 nChanged 16 SP:Iteration 66Q (13517.200000 sec): 3 clusters Score: Raw -1567363.626347 + Penalty 4529.177070 = -1562834.449277 nChanged 16 SP:Iteration 67Q (13517.230000 sec): 3 clusters Score: Raw -1567366.906144 + Penalty 4529.177070 = -1562837.729074 nChanged 12 SP:Iteration 68Q (13517.260000 sec): 3 clusters Score: Raw -1567370.037936 + Penalty 4529.177070 = -1562840.860865 nChanged 9 SP:Iteration 69Q (13517.300000 sec): 3 clusters Score: Raw -1567371.719304 + Penalty 4529.177070 = -1562842.542234 nChanged 5 SP:Iteration 70Q (13517.330000 sec): 3 clusters Score: Raw -1567372.715591 + Penalty 4529.177070 = -1562843.538520 nChanged 3 SP:Iteration 71Q (13517.360000 sec): 3 clusters Score: Raw -1567373.391118 + Penalty 4529.177070 = -1562844.214048 nChanged 6 SP:Iteration 72Q (13517.400000 sec): 3 clusters Score: Raw -1567374.674416 + Penalty 4529.177070 = -1562845.497346 nChanged 6 SP:Iteration 73Q (13517.430000 sec): 3 clusters Score: Raw -1567376.066052 + Penalty 4529.177070 = -1562846.888982 nChanged 5 SP:Iteration 74Q (13517.460000 sec): 3 clusters Score: Raw -1567377.090585 + Penalty 4529.177070 = -1562847.913514 nChanged 8 SP:Iteration 75Q (13517.500000 sec): 3 clusters Score: Raw -1567378.366023 + Penalty 4529.177070 = -1562849.188953 nChanged 3 SP:Iteration 76Q (13517.530000 sec): 3 clusters Score: Raw -1567378.899381 + Penalty 4529.177070 = -1562849.722311 nChanged 2 SP:Iteration 77Q (13517.560000 sec): 3 clusters Score: Raw -1567379.440760 + Penalty 4529.177070 = -1562850.263690 nChanged 0 SP:Iteration 78F (13517.600000 sec): 3 clusters Score: Raw -1567379.440760 + Penalty 4529.177070 = -1562850.263690 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13517.650000 sec): 2 clusters Score: Raw -2084223.761342 + Penalty 2333.398100 = -2081890.363242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13517.700000 sec): 3 clusters Score: Raw -2077523.646115 + Penalty 4666.796201 = -2072856.849915 nChanged 5169 SP:Iteration 1F (13517.740000 sec): 3 clusters Score: Raw -2080223.191959 + Penalty 4666.796201 = -2075556.395758 nChanged 754 SP:Iteration 2F (13517.790000 sec): 3 clusters Score: Raw -2080542.273545 + Penalty 4666.796201 = -2075875.477344 nChanged 599 SP:Iteration 3Q (13517.840000 sec): 3 clusters Score: Raw -2080785.263785 + Penalty 4666.796201 = -2076118.467584 nChanged 502 SP:Iteration 4Q (13517.890000 sec): 3 clusters Score: Raw -2080974.640328 + Penalty 4666.796201 = -2076307.844128 nChanged 418 SP:Iteration 5Q (13517.940000 sec): 3 clusters Score: Raw -2081120.769483 + Penalty 4666.796201 = -2076453.973282 nChanged 363 SP:Iteration 6Q (13517.980000 sec): 3 clusters Score: Raw -2081253.152066 + Penalty 4666.796201 = -2076586.355866 nChanged 367 SP:Iteration 7Q (13518.030000 sec): 3 clusters Score: Raw -2081390.550713 + Penalty 4666.796201 = -2076723.754512 nChanged 314 SP:Iteration 8Q (13518.080000 sec): 3 clusters Score: Raw -2081500.055695 + Penalty 4666.796201 = -2076833.259494 nChanged 298 SP:Iteration 9Q (13518.130000 sec): 3 clusters Score: Raw -2081630.492553 + Penalty 4666.796201 = -2076963.696352 nChanged 378 SP:Iteration 10Q (13518.180000 sec): 3 clusters Score: Raw -2081797.353089 + Penalty 4666.796201 = -2077130.556888 nChanged 386 SP:Iteration 11Q (13518.220000 sec): 3 clusters Score: Raw -2081983.720299 + Penalty 4666.796201 = -2077316.924098 nChanged 428 SP:Iteration 12Q (13518.270000 sec): 3 clusters Score: Raw -2082183.193926 + Penalty 4666.796201 = -2077516.397726 nChanged 391 SP:Iteration 13Q (13518.320000 sec): 3 clusters Score: Raw -2082353.557499 + Penalty 4666.796201 = -2077686.761299 nChanged 358 SP:Iteration 14Q (13518.370000 sec): 3 clusters Score: Raw -2082490.044565 + Penalty 4666.796201 = -2077823.248364 nChanged 319 SP:Iteration 15Q (13518.410000 sec): 3 clusters Score: Raw -2082611.570061 + Penalty 4666.796201 = -2077944.773860 nChanged 287 SP:Iteration 16Q (13518.460000 sec): 3 clusters Score: Raw -2082721.708085 + Penalty 4666.796201 = -2078054.911884 nChanged 269 SP:Iteration 17Q (13518.510000 sec): 3 clusters Score: Raw -2082798.266377 + Penalty 4666.796201 = -2078131.470176 nChanged 222 SP:Iteration 18Q (13518.560000 sec): 3 clusters Score: Raw -2082864.858478 + Penalty 4666.796201 = -2078198.062277 nChanged 194 SP:Iteration 19Q (13518.600000 sec): 3 clusters Score: Raw -2082915.509294 + Penalty 4666.796201 = -2078248.713094 nChanged 170 SP:Iteration 20F (13518.650000 sec): 3 clusters Score: Raw -2082964.011843 + Penalty 4666.796201 = -2078297.215643 nChanged 196 SP:Iteration 21Q (13518.700000 sec): 3 clusters Score: Raw -2083017.796960 + Penalty 4666.796201 = -2078351.000759 nChanged 165 SP:Iteration 22Q (13518.750000 sec): 3 clusters Score: Raw -2083063.145296 + Penalty 4666.796201 = -2078396.349096 nChanged 164 SP:Iteration 23Q (13518.800000 sec): 3 clusters Score: Raw -2083110.663501 + Penalty 4666.796201 = -2078443.867300 nChanged 152 SP:Iteration 24Q (13518.840000 sec): 3 clusters Score: Raw -2083150.624497 + Penalty 4666.796201 = -2078483.828296 nChanged 147 SP:Iteration 25Q (13518.890000 sec): 3 clusters Score: Raw -2083186.400291 + Penalty 4666.796201 = -2078519.604091 nChanged 132 SP:Iteration 26Q (13518.940000 sec): 3 clusters Score: Raw -2083221.447911 + Penalty 4666.796201 = -2078554.651711 nChanged 130 SP:Iteration 27Q (13518.980000 sec): 3 clusters Score: Raw -2083256.872659 + Penalty 4666.796201 = -2078590.076458 nChanged 132 SP:Iteration 28Q (13519.030000 sec): 3 clusters Score: Raw -2083296.441630 + Penalty 4666.796201 = -2078629.645429 nChanged 135 SP:Iteration 29Q (13519.080000 sec): 3 clusters Score: Raw -2083333.586466 + Penalty 4666.796201 = -2078666.790266 nChanged 146 SP:Iteration 30Q (13519.130000 sec): 3 clusters Score: Raw -2083372.026279 + Penalty 4666.796201 = -2078705.230079 nChanged 144 SP:Iteration 31Q (13519.180000 sec): 3 clusters Score: Raw -2083410.987981 + Penalty 4666.796201 = -2078744.191780 nChanged 154 SP:Iteration 32Q (13519.220000 sec): 3 clusters Score: Raw -2083454.862654 + Penalty 4666.796201 = -2078788.066453 nChanged 143 SP:Iteration 33Q (13519.270000 sec): 3 clusters Score: Raw -2083501.009548 + Penalty 4666.796201 = -2078834.213347 nChanged 173 SP:Iteration 34Q (13519.320000 sec): 3 clusters Score: Raw -2083560.251670 + Penalty 4666.796201 = -2078893.455469 nChanged 159 SP:Iteration 35Q (13519.360000 sec): 3 clusters Score: Raw -2083611.744123 + Penalty 4666.796201 = -2078944.947922 nChanged 157 SP:Iteration 36Q (13519.410000 sec): 3 clusters Score: Raw -2083664.687058 + Penalty 4666.796201 = -2078997.890857 nChanged 172 SP:Iteration 37Q (13519.460000 sec): 3 clusters Score: Raw -2083729.419627 + Penalty 4666.796201 = -2079062.623426 nChanged 177 SP:Iteration 38Q (13519.500000 sec): 3 clusters Score: Raw -2083791.712006 + Penalty 4666.796201 = -2079124.915805 nChanged 146 SP:Iteration 39Q (13519.550000 sec): 3 clusters Score: Raw -2083844.695134 + Penalty 4666.796201 = -2079177.898933 nChanged 144 SP:Iteration 40F (13519.600000 sec): 3 clusters Score: Raw -2083901.733776 + Penalty 4666.796201 = -2079234.937575 nChanged 136 SP:Iteration 41Q (13519.650000 sec): 3 clusters Score: Raw -2083954.141861 + Penalty 4666.796201 = -2079287.345660 nChanged 143 SP:Iteration 42Q (13519.690000 sec): 3 clusters Score: Raw -2084017.107781 + Penalty 4666.796201 = -2079350.311581 nChanged 130 SP:Iteration 43Q (13519.740000 sec): 3 clusters Score: Raw -2084071.179102 + Penalty 4666.796201 = -2079404.382901 nChanged 103 SP:Iteration 44Q (13519.780000 sec): 3 clusters Score: Raw -2084108.745462 + Penalty 4666.796201 = -2079441.949262 nChanged 93 SP:Iteration 45Q (13519.830000 sec): 3 clusters Score: Raw -2084143.704251 + Penalty 4666.796201 = -2079476.908050 nChanged 98 SP:Iteration 46Q (13519.880000 sec): 3 clusters Score: Raw -2084185.185802 + Penalty 4666.796201 = -2079518.389601 nChanged 87 SP:Iteration 47Q (13519.920000 sec): 3 clusters Score: Raw -2084223.452525 + Penalty 4666.796201 = -2079556.656324 nChanged 79 SP:Iteration 48Q (13519.970000 sec): 3 clusters Score: Raw -2084255.367340 + Penalty 4666.796201 = -2079588.571139 nChanged 73 SP:Iteration 49Q (13520.010000 sec): 3 clusters Score: Raw -2084287.452101 + Penalty 4666.796201 = -2079620.655900 nChanged 69 SP:Iteration 50Q (13520.060000 sec): 3 clusters Score: Raw -2084319.787101 + Penalty 4666.796201 = -2079652.990900 nChanged 60 SP:Iteration 51Q (13520.100000 sec): 3 clusters Score: Raw -2084348.972913 + Penalty 4666.796201 = -2079682.176712 nChanged 48 SP:Iteration 52Q (13520.140000 sec): 3 clusters Score: Raw -2084369.182052 + Penalty 4666.796201 = -2079702.385851 nChanged 40 SP:Iteration 53Q (13520.190000 sec): 3 clusters Score: Raw -2084385.089921 + Penalty 4666.796201 = -2079718.293720 nChanged 30 SP:Iteration 54Q (13520.230000 sec): 3 clusters Score: Raw -2084397.167408 + Penalty 4666.796201 = -2079730.371208 nChanged 32 SP:Iteration 55Q (13520.270000 sec): 3 clusters Score: Raw -2084409.086325 + Penalty 4666.796201 = -2079742.290124 nChanged 28 SP:Iteration 56Q (13520.320000 sec): 3 clusters Score: Raw -2084418.337102 + Penalty 4666.796201 = -2079751.540901 nChanged 24 SP:Iteration 57Q (13520.360000 sec): 3 clusters Score: Raw -2084427.500815 + Penalty 4666.796201 = -2079760.704614 nChanged 20 SP:Iteration 58Q (13520.400000 sec): 3 clusters Score: Raw -2084433.474163 + Penalty 4666.796201 = -2079766.677962 nChanged 14 SP:Iteration 59Q (13520.440000 sec): 3 clusters Score: Raw -2084438.578176 + Penalty 4666.796201 = -2079771.781976 nChanged 17 SP:Iteration 60F (13520.490000 sec): 3 clusters Score: Raw -2084445.735184 + Penalty 4666.796201 = -2079778.938983 nChanged 16 SP:Iteration 61Q (13520.540000 sec): 3 clusters Score: Raw -2084451.390777 + Penalty 4666.796201 = -2079784.594576 nChanged 13 SP:Iteration 62Q (13520.580000 sec): 3 clusters Score: Raw -2084457.291601 + Penalty 4666.796201 = -2079790.495400 nChanged 16 SP:Iteration 63Q (13520.620000 sec): 3 clusters Score: Raw -2084463.678059 + Penalty 4666.796201 = -2079796.881859 nChanged 11 SP:Iteration 64Q (13520.660000 sec): 3 clusters Score: Raw -2084467.395033 + Penalty 4666.796201 = -2079800.598832 nChanged 18 SP:Iteration 65Q (13520.700000 sec): 3 clusters Score: Raw -2084474.209152 + Penalty 4666.796201 = -2079807.412951 nChanged 11 SP:Iteration 66Q (13520.750000 sec): 3 clusters Score: Raw -2084478.493941 + Penalty 4666.796201 = -2079811.697740 nChanged 13 SP:Iteration 67Q (13520.790000 sec): 3 clusters Score: Raw -2084483.414413 + Penalty 4666.796201 = -2079816.618212 nChanged 9 SP:Iteration 68Q (13520.830000 sec): 3 clusters Score: Raw -2084488.338046 + Penalty 4666.796201 = -2079821.541845 nChanged 13 SP:Iteration 69Q (13520.870000 sec): 3 clusters Score: Raw -2084494.741305 + Penalty 4666.796201 = -2079827.945104 nChanged 16 SP:Iteration 70Q (13520.920000 sec): 3 clusters Score: Raw -2084501.294872 + Penalty 4666.796201 = -2079834.498671 nChanged 15 SP:Iteration 71Q (13520.960000 sec): 3 clusters Score: Raw -2084507.295736 + Penalty 4666.796201 = -2079840.499535 nChanged 9 SP:Iteration 72Q (13521.000000 sec): 3 clusters Score: Raw -2084511.713572 + Penalty 4666.796201 = -2079844.917371 nChanged 13 SP:Iteration 73Q (13521.040000 sec): 3 clusters Score: Raw -2084517.984401 + Penalty 4666.796201 = -2079851.188200 nChanged 14 SP:Iteration 74Q (13521.080000 sec): 3 clusters Score: Raw -2084523.555782 + Penalty 4666.796201 = -2079856.759581 nChanged 10 SP:Iteration 75Q (13521.120000 sec): 3 clusters Score: Raw -2084527.749554 + Penalty 4666.796201 = -2079860.953354 nChanged 5 SP:Iteration 76Q (13521.160000 sec): 3 clusters Score: Raw -2084529.714940 + Penalty 4666.796201 = -2079862.918740 nChanged 6 SP:Iteration 77Q (13521.210000 sec): 3 clusters Score: Raw -2084532.698409 + Penalty 4666.796201 = -2079865.902209 nChanged 8 SP:Iteration 78Q (13521.250000 sec): 3 clusters Score: Raw -2084536.238199 + Penalty 4666.796201 = -2079869.441998 nChanged 7 SP:Iteration 79Q (13521.290000 sec): 3 clusters Score: Raw -2084538.393223 + Penalty 4666.796201 = -2079871.597022 nChanged 7 SP:Iteration 80F (13521.340000 sec): 3 clusters Score: Raw -2084541.960579 + Penalty 4666.796201 = -2079875.164378 nChanged 6 SP:Iteration 81Q (13521.380000 sec): 3 clusters Score: Raw -2084543.977779 + Penalty 4666.796201 = -2079877.181578 nChanged 4 SP:Iteration 82Q (13521.420000 sec): 3 clusters Score: Raw -2084545.130828 + Penalty 4666.796201 = -2079878.334627 nChanged 4 SP:Iteration 83Q (13521.460000 sec): 3 clusters Score: Raw -2084546.872306 + Penalty 4666.796201 = -2079880.076105 nChanged 0 SP:Iteration 84F (13521.510000 sec): 3 clusters Score: Raw -2084546.872306 + Penalty 4666.796201 = -2079880.076105 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13521.590000 sec): 2 clusters Score: Raw -3468873.501734 + Penalty 2470.328362 = -3466403.173373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13521.680000 sec): 3 clusters Score: Raw -3456570.512062 + Penalty 4940.656724 = -3451629.855339 nChanged 9264 SP:Iteration 1F (13521.760000 sec): 3 clusters Score: Raw -3461500.127207 + Penalty 4940.656724 = -3456559.470484 nChanged 1103 SP:Iteration 2F (13521.840000 sec): 3 clusters Score: Raw -3461930.827492 + Penalty 4940.656724 = -3456990.170768 nChanged 974 SP:Iteration 3Q (13521.930000 sec): 3 clusters Score: Raw -3462348.908323 + Penalty 4940.656724 = -3457408.251600 nChanged 964 SP:Iteration 4Q (13522.020000 sec): 3 clusters Score: Raw -3462787.694716 + Penalty 4940.656724 = -3457847.037993 nChanged 921 SP:Iteration 5Q (13522.100000 sec): 3 clusters Score: Raw -3463209.467819 + Penalty 4940.656724 = -3458268.811095 nChanged 909 SP:Iteration 6Q (13522.190000 sec): 3 clusters Score: Raw -3463608.781446 + Penalty 4940.656724 = -3458668.124722 nChanged 830 SP:Iteration 7Q (13522.270000 sec): 3 clusters Score: Raw -3463992.749962 + Penalty 4940.656724 = -3459052.093238 nChanged 850 SP:Iteration 8Q (13522.360000 sec): 3 clusters Score: Raw -3464380.103394 + Penalty 4940.656724 = -3459439.446671 nChanged 813 SP:Iteration 9Q (13522.440000 sec): 3 clusters Score: Raw -3464758.560576 + Penalty 4940.656724 = -3459817.903852 nChanged 811 SP:Iteration 10Q (13522.520000 sec): 3 clusters Score: Raw -3465146.817367 + Penalty 4940.656724 = -3460206.160643 nChanged 821 SP:Iteration 11Q (13522.610000 sec): 3 clusters Score: Raw -3465587.762456 + Penalty 4940.656724 = -3460647.105733 nChanged 853 SP:Iteration 12Q (13522.690000 sec): 3 clusters Score: Raw -3466064.734457 + Penalty 4940.656724 = -3461124.077734 nChanged 812 SP:Iteration 13Q (13522.770000 sec): 3 clusters Score: Raw -3466525.335033 + Penalty 4940.656724 = -3461584.678310 nChanged 795 SP:Iteration 14Q (13522.850000 sec): 3 clusters Score: Raw -3467059.505897 + Penalty 4940.656724 = -3462118.849174 nChanged 778 SP:Iteration 15Q (13522.930000 sec): 3 clusters Score: Raw -3467590.361150 + Penalty 4940.656724 = -3462649.704426 nChanged 640 SP:Iteration 16Q (13523.010000 sec): 3 clusters Score: Raw -3468035.949102 + Penalty 4940.656724 = -3463095.292378 nChanged 469 SP:Iteration 17Q (13523.080000 sec): 3 clusters Score: Raw -3468389.479335 + Penalty 4940.656724 = -3463448.822611 nChanged 351 SP:Iteration 18Q (13523.150000 sec): 3 clusters Score: Raw -3468644.700705 + Penalty 4940.656724 = -3463704.043982 nChanged 208 SP:Iteration 19Q (13523.220000 sec): 3 clusters Score: Raw -3468800.068893 + Penalty 4940.656724 = -3463859.412169 nChanged 154 SP:Iteration 20F (13523.310000 sec): 3 clusters Score: Raw -3468926.299341 + Penalty 4940.656724 = -3463985.642618 nChanged 104 SP:Iteration 21Q (13523.370000 sec): 3 clusters Score: Raw -3469009.485974 + Penalty 4940.656724 = -3464068.829250 nChanged 60 SP:Iteration 22Q (13523.440000 sec): 3 clusters Score: Raw -3469058.661768 + Penalty 4940.656724 = -3464118.005045 nChanged 39 SP:Iteration 23Q (13523.500000 sec): 3 clusters Score: Raw -3469092.781360 + Penalty 4940.656724 = -3464152.124637 nChanged 31 SP:Iteration 24Q (13523.560000 sec): 3 clusters Score: Raw -3469122.971551 + Penalty 4940.656724 = -3464182.314827 nChanged 35 SP:Iteration 25Q (13523.620000 sec): 3 clusters Score: Raw -3469149.063278 + Penalty 4940.656724 = -3464208.406554 nChanged 22 SP:Iteration 26Q (13523.690000 sec): 3 clusters Score: Raw -3469165.268166 + Penalty 4940.656724 = -3464224.611442 nChanged 18 SP:Iteration 27Q (13523.750000 sec): 3 clusters Score: Raw -3469178.555551 + Penalty 4940.656724 = -3464237.898828 nChanged 14 SP:Iteration 28Q (13523.810000 sec): 3 clusters Score: Raw -3469188.836044 + Penalty 4940.656724 = -3464248.179320 nChanged 14 SP:Iteration 29Q (13523.870000 sec): 3 clusters Score: Raw -3469200.131624 + Penalty 4940.656724 = -3464259.474901 nChanged 14 SP:Iteration 30Q (13523.930000 sec): 3 clusters Score: Raw -3469210.023947 + Penalty 4940.656724 = -3464269.367224 nChanged 16 SP:Iteration 31Q (13523.990000 sec): 3 clusters Score: Raw -3469222.548831 + Penalty 4940.656724 = -3464281.892108 nChanged 9 SP:Iteration 32Q (13524.050000 sec): 3 clusters Score: Raw -3469232.195013 + Penalty 4940.656724 = -3464291.538290 nChanged 10 SP:Iteration 33Q (13524.110000 sec): 3 clusters Score: Raw -3469240.494180 + Penalty 4940.656724 = -3464299.837456 nChanged 9 SP:Iteration 34Q (13524.170000 sec): 3 clusters Score: Raw -3469247.783183 + Penalty 4940.656724 = -3464307.126460 nChanged 6 SP:Iteration 35Q (13524.230000 sec): 3 clusters Score: Raw -3469253.921266 + Penalty 4940.656724 = -3464313.264543 nChanged 6 SP:Iteration 36Q (13524.290000 sec): 3 clusters Score: Raw -3469257.536734 + Penalty 4940.656724 = -3464316.880011 nChanged 4 SP:Iteration 37Q (13524.350000 sec): 3 clusters Score: Raw -3469260.546044 + Penalty 4940.656724 = -3464319.889321 nChanged 5 SP:Iteration 38Q (13524.410000 sec): 3 clusters Score: Raw -3469263.044112 + Penalty 4940.656724 = -3464322.387388 nChanged 2 SP:Iteration 39Q (13524.470000 sec): 3 clusters Score: Raw -3469264.693293 + Penalty 4940.656724 = -3464324.036569 nChanged 0 SP:Iteration 40F (13524.560000 sec): 3 clusters Score: Raw -3469264.693293 + Penalty 4940.656724 = -3464324.036569 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13524.570000 sec): 2 clusters Score: Raw -28910.893621 + Penalty 1301.261970 = -27609.631651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13524.570000 sec): 3 clusters Score: Raw -29127.892770 + Penalty 2602.523940 = -26525.368830 nChanged 13 SP:Iteration 1F (13524.580000 sec): 3 clusters Score: Raw -29179.916193 + Penalty 2602.523940 = -26577.392253 nChanged 5 SP:Iteration 2Q (13524.580000 sec): 3 clusters Score: Raw -29201.530643 + Penalty 2602.523940 = -26599.006704 nChanged 3 SP:Iteration 3Q (13524.580000 sec): 3 clusters Score: Raw -29210.839087 + Penalty 2602.523940 = -26608.315147 nChanged 1 SP:Iteration 4Q (13524.580000 sec): 3 clusters Score: Raw -29218.833607 + Penalty 2602.523940 = -26616.309667 nChanged 0 SP:Iteration 5F (13524.580000 sec): 3 clusters Score: Raw -29218.833607 + Penalty 2602.523940 = -26616.309667 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13524.590000 sec): 2 clusters Score: Raw -84129.206800 + Penalty 1549.514633 = -82579.692167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13524.590000 sec): 3 clusters Score: Raw -84112.455386 + Penalty 3099.029266 = -81013.426120 nChanged 86 SP:Iteration 1F (13524.590000 sec): 3 clusters Score: Raw -84268.053274 + Penalty 3099.029266 = -81169.024008 nChanged 21 SP:Iteration 2Q (13524.590000 sec): 3 clusters Score: Raw -84324.784222 + Penalty 3099.029266 = -81225.754957 nChanged 15 SP:Iteration 3Q (13524.590000 sec): 3 clusters Score: Raw -84366.555733 + Penalty 3099.029266 = -81267.526467 nChanged 10 SP:Iteration 4Q (13524.600000 sec): 3 clusters Score: Raw -84391.254758 + Penalty 3099.029266 = -81292.225492 nChanged 8 SP:Iteration 5Q (13524.600000 sec): 3 clusters Score: Raw -84428.342798 + Penalty 3099.029266 = -81329.313532 nChanged 7 SP:Iteration 6Q (13524.600000 sec): 3 clusters Score: Raw -84441.903029 + Penalty 3099.029266 = -81342.873763 nChanged 6 SP:Iteration 7Q (13524.600000 sec): 3 clusters Score: Raw -84464.465780 + Penalty 3099.029266 = -81365.436514 nChanged 1 SP:Iteration 8Q (13524.600000 sec): 3 clusters Score: Raw -84466.947506 + Penalty 3099.029266 = -81367.918240 nChanged 2 SP:Iteration 9Q (13524.610000 sec): 3 clusters Score: Raw -84469.752991 + Penalty 3099.029266 = -81370.723725 nChanged 0 SP:Iteration 10F (13524.610000 sec): 3 clusters Score: Raw -84469.752991 + Penalty 3099.029266 = -81370.723725 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13524.620000 sec): 2 clusters Score: Raw -184787.022972 + Penalty 1730.134321 = -183056.888650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13524.620000 sec): 3 clusters Score: Raw -184531.610010 + Penalty 3460.268643 = -181071.341367 nChanged 278 SP:Iteration 1F (13524.630000 sec): 3 clusters Score: Raw -184827.739572 + Penalty 3460.268643 = -181367.470929 nChanged 69 SP:Iteration 2F (13524.630000 sec): 3 clusters Score: Raw -184944.607844 + Penalty 3460.268643 = -181484.339201 nChanged 45 SP:Iteration 3Q (13524.630000 sec): 3 clusters Score: Raw -185005.190459 + Penalty 3460.268643 = -181544.921816 nChanged 33 SP:Iteration 4Q (13524.640000 sec): 3 clusters Score: Raw -185046.733856 + Penalty 3460.268643 = -181586.465213 nChanged 16 SP:Iteration 5Q (13524.640000 sec): 3 clusters Score: Raw -185067.533118 + Penalty 3460.268643 = -181607.264475 nChanged 17 SP:Iteration 6Q (13524.650000 sec): 3 clusters Score: Raw -185081.728809 + Penalty 3460.268643 = -181621.460166 nChanged 8 SP:Iteration 7Q (13524.650000 sec): 3 clusters Score: Raw -185088.459416 + Penalty 3460.268643 = -181628.190773 nChanged 3 SP:Iteration 8Q (13524.650000 sec): 3 clusters Score: Raw -185090.622504 + Penalty 3460.268643 = -181630.353861 nChanged 6 SP:Iteration 9Q (13524.660000 sec): 3 clusters Score: Raw -185096.273780 + Penalty 3460.268643 = -181636.005138 nChanged 7 SP:Iteration 10Q (13524.660000 sec): 3 clusters Score: Raw -185105.981928 + Penalty 3460.268643 = -181645.713285 nChanged 5 SP:Iteration 11Q (13524.670000 sec): 3 clusters Score: Raw -185110.466702 + Penalty 3460.268643 = -181650.198059 nChanged 1 SP:Iteration 12Q (13524.670000 sec): 3 clusters Score: Raw -185111.394360 + Penalty 3460.268643 = -181651.125717 nChanged 1 SP:Iteration 13Q (13524.670000 sec): 3 clusters Score: Raw -185112.335842 + Penalty 3460.268643 = -181652.067199 nChanged 3 SP:Iteration 14Q (13524.680000 sec): 3 clusters Score: Raw -185114.138034 + Penalty 3460.268643 = -181653.869391 nChanged 3 SP:Iteration 15Q (13524.680000 sec): 3 clusters Score: Raw -185116.058938 + Penalty 3460.268643 = -181655.790295 nChanged 1 SP:Iteration 16Q (13524.690000 sec): 3 clusters Score: Raw -185116.991704 + Penalty 3460.268643 = -181656.723061 nChanged 1 SP:Iteration 17Q (13524.690000 sec): 3 clusters Score: Raw -185118.011696 + Penalty 3460.268643 = -181657.743054 nChanged 1 SP:Iteration 18Q (13524.690000 sec): 3 clusters Score: Raw -185119.556318 + Penalty 3460.268643 = -181659.287675 nChanged 0 SP:Iteration 19F (13524.700000 sec): 3 clusters Score: Raw -185119.556318 + Penalty 3460.268643 = -181659.287675 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13524.710000 sec): 2 clusters Score: Raw -283256.768548 + Penalty 1829.374015 = -281427.394533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13524.720000 sec): 3 clusters Score: Raw -282739.894803 + Penalty 3658.748031 = -279081.146772 nChanged 470 SP:Iteration 1F (13524.720000 sec): 3 clusters Score: Raw -283168.642505 + Penalty 3658.748031 = -279509.894474 nChanged 148 SP:Iteration 2F (13524.730000 sec): 3 clusters Score: Raw -283327.705150 + Penalty 3658.748031 = -279668.957119 nChanged 85 SP:Iteration 3F (13524.730000 sec): 3 clusters Score: Raw -283419.380607 + Penalty 3658.748031 = -279760.632577 nChanged 47 SP:Iteration 4Q (13524.740000 sec): 3 clusters Score: Raw -283469.406573 + Penalty 3658.748031 = -279810.658542 nChanged 30 SP:Iteration 5Q (13524.750000 sec): 3 clusters Score: Raw -283499.003659 + Penalty 3658.748031 = -279840.255628 nChanged 24 SP:Iteration 6Q (13524.750000 sec): 3 clusters Score: Raw -283524.537418 + Penalty 3658.748031 = -279865.789388 nChanged 25 SP:Iteration 7Q (13524.760000 sec): 3 clusters Score: Raw -283549.773019 + Penalty 3658.748031 = -279891.024988 nChanged 19 SP:Iteration 8Q (13524.770000 sec): 3 clusters Score: Raw -283562.771177 + Penalty 3658.748031 = -279904.023147 nChanged 13 SP:Iteration 9Q (13524.770000 sec): 3 clusters Score: Raw -283573.067406 + Penalty 3658.748031 = -279914.319375 nChanged 9 SP:Iteration 10Q (13524.780000 sec): 3 clusters Score: Raw -283581.135592 + Penalty 3658.748031 = -279922.387561 nChanged 9 SP:Iteration 11Q (13524.790000 sec): 3 clusters Score: Raw -283586.927739 + Penalty 3658.748031 = -279928.179709 nChanged 9 SP:Iteration 12Q (13524.790000 sec): 3 clusters Score: Raw -283593.776108 + Penalty 3658.748031 = -279935.028078 nChanged 7 SP:Iteration 13Q (13524.800000 sec): 3 clusters Score: Raw -283598.845061 + Penalty 3658.748031 = -279940.097030 nChanged 3 SP:Iteration 14Q (13524.800000 sec): 3 clusters Score: Raw -283602.329946 + Penalty 3658.748031 = -279943.581915 nChanged 8 SP:Iteration 15Q (13524.810000 sec): 3 clusters Score: Raw -283612.410048 + Penalty 3658.748031 = -279953.662018 nChanged 6 SP:Iteration 16Q (13524.820000 sec): 3 clusters Score: Raw -283616.336500 + Penalty 3658.748031 = -279957.588469 nChanged 4 SP:Iteration 17Q (13524.830000 sec): 3 clusters Score: Raw -283619.251016 + Penalty 3658.748031 = -279960.502986 nChanged 4 SP:Iteration 18Q (13524.830000 sec): 3 clusters Score: Raw -283622.420858 + Penalty 3658.748031 = -279963.672827 nChanged 2 SP:Iteration 19Q (13524.840000 sec): 3 clusters Score: Raw -283623.781152 + Penalty 3658.748031 = -279965.033121 nChanged 2 SP:Iteration 20F (13524.850000 sec): 3 clusters Score: Raw -283627.530717 + Penalty 3658.748031 = -279968.782687 nChanged 2 SP:Iteration 21Q (13524.850000 sec): 3 clusters Score: Raw -283629.179429 + Penalty 3658.748031 = -279970.431399 nChanged 2 SP:Iteration 22Q (13524.860000 sec): 3 clusters Score: Raw -283632.130246 + Penalty 3658.748031 = -279973.382215 nChanged 0 SP:Iteration 23F (13524.870000 sec): 3 clusters Score: Raw -283632.130246 + Penalty 3658.748031 = -279973.382215 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13524.870000 sec): 2 clusters Score: Raw -50666.468396 + Penalty 1533.157057 = -49133.311339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13524.870000 sec): 3 clusters Score: Raw -50877.540165 + Penalty 3066.314114 = -47811.226051 nChanged 120 SP:Iteration 1F (13524.880000 sec): 3 clusters Score: Raw -51456.453711 + Penalty 3066.314114 = -48390.139598 nChanged 76 SP:Iteration 2F (13524.880000 sec): 3 clusters Score: Raw -52026.996484 + Penalty 3066.314114 = -48960.682370 nChanged 47 SP:Iteration 3F (13524.880000 sec): 3 clusters Score: Raw -52624.979058 + Penalty 3066.314114 = -49558.664944 nChanged 33 SP:Iteration 4F (13524.880000 sec): 3 clusters Score: Raw -52896.889208 + Penalty 3066.314114 = -49830.575095 nChanged 18 SP:Iteration 5Q (13524.890000 sec): 3 clusters Score: Raw -53049.041728 + Penalty 3066.314114 = -49982.727615 nChanged 11 SP:Iteration 6Q (13524.890000 sec): 3 clusters Score: Raw -53128.917202 + Penalty 3066.314114 = -50062.603088 nChanged 2 SP:Iteration 7Q (13524.890000 sec): 3 clusters Score: Raw -53159.347936 + Penalty 3066.314114 = -50093.033822 nChanged 1 SP:Iteration 8Q (13524.890000 sec): 3 clusters Score: Raw -53163.834316 + Penalty 3066.314114 = -50097.520203 nChanged 1 SP:Iteration 9Q (13524.890000 sec): 3 clusters Score: Raw -53170.411446 + Penalty 3066.314114 = -50104.097332 nChanged 0 SP:Iteration 10F (13524.890000 sec): 3 clusters Score: Raw -53170.411446 + Penalty 3066.314114 = -50104.097332 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13524.980000 sec): 2 clusters Score: Raw -3277210.401027 + Penalty 2439.078650 = -3274771.322377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13525.050000 sec): 3 clusters Score: Raw -3266495.875830 + Penalty 4878.157300 = -3261617.718530 nChanged 8208 SP:Iteration 1F (13525.130000 sec): 3 clusters Score: Raw -3271023.973262 + Penalty 4878.157300 = -3266145.815962 nChanged 1102 SP:Iteration 2F (13525.190000 sec): 3 clusters Score: Raw -3271504.277548 + Penalty 4878.157300 = -3266626.120248 nChanged 990 SP:Iteration 3F (13525.270000 sec): 3 clusters Score: Raw -3271915.466591 + Penalty 4878.157300 = -3267037.309291 nChanged 885 SP:Iteration 4Q (13525.350000 sec): 3 clusters Score: Raw -3272294.198083 + Penalty 4878.157300 = -3267416.040783 nChanged 847 SP:Iteration 5Q (13525.420000 sec): 3 clusters Score: Raw -3272724.912796 + Penalty 4878.157300 = -3267846.755497 nChanged 893 SP:Iteration 6Q (13525.490000 sec): 3 clusters Score: Raw -3273217.526518 + Penalty 4878.157300 = -3268339.369219 nChanged 977 SP:Iteration 7F (13525.570000 sec): 3 clusters Score: Raw -3273812.176311 + Penalty 4878.157300 = -3268934.019011 nChanged 1009 SP:Iteration 8F (13525.640000 sec): 3 clusters Score: Raw -3274486.198854 + Penalty 4878.157300 = -3269608.041554 nChanged 969 SP:Iteration 9F (13525.710000 sec): 3 clusters Score: Raw -3275139.047443 + Penalty 4878.157300 = -3270260.890143 nChanged 852 SP:Iteration 10Q (13525.790000 sec): 3 clusters Score: Raw -3275778.081443 + Penalty 4878.157300 = -3270899.924143 nChanged 790 SP:Iteration 11Q (13525.860000 sec): 3 clusters Score: Raw -3276473.223138 + Penalty 4878.157300 = -3271595.065838 nChanged 597 SP:Iteration 12Q (13525.940000 sec): 3 clusters Score: Raw -3277005.610822 + Penalty 4878.157300 = -3272127.453523 nChanged 489 SP:Iteration 13Q (13526.010000 sec): 3 clusters Score: Raw -3277392.477466 + Penalty 4878.157300 = -3272514.320166 nChanged 428 SP:Iteration 14Q (13526.080000 sec): 3 clusters Score: Raw -3277680.914717 + Penalty 4878.157300 = -3272802.757417 nChanged 308 SP:Iteration 15Q (13526.150000 sec): 3 clusters Score: Raw -3277862.295396 + Penalty 4878.157300 = -3272984.138096 nChanged 237 SP:Iteration 16Q (13526.210000 sec): 3 clusters Score: Raw -3277994.526151 + Penalty 4878.157300 = -3273116.368851 nChanged 197 SP:Iteration 17Q (13526.280000 sec): 3 clusters Score: Raw -3278094.479605 + Penalty 4878.157300 = -3273216.322305 nChanged 160 SP:Iteration 18Q (13526.340000 sec): 3 clusters Score: Raw -3278157.289291 + Penalty 4878.157300 = -3273279.131991 nChanged 137 SP:Iteration 19Q (13526.410000 sec): 3 clusters Score: Raw -3278209.506648 + Penalty 4878.157300 = -3273331.349348 nChanged 111 SP:Iteration 20F (13526.480000 sec): 3 clusters Score: Raw -3278252.350107 + Penalty 4878.157300 = -3273374.192807 nChanged 90 SP:Iteration 21Q (13526.540000 sec): 3 clusters Score: Raw -3278287.962099 + Penalty 4878.157300 = -3273409.804799 nChanged 82 SP:Iteration 22Q (13526.610000 sec): 3 clusters Score: Raw -3278317.756881 + Penalty 4878.157300 = -3273439.599581 nChanged 66 SP:Iteration 23Q (13526.670000 sec): 3 clusters Score: Raw -3278342.726028 + Penalty 4878.157300 = -3273464.568728 nChanged 59 SP:Iteration 24Q (13526.730000 sec): 3 clusters Score: Raw -3278363.449578 + Penalty 4878.157300 = -3273485.292278 nChanged 54 SP:Iteration 25Q (13526.790000 sec): 3 clusters Score: Raw -3278381.987210 + Penalty 4878.157300 = -3273503.829910 nChanged 46 SP:Iteration 26Q (13526.850000 sec): 3 clusters Score: Raw -3278396.811268 + Penalty 4878.157300 = -3273518.653968 nChanged 46 SP:Iteration 27Q (13526.910000 sec): 3 clusters Score: Raw -3278411.685884 + Penalty 4878.157300 = -3273533.528584 nChanged 44 SP:Iteration 28Q (13526.980000 sec): 3 clusters Score: Raw -3278423.190403 + Penalty 4878.157300 = -3273545.033104 nChanged 35 SP:Iteration 29Q (13527.040000 sec): 3 clusters Score: Raw -3278434.977492 + Penalty 4878.157300 = -3273556.820192 nChanged 42 SP:Iteration 30Q (13527.100000 sec): 3 clusters Score: Raw -3278451.131038 + Penalty 4878.157300 = -3273572.973739 nChanged 44 SP:Iteration 31Q (13527.160000 sec): 3 clusters Score: Raw -3278465.593313 + Penalty 4878.157300 = -3273587.436013 nChanged 34 SP:Iteration 32Q (13527.220000 sec): 3 clusters Score: Raw -3278475.082356 + Penalty 4878.157300 = -3273596.925056 nChanged 16 SP:Iteration 33Q (13527.280000 sec): 3 clusters Score: Raw -3278480.348993 + Penalty 4878.157300 = -3273602.191694 nChanged 22 SP:Iteration 34Q (13527.340000 sec): 3 clusters Score: Raw -3278487.453567 + Penalty 4878.157300 = -3273609.296267 nChanged 17 SP:Iteration 35Q (13527.400000 sec): 3 clusters Score: Raw -3278491.782800 + Penalty 4878.157300 = -3273613.625500 nChanged 14 SP:Iteration 36Q (13527.460000 sec): 3 clusters Score: Raw -3278494.560782 + Penalty 4878.157300 = -3273616.403482 nChanged 9 SP:Iteration 37Q (13527.520000 sec): 3 clusters Score: Raw -3278496.272590 + Penalty 4878.157300 = -3273618.115290 nChanged 7 SP:Iteration 38Q (13527.580000 sec): 3 clusters Score: Raw -3278497.661899 + Penalty 4878.157300 = -3273619.504600 nChanged 5 SP:Iteration 39Q (13527.640000 sec): 3 clusters Score: Raw -3278499.710292 + Penalty 4878.157300 = -3273621.552992 nChanged 8 SP:Iteration 40F (13527.710000 sec): 3 clusters Score: Raw -3278501.945639 + Penalty 4878.157300 = -3273623.788339 nChanged 6 SP:Iteration 41Q (13527.770000 sec): 3 clusters Score: Raw -3278503.876920 + Penalty 4878.157300 = -3273625.719620 nChanged 9 SP:Iteration 42Q (13527.830000 sec): 3 clusters Score: Raw -3278505.545628 + Penalty 4878.157300 = -3273627.388328 nChanged 3 SP:Iteration 43Q (13527.890000 sec): 3 clusters Score: Raw -3278506.171579 + Penalty 4878.157300 = -3273628.014280 nChanged 4 SP:Iteration 44Q (13527.950000 sec): 3 clusters Score: Raw -3278507.420021 + Penalty 4878.157300 = -3273629.262722 nChanged 9 SP:Iteration 45Q (13528.010000 sec): 3 clusters Score: Raw -3278510.153512 + Penalty 4878.157300 = -3273631.996213 nChanged 6 SP:Iteration 46Q (13528.070000 sec): 3 clusters Score: Raw -3278511.483892 + Penalty 4878.157300 = -3273633.326592 nChanged 10 SP:Iteration 47Q (13528.130000 sec): 3 clusters Score: Raw -3278513.290003 + Penalty 4878.157300 = -3273635.132703 nChanged 5 SP:Iteration 48Q (13528.190000 sec): 3 clusters Score: Raw -3278513.960989 + Penalty 4878.157300 = -3273635.803689 nChanged 4 SP:Iteration 49Q (13528.250000 sec): 3 clusters Score: Raw -3278514.569323 + Penalty 4878.157300 = -3273636.412024 nChanged 1 SP:Iteration 50Q (13528.310000 sec): 3 clusters Score: Raw -3278514.753203 + Penalty 4878.157300 = -3273636.595903 nChanged 3 SP:Iteration 51Q (13528.370000 sec): 3 clusters Score: Raw -3278515.079425 + Penalty 4878.157300 = -3273636.922125 nChanged 2 SP:Iteration 52Q (13528.430000 sec): 3 clusters Score: Raw -3278515.560552 + Penalty 4878.157300 = -3273637.403252 nChanged 1 SP:Iteration 53Q (13528.490000 sec): 3 clusters Score: Raw -3278515.803759 + Penalty 4878.157300 = -3273637.646460 nChanged 3 SP:Iteration 54Q (13528.550000 sec): 3 clusters Score: Raw -3278516.046195 + Penalty 4878.157300 = -3273637.888896 nChanged 1 SP:Iteration 55Q (13528.610000 sec): 3 clusters Score: Raw -3278516.610871 + Penalty 4878.157300 = -3273638.453571 nChanged 3 SP:Iteration 56Q (13528.670000 sec): 3 clusters Score: Raw -3278517.154922 + Penalty 4878.157300 = -3273638.997622 nChanged 2 SP:Iteration 57Q (13528.730000 sec): 3 clusters Score: Raw -3278517.529741 + Penalty 4878.157300 = -3273639.372441 nChanged 3 SP:Iteration 58Q (13528.790000 sec): 3 clusters Score: Raw -3278517.874235 + Penalty 4878.157300 = -3273639.716935 nChanged 2 SP:Iteration 59Q (13528.850000 sec): 3 clusters Score: Raw -3278518.152410 + Penalty 4878.157300 = -3273639.995110 nChanged 1 SP:Iteration 60F (13528.920000 sec): 3 clusters Score: Raw -3278518.250049 + Penalty 4878.157300 = -3273640.092749 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13528.940000 sec): 2 clusters Score: Raw -191505.593078 + Penalty 1728.973814 = -189776.619264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13528.950000 sec): 3 clusters Score: Raw -191243.583466 + Penalty 3457.947628 = -187785.635838 nChanged 290 SP:Iteration 1F (13528.950000 sec): 3 clusters Score: Raw -191529.864353 + Penalty 3457.947628 = -188071.916725 nChanged 79 SP:Iteration 2F (13528.950000 sec): 3 clusters Score: Raw -191622.821537 + Penalty 3457.947628 = -188164.873910 nChanged 39 SP:Iteration 3Q (13528.960000 sec): 3 clusters Score: Raw -191691.352408 + Penalty 3457.947628 = -188233.404780 nChanged 23 SP:Iteration 4Q (13528.960000 sec): 3 clusters Score: Raw -191725.121500 + Penalty 3457.947628 = -188267.173872 nChanged 18 SP:Iteration 5Q (13528.970000 sec): 3 clusters Score: Raw -191759.518446 + Penalty 3457.947628 = -188301.570818 nChanged 27 SP:Iteration 6Q (13528.970000 sec): 3 clusters Score: Raw -191817.308054 + Penalty 3457.947628 = -188359.360426 nChanged 28 SP:Iteration 7Q (13528.970000 sec): 3 clusters Score: Raw -191873.243796 + Penalty 3457.947628 = -188415.296168 nChanged 32 SP:Iteration 8Q (13528.980000 sec): 3 clusters Score: Raw -191932.862739 + Penalty 3457.947628 = -188474.915111 nChanged 31 SP:Iteration 9Q (13528.980000 sec): 3 clusters Score: Raw -192022.922145 + Penalty 3457.947628 = -188564.974517 nChanged 46 SP:Iteration 10Q (13528.990000 sec): 3 clusters Score: Raw -192109.128352 + Penalty 3457.947628 = -188651.180724 nChanged 37 SP:Iteration 11Q (13528.990000 sec): 3 clusters Score: Raw -192174.618970 + Penalty 3457.947628 = -188716.671342 nChanged 29 SP:Iteration 12Q (13528.990000 sec): 3 clusters Score: Raw -192220.912449 + Penalty 3457.947628 = -188762.964821 nChanged 21 SP:Iteration 13Q (13529.000000 sec): 3 clusters Score: Raw -192284.607856 + Penalty 3457.947628 = -188826.660228 nChanged 26 SP:Iteration 14Q (13529.000000 sec): 3 clusters Score: Raw -192351.836587 + Penalty 3457.947628 = -188893.888959 nChanged 28 SP:Iteration 15Q (13529.010000 sec): 3 clusters Score: Raw -192408.869928 + Penalty 3457.947628 = -188950.922300 nChanged 26 SP:Iteration 16Q (13529.010000 sec): 3 clusters Score: Raw -192451.977985 + Penalty 3457.947628 = -188994.030357 nChanged 25 SP:Iteration 17Q (13529.010000 sec): 3 clusters Score: Raw -192496.627023 + Penalty 3457.947628 = -189038.679395 nChanged 16 SP:Iteration 18Q (13529.020000 sec): 3 clusters Score: Raw -192524.875069 + Penalty 3457.947628 = -189066.927442 nChanged 10 SP:Iteration 19Q (13529.020000 sec): 3 clusters Score: Raw -192538.312108 + Penalty 3457.947628 = -189080.364480 nChanged 11 SP:Iteration 20F (13529.030000 sec): 3 clusters Score: Raw -192557.515331 + Penalty 3457.947628 = -189099.567703 nChanged 14 SP:Iteration 21Q (13529.030000 sec): 3 clusters Score: Raw -192577.825685 + Penalty 3457.947628 = -189119.878057 nChanged 6 SP:Iteration 22Q (13529.030000 sec): 3 clusters Score: Raw -192588.273983 + Penalty 3457.947628 = -189130.326356 nChanged 8 SP:Iteration 23Q (13529.040000 sec): 3 clusters Score: Raw -192603.806264 + Penalty 3457.947628 = -189145.858636 nChanged 7 SP:Iteration 24Q (13529.040000 sec): 3 clusters Score: Raw -192612.439166 + Penalty 3457.947628 = -189154.491538 nChanged 6 SP:Iteration 25Q (13529.040000 sec): 3 clusters Score: Raw -192623.117950 + Penalty 3457.947628 = -189165.170322 nChanged 2 SP:Iteration 26Q (13529.050000 sec): 3 clusters Score: Raw -192624.524265 + Penalty 3457.947628 = -189166.576637 nChanged 0 SP:Iteration 27F (13529.050000 sec): 3 clusters Score: Raw -192624.524265 + Penalty 3457.947628 = -189166.576637 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13529.060000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13529.060000 sec): 3 clusters Score: Raw -28989.957294 + Penalty 2617.944871 = -26372.012423 nChanged 15 SP:Iteration 1F (13529.060000 sec): 3 clusters Score: Raw -29058.115486 + Penalty 2617.944871 = -26440.170615 nChanged 1 SP:Iteration 2Q (13529.060000 sec): 3 clusters Score: Raw -29073.994208 + Penalty 2617.944871 = -26456.049337 nChanged 1 SP:Iteration 3Q (13529.060000 sec): 3 clusters Score: Raw -29076.797267 + Penalty 2617.944871 = -26458.852396 nChanged 0 SP:Iteration 4F (13529.060000 sec): 3 clusters Score: Raw -29076.797267 + Penalty 2617.944871 = -26458.852396 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (229795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13529.970000 sec): 2 clusters Score: Raw -39798519.087332 + Penalty 3061.545836 = -39795457.541497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13530.950000 sec): 3 clusters Score: Raw -39647125.735251 + Penalty 6123.091672 = -39641002.643579 nChanged 110950 SP:Iteration 1F (13531.920000 sec): 3 clusters Score: Raw -39712672.616830 + Penalty 6123.091672 = -39706549.525158 nChanged 6125 SP:Iteration 2Q (13532.920000 sec): 3 clusters Score: Raw -39713999.649962 + Penalty 6123.091672 = -39707876.558291 nChanged 6774 SP:Iteration 3Q (13533.930000 sec): 3 clusters Score: Raw -39715817.639970 + Penalty 6123.091672 = -39709694.548298 nChanged 8060 SP:Iteration 4Q (13534.930000 sec): 3 clusters Score: Raw -39718526.015028 + Penalty 6123.091672 = -39712402.923357 nChanged 9588 SP:Iteration 5Q (13535.930000 sec): 3 clusters Score: Raw -39722659.727870 + Penalty 6123.091672 = -39716536.636199 nChanged 11484 SP:Iteration 6Q (13536.940000 sec): 3 clusters Score: Raw -39728899.887864 + Penalty 6123.091672 = -39722776.796192 nChanged 13521 SP:Iteration 7F (13537.920000 sec): 3 clusters Score: Raw -39737603.941648 + Penalty 6123.091672 = -39731480.849977 nChanged 14827 SP:Iteration 8F (13538.890000 sec): 3 clusters Score: Raw -39748315.319291 + Penalty 6123.091672 = -39742192.227619 nChanged 14639 SP:Iteration 9F (13539.870000 sec): 3 clusters Score: Raw -39759564.410752 + Penalty 6123.091672 = -39753441.319080 nChanged 13111 SP:Iteration 10F (13540.840000 sec): 3 clusters Score: Raw -39769663.299361 + Penalty 6123.091672 = -39763540.207690 nChanged 10629 SP:Iteration 11Q (13541.770000 sec): 3 clusters Score: Raw -39777932.721020 + Penalty 6123.091672 = -39771809.629348 nChanged 8466 SP:Iteration 12Q (13542.670000 sec): 3 clusters Score: Raw -39784578.512767 + Penalty 6123.091672 = -39778455.421095 nChanged 6328 SP:Iteration 13Q (13543.510000 sec): 3 clusters Score: Raw -39789442.716145 + Penalty 6123.091672 = -39783319.624473 nChanged 4478 SP:Iteration 14Q (13544.310000 sec): 3 clusters Score: Raw -39792607.767494 + Penalty 6123.091672 = -39786484.675822 nChanged 3179 SP:Iteration 15Q (13545.090000 sec): 3 clusters Score: Raw -39794721.353297 + Penalty 6123.091672 = -39788598.261625 nChanged 2323 SP:Iteration 16Q (13545.850000 sec): 3 clusters Score: Raw -39796104.865425 + Penalty 6123.091672 = -39789981.773754 nChanged 1624 SP:Iteration 17Q (13546.600000 sec): 3 clusters Score: Raw -39796996.461277 + Penalty 6123.091672 = -39790873.369605 nChanged 1198 SP:Iteration 18Q (13547.330000 sec): 3 clusters Score: Raw -39797612.379871 + Penalty 6123.091672 = -39791489.288199 nChanged 869 SP:Iteration 19Q (13548.040000 sec): 3 clusters Score: Raw -39798018.175246 + Penalty 6123.091672 = -39791895.083574 nChanged 680 SP:Iteration 20F (13549.000000 sec): 3 clusters Score: Raw -39798308.277300 + Penalty 6123.091672 = -39792185.185628 nChanged 542 SP:Iteration 21Q (13549.710000 sec): 3 clusters Score: Raw -39798528.077337 + Penalty 6123.091672 = -39792404.985665 nChanged 391 SP:Iteration 22Q (13550.420000 sec): 3 clusters Score: Raw -39798677.974581 + Penalty 6123.091672 = -39792554.882910 nChanged 336 SP:Iteration 23Q (13551.120000 sec): 3 clusters Score: Raw -39798792.372502 + Penalty 6123.091672 = -39792669.280830 nChanged 250 SP:Iteration 24Q (13551.820000 sec): 3 clusters Score: Raw -39798869.387758 + Penalty 6123.091672 = -39792746.296086 nChanged 181 SP:Iteration 25Q (13552.520000 sec): 3 clusters Score: Raw -39798920.784643 + Penalty 6123.091672 = -39792797.692971 nChanged 128 SP:Iteration 26Q (13553.220000 sec): 3 clusters Score: Raw -39798954.165937 + Penalty 6123.091672 = -39792831.074266 nChanged 107 SP:Iteration 27Q (13553.920000 sec): 3 clusters Score: Raw -39798979.271582 + Penalty 6123.091672 = -39792856.179910 nChanged 100 SP:Iteration 28Q (13554.610000 sec): 3 clusters Score: Raw -39799004.325675 + Penalty 6123.091672 = -39792881.234003 nChanged 90 SP:Iteration 29Q (13555.310000 sec): 3 clusters Score: Raw -39799026.009644 + Penalty 6123.091672 = -39792902.917973 nChanged 69 SP:Iteration 30Q (13556.010000 sec): 3 clusters Score: Raw -39799045.716684 + Penalty 6123.091672 = -39792922.625013 nChanged 76 SP:Iteration 31Q (13556.700000 sec): 3 clusters Score: Raw -39799069.255654 + Penalty 6123.091672 = -39792946.163982 nChanged 69 SP:Iteration 32Q (13557.390000 sec): 3 clusters Score: Raw -39799088.689575 + Penalty 6123.091672 = -39792965.597903 nChanged 53 SP:Iteration 33Q (13558.090000 sec): 3 clusters Score: Raw -39799104.152855 + Penalty 6123.091672 = -39792981.061184 nChanged 52 SP:Iteration 34Q (13558.780000 sec): 3 clusters Score: Raw -39799121.697265 + Penalty 6123.091672 = -39792998.605593 nChanged 69 SP:Iteration 35Q (13559.480000 sec): 3 clusters Score: Raw -39799142.268212 + Penalty 6123.091672 = -39793019.176540 nChanged 70 SP:Iteration 36Q (13560.170000 sec): 3 clusters Score: Raw -39799165.250404 + Penalty 6123.091672 = -39793042.158732 nChanged 60 SP:Iteration 37Q (13560.870000 sec): 3 clusters Score: Raw -39799179.616895 + Penalty 6123.091672 = -39793056.525224 nChanged 49 SP:Iteration 38Q (13561.570000 sec): 3 clusters Score: Raw -39799190.478427 + Penalty 6123.091672 = -39793067.386755 nChanged 39 SP:Iteration 39Q (13562.270000 sec): 3 clusters Score: Raw -39799200.890728 + Penalty 6123.091672 = -39793077.799056 nChanged 33 SP:Iteration 40F (13563.220000 sec): 3 clusters Score: Raw -39799208.675241 + Penalty 6123.091672 = -39793085.583570 nChanged 30 SP:Iteration 41Q (13563.910000 sec): 3 clusters Score: Raw -39799216.315145 + Penalty 6123.091672 = -39793093.223474 nChanged 19 SP:Iteration 42Q (13564.600000 sec): 3 clusters Score: Raw -39799220.452141 + Penalty 6123.091672 = -39793097.360469 nChanged 18 SP:Iteration 43Q (13565.290000 sec): 3 clusters Score: Raw -39799224.507302 + Penalty 6123.091672 = -39793101.415631 nChanged 15 SP:Iteration 44Q (13565.980000 sec): 3 clusters Score: Raw -39799227.973246 + Penalty 6123.091672 = -39793104.881575 nChanged 15 SP:Iteration 45Q (13566.670000 sec): 3 clusters Score: Raw -39799231.594257 + Penalty 6123.091672 = -39793108.502585 nChanged 15 SP:Iteration 46Q (13567.360000 sec): 3 clusters Score: Raw -39799235.164300 + Penalty 6123.091672 = -39793112.072629 nChanged 15 SP:Iteration 47Q (13568.050000 sec): 3 clusters Score: Raw -39799238.880933 + Penalty 6123.091672 = -39793115.789261 nChanged 14 SP:Iteration 48Q (13568.730000 sec): 3 clusters Score: Raw -39799242.086910 + Penalty 6123.091672 = -39793118.995239 nChanged 18 SP:Iteration 49Q (13569.430000 sec): 3 clusters Score: Raw -39799246.388703 + Penalty 6123.091672 = -39793123.297031 nChanged 14 SP:Iteration 50Q (13570.110000 sec): 3 clusters Score: Raw -39799249.969524 + Penalty 6123.091672 = -39793126.877852 nChanged 11 SP:Iteration 51Q (13570.800000 sec): 3 clusters Score: Raw -39799253.402246 + Penalty 6123.091672 = -39793130.310575 nChanged 19 SP:Iteration 52Q (13571.490000 sec): 3 clusters Score: Raw -39799257.365493 + Penalty 6123.091672 = -39793134.273822 nChanged 13 SP:Iteration 53Q (13572.180000 sec): 3 clusters Score: Raw -39799261.134373 + Penalty 6123.091672 = -39793138.042701 nChanged 22 SP:Iteration 54Q (13572.870000 sec): 3 clusters Score: Raw -39799267.857392 + Penalty 6123.091672 = -39793144.765720 nChanged 19 SP:Iteration 55Q (13573.560000 sec): 3 clusters Score: Raw -39799272.410509 + Penalty 6123.091672 = -39793149.318837 nChanged 11 SP:Iteration 56Q (13574.250000 sec): 3 clusters Score: Raw -39799274.943759 + Penalty 6123.091672 = -39793151.852087 nChanged 12 SP:Iteration 57Q (13574.930000 sec): 3 clusters Score: Raw -39799278.339290 + Penalty 6123.091672 = -39793155.247618 nChanged 14 SP:Iteration 58Q (13575.620000 sec): 3 clusters Score: Raw -39799280.767739 + Penalty 6123.091672 = -39793157.676068 nChanged 4 SP:Iteration 59Q (13576.310000 sec): 3 clusters Score: Raw -39799281.617784 + Penalty 6123.091672 = -39793158.526112 nChanged 2 SP:Iteration 60F (13577.270000 sec): 3 clusters Score: Raw -39799282.092357 + Penalty 6123.091672 = -39793159.000686 nChanged 3 SP:Iteration 61Q (13577.950000 sec): 3 clusters Score: Raw -39799282.767388 + Penalty 6123.091672 = -39793159.675716 nChanged 1 SP:Iteration 62Q (13578.640000 sec): 3 clusters Score: Raw -39799283.020509 + Penalty 6123.091672 = -39793159.928837 nChanged 0 SP:Iteration 63F (13579.590000 sec): 3 clusters Score: Raw -39799283.020509 + Penalty 6123.091672 = -39793159.928837 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13579.720000 sec): 2 clusters Score: Raw -305519.510287 + Penalty 1863.129151 = -303656.381136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13579.730000 sec): 3 clusters Score: Raw -304928.165145 + Penalty 3726.258302 = -301201.906843 nChanged 574 SP:Iteration 1F (13579.740000 sec): 3 clusters Score: Raw -305543.599245 + Penalty 3726.258302 = -301817.340942 nChanged 190 SP:Iteration 2F (13579.750000 sec): 3 clusters Score: Raw -305915.803151 + Penalty 3726.258302 = -302189.544849 nChanged 154 SP:Iteration 3F (13579.750000 sec): 3 clusters Score: Raw -306278.891510 + Penalty 3726.258302 = -302552.633208 nChanged 136 SP:Iteration 4F (13579.760000 sec): 3 clusters Score: Raw -306613.117412 + Penalty 3726.258302 = -302886.859110 nChanged 94 SP:Iteration 5F (13579.770000 sec): 3 clusters Score: Raw -306762.133777 + Penalty 3726.258302 = -303035.875475 nChanged 58 SP:Iteration 6Q (13579.770000 sec): 3 clusters Score: Raw -306864.347496 + Penalty 3726.258302 = -303138.089194 nChanged 49 SP:Iteration 7Q (13579.780000 sec): 3 clusters Score: Raw -306944.403122 + Penalty 3726.258302 = -303218.144820 nChanged 48 SP:Iteration 8Q (13579.790000 sec): 3 clusters Score: Raw -307025.614962 + Penalty 3726.258302 = -303299.356660 nChanged 40 SP:Iteration 9Q (13579.790000 sec): 3 clusters Score: Raw -307105.037797 + Penalty 3726.258302 = -303378.779495 nChanged 34 SP:Iteration 10Q (13579.800000 sec): 3 clusters Score: Raw -307163.615157 + Penalty 3726.258302 = -303437.356855 nChanged 21 SP:Iteration 11Q (13579.810000 sec): 3 clusters Score: Raw -307197.353681 + Penalty 3726.258302 = -303471.095379 nChanged 18 SP:Iteration 12Q (13579.810000 sec): 3 clusters Score: Raw -307227.070660 + Penalty 3726.258302 = -303500.812357 nChanged 13 SP:Iteration 13Q (13579.820000 sec): 3 clusters Score: Raw -307244.357039 + Penalty 3726.258302 = -303518.098737 nChanged 7 SP:Iteration 14Q (13579.820000 sec): 3 clusters Score: Raw -307249.605661 + Penalty 3726.258302 = -303523.347359 nChanged 3 SP:Iteration 15Q (13579.830000 sec): 3 clusters Score: Raw -307252.668145 + Penalty 3726.258302 = -303526.409843 nChanged 2 SP:Iteration 16Q (13579.830000 sec): 3 clusters Score: Raw -307255.123825 + Penalty 3726.258302 = -303528.865523 nChanged 3 SP:Iteration 17Q (13579.840000 sec): 3 clusters Score: Raw -307257.719785 + Penalty 3726.258302 = -303531.461483 nChanged 1 SP:Iteration 18Q (13579.850000 sec): 3 clusters Score: Raw -307259.164450 + Penalty 3726.258302 = -303532.906147 nChanged 1 SP:Iteration 19Q (13579.850000 sec): 3 clusters Score: Raw -307260.560677 + Penalty 3726.258302 = -303534.302375 nChanged 3 SP:Iteration 20F (13579.860000 sec): 3 clusters Score: Raw -307263.293148 + Penalty 3726.258302 = -303537.034846 nChanged 1 SP:Iteration 21Q (13579.860000 sec): 3 clusters Score: Raw -307264.330173 + Penalty 3726.258302 = -303538.071871 nChanged 0 SP:Iteration 22F (13579.870000 sec): 3 clusters Score: Raw -307264.330173 + Penalty 3726.258302 = -303538.071871 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (118855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13580.340000 sec): 2 clusters Score: Raw -21078523.996427 + Penalty 2898.043566 = -21075625.952861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13580.850000 sec): 3 clusters Score: Raw -21001913.886882 + Penalty 5796.087133 = -20996117.799749 nChanged 56461 SP:Iteration 1F (13581.350000 sec): 3 clusters Score: Raw -21034329.499883 + Penalty 5796.087133 = -21028533.412750 nChanged 3351 SP:Iteration 2Q (13581.870000 sec): 3 clusters Score: Raw -21034981.447031 + Penalty 5796.087133 = -21029185.359898 nChanged 3208 SP:Iteration 3Q (13582.380000 sec): 3 clusters Score: Raw -21035648.760910 + Penalty 5796.087133 = -21029852.673778 nChanged 3281 SP:Iteration 4Q (13582.890000 sec): 3 clusters Score: Raw -21036392.934392 + Penalty 5796.087133 = -21030596.847259 nChanged 3568 SP:Iteration 5Q (13583.420000 sec): 3 clusters Score: Raw -21037341.292797 + Penalty 5796.087133 = -21031545.205664 nChanged 4079 SP:Iteration 6Q (13583.930000 sec): 3 clusters Score: Raw -21038649.453847 + Penalty 5796.087133 = -21032853.366715 nChanged 4894 SP:Iteration 7Q (13584.450000 sec): 3 clusters Score: Raw -21040699.119684 + Penalty 5796.087133 = -21034903.032551 nChanged 6555 SP:Iteration 8F (13584.950000 sec): 3 clusters Score: Raw -21044277.706537 + Penalty 5796.087133 = -21038481.619404 nChanged 8357 SP:Iteration 9F (13585.450000 sec): 3 clusters Score: Raw -21050147.916251 + Penalty 5796.087133 = -21044351.829118 nChanged 9948 SP:Iteration 10F (13585.950000 sec): 3 clusters Score: Raw -21058546.715913 + Penalty 5796.087133 = -21052750.628780 nChanged 9301 SP:Iteration 11F (13586.450000 sec): 3 clusters Score: Raw -21067164.634456 + Penalty 5796.087133 = -21061368.547323 nChanged 6747 SP:Iteration 12F (13586.950000 sec): 3 clusters Score: Raw -21073584.980427 + Penalty 5796.087133 = -21067788.893294 nChanged 3423 SP:Iteration 13Q (13587.400000 sec): 3 clusters Score: Raw -21076768.459261 + Penalty 5796.087133 = -21070972.372129 nChanged 1367 SP:Iteration 14Q (13587.820000 sec): 3 clusters Score: Raw -21078055.695306 + Penalty 5796.087133 = -21072259.608174 nChanged 441 SP:Iteration 15Q (13588.190000 sec): 3 clusters Score: Raw -21078502.038561 + Penalty 5796.087133 = -21072705.951428 nChanged 144 SP:Iteration 16Q (13588.560000 sec): 3 clusters Score: Raw -21078662.067327 + Penalty 5796.087133 = -21072865.980194 nChanged 73 SP:Iteration 17Q (13588.910000 sec): 3 clusters Score: Raw -21078744.275150 + Penalty 5796.087133 = -21072948.188018 nChanged 46 SP:Iteration 18Q (13589.270000 sec): 3 clusters Score: Raw -21078809.717099 + Penalty 5796.087133 = -21073013.629966 nChanged 31 SP:Iteration 19Q (13589.620000 sec): 3 clusters Score: Raw -21078849.073748 + Penalty 5796.087133 = -21073052.986615 nChanged 19 SP:Iteration 20F (13590.120000 sec): 3 clusters Score: Raw -21078877.891830 + Penalty 5796.087133 = -21073081.804697 nChanged 15 SP:Iteration 21Q (13590.480000 sec): 3 clusters Score: Raw -21078893.549022 + Penalty 5796.087133 = -21073097.461889 nChanged 7 SP:Iteration 22Q (13590.830000 sec): 3 clusters Score: Raw -21078899.774697 + Penalty 5796.087133 = -21073103.687564 nChanged 6 SP:Iteration 23Q (13591.180000 sec): 3 clusters Score: Raw -21078905.858082 + Penalty 5796.087133 = -21073109.770949 nChanged 4 SP:Iteration 24Q (13591.530000 sec): 3 clusters Score: Raw -21078911.965708 + Penalty 5796.087133 = -21073115.878575 nChanged 4 SP:Iteration 25Q (13591.880000 sec): 3 clusters Score: Raw -21078916.803628 + Penalty 5796.087133 = -21073120.716495 nChanged 5 SP:Iteration 26Q (13592.240000 sec): 3 clusters Score: Raw -21078922.169244 + Penalty 5796.087133 = -21073126.082111 nChanged 5 SP:Iteration 27Q (13592.590000 sec): 3 clusters Score: Raw -21078927.304149 + Penalty 5796.087133 = -21073131.217017 nChanged 3 SP:Iteration 28Q (13592.940000 sec): 3 clusters Score: Raw -21078931.705151 + Penalty 5796.087133 = -21073135.618019 nChanged 2 SP:Iteration 29Q (13593.290000 sec): 3 clusters Score: Raw -21078935.428116 + Penalty 5796.087133 = -21073139.340983 nChanged 4 SP:Iteration 30Q (13593.640000 sec): 3 clusters Score: Raw -21078943.178011 + Penalty 5796.087133 = -21073147.090879 nChanged 2 SP:Iteration 31Q (13594.000000 sec): 3 clusters Score: Raw -21078944.851445 + Penalty 5796.087133 = -21073148.764313 nChanged 1 SP:Iteration 32Q (13594.350000 sec): 3 clusters Score: Raw -21078946.629990 + Penalty 5796.087133 = -21073150.542857 nChanged 0 SP:Iteration 33F (13594.840000 sec): 3 clusters Score: Raw -21078946.629990 + Penalty 5796.087133 = -21073150.542857 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13594.920000 sec): 2 clusters Score: Raw -399999.160856 + Penalty 1940.858915 = -398058.301941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13594.920000 sec): 3 clusters Score: Raw -398961.829386 + Penalty 3881.717831 = -395080.111555 nChanged 864 SP:Iteration 1F (13594.940000 sec): 3 clusters Score: Raw -399624.709109 + Penalty 3881.717831 = -395742.991278 nChanged 206 SP:Iteration 2F (13594.940000 sec): 3 clusters Score: Raw -399858.595977 + Penalty 3881.717831 = -395976.878147 nChanged 140 SP:Iteration 3F (13594.960000 sec): 3 clusters Score: Raw -400025.261721 + Penalty 3881.717831 = -396143.543891 nChanged 127 SP:Iteration 4F (13594.960000 sec): 3 clusters Score: Raw -400155.221379 + Penalty 3881.717831 = -396273.503549 nChanged 117 SP:Iteration 5Q (13594.980000 sec): 3 clusters Score: Raw -400278.292612 + Penalty 3881.717831 = -396396.574781 nChanged 115 SP:Iteration 6Q (13594.980000 sec): 3 clusters Score: Raw -400402.965287 + Penalty 3881.717831 = -396521.247456 nChanged 103 SP:Iteration 7Q (13595.000000 sec): 3 clusters Score: Raw -400519.997504 + Penalty 3881.717831 = -396638.279673 nChanged 93 SP:Iteration 8Q (13595.000000 sec): 3 clusters Score: Raw -400625.907396 + Penalty 3881.717831 = -396744.189566 nChanged 59 SP:Iteration 9Q (13595.010000 sec): 3 clusters Score: Raw -400688.051194 + Penalty 3881.717831 = -396806.333364 nChanged 56 SP:Iteration 10Q (13595.020000 sec): 3 clusters Score: Raw -400739.858577 + Penalty 3881.717831 = -396858.140746 nChanged 44 SP:Iteration 11Q (13595.030000 sec): 3 clusters Score: Raw -400778.716745 + Penalty 3881.717831 = -396896.998914 nChanged 36 SP:Iteration 12Q (13595.040000 sec): 3 clusters Score: Raw -400801.387510 + Penalty 3881.717831 = -396919.669679 nChanged 25 SP:Iteration 13Q (13595.050000 sec): 3 clusters Score: Raw -400816.599937 + Penalty 3881.717831 = -396934.882106 nChanged 19 SP:Iteration 14Q (13595.060000 sec): 3 clusters Score: Raw -400830.887463 + Penalty 3881.717831 = -396949.169633 nChanged 16 SP:Iteration 15Q (13595.070000 sec): 3 clusters Score: Raw -400840.855393 + Penalty 3881.717831 = -396959.137562 nChanged 14 SP:Iteration 16Q (13595.080000 sec): 3 clusters Score: Raw -400848.518614 + Penalty 3881.717831 = -396966.800783 nChanged 8 SP:Iteration 17Q (13595.090000 sec): 3 clusters Score: Raw -400853.099809 + Penalty 3881.717831 = -396971.381978 nChanged 9 SP:Iteration 18Q (13595.100000 sec): 3 clusters Score: Raw -400857.692485 + Penalty 3881.717831 = -396975.974654 nChanged 3 SP:Iteration 19Q (13595.110000 sec): 3 clusters Score: Raw -400859.497238 + Penalty 3881.717831 = -396977.779408 nChanged 3 SP:Iteration 20F (13595.120000 sec): 3 clusters Score: Raw -400861.155161 + Penalty 3881.717831 = -396979.437331 nChanged 1 SP:Iteration 21Q (13595.130000 sec): 3 clusters Score: Raw -400861.465876 + Penalty 3881.717831 = -396979.748046 nChanged 1 SP:Iteration 22Q (13595.140000 sec): 3 clusters Score: Raw -400862.097448 + Penalty 3881.717831 = -396980.379618 nChanged 3 SP:Iteration 23Q (13595.150000 sec): 3 clusters Score: Raw -400864.295764 + Penalty 3881.717831 = -396982.577934 nChanged 6 SP:Iteration 24Q (13595.160000 sec): 3 clusters Score: Raw -400868.352904 + Penalty 3881.717831 = -396986.635073 nChanged 4 SP:Iteration 25Q (13595.170000 sec): 3 clusters Score: Raw -400871.465184 + Penalty 3881.717831 = -396989.747353 nChanged 3 SP:Iteration 26Q (13595.180000 sec): 3 clusters Score: Raw -400872.727506 + Penalty 3881.717831 = -396991.009675 nChanged 1 SP:Iteration 27Q (13595.180000 sec): 3 clusters Score: Raw -400873.126896 + Penalty 3881.717831 = -396991.409066 nChanged 0 SP:Iteration 28F (13595.200000 sec): 3 clusters Score: Raw -400873.126896 + Penalty 3881.717831 = -396991.409066 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13595.200000 sec): 2 clusters Score: Raw -75078.094985 + Penalty 1575.019658 = -73503.075327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13595.200000 sec): 3 clusters Score: Raw -75193.588133 + Penalty 3150.039315 = -72043.548818 nChanged 126 SP:Iteration 1F (13595.210000 sec): 3 clusters Score: Raw -75583.736278 + Penalty 3150.039315 = -72433.696963 nChanged 49 SP:Iteration 2F (13595.210000 sec): 3 clusters Score: Raw -75873.736561 + Penalty 3150.039315 = -72723.697245 nChanged 42 SP:Iteration 3F (13595.210000 sec): 3 clusters Score: Raw -76191.319058 + Penalty 3150.039315 = -73041.279742 nChanged 31 SP:Iteration 4F (13595.220000 sec): 3 clusters Score: Raw -76408.160261 + Penalty 3150.039315 = -73258.120945 nChanged 34 SP:Iteration 5F (13595.220000 sec): 3 clusters Score: Raw -76655.554457 + Penalty 3150.039315 = -73505.515142 nChanged 17 SP:Iteration 6Q (13595.220000 sec): 3 clusters Score: Raw -76752.144616 + Penalty 3150.039315 = -73602.105301 nChanged 9 SP:Iteration 7Q (13595.220000 sec): 3 clusters Score: Raw -76836.431715 + Penalty 3150.039315 = -73686.392400 nChanged 5 SP:Iteration 8Q (13595.220000 sec): 3 clusters Score: Raw -76869.363236 + Penalty 3150.039315 = -73719.323921 nChanged 3 SP:Iteration 9Q (13595.220000 sec): 3 clusters Score: Raw -76898.384578 + Penalty 3150.039315 = -73748.345263 nChanged 2 SP:Iteration 10Q (13595.220000 sec): 3 clusters Score: Raw -76916.287933 + Penalty 3150.039315 = -73766.248617 nChanged 5 SP:Iteration 11Q (13595.230000 sec): 3 clusters Score: Raw -76944.465515 + Penalty 3150.039315 = -73794.426200 nChanged 2 SP:Iteration 12Q (13595.230000 sec): 3 clusters Score: Raw -76958.900856 + Penalty 3150.039315 = -73808.861540 nChanged 2 SP:Iteration 13Q (13595.230000 sec): 3 clusters Score: Raw -76973.225667 + Penalty 3150.039315 = -73823.186352 nChanged 1 SP:Iteration 14Q (13595.230000 sec): 3 clusters Score: Raw -76975.439589 + Penalty 3150.039315 = -73825.400273 nChanged 1 SP:Iteration 15Q (13595.230000 sec): 3 clusters Score: Raw -76984.122294 + Penalty 3150.039315 = -73834.082978 nChanged 2 SP:Iteration 16Q (13595.240000 sec): 3 clusters Score: Raw -76998.584710 + Penalty 3150.039315 = -73848.545394 nChanged 2 SP:Iteration 17Q (13595.240000 sec): 3 clusters Score: Raw -77012.135413 + Penalty 3150.039315 = -73862.096097 nChanged 2 SP:Iteration 18Q (13595.240000 sec): 3 clusters Score: Raw -77023.448122 + Penalty 3150.039315 = -73873.408807 nChanged 0 SP:Iteration 19F (13595.240000 sec): 3 clusters Score: Raw -77033.627842 + Penalty 3150.039315 = -73883.588526 nChanged 1 SP:Iteration 20F (13595.240000 sec): 3 clusters Score: Raw -77048.564614 + Penalty 3150.039315 = -73898.525298 nChanged 1 SP:Iteration 21Q (13595.240000 sec): 3 clusters Score: Raw -77090.786735 + Penalty 3150.039315 = -73940.747419 nChanged 0 SP:Iteration 22F (13595.250000 sec): 3 clusters Score: Raw -77090.786735 + Penalty 3150.039315 = -73940.747419 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13595.260000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13595.260000 sec): 3 clusters Score: Raw -89031.814061 + Penalty 3156.916375 = -85874.897686 nChanged 99 SP:Iteration 1F (13595.270000 sec): 3 clusters Score: Raw -89214.824224 + Penalty 3156.916375 = -86057.907848 nChanged 31 SP:Iteration 2F (13595.270000 sec): 3 clusters Score: Raw -89283.072955 + Penalty 3156.916375 = -86126.156580 nChanged 16 SP:Iteration 3Q (13595.270000 sec): 3 clusters Score: Raw -89312.715336 + Penalty 3156.916375 = -86155.798960 nChanged 10 SP:Iteration 4Q (13595.280000 sec): 3 clusters Score: Raw -89331.416773 + Penalty 3156.916375 = -86174.500397 nChanged 5 SP:Iteration 5Q (13595.280000 sec): 3 clusters Score: Raw -89344.216133 + Penalty 3156.916375 = -86187.299758 nChanged 5 SP:Iteration 6Q (13595.280000 sec): 3 clusters Score: Raw -89355.110303 + Penalty 3156.916375 = -86198.193928 nChanged 3 SP:Iteration 7Q (13595.280000 sec): 3 clusters Score: Raw -89364.364775 + Penalty 3156.916375 = -86207.448400 nChanged 5 SP:Iteration 8Q (13595.280000 sec): 3 clusters Score: Raw -89372.321788 + Penalty 3156.916375 = -86215.405412 nChanged 4 SP:Iteration 9Q (13595.280000 sec): 3 clusters Score: Raw -89377.993008 + Penalty 3156.916375 = -86221.076633 nChanged 4 SP:Iteration 10Q (13595.290000 sec): 3 clusters Score: Raw -89387.140877 + Penalty 3156.916375 = -86230.224502 nChanged 3 SP:Iteration 11Q (13595.290000 sec): 3 clusters Score: Raw -89392.010991 + Penalty 3156.916375 = -86235.094616 nChanged 2 SP:Iteration 12Q (13595.290000 sec): 3 clusters Score: Raw -89396.412166 + Penalty 3156.916375 = -86239.495791 nChanged 5 SP:Iteration 13Q (13595.300000 sec): 3 clusters Score: Raw -89410.275895 + Penalty 3156.916375 = -86253.359520 nChanged 4 SP:Iteration 14Q (13595.300000 sec): 3 clusters Score: Raw -89433.448146 + Penalty 3156.916375 = -86276.531770 nChanged 7 SP:Iteration 15Q (13595.300000 sec): 3 clusters Score: Raw -89465.851298 + Penalty 3156.916375 = -86308.934922 nChanged 12 SP:Iteration 16Q (13595.300000 sec): 3 clusters Score: Raw -89549.236710 + Penalty 3156.916375 = -86392.320335 nChanged 14 SP:Iteration 17Q (13595.300000 sec): 3 clusters Score: Raw -89691.314961 + Penalty 3156.916375 = -86534.398585 nChanged 29 SP:Iteration 18Q (13595.300000 sec): 3 clusters Score: Raw -89929.587472 + Penalty 3156.916375 = -86772.671097 nChanged 19 SP:Iteration 19Q (13595.310000 sec): 3 clusters Score: Raw -90018.124048 + Penalty 3156.916375 = -86861.207673 nChanged 17 SP:Iteration 20F (13595.310000 sec): 3 clusters Score: Raw -90099.111128 + Penalty 3156.916375 = -86942.194753 nChanged 18 SP:Iteration 21Q (13595.310000 sec): 3 clusters Score: Raw -90168.145708 + Penalty 3156.916375 = -87011.229333 nChanged 14 SP:Iteration 22Q (13595.310000 sec): 3 clusters Score: Raw -90217.010537 + Penalty 3156.916375 = -87060.094162 nChanged 13 SP:Iteration 23Q (13595.320000 sec): 3 clusters Score: Raw -90265.979339 + Penalty 3156.916375 = -87109.062964 nChanged 8 SP:Iteration 24Q (13595.320000 sec): 3 clusters Score: Raw -90297.521653 + Penalty 3156.916375 = -87140.605277 nChanged 9 SP:Iteration 25Q (13595.320000 sec): 3 clusters Score: Raw -90329.382762 + Penalty 3156.916375 = -87172.466387 nChanged 7 SP:Iteration 26Q (13595.320000 sec): 3 clusters Score: Raw -90349.134763 + Penalty 3156.916375 = -87192.218388 nChanged 5 SP:Iteration 27Q (13595.320000 sec): 3 clusters Score: Raw -90371.444252 + Penalty 3156.916375 = -87214.527876 nChanged 6 SP:Iteration 28Q (13595.320000 sec): 3 clusters Score: Raw -90390.943639 + Penalty 3156.916375 = -87234.027264 nChanged 1 SP:Iteration 29Q (13595.330000 sec): 3 clusters Score: Raw -90394.688959 + Penalty 3156.916375 = -87237.772583 nChanged 1 SP:Iteration 30Q (13595.330000 sec): 3 clusters Score: Raw -90397.280117 + Penalty 3156.916375 = -87240.363742 nChanged 1 SP:Iteration 31Q (13595.330000 sec): 3 clusters Score: Raw -90407.724737 + Penalty 3156.916375 = -87250.808362 nChanged 3 SP:Iteration 32Q (13595.330000 sec): 3 clusters Score: Raw -90416.249290 + Penalty 3156.916375 = -87259.332915 nChanged 2 SP:Iteration 33Q (13595.330000 sec): 3 clusters Score: Raw -90423.805413 + Penalty 3156.916375 = -87266.889037 nChanged 1 SP:Iteration 34Q (13595.340000 sec): 3 clusters Score: Raw -90426.398047 + Penalty 3156.916375 = -87269.481672 nChanged 0 SP:Iteration 35F (13595.340000 sec): 3 clusters Score: Raw -90426.398047 + Penalty 3156.916375 = -87269.481672 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1334485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13601.350000 sec): 2 clusters Score: Raw -233562198.878295 + Penalty 3497.805890 = -233558701.072405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13606.870000 sec): 3 clusters Score: Raw -232656616.745651 + Penalty 6995.611780 = -232649621.133872 nChanged 657664 SP:Iteration 1F (13612.360000 sec): 3 clusters Score: Raw -233060275.135909 + Penalty 6995.611780 = -233053279.524129 nChanged 36708 SP:Iteration 2Q (13617.950000 sec): 3 clusters Score: Raw -233069273.794689 + Penalty 6995.611780 = -233062278.182909 nChanged 47294 SP:Iteration 3Q (13623.590000 sec): 3 clusters Score: Raw -233085194.630868 + Penalty 6995.611780 = -233078199.019088 nChanged 61788 SP:Iteration 4Q (13629.180000 sec): 3 clusters Score: Raw -233112950.158427 + Penalty 6995.611780 = -233105954.546647 nChanged 77819 SP:Iteration 5F (13634.650000 sec): 3 clusters Score: Raw -233157666.375973 + Penalty 6995.611780 = -233150670.764193 nChanged 90470 SP:Iteration 6F (13640.120000 sec): 3 clusters Score: Raw -233220613.043093 + Penalty 6995.611780 = -233213617.431314 nChanged 93420 SP:Iteration 7F (13645.590000 sec): 3 clusters Score: Raw -233294719.908305 + Penalty 6995.611780 = -233287724.296526 nChanged 84960 SP:Iteration 8F (13651.040000 sec): 3 clusters Score: Raw -233367507.762037 + Penalty 6995.611780 = -233360512.150257 nChanged 68003 SP:Iteration 9F (13656.470000 sec): 3 clusters Score: Raw -233426222.752461 + Penalty 6995.611780 = -233419227.140681 nChanged 50215 SP:Iteration 10Q (13661.570000 sec): 3 clusters Score: Raw -233466005.337810 + Penalty 6995.611780 = -233459009.726030 nChanged 36037 SP:Iteration 11Q (13666.380000 sec): 3 clusters Score: Raw -233490640.373381 + Penalty 6995.611780 = -233483644.761601 nChanged 27216 SP:Iteration 12Q (13671.020000 sec): 3 clusters Score: Raw -233507042.487553 + Penalty 6995.611780 = -233500046.875774 nChanged 22979 SP:Iteration 13Q (13675.550000 sec): 3 clusters Score: Raw -233519771.080817 + Penalty 6995.611780 = -233512775.469037 nChanged 19830 SP:Iteration 14Q (13679.920000 sec): 3 clusters Score: Raw -233529969.123677 + Penalty 6995.611780 = -233522973.511897 nChanged 17251 SP:Iteration 15Q (13684.250000 sec): 3 clusters Score: Raw -233538439.141251 + Penalty 6995.611780 = -233531443.529472 nChanged 14488 SP:Iteration 16Q (13688.490000 sec): 3 clusters Score: Raw -233545238.941415 + Penalty 6995.611780 = -233538243.329636 nChanged 11555 SP:Iteration 17Q (13692.650000 sec): 3 clusters Score: Raw -233550296.850944 + Penalty 6995.611780 = -233543301.239165 nChanged 9050 SP:Iteration 18Q (13696.720000 sec): 3 clusters Score: Raw -233553933.048579 + Penalty 6995.611780 = -233546937.436800 nChanged 7003 SP:Iteration 19Q (13700.740000 sec): 3 clusters Score: Raw -233556523.502600 + Penalty 6995.611780 = -233549527.890821 nChanged 5343 SP:Iteration 20F (13706.100000 sec): 3 clusters Score: Raw -233558367.119521 + Penalty 6995.611780 = -233551371.507742 nChanged 4200 SP:Iteration 21Q (13710.040000 sec): 3 clusters Score: Raw -233559702.773472 + Penalty 6995.611780 = -233552707.161693 nChanged 3177 SP:Iteration 22Q (13713.950000 sec): 3 clusters Score: Raw -233560638.819185 + Penalty 6995.611780 = -233553643.207405 nChanged 2456 SP:Iteration 23Q (13717.850000 sec): 3 clusters Score: Raw -233561299.627159 + Penalty 6995.611780 = -233554304.015379 nChanged 1923 SP:Iteration 24Q (13721.730000 sec): 3 clusters Score: Raw -233561779.710553 + Penalty 6995.611780 = -233554784.098773 nChanged 1542 SP:Iteration 25Q (13725.600000 sec): 3 clusters Score: Raw -233562161.776273 + Penalty 6995.611780 = -233555166.164493 nChanged 1332 SP:Iteration 26Q (13729.460000 sec): 3 clusters Score: Raw -233562472.724237 + Penalty 6995.611780 = -233555477.112457 nChanged 1067 SP:Iteration 27Q (13733.310000 sec): 3 clusters Score: Raw -233562715.675836 + Penalty 6995.611780 = -233555720.064056 nChanged 896 SP:Iteration 28Q (13737.150000 sec): 3 clusters Score: Raw -233562907.565756 + Penalty 6995.611780 = -233555911.953977 nChanged 712 SP:Iteration 29Q (13740.970000 sec): 3 clusters Score: Raw -233563055.225583 + Penalty 6995.611780 = -233556059.613804 nChanged 617 SP:Iteration 30Q (13744.790000 sec): 3 clusters Score: Raw -233563175.608344 + Penalty 6995.611780 = -233556179.996564 nChanged 507 SP:Iteration 31Q (13748.610000 sec): 3 clusters Score: Raw -233563274.358730 + Penalty 6995.611780 = -233556278.746950 nChanged 486 SP:Iteration 32Q (13752.430000 sec): 3 clusters Score: Raw -233563355.089672 + Penalty 6995.611780 = -233556359.477893 nChanged 386 SP:Iteration 33Q (13756.240000 sec): 3 clusters Score: Raw -233563415.369338 + Penalty 6995.611780 = -233556419.757558 nChanged 317 SP:Iteration 34Q (13760.060000 sec): 3 clusters Score: Raw -233563460.467089 + Penalty 6995.611780 = -233556464.855309 nChanged 266 SP:Iteration 35Q (13763.870000 sec): 3 clusters Score: Raw -233563501.071896 + Penalty 6995.611780 = -233556505.460116 nChanged 249 SP:Iteration 36Q (13767.680000 sec): 3 clusters Score: Raw -233563538.902531 + Penalty 6995.611780 = -233556543.290751 nChanged 232 SP:Iteration 37Q (13771.490000 sec): 3 clusters Score: Raw -233563571.964068 + Penalty 6995.611780 = -233556576.352288 nChanged 222 SP:Iteration 38Q (13775.310000 sec): 3 clusters Score: Raw -233563602.215315 + Penalty 6995.611780 = -233556606.603535 nChanged 190 SP:Iteration 39Q (13779.130000 sec): 3 clusters Score: Raw -233563626.971051 + Penalty 6995.611780 = -233556631.359271 nChanged 170 SP:Iteration 40F (13784.540000 sec): 3 clusters Score: Raw -233563649.507662 + Penalty 6995.611780 = -233556653.895882 nChanged 161 SP:Iteration 41Q (13788.360000 sec): 3 clusters Score: Raw -233563669.173918 + Penalty 6995.611780 = -233556673.562138 nChanged 138 SP:Iteration 42Q (13792.170000 sec): 3 clusters Score: Raw -233563685.538491 + Penalty 6995.611780 = -233556689.926711 nChanged 125 SP:Iteration 43Q (13795.970000 sec): 3 clusters Score: Raw -233563698.734414 + Penalty 6995.611780 = -233556703.122634 nChanged 106 SP:Iteration 44Q (13799.770000 sec): 3 clusters Score: Raw -233563710.613768 + Penalty 6995.611780 = -233556715.001988 nChanged 86 SP:Iteration 45Q (13803.560000 sec): 3 clusters Score: Raw -233563718.952832 + Penalty 6995.611780 = -233556723.341052 nChanged 84 SP:Iteration 46Q (13807.360000 sec): 3 clusters Score: Raw -233563727.726523 + Penalty 6995.611780 = -233556732.114743 nChanged 79 SP:Iteration 47Q (13811.160000 sec): 3 clusters Score: Raw -233563736.536814 + Penalty 6995.611780 = -233556740.925035 nChanged 73 SP:Iteration 48Q (13814.960000 sec): 3 clusters Score: Raw -233563742.792463 + Penalty 6995.611780 = -233556747.180683 nChanged 58 SP:Iteration 49Q (13818.760000 sec): 3 clusters Score: Raw -233563747.619820 + Penalty 6995.611780 = -233556752.008040 nChanged 55 SP:Iteration 50Q (13822.550000 sec): 3 clusters Score: Raw -233563751.922865 + Penalty 6995.611780 = -233556756.311085 nChanged 55 SP:Iteration 51Q (13826.340000 sec): 3 clusters Score: Raw -233563756.290528 + Penalty 6995.611780 = -233556760.678748 nChanged 42 SP:Iteration 52Q (13830.130000 sec): 3 clusters Score: Raw -233563759.861152 + Penalty 6995.611780 = -233556764.249373 nChanged 49 SP:Iteration 53Q (13833.930000 sec): 3 clusters Score: Raw -233563763.485983 + Penalty 6995.611780 = -233556767.874204 nChanged 33 SP:Iteration 54Q (13837.720000 sec): 3 clusters Score: Raw -233563766.179456 + Penalty 6995.611780 = -233556770.567677 nChanged 34 SP:Iteration 55Q (13841.520000 sec): 3 clusters Score: Raw -233563769.398464 + Penalty 6995.611780 = -233556773.786684 nChanged 45 SP:Iteration 56Q (13845.310000 sec): 3 clusters Score: Raw -233563773.244734 + Penalty 6995.611780 = -233556777.632955 nChanged 43 SP:Iteration 57Q (13849.110000 sec): 3 clusters Score: Raw -233563776.754745 + Penalty 6995.611780 = -233556781.142965 nChanged 38 SP:Iteration 58Q (13852.900000 sec): 3 clusters Score: Raw -233563780.175532 + Penalty 6995.611780 = -233556784.563752 nChanged 36 SP:Iteration 59Q (13856.690000 sec): 3 clusters Score: Raw -233563782.593173 + Penalty 6995.611780 = -233556786.981393 nChanged 28 SP:Iteration 60F (13862.080000 sec): 3 clusters Score: Raw -233563784.954694 + Penalty 6995.611780 = -233556789.342914 nChanged 31 SP:Iteration 61Q (13865.870000 sec): 3 clusters Score: Raw -233563787.656363 + Penalty 6995.611780 = -233556792.044583 nChanged 22 SP:Iteration 62Q (13869.660000 sec): 3 clusters Score: Raw -233563789.233845 + Penalty 6995.611780 = -233556793.622065 nChanged 18 SP:Iteration 63Q (13873.460000 sec): 3 clusters Score: Raw -233563790.834180 + Penalty 6995.611780 = -233556795.222400 nChanged 24 SP:Iteration 64Q (13877.260000 sec): 3 clusters Score: Raw -233563792.423720 + Penalty 6995.611780 = -233556796.811941 nChanged 19 SP:Iteration 65Q (13881.050000 sec): 3 clusters Score: Raw -233563793.710283 + Penalty 6995.611780 = -233556798.098504 nChanged 18 SP:Iteration 66Q (13884.850000 sec): 3 clusters Score: Raw -233563795.357616 + Penalty 6995.611780 = -233556799.745836 nChanged 17 SP:Iteration 67Q (13888.650000 sec): 3 clusters Score: Raw -233563796.570308 + Penalty 6995.611780 = -233556800.958529 nChanged 19 SP:Iteration 68Q (13892.440000 sec): 3 clusters Score: Raw -233563797.903443 + Penalty 6995.611780 = -233556802.291663 nChanged 22 SP:Iteration 69Q (13896.230000 sec): 3 clusters Score: Raw -233563799.544744 + Penalty 6995.611780 = -233556803.932965 nChanged 16 SP:Iteration 70Q (13900.020000 sec): 3 clusters Score: Raw -233563800.584359 + Penalty 6995.611780 = -233556804.972579 nChanged 18 SP:Iteration 71Q (13903.820000 sec): 3 clusters Score: Raw -233563801.653064 + Penalty 6995.611780 = -233556806.041285 nChanged 18 SP:Iteration 72Q (13907.610000 sec): 3 clusters Score: Raw -233563802.795832 + Penalty 6995.611780 = -233556807.184053 nChanged 15 SP:Iteration 73Q (13911.410000 sec): 3 clusters Score: Raw -233563803.640825 + Penalty 6995.611780 = -233556808.029045 nChanged 15 SP:Iteration 74Q (13915.200000 sec): 3 clusters Score: Raw -233563804.632082 + Penalty 6995.611780 = -233556809.020303 nChanged 12 SP:Iteration 75Q (13918.990000 sec): 3 clusters Score: Raw -233563805.326290 + Penalty 6995.611780 = -233556809.714510 nChanged 7 SP:Iteration 76Q (13922.790000 sec): 3 clusters Score: Raw -233563805.672769 + Penalty 6995.611780 = -233556810.060989 nChanged 5 SP:Iteration 77Q (13926.580000 sec): 3 clusters Score: Raw -233563806.088667 + Penalty 6995.611780 = -233556810.476888 nChanged 7 SP:Iteration 78Q (13930.370000 sec): 3 clusters Score: Raw -233563806.542786 + Penalty 6995.611780 = -233556810.931006 nChanged 7 SP:Iteration 79Q (13934.170000 sec): 3 clusters Score: Raw -233563806.900951 + Penalty 6995.611780 = -233556811.289171 nChanged 4 SP:Iteration 80F (13939.520000 sec): 3 clusters Score: Raw -233563807.070121 + Penalty 6995.611780 = -233556811.458341 nChanged 2 SP:Iteration 81Q (13943.320000 sec): 3 clusters Score: Raw -233563807.296914 + Penalty 6995.611780 = -233556811.685134 nChanged 5 SP:Iteration 82Q (13947.110000 sec): 3 clusters Score: Raw -233563807.585616 + Penalty 6995.611780 = -233556811.973836 nChanged 6 SP:Iteration 83Q (13950.910000 sec): 3 clusters Score: Raw -233563807.858205 + Penalty 6995.611780 = -233556812.246425 nChanged 4 SP:Iteration 84Q (13954.700000 sec): 3 clusters Score: Raw -233563808.009340 + Penalty 6995.611780 = -233556812.397561 nChanged 3 SP:Iteration 85Q (13958.500000 sec): 3 clusters Score: Raw -233563808.251855 + Penalty 6995.611780 = -233556812.640076 nChanged 3 SP:Iteration 86Q (13962.290000 sec): 3 clusters Score: Raw -233563808.449312 + Penalty 6995.611780 = -233556812.837532 nChanged 3 SP:Iteration 87Q (13966.080000 sec): 3 clusters Score: Raw -233563808.566676 + Penalty 6995.611780 = -233556812.954896 nChanged 3 SP:Iteration 88Q (13969.880000 sec): 3 clusters Score: Raw -233563808.766698 + Penalty 6995.611780 = -233556813.154919 nChanged 2 SP:Iteration 89Q (13973.660000 sec): 3 clusters Score: Raw -233563808.884776 + Penalty 6995.611780 = -233556813.272996 nChanged 1 SP:Iteration 90Q (13977.450000 sec): 3 clusters Score: Raw -233563808.956336 + Penalty 6995.611780 = -233556813.344557 nChanged 1 SP:Iteration 91Q (13981.250000 sec): 3 clusters Score: Raw -233563808.993237 + Penalty 6995.611780 = -233556813.381457 nChanged 2 SP:Iteration 92Q (13985.050000 sec): 3 clusters Score: Raw -233563809.069708 + Penalty 6995.611780 = -233556813.457928 nChanged 1 SP:Iteration 93Q (13988.860000 sec): 3 clusters Score: Raw -233563809.102368 + Penalty 6995.611780 = -233556813.490589 nChanged 0 SP:Iteration 94F (13994.240000 sec): 3 clusters Score: Raw -233563809.102368 + Penalty 6995.611780 = -233556813.490589 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13994.700000 sec): 2 clusters Score: Raw -1543987.611340 + Penalty 2261.835950 = -1541725.775390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13994.740000 sec): 3 clusters Score: Raw -1539171.003262 + Penalty 4523.671900 = -1534647.331363 nChanged 3748 SP:Iteration 1F (13994.770000 sec): 3 clusters Score: Raw -1541161.628953 + Penalty 4523.671900 = -1536637.957053 nChanged 584 SP:Iteration 2F (13994.810000 sec): 3 clusters Score: Raw -1541447.370426 + Penalty 4523.671900 = -1536923.698526 nChanged 474 SP:Iteration 3F (13994.850000 sec): 3 clusters Score: Raw -1541667.754875 + Penalty 4523.671900 = -1537144.082975 nChanged 381 SP:Iteration 4Q (13994.880000 sec): 3 clusters Score: Raw -1541825.070430 + Penalty 4523.671900 = -1537301.398530 nChanged 317 SP:Iteration 5Q (13994.920000 sec): 3 clusters Score: Raw -1541964.308566 + Penalty 4523.671900 = -1537440.636667 nChanged 290 SP:Iteration 6Q (13994.950000 sec): 3 clusters Score: Raw -1542083.696953 + Penalty 4523.671900 = -1537560.025053 nChanged 261 SP:Iteration 7Q (13994.990000 sec): 3 clusters Score: Raw -1542187.035191 + Penalty 4523.671900 = -1537663.363291 nChanged 273 SP:Iteration 8Q (13995.030000 sec): 3 clusters Score: Raw -1542302.066905 + Penalty 4523.671900 = -1537778.395005 nChanged 282 SP:Iteration 9Q (13995.060000 sec): 3 clusters Score: Raw -1542427.848758 + Penalty 4523.671900 = -1537904.176858 nChanged 290 SP:Iteration 10Q (13995.100000 sec): 3 clusters Score: Raw -1542569.429344 + Penalty 4523.671900 = -1538045.757444 nChanged 299 SP:Iteration 11Q (13995.130000 sec): 3 clusters Score: Raw -1542716.943648 + Penalty 4523.671900 = -1538193.271748 nChanged 287 SP:Iteration 12Q (13995.170000 sec): 3 clusters Score: Raw -1542864.574650 + Penalty 4523.671900 = -1538340.902750 nChanged 277 SP:Iteration 13Q (13995.200000 sec): 3 clusters Score: Raw -1543015.426408 + Penalty 4523.671900 = -1538491.754508 nChanged 295 SP:Iteration 14Q (13995.240000 sec): 3 clusters Score: Raw -1543194.000665 + Penalty 4523.671900 = -1538670.328766 nChanged 268 SP:Iteration 15Q (13995.270000 sec): 3 clusters Score: Raw -1543378.576959 + Penalty 4523.671900 = -1538854.905059 nChanged 267 SP:Iteration 16Q (13995.310000 sec): 3 clusters Score: Raw -1543568.703098 + Penalty 4523.671900 = -1539045.031198 nChanged 252 SP:Iteration 17Q (13995.350000 sec): 3 clusters Score: Raw -1543760.165346 + Penalty 4523.671900 = -1539236.493447 nChanged 237 SP:Iteration 18Q (13995.380000 sec): 3 clusters Score: Raw -1543937.436920 + Penalty 4523.671900 = -1539413.765020 nChanged 184 SP:Iteration 19Q (13995.410000 sec): 3 clusters Score: Raw -1544087.218215 + Penalty 4523.671900 = -1539563.546315 nChanged 160 SP:Iteration 20F (13995.450000 sec): 3 clusters Score: Raw -1544218.803758 + Penalty 4523.671900 = -1539695.131858 nChanged 159 SP:Iteration 21Q (13995.480000 sec): 3 clusters Score: Raw -1544360.649985 + Penalty 4523.671900 = -1539836.978085 nChanged 125 SP:Iteration 22Q (13995.510000 sec): 3 clusters Score: Raw -1544461.960463 + Penalty 4523.671900 = -1539938.288563 nChanged 94 SP:Iteration 23Q (13995.550000 sec): 3 clusters Score: Raw -1544538.046727 + Penalty 4523.671900 = -1540014.374828 nChanged 76 SP:Iteration 24Q (13995.570000 sec): 3 clusters Score: Raw -1544597.673506 + Penalty 4523.671900 = -1540074.001606 nChanged 52 SP:Iteration 25Q (13995.610000 sec): 3 clusters Score: Raw -1544639.669852 + Penalty 4523.671900 = -1540115.997952 nChanged 37 SP:Iteration 26Q (13995.630000 sec): 3 clusters Score: Raw -1544661.444211 + Penalty 4523.671900 = -1540137.772311 nChanged 22 SP:Iteration 27Q (13995.660000 sec): 3 clusters Score: Raw -1544672.199434 + Penalty 4523.671900 = -1540148.527534 nChanged 17 SP:Iteration 28Q (13995.690000 sec): 3 clusters Score: Raw -1544678.951107 + Penalty 4523.671900 = -1540155.279207 nChanged 12 SP:Iteration 29Q (13995.720000 sec): 3 clusters Score: Raw -1544684.282283 + Penalty 4523.671900 = -1540160.610384 nChanged 9 SP:Iteration 30Q (13995.750000 sec): 3 clusters Score: Raw -1544686.823290 + Penalty 4523.671900 = -1540163.151391 nChanged 8 SP:Iteration 31Q (13995.780000 sec): 3 clusters Score: Raw -1544689.362272 + Penalty 4523.671900 = -1540165.690373 nChanged 3 SP:Iteration 32Q (13995.810000 sec): 3 clusters Score: Raw -1544690.930197 + Penalty 4523.671900 = -1540167.258297 nChanged 4 SP:Iteration 33Q (13995.840000 sec): 3 clusters Score: Raw -1544692.819822 + Penalty 4523.671900 = -1540169.147922 nChanged 4 SP:Iteration 34Q (13995.870000 sec): 3 clusters Score: Raw -1544694.967497 + Penalty 4523.671900 = -1540171.295597 nChanged 4 SP:Iteration 35Q (13995.890000 sec): 3 clusters Score: Raw -1544697.155265 + Penalty 4523.671900 = -1540173.483365 nChanged 4 SP:Iteration 36Q (13995.920000 sec): 3 clusters Score: Raw -1544699.773737 + Penalty 4523.671900 = -1540176.101837 nChanged 6 SP:Iteration 37Q (13995.950000 sec): 3 clusters Score: Raw -1544703.156982 + Penalty 4523.671900 = -1540179.485082 nChanged 4 SP:Iteration 38Q (13995.980000 sec): 3 clusters Score: Raw -1544705.727777 + Penalty 4523.671900 = -1540182.055877 nChanged 5 SP:Iteration 39Q (13996.010000 sec): 3 clusters Score: Raw -1544708.872853 + Penalty 4523.671900 = -1540185.200953 nChanged 3 SP:Iteration 40F (13996.050000 sec): 3 clusters Score: Raw -1544710.294579 + Penalty 4523.671900 = -1540186.622679 nChanged 1 SP:Iteration 41Q (13996.070000 sec): 3 clusters Score: Raw -1544710.418518 + Penalty 4523.671900 = -1540186.746618 nChanged 0 SP:Iteration 42F (13996.110000 sec): 3 clusters Score: Raw -1544710.418518 + Penalty 4523.671900 = -1540186.746618 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13996.120000 sec): 2 clusters Score: Raw -229121.353887 + Penalty 1800.783823 = -227320.570064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13996.130000 sec): 3 clusters Score: Raw -228739.773140 + Penalty 3601.567646 = -225138.205494 nChanged 394 SP:Iteration 1F (13996.130000 sec): 3 clusters Score: Raw -229136.173837 + Penalty 3601.567646 = -225534.606191 nChanged 94 SP:Iteration 2F (13996.140000 sec): 3 clusters Score: Raw -229277.961602 + Penalty 3601.567646 = -225676.393956 nChanged 67 SP:Iteration 3Q (13996.150000 sec): 3 clusters Score: Raw -229388.437137 + Penalty 3601.567646 = -225786.869491 nChanged 52 SP:Iteration 4Q (13996.150000 sec): 3 clusters Score: Raw -229460.932370 + Penalty 3601.567646 = -225859.364724 nChanged 38 SP:Iteration 5Q (13996.150000 sec): 3 clusters Score: Raw -229508.813528 + Penalty 3601.567646 = -225907.245882 nChanged 31 SP:Iteration 6Q (13996.160000 sec): 3 clusters Score: Raw -229556.578420 + Penalty 3601.567646 = -225955.010774 nChanged 25 SP:Iteration 7Q (13996.170000 sec): 3 clusters Score: Raw -229598.658176 + Penalty 3601.567646 = -225997.090530 nChanged 27 SP:Iteration 8Q (13996.170000 sec): 3 clusters Score: Raw -229632.634148 + Penalty 3601.567646 = -226031.066503 nChanged 29 SP:Iteration 9Q (13996.180000 sec): 3 clusters Score: Raw -229670.361148 + Penalty 3601.567646 = -226068.793502 nChanged 25 SP:Iteration 10Q (13996.180000 sec): 3 clusters Score: Raw -229696.567643 + Penalty 3601.567646 = -226094.999997 nChanged 10 SP:Iteration 11Q (13996.190000 sec): 3 clusters Score: Raw -229707.711126 + Penalty 3601.567646 = -226106.143481 nChanged 13 SP:Iteration 12Q (13996.190000 sec): 3 clusters Score: Raw -229722.058783 + Penalty 3601.567646 = -226120.491137 nChanged 14 SP:Iteration 13Q (13996.200000 sec): 3 clusters Score: Raw -229749.693419 + Penalty 3601.567646 = -226148.125773 nChanged 12 SP:Iteration 14Q (13996.200000 sec): 3 clusters Score: Raw -229767.063862 + Penalty 3601.567646 = -226165.496216 nChanged 15 SP:Iteration 15Q (13996.210000 sec): 3 clusters Score: Raw -229779.034598 + Penalty 3601.567646 = -226177.466952 nChanged 6 SP:Iteration 16Q (13996.210000 sec): 3 clusters Score: Raw -229785.498759 + Penalty 3601.567646 = -226183.931113 nChanged 7 SP:Iteration 17Q (13996.220000 sec): 3 clusters Score: Raw -229795.961879 + Penalty 3601.567646 = -226194.394234 nChanged 12 SP:Iteration 18Q (13996.230000 sec): 3 clusters Score: Raw -229810.554281 + Penalty 3601.567646 = -226208.986635 nChanged 13 SP:Iteration 19Q (13996.230000 sec): 3 clusters Score: Raw -229831.565228 + Penalty 3601.567646 = -226229.997582 nChanged 14 SP:Iteration 20F (13996.230000 sec): 3 clusters Score: Raw -229850.242129 + Penalty 3601.567646 = -226248.674484 nChanged 11 SP:Iteration 21Q (13996.240000 sec): 3 clusters Score: Raw -229860.087023 + Penalty 3601.567646 = -226258.519378 nChanged 11 SP:Iteration 22Q (13996.250000 sec): 3 clusters Score: Raw -229873.932138 + Penalty 3601.567646 = -226272.364493 nChanged 15 SP:Iteration 23Q (13996.250000 sec): 3 clusters Score: Raw -229892.696965 + Penalty 3601.567646 = -226291.129319 nChanged 15 SP:Iteration 24Q (13996.260000 sec): 3 clusters Score: Raw -229914.758262 + Penalty 3601.567646 = -226313.190617 nChanged 13 SP:Iteration 25Q (13996.260000 sec): 3 clusters Score: Raw -229933.820328 + Penalty 3601.567646 = -226332.252682 nChanged 10 SP:Iteration 26Q (13996.270000 sec): 3 clusters Score: Raw -229951.629411 + Penalty 3601.567646 = -226350.061766 nChanged 9 SP:Iteration 27Q (13996.270000 sec): 3 clusters Score: Raw -229965.668846 + Penalty 3601.567646 = -226364.101201 nChanged 9 SP:Iteration 28Q (13996.280000 sec): 3 clusters Score: Raw -229988.713035 + Penalty 3601.567646 = -226387.145390 nChanged 10 SP:Iteration 29Q (13996.280000 sec): 3 clusters Score: Raw -230005.616426 + Penalty 3601.567646 = -226404.048780 nChanged 8 SP:Iteration 30Q (13996.290000 sec): 3 clusters Score: Raw -230018.192977 + Penalty 3601.567646 = -226416.625331 nChanged 10 SP:Iteration 31Q (13996.290000 sec): 3 clusters Score: Raw -230033.250368 + Penalty 3601.567646 = -226431.682722 nChanged 6 SP:Iteration 32Q (13996.300000 sec): 3 clusters Score: Raw -230045.797760 + Penalty 3601.567646 = -226444.230115 nChanged 8 SP:Iteration 33Q (13996.300000 sec): 3 clusters Score: Raw -230060.108339 + Penalty 3601.567646 = -226458.540693 nChanged 8 SP:Iteration 34Q (13996.310000 sec): 3 clusters Score: Raw -230074.116243 + Penalty 3601.567646 = -226472.548598 nChanged 7 SP:Iteration 35Q (13996.310000 sec): 3 clusters Score: Raw -230083.891253 + Penalty 3601.567646 = -226482.323608 nChanged 3 SP:Iteration 36Q (13996.320000 sec): 3 clusters Score: Raw -230098.265817 + Penalty 3601.567646 = -226496.698171 nChanged 4 SP:Iteration 37Q (13996.320000 sec): 3 clusters Score: Raw -230134.511447 + Penalty 3601.567646 = -226532.943801 nChanged 13 SP:Iteration 38Q (13996.330000 sec): 3 clusters Score: Raw -230173.317791 + Penalty 3601.567646 = -226571.750146 nChanged 19 SP:Iteration 39Q (13996.330000 sec): 3 clusters Score: Raw -230227.797012 + Penalty 3601.567646 = -226626.229367 nChanged 14 SP:Iteration 40F (13996.340000 sec): 3 clusters Score: Raw -230261.305748 + Penalty 3601.567646 = -226659.738102 nChanged 14 SP:Iteration 41Q (13996.340000 sec): 3 clusters Score: Raw -230309.281263 + Penalty 3601.567646 = -226707.713618 nChanged 15 SP:Iteration 42Q (13996.350000 sec): 3 clusters Score: Raw -230348.978071 + Penalty 3601.567646 = -226747.410425 nChanged 10 SP:Iteration 43Q (13996.350000 sec): 3 clusters Score: Raw -230369.756177 + Penalty 3601.567646 = -226768.188532 nChanged 6 SP:Iteration 44Q (13996.360000 sec): 3 clusters Score: Raw -230379.260850 + Penalty 3601.567646 = -226777.693204 nChanged 3 SP:Iteration 45Q (13996.360000 sec): 3 clusters Score: Raw -230383.443587 + Penalty 3601.567646 = -226781.875941 nChanged 2 SP:Iteration 46Q (13996.370000 sec): 3 clusters Score: Raw -230386.858151 + Penalty 3601.567646 = -226785.290506 nChanged 1 SP:Iteration 47Q (13996.370000 sec): 3 clusters Score: Raw -230388.738407 + Penalty 3601.567646 = -226787.170762 nChanged 3 SP:Iteration 48Q (13996.380000 sec): 3 clusters Score: Raw -230394.663986 + Penalty 3601.567646 = -226793.096340 nChanged 1 SP:Iteration 49Q (13996.380000 sec): 3 clusters Score: Raw -230396.384672 + Penalty 3601.567646 = -226794.817026 nChanged 1 SP:Iteration 50Q (13996.390000 sec): 3 clusters Score: Raw -230399.593645 + Penalty 3601.567646 = -226798.025999 nChanged 1 SP:Iteration 51Q (13996.390000 sec): 3 clusters Score: Raw -230402.010726 + Penalty 3601.567646 = -226800.443080 nChanged 2 SP:Iteration 52Q (13996.390000 sec): 3 clusters Score: Raw -230405.274569 + Penalty 3601.567646 = -226803.706924 nChanged 1 SP:Iteration 53Q (13996.400000 sec): 3 clusters Score: Raw -230407.814494 + Penalty 3601.567646 = -226806.246849 nChanged 3 SP:Iteration 54Q (13996.410000 sec): 3 clusters Score: Raw -230413.825038 + Penalty 3601.567646 = -226812.257393 nChanged 4 SP:Iteration 55Q (13996.410000 sec): 3 clusters Score: Raw -230418.083186 + Penalty 3601.567646 = -226816.515541 nChanged 1 SP:Iteration 56Q (13996.410000 sec): 3 clusters Score: Raw -230420.442326 + Penalty 3601.567646 = -226818.874680 nChanged 2 SP:Iteration 57Q (13996.420000 sec): 3 clusters Score: Raw -230424.968371 + Penalty 3601.567646 = -226823.400726 nChanged 4 SP:Iteration 58Q (13996.430000 sec): 3 clusters Score: Raw -230429.375631 + Penalty 3601.567646 = -226827.807985 nChanged 1 SP:Iteration 59Q (13996.430000 sec): 3 clusters Score: Raw -230430.125331 + Penalty 3601.567646 = -226828.557685 nChanged 0 SP:Iteration 60F (13996.430000 sec): 3 clusters Score: Raw -230430.125331 + Penalty 3601.567646 = -226828.557685 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13996.440000 sec): 2 clusters Score: Raw -60743.801172 + Penalty 1521.620093 = -59222.181079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13996.440000 sec): 3 clusters Score: Raw -60871.025344 + Penalty 3043.240186 = -57827.785158 nChanged 94 SP:Iteration 1F (13996.450000 sec): 3 clusters Score: Raw -61052.054321 + Penalty 3043.240186 = -58008.814135 nChanged 27 SP:Iteration 2F (13996.450000 sec): 3 clusters Score: Raw -61109.931157 + Penalty 3043.240186 = -58066.690971 nChanged 6 SP:Iteration 3Q (13996.450000 sec): 3 clusters Score: Raw -61120.419038 + Penalty 3043.240186 = -58077.178852 nChanged 4 SP:Iteration 4Q (13996.450000 sec): 3 clusters Score: Raw -61125.734732 + Penalty 3043.240186 = -58082.494546 nChanged 3 SP:Iteration 5Q (13996.450000 sec): 3 clusters Score: Raw -61136.580890 + Penalty 3043.240186 = -58093.340704 nChanged 2 SP:Iteration 6Q (13996.450000 sec): 3 clusters Score: Raw -61138.739961 + Penalty 3043.240186 = -58095.499775 nChanged 0 SP:Iteration 7F (13996.450000 sec): 3 clusters Score: Raw -61138.739961 + Penalty 3043.240186 = -58095.499775 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13996.460000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13996.460000 sec): 3 clusters Score: Raw -31202.099386 + Penalty 2672.979578 = -28529.119808 nChanged 9 SP:Iteration 1Q (13996.460000 sec): 3 clusters Score: Raw -31245.280274 + Penalty 2672.979578 = -28572.300696 nChanged 2 SP:Iteration 2Q (13996.470000 sec): 3 clusters Score: Raw -31255.415607 + Penalty 2672.979578 = -28582.436029 nChanged 0 SP:Iteration 3F (13996.470000 sec): 3 clusters Score: Raw -31255.415607 + Penalty 2672.979578 = -28582.436029 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13996.470000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13996.470000 sec): 3 clusters Score: Raw -39852.197218 + Penalty 2773.129542 = -37079.067675 nChanged 27 SP:Iteration 1F (13996.470000 sec): 3 clusters Score: Raw -39951.675197 + Penalty 2773.129542 = -37178.545655 nChanged 11 SP:Iteration 2Q (13996.470000 sec): 3 clusters Score: Raw -40003.334327 + Penalty 2773.129542 = -37230.204784 nChanged 4 SP:Iteration 3Q (13996.470000 sec): 3 clusters Score: Raw -40026.566799 + Penalty 2773.129542 = -37253.437257 nChanged 1 SP:Iteration 4Q (13996.480000 sec): 3 clusters Score: Raw -40032.285596 + Penalty 2773.129542 = -37259.156054 nChanged 0 SP:Iteration 5F (13996.480000 sec): 3 clusters Score: Raw -40032.285596 + Penalty 2773.129542 = -37259.156054 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (4264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13996.500000 sec): 2 clusters Score: Raw -675779.581096 + Penalty 2072.774816 = -673706.806281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13996.510000 sec): 3 clusters Score: Raw -673826.265573 + Penalty 4145.549631 = -669680.715942 nChanged 1593 SP:Iteration 1F (13996.530000 sec): 3 clusters Score: Raw -674963.793644 + Penalty 4145.549631 = -670818.244013 nChanged 388 SP:Iteration 2F (13996.550000 sec): 3 clusters Score: Raw -675336.198247 + Penalty 4145.549631 = -671190.648616 nChanged 290 SP:Iteration 3F (13996.560000 sec): 3 clusters Score: Raw -675623.350940 + Penalty 4145.549631 = -671477.801309 nChanged 244 SP:Iteration 4F (13996.580000 sec): 3 clusters Score: Raw -675840.752099 + Penalty 4145.549631 = -671695.202468 nChanged 219 SP:Iteration 5F (13996.600000 sec): 3 clusters Score: Raw -676015.284527 + Penalty 4145.549631 = -671869.734896 nChanged 172 SP:Iteration 6Q (13996.610000 sec): 3 clusters Score: Raw -676135.513679 + Penalty 4145.549631 = -671989.964048 nChanged 135 SP:Iteration 7Q (13996.630000 sec): 3 clusters Score: Raw -676222.682205 + Penalty 4145.549631 = -672077.132573 nChanged 93 SP:Iteration 8Q (13996.650000 sec): 3 clusters Score: Raw -676282.477926 + Penalty 4145.549631 = -672136.928295 nChanged 83 SP:Iteration 9Q (13996.660000 sec): 3 clusters Score: Raw -676318.941194 + Penalty 4145.549631 = -672173.391563 nChanged 42 SP:Iteration 10Q (13996.680000 sec): 3 clusters Score: Raw -676338.788989 + Penalty 4145.549631 = -672193.239358 nChanged 34 SP:Iteration 11Q (13996.690000 sec): 3 clusters Score: Raw -676349.306496 + Penalty 4145.549631 = -672203.756865 nChanged 18 SP:Iteration 12Q (13996.710000 sec): 3 clusters Score: Raw -676355.779345 + Penalty 4145.549631 = -672210.229714 nChanged 16 SP:Iteration 13Q (13996.730000 sec): 3 clusters Score: Raw -676361.390303 + Penalty 4145.549631 = -672215.840672 nChanged 15 SP:Iteration 14Q (13996.740000 sec): 3 clusters Score: Raw -676366.955964 + Penalty 4145.549631 = -672221.406332 nChanged 11 SP:Iteration 15Q (13996.760000 sec): 3 clusters Score: Raw -676371.973141 + Penalty 4145.549631 = -672226.423510 nChanged 11 SP:Iteration 16Q (13996.770000 sec): 3 clusters Score: Raw -676376.470720 + Penalty 4145.549631 = -672230.921089 nChanged 13 SP:Iteration 17Q (13996.790000 sec): 3 clusters Score: Raw -676381.351785 + Penalty 4145.549631 = -672235.802154 nChanged 10 SP:Iteration 18Q (13996.810000 sec): 3 clusters Score: Raw -676384.167848 + Penalty 4145.549631 = -672238.618217 nChanged 5 SP:Iteration 19Q (13996.820000 sec): 3 clusters Score: Raw -676385.452236 + Penalty 4145.549631 = -672239.902605 nChanged 5 SP:Iteration 20F (13996.840000 sec): 3 clusters Score: Raw -676387.441964 + Penalty 4145.549631 = -672241.892333 nChanged 7 SP:Iteration 21Q (13996.850000 sec): 3 clusters Score: Raw -676389.014531 + Penalty 4145.549631 = -672243.464900 nChanged 9 SP:Iteration 22Q (13996.870000 sec): 3 clusters Score: Raw -676391.919956 + Penalty 4145.549631 = -672246.370324 nChanged 6 SP:Iteration 23Q (13996.890000 sec): 3 clusters Score: Raw -676394.612583 + Penalty 4145.549631 = -672249.062952 nChanged 8 SP:Iteration 24Q (13996.900000 sec): 3 clusters Score: Raw -676396.487207 + Penalty 4145.549631 = -672250.937576 nChanged 5 SP:Iteration 25Q (13996.920000 sec): 3 clusters Score: Raw -676398.521058 + Penalty 4145.549631 = -672252.971427 nChanged 6 SP:Iteration 26Q (13996.930000 sec): 3 clusters Score: Raw -676400.976313 + Penalty 4145.549631 = -672255.426682 nChanged 7 SP:Iteration 27Q (13996.950000 sec): 3 clusters Score: Raw -676403.790326 + Penalty 4145.549631 = -672258.240695 nChanged 7 SP:Iteration 28Q (13996.970000 sec): 3 clusters Score: Raw -676406.005567 + Penalty 4145.549631 = -672260.455936 nChanged 6 SP:Iteration 29Q (13996.980000 sec): 3 clusters Score: Raw -676407.928820 + Penalty 4145.549631 = -672262.379189 nChanged 8 SP:Iteration 30Q (13997.000000 sec): 3 clusters Score: Raw -676410.484934 + Penalty 4145.549631 = -672264.935303 nChanged 8 SP:Iteration 31Q (13997.010000 sec): 3 clusters Score: Raw -676414.363063 + Penalty 4145.549631 = -672268.813432 nChanged 11 SP:Iteration 32Q (13997.030000 sec): 3 clusters Score: Raw -676419.676000 + Penalty 4145.549631 = -672274.126369 nChanged 7 SP:Iteration 33Q (13997.050000 sec): 3 clusters Score: Raw -676423.153816 + Penalty 4145.549631 = -672277.604185 nChanged 9 SP:Iteration 34Q (13997.060000 sec): 3 clusters Score: Raw -676426.800428 + Penalty 4145.549631 = -672281.250797 nChanged 5 SP:Iteration 35Q (13997.080000 sec): 3 clusters Score: Raw -676428.321483 + Penalty 4145.549631 = -672282.771852 nChanged 4 SP:Iteration 36Q (13997.090000 sec): 3 clusters Score: Raw -676429.709283 + Penalty 4145.549631 = -672284.159652 nChanged 7 SP:Iteration 37Q (13997.110000 sec): 3 clusters Score: Raw -676431.503096 + Penalty 4145.549631 = -672285.953465 nChanged 1 SP:Iteration 38Q (13997.130000 sec): 3 clusters Score: Raw -676432.013725 + Penalty 4145.549631 = -672286.464094 nChanged 0 SP:Iteration 39F (13997.150000 sec): 3 clusters Score: Raw -676432.013725 + Penalty 4145.549631 = -672286.464094 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.150000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.150000 sec): 3 clusters Score: Raw -122360.255892 + Penalty 3302.373479 = -119057.882413 nChanged 166 SP:Iteration 1F (13997.160000 sec): 3 clusters Score: Raw -122644.112540 + Penalty 3302.373479 = -119341.739062 nChanged 65 SP:Iteration 2F (13997.160000 sec): 3 clusters Score: Raw -122768.420271 + Penalty 3302.373479 = -119466.046792 nChanged 28 SP:Iteration 3Q (13997.170000 sec): 3 clusters Score: Raw -122836.314540 + Penalty 3302.373479 = -119533.941061 nChanged 21 SP:Iteration 4Q (13997.170000 sec): 3 clusters Score: Raw -122895.162775 + Penalty 3302.373479 = -119592.789296 nChanged 20 SP:Iteration 5Q (13997.170000 sec): 3 clusters Score: Raw -122964.733713 + Penalty 3302.373479 = -119662.360234 nChanged 24 SP:Iteration 6Q (13997.170000 sec): 3 clusters Score: Raw -123038.646289 + Penalty 3302.373479 = -119736.272810 nChanged 18 SP:Iteration 7Q (13997.180000 sec): 3 clusters Score: Raw -123108.784440 + Penalty 3302.373479 = -119806.410962 nChanged 21 SP:Iteration 8Q (13997.180000 sec): 3 clusters Score: Raw -123172.269679 + Penalty 3302.373479 = -119869.896200 nChanged 16 SP:Iteration 9Q (13997.180000 sec): 3 clusters Score: Raw -123236.493273 + Penalty 3302.373479 = -119934.119795 nChanged 26 SP:Iteration 10Q (13997.190000 sec): 3 clusters Score: Raw -123322.443388 + Penalty 3302.373479 = -120020.069909 nChanged 19 SP:Iteration 11Q (13997.190000 sec): 3 clusters Score: Raw -123402.556555 + Penalty 3302.373479 = -120100.183076 nChanged 15 SP:Iteration 12Q (13997.190000 sec): 3 clusters Score: Raw -123444.879943 + Penalty 3302.373479 = -120142.506464 nChanged 15 SP:Iteration 13Q (13997.190000 sec): 3 clusters Score: Raw -123488.098277 + Penalty 3302.373479 = -120185.724798 nChanged 14 SP:Iteration 14Q (13997.190000 sec): 3 clusters Score: Raw -123534.606684 + Penalty 3302.373479 = -120232.233205 nChanged 17 SP:Iteration 15Q (13997.200000 sec): 3 clusters Score: Raw -123597.433981 + Penalty 3302.373479 = -120295.060503 nChanged 17 SP:Iteration 16Q (13997.200000 sec): 3 clusters Score: Raw -123656.988715 + Penalty 3302.373479 = -120354.615237 nChanged 12 SP:Iteration 17Q (13997.200000 sec): 3 clusters Score: Raw -123707.183069 + Penalty 3302.373479 = -120404.809591 nChanged 9 SP:Iteration 18Q (13997.210000 sec): 3 clusters Score: Raw -123742.383950 + Penalty 3302.373479 = -120440.010472 nChanged 8 SP:Iteration 19Q (13997.210000 sec): 3 clusters Score: Raw -123769.769420 + Penalty 3302.373479 = -120467.395942 nChanged 4 SP:Iteration 20F (13997.210000 sec): 3 clusters Score: Raw -123778.147488 + Penalty 3302.373479 = -120475.774010 nChanged 1 SP:Iteration 21Q (13997.210000 sec): 3 clusters Score: Raw -123779.720260 + Penalty 3302.373479 = -120477.346781 nChanged 0 SP:Iteration 22F (13997.210000 sec): 3 clusters Score: Raw -123779.720260 + Penalty 3302.373479 = -120477.346781 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.230000 sec): 2 clusters Score: Raw -209311.550498 + Penalty 1775.118400 = -207536.432098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.230000 sec): 3 clusters Score: Raw -208990.888028 + Penalty 3550.236800 = -205440.651228 nChanged 353 SP:Iteration 1F (13997.230000 sec): 3 clusters Score: Raw -209351.115811 + Penalty 3550.236800 = -205800.879011 nChanged 90 SP:Iteration 2F (13997.240000 sec): 3 clusters Score: Raw -209472.094129 + Penalty 3550.236800 = -205921.857329 nChanged 59 SP:Iteration 3Q (13997.250000 sec): 3 clusters Score: Raw -209549.422889 + Penalty 3550.236800 = -205999.186089 nChanged 34 SP:Iteration 4Q (13997.250000 sec): 3 clusters Score: Raw -209604.745862 + Penalty 3550.236800 = -206054.509061 nChanged 37 SP:Iteration 5Q (13997.250000 sec): 3 clusters Score: Raw -209659.640502 + Penalty 3550.236800 = -206109.403702 nChanged 34 SP:Iteration 6Q (13997.260000 sec): 3 clusters Score: Raw -209714.804305 + Penalty 3550.236800 = -206164.567505 nChanged 37 SP:Iteration 7Q (13997.270000 sec): 3 clusters Score: Raw -209801.295207 + Penalty 3550.236800 = -206251.058407 nChanged 42 SP:Iteration 8Q (13997.270000 sec): 3 clusters Score: Raw -209886.242161 + Penalty 3550.236800 = -206336.005361 nChanged 34 SP:Iteration 9Q (13997.270000 sec): 3 clusters Score: Raw -209943.965015 + Penalty 3550.236800 = -206393.728215 nChanged 34 SP:Iteration 10Q (13997.280000 sec): 3 clusters Score: Raw -210019.843236 + Penalty 3550.236800 = -206469.606436 nChanged 37 SP:Iteration 11Q (13997.280000 sec): 3 clusters Score: Raw -210103.662630 + Penalty 3550.236800 = -206553.425830 nChanged 38 SP:Iteration 12Q (13997.290000 sec): 3 clusters Score: Raw -210192.717311 + Penalty 3550.236800 = -206642.480511 nChanged 33 SP:Iteration 13Q (13997.290000 sec): 3 clusters Score: Raw -210267.263655 + Penalty 3550.236800 = -206717.026855 nChanged 28 SP:Iteration 14Q (13997.300000 sec): 3 clusters Score: Raw -210316.834020 + Penalty 3550.236800 = -206766.597220 nChanged 19 SP:Iteration 15Q (13997.300000 sec): 3 clusters Score: Raw -210359.052327 + Penalty 3550.236800 = -206808.815527 nChanged 19 SP:Iteration 16Q (13997.310000 sec): 3 clusters Score: Raw -210393.688857 + Penalty 3550.236800 = -206843.452057 nChanged 14 SP:Iteration 17Q (13997.310000 sec): 3 clusters Score: Raw -210413.744016 + Penalty 3550.236800 = -206863.507216 nChanged 9 SP:Iteration 18Q (13997.310000 sec): 3 clusters Score: Raw -210425.251983 + Penalty 3550.236800 = -206875.015183 nChanged 6 SP:Iteration 19Q (13997.320000 sec): 3 clusters Score: Raw -210432.073058 + Penalty 3550.236800 = -206881.836258 nChanged 6 SP:Iteration 20F (13997.320000 sec): 3 clusters Score: Raw -210437.635479 + Penalty 3550.236800 = -206887.398679 nChanged 4 SP:Iteration 21Q (13997.330000 sec): 3 clusters Score: Raw -210445.550761 + Penalty 3550.236800 = -206895.313960 nChanged 9 SP:Iteration 22Q (13997.330000 sec): 3 clusters Score: Raw -210459.055445 + Penalty 3550.236800 = -206908.818645 nChanged 7 SP:Iteration 23Q (13997.330000 sec): 3 clusters Score: Raw -210466.366442 + Penalty 3550.236800 = -206916.129641 nChanged 7 SP:Iteration 24Q (13997.340000 sec): 3 clusters Score: Raw -210473.417508 + Penalty 3550.236800 = -206923.180708 nChanged 4 SP:Iteration 25Q (13997.340000 sec): 3 clusters Score: Raw -210476.515011 + Penalty 3550.236800 = -206926.278211 nChanged 1 SP:Iteration 26Q (13997.350000 sec): 3 clusters Score: Raw -210477.021905 + Penalty 3550.236800 = -206926.785105 nChanged 0 SP:Iteration 27F (13997.350000 sec): 3 clusters Score: Raw -210477.021905 + Penalty 3550.236800 = -206926.785105 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.360000 sec): 2 clusters Score: Raw -102702.098947 + Penalty 1594.170108 = -101107.928840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.360000 sec): 3 clusters Score: Raw -102661.793089 + Penalty 3188.340215 = -99473.452873 nChanged 119 SP:Iteration 1F (13997.370000 sec): 3 clusters Score: Raw -102863.744581 + Penalty 3188.340215 = -99675.404366 nChanged 36 SP:Iteration 2F (13997.370000 sec): 3 clusters Score: Raw -102933.134466 + Penalty 3188.340215 = -99744.794251 nChanged 14 SP:Iteration 3Q (13997.370000 sec): 3 clusters Score: Raw -102961.905952 + Penalty 3188.340215 = -99773.565736 nChanged 7 SP:Iteration 4Q (13997.370000 sec): 3 clusters Score: Raw -102975.296180 + Penalty 3188.340215 = -99786.955965 nChanged 8 SP:Iteration 5Q (13997.370000 sec): 3 clusters Score: Raw -102992.558359 + Penalty 3188.340215 = -99804.218144 nChanged 3 SP:Iteration 6Q (13997.380000 sec): 3 clusters Score: Raw -102997.803583 + Penalty 3188.340215 = -99809.463368 nChanged 2 SP:Iteration 7Q (13997.380000 sec): 3 clusters Score: Raw -103001.357837 + Penalty 3188.340215 = -99813.017622 nChanged 3 SP:Iteration 8Q (13997.380000 sec): 3 clusters Score: Raw -103004.447361 + Penalty 3188.340215 = -99816.107146 nChanged 0 SP:Iteration 9F (13997.380000 sec): 3 clusters Score: Raw -103004.447361 + Penalty 3188.340215 = -99816.107146 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.390000 sec): 2 clusters Score: Raw -45659.220836 + Penalty 1494.414762 = -44164.806074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.390000 sec): 3 clusters Score: Raw -45795.064704 + Penalty 2988.829523 = -42806.235181 nChanged 83 SP:Iteration 1F (13997.390000 sec): 3 clusters Score: Raw -46013.573432 + Penalty 2988.829523 = -43024.743909 nChanged 31 SP:Iteration 2F (13997.390000 sec): 3 clusters Score: Raw -46159.001059 + Penalty 2988.829523 = -43170.171536 nChanged 20 SP:Iteration 3Q (13997.400000 sec): 3 clusters Score: Raw -46237.592925 + Penalty 2988.829523 = -43248.763402 nChanged 19 SP:Iteration 4Q (13997.400000 sec): 3 clusters Score: Raw -46333.005975 + Penalty 2988.829523 = -43344.176452 nChanged 16 SP:Iteration 5Q (13997.400000 sec): 3 clusters Score: Raw -46472.866878 + Penalty 2988.829523 = -43484.037355 nChanged 21 SP:Iteration 6F (13997.400000 sec): 3 clusters Score: Raw -46578.850905 + Penalty 2988.829523 = -43590.021382 nChanged 8 SP:Iteration 7Q (13997.400000 sec): 3 clusters Score: Raw -46624.924772 + Penalty 2988.829523 = -43636.095249 nChanged 4 SP:Iteration 8Q (13997.410000 sec): 3 clusters Score: Raw -46681.144047 + Penalty 2988.829523 = -43692.314524 nChanged 5 SP:Iteration 9Q (13997.410000 sec): 3 clusters Score: Raw -46719.229329 + Penalty 2988.829523 = -43730.399806 nChanged 4 SP:Iteration 10Q (13997.410000 sec): 3 clusters Score: Raw -46741.070236 + Penalty 2988.829523 = -43752.240713 nChanged 2 SP:Iteration 11Q (13997.410000 sec): 3 clusters Score: Raw -46745.300625 + Penalty 2988.829523 = -43756.471102 nChanged 1 SP:Iteration 12Q (13997.410000 sec): 3 clusters Score: Raw -46747.064188 + Penalty 2988.829523 = -43758.234665 nChanged 0 SP:Iteration 13F (13997.410000 sec): 3 clusters Score: Raw -46747.064188 + Penalty 2988.829523 = -43758.234665 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.420000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.430000 sec): 3 clusters Score: Raw -279339.665597 + Penalty 3683.568340 = -275656.097257 nChanged 506 SP:Iteration 1F (13997.430000 sec): 3 clusters Score: Raw -279775.036855 + Penalty 3683.568340 = -276091.468515 nChanged 140 SP:Iteration 2F (13997.440000 sec): 3 clusters Score: Raw -279928.751731 + Penalty 3683.568340 = -276245.183391 nChanged 89 SP:Iteration 3F (13997.450000 sec): 3 clusters Score: Raw -280033.022142 + Penalty 3683.568340 = -276349.453802 nChanged 56 SP:Iteration 4Q (13997.450000 sec): 3 clusters Score: Raw -280093.657691 + Penalty 3683.568340 = -276410.089352 nChanged 51 SP:Iteration 5Q (13997.460000 sec): 3 clusters Score: Raw -280143.003779 + Penalty 3683.568340 = -276459.435439 nChanged 44 SP:Iteration 6Q (13997.470000 sec): 3 clusters Score: Raw -280184.520764 + Penalty 3683.568340 = -276500.952425 nChanged 42 SP:Iteration 7Q (13997.470000 sec): 3 clusters Score: Raw -280233.675435 + Penalty 3683.568340 = -276550.107095 nChanged 47 SP:Iteration 8Q (13997.480000 sec): 3 clusters Score: Raw -280279.045471 + Penalty 3683.568340 = -276595.477131 nChanged 44 SP:Iteration 9Q (13997.490000 sec): 3 clusters Score: Raw -280332.584465 + Penalty 3683.568340 = -276649.016125 nChanged 43 SP:Iteration 10Q (13997.490000 sec): 3 clusters Score: Raw -280396.984999 + Penalty 3683.568340 = -276713.416659 nChanged 53 SP:Iteration 11Q (13997.500000 sec): 3 clusters Score: Raw -280487.281126 + Penalty 3683.568340 = -276803.712786 nChanged 53 SP:Iteration 12Q (13997.510000 sec): 3 clusters Score: Raw -280578.821667 + Penalty 3683.568340 = -276895.253327 nChanged 46 SP:Iteration 13Q (13997.510000 sec): 3 clusters Score: Raw -280673.371427 + Penalty 3683.568340 = -276989.803087 nChanged 53 SP:Iteration 14Q (13997.520000 sec): 3 clusters Score: Raw -280774.594906 + Penalty 3683.568340 = -277091.026566 nChanged 55 SP:Iteration 15Q (13997.530000 sec): 3 clusters Score: Raw -280868.496578 + Penalty 3683.568340 = -277184.928238 nChanged 48 SP:Iteration 16Q (13997.530000 sec): 3 clusters Score: Raw -280936.009936 + Penalty 3683.568340 = -277252.441596 nChanged 37 SP:Iteration 17Q (13997.540000 sec): 3 clusters Score: Raw -280995.998786 + Penalty 3683.568340 = -277312.430446 nChanged 24 SP:Iteration 18Q (13997.540000 sec): 3 clusters Score: Raw -281025.043711 + Penalty 3683.568340 = -277341.475371 nChanged 21 SP:Iteration 19Q (13997.550000 sec): 3 clusters Score: Raw -281059.286487 + Penalty 3683.568340 = -277375.718147 nChanged 18 SP:Iteration 20F (13997.550000 sec): 3 clusters Score: Raw -281089.006831 + Penalty 3683.568340 = -277405.438492 nChanged 13 SP:Iteration 21Q (13997.560000 sec): 3 clusters Score: Raw -281105.892688 + Penalty 3683.568340 = -277422.324348 nChanged 11 SP:Iteration 22Q (13997.570000 sec): 3 clusters Score: Raw -281112.183928 + Penalty 3683.568340 = -277428.615588 nChanged 5 SP:Iteration 23Q (13997.570000 sec): 3 clusters Score: Raw -281116.248437 + Penalty 3683.568340 = -277432.680097 nChanged 4 SP:Iteration 24Q (13997.580000 sec): 3 clusters Score: Raw -281117.653899 + Penalty 3683.568340 = -277434.085559 nChanged 2 SP:Iteration 25Q (13997.590000 sec): 3 clusters Score: Raw -281118.668900 + Penalty 3683.568340 = -277435.100560 nChanged 1 SP:Iteration 26Q (13997.590000 sec): 3 clusters Score: Raw -281120.123605 + Penalty 3683.568340 = -277436.555265 nChanged 1 SP:Iteration 27Q (13997.600000 sec): 3 clusters Score: Raw -281120.608362 + Penalty 3683.568340 = -277437.040022 nChanged 0 SP:Iteration 28F (13997.610000 sec): 3 clusters Score: Raw -281120.608362 + Penalty 3683.568340 = -277437.040022 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.610000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.610000 sec): 3 clusters Score: Raw -54506.556605 + Penalty 2908.361063 = -51598.195542 nChanged 50 SP:Iteration 1F (13997.610000 sec): 3 clusters Score: Raw -54650.643441 + Penalty 2908.361063 = -51742.282378 nChanged 16 SP:Iteration 2Q (13997.610000 sec): 3 clusters Score: Raw -54717.877735 + Penalty 2908.361063 = -51809.516672 nChanged 4 SP:Iteration 3Q (13997.610000 sec): 3 clusters Score: Raw -54727.119762 + Penalty 2908.361063 = -51818.758698 nChanged 0 SP:Iteration 4F (13997.610000 sec): 3 clusters Score: Raw -54727.119762 + Penalty 2908.361063 = -51818.758698 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.630000 sec): 2 clusters Score: Raw -514014.362930 + Penalty 1999.561479 = -512014.801450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.640000 sec): 3 clusters Score: Raw -512647.673517 + Penalty 3999.122959 = -508648.550558 nChanged 1178 SP:Iteration 1F (13997.650000 sec): 3 clusters Score: Raw -513845.527808 + Penalty 3999.122959 = -509846.404849 nChanged 396 SP:Iteration 2F (13997.670000 sec): 3 clusters Score: Raw -514428.120725 + Penalty 3999.122959 = -510428.997766 nChanged 295 SP:Iteration 3F (13997.680000 sec): 3 clusters Score: Raw -514821.958091 + Penalty 3999.122959 = -510822.835132 nChanged 213 SP:Iteration 4F (13997.690000 sec): 3 clusters Score: Raw -515055.009079 + Penalty 3999.122959 = -511055.886120 nChanged 170 SP:Iteration 5F (13997.710000 sec): 3 clusters Score: Raw -515233.477701 + Penalty 3999.122959 = -511234.354742 nChanged 126 SP:Iteration 6Q (13997.720000 sec): 3 clusters Score: Raw -515353.317318 + Penalty 3999.122959 = -511354.194359 nChanged 90 SP:Iteration 7Q (13997.730000 sec): 3 clusters Score: Raw -515434.388910 + Penalty 3999.122959 = -511435.265951 nChanged 61 SP:Iteration 8Q (13997.740000 sec): 3 clusters Score: Raw -515483.884594 + Penalty 3999.122959 = -511484.761635 nChanged 44 SP:Iteration 9Q (13997.750000 sec): 3 clusters Score: Raw -515518.102561 + Penalty 3999.122959 = -511518.979602 nChanged 27 SP:Iteration 10Q (13997.760000 sec): 3 clusters Score: Raw -515534.975552 + Penalty 3999.122959 = -511535.852594 nChanged 19 SP:Iteration 11Q (13997.770000 sec): 3 clusters Score: Raw -515548.115283 + Penalty 3999.122959 = -511548.992324 nChanged 11 SP:Iteration 12Q (13997.790000 sec): 3 clusters Score: Raw -515553.401036 + Penalty 3999.122959 = -511554.278077 nChanged 9 SP:Iteration 13Q (13997.800000 sec): 3 clusters Score: Raw -515558.350984 + Penalty 3999.122959 = -511559.228026 nChanged 5 SP:Iteration 14Q (13997.810000 sec): 3 clusters Score: Raw -515560.719788 + Penalty 3999.122959 = -511561.596829 nChanged 3 SP:Iteration 15Q (13997.820000 sec): 3 clusters Score: Raw -515562.166167 + Penalty 3999.122959 = -511563.043208 nChanged 1 SP:Iteration 16Q (13997.830000 sec): 3 clusters Score: Raw -515562.761255 + Penalty 3999.122959 = -511563.638296 nChanged 0 SP:Iteration 17F (13997.850000 sec): 3 clusters Score: Raw -515562.761255 + Penalty 3999.122959 = -511563.638296 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13997.850000 sec): 2 clusters Score: Raw -250258.932743 + Penalty 1808.499620 = -248450.433123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13997.860000 sec): 3 clusters Score: Raw -249805.516145 + Penalty 3616.999239 = -246188.516905 nChanged 412 SP:Iteration 1F (13997.870000 sec): 3 clusters Score: Raw -250174.320504 + Penalty 3616.999239 = -246557.321264 nChanged 105 SP:Iteration 2F (13997.870000 sec): 3 clusters Score: Raw -250282.781058 + Penalty 3616.999239 = -246665.781818 nChanged 58 SP:Iteration 3Q (13997.880000 sec): 3 clusters Score: Raw -250350.875826 + Penalty 3616.999239 = -246733.876586 nChanged 34 SP:Iteration 4Q (13997.890000 sec): 3 clusters Score: Raw -250391.347624 + Penalty 3616.999239 = -246774.348384 nChanged 24 SP:Iteration 5Q (13997.890000 sec): 3 clusters Score: Raw -250418.968306 + Penalty 3616.999239 = -246801.969067 nChanged 23 SP:Iteration 6Q (13997.900000 sec): 3 clusters Score: Raw -250451.634534 + Penalty 3616.999239 = -246834.635294 nChanged 26 SP:Iteration 7Q (13997.900000 sec): 3 clusters Score: Raw -250492.454379 + Penalty 3616.999239 = -246875.455139 nChanged 24 SP:Iteration 8Q (13997.910000 sec): 3 clusters Score: Raw -250529.788996 + Penalty 3616.999239 = -246912.789757 nChanged 33 SP:Iteration 9Q (13997.910000 sec): 3 clusters Score: Raw -250573.883225 + Penalty 3616.999239 = -246956.883986 nChanged 32 SP:Iteration 10Q (13997.920000 sec): 3 clusters Score: Raw -250623.298965 + Penalty 3616.999239 = -247006.299726 nChanged 33 SP:Iteration 11Q (13997.930000 sec): 3 clusters Score: Raw -250665.906205 + Penalty 3616.999239 = -247048.906965 nChanged 33 SP:Iteration 12Q (13997.930000 sec): 3 clusters Score: Raw -250702.412420 + Penalty 3616.999239 = -247085.413180 nChanged 30 SP:Iteration 13Q (13997.940000 sec): 3 clusters Score: Raw -250738.455875 + Penalty 3616.999239 = -247121.456636 nChanged 26 SP:Iteration 14Q (13997.940000 sec): 3 clusters Score: Raw -250762.338722 + Penalty 3616.999239 = -247145.339483 nChanged 9 SP:Iteration 15Q (13997.950000 sec): 3 clusters Score: Raw -250769.869267 + Penalty 3616.999239 = -247152.870028 nChanged 9 SP:Iteration 16Q (13997.950000 sec): 3 clusters Score: Raw -250777.609288 + Penalty 3616.999239 = -247160.610048 nChanged 6 SP:Iteration 17Q (13997.960000 sec): 3 clusters Score: Raw -250782.172409 + Penalty 3616.999239 = -247165.173170 nChanged 5 SP:Iteration 18Q (13997.960000 sec): 3 clusters Score: Raw -250787.353943 + Penalty 3616.999239 = -247170.354704 nChanged 4 SP:Iteration 19Q (13997.970000 sec): 3 clusters Score: Raw -250789.492617 + Penalty 3616.999239 = -247172.493378 nChanged 2 SP:Iteration 20F (13997.970000 sec): 3 clusters Score: Raw -250791.765180 + Penalty 3616.999239 = -247174.765940 nChanged 4 SP:Iteration 21Q (13997.980000 sec): 3 clusters Score: Raw -250795.278239 + Penalty 3616.999239 = -247178.279000 nChanged 4 SP:Iteration 22Q (13997.990000 sec): 3 clusters Score: Raw -250798.846109 + Penalty 3616.999239 = -247181.846869 nChanged 3 SP:Iteration 23Q (13997.990000 sec): 3 clusters Score: Raw -250803.012863 + Penalty 3616.999239 = -247186.013624 nChanged 2 SP:Iteration 24Q (13998.000000 sec): 3 clusters Score: Raw -250804.243009 + Penalty 3616.999239 = -247187.243769 nChanged 2 SP:Iteration 25Q (13998.000000 sec): 3 clusters Score: Raw -250805.567694 + Penalty 3616.999239 = -247188.568455 nChanged 4 SP:Iteration 26Q (13998.010000 sec): 3 clusters Score: Raw -250810.032114 + Penalty 3616.999239 = -247193.032874 nChanged 1 SP:Iteration 27Q (13998.010000 sec): 3 clusters Score: Raw -250810.699262 + Penalty 3616.999239 = -247193.700023 nChanged 0 SP:Iteration 28F (13998.020000 sec): 3 clusters Score: Raw -250810.699262 + Penalty 3616.999239 = -247193.700023 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.030000 sec): 2 clusters Score: Raw -71415.331407 + Penalty 1549.514633 = -69865.816774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.030000 sec): 3 clusters Score: Raw -71458.951121 + Penalty 3099.029266 = -68359.921855 nChanged 106 SP:Iteration 1F (13998.030000 sec): 3 clusters Score: Raw -71716.505380 + Penalty 3099.029266 = -68617.476115 nChanged 39 SP:Iteration 2F (13998.030000 sec): 3 clusters Score: Raw -71866.035047 + Penalty 3099.029266 = -68767.005781 nChanged 17 SP:Iteration 3Q (13998.030000 sec): 3 clusters Score: Raw -71936.825648 + Penalty 3099.029266 = -68837.796382 nChanged 11 SP:Iteration 4Q (13998.040000 sec): 3 clusters Score: Raw -71985.331666 + Penalty 3099.029266 = -68886.302400 nChanged 5 SP:Iteration 5Q (13998.040000 sec): 3 clusters Score: Raw -72001.064208 + Penalty 3099.029266 = -68902.034943 nChanged 3 SP:Iteration 6Q (13998.040000 sec): 3 clusters Score: Raw -72006.212032 + Penalty 3099.029266 = -68907.182767 nChanged 2 SP:Iteration 7Q (13998.040000 sec): 3 clusters Score: Raw -72011.410420 + Penalty 3099.029266 = -68912.381154 nChanged 1 SP:Iteration 8Q (13998.050000 sec): 3 clusters Score: Raw -72013.643207 + Penalty 3099.029266 = -68914.613941 nChanged 2 SP:Iteration 9Q (13998.050000 sec): 3 clusters Score: Raw -72016.312272 + Penalty 3099.029266 = -68917.283006 nChanged 2 SP:Iteration 10Q (13998.050000 sec): 3 clusters Score: Raw -72020.460941 + Penalty 3099.029266 = -68921.431675 nChanged 2 SP:Iteration 11Q (13998.050000 sec): 3 clusters Score: Raw -72027.839911 + Penalty 3099.029266 = -68928.810645 nChanged 3 SP:Iteration 12Q (13998.050000 sec): 3 clusters Score: Raw -72053.953136 + Penalty 3099.029266 = -68954.923870 nChanged 2 SP:Iteration 13Q (13998.050000 sec): 3 clusters Score: Raw -72058.593093 + Penalty 3099.029266 = -68959.563827 nChanged 2 SP:Iteration 14Q (13998.050000 sec): 3 clusters Score: Raw -72065.326370 + Penalty 3099.029266 = -68966.297104 nChanged 3 SP:Iteration 15Q (13998.060000 sec): 3 clusters Score: Raw -72075.749215 + Penalty 3099.029266 = -68976.719950 nChanged 4 SP:Iteration 16Q (13998.060000 sec): 3 clusters Score: Raw -72080.583610 + Penalty 3099.029266 = -68981.554344 nChanged 3 SP:Iteration 17Q (13998.060000 sec): 3 clusters Score: Raw -72105.478373 + Penalty 3099.029266 = -69006.449107 nChanged 6 SP:Iteration 18Q (13998.060000 sec): 3 clusters Score: Raw -72145.455270 + Penalty 3099.029266 = -69046.426004 nChanged 12 SP:Iteration 19Q (13998.070000 sec): 3 clusters Score: Raw -72183.822791 + Penalty 3099.029266 = -69084.793525 nChanged 12 SP:Iteration 20F (13998.070000 sec): 3 clusters Score: Raw -72212.642637 + Penalty 3099.029266 = -69113.613372 nChanged 10 SP:Iteration 21Q (13998.070000 sec): 3 clusters Score: Raw -72230.324486 + Penalty 3099.029266 = -69131.295220 nChanged 10 SP:Iteration 22Q (13998.070000 sec): 3 clusters Score: Raw -72280.033395 + Penalty 3099.029266 = -69181.004129 nChanged 15 SP:Iteration 23Q (13998.070000 sec): 3 clusters Score: Raw -72335.074414 + Penalty 3099.029266 = -69236.045148 nChanged 21 SP:Iteration 24Q (13998.070000 sec): 3 clusters Score: Raw -72393.992716 + Penalty 3099.029266 = -69294.963450 nChanged 21 SP:Iteration 25Q (13998.070000 sec): 3 clusters Score: Raw -72470.056838 + Penalty 3099.029266 = -69371.027572 nChanged 15 SP:Iteration 26Q (13998.080000 sec): 3 clusters Score: Raw -72505.412502 + Penalty 3099.029266 = -69406.383236 nChanged 5 SP:Iteration 27Q (13998.080000 sec): 3 clusters Score: Raw -72515.953595 + Penalty 3099.029266 = -69416.924330 nChanged 1 SP:Iteration 28Q (13998.080000 sec): 3 clusters Score: Raw -72518.159023 + Penalty 3099.029266 = -69419.129758 nChanged 0 SP:Iteration 29F (13998.080000 sec): 3 clusters Score: Raw -72518.159023 + Penalty 3099.029266 = -69419.129758 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.090000 sec): 2 clusters Score: Raw -84894.325354 + Penalty 1550.949545 = -83343.375808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.090000 sec): 3 clusters Score: Raw -84916.676048 + Penalty 3101.899091 = -81814.776958 nChanged 90 SP:Iteration 1F (13998.090000 sec): 3 clusters Score: Raw -85081.640258 + Penalty 3101.899091 = -81979.741168 nChanged 28 SP:Iteration 2F (13998.090000 sec): 3 clusters Score: Raw -85133.819222 + Penalty 3101.899091 = -82031.920131 nChanged 12 SP:Iteration 3Q (13998.100000 sec): 3 clusters Score: Raw -85156.750155 + Penalty 3101.899091 = -82054.851064 nChanged 6 SP:Iteration 4Q (13998.100000 sec): 3 clusters Score: Raw -85171.022311 + Penalty 3101.899091 = -82069.123220 nChanged 4 SP:Iteration 5Q (13998.100000 sec): 3 clusters Score: Raw -85178.272701 + Penalty 3101.899091 = -82076.373611 nChanged 3 SP:Iteration 6Q (13998.110000 sec): 3 clusters Score: Raw -85184.299980 + Penalty 3101.899091 = -82082.400890 nChanged 2 SP:Iteration 7Q (13998.110000 sec): 3 clusters Score: Raw -85186.322748 + Penalty 3101.899091 = -82084.423657 nChanged 1 SP:Iteration 8Q (13998.110000 sec): 3 clusters Score: Raw -85188.557629 + Penalty 3101.899091 = -82086.658538 nChanged 1 SP:Iteration 9Q (13998.110000 sec): 3 clusters Score: Raw -85189.878778 + Penalty 3101.899091 = -82087.979688 nChanged 0 SP:Iteration 10F (13998.110000 sec): 3 clusters Score: Raw -85189.878778 + Penalty 3101.899091 = -82087.979688 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.120000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.120000 sec): 3 clusters Score: Raw -54119.159343 + Penalty 2880.838675 = -51238.320668 nChanged 39 SP:Iteration 1F (13998.120000 sec): 3 clusters Score: Raw -54235.643113 + Penalty 2880.838675 = -51354.804438 nChanged 17 SP:Iteration 2F (13998.120000 sec): 3 clusters Score: Raw -54288.776833 + Penalty 2880.838675 = -51407.938158 nChanged 4 SP:Iteration 3Q (13998.120000 sec): 3 clusters Score: Raw -54298.507371 + Penalty 2880.838675 = -51417.668696 nChanged 4 SP:Iteration 4Q (13998.130000 sec): 3 clusters Score: Raw -54316.861283 + Penalty 2880.838675 = -51436.022608 nChanged 6 SP:Iteration 5Q (13998.130000 sec): 3 clusters Score: Raw -54336.670752 + Penalty 2880.838675 = -51455.832077 nChanged 2 SP:Iteration 6Q (13998.130000 sec): 3 clusters Score: Raw -54344.081866 + Penalty 2880.838675 = -51463.243191 nChanged 2 SP:Iteration 7Q (13998.130000 sec): 3 clusters Score: Raw -54352.566615 + Penalty 2880.838675 = -51471.727940 nChanged 4 SP:Iteration 8Q (13998.130000 sec): 3 clusters Score: Raw -54366.610460 + Penalty 2880.838675 = -51485.771785 nChanged 0 SP:Iteration 9F (13998.130000 sec): 3 clusters Score: Raw -54366.610460 + Penalty 2880.838675 = -51485.771785 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.140000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.140000 sec): 3 clusters Score: Raw -89543.247238 + Penalty 3143.942663 = -86399.304575 nChanged 93 SP:Iteration 1F (13998.140000 sec): 3 clusters Score: Raw -89697.951100 + Penalty 3143.942663 = -86554.008438 nChanged 14 SP:Iteration 2Q (13998.150000 sec): 3 clusters Score: Raw -89724.311595 + Penalty 3143.942663 = -86580.368932 nChanged 9 SP:Iteration 3Q (13998.150000 sec): 3 clusters Score: Raw -89739.902735 + Penalty 3143.942663 = -86595.960072 nChanged 4 SP:Iteration 4Q (13998.150000 sec): 3 clusters Score: Raw -89749.833626 + Penalty 3143.942663 = -86605.890963 nChanged 2 SP:Iteration 5Q (13998.150000 sec): 3 clusters Score: Raw -89752.637587 + Penalty 3143.942663 = -86608.694925 nChanged 1 SP:Iteration 6Q (13998.150000 sec): 3 clusters Score: Raw -89753.820261 + Penalty 3143.942663 = -86609.877599 nChanged 0 SP:Iteration 7F (13998.150000 sec): 3 clusters Score: Raw -89753.820261 + Penalty 3143.942663 = -86609.877599 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.170000 sec): 2 clusters Score: Raw -179239.052982 + Penalty 1734.950007 = -177504.102976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.170000 sec): 3 clusters Score: Raw -178963.798022 + Penalty 3469.900014 = -175493.898008 nChanged 300 SP:Iteration 1F (13998.170000 sec): 3 clusters Score: Raw -179306.573716 + Penalty 3469.900014 = -175836.673702 nChanged 93 SP:Iteration 2F (13998.180000 sec): 3 clusters Score: Raw -179449.636092 + Penalty 3469.900014 = -175979.736078 nChanged 42 SP:Iteration 3Q (13998.180000 sec): 3 clusters Score: Raw -179502.300258 + Penalty 3469.900014 = -176032.400245 nChanged 31 SP:Iteration 4Q (13998.190000 sec): 3 clusters Score: Raw -179541.767824 + Penalty 3469.900014 = -176071.867811 nChanged 17 SP:Iteration 5Q (13998.190000 sec): 3 clusters Score: Raw -179567.705277 + Penalty 3469.900014 = -176097.805263 nChanged 12 SP:Iteration 6Q (13998.190000 sec): 3 clusters Score: Raw -179583.108255 + Penalty 3469.900014 = -176113.208242 nChanged 8 SP:Iteration 7Q (13998.200000 sec): 3 clusters Score: Raw -179599.607831 + Penalty 3469.900014 = -176129.707817 nChanged 9 SP:Iteration 8Q (13998.200000 sec): 3 clusters Score: Raw -179616.991670 + Penalty 3469.900014 = -176147.091657 nChanged 9 SP:Iteration 9Q (13998.210000 sec): 3 clusters Score: Raw -179632.993273 + Penalty 3469.900014 = -176163.093260 nChanged 5 SP:Iteration 10Q (13998.210000 sec): 3 clusters Score: Raw -179640.945432 + Penalty 3469.900014 = -176171.045419 nChanged 5 SP:Iteration 11Q (13998.210000 sec): 3 clusters Score: Raw -179652.987051 + Penalty 3469.900014 = -176183.087038 nChanged 7 SP:Iteration 12Q (13998.220000 sec): 3 clusters Score: Raw -179667.843477 + Penalty 3469.900014 = -176197.943463 nChanged 11 SP:Iteration 13Q (13998.220000 sec): 3 clusters Score: Raw -179684.062597 + Penalty 3469.900014 = -176214.162584 nChanged 7 SP:Iteration 14Q (13998.230000 sec): 3 clusters Score: Raw -179692.002855 + Penalty 3469.900014 = -176222.102842 nChanged 7 SP:Iteration 15Q (13998.230000 sec): 3 clusters Score: Raw -179703.041498 + Penalty 3469.900014 = -176233.141484 nChanged 4 SP:Iteration 16Q (13998.230000 sec): 3 clusters Score: Raw -179707.397825 + Penalty 3469.900014 = -176237.497811 nChanged 0 SP:Iteration 17F (13998.240000 sec): 3 clusters Score: Raw -179707.397825 + Penalty 3469.900014 = -176237.497811 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.250000 sec): 2 clusters Score: Raw -28965.120640 + Penalty 1315.219617 = -27649.901023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.250000 sec): 3 clusters Score: Raw -29298.015158 + Penalty 2630.439234 = -26667.575924 nChanged 16 SP:Iteration 1F (13998.250000 sec): 3 clusters Score: Raw -29402.707165 + Penalty 2630.439234 = -26772.267931 nChanged 3 SP:Iteration 2Q (13998.250000 sec): 3 clusters Score: Raw -29416.013765 + Penalty 2630.439234 = -26785.574531 nChanged 4 SP:Iteration 3Q (13998.250000 sec): 3 clusters Score: Raw -29442.526498 + Penalty 2630.439234 = -26812.087264 nChanged 3 SP:Iteration 4Q (13998.250000 sec): 3 clusters Score: Raw -29460.575122 + Penalty 2630.439234 = -26830.135887 nChanged 3 SP:Iteration 5Q (13998.250000 sec): 3 clusters Score: Raw -29469.361975 + Penalty 2630.439234 = -26838.922740 nChanged 1 SP:Iteration 6Q (13998.250000 sec): 3 clusters Score: Raw -29475.391206 + Penalty 2630.439234 = -26844.951972 nChanged 0 SP:Iteration 7F (13998.250000 sec): 3 clusters Score: Raw -29475.391206 + Penalty 2630.439234 = -26844.951972 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.260000 sec): 2 clusters Score: Raw -117118.180669 + Penalty 1644.736441 = -115473.444228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.260000 sec): 3 clusters Score: Raw -117033.968444 + Penalty 3289.472882 = -113744.495563 nChanged 191 SP:Iteration 1F (13998.270000 sec): 3 clusters Score: Raw -117431.489728 + Penalty 3289.472882 = -114142.016847 nChanged 49 SP:Iteration 2F (13998.270000 sec): 3 clusters Score: Raw -117539.969533 + Penalty 3289.472882 = -114250.496652 nChanged 36 SP:Iteration 3Q (13998.270000 sec): 3 clusters Score: Raw -117659.357149 + Penalty 3289.472882 = -114369.884268 nChanged 27 SP:Iteration 4Q (13998.270000 sec): 3 clusters Score: Raw -117733.402718 + Penalty 3289.472882 = -114443.929837 nChanged 21 SP:Iteration 5Q (13998.280000 sec): 3 clusters Score: Raw -117782.466193 + Penalty 3289.472882 = -114492.993311 nChanged 26 SP:Iteration 6Q (13998.280000 sec): 3 clusters Score: Raw -117840.441936 + Penalty 3289.472882 = -114550.969054 nChanged 14 SP:Iteration 7Q (13998.280000 sec): 3 clusters Score: Raw -117882.389356 + Penalty 3289.472882 = -114592.916474 nChanged 18 SP:Iteration 8Q (13998.290000 sec): 3 clusters Score: Raw -117943.359598 + Penalty 3289.472882 = -114653.886716 nChanged 15 SP:Iteration 9Q (13998.290000 sec): 3 clusters Score: Raw -117989.913562 + Penalty 3289.472882 = -114700.440681 nChanged 8 SP:Iteration 10Q (13998.290000 sec): 3 clusters Score: Raw -118010.639667 + Penalty 3289.472882 = -114721.166785 nChanged 4 SP:Iteration 11Q (13998.290000 sec): 3 clusters Score: Raw -118023.934317 + Penalty 3289.472882 = -114734.461435 nChanged 4 SP:Iteration 12Q (13998.290000 sec): 3 clusters Score: Raw -118030.538856 + Penalty 3289.472882 = -114741.065974 nChanged 1 SP:Iteration 13Q (13998.300000 sec): 3 clusters Score: Raw -118032.058220 + Penalty 3289.472882 = -114742.585338 nChanged 0 SP:Iteration 14F (13998.300000 sec): 3 clusters Score: Raw -118032.058220 + Penalty 3289.472882 = -114742.585338 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.310000 sec): 2 clusters Score: Raw -127852.745685 + Penalty 1649.269204 = -126203.476481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.310000 sec): 3 clusters Score: Raw -127717.892412 + Penalty 3298.538408 = -124419.354003 nChanged 187 SP:Iteration 1F (13998.310000 sec): 3 clusters Score: Raw -127939.296358 + Penalty 3298.538408 = -124640.757950 nChanged 45 SP:Iteration 2F (13998.320000 sec): 3 clusters Score: Raw -128013.289626 + Penalty 3298.538408 = -124714.751218 nChanged 23 SP:Iteration 3Q (13998.320000 sec): 3 clusters Score: Raw -128043.763629 + Penalty 3298.538408 = -124745.225221 nChanged 9 SP:Iteration 4Q (13998.320000 sec): 3 clusters Score: Raw -128055.044227 + Penalty 3298.538408 = -124756.505819 nChanged 9 SP:Iteration 5Q (13998.330000 sec): 3 clusters Score: Raw -128071.489765 + Penalty 3298.538408 = -124772.951356 nChanged 7 SP:Iteration 6Q (13998.330000 sec): 3 clusters Score: Raw -128085.241041 + Penalty 3298.538408 = -124786.702633 nChanged 4 SP:Iteration 7Q (13998.330000 sec): 3 clusters Score: Raw -128091.158201 + Penalty 3298.538408 = -124792.619793 nChanged 3 SP:Iteration 8Q (13998.330000 sec): 3 clusters Score: Raw -128093.608426 + Penalty 3298.538408 = -124795.070018 nChanged 1 SP:Iteration 9Q (13998.340000 sec): 3 clusters Score: Raw -128094.727382 + Penalty 3298.538408 = -124796.188974 nChanged 0 SP:Iteration 10F (13998.340000 sec): 3 clusters Score: Raw -128094.727382 + Penalty 3298.538408 = -124796.188974 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.350000 sec): 2 clusters Score: Raw -34203.299559 + Penalty 1351.857536 = -32851.442023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.350000 sec): 3 clusters Score: Raw -34592.997717 + Penalty 2703.715073 = -31889.282644 nChanged 48 SP:Iteration 1F (13998.350000 sec): 3 clusters Score: Raw -34765.245432 + Penalty 2703.715073 = -32061.530359 nChanged 9 SP:Iteration 2Q (13998.350000 sec): 3 clusters Score: Raw -34793.325697 + Penalty 2703.715073 = -32089.610624 nChanged 1 SP:Iteration 3Q (13998.350000 sec): 3 clusters Score: Raw -34800.337888 + Penalty 2703.715073 = -32096.622815 nChanged 1 SP:Iteration 4Q (13998.350000 sec): 3 clusters Score: Raw -34801.527243 + Penalty 2703.715073 = -32097.812170 nChanged 0 SP:Iteration 5F (13998.350000 sec): 3 clusters Score: Raw -34801.527243 + Penalty 2703.715073 = -32097.812170 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.360000 sec): 2 clusters Score: Raw -24706.930187 + Penalty 1425.849461 = -23281.080727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.360000 sec): 3 clusters Score: Raw -24954.118534 + Penalty 2851.698921 = -22102.419613 nChanged 55 SP:Iteration 1F (13998.360000 sec): 3 clusters Score: Raw -25138.992010 + Penalty 2851.698921 = -22287.293089 nChanged 19 SP:Iteration 2F (13998.360000 sec): 3 clusters Score: Raw -25215.865982 + Penalty 2851.698921 = -22364.167061 nChanged 8 SP:Iteration 3Q (13998.360000 sec): 3 clusters Score: Raw -25240.208301 + Penalty 2851.698921 = -22388.509380 nChanged 6 SP:Iteration 4Q (13998.370000 sec): 3 clusters Score: Raw -25257.652376 + Penalty 2851.698921 = -22405.953455 nChanged 3 SP:Iteration 5Q (13998.370000 sec): 3 clusters Score: Raw -25276.833816 + Penalty 2851.698921 = -22425.134895 nChanged 2 SP:Iteration 6Q (13998.370000 sec): 3 clusters Score: Raw -25286.183247 + Penalty 2851.698921 = -22434.484326 nChanged 3 SP:Iteration 7Q (13998.370000 sec): 3 clusters Score: Raw -25295.922322 + Penalty 2851.698921 = -22444.223401 nChanged 1 SP:Iteration 8Q (13998.370000 sec): 3 clusters Score: Raw -25300.959250 + Penalty 2851.698921 = -22449.260329 nChanged 2 SP:Iteration 9Q (13998.370000 sec): 3 clusters Score: Raw -25309.244511 + Penalty 2851.698921 = -22457.545590 nChanged 4 SP:Iteration 10Q (13998.370000 sec): 3 clusters Score: Raw -25365.900710 + Penalty 2851.698921 = -22514.201789 nChanged 9 SP:Iteration 11Q (13998.370000 sec): 3 clusters Score: Raw -25386.993195 + Penalty 2851.698921 = -22535.294274 nChanged 8 SP:Iteration 12Q (13998.370000 sec): 3 clusters Score: Raw -25410.585282 + Penalty 2851.698921 = -22558.886361 nChanged 7 SP:Iteration 13Q (13998.370000 sec): 3 clusters Score: Raw -25443.310408 + Penalty 2851.698921 = -22591.611487 nChanged 8 SP:Iteration 14Q (13998.380000 sec): 3 clusters Score: Raw -25481.993860 + Penalty 2851.698921 = -22630.294939 nChanged 6 SP:Iteration 15Q (13998.380000 sec): 3 clusters Score: Raw -25514.075548 + Penalty 2851.698921 = -22662.376627 nChanged 3 SP:Iteration 16Q (13998.380000 sec): 3 clusters Score: Raw -25544.506643 + Penalty 2851.698921 = -22692.807722 nChanged 5 SP:Iteration 17Q (13998.380000 sec): 3 clusters Score: Raw -25564.642213 + Penalty 2851.698921 = -22712.943292 nChanged 1 SP:Iteration 18Q (13998.380000 sec): 3 clusters Score: Raw -25566.668262 + Penalty 2851.698921 = -22714.969341 nChanged 0 SP:Iteration 19F (13998.380000 sec): 3 clusters Score: Raw -25566.668262 + Penalty 2851.698921 = -22714.969341 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.390000 sec): 2 clusters Score: Raw -44480.844933 + Penalty 1423.468642 = -43057.376290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.390000 sec): 3 clusters Score: Raw -44720.779288 + Penalty 2846.937284 = -41873.842003 nChanged 48 SP:Iteration 1F (13998.390000 sec): 3 clusters Score: Raw -44850.892863 + Penalty 2846.937284 = -42003.955578 nChanged 13 SP:Iteration 2Q (13998.390000 sec): 3 clusters Score: Raw -44892.646915 + Penalty 2846.937284 = -42045.709631 nChanged 3 SP:Iteration 3Q (13998.390000 sec): 3 clusters Score: Raw -44907.094679 + Penalty 2846.937284 = -42060.157395 nChanged 3 SP:Iteration 4Q (13998.390000 sec): 3 clusters Score: Raw -44912.732629 + Penalty 2846.937284 = -42065.795345 nChanged 1 SP:Iteration 5Q (13998.390000 sec): 3 clusters Score: Raw -44914.673839 + Penalty 2846.937284 = -42067.736554 nChanged 1 SP:Iteration 6Q (13998.390000 sec): 3 clusters Score: Raw -44915.679168 + Penalty 2846.937284 = -42068.741884 nChanged 1 SP:Iteration 7Q (13998.400000 sec): 3 clusters Score: Raw -44917.321170 + Penalty 2846.937284 = -42070.383886 nChanged 1 SP:Iteration 8Q (13998.400000 sec): 3 clusters Score: Raw -44922.016918 + Penalty 2846.937284 = -42075.079633 nChanged 2 SP:Iteration 9Q (13998.400000 sec): 3 clusters Score: Raw -44925.435814 + Penalty 2846.937284 = -42078.498529 nChanged 2 SP:Iteration 10Q (13998.400000 sec): 3 clusters Score: Raw -44928.688091 + Penalty 2846.937284 = -42081.750807 nChanged 2 SP:Iteration 11Q (13998.400000 sec): 3 clusters Score: Raw -44931.153124 + Penalty 2846.937284 = -42084.215839 nChanged 2 SP:Iteration 12Q (13998.400000 sec): 3 clusters Score: Raw -44934.025356 + Penalty 2846.937284 = -42087.088071 nChanged 0 SP:Iteration 13F (13998.410000 sec): 3 clusters Score: Raw -44934.025356 + Penalty 2846.937284 = -42087.088071 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.410000 sec): 2 clusters Score: Raw -76872.972843 + Penalty 1532.130140 = -75340.842703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.410000 sec): 3 clusters Score: Raw -76977.295602 + Penalty 3064.260281 = -73913.035321 nChanged 75 SP:Iteration 1F (13998.410000 sec): 3 clusters Score: Raw -77136.540321 + Penalty 3064.260281 = -74072.280041 nChanged 25 SP:Iteration 2F (13998.420000 sec): 3 clusters Score: Raw -77203.512579 + Penalty 3064.260281 = -74139.252299 nChanged 16 SP:Iteration 3Q (13998.420000 sec): 3 clusters Score: Raw -77250.207218 + Penalty 3064.260281 = -74185.946937 nChanged 4 SP:Iteration 4Q (13998.420000 sec): 3 clusters Score: Raw -77266.564895 + Penalty 3064.260281 = -74202.304614 nChanged 5 SP:Iteration 5Q (13998.420000 sec): 3 clusters Score: Raw -77279.975988 + Penalty 3064.260281 = -74215.715708 nChanged 4 SP:Iteration 6Q (13998.420000 sec): 3 clusters Score: Raw -77284.877994 + Penalty 3064.260281 = -74220.617713 nChanged 4 SP:Iteration 7Q (13998.430000 sec): 3 clusters Score: Raw -77289.295756 + Penalty 3064.260281 = -74225.035476 nChanged 1 SP:Iteration 8Q (13998.430000 sec): 3 clusters Score: Raw -77290.071126 + Penalty 3064.260281 = -74225.810845 nChanged 1 SP:Iteration 9Q (13998.430000 sec): 3 clusters Score: Raw -77292.897885 + Penalty 3064.260281 = -74228.637605 nChanged 1 SP:Iteration 10Q (13998.430000 sec): 3 clusters Score: Raw -77296.168907 + Penalty 3064.260281 = -74231.908626 nChanged 2 SP:Iteration 11Q (13998.430000 sec): 3 clusters Score: Raw -77299.158258 + Penalty 3064.260281 = -74234.897977 nChanged 1 SP:Iteration 12Q (13998.430000 sec): 3 clusters Score: Raw -77300.781494 + Penalty 3064.260281 = -74236.521213 nChanged 0 SP:Iteration 13F (13998.440000 sec): 3 clusters Score: Raw -77300.781494 + Penalty 3064.260281 = -74236.521213 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.440000 sec): 2 clusters Score: Raw -42289.214617 + Penalty 1446.306854 = -40842.907763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.440000 sec): 3 clusters Score: Raw -42672.775383 + Penalty 2892.613709 = -39780.161674 nChanged 80 SP:Iteration 1F (13998.450000 sec): 3 clusters Score: Raw -42943.263620 + Penalty 2892.613709 = -40050.649912 nChanged 16 SP:Iteration 2Q (13998.450000 sec): 3 clusters Score: Raw -43040.003065 + Penalty 2892.613709 = -40147.389356 nChanged 13 SP:Iteration 3Q (13998.450000 sec): 3 clusters Score: Raw -43135.139156 + Penalty 2892.613709 = -40242.525447 nChanged 13 SP:Iteration 4Q (13998.450000 sec): 3 clusters Score: Raw -43178.655415 + Penalty 2892.613709 = -40286.041706 nChanged 5 SP:Iteration 5Q (13998.450000 sec): 3 clusters Score: Raw -43200.594929 + Penalty 2892.613709 = -40307.981220 nChanged 5 SP:Iteration 6Q (13998.450000 sec): 3 clusters Score: Raw -43208.590389 + Penalty 2892.613709 = -40315.976680 nChanged 4 SP:Iteration 7Q (13998.450000 sec): 3 clusters Score: Raw -43212.527720 + Penalty 2892.613709 = -40319.914011 nChanged 2 SP:Iteration 8Q (13998.450000 sec): 3 clusters Score: Raw -43215.789461 + Penalty 2892.613709 = -40323.175752 nChanged 6 SP:Iteration 9Q (13998.450000 sec): 3 clusters Score: Raw -43251.599494 + Penalty 2892.613709 = -40358.985785 nChanged 3 SP:Iteration 10Q (13998.460000 sec): 3 clusters Score: Raw -43257.663283 + Penalty 2892.613709 = -40365.049574 nChanged 6 SP:Iteration 11Q (13998.460000 sec): 3 clusters Score: Raw -43266.953611 + Penalty 2892.613709 = -40374.339902 nChanged 3 SP:Iteration 12Q (13998.460000 sec): 3 clusters Score: Raw -43278.943401 + Penalty 2892.613709 = -40386.329693 nChanged 6 SP:Iteration 13Q (13998.460000 sec): 3 clusters Score: Raw -43294.705046 + Penalty 2892.613709 = -40402.091337 nChanged 3 SP:Iteration 14Q (13998.460000 sec): 3 clusters Score: Raw -43300.011970 + Penalty 2892.613709 = -40407.398262 nChanged 1 SP:Iteration 15Q (13998.460000 sec): 3 clusters Score: Raw -43300.519675 + Penalty 2892.613709 = -40407.905967 nChanged 0 SP:Iteration 16F (13998.470000 sec): 3 clusters Score: Raw -43300.519675 + Penalty 2892.613709 = -40407.905967 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (13998.470000 sec): 2 clusters Score: Raw -32885.585961 + Penalty 1328.433396 = -31557.152565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (13998.470000 sec): 3 clusters Score: Raw -33074.145900 + Penalty 2656.866792 = -30417.279108 nChanged 24 SP:Iteration 1F (13998.470000 sec): 3 clusters Score: Raw -33173.709121 + Penalty 2656.866792 = -30516.842329 nChanged 10 SP:Iteration 2Q (13998.470000 sec): 3 clusters Score: Raw -33219.275823 + Penalty 2656.866792 = -30562.409031 nChanged 0 SP:Iteration 3F (13998.470000 sec): 3 clusters Score: Raw -33219.275823 + Penalty 2656.866792 = -30562.409031 nChanged 0 Iteration 259Q (14030.220000 sec): 62 clusters Score: Raw -378637828.228062 + Penalty 220827.917169 = -378417000.310894 nChanged 219 Iteration 260F (14219.050000 sec): 62 clusters Score: Raw -378638689.995965 + Penalty 220827.917169 = -378417862.078796 nChanged 205 Iteration 261Q (14250.790000 sec): 62 clusters Score: Raw -378638971.524305 + Penalty 220827.917169 = -378418143.607136 nChanged 228 Iteration 262Q (14282.540000 sec): 62 clusters Score: Raw -378639106.297356 + Penalty 220827.917169 = -378418278.380187 nChanged 220 Iteration 263Q (14314.290000 sec): 62 clusters Score: Raw -378639183.501738 + Penalty 220827.917169 = -378418355.584570 nChanged 217 Iteration 264Q (14346.020000 sec): 62 clusters Score: Raw -378639198.260301 + Penalty 220827.917169 = -378418370.343133 nChanged 187 Iteration 265Q (14377.750000 sec): 62 clusters Score: Raw -378639205.668222 + Penalty 220827.917169 = -378418377.751054 nChanged 180 Iteration 266Q (14409.510000 sec): 62 clusters Score: Raw -378639210.988411 + Penalty 220827.917169 = -378418383.071242 nChanged 216 Iteration 267Q (14441.240000 sec): 62 clusters Score: Raw -378639216.007448 + Penalty 220827.917169 = -378418388.090279 nChanged 228 Iteration 268Q (14473.000000 sec): 62 clusters Score: Raw -378639221.596422 + Penalty 220827.917169 = -378418393.679253 nChanged 226 Iteration 269Q (14504.770000 sec): 62 clusters Score: Raw -378639226.321152 + Penalty 220827.917169 = -378418398.403984 nChanged 232 Iteration 270Q (14536.560000 sec): 62 clusters Score: Raw -378639231.216833 + Penalty 220827.917169 = -378418403.299664 nChanged 244 Iteration 271Q (14568.340000 sec): 62 clusters Score: Raw -378639237.031941 + Penalty 220827.917169 = -378418409.114772 nChanged 254 Iteration 272Q (14600.120000 sec): 62 clusters Score: Raw -378639244.809558 + Penalty 220827.917169 = -378418416.892389 nChanged 263 Iteration 273Q (14631.910000 sec): 62 clusters Score: Raw -378639252.015551 + Penalty 220827.917169 = -378418424.098382 nChanged 251 Iteration 274Q (14663.690000 sec): 62 clusters Score: Raw -378639258.022718 + Penalty 220827.917169 = -378418430.105550 nChanged 246 Iteration 275Q (14695.440000 sec): 62 clusters Score: Raw -378639263.571917 + Penalty 220827.917169 = -378418435.654748 nChanged 276 Iteration 276Q (14727.190000 sec): 62 clusters Score: Raw -378639268.556396 + Penalty 220827.917169 = -378418440.639227 nChanged 264 Iteration 277Q (14758.910000 sec): 62 clusters Score: Raw -378639276.003714 + Penalty 220827.917169 = -378418448.086545 nChanged 274 Iteration 278Q (14790.600000 sec): 62 clusters Score: Raw -378639281.753053 + Penalty 220827.917169 = -378418453.835885 nChanged 287 Iteration 279Q (14822.300000 sec): 62 clusters Score: Raw -378639287.532046 + Penalty 220827.917169 = -378418459.614878 nChanged 287 Iteration 280F (15010.880000 sec): 62 clusters Score: Raw -378639305.921802 + Penalty 220827.917169 = -378418478.004633 nChanged 315 Iteration 281Q (15042.650000 sec): 62 clusters Score: Raw -378639331.943583 + Penalty 220827.917169 = -378418504.026414 nChanged 341 Iteration 282Q (15074.490000 sec): 62 clusters Score: Raw -378639338.865477 + Penalty 220827.917169 = -378418510.948309 nChanged 346 Iteration 283Q (15106.330000 sec): 62 clusters Score: Raw -378639345.006562 + Penalty 220827.917169 = -378418517.089393 nChanged 318 Iteration 284Q (15138.150000 sec): 62 clusters Score: Raw -378639351.336766 + Penalty 220827.917169 = -378418523.419597 nChanged 311 Iteration 285Q (15170.030000 sec): 62 clusters Score: Raw -378639357.808914 + Penalty 220827.917169 = -378418529.891745 nChanged 337 Iteration 286Q (15201.890000 sec): 62 clusters Score: Raw -378639363.590361 + Penalty 220827.917169 = -378418535.673193 nChanged 349 Iteration 287Q (15233.770000 sec): 62 clusters Score: Raw -378639369.532527 + Penalty 220827.917169 = -378418541.615359 nChanged 317 Iteration 288Q (15265.620000 sec): 62 clusters Score: Raw -378639375.140416 + Penalty 220827.917169 = -378418547.223247 nChanged 310 Iteration 289Q (15297.430000 sec): 62 clusters Score: Raw -378639381.000150 + Penalty 220827.917169 = -378418553.082981 nChanged 321 Iteration 290Q (15329.240000 sec): 62 clusters Score: Raw -378639385.955368 + Penalty 220827.917169 = -378418558.038199 nChanged 326 Iteration 291Q (15361.080000 sec): 62 clusters Score: Raw -378639392.666096 + Penalty 220827.917169 = -378418564.748927 nChanged 331 Iteration 292Q (15392.900000 sec): 62 clusters Score: Raw -378639398.738273 + Penalty 220827.917169 = -378418570.821104 nChanged 354 Iteration 293Q (15424.690000 sec): 62 clusters Score: Raw -378639405.461492 + Penalty 220827.917169 = -378418577.544323 nChanged 363 Iteration 294Q (15456.490000 sec): 62 clusters Score: Raw -378639412.847354 + Penalty 220827.917169 = -378418584.930186 nChanged 331 Iteration 295Q (15488.280000 sec): 62 clusters Score: Raw -378639417.985106 + Penalty 220827.917169 = -378418590.067938 nChanged 320 Iteration 296Q (15520.060000 sec): 62 clusters Score: Raw -378639423.437049 + Penalty 220827.917169 = -378418595.519881 nChanged 331 Iteration 297Q (15551.830000 sec): 62 clusters Score: Raw -378639429.570763 + Penalty 220827.917169 = -378418601.653595 nChanged 335 Iteration 298Q (15583.610000 sec): 62 clusters Score: Raw -378639438.647800 + Penalty 220827.917169 = -378418610.730632 nChanged 361 Writing temp clu file Because OldScore, -378418601.653595, is greater than current (better) Score,-378418610.730632 Compute initial score before splitting: Score: Raw -378639438.647800 + Penalty 220827.917169 = -378418610.730632 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15583.990000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15584.000000 sec): 3 clusters Score: Raw -81504.757979 + Penalty 3104.752406 = -78400.005573 nChanged 101 SP:Iteration 1F (15584.000000 sec): 3 clusters Score: Raw -81677.551541 + Penalty 3104.752406 = -78572.799135 nChanged 22 SP:Iteration 2Q (15584.000000 sec): 3 clusters Score: Raw -81724.906909 + Penalty 3104.752406 = -78620.154503 nChanged 7 SP:Iteration 3Q (15584.000000 sec): 3 clusters Score: Raw -81740.013307 + Penalty 3104.752406 = -78635.260901 nChanged 8 SP:Iteration 4Q (15584.010000 sec): 3 clusters Score: Raw -81759.467485 + Penalty 3104.752406 = -78654.715079 nChanged 4 SP:Iteration 5Q (15584.010000 sec): 3 clusters Score: Raw -81768.927059 + Penalty 3104.752406 = -78664.174653 nChanged 3 SP:Iteration 6Q (15584.010000 sec): 3 clusters Score: Raw -81778.088667 + Penalty 3104.752406 = -78673.336260 nChanged 2 SP:Iteration 7Q (15584.010000 sec): 3 clusters Score: Raw -81783.173361 + Penalty 3104.752406 = -78678.420955 nChanged 3 SP:Iteration 8Q (15584.010000 sec): 3 clusters Score: Raw -81787.159031 + Penalty 3104.752406 = -78682.406625 nChanged 0 SP:Iteration 9F (15584.010000 sec): 3 clusters Score: Raw -81787.159031 + Penalty 3104.752406 = -78682.406625 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15584.020000 sec): 2 clusters Score: Raw -66646.562139 + Penalty 1507.255276 = -65139.306863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15584.030000 sec): 3 clusters Score: Raw -66725.074713 + Penalty 3014.510553 = -63710.564160 nChanged 73 SP:Iteration 1F (15584.030000 sec): 3 clusters Score: Raw -66876.080178 + Penalty 3014.510553 = -63861.569625 nChanged 19 SP:Iteration 2Q (15584.030000 sec): 3 clusters Score: Raw -66954.311169 + Penalty 3014.510553 = -63939.800616 nChanged 10 SP:Iteration 3Q (15584.030000 sec): 3 clusters Score: Raw -67022.468326 + Penalty 3014.510553 = -64007.957773 nChanged 13 SP:Iteration 4Q (15584.030000 sec): 3 clusters Score: Raw -67083.064632 + Penalty 3014.510553 = -64068.554079 nChanged 7 SP:Iteration 5Q (15584.030000 sec): 3 clusters Score: Raw -67099.853102 + Penalty 3014.510553 = -64085.342549 nChanged 3 SP:Iteration 6Q (15584.030000 sec): 3 clusters Score: Raw -67106.800358 + Penalty 3014.510553 = -64092.289805 nChanged 6 SP:Iteration 7Q (15584.040000 sec): 3 clusters Score: Raw -67138.160244 + Penalty 3014.510553 = -64123.649692 nChanged 7 SP:Iteration 8Q (15584.040000 sec): 3 clusters Score: Raw -67193.424629 + Penalty 3014.510553 = -64178.914076 nChanged 4 SP:Iteration 9Q (15584.040000 sec): 3 clusters Score: Raw -67226.072032 + Penalty 3014.510553 = -64211.561479 nChanged 5 SP:Iteration 10Q (15584.040000 sec): 3 clusters Score: Raw -67278.302621 + Penalty 3014.510553 = -64263.792068 nChanged 3 SP:Iteration 11Q (15584.040000 sec): 3 clusters Score: Raw -67286.430449 + Penalty 3014.510553 = -64271.919897 nChanged 4 SP:Iteration 12Q (15584.050000 sec): 3 clusters Score: Raw -67301.062043 + Penalty 3014.510553 = -64286.551490 nChanged 3 SP:Iteration 13Q (15584.050000 sec): 3 clusters Score: Raw -67318.210015 + Penalty 3014.510553 = -64303.699462 nChanged 6 SP:Iteration 14Q (15584.050000 sec): 3 clusters Score: Raw -67392.319586 + Penalty 3014.510553 = -64377.809034 nChanged 7 SP:Iteration 15Q (15584.050000 sec): 3 clusters Score: Raw -67457.533079 + Penalty 3014.510553 = -64443.022527 nChanged 7 SP:Iteration 16Q (15584.050000 sec): 3 clusters Score: Raw -67534.976395 + Penalty 3014.510553 = -64520.465842 nChanged 7 SP:Iteration 17Q (15584.050000 sec): 3 clusters Score: Raw -67562.829450 + Penalty 3014.510553 = -64548.318897 nChanged 7 SP:Iteration 18Q (15584.050000 sec): 3 clusters Score: Raw -67590.276803 + Penalty 3014.510553 = -64575.766250 nChanged 3 SP:Iteration 19Q (15584.050000 sec): 3 clusters Score: Raw -67599.579610 + Penalty 3014.510553 = -64585.069058 nChanged 1 SP:Iteration 20F (15584.060000 sec): 3 clusters Score: Raw -67602.183702 + Penalty 3014.510553 = -64587.673150 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (217903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15584.920000 sec): 2 clusters Score: Raw -40532128.234687 + Penalty 3048.367712 = -40529079.866975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15585.850000 sec): 3 clusters Score: Raw -40389118.887041 + Penalty 6096.735423 = -40383022.151617 nChanged 104727 SP:Iteration 1F (15586.770000 sec): 3 clusters Score: Raw -40450607.173313 + Penalty 6096.735423 = -40444510.437890 nChanged 5963 SP:Iteration 2Q (15587.750000 sec): 3 clusters Score: Raw -40451832.687348 + Penalty 6096.735423 = -40445735.951925 nChanged 6442 SP:Iteration 3Q (15588.710000 sec): 3 clusters Score: Raw -40453395.312216 + Penalty 6096.735423 = -40447298.576793 nChanged 7428 SP:Iteration 4Q (15589.680000 sec): 3 clusters Score: Raw -40455704.113248 + Penalty 6096.735423 = -40449607.377825 nChanged 9151 SP:Iteration 5Q (15590.650000 sec): 3 clusters Score: Raw -40459493.413139 + Penalty 6096.735423 = -40453396.677716 nChanged 11418 SP:Iteration 6F (15591.580000 sec): 3 clusters Score: Raw -40465745.373365 + Penalty 6096.735423 = -40459648.637941 nChanged 14350 SP:Iteration 7F (15592.500000 sec): 3 clusters Score: Raw -40475543.841021 + Penalty 6096.735423 = -40469447.105598 nChanged 16450 SP:Iteration 8F (15593.420000 sec): 3 clusters Score: Raw -40488857.703696 + Penalty 6096.735423 = -40482760.968273 nChanged 16408 SP:Iteration 9F (15594.350000 sec): 3 clusters Score: Raw -40503442.630686 + Penalty 6096.735423 = -40497345.895263 nChanged 13800 SP:Iteration 10F (15595.280000 sec): 3 clusters Score: Raw -40516129.647666 + Penalty 6096.735423 = -40510032.912243 nChanged 9312 SP:Iteration 11Q (15596.130000 sec): 3 clusters Score: Raw -40524525.955009 + Penalty 6096.735423 = -40518429.219586 nChanged 5218 SP:Iteration 12Q (15596.910000 sec): 3 clusters Score: Raw -40528987.239250 + Penalty 6096.735423 = -40522890.503827 nChanged 2434 SP:Iteration 13Q (15597.640000 sec): 3 clusters Score: Raw -40530949.712888 + Penalty 6096.735423 = -40524852.977465 nChanged 985 SP:Iteration 14Q (15598.330000 sec): 3 clusters Score: Raw -40531754.289901 + Penalty 6096.735423 = -40525657.554478 nChanged 398 SP:Iteration 15Q (15599.010000 sec): 3 clusters Score: Raw -40532126.008403 + Penalty 6096.735423 = -40526029.272980 nChanged 163 SP:Iteration 16Q (15599.670000 sec): 3 clusters Score: Raw -40532284.736987 + Penalty 6096.735423 = -40526188.001564 nChanged 90 SP:Iteration 17Q (15600.330000 sec): 3 clusters Score: Raw -40532379.362228 + Penalty 6096.735423 = -40526282.626805 nChanged 54 SP:Iteration 18Q (15600.990000 sec): 3 clusters Score: Raw -40532434.569503 + Penalty 6096.735423 = -40526337.834080 nChanged 35 SP:Iteration 19Q (15601.640000 sec): 3 clusters Score: Raw -40532470.945000 + Penalty 6096.735423 = -40526374.209577 nChanged 20 SP:Iteration 20F (15602.550000 sec): 3 clusters Score: Raw -40532487.837249 + Penalty 6096.735423 = -40526391.101826 nChanged 14 SP:Iteration 21Q (15603.190000 sec): 3 clusters Score: Raw -40532501.947818 + Penalty 6096.735423 = -40526405.212395 nChanged 11 SP:Iteration 22Q (15603.850000 sec): 3 clusters Score: Raw -40532513.895712 + Penalty 6096.735423 = -40526417.160289 nChanged 9 SP:Iteration 23Q (15604.500000 sec): 3 clusters Score: Raw -40532524.026443 + Penalty 6096.735423 = -40526427.291020 nChanged 9 SP:Iteration 24Q (15605.150000 sec): 3 clusters Score: Raw -40532535.420086 + Penalty 6096.735423 = -40526438.684662 nChanged 5 SP:Iteration 25Q (15605.800000 sec): 3 clusters Score: Raw -40532542.586519 + Penalty 6096.735423 = -40526445.851096 nChanged 5 SP:Iteration 26Q (15606.460000 sec): 3 clusters Score: Raw -40532547.178460 + Penalty 6096.735423 = -40526450.443037 nChanged 5 SP:Iteration 27Q (15607.110000 sec): 3 clusters Score: Raw -40532552.244804 + Penalty 6096.735423 = -40526455.509380 nChanged 4 SP:Iteration 28Q (15607.760000 sec): 3 clusters Score: Raw -40532556.924801 + Penalty 6096.735423 = -40526460.189377 nChanged 2 SP:Iteration 29Q (15608.410000 sec): 3 clusters Score: Raw -40532559.121198 + Penalty 6096.735423 = -40526462.385775 nChanged 1 SP:Iteration 30Q (15609.060000 sec): 3 clusters Score: Raw -40532559.604529 + Penalty 6096.735423 = -40526462.869105 nChanged 1 SP:Iteration 31Q (15609.710000 sec): 3 clusters Score: Raw -40532560.230753 + Penalty 6096.735423 = -40526463.495329 nChanged 0 SP:Iteration 32F (15610.610000 sec): 3 clusters Score: Raw -40532560.230753 + Penalty 6096.735423 = -40526463.495329 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15610.740000 sec): 2 clusters Score: Raw -400234.109212 + Penalty 1912.686071 = -398321.423141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15610.750000 sec): 3 clusters Score: Raw -399356.668143 + Penalty 3825.372142 = -395531.296001 nChanged 738 SP:Iteration 1F (15610.760000 sec): 3 clusters Score: Raw -399944.929680 + Penalty 3825.372142 = -396119.557538 nChanged 203 SP:Iteration 2F (15610.770000 sec): 3 clusters Score: Raw -400168.252053 + Penalty 3825.372142 = -396342.879912 nChanged 155 SP:Iteration 3F (15610.780000 sec): 3 clusters Score: Raw -400375.428875 + Penalty 3825.372142 = -396550.056733 nChanged 120 SP:Iteration 4F (15610.780000 sec): 3 clusters Score: Raw -400613.564958 + Penalty 3825.372142 = -396788.192817 nChanged 126 SP:Iteration 5F (15610.790000 sec): 3 clusters Score: Raw -400846.701527 + Penalty 3825.372142 = -397021.329385 nChanged 126 SP:Iteration 6F (15610.800000 sec): 3 clusters Score: Raw -401056.560697 + Penalty 3825.372142 = -397231.188555 nChanged 121 SP:Iteration 7F (15610.810000 sec): 3 clusters Score: Raw -401251.078433 + Penalty 3825.372142 = -397425.706291 nChanged 92 SP:Iteration 8Q (15610.820000 sec): 3 clusters Score: Raw -401375.238220 + Penalty 3825.372142 = -397549.866078 nChanged 72 SP:Iteration 9Q (15610.830000 sec): 3 clusters Score: Raw -401462.552603 + Penalty 3825.372142 = -397637.180461 nChanged 36 SP:Iteration 10Q (15610.840000 sec): 3 clusters Score: Raw -401493.365566 + Penalty 3825.372142 = -397667.993425 nChanged 28 SP:Iteration 11Q (15610.840000 sec): 3 clusters Score: Raw -401520.652119 + Penalty 3825.372142 = -397695.279977 nChanged 17 SP:Iteration 12Q (15610.850000 sec): 3 clusters Score: Raw -401533.848781 + Penalty 3825.372142 = -397708.476640 nChanged 12 SP:Iteration 13Q (15610.860000 sec): 3 clusters Score: Raw -401544.158155 + Penalty 3825.372142 = -397718.786014 nChanged 9 SP:Iteration 14Q (15610.870000 sec): 3 clusters Score: Raw -401552.319925 + Penalty 3825.372142 = -397726.947783 nChanged 3 SP:Iteration 15Q (15610.880000 sec): 3 clusters Score: Raw -401554.563211 + Penalty 3825.372142 = -397729.191069 nChanged 3 SP:Iteration 16Q (15610.880000 sec): 3 clusters Score: Raw -401557.149140 + Penalty 3825.372142 = -397731.776998 nChanged 1 SP:Iteration 17Q (15610.890000 sec): 3 clusters Score: Raw -401557.920556 + Penalty 3825.372142 = -397732.548414 nChanged 1 SP:Iteration 18Q (15610.910000 sec): 3 clusters Score: Raw -401558.782690 + Penalty 3825.372142 = -397733.410548 nChanged 0 SP:Iteration 19F (15610.910000 sec): 3 clusters Score: Raw -401558.782690 + Penalty 3825.372142 = -397733.410548 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15610.920000 sec): 2 clusters Score: Raw -50885.373249 + Penalty 1435.910122 = -49449.463127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15610.930000 sec): 3 clusters Score: Raw -51147.891969 + Penalty 2871.820245 = -48276.071724 nChanged 53 SP:Iteration 1F (15610.930000 sec): 3 clusters Score: Raw -51305.789451 + Penalty 2871.820245 = -48433.969206 nChanged 23 SP:Iteration 2F (15610.930000 sec): 3 clusters Score: Raw -51384.516464 + Penalty 2871.820245 = -48512.696219 nChanged 13 SP:Iteration 3Q (15610.930000 sec): 3 clusters Score: Raw -51430.070978 + Penalty 2871.820245 = -48558.250733 nChanged 10 SP:Iteration 4Q (15610.930000 sec): 3 clusters Score: Raw -51459.124596 + Penalty 2871.820245 = -48587.304351 nChanged 5 SP:Iteration 5Q (15610.930000 sec): 3 clusters Score: Raw -51474.799748 + Penalty 2871.820245 = -48602.979503 nChanged 3 SP:Iteration 6Q (15610.930000 sec): 3 clusters Score: Raw -51485.575733 + Penalty 2871.820245 = -48613.755488 nChanged 3 SP:Iteration 7Q (15610.930000 sec): 3 clusters Score: Raw -51492.469790 + Penalty 2871.820245 = -48620.649545 nChanged 0 SP:Iteration 8F (15610.930000 sec): 3 clusters Score: Raw -51492.469790 + Penalty 2871.820245 = -48620.649545 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15610.960000 sec): 2 clusters Score: Raw -953551.808153 + Penalty 2145.150191 = -951406.657963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15610.990000 sec): 3 clusters Score: Raw -950695.092793 + Penalty 4290.300381 = -946404.792412 nChanged 2222 SP:Iteration 1F (15611.010000 sec): 3 clusters Score: Raw -951838.407913 + Penalty 4290.300381 = -947548.107531 nChanged 419 SP:Iteration 2F (15611.030000 sec): 3 clusters Score: Raw -952066.418761 + Penalty 4290.300381 = -947776.118380 nChanged 293 SP:Iteration 3F (15611.050000 sec): 3 clusters Score: Raw -952230.740594 + Penalty 4290.300381 = -947940.440212 nChanged 232 SP:Iteration 4Q (15611.070000 sec): 3 clusters Score: Raw -952365.534803 + Penalty 4290.300381 = -948075.234421 nChanged 220 SP:Iteration 5Q (15611.100000 sec): 3 clusters Score: Raw -952500.303299 + Penalty 4290.300381 = -948210.002918 nChanged 216 SP:Iteration 6Q (15611.120000 sec): 3 clusters Score: Raw -952639.029165 + Penalty 4290.300381 = -948348.728784 nChanged 224 SP:Iteration 7Q (15611.140000 sec): 3 clusters Score: Raw -952819.458526 + Penalty 4290.300381 = -948529.158144 nChanged 255 SP:Iteration 8Q (15611.170000 sec): 3 clusters Score: Raw -953047.269995 + Penalty 4290.300381 = -948756.969614 nChanged 257 SP:Iteration 9Q (15611.190000 sec): 3 clusters Score: Raw -953263.849290 + Penalty 4290.300381 = -948973.548909 nChanged 242 SP:Iteration 10Q (15611.210000 sec): 3 clusters Score: Raw -953444.792715 + Penalty 4290.300381 = -949154.492334 nChanged 215 SP:Iteration 11Q (15611.230000 sec): 3 clusters Score: Raw -953602.598229 + Penalty 4290.300381 = -949312.297848 nChanged 206 SP:Iteration 12Q (15611.250000 sec): 3 clusters Score: Raw -953747.743112 + Penalty 4290.300381 = -949457.442731 nChanged 185 SP:Iteration 13Q (15611.280000 sec): 3 clusters Score: Raw -953866.607219 + Penalty 4290.300381 = -949576.306837 nChanged 159 SP:Iteration 14Q (15611.300000 sec): 3 clusters Score: Raw -953953.928434 + Penalty 4290.300381 = -949663.628053 nChanged 121 SP:Iteration 15Q (15611.320000 sec): 3 clusters Score: Raw -954010.015966 + Penalty 4290.300381 = -949719.715584 nChanged 83 SP:Iteration 16Q (15611.340000 sec): 3 clusters Score: Raw -954042.941850 + Penalty 4290.300381 = -949752.641469 nChanged 66 SP:Iteration 17Q (15611.360000 sec): 3 clusters Score: Raw -954069.026325 + Penalty 4290.300381 = -949778.725944 nChanged 62 SP:Iteration 18Q (15611.390000 sec): 3 clusters Score: Raw -954096.615086 + Penalty 4290.300381 = -949806.314705 nChanged 58 SP:Iteration 19Q (15611.410000 sec): 3 clusters Score: Raw -954124.566527 + Penalty 4290.300381 = -949834.266146 nChanged 43 SP:Iteration 20F (15611.430000 sec): 3 clusters Score: Raw -954139.818814 + Penalty 4290.300381 = -949849.518433 nChanged 37 SP:Iteration 21Q (15611.450000 sec): 3 clusters Score: Raw -954151.804778 + Penalty 4290.300381 = -949861.504396 nChanged 35 SP:Iteration 22Q (15611.470000 sec): 3 clusters Score: Raw -954163.852985 + Penalty 4290.300381 = -949873.552603 nChanged 25 SP:Iteration 23Q (15611.490000 sec): 3 clusters Score: Raw -954172.640886 + Penalty 4290.300381 = -949882.340504 nChanged 25 SP:Iteration 24Q (15611.510000 sec): 3 clusters Score: Raw -954180.224248 + Penalty 4290.300381 = -949889.923866 nChanged 26 SP:Iteration 25Q (15611.530000 sec): 3 clusters Score: Raw -954190.728347 + Penalty 4290.300381 = -949900.427966 nChanged 24 SP:Iteration 26Q (15611.550000 sec): 3 clusters Score: Raw -954197.904374 + Penalty 4290.300381 = -949907.603993 nChanged 21 SP:Iteration 27Q (15611.580000 sec): 3 clusters Score: Raw -954203.848709 + Penalty 4290.300381 = -949913.548328 nChanged 17 SP:Iteration 28Q (15611.600000 sec): 3 clusters Score: Raw -954208.932208 + Penalty 4290.300381 = -949918.631827 nChanged 15 SP:Iteration 29Q (15611.620000 sec): 3 clusters Score: Raw -954213.894788 + Penalty 4290.300381 = -949923.594407 nChanged 15 SP:Iteration 30Q (15611.640000 sec): 3 clusters Score: Raw -954218.657478 + Penalty 4290.300381 = -949928.357097 nChanged 12 SP:Iteration 31Q (15611.660000 sec): 3 clusters Score: Raw -954222.389618 + Penalty 4290.300381 = -949932.089236 nChanged 17 SP:Iteration 32Q (15611.680000 sec): 3 clusters Score: Raw -954226.701324 + Penalty 4290.300381 = -949936.400943 nChanged 14 SP:Iteration 33Q (15611.700000 sec): 3 clusters Score: Raw -954230.362895 + Penalty 4290.300381 = -949940.062514 nChanged 10 SP:Iteration 34Q (15611.730000 sec): 3 clusters Score: Raw -954232.421022 + Penalty 4290.300381 = -949942.120640 nChanged 7 SP:Iteration 35Q (15611.750000 sec): 3 clusters Score: Raw -954234.484465 + Penalty 4290.300381 = -949944.184084 nChanged 9 SP:Iteration 36Q (15611.770000 sec): 3 clusters Score: Raw -954237.267446 + Penalty 4290.300381 = -949946.967064 nChanged 8 SP:Iteration 37Q (15611.790000 sec): 3 clusters Score: Raw -954239.327379 + Penalty 4290.300381 = -949949.026997 nChanged 2 SP:Iteration 38Q (15611.810000 sec): 3 clusters Score: Raw -954239.935968 + Penalty 4290.300381 = -949949.635587 nChanged 2 SP:Iteration 39Q (15611.830000 sec): 3 clusters Score: Raw -954240.694581 + Penalty 4290.300381 = -949950.394199 nChanged 1 SP:Iteration 40F (15611.850000 sec): 3 clusters Score: Raw -954240.823168 + Penalty 4290.300381 = -949950.522786 nChanged 1 SP:Iteration 41Q (15611.870000 sec): 3 clusters Score: Raw -954241.066464 + Penalty 4290.300381 = -949950.766083 nChanged 0 SP:Iteration 42F (15611.900000 sec): 3 clusters Score: Raw -954241.066464 + Penalty 4290.300381 = -949950.766083 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15611.910000 sec): 2 clusters Score: Raw -10402.273820 + Penalty 1110.379530 = -9291.894290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15611.910000 sec): 3 clusters Score: Raw -10985.100618 + Penalty 2220.759060 = -8764.341558 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15612.040000 sec): 2 clusters Score: Raw -5450388.903367 + Penalty 2570.992949 = -5447817.910418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15612.170000 sec): 3 clusters Score: Raw -5431338.852361 + Penalty 5141.985899 = -5426196.866462 nChanged 14390 SP:Iteration 1F (15612.300000 sec): 3 clusters Score: Raw -5438993.900715 + Penalty 5141.985899 = -5433851.914816 nChanged 1567 SP:Iteration 2Q (15612.430000 sec): 3 clusters Score: Raw -5439588.219387 + Penalty 5141.985899 = -5434446.233489 nChanged 1543 SP:Iteration 3Q (15612.560000 sec): 3 clusters Score: Raw -5440223.985174 + Penalty 5141.985899 = -5435081.999275 nChanged 1592 SP:Iteration 4F (15612.690000 sec): 3 clusters Score: Raw -5440993.355283 + Penalty 5141.985899 = -5435851.369384 nChanged 1827 SP:Iteration 5F (15612.810000 sec): 3 clusters Score: Raw -5442059.474163 + Penalty 5141.985899 = -5436917.488264 nChanged 2019 SP:Iteration 6F (15612.940000 sec): 3 clusters Score: Raw -5443470.939152 + Penalty 5141.985899 = -5438328.953254 nChanged 2153 SP:Iteration 7F (15613.070000 sec): 3 clusters Score: Raw -5445307.910085 + Penalty 5141.985899 = -5440165.924186 nChanged 2011 SP:Iteration 8F (15613.200000 sec): 3 clusters Score: Raw -5447215.021770 + Penalty 5141.985899 = -5442073.035872 nChanged 1548 SP:Iteration 9Q (15613.320000 sec): 3 clusters Score: Raw -5448769.273053 + Penalty 5141.985899 = -5443627.287154 nChanged 1012 SP:Iteration 10Q (15613.440000 sec): 3 clusters Score: Raw -5449715.041921 + Penalty 5141.985899 = -5444573.056023 nChanged 625 SP:Iteration 11Q (15613.550000 sec): 3 clusters Score: Raw -5450209.476880 + Penalty 5141.985899 = -5445067.490982 nChanged 412 SP:Iteration 12Q (15613.650000 sec): 3 clusters Score: Raw -5450474.102479 + Penalty 5141.985899 = -5445332.116580 nChanged 285 SP:Iteration 13Q (15613.760000 sec): 3 clusters Score: Raw -5450629.592147 + Penalty 5141.985899 = -5445487.606249 nChanged 194 SP:Iteration 14Q (15613.860000 sec): 3 clusters Score: Raw -5450725.246073 + Penalty 5141.985899 = -5445583.260174 nChanged 153 SP:Iteration 15Q (15613.960000 sec): 3 clusters Score: Raw -5450802.568491 + Penalty 5141.985899 = -5445660.582592 nChanged 126 SP:Iteration 16Q (15614.060000 sec): 3 clusters Score: Raw -5450863.152605 + Penalty 5141.985899 = -5445721.166707 nChanged 99 SP:Iteration 17Q (15614.150000 sec): 3 clusters Score: Raw -5450909.135457 + Penalty 5141.985899 = -5445767.149559 nChanged 84 SP:Iteration 18Q (15614.250000 sec): 3 clusters Score: Raw -5450943.064245 + Penalty 5141.985899 = -5445801.078346 nChanged 70 SP:Iteration 19Q (15614.350000 sec): 3 clusters Score: Raw -5450967.134387 + Penalty 5141.985899 = -5445825.148488 nChanged 50 SP:Iteration 20F (15614.480000 sec): 3 clusters Score: Raw -5450982.272302 + Penalty 5141.985899 = -5445840.286403 nChanged 42 SP:Iteration 21Q (15614.570000 sec): 3 clusters Score: Raw -5450997.583438 + Penalty 5141.985899 = -5445855.597539 nChanged 41 SP:Iteration 22Q (15614.670000 sec): 3 clusters Score: Raw -5451011.434728 + Penalty 5141.985899 = -5445869.448829 nChanged 35 SP:Iteration 23Q (15614.770000 sec): 3 clusters Score: Raw -5451021.456503 + Penalty 5141.985899 = -5445879.470604 nChanged 23 SP:Iteration 24Q (15614.860000 sec): 3 clusters Score: Raw -5451028.631192 + Penalty 5141.985899 = -5445886.645294 nChanged 18 SP:Iteration 25Q (15614.960000 sec): 3 clusters Score: Raw -5451033.458788 + Penalty 5141.985899 = -5445891.472889 nChanged 10 SP:Iteration 26Q (15615.050000 sec): 3 clusters Score: Raw -5451037.457262 + Penalty 5141.985899 = -5445895.471363 nChanged 9 SP:Iteration 27Q (15615.150000 sec): 3 clusters Score: Raw -5451041.061499 + Penalty 5141.985899 = -5445899.075601 nChanged 12 SP:Iteration 28Q (15615.250000 sec): 3 clusters Score: Raw -5451044.277335 + Penalty 5141.985899 = -5445902.291437 nChanged 10 SP:Iteration 29Q (15615.340000 sec): 3 clusters Score: Raw -5451046.843458 + Penalty 5141.985899 = -5445904.857559 nChanged 9 SP:Iteration 30Q (15615.430000 sec): 3 clusters Score: Raw -5451049.261053 + Penalty 5141.985899 = -5445907.275154 nChanged 6 SP:Iteration 31Q (15615.530000 sec): 3 clusters Score: Raw -5451051.213404 + Penalty 5141.985899 = -5445909.227505 nChanged 8 SP:Iteration 32Q (15615.630000 sec): 3 clusters Score: Raw -5451053.201679 + Penalty 5141.985899 = -5445911.215781 nChanged 3 SP:Iteration 33Q (15615.730000 sec): 3 clusters Score: Raw -5451053.949441 + Penalty 5141.985899 = -5445911.963542 nChanged 5 SP:Iteration 34Q (15615.820000 sec): 3 clusters Score: Raw -5451055.968097 + Penalty 5141.985899 = -5445913.982199 nChanged 5 SP:Iteration 35Q (15615.910000 sec): 3 clusters Score: Raw -5451057.247441 + Penalty 5141.985899 = -5445915.261542 nChanged 5 SP:Iteration 36Q (15616.010000 sec): 3 clusters Score: Raw -5451059.085247 + Penalty 5141.985899 = -5445917.099348 nChanged 2 SP:Iteration 37Q (15616.110000 sec): 3 clusters Score: Raw -5451059.618573 + Penalty 5141.985899 = -5445917.632675 nChanged 2 SP:Iteration 38Q (15616.200000 sec): 3 clusters Score: Raw -5451060.086494 + Penalty 5141.985899 = -5445918.100596 nChanged 3 SP:Iteration 39Q (15616.290000 sec): 3 clusters Score: Raw -5451060.832320 + Penalty 5141.985899 = -5445918.846421 nChanged 2 SP:Iteration 40F (15616.420000 sec): 3 clusters Score: Raw -5451061.452052 + Penalty 5141.985899 = -5445919.466153 nChanged 2 SP:Iteration 41Q (15616.520000 sec): 3 clusters Score: Raw -5451061.956603 + Penalty 5141.985899 = -5445919.970704 nChanged 2 SP:Iteration 42Q (15616.610000 sec): 3 clusters Score: Raw -5451062.240451 + Penalty 5141.985899 = -5445920.254553 nChanged 1 SP:Iteration 43Q (15616.710000 sec): 3 clusters Score: Raw -5451062.670133 + Penalty 5141.985899 = -5445920.684234 nChanged 2 SP:Iteration 44Q (15616.800000 sec): 3 clusters Score: Raw -5451063.096605 + Penalty 5141.985899 = -5445921.110707 nChanged 2 SP:Iteration 45Q (15616.900000 sec): 3 clusters Score: Raw -5451063.632645 + Penalty 5141.985899 = -5445921.646747 nChanged 2 SP:Iteration 46Q (15616.990000 sec): 3 clusters Score: Raw -5451064.291694 + Penalty 5141.985899 = -5445922.305796 nChanged 3 SP:Iteration 47Q (15617.090000 sec): 3 clusters Score: Raw -5451064.682317 + Penalty 5141.985899 = -5445922.696418 nChanged 1 SP:Iteration 48Q (15617.180000 sec): 3 clusters Score: Raw -5451064.846472 + Penalty 5141.985899 = -5445922.860574 nChanged 4 SP:Iteration 49Q (15617.280000 sec): 3 clusters Score: Raw -5451065.727474 + Penalty 5141.985899 = -5445923.741575 nChanged 2 SP:Iteration 50Q (15617.370000 sec): 3 clusters Score: Raw -5451066.124944 + Penalty 5141.985899 = -5445924.139045 nChanged 1 SP:Iteration 51Q (15617.470000 sec): 3 clusters Score: Raw -5451066.458438 + Penalty 5141.985899 = -5445924.472539 nChanged 1 SP:Iteration 52Q (15617.560000 sec): 3 clusters Score: Raw -5451066.684886 + Penalty 5141.985899 = -5445924.698987 nChanged 2 SP:Iteration 53Q (15617.660000 sec): 3 clusters Score: Raw -5451067.268632 + Penalty 5141.985899 = -5445925.282734 nChanged 1 SP:Iteration 54Q (15617.750000 sec): 3 clusters Score: Raw -5451067.655227 + Penalty 5141.985899 = -5445925.669328 nChanged 2 SP:Iteration 55Q (15617.850000 sec): 3 clusters Score: Raw -5451068.245410 + Penalty 5141.985899 = -5445926.259511 nChanged 2 SP:Iteration 56Q (15617.940000 sec): 3 clusters Score: Raw -5451068.589618 + Penalty 5141.985899 = -5445926.603720 nChanged 2 SP:Iteration 57Q (15618.040000 sec): 3 clusters Score: Raw -5451068.954440 + Penalty 5141.985899 = -5445926.968541 nChanged 4 SP:Iteration 58Q (15618.130000 sec): 3 clusters Score: Raw -5451070.452025 + Penalty 5141.985899 = -5445928.466126 nChanged 4 SP:Iteration 59Q (15618.230000 sec): 3 clusters Score: Raw -5451072.014369 + Penalty 5141.985899 = -5445930.028470 nChanged 6 SP:Iteration 60F (15618.350000 sec): 3 clusters Score: Raw -5451073.773222 + Penalty 5141.985899 = -5445931.787323 nChanged 2 SP:Iteration 61Q (15618.450000 sec): 3 clusters Score: Raw -5451074.460090 + Penalty 5141.985899 = -5445932.474191 nChanged 1 SP:Iteration 62Q (15618.550000 sec): 3 clusters Score: Raw -5451074.543820 + Penalty 5141.985899 = -5445932.557921 nChanged 0 SP:Iteration 63F (15618.670000 sec): 3 clusters Score: Raw -5451074.543820 + Penalty 5141.985899 = -5445932.557921 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (36766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15618.810000 sec): 2 clusters Score: Raw -6101327.138288 + Penalty 2607.057538 = -6098720.080750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15618.960000 sec): 3 clusters Score: Raw -6078917.923118 + Penalty 5214.115077 = -6073703.808041 nChanged 16719 SP:Iteration 1F (15619.110000 sec): 3 clusters Score: Raw -6087863.367293 + Penalty 5214.115077 = -6082649.252216 nChanged 1790 SP:Iteration 2Q (15619.260000 sec): 3 clusters Score: Raw -6088524.955868 + Penalty 5214.115077 = -6083310.840791 nChanged 1747 SP:Iteration 3Q (15619.410000 sec): 3 clusters Score: Raw -6089187.372527 + Penalty 5214.115077 = -6083973.257451 nChanged 1747 SP:Iteration 4Q (15619.560000 sec): 3 clusters Score: Raw -6089902.345902 + Penalty 5214.115077 = -6084688.230825 nChanged 1760 SP:Iteration 5Q (15619.710000 sec): 3 clusters Score: Raw -6090648.422774 + Penalty 5214.115077 = -6085434.307697 nChanged 1680 SP:Iteration 6Q (15619.870000 sec): 3 clusters Score: Raw -6091323.841275 + Penalty 5214.115077 = -6086109.726198 nChanged 1532 SP:Iteration 7Q (15620.010000 sec): 3 clusters Score: Raw -6091898.259044 + Penalty 5214.115077 = -6086684.143967 nChanged 1459 SP:Iteration 8Q (15620.170000 sec): 3 clusters Score: Raw -6092459.141830 + Penalty 5214.115077 = -6087245.026753 nChanged 1449 SP:Iteration 9Q (15620.320000 sec): 3 clusters Score: Raw -6092958.402617 + Penalty 5214.115077 = -6087744.287540 nChanged 1271 SP:Iteration 10Q (15620.470000 sec): 3 clusters Score: Raw -6093345.524629 + Penalty 5214.115077 = -6088131.409552 nChanged 1124 SP:Iteration 11Q (15620.620000 sec): 3 clusters Score: Raw -6093661.286521 + Penalty 5214.115077 = -6088447.171444 nChanged 963 SP:Iteration 12Q (15620.770000 sec): 3 clusters Score: Raw -6093923.399863 + Penalty 5214.115077 = -6088709.284786 nChanged 832 SP:Iteration 13Q (15620.920000 sec): 3 clusters Score: Raw -6094151.186875 + Penalty 5214.115077 = -6088937.071798 nChanged 810 SP:Iteration 14Q (15621.070000 sec): 3 clusters Score: Raw -6094382.921899 + Penalty 5214.115077 = -6089168.806822 nChanged 778 SP:Iteration 15Q (15621.210000 sec): 3 clusters Score: Raw -6094605.658617 + Penalty 5214.115077 = -6089391.543541 nChanged 813 SP:Iteration 16Q (15621.370000 sec): 3 clusters Score: Raw -6094855.799197 + Penalty 5214.115077 = -6089641.684121 nChanged 821 SP:Iteration 17Q (15621.510000 sec): 3 clusters Score: Raw -6095132.212518 + Penalty 5214.115077 = -6089918.097441 nChanged 823 SP:Iteration 18Q (15621.660000 sec): 3 clusters Score: Raw -6095415.571370 + Penalty 5214.115077 = -6090201.456293 nChanged 839 SP:Iteration 19Q (15621.810000 sec): 3 clusters Score: Raw -6095687.859991 + Penalty 5214.115077 = -6090473.744914 nChanged 757 SP:Iteration 20F (15621.960000 sec): 3 clusters Score: Raw -6095925.378097 + Penalty 5214.115077 = -6090711.263020 nChanged 670 SP:Iteration 21Q (15622.110000 sec): 3 clusters Score: Raw -6096106.038773 + Penalty 5214.115077 = -6090891.923696 nChanged 536 SP:Iteration 22Q (15622.250000 sec): 3 clusters Score: Raw -6096221.442846 + Penalty 5214.115077 = -6091007.327769 nChanged 421 SP:Iteration 23Q (15622.400000 sec): 3 clusters Score: Raw -6096295.143207 + Penalty 5214.115077 = -6091081.028130 nChanged 326 SP:Iteration 24Q (15622.550000 sec): 3 clusters Score: Raw -6096342.401117 + Penalty 5214.115077 = -6091128.286040 nChanged 245 SP:Iteration 25Q (15622.690000 sec): 3 clusters Score: Raw -6096375.474943 + Penalty 5214.115077 = -6091161.359867 nChanged 194 SP:Iteration 26Q (15622.840000 sec): 3 clusters Score: Raw -6096399.189329 + Penalty 5214.115077 = -6091185.074252 nChanged 162 SP:Iteration 27Q (15622.980000 sec): 3 clusters Score: Raw -6096418.830178 + Penalty 5214.115077 = -6091204.715102 nChanged 159 SP:Iteration 28Q (15623.130000 sec): 3 clusters Score: Raw -6096437.647583 + Penalty 5214.115077 = -6091223.532506 nChanged 167 SP:Iteration 29Q (15623.270000 sec): 3 clusters Score: Raw -6096459.096654 + Penalty 5214.115077 = -6091244.981577 nChanged 179 SP:Iteration 30Q (15623.420000 sec): 3 clusters Score: Raw -6096480.583542 + Penalty 5214.115077 = -6091266.468466 nChanged 147 SP:Iteration 31Q (15623.570000 sec): 3 clusters Score: Raw -6096498.829129 + Penalty 5214.115077 = -6091284.714052 nChanged 152 SP:Iteration 32Q (15623.710000 sec): 3 clusters Score: Raw -6096517.747446 + Penalty 5214.115077 = -6091303.632369 nChanged 157 SP:Iteration 33Q (15623.860000 sec): 3 clusters Score: Raw -6096536.323070 + Penalty 5214.115077 = -6091322.207993 nChanged 149 SP:Iteration 34Q (15624.000000 sec): 3 clusters Score: Raw -6096554.981732 + Penalty 5214.115077 = -6091340.866655 nChanged 150 SP:Iteration 35Q (15624.150000 sec): 3 clusters Score: Raw -6096574.065631 + Penalty 5214.115077 = -6091359.950554 nChanged 155 SP:Iteration 36Q (15624.290000 sec): 3 clusters Score: Raw -6096591.195722 + Penalty 5214.115077 = -6091377.080645 nChanged 149 SP:Iteration 37Q (15624.430000 sec): 3 clusters Score: Raw -6096608.761710 + Penalty 5214.115077 = -6091394.646633 nChanged 138 SP:Iteration 38Q (15624.580000 sec): 3 clusters Score: Raw -6096624.234429 + Penalty 5214.115077 = -6091410.119352 nChanged 142 SP:Iteration 39Q (15624.730000 sec): 3 clusters Score: Raw -6096639.361905 + Penalty 5214.115077 = -6091425.246828 nChanged 139 SP:Iteration 40F (15624.870000 sec): 3 clusters Score: Raw -6096654.576587 + Penalty 5214.115077 = -6091440.461510 nChanged 141 SP:Iteration 41Q (15625.020000 sec): 3 clusters Score: Raw -6096671.136038 + Penalty 5214.115077 = -6091457.020962 nChanged 148 SP:Iteration 42Q (15625.160000 sec): 3 clusters Score: Raw -6096688.399572 + Penalty 5214.115077 = -6091474.284495 nChanged 148 SP:Iteration 43Q (15625.310000 sec): 3 clusters Score: Raw -6096705.275330 + Penalty 5214.115077 = -6091491.160253 nChanged 133 SP:Iteration 44Q (15625.450000 sec): 3 clusters Score: Raw -6096720.459207 + Penalty 5214.115077 = -6091506.344130 nChanged 148 SP:Iteration 45Q (15625.590000 sec): 3 clusters Score: Raw -6096738.780194 + Penalty 5214.115077 = -6091524.665117 nChanged 152 SP:Iteration 46Q (15625.740000 sec): 3 clusters Score: Raw -6096756.609222 + Penalty 5214.115077 = -6091542.494145 nChanged 138 SP:Iteration 47Q (15625.890000 sec): 3 clusters Score: Raw -6096772.682484 + Penalty 5214.115077 = -6091558.567407 nChanged 137 SP:Iteration 48Q (15626.030000 sec): 3 clusters Score: Raw -6096788.897323 + Penalty 5214.115077 = -6091574.782246 nChanged 141 SP:Iteration 49Q (15626.170000 sec): 3 clusters Score: Raw -6096803.680170 + Penalty 5214.115077 = -6091589.565093 nChanged 136 SP:Iteration 50Q (15626.320000 sec): 3 clusters Score: Raw -6096817.988402 + Penalty 5214.115077 = -6091603.873325 nChanged 128 SP:Iteration 51Q (15626.460000 sec): 3 clusters Score: Raw -6096832.035935 + Penalty 5214.115077 = -6091617.920858 nChanged 133 SP:Iteration 52Q (15626.610000 sec): 3 clusters Score: Raw -6096846.613951 + Penalty 5214.115077 = -6091632.498874 nChanged 131 SP:Iteration 53Q (15626.750000 sec): 3 clusters Score: Raw -6096861.743572 + Penalty 5214.115077 = -6091647.628495 nChanged 131 SP:Iteration 54Q (15626.890000 sec): 3 clusters Score: Raw -6096877.891667 + Penalty 5214.115077 = -6091663.776590 nChanged 129 SP:Iteration 55Q (15627.040000 sec): 3 clusters Score: Raw -6096891.343423 + Penalty 5214.115077 = -6091677.228347 nChanged 131 SP:Iteration 56Q (15627.180000 sec): 3 clusters Score: Raw -6096904.299477 + Penalty 5214.115077 = -6091690.184400 nChanged 104 SP:Iteration 57Q (15627.330000 sec): 3 clusters Score: Raw -6096913.913546 + Penalty 5214.115077 = -6091699.798469 nChanged 86 SP:Iteration 58Q (15627.470000 sec): 3 clusters Score: Raw -6096920.560304 + Penalty 5214.115077 = -6091706.445227 nChanged 87 SP:Iteration 59Q (15627.610000 sec): 3 clusters Score: Raw -6096927.908509 + Penalty 5214.115077 = -6091713.793432 nChanged 85 SP:Iteration 60F (15627.760000 sec): 3 clusters Score: Raw -6096934.997955 + Penalty 5214.115077 = -6091720.882878 nChanged 81 SP:Iteration 61Q (15627.910000 sec): 3 clusters Score: Raw -6096942.442865 + Penalty 5214.115077 = -6091728.327788 nChanged 77 SP:Iteration 62Q (15628.050000 sec): 3 clusters Score: Raw -6096948.553315 + Penalty 5214.115077 = -6091734.438238 nChanged 71 SP:Iteration 63Q (15628.190000 sec): 3 clusters Score: Raw -6096953.753328 + Penalty 5214.115077 = -6091739.638251 nChanged 75 SP:Iteration 64Q (15628.340000 sec): 3 clusters Score: Raw -6096959.703961 + Penalty 5214.115077 = -6091745.588884 nChanged 71 SP:Iteration 65Q (15628.480000 sec): 3 clusters Score: Raw -6096965.392075 + Penalty 5214.115077 = -6091751.276998 nChanged 78 SP:Iteration 66Q (15628.630000 sec): 3 clusters Score: Raw -6096973.492401 + Penalty 5214.115077 = -6091759.377324 nChanged 100 SP:Iteration 67Q (15628.770000 sec): 3 clusters Score: Raw -6096982.414421 + Penalty 5214.115077 = -6091768.299344 nChanged 84 SP:Iteration 68Q (15628.910000 sec): 3 clusters Score: Raw -6096990.220799 + Penalty 5214.115077 = -6091776.105723 nChanged 98 SP:Iteration 69Q (15629.060000 sec): 3 clusters Score: Raw -6097000.438022 + Penalty 5214.115077 = -6091786.322945 nChanged 102 SP:Iteration 70Q (15629.200000 sec): 3 clusters Score: Raw -6097009.902502 + Penalty 5214.115077 = -6091795.787425 nChanged 94 SP:Iteration 71Q (15629.350000 sec): 3 clusters Score: Raw -6097019.122580 + Penalty 5214.115077 = -6091805.007503 nChanged 117 SP:Iteration 72Q (15629.490000 sec): 3 clusters Score: Raw -6097029.468644 + Penalty 5214.115077 = -6091815.353567 nChanged 100 SP:Iteration 73Q (15629.630000 sec): 3 clusters Score: Raw -6097037.867998 + Penalty 5214.115077 = -6091823.752921 nChanged 86 SP:Iteration 74Q (15629.770000 sec): 3 clusters Score: Raw -6097045.546297 + Penalty 5214.115077 = -6091831.431220 nChanged 88 SP:Iteration 75Q (15629.920000 sec): 3 clusters Score: Raw -6097053.372680 + Penalty 5214.115077 = -6091839.257603 nChanged 100 SP:Iteration 76Q (15630.060000 sec): 3 clusters Score: Raw -6097063.222641 + Penalty 5214.115077 = -6091849.107564 nChanged 102 SP:Iteration 77Q (15630.210000 sec): 3 clusters Score: Raw -6097074.216359 + Penalty 5214.115077 = -6091860.101282 nChanged 111 SP:Iteration 78Q (15630.350000 sec): 3 clusters Score: Raw -6097084.667493 + Penalty 5214.115077 = -6091870.552416 nChanged 92 SP:Iteration 79Q (15630.490000 sec): 3 clusters Score: Raw -6097092.221611 + Penalty 5214.115077 = -6091878.106534 nChanged 104 SP:Iteration 80F (15630.640000 sec): 3 clusters Score: Raw -6097100.566442 + Penalty 5214.115077 = -6091886.451365 nChanged 92 SP:Iteration 81Q (15630.790000 sec): 3 clusters Score: Raw -6097108.797411 + Penalty 5214.115077 = -6091894.682335 nChanged 100 SP:Iteration 82Q (15630.930000 sec): 3 clusters Score: Raw -6097118.307740 + Penalty 5214.115077 = -6091904.192664 nChanged 104 SP:Iteration 83Q (15631.070000 sec): 3 clusters Score: Raw -6097130.047628 + Penalty 5214.115077 = -6091915.932551 nChanged 116 SP:Iteration 84Q (15631.220000 sec): 3 clusters Score: Raw -6097143.197734 + Penalty 5214.115077 = -6091929.082657 nChanged 122 SP:Iteration 85Q (15631.360000 sec): 3 clusters Score: Raw -6097155.934308 + Penalty 5214.115077 = -6091941.819231 nChanged 105 SP:Iteration 86Q (15631.510000 sec): 3 clusters Score: Raw -6097166.056401 + Penalty 5214.115077 = -6091951.941324 nChanged 101 SP:Iteration 87Q (15631.650000 sec): 3 clusters Score: Raw -6097176.046438 + Penalty 5214.115077 = -6091961.931361 nChanged 115 SP:Iteration 88Q (15631.790000 sec): 3 clusters Score: Raw -6097187.959521 + Penalty 5214.115077 = -6091973.844444 nChanged 107 SP:Iteration 89Q (15631.930000 sec): 3 clusters Score: Raw -6097198.593436 + Penalty 5214.115077 = -6091984.478359 nChanged 99 SP:Iteration 90Q (15632.080000 sec): 3 clusters Score: Raw -6097209.098078 + Penalty 5214.115077 = -6091994.983001 nChanged 89 SP:Iteration 91Q (15632.220000 sec): 3 clusters Score: Raw -6097218.158512 + Penalty 5214.115077 = -6092004.043435 nChanged 89 SP:Iteration 92Q (15632.370000 sec): 3 clusters Score: Raw -6097227.334095 + Penalty 5214.115077 = -6092013.219018 nChanged 81 SP:Iteration 93Q (15632.510000 sec): 3 clusters Score: Raw -6097235.269632 + Penalty 5214.115077 = -6092021.154555 nChanged 77 SP:Iteration 94Q (15632.650000 sec): 3 clusters Score: Raw -6097241.942039 + Penalty 5214.115077 = -6092027.826963 nChanged 75 SP:Iteration 95Q (15632.790000 sec): 3 clusters Score: Raw -6097249.029694 + Penalty 5214.115077 = -6092034.914617 nChanged 82 SP:Iteration 96Q (15632.940000 sec): 3 clusters Score: Raw -6097255.790293 + Penalty 5214.115077 = -6092041.675216 nChanged 73 SP:Iteration 97Q (15633.080000 sec): 3 clusters Score: Raw -6097261.527082 + Penalty 5214.115077 = -6092047.412005 nChanged 67 SP:Iteration 98Q (15633.220000 sec): 3 clusters Score: Raw -6097267.768707 + Penalty 5214.115077 = -6092053.653630 nChanged 68 SP:Iteration 99Q (15633.370000 sec): 3 clusters Score: Raw -6097274.082381 + Penalty 5214.115077 = -6092059.967304 nChanged 69 SP:Iteration 100F (15633.510000 sec): 3 clusters Score: Raw -6097279.933102 + Penalty 5214.115077 = -6092065.818025 nChanged 61 SP:Iteration 101Q (15633.660000 sec): 3 clusters Score: Raw -6097286.228016 + Penalty 5214.115077 = -6092072.112939 nChanged 75 SP:Iteration 102Q (15633.800000 sec): 3 clusters Score: Raw -6097294.399292 + Penalty 5214.115077 = -6092080.284215 nChanged 88 SP:Iteration 103Q (15633.940000 sec): 3 clusters Score: Raw -6097304.348734 + Penalty 5214.115077 = -6092090.233658 nChanged 95 SP:Iteration 104Q (15634.090000 sec): 3 clusters Score: Raw -6097312.191701 + Penalty 5214.115077 = -6092098.076624 nChanged 81 SP:Iteration 105Q (15634.230000 sec): 3 clusters Score: Raw -6097318.843219 + Penalty 5214.115077 = -6092104.728142 nChanged 79 SP:Iteration 106Q (15634.370000 sec): 3 clusters Score: Raw -6097325.938371 + Penalty 5214.115077 = -6092111.823294 nChanged 67 SP:Iteration 107Q (15634.510000 sec): 3 clusters Score: Raw -6097330.915481 + Penalty 5214.115077 = -6092116.800404 nChanged 57 SP:Iteration 108Q (15634.660000 sec): 3 clusters Score: Raw -6097334.753019 + Penalty 5214.115077 = -6092120.637942 nChanged 46 SP:Iteration 109Q (15634.800000 sec): 3 clusters Score: Raw -6097338.304872 + Penalty 5214.115077 = -6092124.189795 nChanged 51 SP:Iteration 110Q (15634.940000 sec): 3 clusters Score: Raw -6097342.182105 + Penalty 5214.115077 = -6092128.067028 nChanged 59 SP:Iteration 111Q (15635.090000 sec): 3 clusters Score: Raw -6097347.260808 + Penalty 5214.115077 = -6092133.145731 nChanged 61 SP:Iteration 112Q (15635.230000 sec): 3 clusters Score: Raw -6097353.648097 + Penalty 5214.115077 = -6092139.533021 nChanged 81 SP:Iteration 113Q (15635.370000 sec): 3 clusters Score: Raw -6097362.494511 + Penalty 5214.115077 = -6092148.379434 nChanged 79 SP:Iteration 114Q (15635.510000 sec): 3 clusters Score: Raw -6097370.784947 + Penalty 5214.115077 = -6092156.669870 nChanged 88 SP:Iteration 115Q (15635.650000 sec): 3 clusters Score: Raw -6097379.861615 + Penalty 5214.115077 = -6092165.746538 nChanged 88 SP:Iteration 116Q (15635.800000 sec): 3 clusters Score: Raw -6097388.486420 + Penalty 5214.115077 = -6092174.371343 nChanged 95 SP:Iteration 117Q (15635.940000 sec): 3 clusters Score: Raw -6097399.311274 + Penalty 5214.115077 = -6092185.196197 nChanged 109 SP:Iteration 118Q (15636.080000 sec): 3 clusters Score: Raw -6097412.323375 + Penalty 5214.115077 = -6092198.208298 nChanged 110 SP:Iteration 119Q (15636.220000 sec): 3 clusters Score: Raw -6097424.877599 + Penalty 5214.115077 = -6092210.762522 nChanged 116 SP:Iteration 120F (15636.370000 sec): 3 clusters Score: Raw -6097439.594046 + Penalty 5214.115077 = -6092225.478969 nChanged 125 SP:Iteration 121Q (15636.510000 sec): 3 clusters Score: Raw -6097458.395586 + Penalty 5214.115077 = -6092244.280510 nChanged 154 SP:Iteration 122Q (15636.650000 sec): 3 clusters Score: Raw -6097481.129604 + Penalty 5214.115077 = -6092267.014527 nChanged 151 SP:Iteration 123Q (15636.800000 sec): 3 clusters Score: Raw -6097500.575878 + Penalty 5214.115077 = -6092286.460801 nChanged 147 SP:Iteration 124Q (15636.940000 sec): 3 clusters Score: Raw -6097521.582845 + Penalty 5214.115077 = -6092307.467769 nChanged 160 SP:Iteration 125Q (15637.080000 sec): 3 clusters Score: Raw -6097544.994799 + Penalty 5214.115077 = -6092330.879723 nChanged 166 SP:Iteration 126Q (15637.220000 sec): 3 clusters Score: Raw -6097571.188190 + Penalty 5214.115077 = -6092357.073113 nChanged 176 SP:Iteration 127Q (15637.360000 sec): 3 clusters Score: Raw -6097595.039374 + Penalty 5214.115077 = -6092380.924297 nChanged 161 SP:Iteration 128Q (15637.500000 sec): 3 clusters Score: Raw -6097616.246043 + Penalty 5214.115077 = -6092402.130966 nChanged 129 SP:Iteration 129Q (15637.640000 sec): 3 clusters Score: Raw -6097630.515463 + Penalty 5214.115077 = -6092416.400386 nChanged 130 SP:Iteration 130Q (15637.780000 sec): 3 clusters Score: Raw -6097644.934245 + Penalty 5214.115077 = -6092430.819168 nChanged 135 SP:Iteration 131Q (15637.920000 sec): 3 clusters Score: Raw -6097660.093512 + Penalty 5214.115077 = -6092445.978435 nChanged 121 SP:Iteration 132Q (15638.060000 sec): 3 clusters Score: Raw -6097673.530100 + Penalty 5214.115077 = -6092459.415023 nChanged 116 SP:Iteration 133Q (15638.200000 sec): 3 clusters Score: Raw -6097686.366157 + Penalty 5214.115077 = -6092472.251080 nChanged 103 SP:Iteration 134Q (15638.340000 sec): 3 clusters Score: Raw -6097698.043170 + Penalty 5214.115077 = -6092483.928093 nChanged 108 SP:Iteration 135Q (15638.480000 sec): 3 clusters Score: Raw -6097710.468485 + Penalty 5214.115077 = -6092496.353408 nChanged 96 SP:Iteration 136Q (15638.620000 sec): 3 clusters Score: Raw -6097720.088160 + Penalty 5214.115077 = -6092505.973083 nChanged 100 SP:Iteration 137Q (15638.760000 sec): 3 clusters Score: Raw -6097729.676236 + Penalty 5214.115077 = -6092515.561159 nChanged 101 SP:Iteration 138Q (15638.900000 sec): 3 clusters Score: Raw -6097741.329351 + Penalty 5214.115077 = -6092527.214274 nChanged 113 SP:Iteration 139Q (15639.040000 sec): 3 clusters Score: Raw -6097755.518761 + Penalty 5214.115077 = -6092541.403684 nChanged 122 SP:Iteration 140F (15639.180000 sec): 3 clusters Score: Raw -6097770.289176 + Penalty 5214.115077 = -6092556.174099 nChanged 108 SP:Iteration 141Q (15639.320000 sec): 3 clusters Score: Raw -6097783.106968 + Penalty 5214.115077 = -6092568.991891 nChanged 129 SP:Iteration 142Q (15639.460000 sec): 3 clusters Score: Raw -6097800.486351 + Penalty 5214.115077 = -6092586.371274 nChanged 152 SP:Iteration 143Q (15639.600000 sec): 3 clusters Score: Raw -6097821.404394 + Penalty 5214.115077 = -6092607.289318 nChanged 153 SP:Iteration 144Q (15639.740000 sec): 3 clusters Score: Raw -6097845.643192 + Penalty 5214.115077 = -6092631.528116 nChanged 178 SP:Iteration 145Q (15639.880000 sec): 3 clusters Score: Raw -6097873.054705 + Penalty 5214.115077 = -6092658.939629 nChanged 186 SP:Iteration 146Q (15640.020000 sec): 3 clusters Score: Raw -6097900.645862 + Penalty 5214.115077 = -6092686.530786 nChanged 184 SP:Iteration 147Q (15640.160000 sec): 3 clusters Score: Raw -6097926.286873 + Penalty 5214.115077 = -6092712.171796 nChanged 180 SP:Iteration 148Q (15640.290000 sec): 3 clusters Score: Raw -6097952.826820 + Penalty 5214.115077 = -6092738.711744 nChanged 179 SP:Iteration 149Q (15640.430000 sec): 3 clusters Score: Raw -6097978.426889 + Penalty 5214.115077 = -6092764.311812 nChanged 163 SP:Iteration 150Q (15640.560000 sec): 3 clusters Score: Raw -6098001.847672 + Penalty 5214.115077 = -6092787.732595 nChanged 151 SP:Iteration 151Q (15640.700000 sec): 3 clusters Score: Raw -6098022.548164 + Penalty 5214.115077 = -6092808.433087 nChanged 160 SP:Iteration 152Q (15640.840000 sec): 3 clusters Score: Raw -6098045.169385 + Penalty 5214.115077 = -6092831.054309 nChanged 177 SP:Iteration 153Q (15640.970000 sec): 3 clusters Score: Raw -6098072.352893 + Penalty 5214.115077 = -6092858.237816 nChanged 191 SP:Iteration 154Q (15641.110000 sec): 3 clusters Score: Raw -6098104.777353 + Penalty 5214.115077 = -6092890.662276 nChanged 205 SP:Iteration 155Q (15641.240000 sec): 3 clusters Score: Raw -6098142.648987 + Penalty 5214.115077 = -6092928.533910 nChanged 228 SP:Iteration 156Q (15641.380000 sec): 3 clusters Score: Raw -6098191.349339 + Penalty 5214.115077 = -6092977.234262 nChanged 235 SP:Iteration 157Q (15641.510000 sec): 3 clusters Score: Raw -6098237.210767 + Penalty 5214.115077 = -6093023.095690 nChanged 239 SP:Iteration 158Q (15641.640000 sec): 3 clusters Score: Raw -6098283.909145 + Penalty 5214.115077 = -6093069.794068 nChanged 247 SP:Iteration 159Q (15641.780000 sec): 3 clusters Score: Raw -6098334.631713 + Penalty 5214.115077 = -6093120.516636 nChanged 261 SP:Iteration 160F (15641.920000 sec): 3 clusters Score: Raw -6098389.062305 + Penalty 5214.115077 = -6093174.947228 nChanged 257 SP:Iteration 161Q (15642.060000 sec): 3 clusters Score: Raw -6098441.094239 + Penalty 5214.115077 = -6093226.979162 nChanged 263 SP:Iteration 162Q (15642.190000 sec): 3 clusters Score: Raw -6098495.650457 + Penalty 5214.115077 = -6093281.535380 nChanged 261 SP:Iteration 163Q (15642.320000 sec): 3 clusters Score: Raw -6098546.886784 + Penalty 5214.115077 = -6093332.771707 nChanged 249 SP:Iteration 164Q (15642.450000 sec): 3 clusters Score: Raw -6098599.610917 + Penalty 5214.115077 = -6093385.495840 nChanged 259 SP:Iteration 165Q (15642.580000 sec): 3 clusters Score: Raw -6098660.630531 + Penalty 5214.115077 = -6093446.515455 nChanged 309 SP:Iteration 166Q (15642.710000 sec): 3 clusters Score: Raw -6098739.592590 + Penalty 5214.115077 = -6093525.477513 nChanged 321 SP:Iteration 167Q (15642.840000 sec): 3 clusters Score: Raw -6098825.205238 + Penalty 5214.115077 = -6093611.090161 nChanged 343 SP:Iteration 168Q (15642.960000 sec): 3 clusters Score: Raw -6098928.401477 + Penalty 5214.115077 = -6093714.286400 nChanged 376 SP:Iteration 169Q (15643.090000 sec): 3 clusters Score: Raw -6099056.482053 + Penalty 5214.115077 = -6093842.366976 nChanged 417 SP:Iteration 170Q (15643.220000 sec): 3 clusters Score: Raw -6099194.160323 + Penalty 5214.115077 = -6093980.045246 nChanged 417 SP:Iteration 171Q (15643.340000 sec): 3 clusters Score: Raw -6099338.339228 + Penalty 5214.115077 = -6094124.224151 nChanged 428 SP:Iteration 172Q (15643.460000 sec): 3 clusters Score: Raw -6099501.523085 + Penalty 5214.115077 = -6094287.408008 nChanged 442 SP:Iteration 173Q (15643.580000 sec): 3 clusters Score: Raw -6099688.928705 + Penalty 5214.115077 = -6094474.813628 nChanged 452 SP:Iteration 174Q (15643.700000 sec): 3 clusters Score: Raw -6099895.969613 + Penalty 5214.115077 = -6094681.854536 nChanged 450 SP:Iteration 175Q (15643.820000 sec): 3 clusters Score: Raw -6100113.663127 + Penalty 5214.115077 = -6094899.548050 nChanged 427 SP:Iteration 176Q (15643.940000 sec): 3 clusters Score: Raw -6100334.443170 + Penalty 5214.115077 = -6095120.328093 nChanged 395 SP:Iteration 177Q (15644.060000 sec): 3 clusters Score: Raw -6100543.748041 + Penalty 5214.115077 = -6095329.632964 nChanged 367 SP:Iteration 178Q (15644.180000 sec): 3 clusters Score: Raw -6100725.564440 + Penalty 5214.115077 = -6095511.449363 nChanged 333 SP:Iteration 179Q (15644.290000 sec): 3 clusters Score: Raw -6100899.761533 + Penalty 5214.115077 = -6095685.646456 nChanged 285 SP:Iteration 180F (15644.440000 sec): 3 clusters Score: Raw -6101045.072153 + Penalty 5214.115077 = -6095830.957076 nChanged 241 SP:Iteration 181Q (15644.550000 sec): 3 clusters Score: Raw -6101161.794921 + Penalty 5214.115077 = -6095947.679845 nChanged 201 SP:Iteration 182Q (15644.660000 sec): 3 clusters Score: Raw -6101262.535722 + Penalty 5214.115077 = -6096048.420645 nChanged 172 SP:Iteration 183Q (15644.770000 sec): 3 clusters Score: Raw -6101360.345395 + Penalty 5214.115077 = -6096146.230318 nChanged 152 SP:Iteration 184Q (15644.880000 sec): 3 clusters Score: Raw -6101446.577606 + Penalty 5214.115077 = -6096232.462529 nChanged 120 SP:Iteration 185Q (15644.990000 sec): 3 clusters Score: Raw -6101511.691601 + Penalty 5214.115077 = -6096297.576524 nChanged 85 SP:Iteration 186Q (15645.100000 sec): 3 clusters Score: Raw -6101553.516444 + Penalty 5214.115077 = -6096339.401367 nChanged 65 SP:Iteration 187Q (15645.210000 sec): 3 clusters Score: Raw -6101585.166420 + Penalty 5214.115077 = -6096371.051343 nChanged 52 SP:Iteration 188Q (15645.320000 sec): 3 clusters Score: Raw -6101614.097795 + Penalty 5214.115077 = -6096399.982718 nChanged 50 SP:Iteration 189Q (15645.420000 sec): 3 clusters Score: Raw -6101637.660698 + Penalty 5214.115077 = -6096423.545621 nChanged 32 SP:Iteration 190Q (15645.530000 sec): 3 clusters Score: Raw -6101650.747337 + Penalty 5214.115077 = -6096436.632261 nChanged 29 SP:Iteration 191Q (15645.640000 sec): 3 clusters Score: Raw -6101665.912598 + Penalty 5214.115077 = -6096451.797521 nChanged 32 SP:Iteration 192Q (15645.740000 sec): 3 clusters Score: Raw -6101682.065039 + Penalty 5214.115077 = -6096467.949962 nChanged 28 SP:Iteration 193Q (15645.850000 sec): 3 clusters Score: Raw -6101695.310656 + Penalty 5214.115077 = -6096481.195579 nChanged 24 SP:Iteration 194Q (15645.960000 sec): 3 clusters Score: Raw -6101707.698178 + Penalty 5214.115077 = -6096493.583101 nChanged 23 SP:Iteration 195Q (15646.060000 sec): 3 clusters Score: Raw -6101717.602459 + Penalty 5214.115077 = -6096503.487382 nChanged 15 SP:Iteration 196Q (15646.170000 sec): 3 clusters Score: Raw -6101725.013990 + Penalty 5214.115077 = -6096510.898913 nChanged 12 SP:Iteration 197Q (15646.280000 sec): 3 clusters Score: Raw -6101730.953530 + Penalty 5214.115077 = -6096516.838453 nChanged 10 SP:Iteration 198Q (15646.380000 sec): 3 clusters Score: Raw -6101736.945352 + Penalty 5214.115077 = -6096522.830275 nChanged 8 SP:Iteration 199Q (15646.490000 sec): 3 clusters Score: Raw -6101741.607828 + Penalty 5214.115077 = -6096527.492752 nChanged 7 SP:Iteration 200F (15646.640000 sec): 3 clusters Score: Raw -6101744.757845 + Penalty 5214.115077 = -6096530.642768 nChanged 6 SP:Iteration 201Q (15646.740000 sec): 3 clusters Score: Raw -6101748.288786 + Penalty 5214.115077 = -6096534.173709 nChanged 7 SP:Iteration 202Q (15646.850000 sec): 3 clusters Score: Raw -6101753.390417 + Penalty 5214.115077 = -6096539.275340 nChanged 10 SP:Iteration 203Q (15646.950000 sec): 3 clusters Score: Raw -6101759.290546 + Penalty 5214.115077 = -6096545.175470 nChanged 10 SP:Iteration 204Q (15647.060000 sec): 3 clusters Score: Raw -6101764.977577 + Penalty 5214.115077 = -6096550.862500 nChanged 11 SP:Iteration 205Q (15647.160000 sec): 3 clusters Score: Raw -6101772.478333 + Penalty 5214.115077 = -6096558.363256 nChanged 13 SP:Iteration 206Q (15647.270000 sec): 3 clusters Score: Raw -6101778.688457 + Penalty 5214.115077 = -6096564.573380 nChanged 9 SP:Iteration 207Q (15647.380000 sec): 3 clusters Score: Raw -6101783.430636 + Penalty 5214.115077 = -6096569.315559 nChanged 9 SP:Iteration 208Q (15647.480000 sec): 3 clusters Score: Raw -6101789.376656 + Penalty 5214.115077 = -6096575.261579 nChanged 9 SP:Iteration 209Q (15647.590000 sec): 3 clusters Score: Raw -6101793.205388 + Penalty 5214.115077 = -6096579.090311 nChanged 4 SP:Iteration 210Q (15647.690000 sec): 3 clusters Score: Raw -6101795.095023 + Penalty 5214.115077 = -6096580.979947 nChanged 5 SP:Iteration 211Q (15647.800000 sec): 3 clusters Score: Raw -6101796.989059 + Penalty 5214.115077 = -6096582.873982 nChanged 1 SP:Iteration 212Q (15647.900000 sec): 3 clusters Score: Raw -6101797.749421 + Penalty 5214.115077 = -6096583.634344 nChanged 0 SP:Iteration 213F (15648.060000 sec): 3 clusters Score: Raw -6101797.749421 + Penalty 5214.115077 = -6096583.634344 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15648.080000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15648.090000 sec): 3 clusters Score: Raw -58264.673973 + Penalty 2946.324941 = -55318.349032 nChanged 58 SP:Iteration 1F (15648.090000 sec): 3 clusters Score: Raw -58434.924556 + Penalty 2946.324941 = -55488.599614 nChanged 19 SP:Iteration 2Q (15648.090000 sec): 3 clusters Score: Raw -58518.804786 + Penalty 2946.324941 = -55572.479845 nChanged 9 SP:Iteration 3Q (15648.090000 sec): 3 clusters Score: Raw -58547.087223 + Penalty 2946.324941 = -55600.762281 nChanged 8 SP:Iteration 4Q (15648.090000 sec): 3 clusters Score: Raw -58567.594203 + Penalty 2946.324941 = -55621.269262 nChanged 6 SP:Iteration 5Q (15648.100000 sec): 3 clusters Score: Raw -58606.415073 + Penalty 2946.324941 = -55660.090132 nChanged 10 SP:Iteration 6Q (15648.100000 sec): 3 clusters Score: Raw -58647.663737 + Penalty 2946.324941 = -55701.338795 nChanged 11 SP:Iteration 7Q (15648.100000 sec): 3 clusters Score: Raw -58682.078575 + Penalty 2946.324941 = -55735.753634 nChanged 3 SP:Iteration 8Q (15648.100000 sec): 3 clusters Score: Raw -58699.047438 + Penalty 2946.324941 = -55752.722497 nChanged 3 SP:Iteration 9Q (15648.100000 sec): 3 clusters Score: Raw -58707.128820 + Penalty 2946.324941 = -55760.803878 nChanged 3 SP:Iteration 10Q (15648.100000 sec): 3 clusters Score: Raw -58717.990831 + Penalty 2946.324941 = -55771.665890 nChanged 1 SP:Iteration 11Q (15648.100000 sec): 3 clusters Score: Raw -58720.635958 + Penalty 2946.324941 = -55774.311017 nChanged 0 SP:Iteration 12F (15648.100000 sec): 3 clusters Score: Raw -58720.635958 + Penalty 2946.324941 = -55774.311017 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15648.120000 sec): 2 clusters Score: Raw -594860.709936 + Penalty 2020.311992 = -592840.397944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15648.140000 sec): 3 clusters Score: Raw -593341.601979 + Penalty 4040.623984 = -589300.977995 nChanged 1238 SP:Iteration 1F (15648.150000 sec): 3 clusters Score: Raw -594152.086602 + Penalty 4040.623984 = -590111.462617 nChanged 280 SP:Iteration 2F (15648.170000 sec): 3 clusters Score: Raw -594330.438831 + Penalty 4040.623984 = -590289.814847 nChanged 168 SP:Iteration 3Q (15648.180000 sec): 3 clusters Score: Raw -594436.498177 + Penalty 4040.623984 = -590395.874193 nChanged 120 SP:Iteration 4Q (15648.190000 sec): 3 clusters Score: Raw -594510.531905 + Penalty 4040.623984 = -590469.907921 nChanged 79 SP:Iteration 5Q (15648.210000 sec): 3 clusters Score: Raw -594562.116004 + Penalty 4040.623984 = -590521.492020 nChanged 74 SP:Iteration 6Q (15648.220000 sec): 3 clusters Score: Raw -594609.567534 + Penalty 4040.623984 = -590568.943550 nChanged 67 SP:Iteration 7Q (15648.230000 sec): 3 clusters Score: Raw -594646.018037 + Penalty 4040.623984 = -590605.394052 nChanged 57 SP:Iteration 8Q (15648.250000 sec): 3 clusters Score: Raw -594677.352071 + Penalty 4040.623984 = -590636.728087 nChanged 51 SP:Iteration 9Q (15648.260000 sec): 3 clusters Score: Raw -594700.690071 + Penalty 4040.623984 = -590660.066087 nChanged 37 SP:Iteration 10Q (15648.280000 sec): 3 clusters Score: Raw -594719.881751 + Penalty 4040.623984 = -590679.257767 nChanged 44 SP:Iteration 11Q (15648.290000 sec): 3 clusters Score: Raw -594742.703521 + Penalty 4040.623984 = -590702.079536 nChanged 38 SP:Iteration 12Q (15648.300000 sec): 3 clusters Score: Raw -594759.592527 + Penalty 4040.623984 = -590718.968542 nChanged 29 SP:Iteration 13Q (15648.320000 sec): 3 clusters Score: Raw -594771.975391 + Penalty 4040.623984 = -590731.351407 nChanged 19 SP:Iteration 14Q (15648.330000 sec): 3 clusters Score: Raw -594779.198940 + Penalty 4040.623984 = -590738.574956 nChanged 17 SP:Iteration 15Q (15648.340000 sec): 3 clusters Score: Raw -594785.464306 + Penalty 4040.623984 = -590744.840322 nChanged 13 SP:Iteration 16Q (15648.360000 sec): 3 clusters Score: Raw -594790.078700 + Penalty 4040.623984 = -590749.454716 nChanged 11 SP:Iteration 17Q (15648.370000 sec): 3 clusters Score: Raw -594795.247696 + Penalty 4040.623984 = -590754.623712 nChanged 12 SP:Iteration 18Q (15648.380000 sec): 3 clusters Score: Raw -594800.132985 + Penalty 4040.623984 = -590759.509001 nChanged 9 SP:Iteration 19Q (15648.400000 sec): 3 clusters Score: Raw -594803.389910 + Penalty 4040.623984 = -590762.765925 nChanged 14 SP:Iteration 20F (15648.410000 sec): 3 clusters Score: Raw -594807.547645 + Penalty 4040.623984 = -590766.923661 nChanged 6 SP:Iteration 21Q (15648.420000 sec): 3 clusters Score: Raw -594809.921176 + Penalty 4040.623984 = -590769.297191 nChanged 10 SP:Iteration 22Q (15648.440000 sec): 3 clusters Score: Raw -594813.615748 + Penalty 4040.623984 = -590772.991764 nChanged 15 SP:Iteration 23Q (15648.450000 sec): 3 clusters Score: Raw -594820.243815 + Penalty 4040.623984 = -590779.619831 nChanged 11 SP:Iteration 24Q (15648.460000 sec): 3 clusters Score: Raw -594823.985307 + Penalty 4040.623984 = -590783.361322 nChanged 16 SP:Iteration 25Q (15648.480000 sec): 3 clusters Score: Raw -594831.613501 + Penalty 4040.623984 = -590790.989517 nChanged 21 SP:Iteration 26Q (15648.490000 sec): 3 clusters Score: Raw -594840.052032 + Penalty 4040.623984 = -590799.428048 nChanged 13 SP:Iteration 27Q (15648.500000 sec): 3 clusters Score: Raw -594847.124407 + Penalty 4040.623984 = -590806.500423 nChanged 10 SP:Iteration 28Q (15648.520000 sec): 3 clusters Score: Raw -594851.865427 + Penalty 4040.623984 = -590811.241442 nChanged 7 SP:Iteration 29Q (15648.530000 sec): 3 clusters Score: Raw -594854.357782 + Penalty 4040.623984 = -590813.733797 nChanged 8 SP:Iteration 30Q (15648.540000 sec): 3 clusters Score: Raw -594857.881034 + Penalty 4040.623984 = -590817.257050 nChanged 11 SP:Iteration 31Q (15648.560000 sec): 3 clusters Score: Raw -594862.467125 + Penalty 4040.623984 = -590821.843141 nChanged 12 SP:Iteration 32Q (15648.570000 sec): 3 clusters Score: Raw -594866.922650 + Penalty 4040.623984 = -590826.298666 nChanged 10 SP:Iteration 33Q (15648.580000 sec): 3 clusters Score: Raw -594871.639771 + Penalty 4040.623984 = -590831.015787 nChanged 13 SP:Iteration 34Q (15648.600000 sec): 3 clusters Score: Raw -594878.062516 + Penalty 4040.623984 = -590837.438532 nChanged 10 SP:Iteration 35Q (15648.610000 sec): 3 clusters Score: Raw -594882.549270 + Penalty 4040.623984 = -590841.925286 nChanged 12 SP:Iteration 36Q (15648.620000 sec): 3 clusters Score: Raw -594887.706814 + Penalty 4040.623984 = -590847.082830 nChanged 8 SP:Iteration 37Q (15648.640000 sec): 3 clusters Score: Raw -594891.131771 + Penalty 4040.623984 = -590850.507786 nChanged 8 SP:Iteration 38Q (15648.650000 sec): 3 clusters Score: Raw -594894.375747 + Penalty 4040.623984 = -590853.751763 nChanged 5 SP:Iteration 39Q (15648.660000 sec): 3 clusters Score: Raw -594895.940175 + Penalty 4040.623984 = -590855.316191 nChanged 3 SP:Iteration 40F (15648.680000 sec): 3 clusters Score: Raw -594896.589452 + Penalty 4040.623984 = -590855.965468 nChanged 1 SP:Iteration 41Q (15648.690000 sec): 3 clusters Score: Raw -594897.030123 + Penalty 4040.623984 = -590856.406138 nChanged 3 SP:Iteration 42Q (15648.710000 sec): 3 clusters Score: Raw -594899.197516 + Penalty 4040.623984 = -590858.573531 nChanged 7 SP:Iteration 43Q (15648.720000 sec): 3 clusters Score: Raw -594902.401248 + Penalty 4040.623984 = -590861.777263 nChanged 6 SP:Iteration 44Q (15648.730000 sec): 3 clusters Score: Raw -594904.788191 + Penalty 4040.623984 = -590864.164207 nChanged 5 SP:Iteration 45Q (15648.750000 sec): 3 clusters Score: Raw -594907.780219 + Penalty 4040.623984 = -590867.156235 nChanged 6 SP:Iteration 46Q (15648.760000 sec): 3 clusters Score: Raw -594912.008649 + Penalty 4040.623984 = -590871.384665 nChanged 7 SP:Iteration 47Q (15648.770000 sec): 3 clusters Score: Raw -594914.479907 + Penalty 4040.623984 = -590873.855922 nChanged 10 SP:Iteration 48Q (15648.790000 sec): 3 clusters Score: Raw -594918.164620 + Penalty 4040.623984 = -590877.540636 nChanged 8 SP:Iteration 49Q (15648.800000 sec): 3 clusters Score: Raw -594922.249320 + Penalty 4040.623984 = -590881.625336 nChanged 9 SP:Iteration 50Q (15648.810000 sec): 3 clusters Score: Raw -594926.712958 + Penalty 4040.623984 = -590886.088974 nChanged 10 SP:Iteration 51Q (15648.830000 sec): 3 clusters Score: Raw -594932.871174 + Penalty 4040.623984 = -590892.247190 nChanged 11 SP:Iteration 52Q (15648.840000 sec): 3 clusters Score: Raw -594938.168239 + Penalty 4040.623984 = -590897.544255 nChanged 8 SP:Iteration 53Q (15648.850000 sec): 3 clusters Score: Raw -594942.409668 + Penalty 4040.623984 = -590901.785683 nChanged 8 SP:Iteration 54Q (15648.870000 sec): 3 clusters Score: Raw -594945.185345 + Penalty 4040.623984 = -590904.561361 nChanged 8 SP:Iteration 55Q (15648.880000 sec): 3 clusters Score: Raw -594948.316759 + Penalty 4040.623984 = -590907.692775 nChanged 7 SP:Iteration 56Q (15648.890000 sec): 3 clusters Score: Raw -594951.629940 + Penalty 4040.623984 = -590911.005956 nChanged 4 SP:Iteration 57Q (15648.910000 sec): 3 clusters Score: Raw -594953.689333 + Penalty 4040.623984 = -590913.065349 nChanged 2 SP:Iteration 58Q (15648.920000 sec): 3 clusters Score: Raw -594954.265869 + Penalty 4040.623984 = -590913.641885 nChanged 1 SP:Iteration 59Q (15648.930000 sec): 3 clusters Score: Raw -594954.919087 + Penalty 4040.623984 = -590914.295103 nChanged 4 SP:Iteration 60F (15648.950000 sec): 3 clusters Score: Raw -594956.603513 + Penalty 4040.623984 = -590915.979529 nChanged 6 SP:Iteration 61Q (15648.960000 sec): 3 clusters Score: Raw -594960.209905 + Penalty 4040.623984 = -590919.585921 nChanged 9 SP:Iteration 62Q (15648.980000 sec): 3 clusters Score: Raw -594964.098676 + Penalty 4040.623984 = -590923.474692 nChanged 9 SP:Iteration 63Q (15648.990000 sec): 3 clusters Score: Raw -594968.778559 + Penalty 4040.623984 = -590928.154575 nChanged 9 SP:Iteration 64Q (15649.000000 sec): 3 clusters Score: Raw -594971.987959 + Penalty 4040.623984 = -590931.363974 nChanged 6 SP:Iteration 65Q (15649.020000 sec): 3 clusters Score: Raw -594973.917916 + Penalty 4040.623984 = -590933.293932 nChanged 5 SP:Iteration 66Q (15649.030000 sec): 3 clusters Score: Raw -594976.372548 + Penalty 4040.623984 = -590935.748564 nChanged 7 SP:Iteration 67Q (15649.040000 sec): 3 clusters Score: Raw -594979.183151 + Penalty 4040.623984 = -590938.559166 nChanged 9 SP:Iteration 68Q (15649.060000 sec): 3 clusters Score: Raw -594983.003161 + Penalty 4040.623984 = -590942.379177 nChanged 11 SP:Iteration 69Q (15649.070000 sec): 3 clusters Score: Raw -594988.093636 + Penalty 4040.623984 = -590947.469651 nChanged 4 SP:Iteration 70Q (15649.080000 sec): 3 clusters Score: Raw -594990.023499 + Penalty 4040.623984 = -590949.399514 nChanged 4 SP:Iteration 71Q (15649.100000 sec): 3 clusters Score: Raw -594990.940200 + Penalty 4040.623984 = -590950.316215 nChanged 6 SP:Iteration 72Q (15649.110000 sec): 3 clusters Score: Raw -594993.020211 + Penalty 4040.623984 = -590952.396226 nChanged 5 SP:Iteration 73Q (15649.120000 sec): 3 clusters Score: Raw -594994.452465 + Penalty 4040.623984 = -590953.828481 nChanged 6 SP:Iteration 74Q (15649.140000 sec): 3 clusters Score: Raw -594996.782689 + Penalty 4040.623984 = -590956.158704 nChanged 8 SP:Iteration 75Q (15649.150000 sec): 3 clusters Score: Raw -595000.023030 + Penalty 4040.623984 = -590959.399046 nChanged 5 SP:Iteration 76Q (15649.160000 sec): 3 clusters Score: Raw -595002.028227 + Penalty 4040.623984 = -590961.404242 nChanged 3 SP:Iteration 77Q (15649.180000 sec): 3 clusters Score: Raw -595003.279001 + Penalty 4040.623984 = -590962.655016 nChanged 2 SP:Iteration 78Q (15649.190000 sec): 3 clusters Score: Raw -595003.979276 + Penalty 4040.623984 = -590963.355292 nChanged 3 SP:Iteration 79Q (15649.200000 sec): 3 clusters Score: Raw -595005.338540 + Penalty 4040.623984 = -590964.714556 nChanged 2 SP:Iteration 80F (15649.220000 sec): 3 clusters Score: Raw -595006.199880 + Penalty 4040.623984 = -590965.575896 nChanged 3 SP:Iteration 81Q (15649.230000 sec): 3 clusters Score: Raw -595007.460037 + Penalty 4040.623984 = -590966.836052 nChanged 2 SP:Iteration 82Q (15649.240000 sec): 3 clusters Score: Raw -595008.537885 + Penalty 4040.623984 = -590967.913901 nChanged 5 SP:Iteration 83Q (15649.260000 sec): 3 clusters Score: Raw -595011.144558 + Penalty 4040.623984 = -590970.520574 nChanged 4 SP:Iteration 84Q (15649.270000 sec): 3 clusters Score: Raw -595015.339333 + Penalty 4040.623984 = -590974.715349 nChanged 10 SP:Iteration 85Q (15649.280000 sec): 3 clusters Score: Raw -595021.839210 + Penalty 4040.623984 = -590981.215226 nChanged 9 SP:Iteration 86Q (15649.300000 sec): 3 clusters Score: Raw -595028.678612 + Penalty 4040.623984 = -590988.054628 nChanged 7 SP:Iteration 87Q (15649.310000 sec): 3 clusters Score: Raw -595033.727871 + Penalty 4040.623984 = -590993.103886 nChanged 9 SP:Iteration 88Q (15649.320000 sec): 3 clusters Score: Raw -595037.869745 + Penalty 4040.623984 = -590997.245761 nChanged 9 SP:Iteration 89Q (15649.340000 sec): 3 clusters Score: Raw -595042.316174 + Penalty 4040.623984 = -591001.692190 nChanged 6 SP:Iteration 90Q (15649.350000 sec): 3 clusters Score: Raw -595044.272786 + Penalty 4040.623984 = -591003.648802 nChanged 3 SP:Iteration 91Q (15649.360000 sec): 3 clusters Score: Raw -595045.232740 + Penalty 4040.623984 = -591004.608755 nChanged 1 SP:Iteration 92Q (15649.380000 sec): 3 clusters Score: Raw -595045.373101 + Penalty 4040.623984 = -591004.749116 nChanged 1 SP:Iteration 93Q (15649.390000 sec): 3 clusters Score: Raw -595045.942038 + Penalty 4040.623984 = -591005.318054 nChanged 0 SP:Iteration 94F (15649.400000 sec): 3 clusters Score: Raw -595045.942038 + Penalty 4040.623984 = -591005.318054 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15649.430000 sec): 2 clusters Score: Raw -1026422.729710 + Penalty 2145.454086 = -1024277.275625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15649.450000 sec): 3 clusters Score: Raw -1023617.549376 + Penalty 4290.908171 = -1019326.641205 nChanged 2251 SP:Iteration 1F (15649.480000 sec): 3 clusters Score: Raw -1024801.349296 + Penalty 4290.908171 = -1020510.441125 nChanged 371 SP:Iteration 2F (15649.500000 sec): 3 clusters Score: Raw -1024989.538458 + Penalty 4290.908171 = -1020698.630287 nChanged 268 SP:Iteration 3Q (15649.520000 sec): 3 clusters Score: Raw -1025125.244987 + Penalty 4290.908171 = -1020834.336816 nChanged 212 SP:Iteration 4Q (15649.540000 sec): 3 clusters Score: Raw -1025237.572343 + Penalty 4290.908171 = -1020946.664171 nChanged 176 SP:Iteration 5Q (15649.560000 sec): 3 clusters Score: Raw -1025341.138269 + Penalty 4290.908171 = -1021050.230097 nChanged 168 SP:Iteration 6Q (15649.590000 sec): 3 clusters Score: Raw -1025426.278325 + Penalty 4290.908171 = -1021135.370154 nChanged 152 SP:Iteration 7Q (15649.610000 sec): 3 clusters Score: Raw -1025519.651685 + Penalty 4290.908171 = -1021228.743513 nChanged 166 SP:Iteration 8Q (15649.630000 sec): 3 clusters Score: Raw -1025622.773218 + Penalty 4290.908171 = -1021331.865047 nChanged 186 SP:Iteration 9Q (15649.660000 sec): 3 clusters Score: Raw -1025721.916195 + Penalty 4290.908171 = -1021431.008024 nChanged 183 SP:Iteration 10Q (15649.680000 sec): 3 clusters Score: Raw -1025832.408823 + Penalty 4290.908171 = -1021541.500652 nChanged 208 SP:Iteration 11Q (15649.700000 sec): 3 clusters Score: Raw -1025974.792008 + Penalty 4290.908171 = -1021683.883836 nChanged 236 SP:Iteration 12Q (15649.720000 sec): 3 clusters Score: Raw -1026145.909545 + Penalty 4290.908171 = -1021855.001373 nChanged 246 SP:Iteration 13Q (15649.740000 sec): 3 clusters Score: Raw -1026339.905825 + Penalty 4290.908171 = -1022048.997654 nChanged 242 SP:Iteration 14Q (15649.770000 sec): 3 clusters Score: Raw -1026572.356805 + Penalty 4290.908171 = -1022281.448634 nChanged 210 SP:Iteration 15Q (15649.790000 sec): 3 clusters Score: Raw -1026767.121044 + Penalty 4290.908171 = -1022476.212872 nChanged 175 SP:Iteration 16Q (15649.810000 sec): 3 clusters Score: Raw -1026918.246033 + Penalty 4290.908171 = -1022627.337862 nChanged 144 SP:Iteration 17Q (15649.830000 sec): 3 clusters Score: Raw -1027044.836889 + Penalty 4290.908171 = -1022753.928717 nChanged 132 SP:Iteration 18Q (15649.860000 sec): 3 clusters Score: Raw -1027141.490780 + Penalty 4290.908171 = -1022850.582609 nChanged 95 SP:Iteration 19Q (15649.880000 sec): 3 clusters Score: Raw -1027206.712672 + Penalty 4290.908171 = -1022915.804500 nChanged 82 SP:Iteration 20F (15649.900000 sec): 3 clusters Score: Raw -1027262.292209 + Penalty 4290.908171 = -1022971.384038 nChanged 68 SP:Iteration 21Q (15649.920000 sec): 3 clusters Score: Raw -1027310.858249 + Penalty 4290.908171 = -1023019.950078 nChanged 64 SP:Iteration 22Q (15649.940000 sec): 3 clusters Score: Raw -1027351.084318 + Penalty 4290.908171 = -1023060.176147 nChanged 68 SP:Iteration 23Q (15649.960000 sec): 3 clusters Score: Raw -1027399.929078 + Penalty 4290.908171 = -1023109.020907 nChanged 67 SP:Iteration 24Q (15649.980000 sec): 3 clusters Score: Raw -1027449.583714 + Penalty 4290.908171 = -1023158.675543 nChanged 64 SP:Iteration 25Q (15650.000000 sec): 3 clusters Score: Raw -1027483.947590 + Penalty 4290.908171 = -1023193.039419 nChanged 54 SP:Iteration 26Q (15650.020000 sec): 3 clusters Score: Raw -1027513.166090 + Penalty 4290.908171 = -1023222.257918 nChanged 36 SP:Iteration 27Q (15650.040000 sec): 3 clusters Score: Raw -1027531.856549 + Penalty 4290.908171 = -1023240.948377 nChanged 28 SP:Iteration 28Q (15650.070000 sec): 3 clusters Score: Raw -1027545.452841 + Penalty 4290.908171 = -1023254.544669 nChanged 27 SP:Iteration 29Q (15650.090000 sec): 3 clusters Score: Raw -1027562.311371 + Penalty 4290.908171 = -1023271.403200 nChanged 34 SP:Iteration 30Q (15650.110000 sec): 3 clusters Score: Raw -1027580.808961 + Penalty 4290.908171 = -1023289.900790 nChanged 24 SP:Iteration 31Q (15650.130000 sec): 3 clusters Score: Raw -1027591.479749 + Penalty 4290.908171 = -1023300.571578 nChanged 24 SP:Iteration 32Q (15650.150000 sec): 3 clusters Score: Raw -1027603.893473 + Penalty 4290.908171 = -1023312.985302 nChanged 22 SP:Iteration 33Q (15650.170000 sec): 3 clusters Score: Raw -1027612.543144 + Penalty 4290.908171 = -1023321.634972 nChanged 19 SP:Iteration 34Q (15650.190000 sec): 3 clusters Score: Raw -1027620.266918 + Penalty 4290.908171 = -1023329.358747 nChanged 20 SP:Iteration 35Q (15650.210000 sec): 3 clusters Score: Raw -1027626.903830 + Penalty 4290.908171 = -1023335.995659 nChanged 7 SP:Iteration 36Q (15650.230000 sec): 3 clusters Score: Raw -1027629.530504 + Penalty 4290.908171 = -1023338.622333 nChanged 7 SP:Iteration 37Q (15650.250000 sec): 3 clusters Score: Raw -1027631.883011 + Penalty 4290.908171 = -1023340.974839 nChanged 7 SP:Iteration 38Q (15650.280000 sec): 3 clusters Score: Raw -1027634.002104 + Penalty 4290.908171 = -1023343.093933 nChanged 5 SP:Iteration 39Q (15650.300000 sec): 3 clusters Score: Raw -1027636.042918 + Penalty 4290.908171 = -1023345.134746 nChanged 8 SP:Iteration 40F (15650.320000 sec): 3 clusters Score: Raw -1027638.443349 + Penalty 4290.908171 = -1023347.535177 nChanged 6 SP:Iteration 41Q (15650.340000 sec): 3 clusters Score: Raw -1027639.890735 + Penalty 4290.908171 = -1023348.982563 nChanged 5 SP:Iteration 42Q (15650.360000 sec): 3 clusters Score: Raw -1027641.396893 + Penalty 4290.908171 = -1023350.488721 nChanged 5 SP:Iteration 43Q (15650.380000 sec): 3 clusters Score: Raw -1027642.774925 + Penalty 4290.908171 = -1023351.866754 nChanged 5 SP:Iteration 44Q (15650.400000 sec): 3 clusters Score: Raw -1027644.531225 + Penalty 4290.908171 = -1023353.623054 nChanged 4 SP:Iteration 45Q (15650.420000 sec): 3 clusters Score: Raw -1027646.056601 + Penalty 4290.908171 = -1023355.148429 nChanged 5 SP:Iteration 46Q (15650.440000 sec): 3 clusters Score: Raw -1027647.484827 + Penalty 4290.908171 = -1023356.576656 nChanged 5 SP:Iteration 47Q (15650.470000 sec): 3 clusters Score: Raw -1027648.851200 + Penalty 4290.908171 = -1023357.943029 nChanged 2 SP:Iteration 48Q (15650.490000 sec): 3 clusters Score: Raw -1027649.455827 + Penalty 4290.908171 = -1023358.547655 nChanged 2 SP:Iteration 49Q (15650.510000 sec): 3 clusters Score: Raw -1027650.140704 + Penalty 4290.908171 = -1023359.232532 nChanged 0 SP:Iteration 50F (15650.530000 sec): 3 clusters Score: Raw -1027650.140704 + Penalty 4290.908171 = -1023359.232532 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (89246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15650.890000 sec): 2 clusters Score: Raw -15172073.550197 + Penalty 2826.989666 = -15169246.560530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15651.260000 sec): 3 clusters Score: Raw -15114884.568627 + Penalty 5653.979333 = -15109230.589294 nChanged 42212 SP:Iteration 1F (15651.640000 sec): 3 clusters Score: Raw -15139363.447427 + Penalty 5653.979333 = -15133709.468094 nChanged 3237 SP:Iteration 2Q (15652.020000 sec): 3 clusters Score: Raw -15140228.402350 + Penalty 5653.979333 = -15134574.423017 nChanged 3270 SP:Iteration 3Q (15652.410000 sec): 3 clusters Score: Raw -15141189.889221 + Penalty 5653.979333 = -15135535.909888 nChanged 3435 SP:Iteration 4Q (15652.800000 sec): 3 clusters Score: Raw -15142391.880377 + Penalty 5653.979333 = -15136737.901045 nChanged 3797 SP:Iteration 5Q (15653.190000 sec): 3 clusters Score: Raw -15143997.332232 + Penalty 5653.979333 = -15138343.352899 nChanged 4306 SP:Iteration 6Q (15653.580000 sec): 3 clusters Score: Raw -15146164.901844 + Penalty 5653.979333 = -15140510.922511 nChanged 4736 SP:Iteration 7F (15653.960000 sec): 3 clusters Score: Raw -15149154.392988 + Penalty 5653.979333 = -15143500.413655 nChanged 5299 SP:Iteration 8F (15654.330000 sec): 3 clusters Score: Raw -15152966.718392 + Penalty 5653.979333 = -15147312.739059 nChanged 5224 SP:Iteration 9F (15654.700000 sec): 3 clusters Score: Raw -15156355.714887 + Penalty 5653.979333 = -15150701.735554 nChanged 4147 SP:Iteration 10Q (15655.090000 sec): 3 clusters Score: Raw -15158107.111569 + Penalty 5653.979333 = -15152453.132236 nChanged 2466 SP:Iteration 11Q (15655.460000 sec): 3 clusters Score: Raw -15158760.915429 + Penalty 5653.979333 = -15153106.936096 nChanged 1516 SP:Iteration 12Q (15655.840000 sec): 3 clusters Score: Raw -15159107.605960 + Penalty 5653.979333 = -15153453.626627 nChanged 1253 SP:Iteration 13Q (15656.210000 sec): 3 clusters Score: Raw -15159405.231301 + Penalty 5653.979333 = -15153751.251969 nChanged 1107 SP:Iteration 14Q (15656.580000 sec): 3 clusters Score: Raw -15159668.584824 + Penalty 5653.979333 = -15154014.605491 nChanged 1092 SP:Iteration 15Q (15656.960000 sec): 3 clusters Score: Raw -15159945.599904 + Penalty 5653.979333 = -15154291.620571 nChanged 1080 SP:Iteration 16Q (15657.320000 sec): 3 clusters Score: Raw -15160201.113216 + Penalty 5653.979333 = -15154547.133883 nChanged 1048 SP:Iteration 17Q (15657.700000 sec): 3 clusters Score: Raw -15160457.392325 + Penalty 5653.979333 = -15154803.412992 nChanged 1063 SP:Iteration 18Q (15658.060000 sec): 3 clusters Score: Raw -15160719.156665 + Penalty 5653.979333 = -15155065.177332 nChanged 1046 SP:Iteration 19Q (15658.420000 sec): 3 clusters Score: Raw -15160981.722958 + Penalty 5653.979333 = -15155327.743625 nChanged 1092 SP:Iteration 20F (15658.800000 sec): 3 clusters Score: Raw -15161272.093537 + Penalty 5653.979333 = -15155618.114204 nChanged 1143 SP:Iteration 21Q (15659.160000 sec): 3 clusters Score: Raw -15161571.535888 + Penalty 5653.979333 = -15155917.556556 nChanged 1132 SP:Iteration 22Q (15659.520000 sec): 3 clusters Score: Raw -15161870.898454 + Penalty 5653.979333 = -15156216.919121 nChanged 1164 SP:Iteration 23Q (15659.880000 sec): 3 clusters Score: Raw -15162176.493002 + Penalty 5653.979333 = -15156522.513670 nChanged 1180 SP:Iteration 24Q (15660.230000 sec): 3 clusters Score: Raw -15162500.316128 + Penalty 5653.979333 = -15156846.336795 nChanged 1203 SP:Iteration 25Q (15660.580000 sec): 3 clusters Score: Raw -15162837.067669 + Penalty 5653.979333 = -15157183.088336 nChanged 1221 SP:Iteration 26Q (15660.940000 sec): 3 clusters Score: Raw -15163195.826399 + Penalty 5653.979333 = -15157541.847066 nChanged 1298 SP:Iteration 27Q (15661.280000 sec): 3 clusters Score: Raw -15163598.849015 + Penalty 5653.979333 = -15157944.869682 nChanged 1288 SP:Iteration 28Q (15661.620000 sec): 3 clusters Score: Raw -15164006.553218 + Penalty 5653.979333 = -15158352.573886 nChanged 1318 SP:Iteration 29Q (15661.970000 sec): 3 clusters Score: Raw -15164454.227607 + Penalty 5653.979333 = -15158800.248274 nChanged 1379 SP:Iteration 30Q (15662.300000 sec): 3 clusters Score: Raw -15164948.058653 + Penalty 5653.979333 = -15159294.079321 nChanged 1378 SP:Iteration 31Q (15662.640000 sec): 3 clusters Score: Raw -15165461.324481 + Penalty 5653.979333 = -15159807.345148 nChanged 1353 SP:Iteration 32Q (15662.960000 sec): 3 clusters Score: Raw -15165992.161798 + Penalty 5653.979333 = -15160338.182465 nChanged 1447 SP:Iteration 33Q (15663.290000 sec): 3 clusters Score: Raw -15166605.741342 + Penalty 5653.979333 = -15160951.762009 nChanged 1415 SP:Iteration 34Q (15663.610000 sec): 3 clusters Score: Raw -15167231.922614 + Penalty 5653.979333 = -15161577.943281 nChanged 1354 SP:Iteration 35Q (15663.930000 sec): 3 clusters Score: Raw -15167843.968517 + Penalty 5653.979333 = -15162189.989184 nChanged 1310 SP:Iteration 36Q (15664.240000 sec): 3 clusters Score: Raw -15168470.211873 + Penalty 5653.979333 = -15162816.232541 nChanged 1207 SP:Iteration 37Q (15664.550000 sec): 3 clusters Score: Raw -15169077.998421 + Penalty 5653.979333 = -15163424.019088 nChanged 1140 SP:Iteration 38Q (15664.850000 sec): 3 clusters Score: Raw -15169644.839082 + Penalty 5653.979333 = -15163990.859749 nChanged 1003 SP:Iteration 39Q (15665.150000 sec): 3 clusters Score: Raw -15170137.988169 + Penalty 5653.979333 = -15164484.008836 nChanged 835 SP:Iteration 40F (15665.520000 sec): 3 clusters Score: Raw -15170600.903119 + Penalty 5653.979333 = -15164946.923786 nChanged 778 SP:Iteration 41Q (15665.810000 sec): 3 clusters Score: Raw -15171027.309329 + Penalty 5653.979333 = -15165373.329996 nChanged 662 SP:Iteration 42Q (15666.100000 sec): 3 clusters Score: Raw -15171351.726783 + Penalty 5653.979333 = -15165697.747450 nChanged 520 SP:Iteration 43Q (15666.380000 sec): 3 clusters Score: Raw -15171601.414579 + Penalty 5653.979333 = -15165947.435246 nChanged 425 SP:Iteration 44Q (15666.660000 sec): 3 clusters Score: Raw -15171802.449959 + Penalty 5653.979333 = -15166148.470626 nChanged 332 SP:Iteration 45Q (15666.940000 sec): 3 clusters Score: Raw -15171957.040324 + Penalty 5653.979333 = -15166303.060991 nChanged 253 SP:Iteration 46Q (15667.220000 sec): 3 clusters Score: Raw -15172069.893568 + Penalty 5653.979333 = -15166415.914236 nChanged 184 SP:Iteration 47Q (15667.490000 sec): 3 clusters Score: Raw -15172142.947200 + Penalty 5653.979333 = -15166488.967868 nChanged 131 SP:Iteration 48Q (15667.760000 sec): 3 clusters Score: Raw -15172196.507650 + Penalty 5653.979333 = -15166542.528317 nChanged 115 SP:Iteration 49Q (15668.030000 sec): 3 clusters Score: Raw -15172242.828041 + Penalty 5653.979333 = -15166588.848708 nChanged 101 SP:Iteration 50Q (15668.300000 sec): 3 clusters Score: Raw -15172285.981807 + Penalty 5653.979333 = -15166632.002474 nChanged 94 SP:Iteration 51Q (15668.570000 sec): 3 clusters Score: Raw -15172326.257463 + Penalty 5653.979333 = -15166672.278130 nChanged 66 SP:Iteration 52Q (15668.840000 sec): 3 clusters Score: Raw -15172346.633589 + Penalty 5653.979333 = -15166692.654256 nChanged 53 SP:Iteration 53Q (15669.110000 sec): 3 clusters Score: Raw -15172367.880405 + Penalty 5653.979333 = -15166713.901072 nChanged 53 SP:Iteration 54Q (15669.380000 sec): 3 clusters Score: Raw -15172387.890088 + Penalty 5653.979333 = -15166733.910755 nChanged 44 SP:Iteration 55Q (15669.650000 sec): 3 clusters Score: Raw -15172403.239461 + Penalty 5653.979333 = -15166749.260128 nChanged 33 SP:Iteration 56Q (15669.920000 sec): 3 clusters Score: Raw -15172415.409748 + Penalty 5653.979333 = -15166761.430415 nChanged 30 SP:Iteration 57Q (15670.190000 sec): 3 clusters Score: Raw -15172426.579559 + Penalty 5653.979333 = -15166772.600226 nChanged 32 SP:Iteration 58Q (15670.450000 sec): 3 clusters Score: Raw -15172437.516237 + Penalty 5653.979333 = -15166783.536905 nChanged 20 SP:Iteration 59Q (15670.720000 sec): 3 clusters Score: Raw -15172445.196383 + Penalty 5653.979333 = -15166791.217050 nChanged 20 SP:Iteration 60F (15671.090000 sec): 3 clusters Score: Raw -15172453.593215 + Penalty 5653.979333 = -15166799.613883 nChanged 20 SP:Iteration 61Q (15671.350000 sec): 3 clusters Score: Raw -15172460.306381 + Penalty 5653.979333 = -15166806.327048 nChanged 16 SP:Iteration 62Q (15671.620000 sec): 3 clusters Score: Raw -15172464.729222 + Penalty 5653.979333 = -15166810.749889 nChanged 8 SP:Iteration 63Q (15671.890000 sec): 3 clusters Score: Raw -15172467.385892 + Penalty 5653.979333 = -15166813.406560 nChanged 17 SP:Iteration 64Q (15672.160000 sec): 3 clusters Score: Raw -15172473.013158 + Penalty 5653.979333 = -15166819.033825 nChanged 12 SP:Iteration 65Q (15672.420000 sec): 3 clusters Score: Raw -15172477.025935 + Penalty 5653.979333 = -15166823.046602 nChanged 8 SP:Iteration 66Q (15672.690000 sec): 3 clusters Score: Raw -15172480.486789 + Penalty 5653.979333 = -15166826.507456 nChanged 11 SP:Iteration 67Q (15672.960000 sec): 3 clusters Score: Raw -15172483.829459 + Penalty 5653.979333 = -15166829.850126 nChanged 8 SP:Iteration 68Q (15673.220000 sec): 3 clusters Score: Raw -15172487.081103 + Penalty 5653.979333 = -15166833.101770 nChanged 12 SP:Iteration 69Q (15673.490000 sec): 3 clusters Score: Raw -15172490.901684 + Penalty 5653.979333 = -15166836.922351 nChanged 7 SP:Iteration 70Q (15673.750000 sec): 3 clusters Score: Raw -15172493.229486 + Penalty 5653.979333 = -15166839.250153 nChanged 7 SP:Iteration 71Q (15674.020000 sec): 3 clusters Score: Raw -15172495.494534 + Penalty 5653.979333 = -15166841.515201 nChanged 6 SP:Iteration 72Q (15674.290000 sec): 3 clusters Score: Raw -15172497.126613 + Penalty 5653.979333 = -15166843.147281 nChanged 5 SP:Iteration 73Q (15674.550000 sec): 3 clusters Score: Raw -15172498.629379 + Penalty 5653.979333 = -15166844.650046 nChanged 5 SP:Iteration 74Q (15674.820000 sec): 3 clusters Score: Raw -15172500.164712 + Penalty 5653.979333 = -15166846.185379 nChanged 6 SP:Iteration 75Q (15675.090000 sec): 3 clusters Score: Raw -15172502.224810 + Penalty 5653.979333 = -15166848.245477 nChanged 5 SP:Iteration 76Q (15675.350000 sec): 3 clusters Score: Raw -15172504.198578 + Penalty 5653.979333 = -15166850.219246 nChanged 7 SP:Iteration 77Q (15675.620000 sec): 3 clusters Score: Raw -15172506.622541 + Penalty 5653.979333 = -15166852.643208 nChanged 5 SP:Iteration 78Q (15675.880000 sec): 3 clusters Score: Raw -15172508.109385 + Penalty 5653.979333 = -15166854.130052 nChanged 5 SP:Iteration 79Q (15676.150000 sec): 3 clusters Score: Raw -15172509.421125 + Penalty 5653.979333 = -15166855.441793 nChanged 0 SP:Iteration 80F (15676.520000 sec): 3 clusters Score: Raw -15172509.421125 + Penalty 5653.979333 = -15166855.441793 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (8906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15676.600000 sec): 2 clusters Score: Raw -1509660.309578 + Penalty 2255.431160 = -1507404.878418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15676.630000 sec): 3 clusters Score: Raw -1504945.416633 + Penalty 4510.862321 = -1500434.554312 nChanged 3632 SP:Iteration 1F (15676.670000 sec): 3 clusters Score: Raw -1506841.203569 + Penalty 4510.862321 = -1502330.341248 nChanged 558 SP:Iteration 2F (15676.700000 sec): 3 clusters Score: Raw -1507134.721807 + Penalty 4510.862321 = -1502623.859486 nChanged 456 SP:Iteration 3F (15676.740000 sec): 3 clusters Score: Raw -1507372.122145 + Penalty 4510.862321 = -1502861.259824 nChanged 382 SP:Iteration 4Q (15676.770000 sec): 3 clusters Score: Raw -1507608.653170 + Penalty 4510.862321 = -1503097.790849 nChanged 442 SP:Iteration 5Q (15676.810000 sec): 3 clusters Score: Raw -1507917.995156 + Penalty 4510.862321 = -1503407.132835 nChanged 498 SP:Iteration 6F (15676.840000 sec): 3 clusters Score: Raw -1508291.654985 + Penalty 4510.862321 = -1503780.792664 nChanged 502 SP:Iteration 7F (15676.880000 sec): 3 clusters Score: Raw -1508715.651970 + Penalty 4510.862321 = -1504204.789649 nChanged 472 SP:Iteration 8F (15676.910000 sec): 3 clusters Score: Raw -1509093.059653 + Penalty 4510.862321 = -1504582.197332 nChanged 452 SP:Iteration 9F (15676.950000 sec): 3 clusters Score: Raw -1509422.365289 + Penalty 4510.862321 = -1504911.502968 nChanged 361 SP:Iteration 10Q (15676.980000 sec): 3 clusters Score: Raw -1509650.463579 + Penalty 4510.862321 = -1505139.601258 nChanged 290 SP:Iteration 11Q (15677.010000 sec): 3 clusters Score: Raw -1509825.334038 + Penalty 4510.862321 = -1505314.471717 nChanged 238 SP:Iteration 12Q (15677.050000 sec): 3 clusters Score: Raw -1509955.257778 + Penalty 4510.862321 = -1505444.395457 nChanged 187 SP:Iteration 13Q (15677.080000 sec): 3 clusters Score: Raw -1510045.623767 + Penalty 4510.862321 = -1505534.761446 nChanged 147 SP:Iteration 14Q (15677.120000 sec): 3 clusters Score: Raw -1510111.960156 + Penalty 4510.862321 = -1505601.097835 nChanged 121 SP:Iteration 15Q (15677.150000 sec): 3 clusters Score: Raw -1510161.673184 + Penalty 4510.862321 = -1505650.810863 nChanged 99 SP:Iteration 16Q (15677.180000 sec): 3 clusters Score: Raw -1510205.297342 + Penalty 4510.862321 = -1505694.435021 nChanged 90 SP:Iteration 17Q (15677.220000 sec): 3 clusters Score: Raw -1510239.345227 + Penalty 4510.862321 = -1505728.482906 nChanged 69 SP:Iteration 18Q (15677.250000 sec): 3 clusters Score: Raw -1510264.104923 + Penalty 4510.862321 = -1505753.242602 nChanged 67 SP:Iteration 19Q (15677.280000 sec): 3 clusters Score: Raw -1510286.300057 + Penalty 4510.862321 = -1505775.437736 nChanged 54 SP:Iteration 20F (15677.320000 sec): 3 clusters Score: Raw -1510305.712737 + Penalty 4510.862321 = -1505794.850416 nChanged 49 SP:Iteration 21Q (15677.350000 sec): 3 clusters Score: Raw -1510321.735283 + Penalty 4510.862321 = -1505810.872962 nChanged 46 SP:Iteration 22Q (15677.390000 sec): 3 clusters Score: Raw -1510335.531358 + Penalty 4510.862321 = -1505824.669037 nChanged 43 SP:Iteration 23Q (15677.420000 sec): 3 clusters Score: Raw -1510347.864782 + Penalty 4510.862321 = -1505837.002461 nChanged 39 SP:Iteration 24Q (15677.450000 sec): 3 clusters Score: Raw -1510361.067252 + Penalty 4510.862321 = -1505850.204931 nChanged 29 SP:Iteration 25Q (15677.490000 sec): 3 clusters Score: Raw -1510370.788118 + Penalty 4510.862321 = -1505859.925797 nChanged 22 SP:Iteration 26Q (15677.520000 sec): 3 clusters Score: Raw -1510377.361306 + Penalty 4510.862321 = -1505866.498985 nChanged 22 SP:Iteration 27Q (15677.550000 sec): 3 clusters Score: Raw -1510385.955044 + Penalty 4510.862321 = -1505875.092723 nChanged 28 SP:Iteration 28Q (15677.580000 sec): 3 clusters Score: Raw -1510394.612453 + Penalty 4510.862321 = -1505883.750132 nChanged 23 SP:Iteration 29Q (15677.620000 sec): 3 clusters Score: Raw -1510402.235023 + Penalty 4510.862321 = -1505891.372702 nChanged 24 SP:Iteration 30Q (15677.650000 sec): 3 clusters Score: Raw -1510410.055130 + Penalty 4510.862321 = -1505899.192809 nChanged 25 SP:Iteration 31Q (15677.680000 sec): 3 clusters Score: Raw -1510418.073981 + Penalty 4510.862321 = -1505907.211660 nChanged 27 SP:Iteration 32Q (15677.710000 sec): 3 clusters Score: Raw -1510427.453225 + Penalty 4510.862321 = -1505916.590904 nChanged 25 SP:Iteration 33Q (15677.750000 sec): 3 clusters Score: Raw -1510434.946582 + Penalty 4510.862321 = -1505924.084261 nChanged 25 SP:Iteration 34Q (15677.780000 sec): 3 clusters Score: Raw -1510442.965057 + Penalty 4510.862321 = -1505932.102736 nChanged 27 SP:Iteration 35Q (15677.810000 sec): 3 clusters Score: Raw -1510453.653565 + Penalty 4510.862321 = -1505942.791244 nChanged 23 SP:Iteration 36Q (15677.850000 sec): 3 clusters Score: Raw -1510462.017016 + Penalty 4510.862321 = -1505951.154695 nChanged 23 SP:Iteration 37Q (15677.880000 sec): 3 clusters Score: Raw -1510474.180306 + Penalty 4510.862321 = -1505963.317985 nChanged 43 SP:Iteration 38Q (15677.910000 sec): 3 clusters Score: Raw -1510497.622357 + Penalty 4510.862321 = -1505986.760036 nChanged 44 SP:Iteration 39Q (15677.950000 sec): 3 clusters Score: Raw -1510518.401423 + Penalty 4510.862321 = -1506007.539102 nChanged 32 SP:Iteration 40F (15677.980000 sec): 3 clusters Score: Raw -1510527.976847 + Penalty 4510.862321 = -1506017.114526 nChanged 24 SP:Iteration 41Q (15678.010000 sec): 3 clusters Score: Raw -1510537.307257 + Penalty 4510.862321 = -1506026.444936 nChanged 25 SP:Iteration 42Q (15678.050000 sec): 3 clusters Score: Raw -1510547.289314 + Penalty 4510.862321 = -1506036.426993 nChanged 33 SP:Iteration 43Q (15678.080000 sec): 3 clusters Score: Raw -1510559.188422 + Penalty 4510.862321 = -1506048.326101 nChanged 23 SP:Iteration 44Q (15678.110000 sec): 3 clusters Score: Raw -1510566.090296 + Penalty 4510.862321 = -1506055.227975 nChanged 19 SP:Iteration 45Q (15678.140000 sec): 3 clusters Score: Raw -1510570.800378 + Penalty 4510.862321 = -1506059.938057 nChanged 11 SP:Iteration 46Q (15678.170000 sec): 3 clusters Score: Raw -1510574.087678 + Penalty 4510.862321 = -1506063.225357 nChanged 9 SP:Iteration 47Q (15678.200000 sec): 3 clusters Score: Raw -1510576.434646 + Penalty 4510.862321 = -1506065.572325 nChanged 5 SP:Iteration 48Q (15678.230000 sec): 3 clusters Score: Raw -1510577.543002 + Penalty 4510.862321 = -1506066.680681 nChanged 5 SP:Iteration 49Q (15678.270000 sec): 3 clusters Score: Raw -1510578.899284 + Penalty 4510.862321 = -1506068.036963 nChanged 2 SP:Iteration 50Q (15678.300000 sec): 3 clusters Score: Raw -1510579.320266 + Penalty 4510.862321 = -1506068.457945 nChanged 3 SP:Iteration 51Q (15678.330000 sec): 3 clusters Score: Raw -1510579.908591 + Penalty 4510.862321 = -1506069.046270 nChanged 1 SP:Iteration 52Q (15678.360000 sec): 3 clusters Score: Raw -1510579.988501 + Penalty 4510.862321 = -1506069.126180 nChanged 0 SP:Iteration 53F (15678.390000 sec): 3 clusters Score: Raw -1510579.988501 + Penalty 4510.862321 = -1506069.126180 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15678.450000 sec): 2 clusters Score: Raw -2082516.769539 + Penalty 2333.174320 = -2080183.595219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15678.500000 sec): 3 clusters Score: Raw -2075801.554170 + Penalty 4666.348639 = -2071135.205531 nChanged 5186 SP:Iteration 1F (15678.550000 sec): 3 clusters Score: Raw -2078703.058804 + Penalty 4666.348639 = -2074036.710165 nChanged 876 SP:Iteration 2F (15678.590000 sec): 3 clusters Score: Raw -2079206.901702 + Penalty 4666.348639 = -2074540.553063 nChanged 790 SP:Iteration 3F (15678.640000 sec): 3 clusters Score: Raw -2079658.253920 + Penalty 4666.348639 = -2074991.905281 nChanged 718 SP:Iteration 4F (15678.690000 sec): 3 clusters Score: Raw -2080089.902774 + Penalty 4666.348639 = -2075423.554135 nChanged 703 SP:Iteration 5F (15678.740000 sec): 3 clusters Score: Raw -2080509.968972 + Penalty 4666.348639 = -2075843.620333 nChanged 626 SP:Iteration 6F (15678.790000 sec): 3 clusters Score: Raw -2080888.193031 + Penalty 4666.348639 = -2076221.844392 nChanged 546 SP:Iteration 7Q (15678.830000 sec): 3 clusters Score: Raw -2081179.874864 + Penalty 4666.348639 = -2076513.526224 nChanged 446 SP:Iteration 8Q (15678.880000 sec): 3 clusters Score: Raw -2081392.804215 + Penalty 4666.348639 = -2076726.455576 nChanged 331 SP:Iteration 9Q (15678.930000 sec): 3 clusters Score: Raw -2081540.378849 + Penalty 4666.348639 = -2076874.030210 nChanged 282 SP:Iteration 10Q (15678.980000 sec): 3 clusters Score: Raw -2081665.951130 + Penalty 4666.348639 = -2076999.602491 nChanged 258 SP:Iteration 11Q (15679.030000 sec): 3 clusters Score: Raw -2081775.384926 + Penalty 4666.348639 = -2077109.036287 nChanged 231 SP:Iteration 12Q (15679.070000 sec): 3 clusters Score: Raw -2081869.629677 + Penalty 4666.348639 = -2077203.281038 nChanged 200 SP:Iteration 13Q (15679.120000 sec): 3 clusters Score: Raw -2081950.840125 + Penalty 4666.348639 = -2077284.491485 nChanged 192 SP:Iteration 14Q (15679.170000 sec): 3 clusters Score: Raw -2082032.229167 + Penalty 4666.348639 = -2077365.880528 nChanged 195 SP:Iteration 15Q (15679.210000 sec): 3 clusters Score: Raw -2082116.944986 + Penalty 4666.348639 = -2077450.596347 nChanged 193 SP:Iteration 16Q (15679.260000 sec): 3 clusters Score: Raw -2082197.696843 + Penalty 4666.348639 = -2077531.348204 nChanged 167 SP:Iteration 17Q (15679.310000 sec): 3 clusters Score: Raw -2082268.687395 + Penalty 4666.348639 = -2077602.338756 nChanged 150 SP:Iteration 18Q (15679.350000 sec): 3 clusters Score: Raw -2082332.700961 + Penalty 4666.348639 = -2077666.352322 nChanged 127 SP:Iteration 19Q (15679.400000 sec): 3 clusters Score: Raw -2082381.511682 + Penalty 4666.348639 = -2077715.163043 nChanged 99 SP:Iteration 20F (15679.450000 sec): 3 clusters Score: Raw -2082418.676713 + Penalty 4666.348639 = -2077752.328073 nChanged 92 SP:Iteration 21Q (15679.490000 sec): 3 clusters Score: Raw -2082451.687398 + Penalty 4666.348639 = -2077785.338759 nChanged 93 SP:Iteration 22Q (15679.540000 sec): 3 clusters Score: Raw -2082491.850282 + Penalty 4666.348639 = -2077825.501643 nChanged 92 SP:Iteration 23Q (15679.590000 sec): 3 clusters Score: Raw -2082535.289240 + Penalty 4666.348639 = -2077868.940601 nChanged 95 SP:Iteration 24Q (15679.630000 sec): 3 clusters Score: Raw -2082580.173980 + Penalty 4666.348639 = -2077913.825341 nChanged 79 SP:Iteration 25Q (15679.670000 sec): 3 clusters Score: Raw -2082613.077664 + Penalty 4666.348639 = -2077946.729025 nChanged 60 SP:Iteration 26Q (15679.720000 sec): 3 clusters Score: Raw -2082637.270578 + Penalty 4666.348639 = -2077970.921939 nChanged 43 SP:Iteration 27Q (15679.760000 sec): 3 clusters Score: Raw -2082656.682894 + Penalty 4666.348639 = -2077990.334255 nChanged 43 SP:Iteration 28Q (15679.810000 sec): 3 clusters Score: Raw -2082674.955745 + Penalty 4666.348639 = -2078008.607106 nChanged 49 SP:Iteration 29Q (15679.850000 sec): 3 clusters Score: Raw -2082696.308881 + Penalty 4666.348639 = -2078029.960241 nChanged 40 SP:Iteration 30Q (15679.890000 sec): 3 clusters Score: Raw -2082712.558876 + Penalty 4666.348639 = -2078046.210237 nChanged 30 SP:Iteration 31Q (15679.940000 sec): 3 clusters Score: Raw -2082725.816572 + Penalty 4666.348639 = -2078059.467933 nChanged 29 SP:Iteration 32Q (15679.980000 sec): 3 clusters Score: Raw -2082738.063154 + Penalty 4666.348639 = -2078071.714515 nChanged 17 SP:Iteration 33Q (15680.020000 sec): 3 clusters Score: Raw -2082746.434871 + Penalty 4666.348639 = -2078080.086232 nChanged 25 SP:Iteration 34Q (15680.070000 sec): 3 clusters Score: Raw -2082755.061107 + Penalty 4666.348639 = -2078088.712468 nChanged 20 SP:Iteration 35Q (15680.110000 sec): 3 clusters Score: Raw -2082762.697707 + Penalty 4666.348639 = -2078096.349068 nChanged 15 SP:Iteration 36Q (15680.150000 sec): 3 clusters Score: Raw -2082768.862985 + Penalty 4666.348639 = -2078102.514346 nChanged 14 SP:Iteration 37Q (15680.190000 sec): 3 clusters Score: Raw -2082775.230120 + Penalty 4666.348639 = -2078108.881481 nChanged 14 SP:Iteration 38Q (15680.230000 sec): 3 clusters Score: Raw -2082781.625810 + Penalty 4666.348639 = -2078115.277170 nChanged 9 SP:Iteration 39Q (15680.280000 sec): 3 clusters Score: Raw -2082784.290652 + Penalty 4666.348639 = -2078117.942013 nChanged 5 SP:Iteration 40F (15680.330000 sec): 3 clusters Score: Raw -2082785.956623 + Penalty 4666.348639 = -2078119.607984 nChanged 6 SP:Iteration 41Q (15680.370000 sec): 3 clusters Score: Raw -2082788.149542 + Penalty 4666.348639 = -2078121.800903 nChanged 7 SP:Iteration 42Q (15680.410000 sec): 3 clusters Score: Raw -2082791.924203 + Penalty 4666.348639 = -2078125.575564 nChanged 12 SP:Iteration 43Q (15680.450000 sec): 3 clusters Score: Raw -2082798.453118 + Penalty 4666.348639 = -2078132.104479 nChanged 14 SP:Iteration 44Q (15680.490000 sec): 3 clusters Score: Raw -2082804.512542 + Penalty 4666.348639 = -2078138.163903 nChanged 6 SP:Iteration 45Q (15680.530000 sec): 3 clusters Score: Raw -2082807.143410 + Penalty 4666.348639 = -2078140.794771 nChanged 7 SP:Iteration 46Q (15680.580000 sec): 3 clusters Score: Raw -2082810.234339 + Penalty 4666.348639 = -2078143.885700 nChanged 5 SP:Iteration 47Q (15680.620000 sec): 3 clusters Score: Raw -2082813.038258 + Penalty 4666.348639 = -2078146.689619 nChanged 6 SP:Iteration 48Q (15680.660000 sec): 3 clusters Score: Raw -2082814.963548 + Penalty 4666.348639 = -2078148.614909 nChanged 5 SP:Iteration 49Q (15680.700000 sec): 3 clusters Score: Raw -2082816.900639 + Penalty 4666.348639 = -2078150.552000 nChanged 5 SP:Iteration 50Q (15680.750000 sec): 3 clusters Score: Raw -2082818.671778 + Penalty 4666.348639 = -2078152.323139 nChanged 5 SP:Iteration 51Q (15680.790000 sec): 3 clusters Score: Raw -2082820.596530 + Penalty 4666.348639 = -2078154.247891 nChanged 3 SP:Iteration 52Q (15680.830000 sec): 3 clusters Score: Raw -2082822.057376 + Penalty 4666.348639 = -2078155.708737 nChanged 2 SP:Iteration 53Q (15680.870000 sec): 3 clusters Score: Raw -2082822.747826 + Penalty 4666.348639 = -2078156.399187 nChanged 3 SP:Iteration 54Q (15680.910000 sec): 3 clusters Score: Raw -2082823.855955 + Penalty 4666.348639 = -2078157.507316 nChanged 3 SP:Iteration 55Q (15680.950000 sec): 3 clusters Score: Raw -2082824.943841 + Penalty 4666.348639 = -2078158.595202 nChanged 4 SP:Iteration 56Q (15681.000000 sec): 3 clusters Score: Raw -2082826.334265 + Penalty 4666.348639 = -2078159.985626 nChanged 5 SP:Iteration 57Q (15681.040000 sec): 3 clusters Score: Raw -2082828.518448 + Penalty 4666.348639 = -2078162.169809 nChanged 3 SP:Iteration 58Q (15681.080000 sec): 3 clusters Score: Raw -2082830.674121 + Penalty 4666.348639 = -2078164.325482 nChanged 6 SP:Iteration 59Q (15681.120000 sec): 3 clusters Score: Raw -2082833.537522 + Penalty 4666.348639 = -2078167.188883 nChanged 4 SP:Iteration 60F (15681.170000 sec): 3 clusters Score: Raw -2082835.245798 + Penalty 4666.348639 = -2078168.897158 nChanged 3 SP:Iteration 61Q (15681.210000 sec): 3 clusters Score: Raw -2082836.388630 + Penalty 4666.348639 = -2078170.039991 nChanged 4 SP:Iteration 62Q (15681.250000 sec): 3 clusters Score: Raw -2082837.729172 + Penalty 4666.348639 = -2078171.380532 nChanged 2 SP:Iteration 63Q (15681.290000 sec): 3 clusters Score: Raw -2082838.227660 + Penalty 4666.348639 = -2078171.879021 nChanged 1 SP:Iteration 64Q (15681.330000 sec): 3 clusters Score: Raw -2082838.475022 + Penalty 4666.348639 = -2078172.126383 nChanged 1 SP:Iteration 65Q (15681.380000 sec): 3 clusters Score: Raw -2082838.664495 + Penalty 4666.348639 = -2078172.315856 nChanged 2 SP:Iteration 66Q (15681.420000 sec): 3 clusters Score: Raw -2082839.290716 + Penalty 4666.348639 = -2078172.942076 nChanged 3 SP:Iteration 67Q (15681.460000 sec): 3 clusters Score: Raw -2082840.932165 + Penalty 4666.348639 = -2078174.583526 nChanged 7 SP:Iteration 68Q (15681.500000 sec): 3 clusters Score: Raw -2082843.612789 + Penalty 4666.348639 = -2078177.264150 nChanged 3 SP:Iteration 69Q (15681.540000 sec): 3 clusters Score: Raw -2082844.925040 + Penalty 4666.348639 = -2078178.576401 nChanged 1 SP:Iteration 70Q (15681.590000 sec): 3 clusters Score: Raw -2082845.159714 + Penalty 4666.348639 = -2078178.811075 nChanged 1 SP:Iteration 71Q (15681.630000 sec): 3 clusters Score: Raw -2082846.225868 + Penalty 4666.348639 = -2078179.877229 nChanged 3 SP:Iteration 72Q (15681.670000 sec): 3 clusters Score: Raw -2082847.456675 + Penalty 4666.348639 = -2078181.108036 nChanged 4 SP:Iteration 73Q (15681.710000 sec): 3 clusters Score: Raw -2082848.723213 + Penalty 4666.348639 = -2078182.374573 nChanged 3 SP:Iteration 74Q (15681.750000 sec): 3 clusters Score: Raw -2082849.901496 + Penalty 4666.348639 = -2078183.552857 nChanged 3 SP:Iteration 75Q (15681.790000 sec): 3 clusters Score: Raw -2082851.404500 + Penalty 4666.348639 = -2078185.055861 nChanged 5 SP:Iteration 76Q (15681.830000 sec): 3 clusters Score: Raw -2082852.963462 + Penalty 4666.348639 = -2078186.614823 nChanged 1 SP:Iteration 77Q (15681.880000 sec): 3 clusters Score: Raw -2082853.377187 + Penalty 4666.348639 = -2078187.028547 nChanged 0 SP:Iteration 78F (15681.920000 sec): 3 clusters Score: Raw -2082853.377187 + Penalty 4666.348639 = -2078187.028547 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15682.010000 sec): 2 clusters Score: Raw -3447408.479271 + Penalty 2468.778210 = -3444939.701061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15682.090000 sec): 3 clusters Score: Raw -3435109.583531 + Penalty 4937.556420 = -3430172.027112 nChanged 9282 SP:Iteration 1F (15682.180000 sec): 3 clusters Score: Raw -3440000.670723 + Penalty 4937.556420 = -3435063.114303 nChanged 1119 SP:Iteration 2F (15682.260000 sec): 3 clusters Score: Raw -3440407.918552 + Penalty 4937.556420 = -3435470.362132 nChanged 959 SP:Iteration 3Q (15682.350000 sec): 3 clusters Score: Raw -3440735.873077 + Penalty 4937.556420 = -3435798.316658 nChanged 825 SP:Iteration 4Q (15682.430000 sec): 3 clusters Score: Raw -3441047.469277 + Penalty 4937.556420 = -3436109.912857 nChanged 828 SP:Iteration 5Q (15682.520000 sec): 3 clusters Score: Raw -3441393.906875 + Penalty 4937.556420 = -3436456.350455 nChanged 888 SP:Iteration 6Q (15682.600000 sec): 3 clusters Score: Raw -3441787.662213 + Penalty 4937.556420 = -3436850.105793 nChanged 910 SP:Iteration 7Q (15682.690000 sec): 3 clusters Score: Raw -3442271.559754 + Penalty 4937.556420 = -3437334.003334 nChanged 922 SP:Iteration 8Q (15682.770000 sec): 3 clusters Score: Raw -3442800.895571 + Penalty 4937.556420 = -3437863.339151 nChanged 921 SP:Iteration 9Q (15682.860000 sec): 3 clusters Score: Raw -3443335.237464 + Penalty 4937.556420 = -3438397.681044 nChanged 890 SP:Iteration 10Q (15682.940000 sec): 3 clusters Score: Raw -3443878.764101 + Penalty 4937.556420 = -3438941.207681 nChanged 861 SP:Iteration 11Q (15683.030000 sec): 3 clusters Score: Raw -3444405.630987 + Penalty 4937.556420 = -3439468.074568 nChanged 790 SP:Iteration 12Q (15683.110000 sec): 3 clusters Score: Raw -3444895.811567 + Penalty 4937.556420 = -3439958.255147 nChanged 673 SP:Iteration 13Q (15683.190000 sec): 3 clusters Score: Raw -3445267.125665 + Penalty 4937.556420 = -3440329.569245 nChanged 578 SP:Iteration 14Q (15683.270000 sec): 3 clusters Score: Raw -3445574.061464 + Penalty 4937.556420 = -3440636.505045 nChanged 449 SP:Iteration 15Q (15683.350000 sec): 3 clusters Score: Raw -3445786.317305 + Penalty 4937.556420 = -3440848.760885 nChanged 362 SP:Iteration 16Q (15683.430000 sec): 3 clusters Score: Raw -3445946.127223 + Penalty 4937.556420 = -3441008.570803 nChanged 344 SP:Iteration 17Q (15683.510000 sec): 3 clusters Score: Raw -3446090.085177 + Penalty 4937.556420 = -3441152.528757 nChanged 304 SP:Iteration 18Q (15683.580000 sec): 3 clusters Score: Raw -3446216.433414 + Penalty 4937.556420 = -3441278.876995 nChanged 270 SP:Iteration 19Q (15683.650000 sec): 3 clusters Score: Raw -3446330.950543 + Penalty 4937.556420 = -3441393.394123 nChanged 253 SP:Iteration 20F (15683.740000 sec): 3 clusters Score: Raw -3446452.615004 + Penalty 4937.556420 = -3441515.058584 nChanged 250 SP:Iteration 21Q (15683.810000 sec): 3 clusters Score: Raw -3446569.195924 + Penalty 4937.556420 = -3441631.639504 nChanged 208 SP:Iteration 22Q (15683.880000 sec): 3 clusters Score: Raw -3446667.912288 + Penalty 4937.556420 = -3441730.355868 nChanged 184 SP:Iteration 23Q (15683.950000 sec): 3 clusters Score: Raw -3446745.800106 + Penalty 4937.556420 = -3441808.243686 nChanged 187 SP:Iteration 24Q (15684.020000 sec): 3 clusters Score: Raw -3446838.261233 + Penalty 4937.556420 = -3441900.704813 nChanged 185 SP:Iteration 25Q (15684.090000 sec): 3 clusters Score: Raw -3446930.611249 + Penalty 4937.556420 = -3441993.054829 nChanged 175 SP:Iteration 26Q (15684.150000 sec): 3 clusters Score: Raw -3447020.266268 + Penalty 4937.556420 = -3442082.709848 nChanged 163 SP:Iteration 27Q (15684.220000 sec): 3 clusters Score: Raw -3447110.448442 + Penalty 4937.556420 = -3442172.892022 nChanged 154 SP:Iteration 28Q (15684.290000 sec): 3 clusters Score: Raw -3447193.427339 + Penalty 4937.556420 = -3442255.870919 nChanged 127 SP:Iteration 29Q (15684.350000 sec): 3 clusters Score: Raw -3447266.667825 + Penalty 4937.556420 = -3442329.111405 nChanged 105 SP:Iteration 30Q (15684.420000 sec): 3 clusters Score: Raw -3447328.525205 + Penalty 4937.556420 = -3442390.968786 nChanged 94 SP:Iteration 31Q (15684.480000 sec): 3 clusters Score: Raw -3447381.123121 + Penalty 4937.556420 = -3442443.566701 nChanged 73 SP:Iteration 32Q (15684.550000 sec): 3 clusters Score: Raw -3447428.093031 + Penalty 4937.556420 = -3442490.536611 nChanged 67 SP:Iteration 33Q (15684.610000 sec): 3 clusters Score: Raw -3447478.140669 + Penalty 4937.556420 = -3442540.584250 nChanged 66 SP:Iteration 34Q (15684.670000 sec): 3 clusters Score: Raw -3447528.857114 + Penalty 4937.556420 = -3442591.300694 nChanged 66 SP:Iteration 35Q (15684.730000 sec): 3 clusters Score: Raw -3447574.202458 + Penalty 4937.556420 = -3442636.646039 nChanged 43 SP:Iteration 36Q (15684.800000 sec): 3 clusters Score: Raw -3447605.808717 + Penalty 4937.556420 = -3442668.252297 nChanged 49 SP:Iteration 37Q (15684.860000 sec): 3 clusters Score: Raw -3447638.098211 + Penalty 4937.556420 = -3442700.541791 nChanged 37 SP:Iteration 38Q (15684.920000 sec): 3 clusters Score: Raw -3447663.635898 + Penalty 4937.556420 = -3442726.079478 nChanged 31 SP:Iteration 39Q (15684.980000 sec): 3 clusters Score: Raw -3447688.655688 + Penalty 4937.556420 = -3442751.099268 nChanged 21 SP:Iteration 40F (15685.070000 sec): 3 clusters Score: Raw -3447702.998270 + Penalty 4937.556420 = -3442765.441850 nChanged 20 SP:Iteration 41Q (15685.130000 sec): 3 clusters Score: Raw -3447715.888068 + Penalty 4937.556420 = -3442778.331648 nChanged 19 SP:Iteration 42Q (15685.190000 sec): 3 clusters Score: Raw -3447737.451655 + Penalty 4937.556420 = -3442799.895235 nChanged 26 SP:Iteration 43Q (15685.250000 sec): 3 clusters Score: Raw -3447754.723165 + Penalty 4937.556420 = -3442817.166745 nChanged 16 SP:Iteration 44Q (15685.310000 sec): 3 clusters Score: Raw -3447765.178292 + Penalty 4937.556420 = -3442827.621872 nChanged 7 SP:Iteration 45Q (15685.370000 sec): 3 clusters Score: Raw -3447770.324943 + Penalty 4937.556420 = -3442832.768523 nChanged 5 SP:Iteration 46Q (15685.430000 sec): 3 clusters Score: Raw -3447773.935117 + Penalty 4937.556420 = -3442836.378697 nChanged 4 SP:Iteration 47Q (15685.490000 sec): 3 clusters Score: Raw -3447777.167146 + Penalty 4937.556420 = -3442839.610726 nChanged 3 SP:Iteration 48Q (15685.550000 sec): 3 clusters Score: Raw -3447780.382184 + Penalty 4937.556420 = -3442842.825764 nChanged 6 SP:Iteration 49Q (15685.610000 sec): 3 clusters Score: Raw -3447784.540392 + Penalty 4937.556420 = -3442846.983972 nChanged 5 SP:Iteration 50Q (15685.670000 sec): 3 clusters Score: Raw -3447789.284797 + Penalty 4937.556420 = -3442851.728377 nChanged 5 SP:Iteration 51Q (15685.730000 sec): 3 clusters Score: Raw -3447793.322477 + Penalty 4937.556420 = -3442855.766057 nChanged 4 SP:Iteration 52Q (15685.790000 sec): 3 clusters Score: Raw -3447795.823325 + Penalty 4937.556420 = -3442858.266905 nChanged 3 SP:Iteration 53Q (15685.850000 sec): 3 clusters Score: Raw -3447797.699780 + Penalty 4937.556420 = -3442860.143360 nChanged 3 SP:Iteration 54Q (15685.910000 sec): 3 clusters Score: Raw -3447799.787828 + Penalty 4937.556420 = -3442862.231408 nChanged 4 SP:Iteration 55Q (15685.980000 sec): 3 clusters Score: Raw -3447801.853050 + Penalty 4937.556420 = -3442864.296631 nChanged 3 SP:Iteration 56Q (15686.040000 sec): 3 clusters Score: Raw -3447804.660293 + Penalty 4937.556420 = -3442867.103874 nChanged 5 SP:Iteration 57Q (15686.100000 sec): 3 clusters Score: Raw -3447807.864538 + Penalty 4937.556420 = -3442870.308118 nChanged 5 SP:Iteration 58Q (15686.160000 sec): 3 clusters Score: Raw -3447811.646766 + Penalty 4937.556420 = -3442874.090346 nChanged 5 SP:Iteration 59Q (15686.220000 sec): 3 clusters Score: Raw -3447814.653244 + Penalty 4937.556420 = -3442877.096824 nChanged 3 SP:Iteration 60F (15686.300000 sec): 3 clusters Score: Raw -3447816.121255 + Penalty 4937.556420 = -3442878.564835 nChanged 1 SP:Iteration 61Q (15686.360000 sec): 3 clusters Score: Raw -3447816.783067 + Penalty 4937.556420 = -3442879.226647 nChanged 0 SP:Iteration 62F (15686.440000 sec): 3 clusters Score: Raw -3447816.783067 + Penalty 4937.556420 = -3442879.226647 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15686.460000 sec): 2 clusters Score: Raw -28910.893621 + Penalty 1301.261970 = -27609.631651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15686.460000 sec): 3 clusters Score: Raw -29144.970468 + Penalty 2602.523940 = -26542.446528 nChanged 16 SP:Iteration 1F (15686.460000 sec): 3 clusters Score: Raw -29225.040896 + Penalty 2602.523940 = -26622.516956 nChanged 3 SP:Iteration 2Q (15686.470000 sec): 3 clusters Score: Raw -29243.435812 + Penalty 2602.523940 = -26640.911872 nChanged 1 SP:Iteration 3Q (15686.470000 sec): 3 clusters Score: Raw -29246.690645 + Penalty 2602.523940 = -26644.166705 nChanged 0 SP:Iteration 4F (15686.470000 sec): 3 clusters Score: Raw -29246.690645 + Penalty 2602.523940 = -26644.166705 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15686.480000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15686.480000 sec): 3 clusters Score: Raw -83987.663601 + Penalty 3098.068956 = -80889.594645 nChanged 95 SP:Iteration 1F (15686.480000 sec): 3 clusters Score: Raw -84174.589911 + Penalty 3098.068956 = -81076.520955 nChanged 20 SP:Iteration 2Q (15686.480000 sec): 3 clusters Score: Raw -84217.318382 + Penalty 3098.068956 = -81119.249426 nChanged 7 SP:Iteration 3Q (15686.480000 sec): 3 clusters Score: Raw -84228.629093 + Penalty 3098.068956 = -81130.560137 nChanged 3 SP:Iteration 4Q (15686.490000 sec): 3 clusters Score: Raw -84237.005067 + Penalty 3098.068956 = -81138.936112 nChanged 3 SP:Iteration 5Q (15686.490000 sec): 3 clusters Score: Raw -84248.540705 + Penalty 3098.068956 = -81150.471750 nChanged 2 SP:Iteration 6Q (15686.490000 sec): 3 clusters Score: Raw -84254.442784 + Penalty 3098.068956 = -81156.373829 nChanged 1 SP:Iteration 7Q (15686.490000 sec): 3 clusters Score: Raw -84258.406782 + Penalty 3098.068956 = -81160.337826 nChanged 2 SP:Iteration 8Q (15686.500000 sec): 3 clusters Score: Raw -84260.141405 + Penalty 3098.068956 = -81162.072449 nChanged 0 SP:Iteration 9F (15686.500000 sec): 3 clusters Score: Raw -84260.141405 + Penalty 3098.068956 = -81162.072449 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15686.510000 sec): 2 clusters Score: Raw -184617.308892 + Penalty 1729.902654 = -182887.406238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15686.510000 sec): 3 clusters Score: Raw -184354.005020 + Penalty 3459.805308 = -180894.199712 nChanged 262 SP:Iteration 1F (15686.520000 sec): 3 clusters Score: Raw -184624.032209 + Penalty 3459.805308 = -181164.226901 nChanged 79 SP:Iteration 2F (15686.520000 sec): 3 clusters Score: Raw -184740.858395 + Penalty 3459.805308 = -181281.053087 nChanged 48 SP:Iteration 3Q (15686.520000 sec): 3 clusters Score: Raw -184809.111284 + Penalty 3459.805308 = -181349.305976 nChanged 35 SP:Iteration 4Q (15686.530000 sec): 3 clusters Score: Raw -184864.116910 + Penalty 3459.805308 = -181404.311602 nChanged 34 SP:Iteration 5Q (15686.530000 sec): 3 clusters Score: Raw -184906.495539 + Penalty 3459.805308 = -181446.690231 nChanged 23 SP:Iteration 6Q (15686.540000 sec): 3 clusters Score: Raw -184939.923118 + Penalty 3459.805308 = -181480.117810 nChanged 14 SP:Iteration 7Q (15686.540000 sec): 3 clusters Score: Raw -184953.164983 + Penalty 3459.805308 = -181493.359675 nChanged 4 SP:Iteration 8Q (15686.550000 sec): 3 clusters Score: Raw -184955.944420 + Penalty 3459.805308 = -181496.139112 nChanged 3 SP:Iteration 9Q (15686.550000 sec): 3 clusters Score: Raw -184961.794571 + Penalty 3459.805308 = -181501.989263 nChanged 6 SP:Iteration 10Q (15686.560000 sec): 3 clusters Score: Raw -184969.909882 + Penalty 3459.805308 = -181510.104574 nChanged 4 SP:Iteration 11Q (15686.560000 sec): 3 clusters Score: Raw -184979.398049 + Penalty 3459.805308 = -181519.592741 nChanged 8 SP:Iteration 12Q (15686.560000 sec): 3 clusters Score: Raw -184991.497026 + Penalty 3459.805308 = -181531.691718 nChanged 10 SP:Iteration 13Q (15686.570000 sec): 3 clusters Score: Raw -185002.599028 + Penalty 3459.805308 = -181542.793720 nChanged 11 SP:Iteration 14Q (15686.570000 sec): 3 clusters Score: Raw -185020.873823 + Penalty 3459.805308 = -181561.068515 nChanged 13 SP:Iteration 15Q (15686.580000 sec): 3 clusters Score: Raw -185041.770093 + Penalty 3459.805308 = -181581.964785 nChanged 14 SP:Iteration 16Q (15686.580000 sec): 3 clusters Score: Raw -185071.098749 + Penalty 3459.805308 = -181611.293441 nChanged 15 SP:Iteration 17Q (15686.580000 sec): 3 clusters Score: Raw -185106.075135 + Penalty 3459.805308 = -181646.269827 nChanged 15 SP:Iteration 18Q (15686.590000 sec): 3 clusters Score: Raw -185134.349641 + Penalty 3459.805308 = -181674.544333 nChanged 13 SP:Iteration 19Q (15686.590000 sec): 3 clusters Score: Raw -185160.114851 + Penalty 3459.805308 = -181700.309543 nChanged 11 SP:Iteration 20F (15686.600000 sec): 3 clusters Score: Raw -185179.661444 + Penalty 3459.805308 = -181719.856136 nChanged 10 SP:Iteration 21Q (15686.600000 sec): 3 clusters Score: Raw -185191.033701 + Penalty 3459.805308 = -181731.228393 nChanged 4 SP:Iteration 22Q (15686.600000 sec): 3 clusters Score: Raw -185195.606974 + Penalty 3459.805308 = -181735.801666 nChanged 3 SP:Iteration 23Q (15686.610000 sec): 3 clusters Score: Raw -185197.673013 + Penalty 3459.805308 = -181737.867705 nChanged 2 SP:Iteration 24Q (15686.610000 sec): 3 clusters Score: Raw -185200.687858 + Penalty 3459.805308 = -181740.882550 nChanged 1 SP:Iteration 25Q (15686.620000 sec): 3 clusters Score: Raw -185206.324503 + Penalty 3459.805308 = -181746.519195 nChanged 5 SP:Iteration 26Q (15686.620000 sec): 3 clusters Score: Raw -185217.171963 + Penalty 3459.805308 = -181757.366655 nChanged 3 SP:Iteration 27Q (15686.620000 sec): 3 clusters Score: Raw -185219.318302 + Penalty 3459.805308 = -181759.512994 nChanged 1 SP:Iteration 28Q (15686.620000 sec): 3 clusters Score: Raw -185221.801088 + Penalty 3459.805308 = -181761.995780 nChanged 2 SP:Iteration 29Q (15686.630000 sec): 3 clusters Score: Raw -185225.848563 + Penalty 3459.805308 = -181766.043255 nChanged 6 SP:Iteration 30Q (15686.630000 sec): 3 clusters Score: Raw -185234.673321 + Penalty 3459.805308 = -181774.868013 nChanged 7 SP:Iteration 31Q (15686.640000 sec): 3 clusters Score: Raw -185245.574609 + Penalty 3459.805308 = -181785.769301 nChanged 13 SP:Iteration 32Q (15686.640000 sec): 3 clusters Score: Raw -185268.574382 + Penalty 3459.805308 = -181808.769074 nChanged 15 SP:Iteration 33Q (15686.640000 sec): 3 clusters Score: Raw -185297.533585 + Penalty 3459.805308 = -181837.728277 nChanged 19 SP:Iteration 34Q (15686.650000 sec): 3 clusters Score: Raw -185334.888833 + Penalty 3459.805308 = -181875.083525 nChanged 19 SP:Iteration 35Q (15686.650000 sec): 3 clusters Score: Raw -185378.362438 + Penalty 3459.805308 = -181918.557130 nChanged 20 SP:Iteration 36Q (15686.660000 sec): 3 clusters Score: Raw -185416.453252 + Penalty 3459.805308 = -181956.647944 nChanged 19 SP:Iteration 37Q (15686.660000 sec): 3 clusters Score: Raw -185462.646934 + Penalty 3459.805308 = -182002.841626 nChanged 20 SP:Iteration 38Q (15686.660000 sec): 3 clusters Score: Raw -185501.636497 + Penalty 3459.805308 = -182041.831189 nChanged 16 SP:Iteration 39Q (15686.670000 sec): 3 clusters Score: Raw -185532.571871 + Penalty 3459.805308 = -182072.766563 nChanged 13 SP:Iteration 40F (15686.670000 sec): 3 clusters Score: Raw -185556.865727 + Penalty 3459.805308 = -182097.060419 nChanged 11 SP:Iteration 41Q (15686.680000 sec): 3 clusters Score: Raw -185571.538446 + Penalty 3459.805308 = -182111.733138 nChanged 4 SP:Iteration 42Q (15686.680000 sec): 3 clusters Score: Raw -185583.030176 + Penalty 3459.805308 = -182123.224868 nChanged 6 SP:Iteration 43Q (15686.680000 sec): 3 clusters Score: Raw -185593.125147 + Penalty 3459.805308 = -182133.319839 nChanged 5 SP:Iteration 44Q (15686.680000 sec): 3 clusters Score: Raw -185601.948407 + Penalty 3459.805308 = -182142.143099 nChanged 7 SP:Iteration 45Q (15686.690000 sec): 3 clusters Score: Raw -185610.169150 + Penalty 3459.805308 = -182150.363842 nChanged 4 SP:Iteration 46Q (15686.690000 sec): 3 clusters Score: Raw -185617.124160 + Penalty 3459.805308 = -182157.318852 nChanged 5 SP:Iteration 47Q (15686.700000 sec): 3 clusters Score: Raw -185626.847259 + Penalty 3459.805308 = -182167.041951 nChanged 4 SP:Iteration 48Q (15686.700000 sec): 3 clusters Score: Raw -185630.819512 + Penalty 3459.805308 = -182171.014204 nChanged 3 SP:Iteration 49Q (15686.700000 sec): 3 clusters Score: Raw -185635.531392 + Penalty 3459.805308 = -182175.726084 nChanged 3 SP:Iteration 50Q (15686.710000 sec): 3 clusters Score: Raw -185641.280775 + Penalty 3459.805308 = -182181.475467 nChanged 3 SP:Iteration 51Q (15686.710000 sec): 3 clusters Score: Raw -185648.611737 + Penalty 3459.805308 = -182188.806429 nChanged 4 SP:Iteration 52Q (15686.710000 sec): 3 clusters Score: Raw -185654.822572 + Penalty 3459.805308 = -182195.017264 nChanged 3 SP:Iteration 53Q (15686.720000 sec): 3 clusters Score: Raw -185659.088899 + Penalty 3459.805308 = -182199.283591 nChanged 1 SP:Iteration 54Q (15686.720000 sec): 3 clusters Score: Raw -185660.858307 + Penalty 3459.805308 = -182201.052999 nChanged 1 SP:Iteration 55Q (15686.720000 sec): 3 clusters Score: Raw -185662.842506 + Penalty 3459.805308 = -182203.037198 nChanged 0 SP:Iteration 56F (15686.730000 sec): 3 clusters Score: Raw -185662.842506 + Penalty 3459.805308 = -182203.037198 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15686.740000 sec): 2 clusters Score: Raw -283256.768548 + Penalty 1829.374015 = -281427.394533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15686.750000 sec): 3 clusters Score: Raw -282713.161083 + Penalty 3658.748031 = -279054.413053 nChanged 498 SP:Iteration 1F (15686.750000 sec): 3 clusters Score: Raw -283116.649131 + Penalty 3658.748031 = -279457.901100 nChanged 107 SP:Iteration 2F (15686.760000 sec): 3 clusters Score: Raw -283225.045721 + Penalty 3658.748031 = -279566.297690 nChanged 56 SP:Iteration 3Q (15686.770000 sec): 3 clusters Score: Raw -283277.908449 + Penalty 3658.748031 = -279619.160418 nChanged 44 SP:Iteration 4Q (15686.770000 sec): 3 clusters Score: Raw -283323.958276 + Penalty 3658.748031 = -279665.210245 nChanged 34 SP:Iteration 5Q (15686.780000 sec): 3 clusters Score: Raw -283358.982047 + Penalty 3658.748031 = -279700.234016 nChanged 23 SP:Iteration 6Q (15686.780000 sec): 3 clusters Score: Raw -283372.968413 + Penalty 3658.748031 = -279714.220383 nChanged 11 SP:Iteration 7Q (15686.790000 sec): 3 clusters Score: Raw -283379.795741 + Penalty 3658.748031 = -279721.047710 nChanged 8 SP:Iteration 8Q (15686.800000 sec): 3 clusters Score: Raw -283386.219172 + Penalty 3658.748031 = -279727.471142 nChanged 5 SP:Iteration 9Q (15686.800000 sec): 3 clusters Score: Raw -283390.787629 + Penalty 3658.748031 = -279732.039598 nChanged 3 SP:Iteration 10Q (15686.810000 sec): 3 clusters Score: Raw -283392.153496 + Penalty 3658.748031 = -279733.405465 nChanged 0 SP:Iteration 11F (15686.820000 sec): 3 clusters Score: Raw -283392.153496 + Penalty 3658.748031 = -279733.405465 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15686.820000 sec): 2 clusters Score: Raw -16419.789981 + Penalty 1269.262465 = -15150.527516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15686.830000 sec): 3 clusters Score: Raw -16699.141360 + Penalty 2538.524931 = -14160.616429 nChanged 15 SP:Iteration 1F (15686.830000 sec): 3 clusters Score: Raw -16767.965589 + Penalty 2538.524931 = -14229.440658 nChanged 4 SP:Iteration 2Q (15686.830000 sec): 3 clusters Score: Raw -16787.489848 + Penalty 2538.524931 = -14248.964917 nChanged 4 SP:Iteration 3Q (15686.830000 sec): 3 clusters Score: Raw -16819.074087 + Penalty 2538.524931 = -14280.549156 nChanged 0 SP:Iteration 4F (15686.830000 sec): 3 clusters Score: Raw -16819.074087 + Penalty 2538.524931 = -14280.549156 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15686.910000 sec): 2 clusters Score: Raw -3271595.759529 + Penalty 2438.640053 = -3269157.119477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15686.980000 sec): 3 clusters Score: Raw -3260714.620217 + Penalty 4877.280106 = -3255837.340111 nChanged 8201 SP:Iteration 1F (15687.060000 sec): 3 clusters Score: Raw -3265282.154357 + Penalty 4877.280106 = -3260404.874251 nChanged 1123 SP:Iteration 2F (15687.130000 sec): 3 clusters Score: Raw -3265758.137289 + Penalty 4877.280106 = -3260880.857183 nChanged 986 SP:Iteration 3F (15687.210000 sec): 3 clusters Score: Raw -3266225.377776 + Penalty 4877.280106 = -3261348.097671 nChanged 1065 SP:Iteration 4F (15687.280000 sec): 3 clusters Score: Raw -3266801.822148 + Penalty 4877.280106 = -3261924.542043 nChanged 1097 SP:Iteration 5F (15687.360000 sec): 3 clusters Score: Raw -3267486.091335 + Penalty 4877.280106 = -3262608.811230 nChanged 1149 SP:Iteration 6F (15687.430000 sec): 3 clusters Score: Raw -3268247.048662 + Penalty 4877.280106 = -3263369.768557 nChanged 1074 SP:Iteration 7F (15687.500000 sec): 3 clusters Score: Raw -3268941.156009 + Penalty 4877.280106 = -3264063.875904 nChanged 929 SP:Iteration 8Q (15687.580000 sec): 3 clusters Score: Raw -3269526.957738 + Penalty 4877.280106 = -3264649.677632 nChanged 791 SP:Iteration 9Q (15687.650000 sec): 3 clusters Score: Raw -3269999.624857 + Penalty 4877.280106 = -3265122.344751 nChanged 603 SP:Iteration 10Q (15687.730000 sec): 3 clusters Score: Raw -3270352.444231 + Penalty 4877.280106 = -3265475.164126 nChanged 498 SP:Iteration 11Q (15687.800000 sec): 3 clusters Score: Raw -3270641.411330 + Penalty 4877.280106 = -3265764.131224 nChanged 383 SP:Iteration 12Q (15687.880000 sec): 3 clusters Score: Raw -3270865.147392 + Penalty 4877.280106 = -3265987.867287 nChanged 330 SP:Iteration 13Q (15687.950000 sec): 3 clusters Score: Raw -3271087.257255 + Penalty 4877.280106 = -3266209.977149 nChanged 294 SP:Iteration 14Q (15688.020000 sec): 3 clusters Score: Raw -3271302.423074 + Penalty 4877.280106 = -3266425.142968 nChanged 243 SP:Iteration 15Q (15688.100000 sec): 3 clusters Score: Raw -3271488.666764 + Penalty 4877.280106 = -3266611.386658 nChanged 187 SP:Iteration 16Q (15688.170000 sec): 3 clusters Score: Raw -3271633.557806 + Penalty 4877.280106 = -3266756.277700 nChanged 143 SP:Iteration 17Q (15688.240000 sec): 3 clusters Score: Raw -3271756.445129 + Penalty 4877.280106 = -3266879.165023 nChanged 107 SP:Iteration 18Q (15688.300000 sec): 3 clusters Score: Raw -3271843.025014 + Penalty 4877.280106 = -3266965.744909 nChanged 84 SP:Iteration 19Q (15688.370000 sec): 3 clusters Score: Raw -3271907.902787 + Penalty 4877.280106 = -3267030.622681 nChanged 69 SP:Iteration 20F (15688.440000 sec): 3 clusters Score: Raw -3271962.485347 + Penalty 4877.280106 = -3267085.205241 nChanged 44 SP:Iteration 21Q (15688.500000 sec): 3 clusters Score: Raw -3271993.521916 + Penalty 4877.280106 = -3267116.241810 nChanged 43 SP:Iteration 22Q (15688.560000 sec): 3 clusters Score: Raw -3272025.808401 + Penalty 4877.280106 = -3267148.528295 nChanged 32 SP:Iteration 23Q (15688.620000 sec): 3 clusters Score: Raw -3272051.909821 + Penalty 4877.280106 = -3267174.629715 nChanged 15 SP:Iteration 24Q (15688.680000 sec): 3 clusters Score: Raw -3272062.677551 + Penalty 4877.280106 = -3267185.397445 nChanged 14 SP:Iteration 25Q (15688.740000 sec): 3 clusters Score: Raw -3272071.069052 + Penalty 4877.280106 = -3267193.788947 nChanged 6 SP:Iteration 26Q (15688.800000 sec): 3 clusters Score: Raw -3272073.857784 + Penalty 4877.280106 = -3267196.577678 nChanged 5 SP:Iteration 27Q (15688.860000 sec): 3 clusters Score: Raw -3272076.712961 + Penalty 4877.280106 = -3267199.432855 nChanged 3 SP:Iteration 28Q (15688.910000 sec): 3 clusters Score: Raw -3272078.321544 + Penalty 4877.280106 = -3267201.041438 nChanged 0 SP:Iteration 29F (15688.990000 sec): 3 clusters Score: Raw -3272078.321544 + Penalty 4877.280106 = -3267201.041438 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15689.010000 sec): 2 clusters Score: Raw -192290.806133 + Penalty 1729.902654 = -190560.903479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15689.010000 sec): 3 clusters Score: Raw -192019.588887 + Penalty 3459.805308 = -188559.783579 nChanged 298 SP:Iteration 1F (15689.010000 sec): 3 clusters Score: Raw -192327.109690 + Penalty 3459.805308 = -188867.304382 nChanged 71 SP:Iteration 2F (15689.020000 sec): 3 clusters Score: Raw -192415.215016 + Penalty 3459.805308 = -188955.409708 nChanged 22 SP:Iteration 3Q (15689.020000 sec): 3 clusters Score: Raw -192443.638216 + Penalty 3459.805308 = -188983.832908 nChanged 20 SP:Iteration 4Q (15689.020000 sec): 3 clusters Score: Raw -192465.663855 + Penalty 3459.805308 = -189005.858547 nChanged 10 SP:Iteration 5Q (15689.030000 sec): 3 clusters Score: Raw -192477.388590 + Penalty 3459.805308 = -189017.583282 nChanged 5 SP:Iteration 6Q (15689.030000 sec): 3 clusters Score: Raw -192486.080952 + Penalty 3459.805308 = -189026.275644 nChanged 4 SP:Iteration 7Q (15689.040000 sec): 3 clusters Score: Raw -192490.448921 + Penalty 3459.805308 = -189030.643613 nChanged 2 SP:Iteration 8Q (15689.040000 sec): 3 clusters Score: Raw -192491.703178 + Penalty 3459.805308 = -189031.897870 nChanged 1 SP:Iteration 9Q (15689.040000 sec): 3 clusters Score: Raw -192493.900764 + Penalty 3459.805308 = -189034.095456 nChanged 2 SP:Iteration 10Q (15689.050000 sec): 3 clusters Score: Raw -192495.862157 + Penalty 3459.805308 = -189036.056849 nChanged 0 SP:Iteration 11F (15689.060000 sec): 3 clusters Score: Raw -192495.862157 + Penalty 3459.805308 = -189036.056849 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15689.060000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15689.060000 sec): 3 clusters Score: Raw -28993.075369 + Penalty 2617.944871 = -26375.130498 nChanged 22 SP:Iteration 1F (15689.060000 sec): 3 clusters Score: Raw -29120.060039 + Penalty 2617.944871 = -26502.115168 nChanged 8 SP:Iteration 2Q (15689.060000 sec): 3 clusters Score: Raw -29203.675613 + Penalty 2617.944871 = -26585.730742 nChanged 8 SP:Iteration 3Q (15689.060000 sec): 3 clusters Score: Raw -29262.197405 + Penalty 2617.944871 = -26644.252534 nChanged 0 SP:Iteration 4F (15689.070000 sec): 3 clusters Score: Raw -29262.197405 + Penalty 2617.944871 = -26644.252534 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (226309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15689.960000 sec): 2 clusters Score: Raw -39201831.602304 + Penalty 3057.754837 = -39198773.847467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15690.930000 sec): 3 clusters Score: Raw -39053044.676333 + Penalty 6115.509674 = -39046929.166659 nChanged 109329 SP:Iteration 1F (15691.890000 sec): 3 clusters Score: Raw -39116446.857287 + Penalty 6115.509674 = -39110331.347613 nChanged 4969 SP:Iteration 2Q (15692.880000 sec): 3 clusters Score: Raw -39117167.406509 + Penalty 6115.509674 = -39111051.896834 nChanged 4964 SP:Iteration 3Q (15693.870000 sec): 3 clusters Score: Raw -39117982.050285 + Penalty 6115.509674 = -39111866.540611 nChanged 5348 SP:Iteration 4Q (15694.860000 sec): 3 clusters Score: Raw -39118947.648165 + Penalty 6115.509674 = -39112832.138491 nChanged 5835 SP:Iteration 5Q (15695.860000 sec): 3 clusters Score: Raw -39120145.072040 + Penalty 6115.509674 = -39114029.562366 nChanged 6502 SP:Iteration 6Q (15696.850000 sec): 3 clusters Score: Raw -39121664.217279 + Penalty 6115.509674 = -39115548.707604 nChanged 7375 SP:Iteration 7Q (15697.840000 sec): 3 clusters Score: Raw -39123631.648554 + Penalty 6115.509674 = -39117516.138880 nChanged 8358 SP:Iteration 8Q (15698.830000 sec): 3 clusters Score: Raw -39126135.058654 + Penalty 6115.509674 = -39120019.548980 nChanged 9472 SP:Iteration 9Q (15699.820000 sec): 3 clusters Score: Raw -39129447.292081 + Penalty 6115.509674 = -39123331.782407 nChanged 10688 SP:Iteration 10Q (15700.810000 sec): 3 clusters Score: Raw -39133953.937322 + Penalty 6115.509674 = -39127838.427648 nChanged 12220 SP:Iteration 11F (15701.780000 sec): 3 clusters Score: Raw -39140308.903628 + Penalty 6115.509674 = -39134193.393954 nChanged 13503 SP:Iteration 12F (15702.750000 sec): 3 clusters Score: Raw -39148833.538999 + Penalty 6115.509674 = -39142718.029324 nChanged 14492 SP:Iteration 13F (15703.720000 sec): 3 clusters Score: Raw -39159848.546072 + Penalty 6115.509674 = -39153733.036398 nChanged 14249 SP:Iteration 14F (15704.700000 sec): 3 clusters Score: Raw -39172709.228198 + Penalty 6115.509674 = -39166593.718524 nChanged 11737 SP:Iteration 15F (15705.660000 sec): 3 clusters Score: Raw -39185316.664233 + Penalty 6115.509674 = -39179201.154559 nChanged 7078 SP:Iteration 16Q (15706.570000 sec): 3 clusters Score: Raw -39192929.096615 + Penalty 6115.509674 = -39186813.586941 nChanged 3964 SP:Iteration 17Q (15707.380000 sec): 3 clusters Score: Raw -39196415.803929 + Penalty 6115.509674 = -39190300.294255 nChanged 2532 SP:Iteration 18Q (15708.150000 sec): 3 clusters Score: Raw -39198051.148783 + Penalty 6115.509674 = -39191935.639109 nChanged 1730 SP:Iteration 19Q (15708.910000 sec): 3 clusters Score: Raw -39199001.029913 + Penalty 6115.509674 = -39192885.520239 nChanged 1357 SP:Iteration 20F (15709.870000 sec): 3 clusters Score: Raw -39199672.079556 + Penalty 6115.509674 = -39193556.569882 nChanged 1154 SP:Iteration 21Q (15710.600000 sec): 3 clusters Score: Raw -39200240.156223 + Penalty 6115.509674 = -39194124.646549 nChanged 983 SP:Iteration 22Q (15711.310000 sec): 3 clusters Score: Raw -39200702.108506 + Penalty 6115.509674 = -39194586.598831 nChanged 777 SP:Iteration 23Q (15712.020000 sec): 3 clusters Score: Raw -39201071.976715 + Penalty 6115.509674 = -39194956.467041 nChanged 648 SP:Iteration 24Q (15712.720000 sec): 3 clusters Score: Raw -39201375.745648 + Penalty 6115.509674 = -39195260.235974 nChanged 536 SP:Iteration 25Q (15713.410000 sec): 3 clusters Score: Raw -39201616.443805 + Penalty 6115.509674 = -39195500.934131 nChanged 443 SP:Iteration 26Q (15714.110000 sec): 3 clusters Score: Raw -39201807.431406 + Penalty 6115.509674 = -39195691.921732 nChanged 371 SP:Iteration 27Q (15714.800000 sec): 3 clusters Score: Raw -39201962.582314 + Penalty 6115.509674 = -39195847.072640 nChanged 285 SP:Iteration 28Q (15715.490000 sec): 3 clusters Score: Raw -39202077.179039 + Penalty 6115.509674 = -39195961.669365 nChanged 232 SP:Iteration 29Q (15716.170000 sec): 3 clusters Score: Raw -39202160.491729 + Penalty 6115.509674 = -39196044.982055 nChanged 189 SP:Iteration 30Q (15716.860000 sec): 3 clusters Score: Raw -39202218.670476 + Penalty 6115.509674 = -39196103.160802 nChanged 151 SP:Iteration 31Q (15717.550000 sec): 3 clusters Score: Raw -39202267.060227 + Penalty 6115.509674 = -39196151.550553 nChanged 143 SP:Iteration 32Q (15718.230000 sec): 3 clusters Score: Raw -39202310.488165 + Penalty 6115.509674 = -39196194.978491 nChanged 107 SP:Iteration 33Q (15718.910000 sec): 3 clusters Score: Raw -39202342.660655 + Penalty 6115.509674 = -39196227.150981 nChanged 77 SP:Iteration 34Q (15719.590000 sec): 3 clusters Score: Raw -39202362.996183 + Penalty 6115.509674 = -39196247.486509 nChanged 61 SP:Iteration 35Q (15720.270000 sec): 3 clusters Score: Raw -39202377.785087 + Penalty 6115.509674 = -39196262.275413 nChanged 52 SP:Iteration 36Q (15720.950000 sec): 3 clusters Score: Raw -39202389.413939 + Penalty 6115.509674 = -39196273.904265 nChanged 45 SP:Iteration 37Q (15721.630000 sec): 3 clusters Score: Raw -39202400.383244 + Penalty 6115.509674 = -39196284.873570 nChanged 52 SP:Iteration 38Q (15722.310000 sec): 3 clusters Score: Raw -39202415.682063 + Penalty 6115.509674 = -39196300.172389 nChanged 42 SP:Iteration 39Q (15722.990000 sec): 3 clusters Score: Raw -39202426.464533 + Penalty 6115.509674 = -39196310.954859 nChanged 38 SP:Iteration 40F (15723.930000 sec): 3 clusters Score: Raw -39202434.860253 + Penalty 6115.509674 = -39196319.350579 nChanged 28 SP:Iteration 41Q (15724.610000 sec): 3 clusters Score: Raw -39202441.005654 + Penalty 6115.509674 = -39196325.495980 nChanged 23 SP:Iteration 42Q (15725.290000 sec): 3 clusters Score: Raw -39202445.799797 + Penalty 6115.509674 = -39196330.290123 nChanged 28 SP:Iteration 43Q (15725.970000 sec): 3 clusters Score: Raw -39202451.422794 + Penalty 6115.509674 = -39196335.913120 nChanged 24 SP:Iteration 44Q (15726.640000 sec): 3 clusters Score: Raw -39202456.688538 + Penalty 6115.509674 = -39196341.178864 nChanged 20 SP:Iteration 45Q (15727.320000 sec): 3 clusters Score: Raw -39202460.782095 + Penalty 6115.509674 = -39196345.272421 nChanged 12 SP:Iteration 46Q (15728.000000 sec): 3 clusters Score: Raw -39202464.489630 + Penalty 6115.509674 = -39196348.979956 nChanged 12 SP:Iteration 47Q (15728.670000 sec): 3 clusters Score: Raw -39202466.482684 + Penalty 6115.509674 = -39196350.973010 nChanged 8 SP:Iteration 48Q (15729.350000 sec): 3 clusters Score: Raw -39202468.078642 + Penalty 6115.509674 = -39196352.568968 nChanged 7 SP:Iteration 49Q (15730.030000 sec): 3 clusters Score: Raw -39202470.059078 + Penalty 6115.509674 = -39196354.549404 nChanged 11 SP:Iteration 50Q (15730.710000 sec): 3 clusters Score: Raw -39202472.642977 + Penalty 6115.509674 = -39196357.133303 nChanged 10 SP:Iteration 51Q (15731.380000 sec): 3 clusters Score: Raw -39202474.644194 + Penalty 6115.509674 = -39196359.134520 nChanged 9 SP:Iteration 52Q (15732.060000 sec): 3 clusters Score: Raw -39202475.995532 + Penalty 6115.509674 = -39196360.485857 nChanged 8 SP:Iteration 53Q (15732.740000 sec): 3 clusters Score: Raw -39202477.732127 + Penalty 6115.509674 = -39196362.222453 nChanged 7 SP:Iteration 54Q (15733.410000 sec): 3 clusters Score: Raw -39202479.849201 + Penalty 6115.509674 = -39196364.339527 nChanged 7 SP:Iteration 55Q (15734.090000 sec): 3 clusters Score: Raw -39202481.225841 + Penalty 6115.509674 = -39196365.716166 nChanged 9 SP:Iteration 56Q (15734.760000 sec): 3 clusters Score: Raw -39202482.456439 + Penalty 6115.509674 = -39196366.946765 nChanged 10 SP:Iteration 57Q (15735.440000 sec): 3 clusters Score: Raw -39202484.440754 + Penalty 6115.509674 = -39196368.931080 nChanged 12 SP:Iteration 58Q (15736.120000 sec): 3 clusters Score: Raw -39202487.180579 + Penalty 6115.509674 = -39196371.670905 nChanged 7 SP:Iteration 59Q (15736.790000 sec): 3 clusters Score: Raw -39202488.945837 + Penalty 6115.509674 = -39196373.436163 nChanged 8 SP:Iteration 60F (15737.730000 sec): 3 clusters Score: Raw -39202490.313503 + Penalty 6115.509674 = -39196374.803829 nChanged 8 SP:Iteration 61Q (15738.410000 sec): 3 clusters Score: Raw -39202492.253990 + Penalty 6115.509674 = -39196376.744316 nChanged 7 SP:Iteration 62Q (15739.080000 sec): 3 clusters Score: Raw -39202493.934775 + Penalty 6115.509674 = -39196378.425101 nChanged 5 SP:Iteration 63Q (15739.760000 sec): 3 clusters Score: Raw -39202495.272895 + Penalty 6115.509674 = -39196379.763221 nChanged 10 SP:Iteration 64Q (15740.440000 sec): 3 clusters Score: Raw -39202497.172196 + Penalty 6115.509674 = -39196381.662521 nChanged 11 SP:Iteration 65Q (15741.110000 sec): 3 clusters Score: Raw -39202499.617196 + Penalty 6115.509674 = -39196384.107522 nChanged 10 SP:Iteration 66Q (15741.790000 sec): 3 clusters Score: Raw -39202501.852880 + Penalty 6115.509674 = -39196386.343205 nChanged 8 SP:Iteration 67Q (15742.460000 sec): 3 clusters Score: Raw -39202503.363724 + Penalty 6115.509674 = -39196387.854050 nChanged 7 SP:Iteration 68Q (15743.140000 sec): 3 clusters Score: Raw -39202505.556233 + Penalty 6115.509674 = -39196390.046559 nChanged 8 SP:Iteration 69Q (15743.810000 sec): 3 clusters Score: Raw -39202507.657305 + Penalty 6115.509674 = -39196392.147631 nChanged 7 SP:Iteration 70Q (15744.490000 sec): 3 clusters Score: Raw -39202508.963006 + Penalty 6115.509674 = -39196393.453332 nChanged 4 SP:Iteration 71Q (15745.160000 sec): 3 clusters Score: Raw -39202510.123266 + Penalty 6115.509674 = -39196394.613592 nChanged 7 SP:Iteration 72Q (15745.840000 sec): 3 clusters Score: Raw -39202511.733848 + Penalty 6115.509674 = -39196396.224174 nChanged 6 SP:Iteration 73Q (15746.510000 sec): 3 clusters Score: Raw -39202512.751223 + Penalty 6115.509674 = -39196397.241549 nChanged 3 SP:Iteration 74Q (15747.190000 sec): 3 clusters Score: Raw -39202513.301333 + Penalty 6115.509674 = -39196397.791659 nChanged 4 SP:Iteration 75Q (15747.860000 sec): 3 clusters Score: Raw -39202513.973751 + Penalty 6115.509674 = -39196398.464077 nChanged 1 SP:Iteration 76Q (15748.540000 sec): 3 clusters Score: Raw -39202514.237496 + Penalty 6115.509674 = -39196398.727822 nChanged 2 SP:Iteration 77Q (15749.210000 sec): 3 clusters Score: Raw -39202514.459724 + Penalty 6115.509674 = -39196398.950049 nChanged 0 SP:Iteration 78F (15750.150000 sec): 3 clusters Score: Raw -39202514.459724 + Penalty 6115.509674 = -39196398.950049 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15750.280000 sec): 2 clusters Score: Raw -299609.908347 + Penalty 1858.342678 = -297751.565670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15750.290000 sec): 3 clusters Score: Raw -298954.617707 + Penalty 3716.685355 = -295237.932352 nChanged 568 SP:Iteration 1F (15750.300000 sec): 3 clusters Score: Raw -299465.382837 + Penalty 3716.685355 = -295748.697482 nChanged 149 SP:Iteration 2F (15750.300000 sec): 3 clusters Score: Raw -299698.736456 + Penalty 3716.685355 = -295982.051100 nChanged 123 SP:Iteration 3F (15750.310000 sec): 3 clusters Score: Raw -299874.943913 + Penalty 3716.685355 = -296158.258558 nChanged 85 SP:Iteration 4Q (15750.320000 sec): 3 clusters Score: Raw -299977.780585 + Penalty 3716.685355 = -296261.095230 nChanged 66 SP:Iteration 5Q (15750.320000 sec): 3 clusters Score: Raw -300057.198593 + Penalty 3716.685355 = -296340.513237 nChanged 47 SP:Iteration 6Q (15750.330000 sec): 3 clusters Score: Raw -300116.022553 + Penalty 3716.685355 = -296399.337198 nChanged 44 SP:Iteration 7Q (15750.340000 sec): 3 clusters Score: Raw -300165.344942 + Penalty 3716.685355 = -296448.659586 nChanged 30 SP:Iteration 8Q (15750.340000 sec): 3 clusters Score: Raw -300200.932383 + Penalty 3716.685355 = -296484.247027 nChanged 31 SP:Iteration 9Q (15750.350000 sec): 3 clusters Score: Raw -300241.337373 + Penalty 3716.685355 = -296524.652017 nChanged 28 SP:Iteration 10Q (15750.360000 sec): 3 clusters Score: Raw -300282.035317 + Penalty 3716.685355 = -296565.349961 nChanged 29 SP:Iteration 11Q (15750.360000 sec): 3 clusters Score: Raw -300321.982641 + Penalty 3716.685355 = -296605.297285 nChanged 32 SP:Iteration 12Q (15750.370000 sec): 3 clusters Score: Raw -300372.266340 + Penalty 3716.685355 = -296655.580985 nChanged 32 SP:Iteration 13Q (15750.380000 sec): 3 clusters Score: Raw -300438.549504 + Penalty 3716.685355 = -296721.864148 nChanged 32 SP:Iteration 14Q (15750.380000 sec): 3 clusters Score: Raw -300502.338452 + Penalty 3716.685355 = -296785.653096 nChanged 35 SP:Iteration 15Q (15750.390000 sec): 3 clusters Score: Raw -300569.845867 + Penalty 3716.685355 = -296853.160512 nChanged 38 SP:Iteration 16Q (15750.400000 sec): 3 clusters Score: Raw -300646.226674 + Penalty 3716.685355 = -296929.541318 nChanged 60 SP:Iteration 17Q (15750.400000 sec): 3 clusters Score: Raw -300781.216812 + Penalty 3716.685355 = -297064.531456 nChanged 73 SP:Iteration 18Q (15750.410000 sec): 3 clusters Score: Raw -300949.699195 + Penalty 3716.685355 = -297233.013840 nChanged 80 SP:Iteration 19Q (15750.420000 sec): 3 clusters Score: Raw -301116.094996 + Penalty 3716.685355 = -297399.409641 nChanged 60 SP:Iteration 20F (15750.420000 sec): 3 clusters Score: Raw -301229.222323 + Penalty 3716.685355 = -297512.536968 nChanged 32 SP:Iteration 21Q (15750.430000 sec): 3 clusters Score: Raw -301285.059853 + Penalty 3716.685355 = -297568.374498 nChanged 22 SP:Iteration 22Q (15750.440000 sec): 3 clusters Score: Raw -301317.310388 + Penalty 3716.685355 = -297600.625033 nChanged 10 SP:Iteration 23Q (15750.440000 sec): 3 clusters Score: Raw -301329.445690 + Penalty 3716.685355 = -297612.760335 nChanged 8 SP:Iteration 24Q (15750.440000 sec): 3 clusters Score: Raw -301339.536752 + Penalty 3716.685355 = -297622.851397 nChanged 6 SP:Iteration 25Q (15750.450000 sec): 3 clusters Score: Raw -301348.939463 + Penalty 3716.685355 = -297632.254107 nChanged 3 SP:Iteration 26Q (15750.460000 sec): 3 clusters Score: Raw -301350.915722 + Penalty 3716.685355 = -297634.230366 nChanged 0 SP:Iteration 27F (15750.460000 sec): 3 clusters Score: Raw -301350.915722 + Penalty 3716.685355 = -297634.230366 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (118894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15750.940000 sec): 2 clusters Score: Raw -21085642.077935 + Penalty 2898.124929 = -21082743.953006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15751.450000 sec): 3 clusters Score: Raw -21008823.052877 + Penalty 5796.249859 = -21003026.803018 nChanged 56563 SP:Iteration 1F (15751.950000 sec): 3 clusters Score: Raw -21041322.031679 + Penalty 5796.249859 = -21035525.781820 nChanged 3520 SP:Iteration 2Q (15752.480000 sec): 3 clusters Score: Raw -21042076.774156 + Penalty 5796.249859 = -21036280.524297 nChanged 3680 SP:Iteration 3Q (15753.000000 sec): 3 clusters Score: Raw -21042977.681072 + Penalty 5796.249859 = -21037181.431214 nChanged 4181 SP:Iteration 4Q (15753.530000 sec): 3 clusters Score: Raw -21044227.655352 + Penalty 5796.249859 = -21038431.405493 nChanged 5006 SP:Iteration 5Q (15754.060000 sec): 3 clusters Score: Raw -21046065.585666 + Penalty 5796.249859 = -21040269.335807 nChanged 6128 SP:Iteration 6F (15754.560000 sec): 3 clusters Score: Raw -21048886.492392 + Penalty 5796.249859 = -21043090.242533 nChanged 7258 SP:Iteration 7F (15755.060000 sec): 3 clusters Score: Raw -21052930.041465 + Penalty 5796.249859 = -21047133.791606 nChanged 7939 SP:Iteration 8F (15755.560000 sec): 3 clusters Score: Raw -21057969.310013 + Penalty 5796.249859 = -21052173.060154 nChanged 7923 SP:Iteration 9F (15756.060000 sec): 3 clusters Score: Raw -21063495.462200 + Penalty 5796.249859 = -21057699.212341 nChanged 7039 SP:Iteration 10F (15756.560000 sec): 3 clusters Score: Raw -21068727.118260 + Penalty 5796.249859 = -21062930.868401 nChanged 5770 SP:Iteration 11Q (15757.080000 sec): 3 clusters Score: Raw -21073542.844132 + Penalty 5796.249859 = -21067746.594273 nChanged 4443 SP:Iteration 12Q (15757.590000 sec): 3 clusters Score: Raw -21077730.586883 + Penalty 5796.249859 = -21071934.337024 nChanged 2993 SP:Iteration 13Q (15758.040000 sec): 3 clusters Score: Raw -21080666.742055 + Penalty 5796.249859 = -21074870.492196 nChanged 2001 SP:Iteration 14Q (15758.450000 sec): 3 clusters Score: Raw -21082364.544964 + Penalty 5796.249859 = -21076568.295105 nChanged 1334 SP:Iteration 15Q (15758.840000 sec): 3 clusters Score: Raw -21083230.693158 + Penalty 5796.249859 = -21077434.443299 nChanged 875 SP:Iteration 16Q (15759.210000 sec): 3 clusters Score: Raw -21083714.331086 + Penalty 5796.249859 = -21077918.081227 nChanged 617 SP:Iteration 17Q (15759.600000 sec): 3 clusters Score: Raw -21084009.201224 + Penalty 5796.249859 = -21078212.951366 nChanged 516 SP:Iteration 18Q (15759.980000 sec): 3 clusters Score: Raw -21084254.557739 + Penalty 5796.249859 = -21078458.307880 nChanged 455 SP:Iteration 19Q (15760.360000 sec): 3 clusters Score: Raw -21084458.951080 + Penalty 5796.249859 = -21078662.701221 nChanged 416 SP:Iteration 20F (15760.850000 sec): 3 clusters Score: Raw -21084632.716594 + Penalty 5796.249859 = -21078836.466735 nChanged 332 SP:Iteration 21Q (15761.220000 sec): 3 clusters Score: Raw -21084764.155312 + Penalty 5796.249859 = -21078967.905453 nChanged 284 SP:Iteration 22Q (15761.590000 sec): 3 clusters Score: Raw -21084872.284434 + Penalty 5796.249859 = -21079076.034575 nChanged 270 SP:Iteration 23Q (15761.950000 sec): 3 clusters Score: Raw -21084980.171986 + Penalty 5796.249859 = -21079183.922127 nChanged 267 SP:Iteration 24Q (15762.320000 sec): 3 clusters Score: Raw -21085095.902205 + Penalty 5796.249859 = -21079299.652346 nChanged 224 SP:Iteration 25Q (15762.680000 sec): 3 clusters Score: Raw -21085188.428613 + Penalty 5796.249859 = -21079392.178754 nChanged 199 SP:Iteration 26Q (15763.040000 sec): 3 clusters Score: Raw -21085274.009422 + Penalty 5796.249859 = -21079477.759563 nChanged 180 SP:Iteration 27Q (15763.400000 sec): 3 clusters Score: Raw -21085350.548411 + Penalty 5796.249859 = -21079554.298553 nChanged 168 SP:Iteration 28Q (15763.760000 sec): 3 clusters Score: Raw -21085420.033311 + Penalty 5796.249859 = -21079623.783452 nChanged 145 SP:Iteration 29Q (15764.120000 sec): 3 clusters Score: Raw -21085480.303000 + Penalty 5796.249859 = -21079684.053142 nChanged 138 SP:Iteration 30Q (15764.480000 sec): 3 clusters Score: Raw -21085537.957559 + Penalty 5796.249859 = -21079741.707700 nChanged 111 SP:Iteration 31Q (15764.840000 sec): 3 clusters Score: Raw -21085584.322780 + Penalty 5796.249859 = -21079788.072921 nChanged 93 SP:Iteration 32Q (15765.190000 sec): 3 clusters Score: Raw -21085626.604909 + Penalty 5796.249859 = -21079830.355050 nChanged 98 SP:Iteration 33Q (15765.550000 sec): 3 clusters Score: Raw -21085665.745243 + Penalty 5796.249859 = -21079869.495384 nChanged 91 SP:Iteration 34Q (15765.900000 sec): 3 clusters Score: Raw -21085709.953218 + Penalty 5796.249859 = -21079913.703359 nChanged 80 SP:Iteration 35Q (15766.260000 sec): 3 clusters Score: Raw -21085742.916607 + Penalty 5796.249859 = -21079946.666748 nChanged 63 SP:Iteration 36Q (15766.620000 sec): 3 clusters Score: Raw -21085772.129857 + Penalty 5796.249859 = -21079975.879998 nChanged 72 SP:Iteration 37Q (15766.970000 sec): 3 clusters Score: Raw -21085797.909499 + Penalty 5796.249859 = -21080001.659640 nChanged 49 SP:Iteration 38Q (15767.330000 sec): 3 clusters Score: Raw -21085817.095061 + Penalty 5796.249859 = -21080020.845202 nChanged 39 SP:Iteration 39Q (15767.680000 sec): 3 clusters Score: Raw -21085831.067933 + Penalty 5796.249859 = -21080034.818074 nChanged 45 SP:Iteration 40F (15768.170000 sec): 3 clusters Score: Raw -21085845.730959 + Penalty 5796.249859 = -21080049.481100 nChanged 35 SP:Iteration 41Q (15768.530000 sec): 3 clusters Score: Raw -21085857.668956 + Penalty 5796.249859 = -21080061.419097 nChanged 22 SP:Iteration 42Q (15768.880000 sec): 3 clusters Score: Raw -21085865.147035 + Penalty 5796.249859 = -21080068.897176 nChanged 22 SP:Iteration 43Q (15769.240000 sec): 3 clusters Score: Raw -21085872.548810 + Penalty 5796.249859 = -21080076.298951 nChanged 18 SP:Iteration 44Q (15769.590000 sec): 3 clusters Score: Raw -21085878.722785 + Penalty 5796.249859 = -21080082.472926 nChanged 20 SP:Iteration 45Q (15769.950000 sec): 3 clusters Score: Raw -21085885.296749 + Penalty 5796.249859 = -21080089.046890 nChanged 14 SP:Iteration 46Q (15770.300000 sec): 3 clusters Score: Raw -21085889.609700 + Penalty 5796.249859 = -21080093.359841 nChanged 9 SP:Iteration 47Q (15770.660000 sec): 3 clusters Score: Raw -21085891.741002 + Penalty 5796.249859 = -21080095.491143 nChanged 6 SP:Iteration 48Q (15771.010000 sec): 3 clusters Score: Raw -21085893.783175 + Penalty 5796.249859 = -21080097.533316 nChanged 11 SP:Iteration 49Q (15771.360000 sec): 3 clusters Score: Raw -21085898.386973 + Penalty 5796.249859 = -21080102.137114 nChanged 15 SP:Iteration 50Q (15771.720000 sec): 3 clusters Score: Raw -21085904.666385 + Penalty 5796.249859 = -21080108.416526 nChanged 15 SP:Iteration 51Q (15772.070000 sec): 3 clusters Score: Raw -21085909.395545 + Penalty 5796.249859 = -21080113.145686 nChanged 14 SP:Iteration 52Q (15772.430000 sec): 3 clusters Score: Raw -21085915.682099 + Penalty 5796.249859 = -21080119.432240 nChanged 18 SP:Iteration 53Q (15772.780000 sec): 3 clusters Score: Raw -21085923.213875 + Penalty 5796.249859 = -21080126.964016 nChanged 21 SP:Iteration 54Q (15773.130000 sec): 3 clusters Score: Raw -21085932.296837 + Penalty 5796.249859 = -21080136.046978 nChanged 16 SP:Iteration 55Q (15773.480000 sec): 3 clusters Score: Raw -21085937.570667 + Penalty 5796.249859 = -21080141.320808 nChanged 17 SP:Iteration 56Q (15773.840000 sec): 3 clusters Score: Raw -21085946.365199 + Penalty 5796.249859 = -21080150.115340 nChanged 16 SP:Iteration 57Q (15774.190000 sec): 3 clusters Score: Raw -21085952.947209 + Penalty 5796.249859 = -21080156.697350 nChanged 14 SP:Iteration 58Q (15774.540000 sec): 3 clusters Score: Raw -21085958.390021 + Penalty 5796.249859 = -21080162.140162 nChanged 16 SP:Iteration 59Q (15774.900000 sec): 3 clusters Score: Raw -21085964.808339 + Penalty 5796.249859 = -21080168.558480 nChanged 11 SP:Iteration 60F (15775.390000 sec): 3 clusters Score: Raw -21085969.792079 + Penalty 5796.249859 = -21080173.542220 nChanged 7 SP:Iteration 61Q (15775.740000 sec): 3 clusters Score: Raw -21085972.165823 + Penalty 5796.249859 = -21080175.915964 nChanged 6 SP:Iteration 62Q (15776.100000 sec): 3 clusters Score: Raw -21085974.901081 + Penalty 5796.249859 = -21080178.651222 nChanged 3 SP:Iteration 63Q (15776.450000 sec): 3 clusters Score: Raw -21085975.893037 + Penalty 5796.249859 = -21080179.643178 nChanged 2 SP:Iteration 64Q (15776.800000 sec): 3 clusters Score: Raw -21085976.726140 + Penalty 5796.249859 = -21080180.476281 nChanged 3 SP:Iteration 65Q (15777.160000 sec): 3 clusters Score: Raw -21085978.344860 + Penalty 5796.249859 = -21080182.095001 nChanged 4 SP:Iteration 66Q (15777.510000 sec): 3 clusters Score: Raw -21085980.237822 + Penalty 5796.249859 = -21080183.987963 nChanged 3 SP:Iteration 67Q (15777.860000 sec): 3 clusters Score: Raw -21085981.397495 + Penalty 5796.249859 = -21080185.147636 nChanged 3 SP:Iteration 68Q (15778.220000 sec): 3 clusters Score: Raw -21085982.530510 + Penalty 5796.249859 = -21080186.280652 nChanged 5 SP:Iteration 69Q (15778.570000 sec): 3 clusters Score: Raw -21085984.212371 + Penalty 5796.249859 = -21080187.962512 nChanged 0 SP:Iteration 70F (15779.060000 sec): 3 clusters Score: Raw -21085984.212371 + Penalty 5796.249859 = -21080187.962512 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15779.140000 sec): 2 clusters Score: Raw -400021.207968 + Penalty 1940.858915 = -398080.349053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15779.140000 sec): 3 clusters Score: Raw -399001.968125 + Penalty 3881.717831 = -395120.250294 nChanged 847 SP:Iteration 1F (15779.160000 sec): 3 clusters Score: Raw -399630.633545 + Penalty 3881.717831 = -395748.915714 nChanged 214 SP:Iteration 2F (15779.160000 sec): 3 clusters Score: Raw -399861.330653 + Penalty 3881.717831 = -395979.612822 nChanged 172 SP:Iteration 3F (15779.180000 sec): 3 clusters Score: Raw -400074.276775 + Penalty 3881.717831 = -396192.558945 nChanged 152 SP:Iteration 4F (15779.180000 sec): 3 clusters Score: Raw -400279.607389 + Penalty 3881.717831 = -396397.889559 nChanged 124 SP:Iteration 5Q (15779.200000 sec): 3 clusters Score: Raw -400419.666469 + Penalty 3881.717831 = -396537.948639 nChanged 92 SP:Iteration 6Q (15779.200000 sec): 3 clusters Score: Raw -400504.471353 + Penalty 3881.717831 = -396622.753522 nChanged 70 SP:Iteration 7Q (15779.210000 sec): 3 clusters Score: Raw -400559.828135 + Penalty 3881.717831 = -396678.110304 nChanged 46 SP:Iteration 8Q (15779.220000 sec): 3 clusters Score: Raw -400592.160803 + Penalty 3881.717831 = -396710.442973 nChanged 37 SP:Iteration 9Q (15779.230000 sec): 3 clusters Score: Raw -400624.807250 + Penalty 3881.717831 = -396743.089420 nChanged 46 SP:Iteration 10Q (15779.240000 sec): 3 clusters Score: Raw -400668.952585 + Penalty 3881.717831 = -396787.234754 nChanged 42 SP:Iteration 11Q (15779.250000 sec): 3 clusters Score: Raw -400705.719347 + Penalty 3881.717831 = -396824.001517 nChanged 31 SP:Iteration 12Q (15779.260000 sec): 3 clusters Score: Raw -400735.633656 + Penalty 3881.717831 = -396853.915825 nChanged 32 SP:Iteration 13Q (15779.270000 sec): 3 clusters Score: Raw -400766.754003 + Penalty 3881.717831 = -396885.036173 nChanged 36 SP:Iteration 14Q (15779.280000 sec): 3 clusters Score: Raw -400793.300396 + Penalty 3881.717831 = -396911.582566 nChanged 32 SP:Iteration 15Q (15779.290000 sec): 3 clusters Score: Raw -400817.290077 + Penalty 3881.717831 = -396935.572247 nChanged 32 SP:Iteration 16Q (15779.300000 sec): 3 clusters Score: Raw -400840.495410 + Penalty 3881.717831 = -396958.777579 nChanged 29 SP:Iteration 17Q (15779.310000 sec): 3 clusters Score: Raw -400862.832229 + Penalty 3881.717831 = -396981.114398 nChanged 27 SP:Iteration 18Q (15779.320000 sec): 3 clusters Score: Raw -400883.055872 + Penalty 3881.717831 = -397001.338042 nChanged 19 SP:Iteration 19Q (15779.320000 sec): 3 clusters Score: Raw -400897.251819 + Penalty 3881.717831 = -397015.533988 nChanged 13 SP:Iteration 20F (15779.340000 sec): 3 clusters Score: Raw -400905.079315 + Penalty 3881.717831 = -397023.361484 nChanged 8 SP:Iteration 21Q (15779.340000 sec): 3 clusters Score: Raw -400911.717252 + Penalty 3881.717831 = -397029.999421 nChanged 12 SP:Iteration 22Q (15779.350000 sec): 3 clusters Score: Raw -400920.900149 + Penalty 3881.717831 = -397039.182318 nChanged 13 SP:Iteration 23Q (15779.360000 sec): 3 clusters Score: Raw -400929.449695 + Penalty 3881.717831 = -397047.731864 nChanged 9 SP:Iteration 24Q (15779.370000 sec): 3 clusters Score: Raw -400936.145554 + Penalty 3881.717831 = -397054.427723 nChanged 14 SP:Iteration 25Q (15779.380000 sec): 3 clusters Score: Raw -400943.212391 + Penalty 3881.717831 = -397061.494561 nChanged 13 SP:Iteration 26Q (15779.390000 sec): 3 clusters Score: Raw -400950.468891 + Penalty 3881.717831 = -397068.751061 nChanged 11 SP:Iteration 27Q (15779.400000 sec): 3 clusters Score: Raw -400955.929768 + Penalty 3881.717831 = -397074.211937 nChanged 8 SP:Iteration 28Q (15779.400000 sec): 3 clusters Score: Raw -400962.306257 + Penalty 3881.717831 = -397080.588426 nChanged 11 SP:Iteration 29Q (15779.420000 sec): 3 clusters Score: Raw -400970.222270 + Penalty 3881.717831 = -397088.504439 nChanged 13 SP:Iteration 30Q (15779.420000 sec): 3 clusters Score: Raw -400979.033956 + Penalty 3881.717831 = -397097.316126 nChanged 15 SP:Iteration 31Q (15779.430000 sec): 3 clusters Score: Raw -400992.515663 + Penalty 3881.717831 = -397110.797832 nChanged 7 SP:Iteration 32Q (15779.440000 sec): 3 clusters Score: Raw -400995.175560 + Penalty 3881.717831 = -397113.457729 nChanged 4 SP:Iteration 33Q (15779.450000 sec): 3 clusters Score: Raw -400996.741380 + Penalty 3881.717831 = -397115.023549 nChanged 5 SP:Iteration 34Q (15779.460000 sec): 3 clusters Score: Raw -400998.563974 + Penalty 3881.717831 = -397116.846143 nChanged 3 SP:Iteration 35Q (15779.470000 sec): 3 clusters Score: Raw -401000.513192 + Penalty 3881.717831 = -397118.795361 nChanged 4 SP:Iteration 36Q (15779.480000 sec): 3 clusters Score: Raw -401002.982818 + Penalty 3881.717831 = -397121.264988 nChanged 3 SP:Iteration 37Q (15779.480000 sec): 3 clusters Score: Raw -401004.384709 + Penalty 3881.717831 = -397122.666878 nChanged 2 SP:Iteration 38Q (15779.500000 sec): 3 clusters Score: Raw -401005.152119 + Penalty 3881.717831 = -397123.434288 nChanged 1 SP:Iteration 39Q (15779.500000 sec): 3 clusters Score: Raw -401005.434113 + Penalty 3881.717831 = -397123.716282 nChanged 0 SP:Iteration 40F (15779.510000 sec): 3 clusters Score: Raw -401005.434113 + Penalty 3881.717831 = -397123.716282 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15779.520000 sec): 2 clusters Score: Raw -36371.936799 + Penalty 1392.055770 = -34979.881029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15779.520000 sec): 3 clusters Score: Raw -36615.124994 + Penalty 2784.111541 = -33831.013453 nChanged 51 SP:Iteration 1F (15779.520000 sec): 3 clusters Score: Raw -36826.500443 + Penalty 2784.111541 = -34042.388902 nChanged 14 SP:Iteration 2F (15779.520000 sec): 3 clusters Score: Raw -36899.795533 + Penalty 2784.111541 = -34115.683993 nChanged 9 SP:Iteration 3Q (15779.530000 sec): 3 clusters Score: Raw -36923.162011 + Penalty 2784.111541 = -34139.050470 nChanged 2 SP:Iteration 4Q (15779.530000 sec): 3 clusters Score: Raw -36935.864075 + Penalty 2784.111541 = -34151.752534 nChanged 1 SP:Iteration 5Q (15779.530000 sec): 3 clusters Score: Raw -36938.142023 + Penalty 2784.111541 = -34154.030482 nChanged 0 SP:Iteration 6F (15779.530000 sec): 3 clusters Score: Raw -36938.142023 + Penalty 2784.111541 = -34154.030482 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15779.540000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15779.540000 sec): 3 clusters Score: Raw -89022.182528 + Penalty 3156.916375 = -85865.266153 nChanged 109 SP:Iteration 1F (15779.540000 sec): 3 clusters Score: Raw -89223.989512 + Penalty 3156.916375 = -86067.073136 nChanged 31 SP:Iteration 2F (15779.550000 sec): 3 clusters Score: Raw -89297.725015 + Penalty 3156.916375 = -86140.808640 nChanged 16 SP:Iteration 3Q (15779.550000 sec): 3 clusters Score: Raw -89344.356078 + Penalty 3156.916375 = -86187.439702 nChanged 10 SP:Iteration 4Q (15779.550000 sec): 3 clusters Score: Raw -89358.775572 + Penalty 3156.916375 = -86201.859197 nChanged 3 SP:Iteration 5Q (15779.550000 sec): 3 clusters Score: Raw -89364.325345 + Penalty 3156.916375 = -86207.408969 nChanged 1 SP:Iteration 6Q (15779.560000 sec): 3 clusters Score: Raw -89365.772429 + Penalty 3156.916375 = -86208.856054 nChanged 1 SP:Iteration 7Q (15779.560000 sec): 3 clusters Score: Raw -89368.163113 + Penalty 3156.916375 = -86211.246737 nChanged 1 SP:Iteration 8Q (15779.560000 sec): 3 clusters Score: Raw -89370.033724 + Penalty 3156.916375 = -86213.117348 nChanged 0 SP:Iteration 9F (15779.560000 sec): 3 clusters Score: Raw -89370.033724 + Penalty 3156.916375 = -86213.117348 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1336651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (15785.600000 sec): 2 clusters Score: Raw -233916636.610913 + Penalty 3498.208092 = -233913138.402821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (15791.130000 sec): 3 clusters Score: Raw -233009315.139700 + Penalty 6996.416184 = -233002318.723516 nChanged 658268 SP:Iteration 1F (15796.630000 sec): 3 clusters Score: Raw -233411622.496772 + Penalty 6996.416184 = -233404626.080588 nChanged 30317 SP:Iteration 2Q (15802.220000 sec): 3 clusters Score: Raw -233417736.496040 + Penalty 6996.416184 = -233410740.079857 nChanged 36340 SP:Iteration 3Q (15807.800000 sec): 3 clusters Score: Raw -233427039.940980 + Penalty 6996.416184 = -233420043.524796 nChanged 44185 SP:Iteration 4Q (15813.380000 sec): 3 clusters Score: Raw -233441025.526972 + Penalty 6996.416184 = -233434029.110788 nChanged 53934 SP:Iteration 5Q (15818.950000 sec): 3 clusters Score: Raw -233461944.841168 + Penalty 6996.416184 = -233454948.424984 nChanged 64942 SP:Iteration 6Q (15824.520000 sec): 3 clusters Score: Raw -233492404.139972 + Penalty 6996.416184 = -233485407.723788 nChanged 75849 SP:Iteration 7F (15830.020000 sec): 3 clusters Score: Raw -233535134.638737 + Penalty 6996.416184 = -233528138.222554 nChanged 85309 SP:Iteration 8F (15835.490000 sec): 3 clusters Score: Raw -233592316.164336 + Penalty 6996.416184 = -233585319.748152 nChanged 89822 SP:Iteration 9F (15840.970000 sec): 3 clusters Score: Raw -233658624.908903 + Penalty 6996.416184 = -233651628.492719 nChanged 83093 SP:Iteration 10F (15846.450000 sec): 3 clusters Score: Raw -233714013.974171 + Penalty 6996.416184 = -233707017.557988 nChanged 64771 SP:Iteration 11Q (15851.970000 sec): 3 clusters Score: Raw -233745993.986362 + Penalty 6996.416184 = -233738997.570178 nChanged 44655 SP:Iteration 12Q (15857.410000 sec): 3 clusters Score: Raw -233761755.163467 + Penalty 6996.416184 = -233754758.747283 nChanged 29830 SP:Iteration 13Q (15862.810000 sec): 3 clusters Score: Raw -233769421.845752 + Penalty 6996.416184 = -233762425.429569 nChanged 20846 SP:Iteration 14Q (15868.210000 sec): 3 clusters Score: Raw -233773613.998557 + Penalty 6996.416184 = -233766617.582373 nChanged 15559 SP:Iteration 15Q (15873.570000 sec): 3 clusters Score: Raw -233776219.460561 + Penalty 6996.416184 = -233769223.044377 nChanged 12463 SP:Iteration 16Q (15878.920000 sec): 3 clusters Score: Raw -233777992.699869 + Penalty 6996.416184 = -233770996.283685 nChanged 10375 SP:Iteration 17Q (15884.260000 sec): 3 clusters Score: Raw -233779277.086872 + Penalty 6996.416184 = -233772280.670688 nChanged 8777 SP:Iteration 18Q (15889.600000 sec): 3 clusters Score: Raw -233780246.597735 + Penalty 6996.416184 = -233773250.181552 nChanged 7758 SP:Iteration 19Q (15894.920000 sec): 3 clusters Score: Raw -233781022.487306 + Penalty 6996.416184 = -233774026.071122 nChanged 6803 SP:Iteration 20F (15900.380000 sec): 3 clusters Score: Raw -233781618.846101 + Penalty 6996.416184 = -233774622.429918 nChanged 6036 SP:Iteration 21Q (15905.710000 sec): 3 clusters Score: Raw -233782083.786007 + Penalty 6996.416184 = -233775087.369823 nChanged 5285 SP:Iteration 22Q (15911.030000 sec): 3 clusters Score: Raw -233782452.677463 + Penalty 6996.416184 = -233775456.261279 nChanged 4837 SP:Iteration 23Q (15916.350000 sec): 3 clusters Score: Raw -233782765.250240 + Penalty 6996.416184 = -233775768.834056 nChanged 4355 SP:Iteration 24Q (15921.670000 sec): 3 clusters Score: Raw -233783017.562068 + Penalty 6996.416184 = -233776021.145885 nChanged 3986 SP:Iteration 25Q (15926.990000 sec): 3 clusters Score: Raw -233783232.191567 + Penalty 6996.416184 = -233776235.775384 nChanged 3782 SP:Iteration 26Q (15932.310000 sec): 3 clusters Score: Raw -233783423.909737 + Penalty 6996.416184 = -233776427.493553 nChanged 3464 SP:Iteration 27Q (15937.610000 sec): 3 clusters Score: Raw -233783592.685621 + Penalty 6996.416184 = -233776596.269437 nChanged 3481 SP:Iteration 28Q (15942.910000 sec): 3 clusters Score: Raw -233783762.679227 + Penalty 6996.416184 = -233776766.263043 nChanged 3508 SP:Iteration 29Q (15948.170000 sec): 3 clusters Score: Raw -233783931.027752 + Penalty 6996.416184 = -233776934.611568 nChanged 3537 SP:Iteration 30Q (15953.480000 sec): 3 clusters Score: Raw -233784098.230152 + Penalty 6996.416184 = -233777101.813968 nChanged 3672 SP:Iteration 31Q (15958.770000 sec): 3 clusters Score: Raw -233784269.272261 + Penalty 6996.416184 = -233777272.856077 nChanged 3705 SP:Iteration 32Q (15964.020000 sec): 3 clusters Score: Raw -233784439.936473 + Penalty 6996.416184 = -233777443.520289 nChanged 3819 SP:Iteration 33Q (15969.310000 sec): 3 clusters Score: Raw -233784619.781598 + Penalty 6996.416184 = -233777623.365414 nChanged 3981 SP:Iteration 34Q (15974.600000 sec): 3 clusters Score: Raw -233784812.157722 + Penalty 6996.416184 = -233777815.741539 nChanged 4092 SP:Iteration 35Q (15979.870000 sec): 3 clusters Score: Raw -233785012.701934 + Penalty 6996.416184 = -233778016.285750 nChanged 4281 SP:Iteration 36Q (15985.150000 sec): 3 clusters Score: Raw -233785229.567104 + Penalty 6996.416184 = -233778233.150920 nChanged 4592 SP:Iteration 37Q (15990.420000 sec): 3 clusters Score: Raw -233785475.045863 + Penalty 6996.416184 = -233778478.629679 nChanged 4780 SP:Iteration 38Q (15995.690000 sec): 3 clusters Score: Raw -233785739.676012 + Penalty 6996.416184 = -233778743.259828 nChanged 5084 SP:Iteration 39Q (16000.950000 sec): 3 clusters Score: Raw -233786035.062791 + Penalty 6996.416184 = -233779038.646607 nChanged 5232 SP:Iteration 40F (16006.410000 sec): 3 clusters Score: Raw -233786346.468459 + Penalty 6996.416184 = -233779350.052275 nChanged 5503 SP:Iteration 41Q (16011.640000 sec): 3 clusters Score: Raw -233786688.422512 + Penalty 6996.416184 = -233779692.006328 nChanged 5721 SP:Iteration 42Q (16016.890000 sec): 3 clusters Score: Raw -233787056.296423 + Penalty 6996.416184 = -233780059.880239 nChanged 5948 SP:Iteration 43Q (16022.150000 sec): 3 clusters Score: Raw -233787459.462730 + Penalty 6996.416184 = -233780463.046546 nChanged 6341 SP:Iteration 44Q (16027.390000 sec): 3 clusters Score: Raw -233787912.602909 + Penalty 6996.416184 = -233780916.186725 nChanged 6654 SP:Iteration 45Q (16032.650000 sec): 3 clusters Score: Raw -233788412.005019 + Penalty 6996.416184 = -233781415.588836 nChanged 6910 SP:Iteration 46Q (16037.880000 sec): 3 clusters Score: Raw -233788959.830987 + Penalty 6996.416184 = -233781963.414803 nChanged 7258 SP:Iteration 47Q (16043.110000 sec): 3 clusters Score: Raw -233789569.120523 + Penalty 6996.416184 = -233782572.704339 nChanged 7671 SP:Iteration 48Q (16048.320000 sec): 3 clusters Score: Raw -233790239.484609 + Penalty 6996.416184 = -233783243.068425 nChanged 8021 SP:Iteration 49Q (16053.520000 sec): 3 clusters Score: Raw -233790972.744294 + Penalty 6996.416184 = -233783976.328110 nChanged 8415 SP:Iteration 50Q (16058.710000 sec): 3 clusters Score: Raw -233791786.262664 + Penalty 6996.416184 = -233784789.846480 nChanged 8877 SP:Iteration 51Q (16063.890000 sec): 3 clusters Score: Raw -233792702.547210 + Penalty 6996.416184 = -233785706.131026 nChanged 9363 SP:Iteration 52Q (16069.040000 sec): 3 clusters Score: Raw -233793709.582738 + Penalty 6996.416184 = -233786713.166554 nChanged 9780 SP:Iteration 53Q (16074.200000 sec): 3 clusters Score: Raw -233794814.334555 + Penalty 6996.416184 = -233787817.918371 nChanged 10259 SP:Iteration 54Q (16079.340000 sec): 3 clusters Score: Raw -233796030.065568 + Penalty 6996.416184 = -233789033.649384 nChanged 10753 SP:Iteration 55Q (16084.450000 sec): 3 clusters Score: Raw -233797377.056211 + Penalty 6996.416184 = -233790380.640027 nChanged 11378 SP:Iteration 56Q (16089.560000 sec): 3 clusters Score: Raw -233798908.128379 + Penalty 6996.416184 = -233791911.712195 nChanged 12067 SP:Iteration 57Q (16094.650000 sec): 3 clusters Score: Raw -233800632.350024 + Penalty 6996.416184 = -233793635.933840 nChanged 12711 SP:Iteration 58Q (16099.710000 sec): 3 clusters Score: Raw -233802574.519659 + Penalty 6996.416184 = -233795578.103475 nChanged 13402 SP:Iteration 59Q (16104.750000 sec): 3 clusters Score: Raw -233804757.681816 + Penalty 6996.416184 = -233797761.265633 nChanged 14134 SP:Iteration 60F (16110.190000 sec): 3 clusters Score: Raw -233807209.805709 + Penalty 6996.416184 = -233800213.389526 nChanged 15159 SP:Iteration 61Q (16115.100000 sec): 3 clusters Score: Raw -233810057.625203 + Penalty 6996.416184 = -233803061.209020 nChanged 16137 SP:Iteration 62Q (16120.070000 sec): 3 clusters Score: Raw -233813330.248402 + Penalty 6996.416184 = -233806333.832218 nChanged 16940 SP:Iteration 63Q (16125.000000 sec): 3 clusters Score: Raw -233817048.489672 + Penalty 6996.416184 = -233810052.073488 nChanged 18164 SP:Iteration 64Q (16129.850000 sec): 3 clusters Score: Raw -233821393.728508 + Penalty 6996.416184 = -233814397.312324 nChanged 19230 SP:Iteration 65Q (16134.700000 sec): 3 clusters Score: Raw -233826410.044371 + Penalty 6996.416184 = -233819413.628187 nChanged 20344 SP:Iteration 66Q (16139.530000 sec): 3 clusters Score: Raw -233832163.339589 + Penalty 6996.416184 = -233825166.923405 nChanged 21560 SP:Iteration 67Q (16144.300000 sec): 3 clusters Score: Raw -233838802.755738 + Penalty 6996.416184 = -233831806.339554 nChanged 22439 SP:Iteration 68Q (16148.980000 sec): 3 clusters Score: Raw -233846354.639575 + Penalty 6996.416184 = -233839358.223392 nChanged 23106 SP:Iteration 69Q (16153.630000 sec): 3 clusters Score: Raw -233854669.717609 + Penalty 6996.416184 = -233847673.301425 nChanged 23054 SP:Iteration 70Q (16158.250000 sec): 3 clusters Score: Raw -233863247.475077 + Penalty 6996.416184 = -233856251.058894 nChanged 22165 SP:Iteration 71Q (16162.800000 sec): 3 clusters Score: Raw -233871660.058922 + Penalty 6996.416184 = -233864663.642738 nChanged 21001 SP:Iteration 72Q (16167.290000 sec): 3 clusters Score: Raw -233879692.619341 + Penalty 6996.416184 = -233872696.203157 nChanged 19263 SP:Iteration 73Q (16171.710000 sec): 3 clusters Score: Raw -233886993.501767 + Penalty 6996.416184 = -233879997.085584 nChanged 17038 SP:Iteration 74Q (16176.060000 sec): 3 clusters Score: Raw -233893240.346634 + Penalty 6996.416184 = -233886243.930450 nChanged 14719 SP:Iteration 75Q (16180.350000 sec): 3 clusters Score: Raw -233898376.288831 + Penalty 6996.416184 = -233891379.872647 nChanged 12373 SP:Iteration 76Q (16184.580000 sec): 3 clusters Score: Raw -233902529.328254 + Penalty 6996.416184 = -233895532.912070 nChanged 10601 SP:Iteration 77Q (16188.770000 sec): 3 clusters Score: Raw -233905934.009796 + Penalty 6996.416184 = -233898937.593612 nChanged 8678 SP:Iteration 78Q (16192.900000 sec): 3 clusters Score: Raw -233908554.089028 + Penalty 6996.416184 = -233901557.672845 nChanged 7124 SP:Iteration 79Q (16196.990000 sec): 3 clusters Score: Raw -233910594.114355 + Penalty 6996.416184 = -233903597.698171 nChanged 5874 SP:Iteration 80F (16202.350000 sec): 3 clusters Score: Raw -233912210.413566 + Penalty 6996.416184 = -233905213.997382 nChanged 4898 SP:Iteration 81Q (16206.330000 sec): 3 clusters Score: Raw -233913514.363167 + Penalty 6996.416184 = -233906517.946983 nChanged 4035 SP:Iteration 82Q (16210.290000 sec): 3 clusters Score: Raw -233914546.891349 + Penalty 6996.416184 = -233907550.475165 nChanged 3247 SP:Iteration 83Q (16214.220000 sec): 3 clusters Score: Raw -233915318.889216 + Penalty 6996.416184 = -233908322.473032 nChanged 2626 SP:Iteration 84Q (16218.140000 sec): 3 clusters Score: Raw -233915899.539069 + Penalty 6996.416184 = -233908903.122886 nChanged 2130 SP:Iteration 85Q (16222.040000 sec): 3 clusters Score: Raw -233916344.015209 + Penalty 6996.416184 = -233909347.599026 nChanged 1716 SP:Iteration 86Q (16225.920000 sec): 3 clusters Score: Raw -233916680.435823 + Penalty 6996.416184 = -233909684.019639 nChanged 1402 SP:Iteration 87Q (16229.800000 sec): 3 clusters Score: Raw -233916943.870520 + Penalty 6996.416184 = -233909947.454336 nChanged 1170 SP:Iteration 88Q (16233.670000 sec): 3 clusters Score: Raw -233917151.429468 + Penalty 6996.416184 = -233910155.013284 nChanged 985 SP:Iteration 89Q (16237.540000 sec): 3 clusters Score: Raw -233917313.203116 + Penalty 6996.416184 = -233910316.786932 nChanged 802 SP:Iteration 90Q (16241.390000 sec): 3 clusters Score: Raw -233917444.593972 + Penalty 6996.416184 = -233910448.177788 nChanged 683 SP:Iteration 91Q (16245.240000 sec): 3 clusters Score: Raw -233917549.375890 + Penalty 6996.416184 = -233910552.959707 nChanged 607 SP:Iteration 92Q (16249.090000 sec): 3 clusters Score: Raw -233917638.492030 + Penalty 6996.416184 = -233910642.075847 nChanged 511 SP:Iteration 93Q (16252.930000 sec): 3 clusters Score: Raw -233917705.947395 + Penalty 6996.416184 = -233910709.531211 nChanged 430 SP:Iteration 94Q (16256.760000 sec): 3 clusters Score: Raw -233917759.762973 + Penalty 6996.416184 = -233910763.346789 nChanged 387 SP:Iteration 95Q (16260.590000 sec): 3 clusters Score: Raw -233917806.848360 + Penalty 6996.416184 = -233910810.432176 nChanged 355 SP:Iteration 96Q (16264.420000 sec): 3 clusters Score: Raw -233917850.578880 + Penalty 6996.416184 = -233910854.162696 nChanged 313 SP:Iteration 97Q (16268.250000 sec): 3 clusters Score: Raw -233917891.634301 + Penalty 6996.416184 = -233910895.218117 nChanged 316 SP:Iteration 98Q (16272.080000 sec): 3 clusters Score: Raw -233917931.342071 + Penalty 6996.416184 = -233910934.925888 nChanged 284 SP:Iteration 99Q (16275.900000 sec): 3 clusters Score: Raw -233917968.023227 + Penalty 6996.416184 = -233910971.607044 nChanged 268 SP:Iteration 100F (16281.260000 sec): 3 clusters Score: Raw -233917999.042239 + Penalty 6996.416184 = -233911002.626055 nChanged 217 SP:Iteration 101Q (16285.080000 sec): 3 clusters Score: Raw -233918022.970567 + Penalty 6996.416184 = -233911026.554383 nChanged 201 SP:Iteration 102Q (16288.900000 sec): 3 clusters Score: Raw -233918046.153475 + Penalty 6996.416184 = -233911049.737291 nChanged 211 SP:Iteration 103Q (16292.720000 sec): 3 clusters Score: Raw -233918069.724477 + Penalty 6996.416184 = -233911073.308293 nChanged 186 SP:Iteration 104Q (16296.530000 sec): 3 clusters Score: Raw -233918089.989053 + Penalty 6996.416184 = -233911093.572869 nChanged 161 SP:Iteration 105Q (16300.340000 sec): 3 clusters Score: Raw -233918105.997318 + Penalty 6996.416184 = -233911109.581135 nChanged 156 SP:Iteration 106Q (16304.160000 sec): 3 clusters Score: Raw -233918120.748683 + Penalty 6996.416184 = -233911124.332499 nChanged 112 SP:Iteration 107Q (16307.970000 sec): 3 clusters Score: Raw -233918131.333810 + Penalty 6996.416184 = -233911134.917626 nChanged 116 SP:Iteration 108Q (16311.780000 sec): 3 clusters Score: Raw -233918142.107713 + Penalty 6996.416184 = -233911145.691530 nChanged 115 SP:Iteration 109Q (16315.590000 sec): 3 clusters Score: Raw -233918151.642490 + Penalty 6996.416184 = -233911155.226306 nChanged 98 SP:Iteration 110Q (16319.390000 sec): 3 clusters Score: Raw -233918158.769348 + Penalty 6996.416184 = -233911162.353164 nChanged 73 SP:Iteration 111Q (16323.190000 sec): 3 clusters Score: Raw -233918164.177612 + Penalty 6996.416184 = -233911167.761428 nChanged 77 SP:Iteration 112Q (16327.000000 sec): 3 clusters Score: Raw -233918168.959538 + Penalty 6996.416184 = -233911172.543354 nChanged 51 SP:Iteration 113Q (16330.810000 sec): 3 clusters Score: Raw -233918172.232927 + Penalty 6996.416184 = -233911175.816743 nChanged 50 SP:Iteration 114Q (16334.610000 sec): 3 clusters Score: Raw -233918175.458517 + Penalty 6996.416184 = -233911179.042334 nChanged 53 SP:Iteration 115Q (16338.410000 sec): 3 clusters Score: Raw -233918179.492243 + Penalty 6996.416184 = -233911183.076059 nChanged 56 SP:Iteration 116Q (16342.220000 sec): 3 clusters Score: Raw -233918183.666225 + Penalty 6996.416184 = -233911187.250041 nChanged 45 SP:Iteration 117Q (16346.020000 sec): 3 clusters Score: Raw -233918186.964494 + Penalty 6996.416184 = -233911190.548310 nChanged 46 SP:Iteration 118Q (16349.830000 sec): 3 clusters Score: Raw -233918191.175426 + Penalty 6996.416184 = -233911194.759243 nChanged 53 SP:Iteration 119Q (16353.640000 sec): 3 clusters Score: Raw -233918195.673306 + Penalty 6996.416184 = -233911199.257123 nChanged 59 SP:Iteration 120F (16359.000000 sec): 3 clusters Score: Raw -233918200.760551 + Penalty 6996.416184 = -233911204.344367 nChanged 61 SP:Iteration 121Q (16362.800000 sec): 3 clusters Score: Raw -233918206.044059 + Penalty 6996.416184 = -233911209.627875 nChanged 64 SP:Iteration 122Q (16366.610000 sec): 3 clusters Score: Raw -233918211.297695 + Penalty 6996.416184 = -233911214.881512 nChanged 55 SP:Iteration 123Q (16370.410000 sec): 3 clusters Score: Raw -233918215.413613 + Penalty 6996.416184 = -233911218.997430 nChanged 57 SP:Iteration 124Q (16374.220000 sec): 3 clusters Score: Raw -233918220.348079 + Penalty 6996.416184 = -233911223.931896 nChanged 52 SP:Iteration 125Q (16378.030000 sec): 3 clusters Score: Raw -233918224.266187 + Penalty 6996.416184 = -233911227.850003 nChanged 49 SP:Iteration 126Q (16381.830000 sec): 3 clusters Score: Raw -233918227.480513 + Penalty 6996.416184 = -233911231.064329 nChanged 34 SP:Iteration 127Q (16385.640000 sec): 3 clusters Score: Raw -233918230.236800 + Penalty 6996.416184 = -233911233.820616 nChanged 49 SP:Iteration 128Q (16389.450000 sec): 3 clusters Score: Raw -233918234.130850 + Penalty 6996.416184 = -233911237.714666 nChanged 45 SP:Iteration 129Q (16393.250000 sec): 3 clusters Score: Raw -233918237.621896 + Penalty 6996.416184 = -233911241.205713 nChanged 54 SP:Iteration 130Q (16397.050000 sec): 3 clusters Score: Raw -233918242.785236 + Penalty 6996.416184 = -233911246.369052 nChanged 64 SP:Iteration 131Q (16400.860000 sec): 3 clusters Score: Raw -233918248.329091 + Penalty 6996.416184 = -233911251.912907 nChanged 64 SP:Iteration 132Q (16404.660000 sec): 3 clusters Score: Raw -233918253.501374 + Penalty 6996.416184 = -233911257.085190 nChanged 58 SP:Iteration 133Q (16408.460000 sec): 3 clusters Score: Raw -233918258.877400 + Penalty 6996.416184 = -233911262.461216 nChanged 69 SP:Iteration 134Q (16412.260000 sec): 3 clusters Score: Raw -233918264.156224 + Penalty 6996.416184 = -233911267.740040 nChanged 57 SP:Iteration 135Q (16416.060000 sec): 3 clusters Score: Raw -233918268.438066 + Penalty 6996.416184 = -233911272.021882 nChanged 63 SP:Iteration 136Q (16419.870000 sec): 3 clusters Score: Raw -233918273.749988 + Penalty 6996.416184 = -233911277.333804 nChanged 55 SP:Iteration 137Q (16423.670000 sec): 3 clusters Score: Raw -233918277.512765 + Penalty 6996.416184 = -233911281.096582 nChanged 47 SP:Iteration 138Q (16427.480000 sec): 3 clusters Score: Raw -233918281.246943 + Penalty 6996.416184 = -233911284.830760 nChanged 51 SP:Iteration 139Q (16431.280000 sec): 3 clusters Score: Raw -233918285.503091 + Penalty 6996.416184 = -233911289.086907 nChanged 50 SP:Iteration 140F (16436.640000 sec): 3 clusters Score: Raw -233918289.893677 + Penalty 6996.416184 = -233911293.477494 nChanged 53 SP:Iteration 141Q (16440.440000 sec): 3 clusters Score: Raw -233918294.164014 + Penalty 6996.416184 = -233911297.747830 nChanged 44 SP:Iteration 142Q (16444.240000 sec): 3 clusters Score: Raw -233918297.543876 + Penalty 6996.416184 = -233911301.127692 nChanged 43 SP:Iteration 143Q (16448.040000 sec): 3 clusters Score: Raw -233918300.694025 + Penalty 6996.416184 = -233911304.277841 nChanged 44 SP:Iteration 144Q (16451.850000 sec): 3 clusters Score: Raw -233918303.404143 + Penalty 6996.416184 = -233911306.987959 nChanged 38 SP:Iteration 145Q (16455.640000 sec): 3 clusters Score: Raw -233918306.139940 + Penalty 6996.416184 = -233911309.723756 nChanged 36 SP:Iteration 146Q (16459.450000 sec): 3 clusters Score: Raw -233918308.419201 + Penalty 6996.416184 = -233911312.003017 nChanged 29 SP:Iteration 147Q (16463.250000 sec): 3 clusters Score: Raw -233918309.982039 + Penalty 6996.416184 = -233911313.565855 nChanged 21 SP:Iteration 148Q (16467.050000 sec): 3 clusters Score: Raw -233918311.188138 + Penalty 6996.416184 = -233911314.771954 nChanged 13 SP:Iteration 149Q (16470.860000 sec): 3 clusters Score: Raw -233918311.921871 + Penalty 6996.416184 = -233911315.505687 nChanged 8 SP:Iteration 150Q (16474.670000 sec): 3 clusters Score: Raw -233918312.229550 + Penalty 6996.416184 = -233911315.813366 nChanged 9 SP:Iteration 151Q (16478.480000 sec): 3 clusters Score: Raw -233918312.654482 + Penalty 6996.416184 = -233911316.238299 nChanged 9 SP:Iteration 152Q (16482.280000 sec): 3 clusters Score: Raw -233918313.174642 + Penalty 6996.416184 = -233911316.758458 nChanged 14 SP:Iteration 153Q (16486.080000 sec): 3 clusters Score: Raw -233918313.861266 + Penalty 6996.416184 = -233911317.445082 nChanged 12 SP:Iteration 154Q (16489.880000 sec): 3 clusters Score: Raw -233918314.512604 + Penalty 6996.416184 = -233911318.096420 nChanged 12 SP:Iteration 155Q (16493.680000 sec): 3 clusters Score: Raw -233918315.136617 + Penalty 6996.416184 = -233911318.720433 nChanged 13 SP:Iteration 156Q (16497.480000 sec): 3 clusters Score: Raw -233918316.158231 + Penalty 6996.416184 = -233911319.742048 nChanged 18 SP:Iteration 157Q (16501.280000 sec): 3 clusters Score: Raw -233918317.209026 + Penalty 6996.416184 = -233911320.792842 nChanged 15 SP:Iteration 158Q (16505.090000 sec): 3 clusters Score: Raw -233918318.189744 + Penalty 6996.416184 = -233911321.773561 nChanged 20 SP:Iteration 159Q (16508.890000 sec): 3 clusters Score: Raw -233918319.748588 + Penalty 6996.416184 = -233911323.332405 nChanged 26 SP:Iteration 160F (16514.260000 sec): 3 clusters Score: Raw -233918321.608441 + Penalty 6996.416184 = -233911325.192257 nChanged 23 SP:Iteration 161Q (16518.060000 sec): 3 clusters Score: Raw -233918322.726227 + Penalty 6996.416184 = -233911326.310044 nChanged 13 SP:Iteration 162Q (16521.860000 sec): 3 clusters Score: Raw -233918323.267206 + Penalty 6996.416184 = -233911326.851022 nChanged 6 SP:Iteration 163Q (16525.670000 sec): 3 clusters Score: Raw -233918323.544875 + Penalty 6996.416184 = -233911327.128691 nChanged 5 SP:Iteration 164Q (16529.470000 sec): 3 clusters Score: Raw -233918323.763740 + Penalty 6996.416184 = -233911327.347556 nChanged 5 SP:Iteration 165Q (16533.270000 sec): 3 clusters Score: Raw -233918323.988750 + Penalty 6996.416184 = -233911327.572566 nChanged 3 SP:Iteration 166Q (16537.070000 sec): 3 clusters Score: Raw -233918324.094882 + Penalty 6996.416184 = -233911327.678699 nChanged 1 SP:Iteration 167Q (16540.870000 sec): 3 clusters Score: Raw -233918324.153200 + Penalty 6996.416184 = -233911327.737016 nChanged 2 SP:Iteration 168Q (16544.670000 sec): 3 clusters Score: Raw -233918324.232968 + Penalty 6996.416184 = -233911327.816785 nChanged 1 SP:Iteration 169Q (16548.480000 sec): 3 clusters Score: Raw -233918324.276685 + Penalty 6996.416184 = -233911327.860502 nChanged 1 SP:Iteration 170Q (16552.280000 sec): 3 clusters Score: Raw -233918324.322855 + Penalty 6996.416184 = -233911327.906671 nChanged 0 SP:Iteration 171F (16557.640000 sec): 3 clusters Score: Raw -233918324.322855 + Penalty 6996.416184 = -233911327.906671 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16558.100000 sec): 2 clusters Score: Raw -1547929.735583 + Penalty 2262.486371 = -1545667.249212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16558.140000 sec): 3 clusters Score: Raw -1543054.623148 + Penalty 4524.972742 = -1538529.650406 nChanged 3776 SP:Iteration 1F (16558.170000 sec): 3 clusters Score: Raw -1545091.600803 + Penalty 4524.972742 = -1540566.628061 nChanged 661 SP:Iteration 2F (16558.210000 sec): 3 clusters Score: Raw -1545451.577417 + Penalty 4524.972742 = -1540926.604675 nChanged 520 SP:Iteration 3F (16558.240000 sec): 3 clusters Score: Raw -1545759.678139 + Penalty 4524.972742 = -1541234.705397 nChanged 427 SP:Iteration 4Q (16558.280000 sec): 3 clusters Score: Raw -1546026.984850 + Penalty 4524.972742 = -1541502.012108 nChanged 393 SP:Iteration 5Q (16558.320000 sec): 3 clusters Score: Raw -1546293.466359 + Penalty 4524.972742 = -1541768.493617 nChanged 414 SP:Iteration 6Q (16558.350000 sec): 3 clusters Score: Raw -1546614.274770 + Penalty 4524.972742 = -1542089.302028 nChanged 397 SP:Iteration 7Q (16558.380000 sec): 3 clusters Score: Raw -1546948.761351 + Penalty 4524.972742 = -1542423.788610 nChanged 410 SP:Iteration 8Q (16558.420000 sec): 3 clusters Score: Raw -1547277.281919 + Penalty 4524.972742 = -1542752.309177 nChanged 349 SP:Iteration 9Q (16558.460000 sec): 3 clusters Score: Raw -1547548.625442 + Penalty 4524.972742 = -1543023.652700 nChanged 297 SP:Iteration 10Q (16558.490000 sec): 3 clusters Score: Raw -1547783.653735 + Penalty 4524.972742 = -1543258.680993 nChanged 250 SP:Iteration 11Q (16558.520000 sec): 3 clusters Score: Raw -1547952.027738 + Penalty 4524.972742 = -1543427.054996 nChanged 193 SP:Iteration 12Q (16558.560000 sec): 3 clusters Score: Raw -1548071.928648 + Penalty 4524.972742 = -1543546.955906 nChanged 151 SP:Iteration 13Q (16558.590000 sec): 3 clusters Score: Raw -1548156.962058 + Penalty 4524.972742 = -1543631.989317 nChanged 101 SP:Iteration 14Q (16558.620000 sec): 3 clusters Score: Raw -1548209.491360 + Penalty 4524.972742 = -1543684.518618 nChanged 66 SP:Iteration 15Q (16558.650000 sec): 3 clusters Score: Raw -1548242.287488 + Penalty 4524.972742 = -1543717.314746 nChanged 66 SP:Iteration 16Q (16558.680000 sec): 3 clusters Score: Raw -1548273.856453 + Penalty 4524.972742 = -1543748.883711 nChanged 53 SP:Iteration 17Q (16558.720000 sec): 3 clusters Score: Raw -1548294.476275 + Penalty 4524.972742 = -1543769.503533 nChanged 43 SP:Iteration 18Q (16558.750000 sec): 3 clusters Score: Raw -1548312.185877 + Penalty 4524.972742 = -1543787.213136 nChanged 41 SP:Iteration 19Q (16558.780000 sec): 3 clusters Score: Raw -1548327.050047 + Penalty 4524.972742 = -1543802.077306 nChanged 29 SP:Iteration 20F (16558.820000 sec): 3 clusters Score: Raw -1548337.956941 + Penalty 4524.972742 = -1543812.984199 nChanged 28 SP:Iteration 21Q (16558.850000 sec): 3 clusters Score: Raw -1548347.127086 + Penalty 4524.972742 = -1543822.154344 nChanged 21 SP:Iteration 22Q (16558.880000 sec): 3 clusters Score: Raw -1548355.802864 + Penalty 4524.972742 = -1543830.830122 nChanged 21 SP:Iteration 23Q (16558.910000 sec): 3 clusters Score: Raw -1548364.684818 + Penalty 4524.972742 = -1543839.712076 nChanged 20 SP:Iteration 24Q (16558.940000 sec): 3 clusters Score: Raw -1548372.399565 + Penalty 4524.972742 = -1543847.426823 nChanged 14 SP:Iteration 25Q (16558.970000 sec): 3 clusters Score: Raw -1548380.375216 + Penalty 4524.972742 = -1543855.402475 nChanged 18 SP:Iteration 26Q (16559.000000 sec): 3 clusters Score: Raw -1548386.356219 + Penalty 4524.972742 = -1543861.383477 nChanged 14 SP:Iteration 27Q (16559.030000 sec): 3 clusters Score: Raw -1548393.129141 + Penalty 4524.972742 = -1543868.156399 nChanged 12 SP:Iteration 28Q (16559.060000 sec): 3 clusters Score: Raw -1548397.975183 + Penalty 4524.972742 = -1543873.002441 nChanged 12 SP:Iteration 29Q (16559.090000 sec): 3 clusters Score: Raw -1548402.067282 + Penalty 4524.972742 = -1543877.094540 nChanged 14 SP:Iteration 30Q (16559.120000 sec): 3 clusters Score: Raw -1548408.169094 + Penalty 4524.972742 = -1543883.196352 nChanged 13 SP:Iteration 31Q (16559.150000 sec): 3 clusters Score: Raw -1548414.197210 + Penalty 4524.972742 = -1543889.224468 nChanged 17 SP:Iteration 32Q (16559.180000 sec): 3 clusters Score: Raw -1548420.738133 + Penalty 4524.972742 = -1543895.765392 nChanged 12 SP:Iteration 33Q (16559.210000 sec): 3 clusters Score: Raw -1548425.915817 + Penalty 4524.972742 = -1543900.943075 nChanged 13 SP:Iteration 34Q (16559.240000 sec): 3 clusters Score: Raw -1548432.098531 + Penalty 4524.972742 = -1543907.125789 nChanged 12 SP:Iteration 35Q (16559.270000 sec): 3 clusters Score: Raw -1548439.181703 + Penalty 4524.972742 = -1543914.208961 nChanged 15 SP:Iteration 36Q (16559.300000 sec): 3 clusters Score: Raw -1548447.293690 + Penalty 4524.972742 = -1543922.320948 nChanged 19 SP:Iteration 37Q (16559.330000 sec): 3 clusters Score: Raw -1548454.927888 + Penalty 4524.972742 = -1543929.955147 nChanged 11 SP:Iteration 38Q (16559.360000 sec): 3 clusters Score: Raw -1548459.487552 + Penalty 4524.972742 = -1543934.514810 nChanged 16 SP:Iteration 39Q (16559.390000 sec): 3 clusters Score: Raw -1548466.229446 + Penalty 4524.972742 = -1543941.256704 nChanged 16 SP:Iteration 40F (16559.430000 sec): 3 clusters Score: Raw -1548473.373361 + Penalty 4524.972742 = -1543948.400619 nChanged 15 SP:Iteration 41Q (16559.460000 sec): 3 clusters Score: Raw -1548479.123916 + Penalty 4524.972742 = -1543954.151174 nChanged 10 SP:Iteration 42Q (16559.490000 sec): 3 clusters Score: Raw -1548482.984364 + Penalty 4524.972742 = -1543958.011623 nChanged 9 SP:Iteration 43Q (16559.530000 sec): 3 clusters Score: Raw -1548485.543847 + Penalty 4524.972742 = -1543960.571106 nChanged 13 SP:Iteration 44Q (16559.560000 sec): 3 clusters Score: Raw -1548489.711876 + Penalty 4524.972742 = -1543964.739134 nChanged 10 SP:Iteration 45Q (16559.580000 sec): 3 clusters Score: Raw -1548494.491867 + Penalty 4524.972742 = -1543969.519125 nChanged 8 SP:Iteration 46Q (16559.620000 sec): 3 clusters Score: Raw -1548497.509821 + Penalty 4524.972742 = -1543972.537079 nChanged 7 SP:Iteration 47Q (16559.640000 sec): 3 clusters Score: Raw -1548500.289217 + Penalty 4524.972742 = -1543975.316475 nChanged 5 SP:Iteration 48Q (16559.680000 sec): 3 clusters Score: Raw -1548501.593618 + Penalty 4524.972742 = -1543976.620876 nChanged 3 SP:Iteration 49Q (16559.700000 sec): 3 clusters Score: Raw -1548502.378966 + Penalty 4524.972742 = -1543977.406225 nChanged 1 SP:Iteration 50Q (16559.740000 sec): 3 clusters Score: Raw -1548502.608891 + Penalty 4524.972742 = -1543977.636150 nChanged 4 SP:Iteration 51Q (16559.760000 sec): 3 clusters Score: Raw -1548504.566846 + Penalty 4524.972742 = -1543979.594104 nChanged 2 SP:Iteration 52Q (16559.800000 sec): 3 clusters Score: Raw -1548505.163356 + Penalty 4524.972742 = -1543980.190614 nChanged 1 SP:Iteration 53Q (16559.820000 sec): 3 clusters Score: Raw -1548505.485657 + Penalty 4524.972742 = -1543980.512915 nChanged 1 SP:Iteration 54Q (16559.860000 sec): 3 clusters Score: Raw -1548505.963025 + Penalty 4524.972742 = -1543980.990283 nChanged 0 SP:Iteration 55F (16559.890000 sec): 3 clusters Score: Raw -1548505.963025 + Penalty 4524.972742 = -1543980.990283 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16559.900000 sec): 2 clusters Score: Raw -242599.060551 + Penalty 1814.833297 = -240784.227254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16559.910000 sec): 3 clusters Score: Raw -242119.725320 + Penalty 3629.666595 = -238490.058726 nChanged 483 SP:Iteration 1F (16559.920000 sec): 3 clusters Score: Raw -242548.273363 + Penalty 3629.666595 = -238918.606769 nChanged 143 SP:Iteration 2F (16559.920000 sec): 3 clusters Score: Raw -242788.847063 + Penalty 3629.666595 = -239159.180469 nChanged 104 SP:Iteration 3F (16559.930000 sec): 3 clusters Score: Raw -242940.089148 + Penalty 3629.666595 = -239310.422553 nChanged 61 SP:Iteration 4Q (16559.940000 sec): 3 clusters Score: Raw -243025.943154 + Penalty 3629.666595 = -239396.276560 nChanged 35 SP:Iteration 5Q (16559.940000 sec): 3 clusters Score: Raw -243071.800782 + Penalty 3629.666595 = -239442.134188 nChanged 29 SP:Iteration 6Q (16559.940000 sec): 3 clusters Score: Raw -243107.462234 + Penalty 3629.666595 = -239477.795639 nChanged 23 SP:Iteration 7Q (16559.950000 sec): 3 clusters Score: Raw -243152.753929 + Penalty 3629.666595 = -239523.087334 nChanged 31 SP:Iteration 8Q (16559.960000 sec): 3 clusters Score: Raw -243222.777562 + Penalty 3629.666595 = -239593.110967 nChanged 36 SP:Iteration 9Q (16559.960000 sec): 3 clusters Score: Raw -243305.368150 + Penalty 3629.666595 = -239675.701556 nChanged 47 SP:Iteration 10Q (16559.970000 sec): 3 clusters Score: Raw -243367.892096 + Penalty 3629.666595 = -239738.225501 nChanged 39 SP:Iteration 11Q (16559.970000 sec): 3 clusters Score: Raw -243433.598514 + Penalty 3629.666595 = -239803.931920 nChanged 38 SP:Iteration 12Q (16559.980000 sec): 3 clusters Score: Raw -243495.030693 + Penalty 3629.666595 = -239865.364098 nChanged 42 SP:Iteration 13Q (16559.980000 sec): 3 clusters Score: Raw -243565.970621 + Penalty 3629.666595 = -239936.304026 nChanged 49 SP:Iteration 14Q (16559.990000 sec): 3 clusters Score: Raw -243624.186397 + Penalty 3629.666595 = -239994.519803 nChanged 39 SP:Iteration 15Q (16560.000000 sec): 3 clusters Score: Raw -243677.429318 + Penalty 3629.666595 = -240047.762723 nChanged 38 SP:Iteration 16Q (16560.000000 sec): 3 clusters Score: Raw -243724.833118 + Penalty 3629.666595 = -240095.166524 nChanged 46 SP:Iteration 17Q (16560.010000 sec): 3 clusters Score: Raw -243781.670248 + Penalty 3629.666595 = -240152.003653 nChanged 35 SP:Iteration 18Q (16560.010000 sec): 3 clusters Score: Raw -243830.798000 + Penalty 3629.666595 = -240201.131406 nChanged 27 SP:Iteration 19Q (16560.020000 sec): 3 clusters Score: Raw -243866.254833 + Penalty 3629.666595 = -240236.588239 nChanged 24 SP:Iteration 20F (16560.020000 sec): 3 clusters Score: Raw -243915.796740 + Penalty 3629.666595 = -240286.130146 nChanged 27 SP:Iteration 21Q (16560.030000 sec): 3 clusters Score: Raw -243954.715980 + Penalty 3629.666595 = -240325.049385 nChanged 15 SP:Iteration 22Q (16560.030000 sec): 3 clusters Score: Raw -243973.360675 + Penalty 3629.666595 = -240343.694081 nChanged 14 SP:Iteration 23Q (16560.040000 sec): 3 clusters Score: Raw -243988.149274 + Penalty 3629.666595 = -240358.482680 nChanged 12 SP:Iteration 24Q (16560.040000 sec): 3 clusters Score: Raw -243997.884219 + Penalty 3629.666595 = -240368.217624 nChanged 3 SP:Iteration 25Q (16560.050000 sec): 3 clusters Score: Raw -244000.056984 + Penalty 3629.666595 = -240370.390390 nChanged 1 SP:Iteration 26Q (16560.060000 sec): 3 clusters Score: Raw -244000.709060 + Penalty 3629.666595 = -240371.042466 nChanged 0 SP:Iteration 27F (16560.060000 sec): 3 clusters Score: Raw -244000.709060 + Penalty 3629.666595 = -240371.042466 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16560.070000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16560.070000 sec): 3 clusters Score: Raw -60731.120985 + Penalty 3042.165429 = -57688.955556 nChanged 95 SP:Iteration 1F (16560.070000 sec): 3 clusters Score: Raw -60967.434123 + Penalty 3042.165429 = -57925.268694 nChanged 35 SP:Iteration 2F (16560.080000 sec): 3 clusters Score: Raw -61058.193652 + Penalty 3042.165429 = -58016.028223 nChanged 19 SP:Iteration 3Q (16560.080000 sec): 3 clusters Score: Raw -61154.348601 + Penalty 3042.165429 = -58112.183172 nChanged 18 SP:Iteration 4Q (16560.080000 sec): 3 clusters Score: Raw -61256.651475 + Penalty 3042.165429 = -58214.486045 nChanged 24 SP:Iteration 5F (16560.080000 sec): 3 clusters Score: Raw -61409.293912 + Penalty 3042.165429 = -58367.128482 nChanged 14 SP:Iteration 6Q (16560.080000 sec): 3 clusters Score: Raw -61491.381719 + Penalty 3042.165429 = -58449.216289 nChanged 11 SP:Iteration 7Q (16560.080000 sec): 3 clusters Score: Raw -61561.221376 + Penalty 3042.165429 = -58519.055947 nChanged 9 SP:Iteration 8Q (16560.080000 sec): 3 clusters Score: Raw -61623.857696 + Penalty 3042.165429 = -58581.692266 nChanged 3 SP:Iteration 9Q (16560.090000 sec): 3 clusters Score: Raw -61633.474992 + Penalty 3042.165429 = -58591.309563 nChanged 1 SP:Iteration 10Q (16560.090000 sec): 3 clusters Score: Raw -61639.173863 + Penalty 3042.165429 = -58597.008433 nChanged 1 SP:Iteration 11Q (16560.090000 sec): 3 clusters Score: Raw -61644.311617 + Penalty 3042.165429 = -58602.146187 nChanged 0 SP:Iteration 12F (16560.090000 sec): 3 clusters Score: Raw -61644.311617 + Penalty 3042.165429 = -58602.146187 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16560.100000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16560.100000 sec): 3 clusters Score: Raw -31130.730331 + Penalty 2672.979578 = -28457.750753 nChanged 25 SP:Iteration 1F (16560.100000 sec): 3 clusters Score: Raw -31233.620030 + Penalty 2672.979578 = -28560.640452 nChanged 10 SP:Iteration 2Q (16560.100000 sec): 3 clusters Score: Raw -31291.603615 + Penalty 2672.979578 = -28618.624037 nChanged 3 SP:Iteration 3Q (16560.100000 sec): 3 clusters Score: Raw -31303.547693 + Penalty 2672.979578 = -28630.568115 nChanged 3 SP:Iteration 4Q (16560.100000 sec): 3 clusters Score: Raw -31319.421541 + Penalty 2672.979578 = -28646.441963 nChanged 1 SP:Iteration 5Q (16560.100000 sec): 3 clusters Score: Raw -31324.548223 + Penalty 2672.979578 = -28651.568645 nChanged 0 SP:Iteration 6F (16560.100000 sec): 3 clusters Score: Raw -31324.548223 + Penalty 2672.979578 = -28651.568645 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16560.110000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16560.120000 sec): 3 clusters Score: Raw -39871.891103 + Penalty 2773.129542 = -37098.761561 nChanged 32 SP:Iteration 1F (16560.120000 sec): 3 clusters Score: Raw -39976.566458 + Penalty 2773.129542 = -37203.436915 nChanged 3 SP:Iteration 2Q (16560.120000 sec): 3 clusters Score: Raw -39994.220828 + Penalty 2773.129542 = -37221.091286 nChanged 3 SP:Iteration 3Q (16560.120000 sec): 3 clusters Score: Raw -40008.944291 + Penalty 2773.129542 = -37235.814749 nChanged 3 SP:Iteration 4Q (16560.120000 sec): 3 clusters Score: Raw -40024.301514 + Penalty 2773.129542 = -37251.171971 nChanged 2 SP:Iteration 5Q (16560.120000 sec): 3 clusters Score: Raw -40034.258991 + Penalty 2773.129542 = -37261.129448 nChanged 3 SP:Iteration 6Q (16560.120000 sec): 3 clusters Score: Raw -40057.786488 + Penalty 2773.129542 = -37284.656946 nChanged 2 SP:Iteration 7Q (16560.120000 sec): 3 clusters Score: Raw -40082.643801 + Penalty 2773.129542 = -37309.514259 nChanged 4 SP:Iteration 8Q (16560.120000 sec): 3 clusters Score: Raw -40122.245122 + Penalty 2773.129542 = -37349.115579 nChanged 3 SP:Iteration 9Q (16560.120000 sec): 3 clusters Score: Raw -40156.041802 + Penalty 2773.129542 = -37382.912260 nChanged 5 SP:Iteration 10Q (16560.120000 sec): 3 clusters Score: Raw -40203.297113 + Penalty 2773.129542 = -37430.167570 nChanged 1 SP:Iteration 11Q (16560.130000 sec): 3 clusters Score: Raw -40209.419211 + Penalty 2773.129542 = -37436.289669 nChanged 1 SP:Iteration 12Q (16560.130000 sec): 3 clusters Score: Raw -40213.624026 + Penalty 2773.129542 = -37440.494484 nChanged 0 SP:Iteration 13F (16560.130000 sec): 3 clusters Score: Raw -40213.624026 + Penalty 2773.129542 = -37440.494484 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (4622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16560.150000 sec): 2 clusters Score: Raw -733454.910214 + Penalty 2092.768532 = -731362.141682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16560.170000 sec): 3 clusters Score: Raw -731304.549244 + Penalty 4185.537064 = -727119.012180 nChanged 1790 SP:Iteration 1F (16560.190000 sec): 3 clusters Score: Raw -732655.423358 + Penalty 4185.537064 = -728469.886294 nChanged 451 SP:Iteration 2F (16560.210000 sec): 3 clusters Score: Raw -733089.543731 + Penalty 4185.537064 = -728904.006667 nChanged 332 SP:Iteration 3F (16560.220000 sec): 3 clusters Score: Raw -733414.346253 + Penalty 4185.537064 = -729228.809189 nChanged 268 SP:Iteration 4F (16560.240000 sec): 3 clusters Score: Raw -733642.140956 + Penalty 4185.537064 = -729456.603891 nChanged 193 SP:Iteration 5Q (16560.260000 sec): 3 clusters Score: Raw -733794.779625 + Penalty 4185.537064 = -729609.242561 nChanged 177 SP:Iteration 6Q (16560.280000 sec): 3 clusters Score: Raw -733928.144267 + Penalty 4185.537064 = -729742.607202 nChanged 141 SP:Iteration 7Q (16560.300000 sec): 3 clusters Score: Raw -734040.600505 + Penalty 4185.537064 = -729855.063441 nChanged 126 SP:Iteration 8Q (16560.310000 sec): 3 clusters Score: Raw -734133.049867 + Penalty 4185.537064 = -729947.512803 nChanged 114 SP:Iteration 9Q (16560.330000 sec): 3 clusters Score: Raw -734207.309108 + Penalty 4185.537064 = -730021.772044 nChanged 92 SP:Iteration 10Q (16560.350000 sec): 3 clusters Score: Raw -734269.900131 + Penalty 4185.537064 = -730084.363067 nChanged 77 SP:Iteration 11Q (16560.360000 sec): 3 clusters Score: Raw -734316.866910 + Penalty 4185.537064 = -730131.329845 nChanged 60 SP:Iteration 12Q (16560.380000 sec): 3 clusters Score: Raw -734344.348046 + Penalty 4185.537064 = -730158.810982 nChanged 47 SP:Iteration 13Q (16560.400000 sec): 3 clusters Score: Raw -734368.395775 + Penalty 4185.537064 = -730182.858710 nChanged 36 SP:Iteration 14Q (16560.420000 sec): 3 clusters Score: Raw -734382.486785 + Penalty 4185.537064 = -730196.949721 nChanged 22 SP:Iteration 15Q (16560.430000 sec): 3 clusters Score: Raw -734392.320823 + Penalty 4185.537064 = -730206.783759 nChanged 18 SP:Iteration 16Q (16560.450000 sec): 3 clusters Score: Raw -734400.456650 + Penalty 4185.537064 = -730214.919586 nChanged 19 SP:Iteration 17Q (16560.470000 sec): 3 clusters Score: Raw -734406.638560 + Penalty 4185.537064 = -730221.101496 nChanged 12 SP:Iteration 18Q (16560.480000 sec): 3 clusters Score: Raw -734410.346326 + Penalty 4185.537064 = -730224.809262 nChanged 9 SP:Iteration 19Q (16560.500000 sec): 3 clusters Score: Raw -734413.383303 + Penalty 4185.537064 = -730227.846239 nChanged 12 SP:Iteration 20F (16560.520000 sec): 3 clusters Score: Raw -734416.539836 + Penalty 4185.537064 = -730231.002772 nChanged 11 SP:Iteration 21Q (16560.540000 sec): 3 clusters Score: Raw -734421.538143 + Penalty 4185.537064 = -730236.001079 nChanged 15 SP:Iteration 22Q (16560.560000 sec): 3 clusters Score: Raw -734427.565933 + Penalty 4185.537064 = -730242.028869 nChanged 13 SP:Iteration 23Q (16560.570000 sec): 3 clusters Score: Raw -734433.310106 + Penalty 4185.537064 = -730247.773042 nChanged 13 SP:Iteration 24Q (16560.590000 sec): 3 clusters Score: Raw -734438.504481 + Penalty 4185.537064 = -730252.967417 nChanged 8 SP:Iteration 25Q (16560.600000 sec): 3 clusters Score: Raw -734442.522643 + Penalty 4185.537064 = -730256.985578 nChanged 8 SP:Iteration 26Q (16560.620000 sec): 3 clusters Score: Raw -734446.598639 + Penalty 4185.537064 = -730261.061575 nChanged 6 SP:Iteration 27Q (16560.640000 sec): 3 clusters Score: Raw -734448.440433 + Penalty 4185.537064 = -730262.903369 nChanged 4 SP:Iteration 28Q (16560.660000 sec): 3 clusters Score: Raw -734449.964037 + Penalty 4185.537064 = -730264.426972 nChanged 4 SP:Iteration 29Q (16560.670000 sec): 3 clusters Score: Raw -734451.128499 + Penalty 4185.537064 = -730265.591435 nChanged 3 SP:Iteration 30Q (16560.690000 sec): 3 clusters Score: Raw -734451.967354 + Penalty 4185.537064 = -730266.430289 nChanged 3 SP:Iteration 31Q (16560.710000 sec): 3 clusters Score: Raw -734453.736159 + Penalty 4185.537064 = -730268.199095 nChanged 5 SP:Iteration 32Q (16560.720000 sec): 3 clusters Score: Raw -734455.097915 + Penalty 4185.537064 = -730269.560851 nChanged 6 SP:Iteration 33Q (16560.740000 sec): 3 clusters Score: Raw -734457.076531 + Penalty 4185.537064 = -730271.539466 nChanged 5 SP:Iteration 34Q (16560.760000 sec): 3 clusters Score: Raw -734458.105253 + Penalty 4185.537064 = -730272.568189 nChanged 4 SP:Iteration 35Q (16560.780000 sec): 3 clusters Score: Raw -734459.224748 + Penalty 4185.537064 = -730273.687683 nChanged 2 SP:Iteration 36Q (16560.790000 sec): 3 clusters Score: Raw -734459.669580 + Penalty 4185.537064 = -730274.132515 nChanged 1 SP:Iteration 37Q (16560.810000 sec): 3 clusters Score: Raw -734459.771984 + Penalty 4185.537064 = -730274.234920 nChanged 0 SP:Iteration 38F (16560.830000 sec): 3 clusters Score: Raw -734459.771984 + Penalty 4185.537064 = -730274.234920 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16560.840000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16560.840000 sec): 3 clusters Score: Raw -122362.202931 + Penalty 3302.373479 = -119059.829453 nChanged 158 SP:Iteration 1F (16560.840000 sec): 3 clusters Score: Raw -122596.483244 + Penalty 3302.373479 = -119294.109765 nChanged 55 SP:Iteration 2F (16560.850000 sec): 3 clusters Score: Raw -122717.549218 + Penalty 3302.373479 = -119415.175739 nChanged 28 SP:Iteration 3Q (16560.850000 sec): 3 clusters Score: Raw -122781.216029 + Penalty 3302.373479 = -119478.842550 nChanged 18 SP:Iteration 4Q (16560.860000 sec): 3 clusters Score: Raw -122816.283711 + Penalty 3302.373479 = -119513.910232 nChanged 19 SP:Iteration 5Q (16560.860000 sec): 3 clusters Score: Raw -122849.876709 + Penalty 3302.373479 = -119547.503230 nChanged 11 SP:Iteration 6Q (16560.860000 sec): 3 clusters Score: Raw -122872.155115 + Penalty 3302.373479 = -119569.781637 nChanged 10 SP:Iteration 7Q (16560.860000 sec): 3 clusters Score: Raw -122890.069312 + Penalty 3302.373479 = -119587.695833 nChanged 13 SP:Iteration 8Q (16560.860000 sec): 3 clusters Score: Raw -122931.607636 + Penalty 3302.373479 = -119629.234157 nChanged 11 SP:Iteration 9Q (16560.870000 sec): 3 clusters Score: Raw -122956.085101 + Penalty 3302.373479 = -119653.711623 nChanged 19 SP:Iteration 10Q (16560.870000 sec): 3 clusters Score: Raw -123004.447421 + Penalty 3302.373479 = -119702.073942 nChanged 13 SP:Iteration 11Q (16560.880000 sec): 3 clusters Score: Raw -123026.373732 + Penalty 3302.373479 = -119724.000253 nChanged 8 SP:Iteration 12Q (16560.880000 sec): 3 clusters Score: Raw -123051.098786 + Penalty 3302.373479 = -119748.725308 nChanged 14 SP:Iteration 13Q (16560.880000 sec): 3 clusters Score: Raw -123087.897381 + Penalty 3302.373479 = -119785.523902 nChanged 14 SP:Iteration 14Q (16560.880000 sec): 3 clusters Score: Raw -123123.322957 + Penalty 3302.373479 = -119820.949478 nChanged 15 SP:Iteration 15Q (16560.880000 sec): 3 clusters Score: Raw -123167.055497 + Penalty 3302.373479 = -119864.682018 nChanged 8 SP:Iteration 16Q (16560.890000 sec): 3 clusters Score: Raw -123189.677419 + Penalty 3302.373479 = -119887.303941 nChanged 5 SP:Iteration 17Q (16560.890000 sec): 3 clusters Score: Raw -123201.385105 + Penalty 3302.373479 = -119899.011626 nChanged 4 SP:Iteration 18Q (16560.890000 sec): 3 clusters Score: Raw -123210.995284 + Penalty 3302.373479 = -119908.621806 nChanged 8 SP:Iteration 19Q (16560.900000 sec): 3 clusters Score: Raw -123230.244810 + Penalty 3302.373479 = -119927.871331 nChanged 8 SP:Iteration 20F (16560.900000 sec): 3 clusters Score: Raw -123246.805173 + Penalty 3302.373479 = -119944.431694 nChanged 5 SP:Iteration 21Q (16560.900000 sec): 3 clusters Score: Raw -123266.118645 + Penalty 3302.373479 = -119963.745166 nChanged 10 SP:Iteration 22Q (16560.900000 sec): 3 clusters Score: Raw -123315.432562 + Penalty 3302.373479 = -120013.059083 nChanged 9 SP:Iteration 23Q (16560.910000 sec): 3 clusters Score: Raw -123437.971882 + Penalty 3302.373479 = -120135.598404 nChanged 12 SP:Iteration 24Q (16560.910000 sec): 3 clusters Score: Raw -123529.802237 + Penalty 3302.373479 = -120227.428758 nChanged 14 SP:Iteration 25Q (16560.910000 sec): 3 clusters Score: Raw -123576.223172 + Penalty 3302.373479 = -120273.849693 nChanged 13 SP:Iteration 26Q (16560.920000 sec): 3 clusters Score: Raw -123603.231243 + Penalty 3302.373479 = -120300.857764 nChanged 9 SP:Iteration 27Q (16560.920000 sec): 3 clusters Score: Raw -123622.889627 + Penalty 3302.373479 = -120320.516148 nChanged 12 SP:Iteration 28Q (16560.920000 sec): 3 clusters Score: Raw -123669.446034 + Penalty 3302.373479 = -120367.072555 nChanged 12 SP:Iteration 29Q (16560.920000 sec): 3 clusters Score: Raw -123710.501929 + Penalty 3302.373479 = -120408.128450 nChanged 13 SP:Iteration 30Q (16560.920000 sec): 3 clusters Score: Raw -123751.681303 + Penalty 3302.373479 = -120449.307825 nChanged 13 SP:Iteration 31Q (16560.930000 sec): 3 clusters Score: Raw -123790.978005 + Penalty 3302.373479 = -120488.604526 nChanged 3 SP:Iteration 32Q (16560.930000 sec): 3 clusters Score: Raw -123803.051712 + Penalty 3302.373479 = -120500.678233 nChanged 8 SP:Iteration 33Q (16560.930000 sec): 3 clusters Score: Raw -123827.128396 + Penalty 3302.373479 = -120524.754917 nChanged 6 SP:Iteration 34Q (16560.930000 sec): 3 clusters Score: Raw -123845.739505 + Penalty 3302.373479 = -120543.366026 nChanged 2 SP:Iteration 35Q (16560.940000 sec): 3 clusters Score: Raw -123848.734817 + Penalty 3302.373479 = -120546.361338 nChanged 1 SP:Iteration 36Q (16560.940000 sec): 3 clusters Score: Raw -123850.746971 + Penalty 3302.373479 = -120548.373492 nChanged 1 SP:Iteration 37Q (16560.940000 sec): 3 clusters Score: Raw -123852.105561 + Penalty 3302.373479 = -120549.732083 nChanged 0 SP:Iteration 38F (16560.940000 sec): 3 clusters Score: Raw -123852.105561 + Penalty 3302.373479 = -120549.732083 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16560.960000 sec): 2 clusters Score: Raw -209471.337006 + Penalty 1775.311471 = -207696.025535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16560.960000 sec): 3 clusters Score: Raw -209082.100163 + Penalty 3550.622943 = -205531.477220 nChanged 354 SP:Iteration 1F (16560.960000 sec): 3 clusters Score: Raw -209449.782203 + Penalty 3550.622943 = -205899.159261 nChanged 102 SP:Iteration 2F (16560.970000 sec): 3 clusters Score: Raw -209584.148096 + Penalty 3550.622943 = -206033.525154 nChanged 62 SP:Iteration 3Q (16560.980000 sec): 3 clusters Score: Raw -209664.581467 + Penalty 3550.622943 = -206113.958524 nChanged 46 SP:Iteration 4Q (16560.980000 sec): 3 clusters Score: Raw -209748.953479 + Penalty 3550.622943 = -206198.330536 nChanged 49 SP:Iteration 5Q (16560.980000 sec): 3 clusters Score: Raw -209820.099631 + Penalty 3550.622943 = -206269.476689 nChanged 37 SP:Iteration 6Q (16560.990000 sec): 3 clusters Score: Raw -209889.602607 + Penalty 3550.622943 = -206338.979664 nChanged 43 SP:Iteration 7Q (16561.000000 sec): 3 clusters Score: Raw -209964.025849 + Penalty 3550.622943 = -206413.402906 nChanged 40 SP:Iteration 8Q (16561.000000 sec): 3 clusters Score: Raw -210047.270814 + Penalty 3550.622943 = -206496.647872 nChanged 37 SP:Iteration 9Q (16561.000000 sec): 3 clusters Score: Raw -210135.127304 + Penalty 3550.622943 = -206584.504362 nChanged 51 SP:Iteration 10Q (16561.010000 sec): 3 clusters Score: Raw -210234.961113 + Penalty 3550.622943 = -206684.338170 nChanged 39 SP:Iteration 11Q (16561.020000 sec): 3 clusters Score: Raw -210303.826353 + Penalty 3550.622943 = -206753.203411 nChanged 27 SP:Iteration 12Q (16561.020000 sec): 3 clusters Score: Raw -210362.736163 + Penalty 3550.622943 = -206812.113220 nChanged 23 SP:Iteration 13Q (16561.020000 sec): 3 clusters Score: Raw -210405.258249 + Penalty 3550.622943 = -206854.635306 nChanged 19 SP:Iteration 14Q (16561.030000 sec): 3 clusters Score: Raw -210445.039075 + Penalty 3550.622943 = -206894.416133 nChanged 19 SP:Iteration 15Q (16561.030000 sec): 3 clusters Score: Raw -210486.765539 + Penalty 3550.622943 = -206936.142596 nChanged 13 SP:Iteration 16Q (16561.040000 sec): 3 clusters Score: Raw -210511.383111 + Penalty 3550.622943 = -206960.760168 nChanged 16 SP:Iteration 17Q (16561.040000 sec): 3 clusters Score: Raw -210539.826547 + Penalty 3550.622943 = -206989.203604 nChanged 13 SP:Iteration 18Q (16561.040000 sec): 3 clusters Score: Raw -210559.219017 + Penalty 3550.622943 = -207008.596074 nChanged 11 SP:Iteration 19Q (16561.050000 sec): 3 clusters Score: Raw -210570.546462 + Penalty 3550.622943 = -207019.923519 nChanged 10 SP:Iteration 20F (16561.050000 sec): 3 clusters Score: Raw -210584.516550 + Penalty 3550.622943 = -207033.893607 nChanged 5 SP:Iteration 21Q (16561.060000 sec): 3 clusters Score: Raw -210589.933748 + Penalty 3550.622943 = -207039.310805 nChanged 7 SP:Iteration 22Q (16561.060000 sec): 3 clusters Score: Raw -210597.456607 + Penalty 3550.622943 = -207046.833665 nChanged 3 SP:Iteration 23Q (16561.070000 sec): 3 clusters Score: Raw -210601.394193 + Penalty 3550.622943 = -207050.771250 nChanged 2 SP:Iteration 24Q (16561.070000 sec): 3 clusters Score: Raw -210602.722105 + Penalty 3550.622943 = -207052.099162 nChanged 1 SP:Iteration 25Q (16561.080000 sec): 3 clusters Score: Raw -210603.044078 + Penalty 3550.622943 = -207052.421135 nChanged 0 SP:Iteration 26F (16561.080000 sec): 3 clusters Score: Raw -210603.044078 + Penalty 3550.622943 = -207052.421135 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.090000 sec): 2 clusters Score: Raw -103041.701323 + Penalty 1594.970108 = -101446.731215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.090000 sec): 3 clusters Score: Raw -102981.146171 + Penalty 3189.940217 = -99791.205954 nChanged 120 SP:Iteration 1F (16561.100000 sec): 3 clusters Score: Raw -103168.592208 + Penalty 3189.940217 = -99978.651991 nChanged 22 SP:Iteration 2Q (16561.100000 sec): 3 clusters Score: Raw -103214.779401 + Penalty 3189.940217 = -100024.839185 nChanged 19 SP:Iteration 3Q (16561.100000 sec): 3 clusters Score: Raw -103268.353548 + Penalty 3189.940217 = -100078.413332 nChanged 15 SP:Iteration 4Q (16561.100000 sec): 3 clusters Score: Raw -103298.275250 + Penalty 3189.940217 = -100108.335033 nChanged 8 SP:Iteration 5Q (16561.100000 sec): 3 clusters Score: Raw -103314.217720 + Penalty 3189.940217 = -100124.277503 nChanged 5 SP:Iteration 6Q (16561.110000 sec): 3 clusters Score: Raw -103323.571390 + Penalty 3189.940217 = -100133.631174 nChanged 3 SP:Iteration 7Q (16561.110000 sec): 3 clusters Score: Raw -103327.169746 + Penalty 3189.940217 = -100137.229529 nChanged 0 SP:Iteration 8F (16561.110000 sec): 3 clusters Score: Raw -103327.169746 + Penalty 3189.940217 = -100137.229529 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.120000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.120000 sec): 3 clusters Score: Raw -44513.860909 + Penalty 2975.472535 = -41538.388375 nChanged 87 SP:Iteration 1F (16561.120000 sec): 3 clusters Score: Raw -44761.451063 + Penalty 2975.472535 = -41785.978528 nChanged 28 SP:Iteration 2F (16561.120000 sec): 3 clusters Score: Raw -44871.379149 + Penalty 2975.472535 = -41895.906614 nChanged 13 SP:Iteration 3Q (16561.130000 sec): 3 clusters Score: Raw -44953.270137 + Penalty 2975.472535 = -41977.797602 nChanged 14 SP:Iteration 4Q (16561.130000 sec): 3 clusters Score: Raw -45037.780180 + Penalty 2975.472535 = -42062.307645 nChanged 6 SP:Iteration 5Q (16561.130000 sec): 3 clusters Score: Raw -45058.744543 + Penalty 2975.472535 = -42083.272008 nChanged 4 SP:Iteration 6Q (16561.130000 sec): 3 clusters Score: Raw -45066.842327 + Penalty 2975.472535 = -42091.369792 nChanged 7 SP:Iteration 7Q (16561.130000 sec): 3 clusters Score: Raw -45100.743118 + Penalty 2975.472535 = -42125.270583 nChanged 7 SP:Iteration 8Q (16561.130000 sec): 3 clusters Score: Raw -45128.237965 + Penalty 2975.472535 = -42152.765430 nChanged 5 SP:Iteration 9Q (16561.140000 sec): 3 clusters Score: Raw -45161.744922 + Penalty 2975.472535 = -42186.272387 nChanged 3 SP:Iteration 10Q (16561.140000 sec): 3 clusters Score: Raw -45172.365035 + Penalty 2975.472535 = -42196.892500 nChanged 3 SP:Iteration 11Q (16561.140000 sec): 3 clusters Score: Raw -45206.215654 + Penalty 2975.472535 = -42230.743119 nChanged 6 SP:Iteration 12Q (16561.140000 sec): 3 clusters Score: Raw -45255.350605 + Penalty 2975.472535 = -42279.878070 nChanged 7 SP:Iteration 13Q (16561.140000 sec): 3 clusters Score: Raw -45285.276221 + Penalty 2975.472535 = -42309.803686 nChanged 3 SP:Iteration 14Q (16561.140000 sec): 3 clusters Score: Raw -45291.457351 + Penalty 2975.472535 = -42315.984816 nChanged 0 SP:Iteration 15F (16561.140000 sec): 3 clusters Score: Raw -45291.457351 + Penalty 2975.472535 = -42315.984816 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.160000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.160000 sec): 3 clusters Score: Raw -279289.121134 + Penalty 3683.568340 = -275605.552794 nChanged 514 SP:Iteration 1F (16561.170000 sec): 3 clusters Score: Raw -279767.425010 + Penalty 3683.568340 = -276083.856670 nChanged 148 SP:Iteration 2F (16561.180000 sec): 3 clusters Score: Raw -279946.176183 + Penalty 3683.568340 = -276262.607843 nChanged 102 SP:Iteration 3F (16561.180000 sec): 3 clusters Score: Raw -280132.255709 + Penalty 3683.568340 = -276448.687369 nChanged 107 SP:Iteration 4F (16561.190000 sec): 3 clusters Score: Raw -280350.163989 + Penalty 3683.568340 = -276666.595649 nChanged 113 SP:Iteration 5F (16561.200000 sec): 3 clusters Score: Raw -280562.184687 + Penalty 3683.568340 = -276878.616347 nChanged 83 SP:Iteration 6Q (16561.200000 sec): 3 clusters Score: Raw -280691.168435 + Penalty 3683.568340 = -277007.600095 nChanged 64 SP:Iteration 7Q (16561.210000 sec): 3 clusters Score: Raw -280795.184398 + Penalty 3683.568340 = -277111.616058 nChanged 54 SP:Iteration 8Q (16561.220000 sec): 3 clusters Score: Raw -280858.941866 + Penalty 3683.568340 = -277175.373527 nChanged 32 SP:Iteration 9Q (16561.220000 sec): 3 clusters Score: Raw -280889.795002 + Penalty 3683.568340 = -277206.226663 nChanged 26 SP:Iteration 10Q (16561.230000 sec): 3 clusters Score: Raw -280915.111864 + Penalty 3683.568340 = -277231.543524 nChanged 16 SP:Iteration 11Q (16561.230000 sec): 3 clusters Score: Raw -280925.903131 + Penalty 3683.568340 = -277242.334791 nChanged 13 SP:Iteration 12Q (16561.240000 sec): 3 clusters Score: Raw -280934.725023 + Penalty 3683.568340 = -277251.156683 nChanged 12 SP:Iteration 13Q (16561.240000 sec): 3 clusters Score: Raw -280943.276668 + Penalty 3683.568340 = -277259.708328 nChanged 8 SP:Iteration 14Q (16561.250000 sec): 3 clusters Score: Raw -280947.779395 + Penalty 3683.568340 = -277264.211055 nChanged 4 SP:Iteration 15Q (16561.260000 sec): 3 clusters Score: Raw -280949.565475 + Penalty 3683.568340 = -277265.997135 nChanged 4 SP:Iteration 16Q (16561.260000 sec): 3 clusters Score: Raw -280951.893980 + Penalty 3683.568340 = -277268.325640 nChanged 7 SP:Iteration 17Q (16561.270000 sec): 3 clusters Score: Raw -280956.266889 + Penalty 3683.568340 = -277272.698549 nChanged 7 SP:Iteration 18Q (16561.280000 sec): 3 clusters Score: Raw -280961.798344 + Penalty 3683.568340 = -277278.230004 nChanged 3 SP:Iteration 19Q (16561.280000 sec): 3 clusters Score: Raw -280963.920412 + Penalty 3683.568340 = -277280.352072 nChanged 1 SP:Iteration 20F (16561.290000 sec): 3 clusters Score: Raw -280965.185576 + Penalty 3683.568340 = -277281.617236 nChanged 2 SP:Iteration 21Q (16561.290000 sec): 3 clusters Score: Raw -280966.657810 + Penalty 3683.568340 = -277283.089470 nChanged 0 SP:Iteration 22F (16561.300000 sec): 3 clusters Score: Raw -280966.657810 + Penalty 3683.568340 = -277283.089470 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.310000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.310000 sec): 3 clusters Score: Raw -54536.930336 + Penalty 2908.361063 = -51628.569273 nChanged 55 SP:Iteration 1F (16561.310000 sec): 3 clusters Score: Raw -54728.138654 + Penalty 2908.361063 = -51819.777591 nChanged 16 SP:Iteration 2Q (16561.310000 sec): 3 clusters Score: Raw -54805.506523 + Penalty 2908.361063 = -51897.145460 nChanged 10 SP:Iteration 3Q (16561.310000 sec): 3 clusters Score: Raw -54848.663801 + Penalty 2908.361063 = -51940.302738 nChanged 4 SP:Iteration 4Q (16561.320000 sec): 3 clusters Score: Raw -54864.616646 + Penalty 2908.361063 = -51956.255583 nChanged 2 SP:Iteration 5Q (16561.320000 sec): 3 clusters Score: Raw -54880.484077 + Penalty 2908.361063 = -51972.123014 nChanged 1 SP:Iteration 6Q (16561.320000 sec): 3 clusters Score: Raw -54881.351208 + Penalty 2908.361063 = -51972.990145 nChanged 1 SP:Iteration 7Q (16561.320000 sec): 3 clusters Score: Raw -54883.051015 + Penalty 2908.361063 = -51974.689952 nChanged 0 SP:Iteration 8F (16561.320000 sec): 3 clusters Score: Raw -54883.051015 + Penalty 2908.361063 = -51974.689952 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.340000 sec): 2 clusters Score: Raw -514567.932238 + Penalty 1999.795773 = -512568.136465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.350000 sec): 3 clusters Score: Raw -513245.166284 + Penalty 3999.591547 = -509245.574737 nChanged 1096 SP:Iteration 1F (16561.360000 sec): 3 clusters Score: Raw -514015.415094 + Penalty 3999.591547 = -510015.823547 nChanged 292 SP:Iteration 2F (16561.380000 sec): 3 clusters Score: Raw -514273.613184 + Penalty 3999.591547 = -510274.021638 nChanged 188 SP:Iteration 3F (16561.390000 sec): 3 clusters Score: Raw -514474.906081 + Penalty 3999.591547 = -510475.314535 nChanged 184 SP:Iteration 4F (16561.400000 sec): 3 clusters Score: Raw -514651.609079 + Penalty 3999.591547 = -510652.017533 nChanged 159 SP:Iteration 5F (16561.420000 sec): 3 clusters Score: Raw -514803.178601 + Penalty 3999.591547 = -510803.587055 nChanged 119 SP:Iteration 6Q (16561.430000 sec): 3 clusters Score: Raw -514914.524046 + Penalty 3999.591547 = -510914.932500 nChanged 99 SP:Iteration 7Q (16561.440000 sec): 3 clusters Score: Raw -515001.612586 + Penalty 3999.591547 = -511002.021039 nChanged 102 SP:Iteration 8Q (16561.450000 sec): 3 clusters Score: Raw -515076.334027 + Penalty 3999.591547 = -511076.742480 nChanged 66 SP:Iteration 9Q (16561.460000 sec): 3 clusters Score: Raw -515127.256026 + Penalty 3999.591547 = -511127.664479 nChanged 69 SP:Iteration 10Q (16561.480000 sec): 3 clusters Score: Raw -515174.619749 + Penalty 3999.591547 = -511175.028202 nChanged 76 SP:Iteration 11Q (16561.490000 sec): 3 clusters Score: Raw -515244.270531 + Penalty 3999.591547 = -511244.678985 nChanged 88 SP:Iteration 12Q (16561.500000 sec): 3 clusters Score: Raw -515355.308829 + Penalty 3999.591547 = -511355.717282 nChanged 101 SP:Iteration 13Q (16561.510000 sec): 3 clusters Score: Raw -515480.610752 + Penalty 3999.591547 = -511481.019206 nChanged 106 SP:Iteration 14Q (16561.520000 sec): 3 clusters Score: Raw -515615.761802 + Penalty 3999.591547 = -511616.170255 nChanged 131 SP:Iteration 15Q (16561.540000 sec): 3 clusters Score: Raw -515774.534568 + Penalty 3999.591547 = -511774.943021 nChanged 128 SP:Iteration 16Q (16561.550000 sec): 3 clusters Score: Raw -515903.882769 + Penalty 3999.591547 = -511904.291223 nChanged 95 SP:Iteration 17Q (16561.560000 sec): 3 clusters Score: Raw -515990.847486 + Penalty 3999.591547 = -511991.255939 nChanged 60 SP:Iteration 18Q (16561.570000 sec): 3 clusters Score: Raw -516039.355639 + Penalty 3999.591547 = -512039.764093 nChanged 42 SP:Iteration 19Q (16561.580000 sec): 3 clusters Score: Raw -516066.283773 + Penalty 3999.591547 = -512066.692226 nChanged 25 SP:Iteration 20F (16561.600000 sec): 3 clusters Score: Raw -516082.185677 + Penalty 3999.591547 = -512082.594131 nChanged 14 SP:Iteration 21Q (16561.610000 sec): 3 clusters Score: Raw -516092.826991 + Penalty 3999.591547 = -512093.235445 nChanged 13 SP:Iteration 22Q (16561.620000 sec): 3 clusters Score: Raw -516101.052514 + Penalty 3999.591547 = -512101.460967 nChanged 4 SP:Iteration 23Q (16561.630000 sec): 3 clusters Score: Raw -516105.253351 + Penalty 3999.591547 = -512105.661805 nChanged 6 SP:Iteration 24Q (16561.640000 sec): 3 clusters Score: Raw -516109.024644 + Penalty 3999.591547 = -512109.433098 nChanged 3 SP:Iteration 25Q (16561.660000 sec): 3 clusters Score: Raw -516110.029474 + Penalty 3999.591547 = -512110.437928 nChanged 2 SP:Iteration 26Q (16561.660000 sec): 3 clusters Score: Raw -516110.982357 + Penalty 3999.591547 = -512111.390810 nChanged 2 SP:Iteration 27Q (16561.680000 sec): 3 clusters Score: Raw -516113.100947 + Penalty 3999.591547 = -512113.509400 nChanged 1 SP:Iteration 28Q (16561.690000 sec): 3 clusters Score: Raw -516113.669614 + Penalty 3999.591547 = -512114.078068 nChanged 2 SP:Iteration 29Q (16561.700000 sec): 3 clusters Score: Raw -516114.520779 + Penalty 3999.591547 = -512114.929233 nChanged 2 SP:Iteration 30Q (16561.710000 sec): 3 clusters Score: Raw -516115.306195 + Penalty 3999.591547 = -512115.714648 nChanged 1 SP:Iteration 31Q (16561.720000 sec): 3 clusters Score: Raw -516115.845588 + Penalty 3999.591547 = -512116.254042 nChanged 1 SP:Iteration 32Q (16561.740000 sec): 3 clusters Score: Raw -516116.173279 + Penalty 3999.591547 = -512116.581732 nChanged 1 SP:Iteration 33Q (16561.750000 sec): 3 clusters Score: Raw -516116.819081 + Penalty 3999.591547 = -512117.227535 nChanged 0 SP:Iteration 34F (16561.760000 sec): 3 clusters Score: Raw -516116.819081 + Penalty 3999.591547 = -512117.227535 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.770000 sec): 2 clusters Score: Raw -250254.414411 + Penalty 1808.499620 = -248445.914791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.780000 sec): 3 clusters Score: Raw -249783.152139 + Penalty 3616.999239 = -246166.152899 nChanged 434 SP:Iteration 1F (16561.780000 sec): 3 clusters Score: Raw -250102.328759 + Penalty 3616.999239 = -246485.329520 nChanged 99 SP:Iteration 2F (16561.790000 sec): 3 clusters Score: Raw -250201.155400 + Penalty 3616.999239 = -246584.156161 nChanged 52 SP:Iteration 3Q (16561.800000 sec): 3 clusters Score: Raw -250257.594181 + Penalty 3616.999239 = -246640.594941 nChanged 44 SP:Iteration 4Q (16561.800000 sec): 3 clusters Score: Raw -250308.434300 + Penalty 3616.999239 = -246691.435060 nChanged 27 SP:Iteration 5Q (16561.810000 sec): 3 clusters Score: Raw -250330.446866 + Penalty 3616.999239 = -246713.447627 nChanged 15 SP:Iteration 6Q (16561.820000 sec): 3 clusters Score: Raw -250349.013817 + Penalty 3616.999239 = -246732.014578 nChanged 14 SP:Iteration 7Q (16561.820000 sec): 3 clusters Score: Raw -250360.670013 + Penalty 3616.999239 = -246743.670774 nChanged 9 SP:Iteration 8Q (16561.820000 sec): 3 clusters Score: Raw -250371.351514 + Penalty 3616.999239 = -246754.352275 nChanged 12 SP:Iteration 9Q (16561.830000 sec): 3 clusters Score: Raw -250381.668269 + Penalty 3616.999239 = -246764.669029 nChanged 8 SP:Iteration 10Q (16561.840000 sec): 3 clusters Score: Raw -250389.902273 + Penalty 3616.999239 = -246772.903033 nChanged 11 SP:Iteration 11Q (16561.840000 sec): 3 clusters Score: Raw -250396.780981 + Penalty 3616.999239 = -246779.781742 nChanged 5 SP:Iteration 12Q (16561.850000 sec): 3 clusters Score: Raw -250400.516507 + Penalty 3616.999239 = -246783.517268 nChanged 4 SP:Iteration 13Q (16561.860000 sec): 3 clusters Score: Raw -250403.818716 + Penalty 3616.999239 = -246786.819476 nChanged 4 SP:Iteration 14Q (16561.860000 sec): 3 clusters Score: Raw -250408.287189 + Penalty 3616.999239 = -246791.287949 nChanged 3 SP:Iteration 15Q (16561.860000 sec): 3 clusters Score: Raw -250410.411023 + Penalty 3616.999239 = -246793.411784 nChanged 4 SP:Iteration 16Q (16561.870000 sec): 3 clusters Score: Raw -250413.890757 + Penalty 3616.999239 = -246796.891518 nChanged 7 SP:Iteration 17Q (16561.880000 sec): 3 clusters Score: Raw -250419.939818 + Penalty 3616.999239 = -246802.940578 nChanged 2 SP:Iteration 18Q (16561.880000 sec): 3 clusters Score: Raw -250422.028656 + Penalty 3616.999239 = -246805.029417 nChanged 5 SP:Iteration 19Q (16561.890000 sec): 3 clusters Score: Raw -250426.060579 + Penalty 3616.999239 = -246809.061339 nChanged 3 SP:Iteration 20F (16561.900000 sec): 3 clusters Score: Raw -250427.873699 + Penalty 3616.999239 = -246810.874460 nChanged 2 SP:Iteration 21Q (16561.900000 sec): 3 clusters Score: Raw -250428.537500 + Penalty 3616.999239 = -246811.538261 nChanged 4 SP:Iteration 22Q (16561.900000 sec): 3 clusters Score: Raw -250430.480634 + Penalty 3616.999239 = -246813.481394 nChanged 0 SP:Iteration 23F (16561.910000 sec): 3 clusters Score: Raw -250430.480634 + Penalty 3616.999239 = -246813.481394 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.920000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.920000 sec): 3 clusters Score: Raw -71734.586051 + Penalty 3100.944326 = -68633.641725 nChanged 117 SP:Iteration 1F (16561.920000 sec): 3 clusters Score: Raw -71960.721930 + Penalty 3100.944326 = -68859.777604 nChanged 37 SP:Iteration 2F (16561.930000 sec): 3 clusters Score: Raw -72088.042617 + Penalty 3100.944326 = -68987.098291 nChanged 25 SP:Iteration 3Q (16561.930000 sec): 3 clusters Score: Raw -72205.625584 + Penalty 3100.944326 = -69104.681258 nChanged 14 SP:Iteration 4Q (16561.930000 sec): 3 clusters Score: Raw -72239.339794 + Penalty 3100.944326 = -69138.395468 nChanged 7 SP:Iteration 5Q (16561.930000 sec): 3 clusters Score: Raw -72259.644921 + Penalty 3100.944326 = -69158.700595 nChanged 6 SP:Iteration 6Q (16561.940000 sec): 3 clusters Score: Raw -72277.345663 + Penalty 3100.944326 = -69176.401337 nChanged 4 SP:Iteration 7Q (16561.940000 sec): 3 clusters Score: Raw -72281.068364 + Penalty 3100.944326 = -69180.124038 nChanged 1 SP:Iteration 8Q (16561.940000 sec): 3 clusters Score: Raw -72282.023534 + Penalty 3100.944326 = -69181.079208 nChanged 0 SP:Iteration 9F (16561.940000 sec): 3 clusters Score: Raw -72282.023534 + Penalty 3100.944326 = -69181.079208 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16561.950000 sec): 2 clusters Score: Raw -84894.325354 + Penalty 1550.949545 = -83343.375808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16561.950000 sec): 3 clusters Score: Raw -84941.385280 + Penalty 3101.899091 = -81839.486189 nChanged 110 SP:Iteration 1F (16561.960000 sec): 3 clusters Score: Raw -85141.302927 + Penalty 3101.899091 = -82039.403836 nChanged 25 SP:Iteration 2Q (16561.960000 sec): 3 clusters Score: Raw -85187.226152 + Penalty 3101.899091 = -82085.327061 nChanged 10 SP:Iteration 3Q (16561.960000 sec): 3 clusters Score: Raw -85211.851318 + Penalty 3101.899091 = -82109.952228 nChanged 11 SP:Iteration 4Q (16561.960000 sec): 3 clusters Score: Raw -85248.457181 + Penalty 3101.899091 = -82146.558091 nChanged 10 SP:Iteration 5Q (16561.960000 sec): 3 clusters Score: Raw -85275.795282 + Penalty 3101.899091 = -82173.896192 nChanged 8 SP:Iteration 6Q (16561.960000 sec): 3 clusters Score: Raw -85312.635305 + Penalty 3101.899091 = -82210.736214 nChanged 6 SP:Iteration 7Q (16561.960000 sec): 3 clusters Score: Raw -85354.101970 + Penalty 3101.899091 = -82252.202880 nChanged 8 SP:Iteration 8Q (16561.970000 sec): 3 clusters Score: Raw -85384.055229 + Penalty 3101.899091 = -82282.156138 nChanged 12 SP:Iteration 9Q (16561.970000 sec): 3 clusters Score: Raw -85428.618064 + Penalty 3101.899091 = -82326.718973 nChanged 16 SP:Iteration 10Q (16561.970000 sec): 3 clusters Score: Raw -85473.868333 + Penalty 3101.899091 = -82371.969242 nChanged 10 SP:Iteration 11Q (16561.970000 sec): 3 clusters Score: Raw -85496.100712 + Penalty 3101.899091 = -82394.201621 nChanged 10 SP:Iteration 12Q (16561.980000 sec): 3 clusters Score: Raw -85523.846201 + Penalty 3101.899091 = -82421.947111 nChanged 5 SP:Iteration 13Q (16561.980000 sec): 3 clusters Score: Raw -85542.916745 + Penalty 3101.899091 = -82441.017655 nChanged 7 SP:Iteration 14Q (16561.980000 sec): 3 clusters Score: Raw -85561.193333 + Penalty 3101.899091 = -82459.294242 nChanged 4 SP:Iteration 15Q (16561.980000 sec): 3 clusters Score: Raw -85580.899914 + Penalty 3101.899091 = -82479.000823 nChanged 3 SP:Iteration 16Q (16561.980000 sec): 3 clusters Score: Raw -85585.835568 + Penalty 3101.899091 = -82483.936477 nChanged 3 SP:Iteration 17Q (16561.980000 sec): 3 clusters Score: Raw -85590.925826 + Penalty 3101.899091 = -82489.026736 nChanged 2 SP:Iteration 18Q (16561.990000 sec): 3 clusters Score: Raw -85594.071659 + Penalty 3101.899091 = -82492.172568 nChanged 4 SP:Iteration 19Q (16561.990000 sec): 3 clusters Score: Raw -85605.684320 + Penalty 3101.899091 = -82503.785230 nChanged 0 SP:Iteration 20F (16561.990000 sec): 3 clusters Score: Raw -85605.684320 + Penalty 3101.899091 = -82503.785230 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.000000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.000000 sec): 3 clusters Score: Raw -54135.428026 + Penalty 2880.838675 = -51254.589351 nChanged 39 SP:Iteration 1F (16562.000000 sec): 3 clusters Score: Raw -54254.072951 + Penalty 2880.838675 = -51373.234276 nChanged 12 SP:Iteration 2Q (16562.000000 sec): 3 clusters Score: Raw -54293.197252 + Penalty 2880.838675 = -51412.358577 nChanged 4 SP:Iteration 3Q (16562.000000 sec): 3 clusters Score: Raw -54309.520737 + Penalty 2880.838675 = -51428.682062 nChanged 6 SP:Iteration 4Q (16562.000000 sec): 3 clusters Score: Raw -54336.393633 + Penalty 2880.838675 = -51455.554958 nChanged 4 SP:Iteration 5Q (16562.010000 sec): 3 clusters Score: Raw -54379.462804 + Penalty 2880.838675 = -51498.624129 nChanged 3 SP:Iteration 6Q (16562.010000 sec): 3 clusters Score: Raw -54394.586387 + Penalty 2880.838675 = -51513.747712 nChanged 5 SP:Iteration 7Q (16562.010000 sec): 3 clusters Score: Raw -54425.121144 + Penalty 2880.838675 = -51544.282469 nChanged 5 SP:Iteration 8Q (16562.010000 sec): 3 clusters Score: Raw -54446.886904 + Penalty 2880.838675 = -51566.048229 nChanged 1 SP:Iteration 9Q (16562.010000 sec): 3 clusters Score: Raw -54450.245831 + Penalty 2880.838675 = -51569.407156 nChanged 0 SP:Iteration 10F (16562.010000 sec): 3 clusters Score: Raw -54450.245831 + Penalty 2880.838675 = -51569.407156 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.020000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.020000 sec): 3 clusters Score: Raw -89522.053147 + Penalty 3143.942663 = -86378.110484 nChanged 113 SP:Iteration 1F (16562.030000 sec): 3 clusters Score: Raw -89716.869241 + Penalty 3143.942663 = -86572.926578 nChanged 30 SP:Iteration 2F (16562.030000 sec): 3 clusters Score: Raw -89778.172334 + Penalty 3143.942663 = -86634.229671 nChanged 10 SP:Iteration 3Q (16562.030000 sec): 3 clusters Score: Raw -89808.381953 + Penalty 3143.942663 = -86664.439290 nChanged 9 SP:Iteration 4Q (16562.030000 sec): 3 clusters Score: Raw -89827.494943 + Penalty 3143.942663 = -86683.552280 nChanged 9 SP:Iteration 5Q (16562.040000 sec): 3 clusters Score: Raw -89842.689831 + Penalty 3143.942663 = -86698.747169 nChanged 8 SP:Iteration 6Q (16562.040000 sec): 3 clusters Score: Raw -89861.634530 + Penalty 3143.942663 = -86717.691867 nChanged 3 SP:Iteration 7Q (16562.040000 sec): 3 clusters Score: Raw -89866.165953 + Penalty 3143.942663 = -86722.223291 nChanged 1 SP:Iteration 8Q (16562.040000 sec): 3 clusters Score: Raw -89869.148580 + Penalty 3143.942663 = -86725.205917 nChanged 1 SP:Iteration 9Q (16562.040000 sec): 3 clusters Score: Raw -89870.724908 + Penalty 3143.942663 = -86726.782246 nChanged 1 SP:Iteration 10Q (16562.040000 sec): 3 clusters Score: Raw -89871.651336 + Penalty 3143.942663 = -86727.708673 nChanged 0 SP:Iteration 11F (16562.050000 sec): 3 clusters Score: Raw -89871.651336 + Penalty 3143.942663 = -86727.708673 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.060000 sec): 2 clusters Score: Raw -179404.999589 + Penalty 1735.177009 = -177669.822580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.060000 sec): 3 clusters Score: Raw -179130.984826 + Penalty 3470.354018 = -175660.630808 nChanged 308 SP:Iteration 1F (16562.070000 sec): 3 clusters Score: Raw -179448.966173 + Penalty 3470.354018 = -175978.612155 nChanged 78 SP:Iteration 2F (16562.070000 sec): 3 clusters Score: Raw -179550.232277 + Penalty 3470.354018 = -176079.878258 nChanged 37 SP:Iteration 3Q (16562.080000 sec): 3 clusters Score: Raw -179591.809009 + Penalty 3470.354018 = -176121.454991 nChanged 10 SP:Iteration 4Q (16562.080000 sec): 3 clusters Score: Raw -179605.281874 + Penalty 3470.354018 = -176134.927856 nChanged 8 SP:Iteration 5Q (16562.080000 sec): 3 clusters Score: Raw -179611.620163 + Penalty 3470.354018 = -176141.266145 nChanged 4 SP:Iteration 6Q (16562.090000 sec): 3 clusters Score: Raw -179616.511559 + Penalty 3470.354018 = -176146.157540 nChanged 4 SP:Iteration 7Q (16562.090000 sec): 3 clusters Score: Raw -179620.005488 + Penalty 3470.354018 = -176149.651470 nChanged 1 SP:Iteration 8Q (16562.100000 sec): 3 clusters Score: Raw -179620.706668 + Penalty 3470.354018 = -176150.352650 nChanged 2 SP:Iteration 9Q (16562.100000 sec): 3 clusters Score: Raw -179623.336452 + Penalty 3470.354018 = -176152.982434 nChanged 1 SP:Iteration 10Q (16562.110000 sec): 3 clusters Score: Raw -179624.115115 + Penalty 3470.354018 = -176153.761096 nChanged 0 SP:Iteration 11F (16562.110000 sec): 3 clusters Score: Raw -179624.115115 + Penalty 3470.354018 = -176153.761096 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.120000 sec): 2 clusters Score: Raw -28965.120640 + Penalty 1315.219617 = -27649.901023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.120000 sec): 3 clusters Score: Raw -29285.290818 + Penalty 2630.439234 = -26654.851584 nChanged 18 SP:Iteration 1F (16562.120000 sec): 3 clusters Score: Raw -29364.101506 + Penalty 2630.439234 = -26733.662271 nChanged 5 SP:Iteration 2Q (16562.120000 sec): 3 clusters Score: Raw -29396.647112 + Penalty 2630.439234 = -26766.207878 nChanged 1 SP:Iteration 3Q (16562.120000 sec): 3 clusters Score: Raw -29408.017357 + Penalty 2630.439234 = -26777.578122 nChanged 2 SP:Iteration 4Q (16562.120000 sec): 3 clusters Score: Raw -29419.143025 + Penalty 2630.439234 = -26788.703790 nChanged 1 SP:Iteration 5Q (16562.120000 sec): 3 clusters Score: Raw -29422.207613 + Penalty 2630.439234 = -26791.768379 nChanged 1 SP:Iteration 6Q (16562.120000 sec): 3 clusters Score: Raw -29428.284670 + Penalty 2630.439234 = -26797.845436 nChanged 2 SP:Iteration 7Q (16562.120000 sec): 3 clusters Score: Raw -29441.430550 + Penalty 2630.439234 = -26810.991316 nChanged 1 SP:Iteration 8Q (16562.120000 sec): 3 clusters Score: Raw -29444.884008 + Penalty 2630.439234 = -26814.444773 nChanged 1 SP:Iteration 9Q (16562.130000 sec): 3 clusters Score: Raw -29448.175114 + Penalty 2630.439234 = -26817.735879 nChanged 1 SP:Iteration 10Q (16562.130000 sec): 3 clusters Score: Raw -29482.958723 + Penalty 2630.439234 = -26852.519489 nChanged 4 SP:Iteration 11Q (16562.130000 sec): 3 clusters Score: Raw -29549.971268 + Penalty 2630.439234 = -26919.532034 nChanged 3 SP:Iteration 12Q (16562.130000 sec): 3 clusters Score: Raw -29574.377698 + Penalty 2630.439234 = -26943.938464 nChanged 1 SP:Iteration 13Q (16562.130000 sec): 3 clusters Score: Raw -29583.885654 + Penalty 2630.439234 = -26953.446420 nChanged 3 SP:Iteration 14Q (16562.130000 sec): 3 clusters Score: Raw -29601.009876 + Penalty 2630.439234 = -26970.570642 nChanged 2 SP:Iteration 15Q (16562.130000 sec): 3 clusters Score: Raw -29611.796615 + Penalty 2630.439234 = -26981.357380 nChanged 0 SP:Iteration 16F (16562.130000 sec): 3 clusters Score: Raw -29611.796615 + Penalty 2630.439234 = -26981.357380 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.140000 sec): 2 clusters Score: Raw -117568.697464 + Penalty 1645.714746 = -115922.982718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.140000 sec): 3 clusters Score: Raw -117533.828240 + Penalty 3291.429492 = -114242.398748 nChanged 175 SP:Iteration 1F (16562.150000 sec): 3 clusters Score: Raw -117835.401745 + Penalty 3291.429492 = -114543.972254 nChanged 56 SP:Iteration 2F (16562.150000 sec): 3 clusters Score: Raw -117964.459426 + Penalty 3291.429492 = -114673.029935 nChanged 34 SP:Iteration 3Q (16562.150000 sec): 3 clusters Score: Raw -118068.630738 + Penalty 3291.429492 = -114777.201247 nChanged 28 SP:Iteration 4Q (16562.160000 sec): 3 clusters Score: Raw -118173.254165 + Penalty 3291.429492 = -114881.824673 nChanged 21 SP:Iteration 5Q (16562.160000 sec): 3 clusters Score: Raw -118235.749350 + Penalty 3291.429492 = -114944.319859 nChanged 19 SP:Iteration 6Q (16562.160000 sec): 3 clusters Score: Raw -118286.388623 + Penalty 3291.429492 = -114994.959132 nChanged 14 SP:Iteration 7Q (16562.160000 sec): 3 clusters Score: Raw -118322.841054 + Penalty 3291.429492 = -115031.411562 nChanged 13 SP:Iteration 8Q (16562.170000 sec): 3 clusters Score: Raw -118353.098507 + Penalty 3291.429492 = -115061.669015 nChanged 9 SP:Iteration 9Q (16562.170000 sec): 3 clusters Score: Raw -118384.369478 + Penalty 3291.429492 = -115092.939986 nChanged 12 SP:Iteration 10Q (16562.170000 sec): 3 clusters Score: Raw -118438.898243 + Penalty 3291.429492 = -115147.468751 nChanged 14 SP:Iteration 11Q (16562.180000 sec): 3 clusters Score: Raw -118501.308261 + Penalty 3291.429492 = -115209.878770 nChanged 13 SP:Iteration 12Q (16562.180000 sec): 3 clusters Score: Raw -118533.033574 + Penalty 3291.429492 = -115241.604082 nChanged 5 SP:Iteration 13Q (16562.180000 sec): 3 clusters Score: Raw -118539.148922 + Penalty 3291.429492 = -115247.719431 nChanged 2 SP:Iteration 14Q (16562.180000 sec): 3 clusters Score: Raw -118544.498548 + Penalty 3291.429492 = -115253.069056 nChanged 4 SP:Iteration 15Q (16562.190000 sec): 3 clusters Score: Raw -118552.365338 + Penalty 3291.429492 = -115260.935846 nChanged 3 SP:Iteration 16Q (16562.190000 sec): 3 clusters Score: Raw -118556.896099 + Penalty 3291.429492 = -115265.466607 nChanged 3 SP:Iteration 17Q (16562.190000 sec): 3 clusters Score: Raw -118560.799254 + Penalty 3291.429492 = -115269.369762 nChanged 0 SP:Iteration 18F (16562.200000 sec): 3 clusters Score: Raw -118560.799254 + Penalty 3291.429492 = -115269.369762 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.200000 sec): 2 clusters Score: Raw -127697.793335 + Penalty 1648.948168 = -126048.845167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.210000 sec): 3 clusters Score: Raw -127609.299022 + Penalty 3297.896337 = -124311.402685 nChanged 184 SP:Iteration 1F (16562.210000 sec): 3 clusters Score: Raw -127905.482110 + Penalty 3297.896337 = -124607.585773 nChanged 52 SP:Iteration 2F (16562.210000 sec): 3 clusters Score: Raw -128014.115573 + Penalty 3297.896337 = -124716.219236 nChanged 33 SP:Iteration 3Q (16562.220000 sec): 3 clusters Score: Raw -128075.341098 + Penalty 3297.896337 = -124777.444761 nChanged 19 SP:Iteration 4Q (16562.220000 sec): 3 clusters Score: Raw -128120.765395 + Penalty 3297.896337 = -124822.869059 nChanged 15 SP:Iteration 5Q (16562.220000 sec): 3 clusters Score: Raw -128152.282655 + Penalty 3297.896337 = -124854.386318 nChanged 8 SP:Iteration 6Q (16562.220000 sec): 3 clusters Score: Raw -128166.439991 + Penalty 3297.896337 = -124868.543654 nChanged 6 SP:Iteration 7Q (16562.230000 sec): 3 clusters Score: Raw -128183.524869 + Penalty 3297.896337 = -124885.628532 nChanged 5 SP:Iteration 8Q (16562.230000 sec): 3 clusters Score: Raw -128193.630395 + Penalty 3297.896337 = -124895.734058 nChanged 8 SP:Iteration 9Q (16562.230000 sec): 3 clusters Score: Raw -128212.544757 + Penalty 3297.896337 = -124914.648420 nChanged 4 SP:Iteration 10Q (16562.240000 sec): 3 clusters Score: Raw -128221.126893 + Penalty 3297.896337 = -124923.230556 nChanged 1 SP:Iteration 11Q (16562.240000 sec): 3 clusters Score: Raw -128222.014776 + Penalty 3297.896337 = -124924.118439 nChanged 2 SP:Iteration 12Q (16562.240000 sec): 3 clusters Score: Raw -128224.358018 + Penalty 3297.896337 = -124926.461681 nChanged 0 SP:Iteration 13F (16562.240000 sec): 3 clusters Score: Raw -128224.358018 + Penalty 3297.896337 = -124926.461681 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.250000 sec): 2 clusters Score: Raw -33831.535855 + Penalty 1345.387604 = -32486.148251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.260000 sec): 3 clusters Score: Raw -34199.516745 + Penalty 2690.775209 = -31508.741536 nChanged 39 SP:Iteration 1F (16562.260000 sec): 3 clusters Score: Raw -34318.195298 + Penalty 2690.775209 = -31627.420089 nChanged 8 SP:Iteration 2Q (16562.260000 sec): 3 clusters Score: Raw -34353.951569 + Penalty 2690.775209 = -31663.176360 nChanged 11 SP:Iteration 3Q (16562.260000 sec): 3 clusters Score: Raw -34419.522355 + Penalty 2690.775209 = -31728.747146 nChanged 3 SP:Iteration 4Q (16562.260000 sec): 3 clusters Score: Raw -34433.886513 + Penalty 2690.775209 = -31743.111304 nChanged 1 SP:Iteration 5Q (16562.260000 sec): 3 clusters Score: Raw -34436.048925 + Penalty 2690.775209 = -31745.273716 nChanged 0 SP:Iteration 6F (16562.260000 sec): 3 clusters Score: Raw -34436.048925 + Penalty 2690.775209 = -31745.273716 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.270000 sec): 2 clusters Score: Raw -23296.840603 + Penalty 1412.045570 = -21884.795033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.270000 sec): 3 clusters Score: Raw -23545.242747 + Penalty 2824.091141 = -20721.151606 nChanged 51 SP:Iteration 1F (16562.270000 sec): 3 clusters Score: Raw -23762.553254 + Penalty 2824.091141 = -20938.462113 nChanged 17 SP:Iteration 2F (16562.270000 sec): 3 clusters Score: Raw -23883.153485 + Penalty 2824.091141 = -21059.062345 nChanged 5 SP:Iteration 3Q (16562.270000 sec): 3 clusters Score: Raw -23919.841845 + Penalty 2824.091141 = -21095.750704 nChanged 5 SP:Iteration 4Q (16562.280000 sec): 3 clusters Score: Raw -23951.598550 + Penalty 2824.091141 = -21127.507409 nChanged 4 SP:Iteration 5Q (16562.280000 sec): 3 clusters Score: Raw -23964.499411 + Penalty 2824.091141 = -21140.408270 nChanged 5 SP:Iteration 6Q (16562.280000 sec): 3 clusters Score: Raw -23976.992054 + Penalty 2824.091141 = -21152.900914 nChanged 4 SP:Iteration 7Q (16562.280000 sec): 3 clusters Score: Raw -23983.412661 + Penalty 2824.091141 = -21159.321520 nChanged 4 SP:Iteration 8Q (16562.280000 sec): 3 clusters Score: Raw -23987.453123 + Penalty 2824.091141 = -21163.361982 nChanged 2 SP:Iteration 9Q (16562.280000 sec): 3 clusters Score: Raw -23988.641408 + Penalty 2824.091141 = -21164.550267 nChanged 0 SP:Iteration 10F (16562.280000 sec): 3 clusters Score: Raw -23988.641408 + Penalty 2824.091141 = -21164.550267 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.290000 sec): 2 clusters Score: Raw -44772.225560 + Penalty 1425.058391 = -43347.167169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.290000 sec): 3 clusters Score: Raw -44984.786363 + Penalty 2850.116783 = -42134.669580 nChanged 58 SP:Iteration 1F (16562.290000 sec): 3 clusters Score: Raw -45204.396106 + Penalty 2850.116783 = -42354.279323 nChanged 19 SP:Iteration 2F (16562.290000 sec): 3 clusters Score: Raw -45245.105245 + Penalty 2850.116783 = -42394.988462 nChanged 5 SP:Iteration 3Q (16562.300000 sec): 3 clusters Score: Raw -45256.942154 + Penalty 2850.116783 = -42406.825371 nChanged 1 SP:Iteration 4Q (16562.300000 sec): 3 clusters Score: Raw -45259.788990 + Penalty 2850.116783 = -42409.672208 nChanged 1 SP:Iteration 5Q (16562.300000 sec): 3 clusters Score: Raw -45263.647841 + Penalty 2850.116783 = -42413.531058 nChanged 3 SP:Iteration 6Q (16562.300000 sec): 3 clusters Score: Raw -45269.393124 + Penalty 2850.116783 = -42419.276341 nChanged 1 SP:Iteration 7Q (16562.300000 sec): 3 clusters Score: Raw -45270.478804 + Penalty 2850.116783 = -42420.362021 nChanged 0 SP:Iteration 8F (16562.300000 sec): 3 clusters Score: Raw -45270.478804 + Penalty 2850.116783 = -42420.362021 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.310000 sec): 2 clusters Score: Raw -76720.258172 + Penalty 1531.615083 = -75188.643089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.310000 sec): 3 clusters Score: Raw -76789.947514 + Penalty 3063.230166 = -73726.717348 nChanged 106 SP:Iteration 1F (16562.310000 sec): 3 clusters Score: Raw -76998.712818 + Penalty 3063.230166 = -73935.482652 nChanged 25 SP:Iteration 2F (16562.320000 sec): 3 clusters Score: Raw -77073.226674 + Penalty 3063.230166 = -74009.996508 nChanged 18 SP:Iteration 3Q (16562.320000 sec): 3 clusters Score: Raw -77136.047425 + Penalty 3063.230166 = -74072.817259 nChanged 9 SP:Iteration 4Q (16562.320000 sec): 3 clusters Score: Raw -77168.379314 + Penalty 3063.230166 = -74105.149148 nChanged 4 SP:Iteration 5Q (16562.320000 sec): 3 clusters Score: Raw -77185.098154 + Penalty 3063.230166 = -74121.867988 nChanged 5 SP:Iteration 6Q (16562.320000 sec): 3 clusters Score: Raw -77192.827454 + Penalty 3063.230166 = -74129.597288 nChanged 7 SP:Iteration 7Q (16562.320000 sec): 3 clusters Score: Raw -77206.922683 + Penalty 3063.230166 = -74143.692517 nChanged 2 SP:Iteration 8Q (16562.320000 sec): 3 clusters Score: Raw -77210.706403 + Penalty 3063.230166 = -74147.476237 nChanged 1 SP:Iteration 9Q (16562.330000 sec): 3 clusters Score: Raw -77211.526505 + Penalty 3063.230166 = -74148.296339 nChanged 2 SP:Iteration 10Q (16562.330000 sec): 3 clusters Score: Raw -77213.614200 + Penalty 3063.230166 = -74150.384034 nChanged 2 SP:Iteration 11Q (16562.330000 sec): 3 clusters Score: Raw -77218.687902 + Penalty 3063.230166 = -74155.457736 nChanged 2 SP:Iteration 12Q (16562.330000 sec): 3 clusters Score: Raw -77222.927063 + Penalty 3063.230166 = -74159.696897 nChanged 1 SP:Iteration 13Q (16562.340000 sec): 3 clusters Score: Raw -77223.566257 + Penalty 3063.230166 = -74160.336091 nChanged 0 SP:Iteration 14F (16562.340000 sec): 3 clusters Score: Raw -77223.566257 + Penalty 3063.230166 = -74160.336091 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.340000 sec): 2 clusters Score: Raw -42164.253301 + Penalty 1445.578513 = -40718.674788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.350000 sec): 3 clusters Score: Raw -42711.355409 + Penalty 2891.157026 = -39820.198382 nChanged 95 SP:Iteration 1F (16562.350000 sec): 3 clusters Score: Raw -43215.210075 + Penalty 2891.157026 = -40324.053048 nChanged 31 SP:Iteration 2F (16562.350000 sec): 3 clusters Score: Raw -43367.022533 + Penalty 2891.157026 = -40475.865507 nChanged 9 SP:Iteration 3Q (16562.350000 sec): 3 clusters Score: Raw -43389.306938 + Penalty 2891.157026 = -40498.149912 nChanged 2 SP:Iteration 4Q (16562.350000 sec): 3 clusters Score: Raw -43415.699053 + Penalty 2891.157026 = -40524.542026 nChanged 1 SP:Iteration 5Q (16562.350000 sec): 3 clusters Score: Raw -43433.035410 + Penalty 2891.157026 = -40541.878384 nChanged 0 SP:Iteration 6F (16562.360000 sec): 3 clusters Score: Raw -43433.035410 + Penalty 2891.157026 = -40541.878384 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.360000 sec): 2 clusters Score: Raw -32885.585961 + Penalty 1328.433396 = -31557.152565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.360000 sec): 3 clusters Score: Raw -33076.616460 + Penalty 2656.866792 = -30419.749668 nChanged 23 SP:Iteration 1F (16562.360000 sec): 3 clusters Score: Raw -33172.969024 + Penalty 2656.866792 = -30516.102231 nChanged 7 SP:Iteration 2Q (16562.360000 sec): 3 clusters Score: Raw -33212.811783 + Penalty 2656.866792 = -30555.944991 nChanged 3 SP:Iteration 3Q (16562.360000 sec): 3 clusters Score: Raw -33234.188807 + Penalty 2656.866792 = -30577.322015 nChanged 3 SP:Iteration 4Q (16562.370000 sec): 3 clusters Score: Raw -33258.114579 + Penalty 2656.866792 = -30601.247787 nChanged 0 SP:Iteration 5F (16562.370000 sec): 3 clusters Score: Raw -33258.114579 + Penalty 2656.866792 = -30601.247787 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.380000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.380000 sec): 3 clusters Score: Raw -41254.060013 + Penalty 2911.171269 = -38342.888744 nChanged 71 SP:Iteration 1F (16562.380000 sec): 3 clusters Score: Raw -41424.288321 + Penalty 2911.171269 = -38513.117052 nChanged 23 SP:Iteration 2F (16562.380000 sec): 3 clusters Score: Raw -41482.082371 + Penalty 2911.171269 = -38570.911102 nChanged 7 SP:Iteration 3Q (16562.380000 sec): 3 clusters Score: Raw -41508.786283 + Penalty 2911.171269 = -38597.615014 nChanged 4 SP:Iteration 4Q (16562.380000 sec): 3 clusters Score: Raw -41522.778060 + Penalty 2911.171269 = -38611.606791 nChanged 1 SP:Iteration 5Q (16562.380000 sec): 3 clusters Score: Raw -41523.899431 + Penalty 2911.171269 = -38612.728162 nChanged 0 SP:Iteration 6F (16562.380000 sec): 3 clusters Score: Raw -41523.899431 + Penalty 2911.171269 = -38612.728162 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16562.390000 sec): 2 clusters Score: Raw -42492.497797 + Penalty 1426.638014 = -41065.859783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16562.400000 sec): 3 clusters Score: Raw -42700.792457 + Penalty 2853.276029 = -39847.516428 nChanged 54 SP:Iteration 1F (16562.400000 sec): 3 clusters Score: Raw -42914.206555 + Penalty 2853.276029 = -40060.930526 nChanged 13 SP:Iteration 2Q (16562.400000 sec): 3 clusters Score: Raw -43075.998400 + Penalty 2853.276029 = -40222.722372 nChanged 21 SP:Iteration 3F (16562.400000 sec): 3 clusters Score: Raw -43185.205888 + Penalty 2853.276029 = -40331.929859 nChanged 15 SP:Iteration 4Q (16562.400000 sec): 3 clusters Score: Raw -43302.801812 + Penalty 2853.276029 = -40449.525783 nChanged 14 SP:Iteration 5Q (16562.400000 sec): 3 clusters Score: Raw -43408.873648 + Penalty 2853.276029 = -40555.597619 nChanged 8 SP:Iteration 6Q (16562.400000 sec): 3 clusters Score: Raw -43450.272197 + Penalty 2853.276029 = -40596.996168 nChanged 5 SP:Iteration 7Q (16562.400000 sec): 3 clusters Score: Raw -43465.887391 + Penalty 2853.276029 = -40612.611362 nChanged 1 SP:Iteration 8Q (16562.400000 sec): 3 clusters Score: Raw -43470.483061 + Penalty 2853.276029 = -40617.207032 nChanged 0 SP:Iteration 9F (16562.410000 sec): 3 clusters Score: Raw -43470.483061 + Penalty 2853.276029 = -40617.207032 nChanged 0 Iteration 299Q (16603.020000 sec): 62 clusters Score: Raw -378639446.287240 + Penalty 220827.917169 = -378418618.370071 nChanged 371 Iteration 300F (16795.980000 sec): 62 clusters Score: Raw -378639461.092130 + Penalty 220827.917169 = -378418633.174961 nChanged 376 Iteration 301Q (16836.850000 sec): 62 clusters Score: Raw -378639478.045589 + Penalty 220827.917169 = -378418650.128421 nChanged 390 Iteration 302Q (16877.610000 sec): 62 clusters Score: Raw -378639495.069868 + Penalty 220827.917169 = -378418667.152700 nChanged 397 Iteration 303Q (16918.260000 sec): 62 clusters Score: Raw -378639522.594241 + Penalty 220827.917169 = -378418694.677072 nChanged 399 Iteration 304Q (16958.920000 sec): 62 clusters Score: Raw -378639531.848521 + Penalty 220827.917169 = -378418703.931353 nChanged 363 Iteration 305Q (16999.570000 sec): 62 clusters Score: Raw -378639540.702204 + Penalty 220827.917169 = -378418712.785035 nChanged 366 Iteration 306Q (17040.250000 sec): 62 clusters Score: Raw -378639550.254303 + Penalty 220827.917169 = -378418722.337135 nChanged 368 Iteration 307Q (17080.910000 sec): 62 clusters Score: Raw -378639563.610405 + Penalty 220827.917169 = -378418735.693236 nChanged 386 Iteration 308Q (17121.560000 sec): 62 clusters Score: Raw -378639572.843477 + Penalty 220827.917169 = -378418744.926309 nChanged 357 Iteration 309Q (17162.240000 sec): 62 clusters Score: Raw -378639581.430710 + Penalty 220827.917169 = -378418753.513542 nChanged 323 Iteration 310Q (17202.960000 sec): 62 clusters Score: Raw -378639589.459480 + Penalty 220827.917169 = -378418761.542311 nChanged 318 Iteration 311Q (17243.670000 sec): 62 clusters Score: Raw -378639596.617154 + Penalty 220827.917169 = -378418768.699986 nChanged 326 Iteration 312Q (17284.370000 sec): 62 clusters Score: Raw -378639604.337175 + Penalty 220827.917169 = -378418776.420006 nChanged 333 Iteration 313Q (17325.070000 sec): 62 clusters Score: Raw -378639613.658009 + Penalty 220827.917169 = -378418785.740841 nChanged 324 Iteration 314Q (17365.770000 sec): 62 clusters Score: Raw -378639623.093079 + Penalty 220827.917169 = -378418795.175910 nChanged 314 Iteration 315Q (17406.470000 sec): 62 clusters Score: Raw -378639631.017246 + Penalty 220827.917169 = -378418803.100077 nChanged 359 Iteration 316Q (17447.210000 sec): 62 clusters Score: Raw -378639641.164750 + Penalty 220827.917169 = -378418813.247582 nChanged 367 Iteration 317Q (17487.940000 sec): 62 clusters Score: Raw -378639649.718778 + Penalty 220827.917169 = -378418821.801609 nChanged 378 Iteration 318Q (17528.650000 sec): 62 clusters Score: Raw -378639657.405071 + Penalty 220827.917169 = -378418829.487902 nChanged 363 Iteration 319Q (17569.340000 sec): 62 clusters Score: Raw -378639666.244012 + Penalty 220827.917169 = -378418838.326844 nChanged 368 Iteration 320F (17762.580000 sec): 62 clusters Score: Raw -378639676.471888 + Penalty 220827.917169 = -378418848.554719 nChanged 401 Iteration 321Q (17803.290000 sec): 62 clusters Score: Raw -378639685.145792 + Penalty 220827.917169 = -378418857.228624 nChanged 382 Iteration 322Q (17843.980000 sec): 62 clusters Score: Raw -378639693.818144 + Penalty 220827.917169 = -378418865.900976 nChanged 364 Iteration 323Q (17884.650000 sec): 62 clusters Score: Raw -378639702.481138 + Penalty 220827.917169 = -378418874.563969 nChanged 384 Iteration 324Q (17925.310000 sec): 62 clusters Score: Raw -378639713.414785 + Penalty 220827.917169 = -378418885.497616 nChanged 406 Iteration 325Q (17965.990000 sec): 62 clusters Score: Raw -378639725.665563 + Penalty 220827.917169 = -378418897.748395 nChanged 451 Iteration 326Q (18006.650000 sec): 62 clusters Score: Raw -378639740.036419 + Penalty 220827.917169 = -378418912.119251 nChanged 442 Iteration 327Q (18047.320000 sec): 62 clusters Score: Raw -378639756.001457 + Penalty 220827.917169 = -378418928.084289 nChanged 464 Iteration 328Q (18087.970000 sec): 62 clusters Score: Raw -378639767.900917 + Penalty 220827.917169 = -378418939.983748 nChanged 466 Iteration 329Q (18128.630000 sec): 62 clusters Score: Raw -378639781.640761 + Penalty 220827.917169 = -378418953.723592 nChanged 539 Iteration 330Q (18169.300000 sec): 62 clusters Score: Raw -378639801.516916 + Penalty 220827.917169 = -378418973.599747 nChanged 498 Iteration 331Q (18209.950000 sec): 62 clusters Score: Raw -378639815.735738 + Penalty 220827.917169 = -378418987.818570 nChanged 517 Iteration 332Q (18250.600000 sec): 62 clusters Score: Raw -378639828.971493 + Penalty 220827.917169 = -378419001.054325 nChanged 489 Iteration 333Q (18291.290000 sec): 62 clusters Score: Raw -378639842.212719 + Penalty 220827.917169 = -378419014.295550 nChanged 484 Iteration 334Q (18331.960000 sec): 62 clusters Score: Raw -378639855.721299 + Penalty 220827.917169 = -378419027.804130 nChanged 533 Iteration 335Q (18372.640000 sec): 62 clusters Score: Raw -378639870.330511 + Penalty 220827.917169 = -378419042.413342 nChanged 508 Iteration 336Q (18413.310000 sec): 62 clusters Score: Raw -378639885.345025 + Penalty 220827.917169 = -378419057.427857 nChanged 553 Iteration 337Q (18454.000000 sec): 62 clusters Score: Raw -378639902.845163 + Penalty 220827.917169 = -378419074.927994 nChanged 550 Iteration 338Q (18494.670000 sec): 62 clusters Score: Raw -378639920.200835 + Penalty 220827.917169 = -378419092.283666 nChanged 545 Writing temp clu file Because OldScore, -378419074.927994, is greater than current (better) Score,-378419092.283666 Compute initial score before splitting: Score: Raw -378639920.200835 + Penalty 220827.917169 = -378419092.283666 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18495.090000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18495.090000 sec): 3 clusters Score: Raw -81527.791703 + Penalty 3104.752406 = -78423.039297 nChanged 63 SP:Iteration 1F (18495.090000 sec): 3 clusters Score: Raw -81660.581108 + Penalty 3104.752406 = -78555.828702 nChanged 30 SP:Iteration 2F (18495.090000 sec): 3 clusters Score: Raw -81728.551522 + Penalty 3104.752406 = -78623.799116 nChanged 16 SP:Iteration 3Q (18495.100000 sec): 3 clusters Score: Raw -81758.585932 + Penalty 3104.752406 = -78653.833526 nChanged 5 SP:Iteration 4Q (18495.100000 sec): 3 clusters Score: Raw -81771.317829 + Penalty 3104.752406 = -78666.565423 nChanged 3 SP:Iteration 5Q (18495.100000 sec): 3 clusters Score: Raw -81777.989876 + Penalty 3104.752406 = -78673.237470 nChanged 6 SP:Iteration 6Q (18495.100000 sec): 3 clusters Score: Raw -81795.544553 + Penalty 3104.752406 = -78690.792147 nChanged 6 SP:Iteration 7Q (18495.110000 sec): 3 clusters Score: Raw -81805.951078 + Penalty 3104.752406 = -78701.198671 nChanged 2 SP:Iteration 8Q (18495.110000 sec): 3 clusters Score: Raw -81808.882789 + Penalty 3104.752406 = -78704.130383 nChanged 2 SP:Iteration 9Q (18495.110000 sec): 3 clusters Score: Raw -81816.568535 + Penalty 3104.752406 = -78711.816129 nChanged 0 SP:Iteration 10F (18495.110000 sec): 3 clusters Score: Raw -81816.568535 + Penalty 3104.752406 = -78711.816129 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18495.120000 sec): 2 clusters Score: Raw -66777.890067 + Penalty 1507.823432 = -65270.066635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18495.120000 sec): 3 clusters Score: Raw -66830.262842 + Penalty 3015.646865 = -63814.615977 nChanged 74 SP:Iteration 1F (18495.120000 sec): 3 clusters Score: Raw -67040.086077 + Penalty 3015.646865 = -64024.439212 nChanged 26 SP:Iteration 2F (18495.130000 sec): 3 clusters Score: Raw -67137.767392 + Penalty 3015.646865 = -64122.120527 nChanged 12 SP:Iteration 3Q (18495.130000 sec): 3 clusters Score: Raw -67170.836307 + Penalty 3015.646865 = -64155.189443 nChanged 8 SP:Iteration 4Q (18495.130000 sec): 3 clusters Score: Raw -67192.065030 + Penalty 3015.646865 = -64176.418165 nChanged 5 SP:Iteration 5Q (18495.130000 sec): 3 clusters Score: Raw -67204.308929 + Penalty 3015.646865 = -64188.662064 nChanged 3 SP:Iteration 6Q (18495.130000 sec): 3 clusters Score: Raw -67210.407925 + Penalty 3015.646865 = -64194.761060 nChanged 3 SP:Iteration 7Q (18495.130000 sec): 3 clusters Score: Raw -67218.905688 + Penalty 3015.646865 = -64203.258823 nChanged 3 SP:Iteration 8Q (18495.130000 sec): 3 clusters Score: Raw -67229.304573 + Penalty 3015.646865 = -64213.657708 nChanged 1 SP:Iteration 9Q (18495.130000 sec): 3 clusters Score: Raw -67230.975819 + Penalty 3015.646865 = -64215.328954 nChanged 0 SP:Iteration 10F (18495.140000 sec): 3 clusters Score: Raw -67230.975819 + Penalty 3015.646865 = -64215.328954 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (219597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18495.910000 sec): 2 clusters Score: Raw -40840032.410270 + Penalty 3050.288233 = -40836982.122037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18496.820000 sec): 3 clusters Score: Raw -40695544.192188 + Penalty 6100.576466 = -40689443.615722 nChanged 105698 SP:Iteration 1F (18497.720000 sec): 3 clusters Score: Raw -40757091.558407 + Penalty 6100.576466 = -40750990.981941 nChanged 5363 SP:Iteration 2Q (18498.650000 sec): 3 clusters Score: Raw -40758005.515268 + Penalty 6100.576466 = -40751904.938802 nChanged 5512 SP:Iteration 3Q (18499.570000 sec): 3 clusters Score: Raw -40759019.279782 + Penalty 6100.576466 = -40752918.703315 nChanged 5776 SP:Iteration 4Q (18500.500000 sec): 3 clusters Score: Raw -40760165.204644 + Penalty 6100.576466 = -40754064.628177 nChanged 6117 SP:Iteration 5Q (18501.430000 sec): 3 clusters Score: Raw -40761502.519065 + Penalty 6100.576466 = -40755401.942599 nChanged 6586 SP:Iteration 6Q (18502.350000 sec): 3 clusters Score: Raw -40763183.860530 + Penalty 6100.576466 = -40757083.284064 nChanged 7402 SP:Iteration 7Q (18503.270000 sec): 3 clusters Score: Raw -40765420.043120 + Penalty 6100.576466 = -40759319.466653 nChanged 8393 SP:Iteration 8Q (18504.190000 sec): 3 clusters Score: Raw -40768502.348259 + Penalty 6100.576466 = -40762401.771793 nChanged 9743 SP:Iteration 9Q (18505.110000 sec): 3 clusters Score: Raw -40772768.457083 + Penalty 6100.576466 = -40766667.880617 nChanged 10970 SP:Iteration 10Q (18506.050000 sec): 3 clusters Score: Raw -40778507.743094 + Penalty 6100.576466 = -40772407.166628 nChanged 11853 SP:Iteration 11F (18506.950000 sec): 3 clusters Score: Raw -40785676.374960 + Penalty 6100.576466 = -40779575.798493 nChanged 12272 SP:Iteration 12F (18507.850000 sec): 3 clusters Score: Raw -40793563.140841 + Penalty 6100.576466 = -40787462.564375 nChanged 11435 SP:Iteration 13F (18508.760000 sec): 3 clusters Score: Raw -40800729.038399 + Penalty 6100.576466 = -40794628.461933 nChanged 9669 SP:Iteration 14Q (18509.650000 sec): 3 clusters Score: Raw -40805988.183047 + Penalty 6100.576466 = -40799887.606581 nChanged 7444 SP:Iteration 15Q (18510.510000 sec): 3 clusters Score: Raw -40809317.112218 + Penalty 6100.576466 = -40803216.535752 nChanged 5747 SP:Iteration 16Q (18511.360000 sec): 3 clusters Score: Raw -40811542.157138 + Penalty 6100.576466 = -40805441.580672 nChanged 4750 SP:Iteration 17Q (18512.200000 sec): 3 clusters Score: Raw -40813314.800789 + Penalty 6100.576466 = -40807214.224323 nChanged 4642 SP:Iteration 18Q (18513.010000 sec): 3 clusters Score: Raw -40815109.276510 + Penalty 6100.576466 = -40809008.700044 nChanged 4721 SP:Iteration 19Q (18513.820000 sec): 3 clusters Score: Raw -40817062.708144 + Penalty 6100.576466 = -40810962.131678 nChanged 4669 SP:Iteration 20F (18514.720000 sec): 3 clusters Score: Raw -40819087.093482 + Penalty 6100.576466 = -40812986.517016 nChanged 4609 SP:Iteration 21Q (18515.490000 sec): 3 clusters Score: Raw -40821210.244886 + Penalty 6100.576466 = -40815109.668419 nChanged 4523 SP:Iteration 22Q (18516.250000 sec): 3 clusters Score: Raw -40823470.902679 + Penalty 6100.576466 = -40817370.326213 nChanged 4428 SP:Iteration 23Q (18516.990000 sec): 3 clusters Score: Raw -40825866.369291 + Penalty 6100.576466 = -40819765.792825 nChanged 4256 SP:Iteration 24Q (18517.720000 sec): 3 clusters Score: Raw -40828344.038417 + Penalty 6100.576466 = -40822243.461951 nChanged 3922 SP:Iteration 25Q (18518.420000 sec): 3 clusters Score: Raw -40830813.608229 + Penalty 6100.576466 = -40824713.031762 nChanged 3597 SP:Iteration 26Q (18519.110000 sec): 3 clusters Score: Raw -40833292.678439 + Penalty 6100.576466 = -40827192.101973 nChanged 3099 SP:Iteration 27Q (18519.780000 sec): 3 clusters Score: Raw -40835547.478872 + Penalty 6100.576466 = -40829446.902405 nChanged 2419 SP:Iteration 28Q (18520.440000 sec): 3 clusters Score: Raw -40837317.640988 + Penalty 6100.576466 = -40831217.064522 nChanged 1723 SP:Iteration 29Q (18521.080000 sec): 3 clusters Score: Raw -40838537.998989 + Penalty 6100.576466 = -40832437.422523 nChanged 1055 SP:Iteration 30Q (18521.720000 sec): 3 clusters Score: Raw -40839277.400781 + Penalty 6100.576466 = -40833176.824315 nChanged 640 SP:Iteration 31Q (18522.340000 sec): 3 clusters Score: Raw -40839752.399175 + Penalty 6100.576466 = -40833651.822708 nChanged 339 SP:Iteration 32Q (18522.970000 sec): 3 clusters Score: Raw -40840006.820452 + Penalty 6100.576466 = -40833906.243986 nChanged 187 SP:Iteration 33Q (18523.590000 sec): 3 clusters Score: Raw -40840145.462548 + Penalty 6100.576466 = -40834044.886081 nChanged 120 SP:Iteration 34Q (18524.210000 sec): 3 clusters Score: Raw -40840237.888126 + Penalty 6100.576466 = -40834137.311660 nChanged 70 SP:Iteration 35Q (18524.830000 sec): 3 clusters Score: Raw -40840286.023554 + Penalty 6100.576466 = -40834185.447088 nChanged 44 SP:Iteration 36Q (18525.450000 sec): 3 clusters Score: Raw -40840319.590399 + Penalty 6100.576466 = -40834219.013933 nChanged 34 SP:Iteration 37Q (18526.060000 sec): 3 clusters Score: Raw -40840344.779419 + Penalty 6100.576466 = -40834244.202953 nChanged 23 SP:Iteration 38Q (18526.680000 sec): 3 clusters Score: Raw -40840362.796968 + Penalty 6100.576466 = -40834262.220502 nChanged 15 SP:Iteration 39Q (18527.300000 sec): 3 clusters Score: Raw -40840374.968586 + Penalty 6100.576466 = -40834274.392119 nChanged 9 SP:Iteration 40F (18528.180000 sec): 3 clusters Score: Raw -40840380.186888 + Penalty 6100.576466 = -40834279.610422 nChanged 4 SP:Iteration 41Q (18528.800000 sec): 3 clusters Score: Raw -40840383.335715 + Penalty 6100.576466 = -40834282.759249 nChanged 4 SP:Iteration 42Q (18529.420000 sec): 3 clusters Score: Raw -40840386.628286 + Penalty 6100.576466 = -40834286.051819 nChanged 4 SP:Iteration 43Q (18530.030000 sec): 3 clusters Score: Raw -40840388.511210 + Penalty 6100.576466 = -40834287.934744 nChanged 2 SP:Iteration 44Q (18530.650000 sec): 3 clusters Score: Raw -40840389.656475 + Penalty 6100.576466 = -40834289.080009 nChanged 6 SP:Iteration 45Q (18531.260000 sec): 3 clusters Score: Raw -40840394.195463 + Penalty 6100.576466 = -40834293.618996 nChanged 6 SP:Iteration 46Q (18531.880000 sec): 3 clusters Score: Raw -40840397.096075 + Penalty 6100.576466 = -40834296.519609 nChanged 0 SP:Iteration 47F (18532.760000 sec): 3 clusters Score: Raw -40840397.096075 + Penalty 6100.576466 = -40834296.519609 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18532.850000 sec): 2 clusters Score: Raw -400417.218481 + Penalty 1912.796958 = -398504.421523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18532.860000 sec): 3 clusters Score: Raw -399520.863140 + Penalty 3825.593917 = -395695.269224 nChanged 699 SP:Iteration 1F (18532.870000 sec): 3 clusters Score: Raw -400040.052216 + Penalty 3825.593917 = -396214.458299 nChanged 181 SP:Iteration 2F (18532.880000 sec): 3 clusters Score: Raw -400219.127652 + Penalty 3825.593917 = -396393.533736 nChanged 120 SP:Iteration 3F (18532.880000 sec): 3 clusters Score: Raw -400348.842870 + Penalty 3825.593917 = -396523.248953 nChanged 93 SP:Iteration 4Q (18532.890000 sec): 3 clusters Score: Raw -400452.956447 + Penalty 3825.593917 = -396627.362530 nChanged 84 SP:Iteration 5Q (18532.900000 sec): 3 clusters Score: Raw -400557.635493 + Penalty 3825.593917 = -396732.041576 nChanged 84 SP:Iteration 6Q (18532.910000 sec): 3 clusters Score: Raw -400651.986232 + Penalty 3825.593917 = -396826.392315 nChanged 75 SP:Iteration 7Q (18532.920000 sec): 3 clusters Score: Raw -400732.420390 + Penalty 3825.593917 = -396906.826473 nChanged 67 SP:Iteration 8Q (18532.930000 sec): 3 clusters Score: Raw -400801.972439 + Penalty 3825.593917 = -396976.378522 nChanged 60 SP:Iteration 9Q (18532.940000 sec): 3 clusters Score: Raw -400871.881138 + Penalty 3825.593917 = -397046.287221 nChanged 60 SP:Iteration 10Q (18532.940000 sec): 3 clusters Score: Raw -400938.446698 + Penalty 3825.593917 = -397112.852781 nChanged 63 SP:Iteration 11Q (18532.950000 sec): 3 clusters Score: Raw -401011.576031 + Penalty 3825.593917 = -397185.982115 nChanged 63 SP:Iteration 12Q (18532.960000 sec): 3 clusters Score: Raw -401082.956372 + Penalty 3825.593917 = -397257.362455 nChanged 64 SP:Iteration 13Q (18532.970000 sec): 3 clusters Score: Raw -401147.366744 + Penalty 3825.593917 = -397321.772827 nChanged 50 SP:Iteration 14Q (18532.980000 sec): 3 clusters Score: Raw -401196.859749 + Penalty 3825.593917 = -397371.265833 nChanged 48 SP:Iteration 15Q (18532.980000 sec): 3 clusters Score: Raw -401245.522538 + Penalty 3825.593917 = -397419.928621 nChanged 42 SP:Iteration 16Q (18532.990000 sec): 3 clusters Score: Raw -401285.288227 + Penalty 3825.593917 = -397459.694310 nChanged 36 SP:Iteration 17Q (18533.000000 sec): 3 clusters Score: Raw -401317.887689 + Penalty 3825.593917 = -397492.293772 nChanged 36 SP:Iteration 18Q (18533.010000 sec): 3 clusters Score: Raw -401353.171625 + Penalty 3825.593917 = -397527.577708 nChanged 30 SP:Iteration 19Q (18533.020000 sec): 3 clusters Score: Raw -401389.368297 + Penalty 3825.593917 = -397563.774380 nChanged 28 SP:Iteration 20F (18533.030000 sec): 3 clusters Score: Raw -401419.698941 + Penalty 3825.593917 = -397594.105024 nChanged 19 SP:Iteration 21Q (18533.040000 sec): 3 clusters Score: Raw -401440.416980 + Penalty 3825.593917 = -397614.823063 nChanged 16 SP:Iteration 22Q (18533.040000 sec): 3 clusters Score: Raw -401455.445330 + Penalty 3825.593917 = -397629.851413 nChanged 9 SP:Iteration 23Q (18533.050000 sec): 3 clusters Score: Raw -401460.505441 + Penalty 3825.593917 = -397634.911524 nChanged 6 SP:Iteration 24Q (18533.060000 sec): 3 clusters Score: Raw -401463.036175 + Penalty 3825.593917 = -397637.442258 nChanged 3 SP:Iteration 25Q (18533.060000 sec): 3 clusters Score: Raw -401464.818746 + Penalty 3825.593917 = -397639.224829 nChanged 1 SP:Iteration 26Q (18533.070000 sec): 3 clusters Score: Raw -401465.244742 + Penalty 3825.593917 = -397639.650825 nChanged 0 SP:Iteration 27F (18533.080000 sec): 3 clusters Score: Raw -401465.244742 + Penalty 3825.593917 = -397639.650825 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18533.090000 sec): 2 clusters Score: Raw -50885.373249 + Penalty 1435.910122 = -49449.463127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18533.090000 sec): 3 clusters Score: Raw -51193.635191 + Penalty 2871.820245 = -48321.814946 nChanged 54 SP:Iteration 1F (18533.090000 sec): 3 clusters Score: Raw -51337.090888 + Penalty 2871.820245 = -48465.270643 nChanged 21 SP:Iteration 2F (18533.100000 sec): 3 clusters Score: Raw -51410.341244 + Penalty 2871.820245 = -48538.520999 nChanged 13 SP:Iteration 3Q (18533.100000 sec): 3 clusters Score: Raw -51454.402258 + Penalty 2871.820245 = -48582.582013 nChanged 7 SP:Iteration 4Q (18533.100000 sec): 3 clusters Score: Raw -51478.859124 + Penalty 2871.820245 = -48607.038879 nChanged 7 SP:Iteration 5Q (18533.100000 sec): 3 clusters Score: Raw -51495.851883 + Penalty 2871.820245 = -48624.031638 nChanged 2 SP:Iteration 6Q (18533.100000 sec): 3 clusters Score: Raw -51523.719522 + Penalty 2871.820245 = -48651.899277 nChanged 3 SP:Iteration 7Q (18533.100000 sec): 3 clusters Score: Raw -51545.540180 + Penalty 2871.820245 = -48673.719935 nChanged 3 SP:Iteration 8Q (18533.100000 sec): 3 clusters Score: Raw -51555.530341 + Penalty 2871.820245 = -48683.710096 nChanged 1 SP:Iteration 9Q (18533.100000 sec): 3 clusters Score: Raw -51558.242791 + Penalty 2871.820245 = -48686.422547 nChanged 0 SP:Iteration 10F (18533.100000 sec): 3 clusters Score: Raw -51558.242791 + Penalty 2871.820245 = -48686.422547 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18533.130000 sec): 2 clusters Score: Raw -961250.135402 + Penalty 2147.097335 = -959103.038067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18533.160000 sec): 3 clusters Score: Raw -958395.287339 + Penalty 4294.194670 = -954101.092669 nChanged 2243 SP:Iteration 1F (18533.180000 sec): 3 clusters Score: Raw -959636.849538 + Penalty 4294.194670 = -955342.654868 nChanged 445 SP:Iteration 2F (18533.200000 sec): 3 clusters Score: Raw -959875.796326 + Penalty 4294.194670 = -955581.601656 nChanged 317 SP:Iteration 3F (18533.220000 sec): 3 clusters Score: Raw -960027.564183 + Penalty 4294.194670 = -955733.369513 nChanged 218 SP:Iteration 4Q (18533.250000 sec): 3 clusters Score: Raw -960134.298518 + Penalty 4294.194670 = -955840.103848 nChanged 157 SP:Iteration 5Q (18533.270000 sec): 3 clusters Score: Raw -960200.526204 + Penalty 4294.194670 = -955906.331534 nChanged 133 SP:Iteration 6Q (18533.290000 sec): 3 clusters Score: Raw -960253.621980 + Penalty 4294.194670 = -955959.427310 nChanged 103 SP:Iteration 7Q (18533.320000 sec): 3 clusters Score: Raw -960297.657090 + Penalty 4294.194670 = -956003.462420 nChanged 106 SP:Iteration 8Q (18533.340000 sec): 3 clusters Score: Raw -960339.103226 + Penalty 4294.194670 = -956044.908556 nChanged 84 SP:Iteration 9Q (18533.360000 sec): 3 clusters Score: Raw -960371.811769 + Penalty 4294.194670 = -956077.617099 nChanged 73 SP:Iteration 10Q (18533.380000 sec): 3 clusters Score: Raw -960405.919466 + Penalty 4294.194670 = -956111.724796 nChanged 98 SP:Iteration 11Q (18533.400000 sec): 3 clusters Score: Raw -960448.809281 + Penalty 4294.194670 = -956154.614611 nChanged 110 SP:Iteration 12Q (18533.430000 sec): 3 clusters Score: Raw -960499.668587 + Penalty 4294.194670 = -956205.473917 nChanged 102 SP:Iteration 13Q (18533.450000 sec): 3 clusters Score: Raw -960549.677242 + Penalty 4294.194670 = -956255.482572 nChanged 117 SP:Iteration 14Q (18533.470000 sec): 3 clusters Score: Raw -960607.070805 + Penalty 4294.194670 = -956312.876135 nChanged 134 SP:Iteration 15Q (18533.500000 sec): 3 clusters Score: Raw -960690.072101 + Penalty 4294.194670 = -956395.877431 nChanged 161 SP:Iteration 16Q (18533.520000 sec): 3 clusters Score: Raw -960798.347499 + Penalty 4294.194670 = -956504.152829 nChanged 175 SP:Iteration 17Q (18533.540000 sec): 3 clusters Score: Raw -960913.478335 + Penalty 4294.194670 = -956619.283666 nChanged 167 SP:Iteration 18Q (18533.560000 sec): 3 clusters Score: Raw -961019.775837 + Penalty 4294.194670 = -956725.581168 nChanged 157 SP:Iteration 19Q (18533.580000 sec): 3 clusters Score: Raw -961119.339905 + Penalty 4294.194670 = -956825.145235 nChanged 162 SP:Iteration 20F (18533.610000 sec): 3 clusters Score: Raw -961213.426884 + Penalty 4294.194670 = -956919.232214 nChanged 132 SP:Iteration 21Q (18533.630000 sec): 3 clusters Score: Raw -961298.521539 + Penalty 4294.194670 = -957004.326869 nChanged 155 SP:Iteration 22Q (18533.650000 sec): 3 clusters Score: Raw -961392.202465 + Penalty 4294.194670 = -957098.007796 nChanged 125 SP:Iteration 23Q (18533.670000 sec): 3 clusters Score: Raw -961470.192425 + Penalty 4294.194670 = -957175.997755 nChanged 127 SP:Iteration 24Q (18533.690000 sec): 3 clusters Score: Raw -961548.427693 + Penalty 4294.194670 = -957254.233023 nChanged 122 SP:Iteration 25Q (18533.720000 sec): 3 clusters Score: Raw -961617.656929 + Penalty 4294.194670 = -957323.462259 nChanged 95 SP:Iteration 26Q (18533.740000 sec): 3 clusters Score: Raw -961662.173783 + Penalty 4294.194670 = -957367.979113 nChanged 74 SP:Iteration 27Q (18533.760000 sec): 3 clusters Score: Raw -961701.496105 + Penalty 4294.194670 = -957407.301435 nChanged 64 SP:Iteration 28Q (18533.780000 sec): 3 clusters Score: Raw -961730.561947 + Penalty 4294.194670 = -957436.367277 nChanged 53 SP:Iteration 29Q (18533.800000 sec): 3 clusters Score: Raw -961752.502267 + Penalty 4294.194670 = -957458.307597 nChanged 46 SP:Iteration 30Q (18533.820000 sec): 3 clusters Score: Raw -961772.976285 + Penalty 4294.194670 = -957478.781615 nChanged 41 SP:Iteration 31Q (18533.840000 sec): 3 clusters Score: Raw -961788.716765 + Penalty 4294.194670 = -957494.522095 nChanged 39 SP:Iteration 32Q (18533.860000 sec): 3 clusters Score: Raw -961801.621443 + Penalty 4294.194670 = -957507.426773 nChanged 26 SP:Iteration 33Q (18533.880000 sec): 3 clusters Score: Raw -961811.296947 + Penalty 4294.194670 = -957517.102278 nChanged 22 SP:Iteration 34Q (18533.900000 sec): 3 clusters Score: Raw -961819.558946 + Penalty 4294.194670 = -957525.364276 nChanged 27 SP:Iteration 35Q (18533.930000 sec): 3 clusters Score: Raw -961828.985410 + Penalty 4294.194670 = -957534.790740 nChanged 24 SP:Iteration 36Q (18533.950000 sec): 3 clusters Score: Raw -961836.371135 + Penalty 4294.194670 = -957542.176465 nChanged 17 SP:Iteration 37Q (18533.970000 sec): 3 clusters Score: Raw -961844.262581 + Penalty 4294.194670 = -957550.067911 nChanged 19 SP:Iteration 38Q (18533.990000 sec): 3 clusters Score: Raw -961848.169328 + Penalty 4294.194670 = -957553.974658 nChanged 8 SP:Iteration 39Q (18534.010000 sec): 3 clusters Score: Raw -961850.006248 + Penalty 4294.194670 = -957555.811578 nChanged 6 SP:Iteration 40F (18534.030000 sec): 3 clusters Score: Raw -961851.297422 + Penalty 4294.194670 = -957557.102752 nChanged 5 SP:Iteration 41Q (18534.060000 sec): 3 clusters Score: Raw -961852.762347 + Penalty 4294.194670 = -957558.567678 nChanged 7 SP:Iteration 42Q (18534.080000 sec): 3 clusters Score: Raw -961854.307710 + Penalty 4294.194670 = -957560.113040 nChanged 6 SP:Iteration 43Q (18534.100000 sec): 3 clusters Score: Raw -961855.728721 + Penalty 4294.194670 = -957561.534051 nChanged 4 SP:Iteration 44Q (18534.120000 sec): 3 clusters Score: Raw -961856.607069 + Penalty 4294.194670 = -957562.412399 nChanged 1 SP:Iteration 45Q (18534.140000 sec): 3 clusters Score: Raw -961857.283253 + Penalty 4294.194670 = -957563.088583 nChanged 2 SP:Iteration 46Q (18534.160000 sec): 3 clusters Score: Raw -961857.541141 + Penalty 4294.194670 = -957563.346472 nChanged 0 SP:Iteration 47F (18534.180000 sec): 3 clusters Score: Raw -961857.541141 + Penalty 4294.194670 = -957563.346472 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (88 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18534.190000 sec): 2 clusters Score: Raw -10402.273820 + Penalty 1110.379530 = -9291.894290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18534.190000 sec): 3 clusters Score: Raw -10907.524531 + Penalty 2220.759060 = -8686.765471 nChanged 1 SP:Iteration 1Q (18534.190000 sec): 3 clusters Score: Raw -10930.052274 + Penalty 2220.759060 = -8709.293214 nChanged 0 SP:Iteration 2F (18534.190000 sec): 3 clusters Score: Raw -10930.052274 + Penalty 2220.759060 = -8709.293214 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18534.310000 sec): 2 clusters Score: Raw -5477335.495578 + Penalty 2572.416475 = -5474763.079103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18534.440000 sec): 3 clusters Score: Raw -5458193.535701 + Penalty 5144.832950 = -5453048.702751 nChanged 14454 SP:Iteration 1F (18534.570000 sec): 3 clusters Score: Raw -5465800.645923 + Penalty 5144.832950 = -5460655.812974 nChanged 1399 SP:Iteration 2Q (18534.700000 sec): 3 clusters Score: Raw -5466187.580236 + Penalty 5144.832950 = -5461042.747286 nChanged 1221 SP:Iteration 3Q (18534.830000 sec): 3 clusters Score: Raw -5466513.342037 + Penalty 5144.832950 = -5461368.509088 nChanged 1072 SP:Iteration 4Q (18534.960000 sec): 3 clusters Score: Raw -5466774.698864 + Penalty 5144.832950 = -5461629.865915 nChanged 928 SP:Iteration 5Q (18535.090000 sec): 3 clusters Score: Raw -5467005.318214 + Penalty 5144.832950 = -5461860.485265 nChanged 870 SP:Iteration 6Q (18535.220000 sec): 3 clusters Score: Raw -5467223.722411 + Penalty 5144.832950 = -5462078.889461 nChanged 843 SP:Iteration 7Q (18535.350000 sec): 3 clusters Score: Raw -5467436.970498 + Penalty 5144.832950 = -5462292.137548 nChanged 864 SP:Iteration 8Q (18535.480000 sec): 3 clusters Score: Raw -5467694.744422 + Penalty 5144.832950 = -5462549.911473 nChanged 1003 SP:Iteration 9Q (18535.610000 sec): 3 clusters Score: Raw -5468047.611946 + Penalty 5144.832950 = -5462902.778997 nChanged 1124 SP:Iteration 10Q (18535.740000 sec): 3 clusters Score: Raw -5468514.313185 + Penalty 5144.832950 = -5463369.480236 nChanged 1311 SP:Iteration 11Q (18535.870000 sec): 3 clusters Score: Raw -5469145.825952 + Penalty 5144.832950 = -5464000.993003 nChanged 1417 SP:Iteration 12Q (18536.000000 sec): 3 clusters Score: Raw -5469906.528618 + Penalty 5144.832950 = -5464761.695668 nChanged 1520 SP:Iteration 13Q (18536.120000 sec): 3 clusters Score: Raw -5470788.618571 + Penalty 5144.832950 = -5465643.785622 nChanged 1535 SP:Iteration 14Q (18536.260000 sec): 3 clusters Score: Raw -5471739.677366 + Penalty 5144.832950 = -5466594.844416 nChanged 1455 SP:Iteration 15Q (18536.380000 sec): 3 clusters Score: Raw -5472669.302360 + Penalty 5144.832950 = -5467524.469411 nChanged 1310 SP:Iteration 16Q (18536.510000 sec): 3 clusters Score: Raw -5473464.738378 + Penalty 5144.832950 = -5468319.905429 nChanged 1118 SP:Iteration 17Q (18536.640000 sec): 3 clusters Score: Raw -5474006.198337 + Penalty 5144.832950 = -5468861.365388 nChanged 806 SP:Iteration 18Q (18536.760000 sec): 3 clusters Score: Raw -5474329.238415 + Penalty 5144.832950 = -5469184.405466 nChanged 603 SP:Iteration 19Q (18536.880000 sec): 3 clusters Score: Raw -5474553.231431 + Penalty 5144.832950 = -5469408.398482 nChanged 535 SP:Iteration 20F (18537.010000 sec): 3 clusters Score: Raw -5474739.978493 + Penalty 5144.832950 = -5469595.145544 nChanged 469 SP:Iteration 21Q (18537.130000 sec): 3 clusters Score: Raw -5474919.096523 + Penalty 5144.832950 = -5469774.263574 nChanged 490 SP:Iteration 22Q (18537.250000 sec): 3 clusters Score: Raw -5475099.165513 + Penalty 5144.832950 = -5469954.332564 nChanged 471 SP:Iteration 23Q (18537.360000 sec): 3 clusters Score: Raw -5475268.673641 + Penalty 5144.832950 = -5470123.840691 nChanged 456 SP:Iteration 24Q (18537.480000 sec): 3 clusters Score: Raw -5475446.394243 + Penalty 5144.832950 = -5470301.561294 nChanged 457 SP:Iteration 25Q (18537.600000 sec): 3 clusters Score: Raw -5475617.443640 + Penalty 5144.832950 = -5470472.610691 nChanged 434 SP:Iteration 26Q (18537.710000 sec): 3 clusters Score: Raw -5475779.859913 + Penalty 5144.832950 = -5470635.026964 nChanged 398 SP:Iteration 27Q (18537.820000 sec): 3 clusters Score: Raw -5475922.332311 + Penalty 5144.832950 = -5470777.499362 nChanged 382 SP:Iteration 28Q (18537.940000 sec): 3 clusters Score: Raw -5476060.320179 + Penalty 5144.832950 = -5470915.487230 nChanged 364 SP:Iteration 29Q (18538.050000 sec): 3 clusters Score: Raw -5476179.415550 + Penalty 5144.832950 = -5471034.582601 nChanged 307 SP:Iteration 30Q (18538.160000 sec): 3 clusters Score: Raw -5476272.693022 + Penalty 5144.832950 = -5471127.860073 nChanged 263 SP:Iteration 31Q (18538.260000 sec): 3 clusters Score: Raw -5476351.044834 + Penalty 5144.832950 = -5471206.211885 nChanged 241 SP:Iteration 32Q (18538.370000 sec): 3 clusters Score: Raw -5476421.232846 + Penalty 5144.832950 = -5471276.399896 nChanged 247 SP:Iteration 33Q (18538.480000 sec): 3 clusters Score: Raw -5476490.870450 + Penalty 5144.832950 = -5471346.037501 nChanged 207 SP:Iteration 34Q (18538.590000 sec): 3 clusters Score: Raw -5476547.072554 + Penalty 5144.832950 = -5471402.239604 nChanged 211 SP:Iteration 35Q (18538.700000 sec): 3 clusters Score: Raw -5476603.977407 + Penalty 5144.832950 = -5471459.144457 nChanged 212 SP:Iteration 36Q (18538.800000 sec): 3 clusters Score: Raw -5476663.487516 + Penalty 5144.832950 = -5471518.654566 nChanged 207 SP:Iteration 37Q (18538.900000 sec): 3 clusters Score: Raw -5476723.613751 + Penalty 5144.832950 = -5471578.780801 nChanged 209 SP:Iteration 38Q (18539.010000 sec): 3 clusters Score: Raw -5476783.874899 + Penalty 5144.832950 = -5471639.041949 nChanged 186 SP:Iteration 39Q (18539.110000 sec): 3 clusters Score: Raw -5476839.706165 + Penalty 5144.832950 = -5471694.873216 nChanged 178 SP:Iteration 40F (18539.240000 sec): 3 clusters Score: Raw -5476894.465574 + Penalty 5144.832950 = -5471749.632624 nChanged 185 SP:Iteration 41Q (18539.340000 sec): 3 clusters Score: Raw -5476955.270559 + Penalty 5144.832950 = -5471810.437610 nChanged 181 SP:Iteration 42Q (18539.440000 sec): 3 clusters Score: Raw -5477018.115671 + Penalty 5144.832950 = -5471873.282722 nChanged 188 SP:Iteration 43Q (18539.540000 sec): 3 clusters Score: Raw -5477087.039536 + Penalty 5144.832950 = -5471942.206586 nChanged 179 SP:Iteration 44Q (18539.640000 sec): 3 clusters Score: Raw -5477150.463195 + Penalty 5144.832950 = -5472005.630246 nChanged 151 SP:Iteration 45Q (18539.740000 sec): 3 clusters Score: Raw -5477200.423076 + Penalty 5144.832950 = -5472055.590126 nChanged 141 SP:Iteration 46Q (18539.840000 sec): 3 clusters Score: Raw -5477245.020428 + Penalty 5144.832950 = -5472100.187478 nChanged 120 SP:Iteration 47Q (18539.940000 sec): 3 clusters Score: Raw -5477287.088031 + Penalty 5144.832950 = -5472142.255081 nChanged 117 SP:Iteration 48Q (18540.040000 sec): 3 clusters Score: Raw -5477327.946947 + Penalty 5144.832950 = -5472183.113997 nChanged 108 SP:Iteration 49Q (18540.140000 sec): 3 clusters Score: Raw -5477371.498999 + Penalty 5144.832950 = -5472226.666049 nChanged 99 SP:Iteration 50Q (18540.230000 sec): 3 clusters Score: Raw -5477407.999675 + Penalty 5144.832950 = -5472263.166726 nChanged 82 SP:Iteration 51Q (18540.330000 sec): 3 clusters Score: Raw -5477440.165531 + Penalty 5144.832950 = -5472295.332582 nChanged 85 SP:Iteration 52Q (18540.420000 sec): 3 clusters Score: Raw -5477471.387000 + Penalty 5144.832950 = -5472326.554051 nChanged 74 SP:Iteration 53Q (18540.520000 sec): 3 clusters Score: Raw -5477502.809604 + Penalty 5144.832950 = -5472357.976655 nChanged 60 SP:Iteration 54Q (18540.620000 sec): 3 clusters Score: Raw -5477527.275609 + Penalty 5144.832950 = -5472382.442659 nChanged 54 SP:Iteration 55Q (18540.710000 sec): 3 clusters Score: Raw -5477550.131660 + Penalty 5144.832950 = -5472405.298710 nChanged 56 SP:Iteration 56Q (18540.800000 sec): 3 clusters Score: Raw -5477570.741130 + Penalty 5144.832950 = -5472425.908180 nChanged 40 SP:Iteration 57Q (18540.900000 sec): 3 clusters Score: Raw -5477584.350193 + Penalty 5144.832950 = -5472439.517244 nChanged 42 SP:Iteration 58Q (18540.990000 sec): 3 clusters Score: Raw -5477598.392969 + Penalty 5144.832950 = -5472453.560020 nChanged 33 SP:Iteration 59Q (18541.090000 sec): 3 clusters Score: Raw -5477609.705342 + Penalty 5144.832950 = -5472464.872393 nChanged 32 SP:Iteration 60F (18541.220000 sec): 3 clusters Score: Raw -5477621.884805 + Penalty 5144.832950 = -5472477.051855 nChanged 25 SP:Iteration 61Q (18541.310000 sec): 3 clusters Score: Raw -5477631.724501 + Penalty 5144.832950 = -5472486.891551 nChanged 29 SP:Iteration 62Q (18541.400000 sec): 3 clusters Score: Raw -5477641.002518 + Penalty 5144.832950 = -5472496.169569 nChanged 19 SP:Iteration 63Q (18541.500000 sec): 3 clusters Score: Raw -5477647.010229 + Penalty 5144.832950 = -5472502.177280 nChanged 17 SP:Iteration 64Q (18541.590000 sec): 3 clusters Score: Raw -5477652.841801 + Penalty 5144.832950 = -5472508.008851 nChanged 16 SP:Iteration 65Q (18541.680000 sec): 3 clusters Score: Raw -5477657.286013 + Penalty 5144.832950 = -5472512.453063 nChanged 17 SP:Iteration 66Q (18541.780000 sec): 3 clusters Score: Raw -5477663.678248 + Penalty 5144.832950 = -5472518.845299 nChanged 17 SP:Iteration 67Q (18541.870000 sec): 3 clusters Score: Raw -5477671.942530 + Penalty 5144.832950 = -5472527.109581 nChanged 20 SP:Iteration 68Q (18541.960000 sec): 3 clusters Score: Raw -5477681.015078 + Penalty 5144.832950 = -5472536.182129 nChanged 21 SP:Iteration 69Q (18542.060000 sec): 3 clusters Score: Raw -5477690.876206 + Penalty 5144.832950 = -5472546.043257 nChanged 14 SP:Iteration 70Q (18542.150000 sec): 3 clusters Score: Raw -5477695.855381 + Penalty 5144.832950 = -5472551.022431 nChanged 12 SP:Iteration 71Q (18542.240000 sec): 3 clusters Score: Raw -5477701.124526 + Penalty 5144.832950 = -5472556.291577 nChanged 13 SP:Iteration 72Q (18542.340000 sec): 3 clusters Score: Raw -5477706.274013 + Penalty 5144.832950 = -5472561.441064 nChanged 16 SP:Iteration 73Q (18542.430000 sec): 3 clusters Score: Raw -5477712.534203 + Penalty 5144.832950 = -5472567.701254 nChanged 13 SP:Iteration 74Q (18542.520000 sec): 3 clusters Score: Raw -5477717.752426 + Penalty 5144.832950 = -5472572.919476 nChanged 4 SP:Iteration 75Q (18542.620000 sec): 3 clusters Score: Raw -5477719.626922 + Penalty 5144.832950 = -5472574.793972 nChanged 5 SP:Iteration 76Q (18542.710000 sec): 3 clusters Score: Raw -5477721.803521 + Penalty 5144.832950 = -5472576.970571 nChanged 5 SP:Iteration 77Q (18542.800000 sec): 3 clusters Score: Raw -5477724.376150 + Penalty 5144.832950 = -5472579.543201 nChanged 8 SP:Iteration 78Q (18542.900000 sec): 3 clusters Score: Raw -5477726.996341 + Penalty 5144.832950 = -5472582.163392 nChanged 9 SP:Iteration 79Q (18542.990000 sec): 3 clusters Score: Raw -5477729.787793 + Penalty 5144.832950 = -5472584.954843 nChanged 6 SP:Iteration 80F (18543.120000 sec): 3 clusters Score: Raw -5477732.514399 + Penalty 5144.832950 = -5472587.681449 nChanged 6 SP:Iteration 81Q (18543.210000 sec): 3 clusters Score: Raw -5477734.667804 + Penalty 5144.832950 = -5472589.834855 nChanged 4 SP:Iteration 82Q (18543.300000 sec): 3 clusters Score: Raw -5477735.850941 + Penalty 5144.832950 = -5472591.017991 nChanged 1 SP:Iteration 83Q (18543.390000 sec): 3 clusters Score: Raw -5477736.012323 + Penalty 5144.832950 = -5472591.179373 nChanged 1 SP:Iteration 84Q (18543.480000 sec): 3 clusters Score: Raw -5477736.455200 + Penalty 5144.832950 = -5472591.622251 nChanged 1 SP:Iteration 85Q (18543.580000 sec): 3 clusters Score: Raw -5477736.766239 + Penalty 5144.832950 = -5472591.933289 nChanged 1 SP:Iteration 86Q (18543.670000 sec): 3 clusters Score: Raw -5477737.174308 + Penalty 5144.832950 = -5472592.341358 nChanged 2 SP:Iteration 87Q (18543.760000 sec): 3 clusters Score: Raw -5477738.059634 + Penalty 5144.832950 = -5472593.226684 nChanged 2 SP:Iteration 88Q (18543.860000 sec): 3 clusters Score: Raw -5477738.780297 + Penalty 5144.832950 = -5472593.947347 nChanged 3 SP:Iteration 89Q (18543.950000 sec): 3 clusters Score: Raw -5477740.104822 + Penalty 5144.832950 = -5472595.271873 nChanged 2 SP:Iteration 90Q (18544.040000 sec): 3 clusters Score: Raw -5477741.041068 + Penalty 5144.832950 = -5472596.208119 nChanged 2 SP:Iteration 91Q (18544.140000 sec): 3 clusters Score: Raw -5477741.730716 + Penalty 5144.832950 = -5472596.897767 nChanged 2 SP:Iteration 92Q (18544.230000 sec): 3 clusters Score: Raw -5477742.343543 + Penalty 5144.832950 = -5472597.510594 nChanged 4 SP:Iteration 93Q (18544.320000 sec): 3 clusters Score: Raw -5477744.283737 + Penalty 5144.832950 = -5472599.450787 nChanged 2 SP:Iteration 94Q (18544.410000 sec): 3 clusters Score: Raw -5477744.607300 + Penalty 5144.832950 = -5472599.774350 nChanged 0 SP:Iteration 95F (18544.540000 sec): 3 clusters Score: Raw -5477744.607300 + Penalty 5144.832950 = -5472599.774350 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (40192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18544.680000 sec): 2 clusters Score: Raw -6684959.105178 + Penalty 2629.152966 = -6682329.952212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18544.840000 sec): 3 clusters Score: Raw -6660207.254752 + Penalty 5258.305932 = -6654948.948820 nChanged 18475 SP:Iteration 1F (18545.000000 sec): 3 clusters Score: Raw -6670598.061351 + Penalty 5258.305932 = -6665339.755419 nChanged 1903 SP:Iteration 2Q (18545.170000 sec): 3 clusters Score: Raw -6671251.591832 + Penalty 5258.305932 = -6665993.285900 nChanged 1780 SP:Iteration 3Q (18545.330000 sec): 3 clusters Score: Raw -6671889.767751 + Penalty 5258.305932 = -6666631.461819 nChanged 1727 SP:Iteration 4Q (18545.500000 sec): 3 clusters Score: Raw -6672512.354923 + Penalty 5258.305932 = -6667254.048991 nChanged 1628 SP:Iteration 5Q (18545.660000 sec): 3 clusters Score: Raw -6673101.991197 + Penalty 5258.305932 = -6667843.685266 nChanged 1639 SP:Iteration 6Q (18545.820000 sec): 3 clusters Score: Raw -6673754.944898 + Penalty 5258.305932 = -6668496.638966 nChanged 1661 SP:Iteration 7Q (18545.980000 sec): 3 clusters Score: Raw -6674448.807111 + Penalty 5258.305932 = -6669190.501179 nChanged 1652 SP:Iteration 8Q (18546.150000 sec): 3 clusters Score: Raw -6675204.750902 + Penalty 5258.305932 = -6669946.444970 nChanged 1683 SP:Iteration 9Q (18546.310000 sec): 3 clusters Score: Raw -6676068.949978 + Penalty 5258.305932 = -6670810.644046 nChanged 1713 SP:Iteration 10Q (18546.470000 sec): 3 clusters Score: Raw -6676994.670581 + Penalty 5258.305932 = -6671736.364649 nChanged 1673 SP:Iteration 11Q (18546.640000 sec): 3 clusters Score: Raw -6677887.915832 + Penalty 5258.305932 = -6672629.609900 nChanged 1525 SP:Iteration 12Q (18546.800000 sec): 3 clusters Score: Raw -6678631.255678 + Penalty 5258.305932 = -6673372.949746 nChanged 1272 SP:Iteration 13Q (18546.960000 sec): 3 clusters Score: Raw -6679123.442580 + Penalty 5258.305932 = -6673865.136648 nChanged 1051 SP:Iteration 14Q (18547.110000 sec): 3 clusters Score: Raw -6679511.347051 + Penalty 5258.305932 = -6674253.041119 nChanged 943 SP:Iteration 15Q (18547.270000 sec): 3 clusters Score: Raw -6679846.431733 + Penalty 5258.305932 = -6674588.125801 nChanged 830 SP:Iteration 16Q (18547.430000 sec): 3 clusters Score: Raw -6680141.385947 + Penalty 5258.305932 = -6674883.080015 nChanged 851 SP:Iteration 17Q (18547.580000 sec): 3 clusters Score: Raw -6680445.633734 + Penalty 5258.305932 = -6675187.327802 nChanged 850 SP:Iteration 18Q (18547.730000 sec): 3 clusters Score: Raw -6680766.187132 + Penalty 5258.305932 = -6675507.881200 nChanged 855 SP:Iteration 19Q (18547.880000 sec): 3 clusters Score: Raw -6681109.997756 + Penalty 5258.305932 = -6675851.691824 nChanged 837 SP:Iteration 20F (18548.040000 sec): 3 clusters Score: Raw -6681458.662527 + Penalty 5258.305932 = -6676200.356595 nChanged 865 SP:Iteration 21Q (18548.190000 sec): 3 clusters Score: Raw -6681847.931869 + Penalty 5258.305932 = -6676589.625937 nChanged 867 SP:Iteration 22Q (18548.340000 sec): 3 clusters Score: Raw -6682269.691358 + Penalty 5258.305932 = -6677011.385426 nChanged 836 SP:Iteration 23Q (18548.480000 sec): 3 clusters Score: Raw -6682715.580055 + Penalty 5258.305932 = -6677457.274123 nChanged 790 SP:Iteration 24Q (18548.620000 sec): 3 clusters Score: Raw -6683172.455632 + Penalty 5258.305932 = -6677914.149701 nChanged 744 SP:Iteration 25Q (18548.760000 sec): 3 clusters Score: Raw -6683620.254430 + Penalty 5258.305932 = -6678361.948498 nChanged 694 SP:Iteration 26Q (18548.900000 sec): 3 clusters Score: Raw -6684046.406679 + Penalty 5258.305932 = -6678788.100747 nChanged 582 SP:Iteration 27Q (18549.030000 sec): 3 clusters Score: Raw -6684407.958864 + Penalty 5258.305932 = -6679149.652932 nChanged 496 SP:Iteration 28Q (18549.160000 sec): 3 clusters Score: Raw -6684702.498298 + Penalty 5258.305932 = -6679444.192367 nChanged 384 SP:Iteration 29Q (18549.280000 sec): 3 clusters Score: Raw -6684918.495554 + Penalty 5258.305932 = -6679660.189622 nChanged 301 SP:Iteration 30Q (18549.410000 sec): 3 clusters Score: Raw -6685073.674794 + Penalty 5258.305932 = -6679815.368862 nChanged 217 SP:Iteration 31Q (18549.530000 sec): 3 clusters Score: Raw -6685177.335225 + Penalty 5258.305932 = -6679919.029293 nChanged 174 SP:Iteration 32Q (18549.650000 sec): 3 clusters Score: Raw -6685252.052446 + Penalty 5258.305932 = -6679993.746514 nChanged 125 SP:Iteration 33Q (18549.770000 sec): 3 clusters Score: Raw -6685308.131548 + Penalty 5258.305932 = -6680049.825616 nChanged 108 SP:Iteration 34Q (18549.890000 sec): 3 clusters Score: Raw -6685358.174122 + Penalty 5258.305932 = -6680099.868191 nChanged 98 SP:Iteration 35Q (18550.010000 sec): 3 clusters Score: Raw -6685399.810389 + Penalty 5258.305932 = -6680141.504457 nChanged 75 SP:Iteration 36Q (18550.120000 sec): 3 clusters Score: Raw -6685430.279710 + Penalty 5258.305932 = -6680171.973778 nChanged 70 SP:Iteration 37Q (18550.240000 sec): 3 clusters Score: Raw -6685457.320434 + Penalty 5258.305932 = -6680199.014503 nChanged 54 SP:Iteration 38Q (18550.360000 sec): 3 clusters Score: Raw -6685479.465607 + Penalty 5258.305932 = -6680221.159675 nChanged 43 SP:Iteration 39Q (18550.480000 sec): 3 clusters Score: Raw -6685497.420141 + Penalty 5258.305932 = -6680239.114209 nChanged 41 SP:Iteration 40F (18550.630000 sec): 3 clusters Score: Raw -6685514.127542 + Penalty 5258.305932 = -6680255.821610 nChanged 35 SP:Iteration 41Q (18550.750000 sec): 3 clusters Score: Raw -6685527.021179 + Penalty 5258.305932 = -6680268.715247 nChanged 20 SP:Iteration 42Q (18550.870000 sec): 3 clusters Score: Raw -6685532.712385 + Penalty 5258.305932 = -6680274.406453 nChanged 17 SP:Iteration 43Q (18550.980000 sec): 3 clusters Score: Raw -6685539.214218 + Penalty 5258.305932 = -6680280.908286 nChanged 19 SP:Iteration 44Q (18551.100000 sec): 3 clusters Score: Raw -6685545.688090 + Penalty 5258.305932 = -6680287.382158 nChanged 12 SP:Iteration 45Q (18551.210000 sec): 3 clusters Score: Raw -6685549.753752 + Penalty 5258.305932 = -6680291.447820 nChanged 10 SP:Iteration 46Q (18551.330000 sec): 3 clusters Score: Raw -6685553.091689 + Penalty 5258.305932 = -6680294.785758 nChanged 14 SP:Iteration 47Q (18551.440000 sec): 3 clusters Score: Raw -6685558.911394 + Penalty 5258.305932 = -6680300.605462 nChanged 12 SP:Iteration 48Q (18551.560000 sec): 3 clusters Score: Raw -6685563.586787 + Penalty 5258.305932 = -6680305.280855 nChanged 12 SP:Iteration 49Q (18551.670000 sec): 3 clusters Score: Raw -6685568.005262 + Penalty 5258.305932 = -6680309.699331 nChanged 9 SP:Iteration 50Q (18551.790000 sec): 3 clusters Score: Raw -6685570.539138 + Penalty 5258.305932 = -6680312.233207 nChanged 4 SP:Iteration 51Q (18551.900000 sec): 3 clusters Score: Raw -6685572.559786 + Penalty 5258.305932 = -6680314.253854 nChanged 6 SP:Iteration 52Q (18552.010000 sec): 3 clusters Score: Raw -6685575.796842 + Penalty 5258.305932 = -6680317.490910 nChanged 9 SP:Iteration 53Q (18552.130000 sec): 3 clusters Score: Raw -6685579.771255 + Penalty 5258.305932 = -6680321.465323 nChanged 6 SP:Iteration 54Q (18552.240000 sec): 3 clusters Score: Raw -6685581.717210 + Penalty 5258.305932 = -6680323.411278 nChanged 2 SP:Iteration 55Q (18552.350000 sec): 3 clusters Score: Raw -6685582.553667 + Penalty 5258.305932 = -6680324.247735 nChanged 4 SP:Iteration 56Q (18552.470000 sec): 3 clusters Score: Raw -6685584.144152 + Penalty 5258.305932 = -6680325.838220 nChanged 0 SP:Iteration 57F (18552.630000 sec): 3 clusters Score: Raw -6685584.144152 + Penalty 5258.305932 = -6680325.838220 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18552.650000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18552.650000 sec): 3 clusters Score: Raw -58268.000638 + Penalty 2946.324941 = -55321.675696 nChanged 60 SP:Iteration 1F (18552.650000 sec): 3 clusters Score: Raw -58426.212238 + Penalty 2946.324941 = -55479.887296 nChanged 23 SP:Iteration 2F (18552.650000 sec): 3 clusters Score: Raw -58492.917309 + Penalty 2946.324941 = -55546.592367 nChanged 13 SP:Iteration 3Q (18552.650000 sec): 3 clusters Score: Raw -58521.328206 + Penalty 2946.324941 = -55575.003264 nChanged 4 SP:Iteration 4Q (18552.650000 sec): 3 clusters Score: Raw -58530.108114 + Penalty 2946.324941 = -55583.783172 nChanged 1 SP:Iteration 5Q (18552.650000 sec): 3 clusters Score: Raw -58531.994190 + Penalty 2946.324941 = -55585.669248 nChanged 2 SP:Iteration 6Q (18552.660000 sec): 3 clusters Score: Raw -58536.596924 + Penalty 2946.324941 = -55590.271983 nChanged 0 SP:Iteration 7F (18552.660000 sec): 3 clusters Score: Raw -58536.596924 + Penalty 2946.324941 = -55590.271983 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18552.680000 sec): 2 clusters Score: Raw -596569.937580 + Penalty 2021.029585 = -594548.907995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18552.690000 sec): 3 clusters Score: Raw -595044.762782 + Penalty 4042.059170 = -591002.703612 nChanged 1227 SP:Iteration 1F (18552.710000 sec): 3 clusters Score: Raw -595771.549394 + Penalty 4042.059170 = -591729.490223 nChanged 274 SP:Iteration 2F (18552.720000 sec): 3 clusters Score: Raw -595954.696108 + Penalty 4042.059170 = -591912.636938 nChanged 186 SP:Iteration 3F (18552.730000 sec): 3 clusters Score: Raw -596058.238600 + Penalty 4042.059170 = -592016.179429 nChanged 110 SP:Iteration 4Q (18552.750000 sec): 3 clusters Score: Raw -596117.183174 + Penalty 4042.059170 = -592075.124004 nChanged 91 SP:Iteration 5Q (18552.760000 sec): 3 clusters Score: Raw -596172.800893 + Penalty 4042.059170 = -592130.741722 nChanged 80 SP:Iteration 6Q (18552.770000 sec): 3 clusters Score: Raw -596220.498541 + Penalty 4042.059170 = -592178.439370 nChanged 67 SP:Iteration 7Q (18552.790000 sec): 3 clusters Score: Raw -596260.286669 + Penalty 4042.059170 = -592218.227499 nChanged 61 SP:Iteration 8Q (18552.800000 sec): 3 clusters Score: Raw -596290.190089 + Penalty 4042.059170 = -592248.130919 nChanged 41 SP:Iteration 9Q (18552.810000 sec): 3 clusters Score: Raw -596308.952082 + Penalty 4042.059170 = -592266.892911 nChanged 34 SP:Iteration 10Q (18552.830000 sec): 3 clusters Score: Raw -596326.390586 + Penalty 4042.059170 = -592284.331415 nChanged 32 SP:Iteration 11Q (18552.840000 sec): 3 clusters Score: Raw -596339.582362 + Penalty 4042.059170 = -592297.523191 nChanged 38 SP:Iteration 12Q (18552.850000 sec): 3 clusters Score: Raw -596359.574836 + Penalty 4042.059170 = -592317.515665 nChanged 38 SP:Iteration 13Q (18552.870000 sec): 3 clusters Score: Raw -596377.116173 + Penalty 4042.059170 = -592335.057002 nChanged 41 SP:Iteration 14Q (18552.880000 sec): 3 clusters Score: Raw -596397.015000 + Penalty 4042.059170 = -592354.955830 nChanged 33 SP:Iteration 15Q (18552.890000 sec): 3 clusters Score: Raw -596411.047533 + Penalty 4042.059170 = -592368.988363 nChanged 23 SP:Iteration 16Q (18552.910000 sec): 3 clusters Score: Raw -596421.613792 + Penalty 4042.059170 = -592379.554621 nChanged 25 SP:Iteration 17Q (18552.920000 sec): 3 clusters Score: Raw -596434.206460 + Penalty 4042.059170 = -592392.147290 nChanged 28 SP:Iteration 18Q (18552.940000 sec): 3 clusters Score: Raw -596447.449522 + Penalty 4042.059170 = -592405.390351 nChanged 31 SP:Iteration 19Q (18552.950000 sec): 3 clusters Score: Raw -596462.471473 + Penalty 4042.059170 = -592420.412303 nChanged 37 SP:Iteration 20F (18552.960000 sec): 3 clusters Score: Raw -596480.451067 + Penalty 4042.059170 = -592438.391896 nChanged 37 SP:Iteration 21Q (18552.980000 sec): 3 clusters Score: Raw -596497.827816 + Penalty 4042.059170 = -592455.768646 nChanged 36 SP:Iteration 22Q (18552.990000 sec): 3 clusters Score: Raw -596515.632603 + Penalty 4042.059170 = -592473.573432 nChanged 28 SP:Iteration 23Q (18553.000000 sec): 3 clusters Score: Raw -596529.792937 + Penalty 4042.059170 = -592487.733767 nChanged 30 SP:Iteration 24Q (18553.020000 sec): 3 clusters Score: Raw -596548.626030 + Penalty 4042.059170 = -592506.566859 nChanged 35 SP:Iteration 25Q (18553.030000 sec): 3 clusters Score: Raw -596568.362858 + Penalty 4042.059170 = -592526.303688 nChanged 33 SP:Iteration 26Q (18553.040000 sec): 3 clusters Score: Raw -596584.527792 + Penalty 4042.059170 = -592542.468622 nChanged 36 SP:Iteration 27Q (18553.060000 sec): 3 clusters Score: Raw -596604.252059 + Penalty 4042.059170 = -592562.192889 nChanged 30 SP:Iteration 28Q (18553.070000 sec): 3 clusters Score: Raw -596623.865527 + Penalty 4042.059170 = -592581.806357 nChanged 36 SP:Iteration 29Q (18553.080000 sec): 3 clusters Score: Raw -596647.012836 + Penalty 4042.059170 = -592604.953666 nChanged 33 SP:Iteration 30Q (18553.100000 sec): 3 clusters Score: Raw -596668.895678 + Penalty 4042.059170 = -592626.836508 nChanged 37 SP:Iteration 31Q (18553.110000 sec): 3 clusters Score: Raw -596692.452092 + Penalty 4042.059170 = -592650.392921 nChanged 32 SP:Iteration 32Q (18553.120000 sec): 3 clusters Score: Raw -596713.948783 + Penalty 4042.059170 = -592671.889613 nChanged 35 SP:Iteration 33Q (18553.140000 sec): 3 clusters Score: Raw -596740.102035 + Penalty 4042.059170 = -592698.042864 nChanged 41 SP:Iteration 34Q (18553.150000 sec): 3 clusters Score: Raw -596770.848716 + Penalty 4042.059170 = -592728.789545 nChanged 31 SP:Iteration 35Q (18553.160000 sec): 3 clusters Score: Raw -596792.289765 + Penalty 4042.059170 = -592750.230594 nChanged 26 SP:Iteration 36Q (18553.170000 sec): 3 clusters Score: Raw -596811.444265 + Penalty 4042.059170 = -592769.385094 nChanged 24 SP:Iteration 37Q (18553.190000 sec): 3 clusters Score: Raw -596828.691871 + Penalty 4042.059170 = -592786.632701 nChanged 20 SP:Iteration 38Q (18553.200000 sec): 3 clusters Score: Raw -596842.073919 + Penalty 4042.059170 = -592800.014749 nChanged 15 SP:Iteration 39Q (18553.210000 sec): 3 clusters Score: Raw -596851.231563 + Penalty 4042.059170 = -592809.172393 nChanged 10 SP:Iteration 40F (18553.230000 sec): 3 clusters Score: Raw -596860.294688 + Penalty 4042.059170 = -592818.235518 nChanged 9 SP:Iteration 41Q (18553.240000 sec): 3 clusters Score: Raw -596866.374702 + Penalty 4042.059170 = -592824.315531 nChanged 10 SP:Iteration 42Q (18553.250000 sec): 3 clusters Score: Raw -596874.219810 + Penalty 4042.059170 = -592832.160640 nChanged 11 SP:Iteration 43Q (18553.270000 sec): 3 clusters Score: Raw -596881.270429 + Penalty 4042.059170 = -592839.211258 nChanged 8 SP:Iteration 44Q (18553.280000 sec): 3 clusters Score: Raw -596885.321160 + Penalty 4042.059170 = -592843.261990 nChanged 6 SP:Iteration 45Q (18553.290000 sec): 3 clusters Score: Raw -596891.073345 + Penalty 4042.059170 = -592849.014175 nChanged 10 SP:Iteration 46Q (18553.310000 sec): 3 clusters Score: Raw -596899.326659 + Penalty 4042.059170 = -592857.267489 nChanged 10 SP:Iteration 47Q (18553.320000 sec): 3 clusters Score: Raw -596905.675901 + Penalty 4042.059170 = -592863.616730 nChanged 4 SP:Iteration 48Q (18553.330000 sec): 3 clusters Score: Raw -596908.191540 + Penalty 4042.059170 = -592866.132369 nChanged 7 SP:Iteration 49Q (18553.340000 sec): 3 clusters Score: Raw -596912.847566 + Penalty 4042.059170 = -592870.788396 nChanged 4 SP:Iteration 50Q (18553.350000 sec): 3 clusters Score: Raw -596917.930734 + Penalty 4042.059170 = -592875.871564 nChanged 6 SP:Iteration 51Q (18553.370000 sec): 3 clusters Score: Raw -596923.777134 + Penalty 4042.059170 = -592881.717963 nChanged 2 SP:Iteration 52Q (18553.380000 sec): 3 clusters Score: Raw -596924.685960 + Penalty 4042.059170 = -592882.626790 nChanged 2 SP:Iteration 53Q (18553.390000 sec): 3 clusters Score: Raw -596925.648682 + Penalty 4042.059170 = -592883.589512 nChanged 0 SP:Iteration 54F (18553.410000 sec): 3 clusters Score: Raw -596925.648682 + Penalty 4042.059170 = -592883.589512 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18553.430000 sec): 2 clusters Score: Raw -1023942.098275 + Penalty 2144.845923 = -1021797.252352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18553.450000 sec): 3 clusters Score: Raw -1021090.788369 + Penalty 4289.691846 = -1016801.096524 nChanged 2247 SP:Iteration 1F (18553.480000 sec): 3 clusters Score: Raw -1022346.762484 + Penalty 4289.691846 = -1018057.070639 nChanged 429 SP:Iteration 2F (18553.500000 sec): 3 clusters Score: Raw -1022598.672612 + Penalty 4289.691846 = -1018308.980767 nChanged 285 SP:Iteration 3Q (18553.520000 sec): 3 clusters Score: Raw -1022741.519994 + Penalty 4289.691846 = -1018451.828149 nChanged 207 SP:Iteration 4Q (18553.550000 sec): 3 clusters Score: Raw -1022848.818430 + Penalty 4289.691846 = -1018559.126585 nChanged 197 SP:Iteration 5Q (18553.570000 sec): 3 clusters Score: Raw -1022952.798342 + Penalty 4289.691846 = -1018663.106497 nChanged 180 SP:Iteration 6Q (18553.590000 sec): 3 clusters Score: Raw -1023046.933246 + Penalty 4289.691846 = -1018757.241400 nChanged 168 SP:Iteration 7Q (18553.610000 sec): 3 clusters Score: Raw -1023133.056772 + Penalty 4289.691846 = -1018843.364927 nChanged 164 SP:Iteration 8Q (18553.630000 sec): 3 clusters Score: Raw -1023223.502852 + Penalty 4289.691846 = -1018933.811006 nChanged 163 SP:Iteration 9Q (18553.660000 sec): 3 clusters Score: Raw -1023308.237276 + Penalty 4289.691846 = -1019018.545431 nChanged 157 SP:Iteration 10Q (18553.680000 sec): 3 clusters Score: Raw -1023393.586754 + Penalty 4289.691846 = -1019103.894909 nChanged 160 SP:Iteration 11Q (18553.700000 sec): 3 clusters Score: Raw -1023498.794538 + Penalty 4289.691846 = -1019209.102693 nChanged 146 SP:Iteration 12Q (18553.730000 sec): 3 clusters Score: Raw -1023594.207422 + Penalty 4289.691846 = -1019304.515577 nChanged 157 SP:Iteration 13Q (18553.750000 sec): 3 clusters Score: Raw -1023692.863806 + Penalty 4289.691846 = -1019403.171961 nChanged 134 SP:Iteration 14Q (18553.770000 sec): 3 clusters Score: Raw -1023790.427309 + Penalty 4289.691846 = -1019500.735464 nChanged 158 SP:Iteration 15Q (18553.790000 sec): 3 clusters Score: Raw -1023925.409755 + Penalty 4289.691846 = -1019635.717910 nChanged 154 SP:Iteration 16Q (18553.810000 sec): 3 clusters Score: Raw -1024101.670940 + Penalty 4289.691846 = -1019811.979095 nChanged 167 SP:Iteration 17Q (18553.840000 sec): 3 clusters Score: Raw -1024334.168207 + Penalty 4289.691846 = -1020044.476361 nChanged 185 SP:Iteration 18Q (18553.860000 sec): 3 clusters Score: Raw -1024584.783537 + Penalty 4289.691846 = -1020295.091691 nChanged 186 SP:Iteration 19Q (18553.880000 sec): 3 clusters Score: Raw -1024774.253177 + Penalty 4289.691846 = -1020484.561331 nChanged 138 SP:Iteration 20F (18553.900000 sec): 3 clusters Score: Raw -1024897.250027 + Penalty 4289.691846 = -1020607.558181 nChanged 122 SP:Iteration 21Q (18553.930000 sec): 3 clusters Score: Raw -1024991.902846 + Penalty 4289.691846 = -1020702.211000 nChanged 96 SP:Iteration 22Q (18553.950000 sec): 3 clusters Score: Raw -1025052.069729 + Penalty 4289.691846 = -1020762.377883 nChanged 64 SP:Iteration 23Q (18553.970000 sec): 3 clusters Score: Raw -1025094.853868 + Penalty 4289.691846 = -1020805.162022 nChanged 57 SP:Iteration 24Q (18553.990000 sec): 3 clusters Score: Raw -1025130.793907 + Penalty 4289.691846 = -1020841.102062 nChanged 45 SP:Iteration 25Q (18554.010000 sec): 3 clusters Score: Raw -1025154.193250 + Penalty 4289.691846 = -1020864.501404 nChanged 36 SP:Iteration 26Q (18554.030000 sec): 3 clusters Score: Raw -1025167.000438 + Penalty 4289.691846 = -1020877.308592 nChanged 22 SP:Iteration 27Q (18554.050000 sec): 3 clusters Score: Raw -1025174.716463 + Penalty 4289.691846 = -1020885.024617 nChanged 18 SP:Iteration 28Q (18554.070000 sec): 3 clusters Score: Raw -1025181.012891 + Penalty 4289.691846 = -1020891.321046 nChanged 14 SP:Iteration 29Q (18554.090000 sec): 3 clusters Score: Raw -1025186.531594 + Penalty 4289.691846 = -1020896.839749 nChanged 9 SP:Iteration 30Q (18554.110000 sec): 3 clusters Score: Raw -1025189.733974 + Penalty 4289.691846 = -1020900.042128 nChanged 8 SP:Iteration 31Q (18554.130000 sec): 3 clusters Score: Raw -1025191.909115 + Penalty 4289.691846 = -1020902.217270 nChanged 6 SP:Iteration 32Q (18554.150000 sec): 3 clusters Score: Raw -1025193.800121 + Penalty 4289.691846 = -1020904.108275 nChanged 10 SP:Iteration 33Q (18554.170000 sec): 3 clusters Score: Raw -1025196.350434 + Penalty 4289.691846 = -1020906.658588 nChanged 9 SP:Iteration 34Q (18554.190000 sec): 3 clusters Score: Raw -1025199.321199 + Penalty 4289.691846 = -1020909.629354 nChanged 10 SP:Iteration 35Q (18554.210000 sec): 3 clusters Score: Raw -1025204.114590 + Penalty 4289.691846 = -1020914.422745 nChanged 7 SP:Iteration 36Q (18554.230000 sec): 3 clusters Score: Raw -1025206.399444 + Penalty 4289.691846 = -1020916.707598 nChanged 7 SP:Iteration 37Q (18554.250000 sec): 3 clusters Score: Raw -1025208.534572 + Penalty 4289.691846 = -1020918.842726 nChanged 4 SP:Iteration 38Q (18554.270000 sec): 3 clusters Score: Raw -1025209.811910 + Penalty 4289.691846 = -1020920.120065 nChanged 2 SP:Iteration 39Q (18554.290000 sec): 3 clusters Score: Raw -1025210.421771 + Penalty 4289.691846 = -1020920.729925 nChanged 3 SP:Iteration 40F (18554.320000 sec): 3 clusters Score: Raw -1025211.148643 + Penalty 4289.691846 = -1020921.456798 nChanged 5 SP:Iteration 41Q (18554.340000 sec): 3 clusters Score: Raw -1025212.541475 + Penalty 4289.691846 = -1020922.849629 nChanged 5 SP:Iteration 42Q (18554.360000 sec): 3 clusters Score: Raw -1025213.381248 + Penalty 4289.691846 = -1020923.689402 nChanged 1 SP:Iteration 43Q (18554.380000 sec): 3 clusters Score: Raw -1025213.535763 + Penalty 4289.691846 = -1020923.843917 nChanged 1 SP:Iteration 44Q (18554.400000 sec): 3 clusters Score: Raw -1025213.710216 + Penalty 4289.691846 = -1020924.018370 nChanged 0 SP:Iteration 45F (18554.420000 sec): 3 clusters Score: Raw -1025213.710216 + Penalty 4289.691846 = -1020924.018370 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (85798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18554.730000 sec): 2 clusters Score: Raw -14597030.830118 + Penalty 2817.218242 = -14594213.611876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18555.080000 sec): 3 clusters Score: Raw -14542838.293311 + Penalty 5634.436484 = -14537203.856827 nChanged 40219 SP:Iteration 1F (18555.430000 sec): 3 clusters Score: Raw -14565266.165931 + Penalty 5634.436484 = -14559631.729448 nChanged 2915 SP:Iteration 2Q (18555.790000 sec): 3 clusters Score: Raw -14565933.431072 + Penalty 5634.436484 = -14560298.994588 nChanged 2874 SP:Iteration 3Q (18556.150000 sec): 3 clusters Score: Raw -14566647.779297 + Penalty 5634.436484 = -14561013.342813 nChanged 2949 SP:Iteration 4Q (18556.510000 sec): 3 clusters Score: Raw -14567519.235011 + Penalty 5634.436484 = -14561884.798527 nChanged 3275 SP:Iteration 5Q (18556.860000 sec): 3 clusters Score: Raw -14568666.648187 + Penalty 5634.436484 = -14563032.211703 nChanged 3736 SP:Iteration 6Q (18557.220000 sec): 3 clusters Score: Raw -14570292.400776 + Penalty 5634.436484 = -14564657.964292 nChanged 4462 SP:Iteration 7F (18557.570000 sec): 3 clusters Score: Raw -14572802.316325 + Penalty 5634.436484 = -14567167.879841 nChanged 5304 SP:Iteration 8F (18557.920000 sec): 3 clusters Score: Raw -14576493.685943 + Penalty 5634.436484 = -14570859.249459 nChanged 5847 SP:Iteration 9F (18558.270000 sec): 3 clusters Score: Raw -14581358.320739 + Penalty 5634.436484 = -14575723.884255 nChanged 5567 SP:Iteration 10F (18558.620000 sec): 3 clusters Score: Raw -14586361.462947 + Penalty 5634.436484 = -14580727.026464 nChanged 4328 SP:Iteration 11F (18558.970000 sec): 3 clusters Score: Raw -14590312.691236 + Penalty 5634.436484 = -14584678.254752 nChanged 2980 SP:Iteration 12Q (18559.290000 sec): 3 clusters Score: Raw -14592943.820994 + Penalty 5634.436484 = -14587309.384511 nChanged 1925 SP:Iteration 13Q (18559.570000 sec): 3 clusters Score: Raw -14594633.129119 + Penalty 5634.436484 = -14588998.692635 nChanged 1236 SP:Iteration 14Q (18559.850000 sec): 3 clusters Score: Raw -14595658.696249 + Penalty 5634.436484 = -14590024.259766 nChanged 779 SP:Iteration 15Q (18560.110000 sec): 3 clusters Score: Raw -14596276.248820 + Penalty 5634.436484 = -14590641.812336 nChanged 467 SP:Iteration 16Q (18560.370000 sec): 3 clusters Score: Raw -14596640.194845 + Penalty 5634.436484 = -14591005.758361 nChanged 349 SP:Iteration 17Q (18560.620000 sec): 3 clusters Score: Raw -14596900.718375 + Penalty 5634.436484 = -14591266.281891 nChanged 223 SP:Iteration 18Q (18560.870000 sec): 3 clusters Score: Raw -14597073.691813 + Penalty 5634.436484 = -14591439.255329 nChanged 162 SP:Iteration 19Q (18561.110000 sec): 3 clusters Score: Raw -14597192.897284 + Penalty 5634.436484 = -14591558.460800 nChanged 110 SP:Iteration 20F (18561.450000 sec): 3 clusters Score: Raw -14597256.442999 + Penalty 5634.436484 = -14591622.006516 nChanged 67 SP:Iteration 21Q (18561.700000 sec): 3 clusters Score: Raw -14597297.511970 + Penalty 5634.436484 = -14591663.075487 nChanged 41 SP:Iteration 22Q (18561.940000 sec): 3 clusters Score: Raw -14597324.094986 + Penalty 5634.436484 = -14591689.658502 nChanged 41 SP:Iteration 23Q (18562.190000 sec): 3 clusters Score: Raw -14597349.374147 + Penalty 5634.436484 = -14591714.937664 nChanged 36 SP:Iteration 24Q (18562.430000 sec): 3 clusters Score: Raw -14597371.093743 + Penalty 5634.436484 = -14591736.657260 nChanged 17 SP:Iteration 25Q (18562.670000 sec): 3 clusters Score: Raw -14597380.775720 + Penalty 5634.436484 = -14591746.339236 nChanged 10 SP:Iteration 26Q (18562.910000 sec): 3 clusters Score: Raw -14597386.697377 + Penalty 5634.436484 = -14591752.260894 nChanged 12 SP:Iteration 27Q (18563.150000 sec): 3 clusters Score: Raw -14597394.240353 + Penalty 5634.436484 = -14591759.803869 nChanged 11 SP:Iteration 28Q (18563.390000 sec): 3 clusters Score: Raw -14597400.058609 + Penalty 5634.436484 = -14591765.622125 nChanged 11 SP:Iteration 29Q (18563.640000 sec): 3 clusters Score: Raw -14597405.874172 + Penalty 5634.436484 = -14591771.437689 nChanged 6 SP:Iteration 30Q (18563.880000 sec): 3 clusters Score: Raw -14597409.052558 + Penalty 5634.436484 = -14591774.616075 nChanged 7 SP:Iteration 31Q (18564.120000 sec): 3 clusters Score: Raw -14597412.988382 + Penalty 5634.436484 = -14591778.551899 nChanged 6 SP:Iteration 32Q (18564.360000 sec): 3 clusters Score: Raw -14597415.998749 + Penalty 5634.436484 = -14591781.562265 nChanged 1 SP:Iteration 33Q (18564.600000 sec): 3 clusters Score: Raw -14597416.905221 + Penalty 5634.436484 = -14591782.468737 nChanged 3 SP:Iteration 34Q (18564.840000 sec): 3 clusters Score: Raw -14597419.254038 + Penalty 5634.436484 = -14591784.817554 nChanged 5 SP:Iteration 35Q (18565.090000 sec): 3 clusters Score: Raw -14597421.456962 + Penalty 5634.436484 = -14591787.020478 nChanged 5 SP:Iteration 36Q (18565.330000 sec): 3 clusters Score: Raw -14597424.009684 + Penalty 5634.436484 = -14591789.573200 nChanged 7 SP:Iteration 37Q (18565.570000 sec): 3 clusters Score: Raw -14597427.273591 + Penalty 5634.436484 = -14591792.837108 nChanged 7 SP:Iteration 38Q (18565.810000 sec): 3 clusters Score: Raw -14597430.674244 + Penalty 5634.436484 = -14591796.237761 nChanged 3 SP:Iteration 39Q (18566.050000 sec): 3 clusters Score: Raw -14597431.761273 + Penalty 5634.436484 = -14591797.324790 nChanged 2 SP:Iteration 40F (18566.390000 sec): 3 clusters Score: Raw -14597433.103859 + Penalty 5634.436484 = -14591798.667375 nChanged 2 SP:Iteration 41Q (18566.630000 sec): 3 clusters Score: Raw -14597434.622248 + Penalty 5634.436484 = -14591800.185764 nChanged 4 SP:Iteration 42Q (18566.870000 sec): 3 clusters Score: Raw -14597436.757649 + Penalty 5634.436484 = -14591802.321165 nChanged 4 SP:Iteration 43Q (18567.110000 sec): 3 clusters Score: Raw -14597439.274183 + Penalty 5634.436484 = -14591804.837699 nChanged 5 SP:Iteration 44Q (18567.350000 sec): 3 clusters Score: Raw -14597442.288671 + Penalty 5634.436484 = -14591807.852187 nChanged 7 SP:Iteration 45Q (18567.590000 sec): 3 clusters Score: Raw -14597447.948673 + Penalty 5634.436484 = -14591813.512189 nChanged 7 SP:Iteration 46Q (18567.830000 sec): 3 clusters Score: Raw -14597452.631330 + Penalty 5634.436484 = -14591818.194846 nChanged 7 SP:Iteration 47Q (18568.070000 sec): 3 clusters Score: Raw -14597458.647349 + Penalty 5634.436484 = -14591824.210866 nChanged 4 SP:Iteration 48Q (18568.310000 sec): 3 clusters Score: Raw -14597460.580347 + Penalty 5634.436484 = -14591826.143864 nChanged 4 SP:Iteration 49Q (18568.550000 sec): 3 clusters Score: Raw -14597462.452362 + Penalty 5634.436484 = -14591828.015878 nChanged 3 SP:Iteration 50Q (18568.790000 sec): 3 clusters Score: Raw -14597463.962107 + Penalty 5634.436484 = -14591829.525624 nChanged 1 SP:Iteration 51Q (18569.030000 sec): 3 clusters Score: Raw -14597464.692414 + Penalty 5634.436484 = -14591830.255930 nChanged 0 SP:Iteration 52F (18569.370000 sec): 3 clusters Score: Raw -14597464.692414 + Penalty 5634.436484 = -14591830.255930 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (8383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18569.430000 sec): 2 clusters Score: Raw -1421257.794603 + Penalty 2240.422359 = -1419017.372244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18569.470000 sec): 3 clusters Score: Raw -1416887.516006 + Penalty 4480.844718 = -1412406.671288 nChanged 3448 SP:Iteration 1F (18569.500000 sec): 3 clusters Score: Raw -1418792.756972 + Penalty 4480.844718 = -1414311.912254 nChanged 571 SP:Iteration 2F (18569.530000 sec): 3 clusters Score: Raw -1419075.719802 + Penalty 4480.844718 = -1414594.875084 nChanged 418 SP:Iteration 3Q (18569.560000 sec): 3 clusters Score: Raw -1419310.178328 + Penalty 4480.844718 = -1414829.333610 nChanged 380 SP:Iteration 4Q (18569.600000 sec): 3 clusters Score: Raw -1419507.976496 + Penalty 4480.844718 = -1415027.131779 nChanged 342 SP:Iteration 5Q (18569.630000 sec): 3 clusters Score: Raw -1419717.927368 + Penalty 4480.844718 = -1415237.082650 nChanged 369 SP:Iteration 6Q (18569.660000 sec): 3 clusters Score: Raw -1419943.461647 + Penalty 4480.844718 = -1415462.616929 nChanged 385 SP:Iteration 7Q (18569.690000 sec): 3 clusters Score: Raw -1420213.063815 + Penalty 4480.844718 = -1415732.219098 nChanged 403 SP:Iteration 8Q (18569.730000 sec): 3 clusters Score: Raw -1420536.532740 + Penalty 4480.844718 = -1416055.688022 nChanged 399 SP:Iteration 9Q (18569.760000 sec): 3 clusters Score: Raw -1420822.520820 + Penalty 4480.844718 = -1416341.676102 nChanged 339 SP:Iteration 10Q (18569.790000 sec): 3 clusters Score: Raw -1421078.619720 + Penalty 4480.844718 = -1416597.775002 nChanged 327 SP:Iteration 11Q (18569.820000 sec): 3 clusters Score: Raw -1421291.556159 + Penalty 4480.844718 = -1416810.711442 nChanged 255 SP:Iteration 12Q (18569.860000 sec): 3 clusters Score: Raw -1421457.200027 + Penalty 4480.844718 = -1416976.355309 nChanged 237 SP:Iteration 13Q (18569.890000 sec): 3 clusters Score: Raw -1421588.515891 + Penalty 4480.844718 = -1417107.671173 nChanged 183 SP:Iteration 14Q (18569.920000 sec): 3 clusters Score: Raw -1421681.584289 + Penalty 4480.844718 = -1417200.739571 nChanged 130 SP:Iteration 15Q (18569.950000 sec): 3 clusters Score: Raw -1421740.235150 + Penalty 4480.844718 = -1417259.390432 nChanged 99 SP:Iteration 16Q (18569.980000 sec): 3 clusters Score: Raw -1421782.808717 + Penalty 4480.844718 = -1417301.963999 nChanged 79 SP:Iteration 17Q (18570.010000 sec): 3 clusters Score: Raw -1421815.632773 + Penalty 4480.844718 = -1417334.788055 nChanged 85 SP:Iteration 18Q (18570.050000 sec): 3 clusters Score: Raw -1421851.105369 + Penalty 4480.844718 = -1417370.260651 nChanged 64 SP:Iteration 19Q (18570.070000 sec): 3 clusters Score: Raw -1421875.771728 + Penalty 4480.844718 = -1417394.927010 nChanged 70 SP:Iteration 20F (18570.110000 sec): 3 clusters Score: Raw -1421907.187264 + Penalty 4480.844718 = -1417426.342546 nChanged 66 SP:Iteration 21Q (18570.140000 sec): 3 clusters Score: Raw -1421936.078766 + Penalty 4480.844718 = -1417455.234048 nChanged 69 SP:Iteration 22Q (18570.170000 sec): 3 clusters Score: Raw -1421967.769758 + Penalty 4480.844718 = -1417486.925040 nChanged 69 SP:Iteration 23Q (18570.200000 sec): 3 clusters Score: Raw -1422004.172652 + Penalty 4480.844718 = -1417523.327935 nChanged 64 SP:Iteration 24Q (18570.230000 sec): 3 clusters Score: Raw -1422032.930269 + Penalty 4480.844718 = -1417552.085552 nChanged 57 SP:Iteration 25Q (18570.260000 sec): 3 clusters Score: Raw -1422060.155311 + Penalty 4480.844718 = -1417579.310593 nChanged 55 SP:Iteration 26Q (18570.290000 sec): 3 clusters Score: Raw -1422084.799605 + Penalty 4480.844718 = -1417603.954887 nChanged 49 SP:Iteration 27Q (18570.330000 sec): 3 clusters Score: Raw -1422106.355138 + Penalty 4480.844718 = -1417625.510420 nChanged 36 SP:Iteration 28Q (18570.350000 sec): 3 clusters Score: Raw -1422125.747906 + Penalty 4480.844718 = -1417644.903188 nChanged 34 SP:Iteration 29Q (18570.390000 sec): 3 clusters Score: Raw -1422141.807087 + Penalty 4480.844718 = -1417660.962369 nChanged 26 SP:Iteration 30Q (18570.410000 sec): 3 clusters Score: Raw -1422151.724112 + Penalty 4480.844718 = -1417670.879395 nChanged 27 SP:Iteration 31Q (18570.450000 sec): 3 clusters Score: Raw -1422159.337367 + Penalty 4480.844718 = -1417678.492649 nChanged 18 SP:Iteration 32Q (18570.480000 sec): 3 clusters Score: Raw -1422163.820291 + Penalty 4480.844718 = -1417682.975573 nChanged 14 SP:Iteration 33Q (18570.510000 sec): 3 clusters Score: Raw -1422167.003619 + Penalty 4480.844718 = -1417686.158901 nChanged 9 SP:Iteration 34Q (18570.540000 sec): 3 clusters Score: Raw -1422169.003610 + Penalty 4480.844718 = -1417688.158892 nChanged 8 SP:Iteration 35Q (18570.570000 sec): 3 clusters Score: Raw -1422171.557891 + Penalty 4480.844718 = -1417690.713173 nChanged 12 SP:Iteration 36Q (18570.600000 sec): 3 clusters Score: Raw -1422174.532687 + Penalty 4480.844718 = -1417693.687969 nChanged 8 SP:Iteration 37Q (18570.630000 sec): 3 clusters Score: Raw -1422176.157989 + Penalty 4480.844718 = -1417695.313271 nChanged 4 SP:Iteration 38Q (18570.660000 sec): 3 clusters Score: Raw -1422176.928139 + Penalty 4480.844718 = -1417696.083421 nChanged 2 SP:Iteration 39Q (18570.690000 sec): 3 clusters Score: Raw -1422177.213691 + Penalty 4480.844718 = -1417696.368973 nChanged 0 SP:Iteration 40F (18570.720000 sec): 3 clusters Score: Raw -1422177.213691 + Penalty 4480.844718 = -1417696.368973 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18570.770000 sec): 2 clusters Score: Raw -2082122.638375 + Penalty 2333.113253 = -2079789.525122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18570.820000 sec): 3 clusters Score: Raw -2075384.966376 + Penalty 4666.226507 = -2070718.739869 nChanged 5133 SP:Iteration 1F (18570.870000 sec): 3 clusters Score: Raw -2078102.887969 + Penalty 4666.226507 = -2073436.661463 nChanged 717 SP:Iteration 2F (18570.910000 sec): 3 clusters Score: Raw -2078384.500724 + Penalty 4666.226507 = -2073718.274218 nChanged 545 SP:Iteration 3Q (18570.960000 sec): 3 clusters Score: Raw -2078577.957815 + Penalty 4666.226507 = -2073911.731309 nChanged 447 SP:Iteration 4Q (18571.010000 sec): 3 clusters Score: Raw -2078723.019988 + Penalty 4666.226507 = -2074056.793482 nChanged 350 SP:Iteration 5Q (18571.050000 sec): 3 clusters Score: Raw -2078837.431257 + Penalty 4666.226507 = -2074171.204750 nChanged 306 SP:Iteration 6Q (18571.100000 sec): 3 clusters Score: Raw -2078921.142748 + Penalty 4666.226507 = -2074254.916241 nChanged 254 SP:Iteration 7Q (18571.150000 sec): 3 clusters Score: Raw -2078990.264193 + Penalty 4666.226507 = -2074324.037686 nChanged 238 SP:Iteration 8Q (18571.200000 sec): 3 clusters Score: Raw -2079058.913441 + Penalty 4666.226507 = -2074392.686934 nChanged 245 SP:Iteration 9Q (18571.250000 sec): 3 clusters Score: Raw -2079126.400997 + Penalty 4666.226507 = -2074460.174490 nChanged 253 SP:Iteration 10Q (18571.300000 sec): 3 clusters Score: Raw -2079204.822066 + Penalty 4666.226507 = -2074538.595559 nChanged 257 SP:Iteration 11Q (18571.350000 sec): 3 clusters Score: Raw -2079282.638161 + Penalty 4666.226507 = -2074616.411654 nChanged 251 SP:Iteration 12Q (18571.390000 sec): 3 clusters Score: Raw -2079361.693719 + Penalty 4666.226507 = -2074695.467212 nChanged 284 SP:Iteration 13Q (18571.440000 sec): 3 clusters Score: Raw -2079451.992533 + Penalty 4666.226507 = -2074785.766027 nChanged 298 SP:Iteration 14Q (18571.490000 sec): 3 clusters Score: Raw -2079563.275236 + Penalty 4666.226507 = -2074897.048729 nChanged 327 SP:Iteration 15Q (18571.540000 sec): 3 clusters Score: Raw -2079705.465084 + Penalty 4666.226507 = -2075039.238577 nChanged 417 SP:Iteration 16Q (18571.590000 sec): 3 clusters Score: Raw -2079918.920757 + Penalty 4666.226507 = -2075252.694250 nChanged 487 SP:Iteration 17Q (18571.630000 sec): 3 clusters Score: Raw -2080214.488429 + Penalty 4666.226507 = -2075548.261922 nChanged 568 SP:Iteration 18Q (18571.680000 sec): 3 clusters Score: Raw -2080571.745332 + Penalty 4666.226507 = -2075905.518825 nChanged 541 SP:Iteration 19Q (18571.730000 sec): 3 clusters Score: Raw -2080924.358622 + Penalty 4666.226507 = -2076258.132115 nChanged 506 SP:Iteration 20F (18571.770000 sec): 3 clusters Score: Raw -2081250.383596 + Penalty 4666.226507 = -2076584.157089 nChanged 432 SP:Iteration 21Q (18571.820000 sec): 3 clusters Score: Raw -2081543.607981 + Penalty 4666.226507 = -2076877.381474 nChanged 365 SP:Iteration 22Q (18571.870000 sec): 3 clusters Score: Raw -2081782.670998 + Penalty 4666.226507 = -2077116.444491 nChanged 284 SP:Iteration 23Q (18571.910000 sec): 3 clusters Score: Raw -2081950.653817 + Penalty 4666.226507 = -2077284.427310 nChanged 211 SP:Iteration 24Q (18571.960000 sec): 3 clusters Score: Raw -2082076.139843 + Penalty 4666.226507 = -2077409.913337 nChanged 158 SP:Iteration 25Q (18572.010000 sec): 3 clusters Score: Raw -2082164.260171 + Penalty 4666.226507 = -2077498.033664 nChanged 128 SP:Iteration 26Q (18572.050000 sec): 3 clusters Score: Raw -2082239.344748 + Penalty 4666.226507 = -2077573.118242 nChanged 108 SP:Iteration 27Q (18572.090000 sec): 3 clusters Score: Raw -2082299.230183 + Penalty 4666.226507 = -2077633.003677 nChanged 73 SP:Iteration 28Q (18572.140000 sec): 3 clusters Score: Raw -2082346.794803 + Penalty 4666.226507 = -2077680.568296 nChanged 60 SP:Iteration 29Q (18572.180000 sec): 3 clusters Score: Raw -2082380.619978 + Penalty 4666.226507 = -2077714.393472 nChanged 40 SP:Iteration 30Q (18572.220000 sec): 3 clusters Score: Raw -2082399.061300 + Penalty 4666.226507 = -2077732.834793 nChanged 29 SP:Iteration 31Q (18572.260000 sec): 3 clusters Score: Raw -2082412.175708 + Penalty 4666.226507 = -2077745.949201 nChanged 21 SP:Iteration 32Q (18572.310000 sec): 3 clusters Score: Raw -2082424.039981 + Penalty 4666.226507 = -2077757.813474 nChanged 17 SP:Iteration 33Q (18572.350000 sec): 3 clusters Score: Raw -2082430.902267 + Penalty 4666.226507 = -2077764.675760 nChanged 9 SP:Iteration 34Q (18572.390000 sec): 3 clusters Score: Raw -2082435.048676 + Penalty 4666.226507 = -2077768.822169 nChanged 10 SP:Iteration 35Q (18572.430000 sec): 3 clusters Score: Raw -2082439.937632 + Penalty 4666.226507 = -2077773.711125 nChanged 10 SP:Iteration 36Q (18572.470000 sec): 3 clusters Score: Raw -2082445.088933 + Penalty 4666.226507 = -2077778.862426 nChanged 15 SP:Iteration 37Q (18572.510000 sec): 3 clusters Score: Raw -2082453.715257 + Penalty 4666.226507 = -2077787.488750 nChanged 14 SP:Iteration 38Q (18572.550000 sec): 3 clusters Score: Raw -2082460.886126 + Penalty 4666.226507 = -2077794.659619 nChanged 10 SP:Iteration 39Q (18572.590000 sec): 3 clusters Score: Raw -2082466.528288 + Penalty 4666.226507 = -2077800.301782 nChanged 4 SP:Iteration 40F (18572.640000 sec): 3 clusters Score: Raw -2082468.579637 + Penalty 4666.226507 = -2077802.353130 nChanged 6 SP:Iteration 41Q (18572.680000 sec): 3 clusters Score: Raw -2082470.532822 + Penalty 4666.226507 = -2077804.306315 nChanged 2 SP:Iteration 42Q (18572.720000 sec): 3 clusters Score: Raw -2082471.478415 + Penalty 4666.226507 = -2077805.251908 nChanged 2 SP:Iteration 43Q (18572.770000 sec): 3 clusters Score: Raw -2082472.093589 + Penalty 4666.226507 = -2077805.867082 nChanged 2 SP:Iteration 44Q (18572.810000 sec): 3 clusters Score: Raw -2082473.057047 + Penalty 4666.226507 = -2077806.830541 nChanged 4 SP:Iteration 45Q (18572.850000 sec): 3 clusters Score: Raw -2082475.960791 + Penalty 4666.226507 = -2077809.734284 nChanged 6 SP:Iteration 46Q (18572.890000 sec): 3 clusters Score: Raw -2082481.318628 + Penalty 4666.226507 = -2077815.092121 nChanged 8 SP:Iteration 47Q (18572.930000 sec): 3 clusters Score: Raw -2082486.430072 + Penalty 4666.226507 = -2077820.203565 nChanged 6 SP:Iteration 48Q (18572.970000 sec): 3 clusters Score: Raw -2082490.451964 + Penalty 4666.226507 = -2077824.225457 nChanged 6 SP:Iteration 49Q (18573.010000 sec): 3 clusters Score: Raw -2082493.193656 + Penalty 4666.226507 = -2077826.967149 nChanged 3 SP:Iteration 50Q (18573.050000 sec): 3 clusters Score: Raw -2082495.011433 + Penalty 4666.226507 = -2077828.784927 nChanged 2 SP:Iteration 51Q (18573.090000 sec): 3 clusters Score: Raw -2082496.322511 + Penalty 4666.226507 = -2077830.096004 nChanged 3 SP:Iteration 52Q (18573.130000 sec): 3 clusters Score: Raw -2082497.482754 + Penalty 4666.226507 = -2077831.256247 nChanged 4 SP:Iteration 53Q (18573.170000 sec): 3 clusters Score: Raw -2082499.657633 + Penalty 4666.226507 = -2077833.431126 nChanged 4 SP:Iteration 54Q (18573.210000 sec): 3 clusters Score: Raw -2082501.473645 + Penalty 4666.226507 = -2077835.247139 nChanged 2 SP:Iteration 55Q (18573.250000 sec): 3 clusters Score: Raw -2082502.518541 + Penalty 4666.226507 = -2077836.292035 nChanged 1 SP:Iteration 56Q (18573.290000 sec): 3 clusters Score: Raw -2082502.745664 + Penalty 4666.226507 = -2077836.519158 nChanged 0 SP:Iteration 57F (18573.340000 sec): 3 clusters Score: Raw -2082502.745664 + Penalty 4666.226507 = -2077836.519158 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (20920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18573.420000 sec): 2 clusters Score: Raw -3425998.083155 + Penalty 2467.218308 = -3423530.864847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18573.500000 sec): 3 clusters Score: Raw -3413809.604044 + Penalty 4934.436615 = -3408875.167429 nChanged 9188 SP:Iteration 1F (18573.580000 sec): 3 clusters Score: Raw -3418776.058993 + Penalty 4934.436615 = -3413841.622378 nChanged 1199 SP:Iteration 2F (18573.670000 sec): 3 clusters Score: Raw -3419297.137657 + Penalty 4934.436615 = -3414362.701042 nChanged 1077 SP:Iteration 3F (18573.750000 sec): 3 clusters Score: Raw -3419771.877692 + Penalty 4934.436615 = -3414837.441077 nChanged 1033 SP:Iteration 4Q (18573.830000 sec): 3 clusters Score: Raw -3420262.885960 + Penalty 4934.436615 = -3415328.449344 nChanged 1058 SP:Iteration 5F (18573.920000 sec): 3 clusters Score: Raw -3420840.175976 + Penalty 4934.436615 = -3415905.739361 nChanged 1108 SP:Iteration 6F (18574.000000 sec): 3 clusters Score: Raw -3421540.788682 + Penalty 4934.436615 = -3416606.352067 nChanged 1114 SP:Iteration 7F (18574.080000 sec): 3 clusters Score: Raw -3422315.427690 + Penalty 4934.436615 = -3417380.991075 nChanged 1086 SP:Iteration 8F (18574.170000 sec): 3 clusters Score: Raw -3423166.804993 + Penalty 4934.436615 = -3418232.368378 nChanged 984 SP:Iteration 9Q (18574.250000 sec): 3 clusters Score: Raw -3423985.346311 + Penalty 4934.436615 = -3419050.909695 nChanged 763 SP:Iteration 10Q (18574.330000 sec): 3 clusters Score: Raw -3424667.825827 + Penalty 4934.436615 = -3419733.389212 nChanged 533 SP:Iteration 11Q (18574.400000 sec): 3 clusters Score: Raw -3425116.642027 + Penalty 4934.436615 = -3420182.205411 nChanged 390 SP:Iteration 12Q (18574.470000 sec): 3 clusters Score: Raw -3425436.306216 + Penalty 4934.436615 = -3420501.869600 nChanged 276 SP:Iteration 13Q (18574.540000 sec): 3 clusters Score: Raw -3425650.302600 + Penalty 4934.436615 = -3420715.865984 nChanged 226 SP:Iteration 14Q (18574.610000 sec): 3 clusters Score: Raw -3425806.158061 + Penalty 4934.436615 = -3420871.721446 nChanged 171 SP:Iteration 15Q (18574.670000 sec): 3 clusters Score: Raw -3425917.470139 + Penalty 4934.436615 = -3420983.033523 nChanged 145 SP:Iteration 16Q (18574.740000 sec): 3 clusters Score: Raw -3426011.465218 + Penalty 4934.436615 = -3421077.028602 nChanged 138 SP:Iteration 17Q (18574.800000 sec): 3 clusters Score: Raw -3426107.441218 + Penalty 4934.436615 = -3421173.004602 nChanged 113 SP:Iteration 18Q (18574.870000 sec): 3 clusters Score: Raw -3426184.669535 + Penalty 4934.436615 = -3421250.232920 nChanged 100 SP:Iteration 19Q (18574.930000 sec): 3 clusters Score: Raw -3426249.609096 + Penalty 4934.436615 = -3421315.172481 nChanged 105 SP:Iteration 20F (18575.010000 sec): 3 clusters Score: Raw -3426307.621257 + Penalty 4934.436615 = -3421373.184642 nChanged 74 SP:Iteration 21Q (18575.070000 sec): 3 clusters Score: Raw -3426346.587034 + Penalty 4934.436615 = -3421412.150418 nChanged 56 SP:Iteration 22Q (18575.140000 sec): 3 clusters Score: Raw -3426380.785374 + Penalty 4934.436615 = -3421446.348758 nChanged 52 SP:Iteration 23Q (18575.200000 sec): 3 clusters Score: Raw -3426409.060233 + Penalty 4934.436615 = -3421474.623618 nChanged 46 SP:Iteration 24Q (18575.260000 sec): 3 clusters Score: Raw -3426438.855922 + Penalty 4934.436615 = -3421504.419307 nChanged 48 SP:Iteration 25Q (18575.320000 sec): 3 clusters Score: Raw -3426462.141446 + Penalty 4934.436615 = -3421527.704830 nChanged 43 SP:Iteration 26Q (18575.380000 sec): 3 clusters Score: Raw -3426479.744484 + Penalty 4934.436615 = -3421545.307869 nChanged 26 SP:Iteration 27Q (18575.440000 sec): 3 clusters Score: Raw -3426491.170912 + Penalty 4934.436615 = -3421556.734296 nChanged 21 SP:Iteration 28Q (18575.510000 sec): 3 clusters Score: Raw -3426500.990438 + Penalty 4934.436615 = -3421566.553823 nChanged 19 SP:Iteration 29Q (18575.570000 sec): 3 clusters Score: Raw -3426507.727713 + Penalty 4934.436615 = -3421573.291098 nChanged 14 SP:Iteration 30Q (18575.630000 sec): 3 clusters Score: Raw -3426513.921749 + Penalty 4934.436615 = -3421579.485133 nChanged 15 SP:Iteration 31Q (18575.690000 sec): 3 clusters Score: Raw -3426519.160615 + Penalty 4934.436615 = -3421584.724000 nChanged 16 SP:Iteration 32Q (18575.750000 sec): 3 clusters Score: Raw -3426524.959813 + Penalty 4934.436615 = -3421590.523198 nChanged 15 SP:Iteration 33Q (18575.810000 sec): 3 clusters Score: Raw -3426531.319835 + Penalty 4934.436615 = -3421596.883220 nChanged 15 SP:Iteration 34Q (18575.870000 sec): 3 clusters Score: Raw -3426539.308682 + Penalty 4934.436615 = -3421604.872066 nChanged 16 SP:Iteration 35Q (18575.930000 sec): 3 clusters Score: Raw -3426546.632604 + Penalty 4934.436615 = -3421612.195989 nChanged 11 SP:Iteration 36Q (18575.990000 sec): 3 clusters Score: Raw -3426551.478743 + Penalty 4934.436615 = -3421617.042128 nChanged 11 SP:Iteration 37Q (18576.050000 sec): 3 clusters Score: Raw -3426555.422403 + Penalty 4934.436615 = -3421620.985788 nChanged 9 SP:Iteration 38Q (18576.110000 sec): 3 clusters Score: Raw -3426559.807574 + Penalty 4934.436615 = -3421625.370958 nChanged 10 SP:Iteration 39Q (18576.170000 sec): 3 clusters Score: Raw -3426564.298227 + Penalty 4934.436615 = -3421629.861611 nChanged 6 SP:Iteration 40F (18576.250000 sec): 3 clusters Score: Raw -3426566.319983 + Penalty 4934.436615 = -3421631.883368 nChanged 6 SP:Iteration 41Q (18576.310000 sec): 3 clusters Score: Raw -3426567.975804 + Penalty 4934.436615 = -3421633.539189 nChanged 8 SP:Iteration 42Q (18576.370000 sec): 3 clusters Score: Raw -3426571.042353 + Penalty 4934.436615 = -3421636.605738 nChanged 1 SP:Iteration 43Q (18576.430000 sec): 3 clusters Score: Raw -3426571.273392 + Penalty 4934.436615 = -3421636.836776 nChanged 0 SP:Iteration 44F (18576.520000 sec): 3 clusters Score: Raw -3426571.273392 + Penalty 4934.436615 = -3421636.836776 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18576.530000 sec): 2 clusters Score: Raw -28910.893621 + Penalty 1301.261970 = -27609.631651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18576.530000 sec): 3 clusters Score: Raw -29122.899141 + Penalty 2602.523940 = -26520.375202 nChanged 9 SP:Iteration 1Q (18576.530000 sec): 3 clusters Score: Raw -29171.754738 + Penalty 2602.523940 = -26569.230798 nChanged 0 SP:Iteration 2F (18576.530000 sec): 3 clusters Score: Raw -29171.754738 + Penalty 2602.523940 = -26569.230798 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18576.540000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18576.550000 sec): 3 clusters Score: Raw -83991.859403 + Penalty 3098.068956 = -80893.790448 nChanged 74 SP:Iteration 1F (18576.550000 sec): 3 clusters Score: Raw -84135.377290 + Penalty 3098.068956 = -81037.308334 nChanged 22 SP:Iteration 2Q (18576.550000 sec): 3 clusters Score: Raw -84192.591903 + Penalty 3098.068956 = -81094.522947 nChanged 12 SP:Iteration 3Q (18576.550000 sec): 3 clusters Score: Raw -84225.121385 + Penalty 3098.068956 = -81127.052429 nChanged 5 SP:Iteration 4Q (18576.550000 sec): 3 clusters Score: Raw -84235.846480 + Penalty 3098.068956 = -81137.777524 nChanged 5 SP:Iteration 5Q (18576.550000 sec): 3 clusters Score: Raw -84250.598171 + Penalty 3098.068956 = -81152.529216 nChanged 4 SP:Iteration 6Q (18576.560000 sec): 3 clusters Score: Raw -84272.935260 + Penalty 3098.068956 = -81174.866304 nChanged 4 SP:Iteration 7Q (18576.560000 sec): 3 clusters Score: Raw -84278.091336 + Penalty 3098.068956 = -81180.022380 nChanged 1 SP:Iteration 8Q (18576.560000 sec): 3 clusters Score: Raw -84278.680419 + Penalty 3098.068956 = -81180.611464 nChanged 0 SP:Iteration 9F (18576.570000 sec): 3 clusters Score: Raw -84278.680419 + Penalty 3098.068956 = -81180.611464 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18576.570000 sec): 2 clusters Score: Raw -184618.832836 + Penalty 1729.902654 = -182888.930182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18576.580000 sec): 3 clusters Score: Raw -184320.789533 + Penalty 3459.805308 = -180860.984225 nChanged 273 SP:Iteration 1F (18576.580000 sec): 3 clusters Score: Raw -184595.766196 + Penalty 3459.805308 = -181135.960888 nChanged 67 SP:Iteration 2F (18576.590000 sec): 3 clusters Score: Raw -184698.238623 + Penalty 3459.805308 = -181238.433315 nChanged 42 SP:Iteration 3Q (18576.590000 sec): 3 clusters Score: Raw -184751.093145 + Penalty 3459.805308 = -181291.287837 nChanged 21 SP:Iteration 4Q (18576.600000 sec): 3 clusters Score: Raw -184786.878595 + Penalty 3459.805308 = -181327.073287 nChanged 17 SP:Iteration 5Q (18576.600000 sec): 3 clusters Score: Raw -184806.380354 + Penalty 3459.805308 = -181346.575046 nChanged 9 SP:Iteration 6Q (18576.610000 sec): 3 clusters Score: Raw -184816.678015 + Penalty 3459.805308 = -181356.872707 nChanged 9 SP:Iteration 7Q (18576.610000 sec): 3 clusters Score: Raw -184826.647131 + Penalty 3459.805308 = -181366.841823 nChanged 8 SP:Iteration 8Q (18576.610000 sec): 3 clusters Score: Raw -184839.776240 + Penalty 3459.805308 = -181379.970932 nChanged 13 SP:Iteration 9Q (18576.620000 sec): 3 clusters Score: Raw -184855.367219 + Penalty 3459.805308 = -181395.561911 nChanged 9 SP:Iteration 10Q (18576.620000 sec): 3 clusters Score: Raw -184864.880512 + Penalty 3459.805308 = -181405.075204 nChanged 9 SP:Iteration 11Q (18576.630000 sec): 3 clusters Score: Raw -184874.996231 + Penalty 3459.805308 = -181415.190923 nChanged 7 SP:Iteration 12Q (18576.630000 sec): 3 clusters Score: Raw -184884.243403 + Penalty 3459.805308 = -181424.438095 nChanged 7 SP:Iteration 13Q (18576.630000 sec): 3 clusters Score: Raw -184894.393965 + Penalty 3459.805308 = -181434.588657 nChanged 8 SP:Iteration 14Q (18576.640000 sec): 3 clusters Score: Raw -184903.362006 + Penalty 3459.805308 = -181443.556698 nChanged 4 SP:Iteration 15Q (18576.640000 sec): 3 clusters Score: Raw -184908.605019 + Penalty 3459.805308 = -181448.799711 nChanged 3 SP:Iteration 16Q (18576.650000 sec): 3 clusters Score: Raw -184915.298240 + Penalty 3459.805308 = -181455.492932 nChanged 4 SP:Iteration 17Q (18576.650000 sec): 3 clusters Score: Raw -184924.728381 + Penalty 3459.805308 = -181464.923073 nChanged 4 SP:Iteration 18Q (18576.650000 sec): 3 clusters Score: Raw -184940.031665 + Penalty 3459.805308 = -181480.226357 nChanged 7 SP:Iteration 19Q (18576.660000 sec): 3 clusters Score: Raw -184955.929516 + Penalty 3459.805308 = -181496.124208 nChanged 4 SP:Iteration 20F (18576.660000 sec): 3 clusters Score: Raw -184959.870569 + Penalty 3459.805308 = -181500.065261 nChanged 5 SP:Iteration 21Q (18576.670000 sec): 3 clusters Score: Raw -184967.843249 + Penalty 3459.805308 = -181508.037941 nChanged 6 SP:Iteration 22Q (18576.670000 sec): 3 clusters Score: Raw -184976.112238 + Penalty 3459.805308 = -181516.306930 nChanged 8 SP:Iteration 23Q (18576.670000 sec): 3 clusters Score: Raw -184984.615534 + Penalty 3459.805308 = -181524.810226 nChanged 8 SP:Iteration 24Q (18576.680000 sec): 3 clusters Score: Raw -184997.121287 + Penalty 3459.805308 = -181537.315979 nChanged 10 SP:Iteration 25Q (18576.680000 sec): 3 clusters Score: Raw -185008.847509 + Penalty 3459.805308 = -181549.042201 nChanged 7 SP:Iteration 26Q (18576.690000 sec): 3 clusters Score: Raw -185016.653533 + Penalty 3459.805308 = -181556.848225 nChanged 6 SP:Iteration 27Q (18576.690000 sec): 3 clusters Score: Raw -185031.374452 + Penalty 3459.805308 = -181571.569144 nChanged 11 SP:Iteration 28Q (18576.690000 sec): 3 clusters Score: Raw -185055.081549 + Penalty 3459.805308 = -181595.276241 nChanged 18 SP:Iteration 29Q (18576.700000 sec): 3 clusters Score: Raw -185091.331686 + Penalty 3459.805308 = -181631.526378 nChanged 18 SP:Iteration 30Q (18576.700000 sec): 3 clusters Score: Raw -185124.663629 + Penalty 3459.805308 = -181664.858321 nChanged 20 SP:Iteration 31Q (18576.710000 sec): 3 clusters Score: Raw -185166.862187 + Penalty 3459.805308 = -181707.056879 nChanged 18 SP:Iteration 32Q (18576.710000 sec): 3 clusters Score: Raw -185209.706708 + Penalty 3459.805308 = -181749.901400 nChanged 13 SP:Iteration 33Q (18576.710000 sec): 3 clusters Score: Raw -185231.981995 + Penalty 3459.805308 = -181772.176687 nChanged 9 SP:Iteration 34Q (18576.720000 sec): 3 clusters Score: Raw -185248.220371 + Penalty 3459.805308 = -181788.415063 nChanged 7 SP:Iteration 35Q (18576.720000 sec): 3 clusters Score: Raw -185263.556415 + Penalty 3459.805308 = -181803.751107 nChanged 4 SP:Iteration 36Q (18576.730000 sec): 3 clusters Score: Raw -185269.758998 + Penalty 3459.805308 = -181809.953690 nChanged 6 SP:Iteration 37Q (18576.730000 sec): 3 clusters Score: Raw -185274.948785 + Penalty 3459.805308 = -181815.143477 nChanged 1 SP:Iteration 38Q (18576.730000 sec): 3 clusters Score: Raw -185277.099852 + Penalty 3459.805308 = -181817.294544 nChanged 4 SP:Iteration 39Q (18576.740000 sec): 3 clusters Score: Raw -185283.245229 + Penalty 3459.805308 = -181823.439921 nChanged 3 SP:Iteration 40F (18576.740000 sec): 3 clusters Score: Raw -185285.547257 + Penalty 3459.805308 = -181825.741949 nChanged 1 SP:Iteration 41Q (18576.750000 sec): 3 clusters Score: Raw -185286.515934 + Penalty 3459.805308 = -181826.710626 nChanged 2 SP:Iteration 42Q (18576.750000 sec): 3 clusters Score: Raw -185288.951295 + Penalty 3459.805308 = -181829.145987 nChanged 1 SP:Iteration 43Q (18576.750000 sec): 3 clusters Score: Raw -185290.291520 + Penalty 3459.805308 = -181830.486212 nChanged 0 SP:Iteration 44F (18576.760000 sec): 3 clusters Score: Raw -185290.291520 + Penalty 3459.805308 = -181830.486212 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18576.780000 sec): 2 clusters Score: Raw -283585.388464 + Penalty 1829.684209 = -281755.704255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18576.780000 sec): 3 clusters Score: Raw -283057.710441 + Penalty 3659.368418 = -279398.342022 nChanged 495 SP:Iteration 1F (18576.790000 sec): 3 clusters Score: Raw -283468.701741 + Penalty 3659.368418 = -279809.333322 nChanged 131 SP:Iteration 2F (18576.800000 sec): 3 clusters Score: Raw -283578.498034 + Penalty 3659.368418 = -279919.129616 nChanged 54 SP:Iteration 3Q (18576.800000 sec): 3 clusters Score: Raw -283628.280941 + Penalty 3659.368418 = -279968.912522 nChanged 34 SP:Iteration 4Q (18576.810000 sec): 3 clusters Score: Raw -283654.973286 + Penalty 3659.368418 = -279995.604867 nChanged 14 SP:Iteration 5Q (18576.810000 sec): 3 clusters Score: Raw -283666.612869 + Penalty 3659.368418 = -280007.244450 nChanged 5 SP:Iteration 6Q (18576.820000 sec): 3 clusters Score: Raw -283669.811267 + Penalty 3659.368418 = -280010.442849 nChanged 8 SP:Iteration 7Q (18576.820000 sec): 3 clusters Score: Raw -283675.875635 + Penalty 3659.368418 = -280016.507217 nChanged 6 SP:Iteration 8Q (18576.830000 sec): 3 clusters Score: Raw -283679.877799 + Penalty 3659.368418 = -280020.509381 nChanged 8 SP:Iteration 9Q (18576.840000 sec): 3 clusters Score: Raw -283684.695226 + Penalty 3659.368418 = -280025.326808 nChanged 6 SP:Iteration 10Q (18576.840000 sec): 3 clusters Score: Raw -283688.241150 + Penalty 3659.368418 = -280028.872731 nChanged 3 SP:Iteration 11Q (18576.850000 sec): 3 clusters Score: Raw -283689.441662 + Penalty 3659.368418 = -280030.073244 nChanged 2 SP:Iteration 12Q (18576.860000 sec): 3 clusters Score: Raw -283692.970754 + Penalty 3659.368418 = -280033.602335 nChanged 6 SP:Iteration 13Q (18576.860000 sec): 3 clusters Score: Raw -283697.096983 + Penalty 3659.368418 = -280037.728565 nChanged 4 SP:Iteration 14Q (18576.870000 sec): 3 clusters Score: Raw -283701.963864 + Penalty 3659.368418 = -280042.595446 nChanged 4 SP:Iteration 15Q (18576.880000 sec): 3 clusters Score: Raw -283706.282307 + Penalty 3659.368418 = -280046.913888 nChanged 4 SP:Iteration 16Q (18576.880000 sec): 3 clusters Score: Raw -283709.553958 + Penalty 3659.368418 = -280050.185539 nChanged 3 SP:Iteration 17Q (18576.890000 sec): 3 clusters Score: Raw -283711.662405 + Penalty 3659.368418 = -280052.293987 nChanged 2 SP:Iteration 18Q (18576.890000 sec): 3 clusters Score: Raw -283714.971001 + Penalty 3659.368418 = -280055.602583 nChanged 5 SP:Iteration 19Q (18576.900000 sec): 3 clusters Score: Raw -283719.388942 + Penalty 3659.368418 = -280060.020523 nChanged 2 SP:Iteration 20F (18576.910000 sec): 3 clusters Score: Raw -283721.189753 + Penalty 3659.368418 = -280061.821335 nChanged 2 SP:Iteration 21Q (18576.910000 sec): 3 clusters Score: Raw -283723.356592 + Penalty 3659.368418 = -280063.988173 nChanged 2 SP:Iteration 22Q (18576.920000 sec): 3 clusters Score: Raw -283724.174853 + Penalty 3659.368418 = -280064.806435 nChanged 1 SP:Iteration 23Q (18576.920000 sec): 3 clusters Score: Raw -283724.698090 + Penalty 3659.368418 = -280065.329671 nChanged 1 SP:Iteration 24Q (18576.930000 sec): 3 clusters Score: Raw -283725.371797 + Penalty 3659.368418 = -280066.003379 nChanged 1 SP:Iteration 25Q (18576.940000 sec): 3 clusters Score: Raw -283725.879149 + Penalty 3659.368418 = -280066.510731 nChanged 0 SP:Iteration 26F (18576.940000 sec): 3 clusters Score: Raw -283725.879149 + Penalty 3659.368418 = -280066.510731 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18576.950000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18576.950000 sec): 3 clusters Score: Raw -17050.251506 + Penalty 2550.265124 = -14499.986382 nChanged 15 SP:Iteration 1F (18576.950000 sec): 3 clusters Score: Raw -17115.453388 + Penalty 2550.265124 = -14565.188264 nChanged 2 SP:Iteration 2Q (18576.960000 sec): 3 clusters Score: Raw -17120.261941 + Penalty 2550.265124 = -14569.996817 nChanged 1 SP:Iteration 3Q (18576.960000 sec): 3 clusters Score: Raw -17129.874738 + Penalty 2550.265124 = -14579.609614 nChanged 0 SP:Iteration 4F (18576.960000 sec): 3 clusters Score: Raw -17129.874738 + Penalty 2550.265124 = -14579.609614 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18577.030000 sec): 2 clusters Score: Raw -3267871.707934 + Penalty 2438.333905 = -3265433.374030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18577.100000 sec): 3 clusters Score: Raw -3257111.742752 + Penalty 4876.667809 = -3252235.074943 nChanged 8150 SP:Iteration 1F (18577.180000 sec): 3 clusters Score: Raw -3261415.549007 + Penalty 4876.667809 = -3256538.881198 nChanged 1043 SP:Iteration 2F (18577.250000 sec): 3 clusters Score: Raw -3261799.622905 + Penalty 4876.667809 = -3256922.955096 nChanged 837 SP:Iteration 3Q (18577.320000 sec): 3 clusters Score: Raw -3262109.489566 + Penalty 4876.667809 = -3257232.821757 nChanged 767 SP:Iteration 4Q (18577.400000 sec): 3 clusters Score: Raw -3262397.600516 + Penalty 4876.667809 = -3257520.932707 nChanged 756 SP:Iteration 5Q (18577.480000 sec): 3 clusters Score: Raw -3262712.395590 + Penalty 4876.667809 = -3257835.727780 nChanged 858 SP:Iteration 6Q (18577.550000 sec): 3 clusters Score: Raw -3263135.366412 + Penalty 4876.667809 = -3258258.698602 nChanged 1000 SP:Iteration 7F (18577.620000 sec): 3 clusters Score: Raw -3263714.062040 + Penalty 4876.667809 = -3258837.394231 nChanged 1180 SP:Iteration 8F (18577.700000 sec): 3 clusters Score: Raw -3264516.628768 + Penalty 4876.667809 = -3259639.960959 nChanged 1215 SP:Iteration 9F (18577.770000 sec): 3 clusters Score: Raw -3265438.077815 + Penalty 4876.667809 = -3260561.410006 nChanged 1087 SP:Iteration 10F (18577.840000 sec): 3 clusters Score: Raw -3266255.741518 + Penalty 4876.667809 = -3261379.073709 nChanged 845 SP:Iteration 11Q (18577.920000 sec): 3 clusters Score: Raw -3266905.762886 + Penalty 4876.667809 = -3262029.095077 nChanged 596 SP:Iteration 12Q (18577.990000 sec): 3 clusters Score: Raw -3267380.477384 + Penalty 4876.667809 = -3262503.809574 nChanged 408 SP:Iteration 13Q (18578.060000 sec): 3 clusters Score: Raw -3267717.259461 + Penalty 4876.667809 = -3262840.591651 nChanged 301 SP:Iteration 14Q (18578.130000 sec): 3 clusters Score: Raw -3267974.683769 + Penalty 4876.667809 = -3263098.015959 nChanged 228 SP:Iteration 15Q (18578.200000 sec): 3 clusters Score: Raw -3268208.735446 + Penalty 4876.667809 = -3263332.067636 nChanged 170 SP:Iteration 16Q (18578.270000 sec): 3 clusters Score: Raw -3268374.588027 + Penalty 4876.667809 = -3263497.920218 nChanged 136 SP:Iteration 17Q (18578.330000 sec): 3 clusters Score: Raw -3268513.797235 + Penalty 4876.667809 = -3263637.129426 nChanged 94 SP:Iteration 18Q (18578.390000 sec): 3 clusters Score: Raw -3268581.056280 + Penalty 4876.667809 = -3263704.388471 nChanged 73 SP:Iteration 19Q (18578.450000 sec): 3 clusters Score: Raw -3268623.259056 + Penalty 4876.667809 = -3263746.591247 nChanged 45 SP:Iteration 20F (18578.520000 sec): 3 clusters Score: Raw -3268647.156129 + Penalty 4876.667809 = -3263770.488319 nChanged 41 SP:Iteration 21Q (18578.580000 sec): 3 clusters Score: Raw -3268663.799024 + Penalty 4876.667809 = -3263787.131215 nChanged 26 SP:Iteration 22Q (18578.640000 sec): 3 clusters Score: Raw -3268672.598816 + Penalty 4876.667809 = -3263795.931007 nChanged 11 SP:Iteration 23Q (18578.690000 sec): 3 clusters Score: Raw -3268675.522599 + Penalty 4876.667809 = -3263798.854790 nChanged 4 SP:Iteration 24Q (18578.750000 sec): 3 clusters Score: Raw -3268676.592838 + Penalty 4876.667809 = -3263799.925028 nChanged 3 SP:Iteration 25Q (18578.800000 sec): 3 clusters Score: Raw -3268677.137947 + Penalty 4876.667809 = -3263800.470138 nChanged 0 SP:Iteration 26F (18578.880000 sec): 3 clusters Score: Raw -3268677.137947 + Penalty 4876.667809 = -3263800.470138 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18578.890000 sec): 2 clusters Score: Raw -192644.139459 + Penalty 1730.365773 = -190913.773687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18578.900000 sec): 3 clusters Score: Raw -192399.344974 + Penalty 3460.731545 = -188938.613428 nChanged 294 SP:Iteration 1F (18578.900000 sec): 3 clusters Score: Raw -192779.458873 + Penalty 3460.731545 = -189318.727328 nChanged 84 SP:Iteration 2F (18578.910000 sec): 3 clusters Score: Raw -192901.554647 + Penalty 3460.731545 = -189440.823101 nChanged 43 SP:Iteration 3Q (18578.910000 sec): 3 clusters Score: Raw -192966.073959 + Penalty 3460.731545 = -189505.342413 nChanged 33 SP:Iteration 4Q (18578.920000 sec): 3 clusters Score: Raw -193007.336334 + Penalty 3460.731545 = -189546.604789 nChanged 18 SP:Iteration 5Q (18578.920000 sec): 3 clusters Score: Raw -193037.649087 + Penalty 3460.731545 = -189576.917542 nChanged 29 SP:Iteration 6Q (18578.920000 sec): 3 clusters Score: Raw -193090.528853 + Penalty 3460.731545 = -189629.797307 nChanged 27 SP:Iteration 7Q (18578.930000 sec): 3 clusters Score: Raw -193130.248881 + Penalty 3460.731545 = -189669.517335 nChanged 25 SP:Iteration 8Q (18578.930000 sec): 3 clusters Score: Raw -193202.023607 + Penalty 3460.731545 = -189741.292062 nChanged 25 SP:Iteration 9Q (18578.940000 sec): 3 clusters Score: Raw -193255.116747 + Penalty 3460.731545 = -189794.385202 nChanged 24 SP:Iteration 10Q (18578.940000 sec): 3 clusters Score: Raw -193314.168413 + Penalty 3460.731545 = -189853.436868 nChanged 30 SP:Iteration 11Q (18578.940000 sec): 3 clusters Score: Raw -193363.083989 + Penalty 3460.731545 = -189902.352443 nChanged 16 SP:Iteration 12Q (18578.950000 sec): 3 clusters Score: Raw -193385.310899 + Penalty 3460.731545 = -189924.579354 nChanged 12 SP:Iteration 13Q (18578.950000 sec): 3 clusters Score: Raw -193405.247284 + Penalty 3460.731545 = -189944.515739 nChanged 8 SP:Iteration 14Q (18578.960000 sec): 3 clusters Score: Raw -193418.223801 + Penalty 3460.731545 = -189957.492256 nChanged 9 SP:Iteration 15Q (18578.960000 sec): 3 clusters Score: Raw -193430.541866 + Penalty 3460.731545 = -189969.810321 nChanged 6 SP:Iteration 16Q (18578.960000 sec): 3 clusters Score: Raw -193439.652034 + Penalty 3460.731545 = -189978.920488 nChanged 7 SP:Iteration 17Q (18578.970000 sec): 3 clusters Score: Raw -193481.472174 + Penalty 3460.731545 = -190020.740629 nChanged 11 SP:Iteration 18Q (18578.970000 sec): 3 clusters Score: Raw -193507.366555 + Penalty 3460.731545 = -190046.635010 nChanged 7 SP:Iteration 19Q (18578.970000 sec): 3 clusters Score: Raw -193518.923212 + Penalty 3460.731545 = -190058.191667 nChanged 7 SP:Iteration 20F (18578.980000 sec): 3 clusters Score: Raw -193552.233972 + Penalty 3460.731545 = -190091.502427 nChanged 5 SP:Iteration 21Q (18578.980000 sec): 3 clusters Score: Raw -193576.586633 + Penalty 3460.731545 = -190115.855088 nChanged 9 SP:Iteration 22Q (18578.980000 sec): 3 clusters Score: Raw -193598.360915 + Penalty 3460.731545 = -190137.629369 nChanged 6 SP:Iteration 23Q (18578.990000 sec): 3 clusters Score: Raw -193606.878209 + Penalty 3460.731545 = -190146.146664 nChanged 5 SP:Iteration 24Q (18578.990000 sec): 3 clusters Score: Raw -193611.150449 + Penalty 3460.731545 = -190150.418904 nChanged 1 SP:Iteration 25Q (18579.000000 sec): 3 clusters Score: Raw -193613.168838 + Penalty 3460.731545 = -190152.437292 nChanged 1 SP:Iteration 26Q (18579.000000 sec): 3 clusters Score: Raw -193614.989879 + Penalty 3460.731545 = -190154.258334 nChanged 3 SP:Iteration 27Q (18579.000000 sec): 3 clusters Score: Raw -193617.944159 + Penalty 3460.731545 = -190157.212613 nChanged 0 SP:Iteration 28F (18579.010000 sec): 3 clusters Score: Raw -193617.944159 + Penalty 3460.731545 = -190157.212613 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18579.020000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18579.020000 sec): 3 clusters Score: Raw -28967.915919 + Penalty 2617.944871 = -26349.971048 nChanged 19 SP:Iteration 1F (18579.020000 sec): 3 clusters Score: Raw -29052.272821 + Penalty 2617.944871 = -26434.327950 nChanged 3 SP:Iteration 2Q (18579.020000 sec): 3 clusters Score: Raw -29063.075869 + Penalty 2617.944871 = -26445.130998 nChanged 0 SP:Iteration 3F (18579.020000 sec): 3 clusters Score: Raw -29063.075869 + Penalty 2617.944871 = -26445.130998 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (221809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18579.800000 sec): 2 clusters Score: Raw -38429426.402852 + Penalty 3052.773839 = -38426373.629013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18580.720000 sec): 3 clusters Score: Raw -38283439.617277 + Penalty 6105.547677 = -38277334.069600 nChanged 106922 SP:Iteration 1F (18581.630000 sec): 3 clusters Score: Raw -38345957.954710 + Penalty 6105.547677 = -38339852.407033 nChanged 5600 SP:Iteration 2Q (18582.570000 sec): 3 clusters Score: Raw -38347109.752404 + Penalty 6105.547677 = -38341004.204727 nChanged 6253 SP:Iteration 3Q (18583.500000 sec): 3 clusters Score: Raw -38348718.706976 + Penalty 6105.547677 = -38342613.159299 nChanged 7599 SP:Iteration 4Q (18584.440000 sec): 3 clusters Score: Raw -38351363.508360 + Penalty 6105.547677 = -38345257.960682 nChanged 9818 SP:Iteration 5Q (18585.370000 sec): 3 clusters Score: Raw -38355988.326598 + Penalty 6105.547677 = -38349882.778921 nChanged 13099 SP:Iteration 6F (18586.290000 sec): 3 clusters Score: Raw -38364200.286507 + Penalty 6105.547677 = -38358094.738830 nChanged 16867 SP:Iteration 7F (18587.190000 sec): 3 clusters Score: Raw -38377639.779261 + Penalty 6105.547677 = -38371534.231583 nChanged 18637 SP:Iteration 8F (18588.100000 sec): 3 clusters Score: Raw -38394600.205365 + Penalty 6105.547677 = -38388494.657688 nChanged 16471 SP:Iteration 9F (18589.010000 sec): 3 clusters Score: Raw -38409979.541111 + Penalty 6105.547677 = -38403873.993433 nChanged 11276 SP:Iteration 10F (18589.910000 sec): 3 clusters Score: Raw -38420193.936923 + Penalty 6105.547677 = -38414088.389246 nChanged 6301 SP:Iteration 11Q (18590.680000 sec): 3 clusters Score: Raw -38425590.124403 + Penalty 6105.547677 = -38419484.576725 nChanged 3032 SP:Iteration 12Q (18591.400000 sec): 3 clusters Score: Raw -38428000.670034 + Penalty 6105.547677 = -38421895.122357 nChanged 1283 SP:Iteration 13Q (18592.080000 sec): 3 clusters Score: Raw -38428958.645305 + Penalty 6105.547677 = -38422853.097628 nChanged 607 SP:Iteration 14Q (18592.730000 sec): 3 clusters Score: Raw -38429379.184146 + Penalty 6105.547677 = -38423273.636468 nChanged 316 SP:Iteration 15Q (18593.380000 sec): 3 clusters Score: Raw -38429607.339785 + Penalty 6105.547677 = -38423501.792107 nChanged 185 SP:Iteration 16Q (18594.020000 sec): 3 clusters Score: Raw -38429721.831449 + Penalty 6105.547677 = -38423616.283772 nChanged 121 SP:Iteration 17Q (18594.650000 sec): 3 clusters Score: Raw -38429794.239080 + Penalty 6105.547677 = -38423688.691402 nChanged 71 SP:Iteration 18Q (18595.290000 sec): 3 clusters Score: Raw -38429835.705209 + Penalty 6105.547677 = -38423730.157531 nChanged 64 SP:Iteration 19Q (18595.920000 sec): 3 clusters Score: Raw -38429872.390532 + Penalty 6105.547677 = -38423766.842855 nChanged 45 SP:Iteration 20F (18596.810000 sec): 3 clusters Score: Raw -38429894.585568 + Penalty 6105.547677 = -38423789.037891 nChanged 35 SP:Iteration 21Q (18597.440000 sec): 3 clusters Score: Raw -38429914.820352 + Penalty 6105.547677 = -38423809.272675 nChanged 24 SP:Iteration 22Q (18598.070000 sec): 3 clusters Score: Raw -38429927.140802 + Penalty 6105.547677 = -38423821.593125 nChanged 23 SP:Iteration 23Q (18598.710000 sec): 3 clusters Score: Raw -38429937.841906 + Penalty 6105.547677 = -38423832.294229 nChanged 27 SP:Iteration 24Q (18599.330000 sec): 3 clusters Score: Raw -38429951.753402 + Penalty 6105.547677 = -38423846.205725 nChanged 20 SP:Iteration 25Q (18599.970000 sec): 3 clusters Score: Raw -38429962.276088 + Penalty 6105.547677 = -38423856.728410 nChanged 18 SP:Iteration 26Q (18600.590000 sec): 3 clusters Score: Raw -38429970.415568 + Penalty 6105.547677 = -38423864.867891 nChanged 16 SP:Iteration 27Q (18601.230000 sec): 3 clusters Score: Raw -38429976.830312 + Penalty 6105.547677 = -38423871.282634 nChanged 9 SP:Iteration 28Q (18601.850000 sec): 3 clusters Score: Raw -38429980.461901 + Penalty 6105.547677 = -38423874.914224 nChanged 10 SP:Iteration 29Q (18602.480000 sec): 3 clusters Score: Raw -38429984.930346 + Penalty 6105.547677 = -38423879.382669 nChanged 9 SP:Iteration 30Q (18603.110000 sec): 3 clusters Score: Raw -38429989.134945 + Penalty 6105.547677 = -38423883.587267 nChanged 7 SP:Iteration 31Q (18603.740000 sec): 3 clusters Score: Raw -38429991.835574 + Penalty 6105.547677 = -38423886.287897 nChanged 3 SP:Iteration 32Q (18604.370000 sec): 3 clusters Score: Raw -38429993.574313 + Penalty 6105.547677 = -38423888.026635 nChanged 5 SP:Iteration 33Q (18605.000000 sec): 3 clusters Score: Raw -38429995.768277 + Penalty 6105.547677 = -38423890.220600 nChanged 4 SP:Iteration 34Q (18605.630000 sec): 3 clusters Score: Raw -38429997.726136 + Penalty 6105.547677 = -38423892.178458 nChanged 4 SP:Iteration 35Q (18606.260000 sec): 3 clusters Score: Raw -38429999.278662 + Penalty 6105.547677 = -38423893.730985 nChanged 8 SP:Iteration 36Q (18606.890000 sec): 3 clusters Score: Raw -38430003.140002 + Penalty 6105.547677 = -38423897.592325 nChanged 6 SP:Iteration 37Q (18607.510000 sec): 3 clusters Score: Raw -38430005.274211 + Penalty 6105.547677 = -38423899.726534 nChanged 4 SP:Iteration 38Q (18608.140000 sec): 3 clusters Score: Raw -38430006.639342 + Penalty 6105.547677 = -38423901.091665 nChanged 2 SP:Iteration 39Q (18608.770000 sec): 3 clusters Score: Raw -38430007.133516 + Penalty 6105.547677 = -38423901.585839 nChanged 1 SP:Iteration 40F (18609.660000 sec): 3 clusters Score: Raw -38430007.557676 + Penalty 6105.547677 = -38423902.009999 nChanged 1 SP:Iteration 41Q (18610.290000 sec): 3 clusters Score: Raw -38430008.041430 + Penalty 6105.547677 = -38423902.493752 nChanged 1 SP:Iteration 42Q (18610.930000 sec): 3 clusters Score: Raw -38430008.459142 + Penalty 6105.547677 = -38423902.911464 nChanged 0 SP:Iteration 43F (18611.820000 sec): 3 clusters Score: Raw -38430008.459142 + Penalty 6105.547677 = -38423902.911464 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18611.900000 sec): 2 clusters Score: Raw -291400.223230 + Penalty 1851.624434 = -289548.598796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18611.910000 sec): 3 clusters Score: Raw -290775.082690 + Penalty 3703.248868 = -287071.833822 nChanged 526 SP:Iteration 1F (18611.910000 sec): 3 clusters Score: Raw -291253.774394 + Penalty 3703.248868 = -287550.525526 nChanged 163 SP:Iteration 2F (18611.920000 sec): 3 clusters Score: Raw -291441.032251 + Penalty 3703.248868 = -287737.783383 nChanged 108 SP:Iteration 3F (18611.930000 sec): 3 clusters Score: Raw -291593.058616 + Penalty 3703.248868 = -287889.809749 nChanged 92 SP:Iteration 4F (18611.930000 sec): 3 clusters Score: Raw -291718.335290 + Penalty 3703.248868 = -288015.086422 nChanged 72 SP:Iteration 5Q (18611.940000 sec): 3 clusters Score: Raw -291793.885466 + Penalty 3703.248868 = -288090.636598 nChanged 45 SP:Iteration 6Q (18611.950000 sec): 3 clusters Score: Raw -291849.384384 + Penalty 3703.248868 = -288146.135516 nChanged 49 SP:Iteration 7Q (18611.950000 sec): 3 clusters Score: Raw -291910.728331 + Penalty 3703.248868 = -288207.479463 nChanged 41 SP:Iteration 8Q (18611.960000 sec): 3 clusters Score: Raw -291963.126505 + Penalty 3703.248868 = -288259.877637 nChanged 35 SP:Iteration 9Q (18611.970000 sec): 3 clusters Score: Raw -292007.193917 + Penalty 3703.248868 = -288303.945049 nChanged 30 SP:Iteration 10Q (18611.970000 sec): 3 clusters Score: Raw -292033.339791 + Penalty 3703.248868 = -288330.090923 nChanged 22 SP:Iteration 11Q (18611.980000 sec): 3 clusters Score: Raw -292061.080267 + Penalty 3703.248868 = -288357.831399 nChanged 24 SP:Iteration 12Q (18611.990000 sec): 3 clusters Score: Raw -292089.234969 + Penalty 3703.248868 = -288385.986101 nChanged 20 SP:Iteration 13Q (18611.990000 sec): 3 clusters Score: Raw -292106.964482 + Penalty 3703.248868 = -288403.715614 nChanged 12 SP:Iteration 14Q (18612.000000 sec): 3 clusters Score: Raw -292116.939455 + Penalty 3703.248868 = -288413.690587 nChanged 11 SP:Iteration 15Q (18612.010000 sec): 3 clusters Score: Raw -292128.061860 + Penalty 3703.248868 = -288424.812993 nChanged 14 SP:Iteration 16Q (18612.010000 sec): 3 clusters Score: Raw -292142.295531 + Penalty 3703.248868 = -288439.046663 nChanged 12 SP:Iteration 17Q (18612.020000 sec): 3 clusters Score: Raw -292154.544457 + Penalty 3703.248868 = -288451.295589 nChanged 14 SP:Iteration 18Q (18612.030000 sec): 3 clusters Score: Raw -292171.663750 + Penalty 3703.248868 = -288468.414882 nChanged 14 SP:Iteration 19Q (18612.030000 sec): 3 clusters Score: Raw -292189.452663 + Penalty 3703.248868 = -288486.203795 nChanged 15 SP:Iteration 20F (18612.040000 sec): 3 clusters Score: Raw -292206.438030 + Penalty 3703.248868 = -288503.189162 nChanged 11 SP:Iteration 21Q (18612.050000 sec): 3 clusters Score: Raw -292218.437170 + Penalty 3703.248868 = -288515.188302 nChanged 10 SP:Iteration 22Q (18612.050000 sec): 3 clusters Score: Raw -292234.031618 + Penalty 3703.248868 = -288530.782750 nChanged 5 SP:Iteration 23Q (18612.060000 sec): 3 clusters Score: Raw -292237.994514 + Penalty 3703.248868 = -288534.745646 nChanged 5 SP:Iteration 24Q (18612.070000 sec): 3 clusters Score: Raw -292242.599206 + Penalty 3703.248868 = -288539.350338 nChanged 2 SP:Iteration 25Q (18612.070000 sec): 3 clusters Score: Raw -292243.533454 + Penalty 3703.248868 = -288540.284586 nChanged 0 SP:Iteration 26F (18612.080000 sec): 3 clusters Score: Raw -292243.533454 + Penalty 3703.248868 = -288540.284586 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (118942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18612.510000 sec): 2 clusters Score: Raw -21094471.381605 + Penalty 2898.225032 = -21091573.156573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18613.000000 sec): 3 clusters Score: Raw -21017961.075079 + Penalty 5796.450064 = -21012164.625015 nChanged 56476 SP:Iteration 1F (18613.490000 sec): 3 clusters Score: Raw -21050002.223717 + Penalty 5796.450064 = -21044205.773653 nChanged 3510 SP:Iteration 2Q (18613.990000 sec): 3 clusters Score: Raw -21050689.189246 + Penalty 5796.450064 = -21044892.739182 nChanged 3384 SP:Iteration 3Q (18614.490000 sec): 3 clusters Score: Raw -21051353.692834 + Penalty 5796.450064 = -21045557.242770 nChanged 3220 SP:Iteration 4Q (18614.990000 sec): 3 clusters Score: Raw -21051988.419676 + Penalty 5796.450064 = -21046191.969612 nChanged 3135 SP:Iteration 5Q (18615.490000 sec): 3 clusters Score: Raw -21052690.082397 + Penalty 5796.450064 = -21046893.632332 nChanged 3342 SP:Iteration 6Q (18616.000000 sec): 3 clusters Score: Raw -21053549.712938 + Penalty 5796.450064 = -21047753.262874 nChanged 3721 SP:Iteration 7Q (18616.500000 sec): 3 clusters Score: Raw -21054715.116836 + Penalty 5796.450064 = -21048918.666772 nChanged 4291 SP:Iteration 8Q (18617.000000 sec): 3 clusters Score: Raw -21056400.657665 + Penalty 5796.450064 = -21050604.207601 nChanged 5336 SP:Iteration 9Q (18617.500000 sec): 3 clusters Score: Raw -21059219.976927 + Penalty 5796.450064 = -21053423.526863 nChanged 6517 SP:Iteration 10F (18617.980000 sec): 3 clusters Score: Raw -21063545.629741 + Penalty 5796.450064 = -21057749.179676 nChanged 7229 SP:Iteration 11F (18618.470000 sec): 3 clusters Score: Raw -21069143.495221 + Penalty 5796.450064 = -21063347.045156 nChanged 6915 SP:Iteration 12F (18618.960000 sec): 3 clusters Score: Raw -21074760.919268 + Penalty 5796.450064 = -21068964.469204 nChanged 5811 SP:Iteration 13Q (18619.420000 sec): 3 clusters Score: Raw -21079259.152521 + Penalty 5796.450064 = -21073462.702457 nChanged 4561 SP:Iteration 14Q (18619.880000 sec): 3 clusters Score: Raw -21082592.542403 + Penalty 5796.450064 = -21076796.092339 nChanged 3618 SP:Iteration 15Q (18620.300000 sec): 3 clusters Score: Raw -21085083.032859 + Penalty 5796.450064 = -21079286.582795 nChanged 2924 SP:Iteration 16Q (18620.710000 sec): 3 clusters Score: Raw -21087124.846067 + Penalty 5796.450064 = -21081328.396003 nChanged 2470 SP:Iteration 17Q (18621.100000 sec): 3 clusters Score: Raw -21088907.203185 + Penalty 5796.450064 = -21083110.753121 nChanged 2061 SP:Iteration 18Q (18621.480000 sec): 3 clusters Score: Raw -21090444.499639 + Penalty 5796.450064 = -21084648.049575 nChanged 1700 SP:Iteration 19Q (18621.840000 sec): 3 clusters Score: Raw -21091732.904537 + Penalty 5796.450064 = -21085936.454473 nChanged 1270 SP:Iteration 20F (18622.320000 sec): 3 clusters Score: Raw -21092705.771180 + Penalty 5796.450064 = -21086909.321116 nChanged 939 SP:Iteration 21Q (18622.660000 sec): 3 clusters Score: Raw -21093455.019226 + Penalty 5796.450064 = -21087658.569162 nChanged 643 SP:Iteration 22Q (18623.000000 sec): 3 clusters Score: Raw -21093983.283740 + Penalty 5796.450064 = -21088186.833676 nChanged 379 SP:Iteration 23Q (18623.340000 sec): 3 clusters Score: Raw -21094306.980508 + Penalty 5796.450064 = -21088510.530444 nChanged 220 SP:Iteration 24Q (18623.680000 sec): 3 clusters Score: Raw -21094505.564203 + Penalty 5796.450064 = -21088709.114139 nChanged 108 SP:Iteration 25Q (18624.010000 sec): 3 clusters Score: Raw -21094608.125170 + Penalty 5796.450064 = -21088811.675106 nChanged 64 SP:Iteration 26Q (18624.350000 sec): 3 clusters Score: Raw -21094668.124886 + Penalty 5796.450064 = -21088871.674822 nChanged 40 SP:Iteration 27Q (18624.680000 sec): 3 clusters Score: Raw -21094709.440055 + Penalty 5796.450064 = -21088912.989991 nChanged 20 SP:Iteration 28Q (18625.010000 sec): 3 clusters Score: Raw -21094731.245659 + Penalty 5796.450064 = -21088934.795595 nChanged 27 SP:Iteration 29Q (18625.350000 sec): 3 clusters Score: Raw -21094757.119874 + Penalty 5796.450064 = -21088960.669810 nChanged 18 SP:Iteration 30Q (18625.680000 sec): 3 clusters Score: Raw -21094775.603001 + Penalty 5796.450064 = -21088979.152937 nChanged 13 SP:Iteration 31Q (18626.010000 sec): 3 clusters Score: Raw -21094790.825489 + Penalty 5796.450064 = -21088994.375425 nChanged 4 SP:Iteration 32Q (18626.340000 sec): 3 clusters Score: Raw -21094794.609661 + Penalty 5796.450064 = -21088998.159597 nChanged 0 SP:Iteration 33F (18626.820000 sec): 3 clusters Score: Raw -21094794.609661 + Penalty 5796.450064 = -21088998.159597 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18626.870000 sec): 2 clusters Score: Raw -398389.185997 + Penalty 1939.866914 = -396449.319083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18626.880000 sec): 3 clusters Score: Raw -397391.392889 + Penalty 3879.733828 = -393511.659060 nChanged 877 SP:Iteration 1F (18626.890000 sec): 3 clusters Score: Raw -398074.214363 + Penalty 3879.733828 = -394194.480535 nChanged 239 SP:Iteration 2F (18626.900000 sec): 3 clusters Score: Raw -398335.600491 + Penalty 3879.733828 = -394455.866663 nChanged 180 SP:Iteration 3F (18626.910000 sec): 3 clusters Score: Raw -398536.635075 + Penalty 3879.733828 = -394656.901247 nChanged 133 SP:Iteration 4F (18626.920000 sec): 3 clusters Score: Raw -398655.749641 + Penalty 3879.733828 = -394776.015813 nChanged 99 SP:Iteration 5Q (18626.930000 sec): 3 clusters Score: Raw -398759.450499 + Penalty 3879.733828 = -394879.716671 nChanged 85 SP:Iteration 6Q (18626.940000 sec): 3 clusters Score: Raw -398852.335762 + Penalty 3879.733828 = -394972.601934 nChanged 90 SP:Iteration 7Q (18626.950000 sec): 3 clusters Score: Raw -398938.351778 + Penalty 3879.733828 = -395058.617950 nChanged 61 SP:Iteration 8Q (18626.960000 sec): 3 clusters Score: Raw -398991.370099 + Penalty 3879.733828 = -395111.636271 nChanged 46 SP:Iteration 9Q (18626.970000 sec): 3 clusters Score: Raw -399025.227431 + Penalty 3879.733828 = -395145.493603 nChanged 35 SP:Iteration 10Q (18626.980000 sec): 3 clusters Score: Raw -399055.178878 + Penalty 3879.733828 = -395175.445050 nChanged 27 SP:Iteration 11Q (18626.990000 sec): 3 clusters Score: Raw -399074.126154 + Penalty 3879.733828 = -395194.392326 nChanged 23 SP:Iteration 12Q (18627.000000 sec): 3 clusters Score: Raw -399089.956657 + Penalty 3879.733828 = -395210.222829 nChanged 13 SP:Iteration 13Q (18627.000000 sec): 3 clusters Score: Raw -399098.487382 + Penalty 3879.733828 = -395218.753554 nChanged 12 SP:Iteration 14Q (18627.010000 sec): 3 clusters Score: Raw -399105.938751 + Penalty 3879.733828 = -395226.204923 nChanged 5 SP:Iteration 15Q (18627.020000 sec): 3 clusters Score: Raw -399110.833579 + Penalty 3879.733828 = -395231.099751 nChanged 8 SP:Iteration 16Q (18627.030000 sec): 3 clusters Score: Raw -399116.963024 + Penalty 3879.733828 = -395237.229195 nChanged 12 SP:Iteration 17Q (18627.040000 sec): 3 clusters Score: Raw -399125.878236 + Penalty 3879.733828 = -395246.144408 nChanged 10 SP:Iteration 18Q (18627.050000 sec): 3 clusters Score: Raw -399134.018657 + Penalty 3879.733828 = -395254.284829 nChanged 7 SP:Iteration 19Q (18627.060000 sec): 3 clusters Score: Raw -399138.312828 + Penalty 3879.733828 = -395258.579000 nChanged 5 SP:Iteration 20F (18627.070000 sec): 3 clusters Score: Raw -399140.871949 + Penalty 3879.733828 = -395261.138121 nChanged 4 SP:Iteration 21Q (18627.080000 sec): 3 clusters Score: Raw -399143.526301 + Penalty 3879.733828 = -395263.792473 nChanged 4 SP:Iteration 22Q (18627.090000 sec): 3 clusters Score: Raw -399147.018524 + Penalty 3879.733828 = -395267.284696 nChanged 3 SP:Iteration 23Q (18627.100000 sec): 3 clusters Score: Raw -399152.529765 + Penalty 3879.733828 = -395272.795937 nChanged 11 SP:Iteration 24Q (18627.110000 sec): 3 clusters Score: Raw -399160.945726 + Penalty 3879.733828 = -395281.211898 nChanged 9 SP:Iteration 25Q (18627.120000 sec): 3 clusters Score: Raw -399166.426661 + Penalty 3879.733828 = -395286.692833 nChanged 8 SP:Iteration 26Q (18627.130000 sec): 3 clusters Score: Raw -399172.286781 + Penalty 3879.733828 = -395292.552953 nChanged 4 SP:Iteration 27Q (18627.140000 sec): 3 clusters Score: Raw -399176.840103 + Penalty 3879.733828 = -395297.106275 nChanged 8 SP:Iteration 28Q (18627.140000 sec): 3 clusters Score: Raw -399184.392302 + Penalty 3879.733828 = -395304.658474 nChanged 5 SP:Iteration 29Q (18627.160000 sec): 3 clusters Score: Raw -399187.778818 + Penalty 3879.733828 = -395308.044990 nChanged 4 SP:Iteration 30Q (18627.160000 sec): 3 clusters Score: Raw -399189.601365 + Penalty 3879.733828 = -395309.867537 nChanged 2 SP:Iteration 31Q (18627.170000 sec): 3 clusters Score: Raw -399190.491196 + Penalty 3879.733828 = -395310.757368 nChanged 1 SP:Iteration 32Q (18627.180000 sec): 3 clusters Score: Raw -399191.076556 + Penalty 3879.733828 = -395311.342728 nChanged 0 SP:Iteration 33F (18627.190000 sec): 3 clusters Score: Raw -399191.076556 + Penalty 3879.733828 = -395311.342728 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18627.200000 sec): 2 clusters Score: Raw -36371.936799 + Penalty 1392.055770 = -34979.881029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18627.200000 sec): 3 clusters Score: Raw -36628.753662 + Penalty 2784.111541 = -33844.642121 nChanged 30 SP:Iteration 1F (18627.200000 sec): 3 clusters Score: Raw -36814.828264 + Penalty 2784.111541 = -34030.716723 nChanged 19 SP:Iteration 2F (18627.200000 sec): 3 clusters Score: Raw -36908.894710 + Penalty 2784.111541 = -34124.783169 nChanged 8 SP:Iteration 3Q (18627.210000 sec): 3 clusters Score: Raw -36946.604317 + Penalty 2784.111541 = -34162.492777 nChanged 6 SP:Iteration 4Q (18627.210000 sec): 3 clusters Score: Raw -36968.616720 + Penalty 2784.111541 = -34184.505180 nChanged 0 SP:Iteration 5F (18627.210000 sec): 3 clusters Score: Raw -36968.616720 + Penalty 2784.111541 = -34184.505180 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18627.220000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18627.220000 sec): 3 clusters Score: Raw -89037.458555 + Penalty 3156.916375 = -85880.542179 nChanged 117 SP:Iteration 1F (18627.220000 sec): 3 clusters Score: Raw -89274.313614 + Penalty 3156.916375 = -86117.397239 nChanged 40 SP:Iteration 2F (18627.220000 sec): 3 clusters Score: Raw -89368.240116 + Penalty 3156.916375 = -86211.323740 nChanged 16 SP:Iteration 3Q (18627.230000 sec): 3 clusters Score: Raw -89401.738839 + Penalty 3156.916375 = -86244.822464 nChanged 14 SP:Iteration 4Q (18627.230000 sec): 3 clusters Score: Raw -89446.758516 + Penalty 3156.916375 = -86289.842141 nChanged 9 SP:Iteration 5Q (18627.230000 sec): 3 clusters Score: Raw -89476.621296 + Penalty 3156.916375 = -86319.704920 nChanged 8 SP:Iteration 6Q (18627.230000 sec): 3 clusters Score: Raw -89514.011573 + Penalty 3156.916375 = -86357.095197 nChanged 13 SP:Iteration 7Q (18627.240000 sec): 3 clusters Score: Raw -89589.429568 + Penalty 3156.916375 = -86432.513192 nChanged 16 SP:Iteration 8Q (18627.240000 sec): 3 clusters Score: Raw -89710.505350 + Penalty 3156.916375 = -86553.588974 nChanged 14 SP:Iteration 9Q (18627.240000 sec): 3 clusters Score: Raw -89822.183087 + Penalty 3156.916375 = -86665.266712 nChanged 15 SP:Iteration 10Q (18627.240000 sec): 3 clusters Score: Raw -89941.857632 + Penalty 3156.916375 = -86784.941256 nChanged 15 SP:Iteration 11Q (18627.240000 sec): 3 clusters Score: Raw -89987.606706 + Penalty 3156.916375 = -86830.690331 nChanged 12 SP:Iteration 12Q (18627.240000 sec): 3 clusters Score: Raw -90020.336336 + Penalty 3156.916375 = -86863.419960 nChanged 10 SP:Iteration 13Q (18627.250000 sec): 3 clusters Score: Raw -90039.221312 + Penalty 3156.916375 = -86882.304937 nChanged 7 SP:Iteration 14Q (18627.250000 sec): 3 clusters Score: Raw -90051.006481 + Penalty 3156.916375 = -86894.090106 nChanged 7 SP:Iteration 15Q (18627.250000 sec): 3 clusters Score: Raw -90063.958869 + Penalty 3156.916375 = -86907.042493 nChanged 8 SP:Iteration 16Q (18627.250000 sec): 3 clusters Score: Raw -90093.104799 + Penalty 3156.916375 = -86936.188423 nChanged 7 SP:Iteration 17Q (18627.260000 sec): 3 clusters Score: Raw -90110.722191 + Penalty 3156.916375 = -86953.805816 nChanged 4 SP:Iteration 18Q (18627.260000 sec): 3 clusters Score: Raw -90120.028715 + Penalty 3156.916375 = -86963.112339 nChanged 2 SP:Iteration 19Q (18627.260000 sec): 3 clusters Score: Raw -90126.887157 + Penalty 3156.916375 = -86969.970781 nChanged 4 SP:Iteration 20F (18627.260000 sec): 3 clusters Score: Raw -90139.375374 + Penalty 3156.916375 = -86982.458998 nChanged 4 SP:Iteration 21Q (18627.260000 sec): 3 clusters Score: Raw -90153.602921 + Penalty 3156.916375 = -86996.686546 nChanged 4 SP:Iteration 22Q (18627.260000 sec): 3 clusters Score: Raw -90169.364633 + Penalty 3156.916375 = -87012.448258 nChanged 7 SP:Iteration 23Q (18627.270000 sec): 3 clusters Score: Raw -90193.688523 + Penalty 3156.916375 = -87036.772148 nChanged 2 SP:Iteration 24Q (18627.270000 sec): 3 clusters Score: Raw -90197.330721 + Penalty 3156.916375 = -87040.414345 nChanged 4 SP:Iteration 25Q (18627.270000 sec): 3 clusters Score: Raw -90206.327151 + Penalty 3156.916375 = -87049.410776 nChanged 2 SP:Iteration 26Q (18627.270000 sec): 3 clusters Score: Raw -90212.687183 + Penalty 3156.916375 = -87055.770808 nChanged 4 SP:Iteration 27Q (18627.280000 sec): 3 clusters Score: Raw -90223.055677 + Penalty 3156.916375 = -87066.139301 nChanged 6 SP:Iteration 28Q (18627.280000 sec): 3 clusters Score: Raw -90240.962937 + Penalty 3156.916375 = -87084.046561 nChanged 5 SP:Iteration 29Q (18627.280000 sec): 3 clusters Score: Raw -90257.018494 + Penalty 3156.916375 = -87100.102119 nChanged 4 SP:Iteration 30Q (18627.280000 sec): 3 clusters Score: Raw -90279.658815 + Penalty 3156.916375 = -87122.742440 nChanged 9 SP:Iteration 31Q (18627.280000 sec): 3 clusters Score: Raw -90330.738871 + Penalty 3156.916375 = -87173.822495 nChanged 7 SP:Iteration 32Q (18627.280000 sec): 3 clusters Score: Raw -90365.462672 + Penalty 3156.916375 = -87208.546297 nChanged 3 SP:Iteration 33Q (18627.290000 sec): 3 clusters Score: Raw -90382.294089 + Penalty 3156.916375 = -87225.377714 nChanged 1 SP:Iteration 34Q (18627.290000 sec): 3 clusters Score: Raw -90386.723453 + Penalty 3156.916375 = -87229.807077 nChanged 2 SP:Iteration 35Q (18627.290000 sec): 3 clusters Score: Raw -90397.285328 + Penalty 3156.916375 = -87240.368953 nChanged 1 SP:Iteration 36Q (18627.290000 sec): 3 clusters Score: Raw -90403.425475 + Penalty 3156.916375 = -87246.509100 nChanged 2 SP:Iteration 37Q (18627.290000 sec): 3 clusters Score: Raw -90424.470617 + Penalty 3156.916375 = -87267.554242 nChanged 2 SP:Iteration 38Q (18627.300000 sec): 3 clusters Score: Raw -90441.002277 + Penalty 3156.916375 = -87284.085901 nChanged 2 SP:Iteration 39Q (18627.300000 sec): 3 clusters Score: Raw -90452.004532 + Penalty 3156.916375 = -87295.088157 nChanged 4 SP:Iteration 40F (18627.300000 sec): 3 clusters Score: Raw -90469.049453 + Penalty 3156.916375 = -87312.133078 nChanged 3 SP:Iteration 41Q (18627.300000 sec): 3 clusters Score: Raw -90486.254693 + Penalty 3156.916375 = -87329.338317 nChanged 2 SP:Iteration 42Q (18627.300000 sec): 3 clusters Score: Raw -90493.632369 + Penalty 3156.916375 = -87336.715993 nChanged 1 SP:Iteration 43Q (18627.300000 sec): 3 clusters Score: Raw -90496.051696 + Penalty 3156.916375 = -87339.135320 nChanged 0 SP:Iteration 44F (18627.310000 sec): 3 clusters Score: Raw -90496.051696 + Penalty 3156.916375 = -87339.135320 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1339054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18633.270000 sec): 2 clusters Score: Raw -234309755.271869 + Penalty 3498.653540 = -234306256.618328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18638.800000 sec): 3 clusters Score: Raw -233401875.272307 + Penalty 6997.307080 = -233394877.965227 nChanged 659163 SP:Iteration 1F (18644.300000 sec): 3 clusters Score: Raw -233804669.571804 + Penalty 6997.307080 = -233797672.264724 nChanged 28889 SP:Iteration 2Q (18649.920000 sec): 3 clusters Score: Raw -233809976.173922 + Penalty 6997.307080 = -233802978.866842 nChanged 34235 SP:Iteration 3Q (18655.560000 sec): 3 clusters Score: Raw -233818304.216930 + Penalty 6997.307080 = -233811306.909850 nChanged 43788 SP:Iteration 4Q (18661.180000 sec): 3 clusters Score: Raw -233833015.832479 + Penalty 6997.307080 = -233826018.525399 nChanged 60198 SP:Iteration 5Q (18666.800000 sec): 3 clusters Score: Raw -233861153.746926 + Penalty 6997.307080 = -233854156.439845 nChanged 83794 SP:Iteration 6F (18672.290000 sec): 3 clusters Score: Raw -233913525.973530 + Penalty 6997.307080 = -233906528.666449 nChanged 108448 SP:Iteration 7F (18677.770000 sec): 3 clusters Score: Raw -233999053.430019 + Penalty 6997.307080 = -233992056.122939 nChanged 120037 SP:Iteration 8F (18683.250000 sec): 3 clusters Score: Raw -234108806.075080 + Penalty 6997.307080 = -234101808.768000 nChanged 103266 SP:Iteration 9F (18688.690000 sec): 3 clusters Score: Raw -234209384.706383 + Penalty 6997.307080 = -234202387.399302 nChanged 65077 SP:Iteration 10Q (18693.740000 sec): 3 clusters Score: Raw -234272454.465330 + Penalty 6997.307080 = -234265457.158250 nChanged 28571 SP:Iteration 11Q (18698.260000 sec): 3 clusters Score: Raw -234298895.726409 + Penalty 6997.307080 = -234291898.419328 nChanged 9308 SP:Iteration 12Q (18702.360000 sec): 3 clusters Score: Raw -234307051.609316 + Penalty 6997.307080 = -234300054.302235 nChanged 2475 SP:Iteration 13Q (18706.230000 sec): 3 clusters Score: Raw -234309171.440976 + Penalty 6997.307080 = -234302174.133895 nChanged 602 SP:Iteration 14Q (18710.000000 sec): 3 clusters Score: Raw -234309726.214705 + Penalty 6997.307080 = -234302728.907624 nChanged 170 SP:Iteration 15Q (18713.740000 sec): 3 clusters Score: Raw -234309911.860217 + Penalty 6997.307080 = -234302914.553137 nChanged 67 SP:Iteration 16Q (18717.480000 sec): 3 clusters Score: Raw -234309997.766371 + Penalty 6997.307080 = -234303000.459291 nChanged 31 SP:Iteration 17Q (18721.210000 sec): 3 clusters Score: Raw -234310037.144938 + Penalty 6997.307080 = -234303039.837857 nChanged 15 SP:Iteration 18Q (18724.960000 sec): 3 clusters Score: Raw -234310054.868093 + Penalty 6997.307080 = -234303057.561013 nChanged 9 SP:Iteration 19Q (18728.700000 sec): 3 clusters Score: Raw -234310065.827103 + Penalty 6997.307080 = -234303068.520022 nChanged 0 SP:Iteration 20F (18734.090000 sec): 3 clusters Score: Raw -234310065.827103 + Penalty 6997.307080 = -234303068.520022 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18734.550000 sec): 2 clusters Score: Raw -1552220.232120 + Penalty 2263.189074 = -1549957.043046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18734.590000 sec): 3 clusters Score: Raw -1547267.211827 + Penalty 4526.378148 = -1542740.833679 nChanged 3825 SP:Iteration 1F (18734.620000 sec): 3 clusters Score: Raw -1549383.801224 + Penalty 4526.378148 = -1544857.423076 nChanged 643 SP:Iteration 2F (18734.660000 sec): 3 clusters Score: Raw -1549723.107323 + Penalty 4526.378148 = -1545196.729175 nChanged 487 SP:Iteration 3F (18734.690000 sec): 3 clusters Score: Raw -1549997.653545 + Penalty 4526.378148 = -1545471.275397 nChanged 461 SP:Iteration 4F (18734.730000 sec): 3 clusters Score: Raw -1550296.799514 + Penalty 4526.378148 = -1545770.421366 nChanged 471 SP:Iteration 5F (18734.770000 sec): 3 clusters Score: Raw -1550597.200217 + Penalty 4526.378148 = -1546070.822069 nChanged 430 SP:Iteration 6Q (18734.800000 sec): 3 clusters Score: Raw -1550877.240371 + Penalty 4526.378148 = -1546350.862223 nChanged 440 SP:Iteration 7Q (18734.840000 sec): 3 clusters Score: Raw -1551174.457647 + Penalty 4526.378148 = -1546648.079498 nChanged 407 SP:Iteration 8Q (18734.870000 sec): 3 clusters Score: Raw -1551444.448286 + Penalty 4526.378148 = -1546918.070138 nChanged 345 SP:Iteration 9Q (18734.910000 sec): 3 clusters Score: Raw -1551652.607284 + Penalty 4526.378148 = -1547126.229136 nChanged 293 SP:Iteration 10Q (18734.950000 sec): 3 clusters Score: Raw -1551812.210400 + Penalty 4526.378148 = -1547285.832252 nChanged 234 SP:Iteration 11Q (18734.980000 sec): 3 clusters Score: Raw -1551923.157929 + Penalty 4526.378148 = -1547396.779781 nChanged 184 SP:Iteration 12Q (18735.010000 sec): 3 clusters Score: Raw -1552007.769864 + Penalty 4526.378148 = -1547481.391716 nChanged 161 SP:Iteration 13Q (18735.050000 sec): 3 clusters Score: Raw -1552082.760800 + Penalty 4526.378148 = -1547556.382652 nChanged 160 SP:Iteration 14Q (18735.090000 sec): 3 clusters Score: Raw -1552159.153939 + Penalty 4526.378148 = -1547632.775791 nChanged 162 SP:Iteration 15Q (18735.120000 sec): 3 clusters Score: Raw -1552241.613338 + Penalty 4526.378148 = -1547715.235189 nChanged 157 SP:Iteration 16Q (18735.150000 sec): 3 clusters Score: Raw -1552328.597875 + Penalty 4526.378148 = -1547802.219727 nChanged 159 SP:Iteration 17Q (18735.190000 sec): 3 clusters Score: Raw -1552417.994244 + Penalty 4526.378148 = -1547891.616096 nChanged 159 SP:Iteration 18Q (18735.220000 sec): 3 clusters Score: Raw -1552505.817939 + Penalty 4526.378148 = -1547979.439790 nChanged 135 SP:Iteration 19Q (18735.260000 sec): 3 clusters Score: Raw -1552575.217437 + Penalty 4526.378148 = -1548048.839288 nChanged 103 SP:Iteration 20F (18735.290000 sec): 3 clusters Score: Raw -1552631.178643 + Penalty 4526.378148 = -1548104.800495 nChanged 85 SP:Iteration 21Q (18735.330000 sec): 3 clusters Score: Raw -1552684.350821 + Penalty 4526.378148 = -1548157.972673 nChanged 86 SP:Iteration 22Q (18735.360000 sec): 3 clusters Score: Raw -1552724.179053 + Penalty 4526.378148 = -1548197.800905 nChanged 69 SP:Iteration 23Q (18735.390000 sec): 3 clusters Score: Raw -1552753.350005 + Penalty 4526.378148 = -1548226.971857 nChanged 54 SP:Iteration 24Q (18735.430000 sec): 3 clusters Score: Raw -1552775.815784 + Penalty 4526.378148 = -1548249.437636 nChanged 53 SP:Iteration 25Q (18735.460000 sec): 3 clusters Score: Raw -1552799.229727 + Penalty 4526.378148 = -1548272.851579 nChanged 39 SP:Iteration 26Q (18735.490000 sec): 3 clusters Score: Raw -1552815.101570 + Penalty 4526.378148 = -1548288.723422 nChanged 28 SP:Iteration 27Q (18735.520000 sec): 3 clusters Score: Raw -1552824.382520 + Penalty 4526.378148 = -1548298.004372 nChanged 28 SP:Iteration 28Q (18735.550000 sec): 3 clusters Score: Raw -1552834.997859 + Penalty 4526.378148 = -1548308.619711 nChanged 30 SP:Iteration 29Q (18735.590000 sec): 3 clusters Score: Raw -1552845.999120 + Penalty 4526.378148 = -1548319.620972 nChanged 22 SP:Iteration 30Q (18735.620000 sec): 3 clusters Score: Raw -1552854.473867 + Penalty 4526.378148 = -1548328.095719 nChanged 16 SP:Iteration 31Q (18735.650000 sec): 3 clusters Score: Raw -1552860.474530 + Penalty 4526.378148 = -1548334.096382 nChanged 15 SP:Iteration 32Q (18735.680000 sec): 3 clusters Score: Raw -1552865.352884 + Penalty 4526.378148 = -1548338.974736 nChanged 13 SP:Iteration 33Q (18735.710000 sec): 3 clusters Score: Raw -1552867.944923 + Penalty 4526.378148 = -1548341.566775 nChanged 2 SP:Iteration 34Q (18735.740000 sec): 3 clusters Score: Raw -1552868.612600 + Penalty 4526.378148 = -1548342.234452 nChanged 4 SP:Iteration 35Q (18735.770000 sec): 3 clusters Score: Raw -1552870.156422 + Penalty 4526.378148 = -1548343.778274 nChanged 5 SP:Iteration 36Q (18735.810000 sec): 3 clusters Score: Raw -1552871.585363 + Penalty 4526.378148 = -1548345.207215 nChanged 6 SP:Iteration 37Q (18735.840000 sec): 3 clusters Score: Raw -1552873.828270 + Penalty 4526.378148 = -1548347.450121 nChanged 4 SP:Iteration 38Q (18735.870000 sec): 3 clusters Score: Raw -1552874.677043 + Penalty 4526.378148 = -1548348.298895 nChanged 6 SP:Iteration 39Q (18735.900000 sec): 3 clusters Score: Raw -1552876.064597 + Penalty 4526.378148 = -1548349.686449 nChanged 5 SP:Iteration 40F (18735.930000 sec): 3 clusters Score: Raw -1552877.513374 + Penalty 4526.378148 = -1548351.135226 nChanged 5 SP:Iteration 41Q (18735.970000 sec): 3 clusters Score: Raw -1552878.791585 + Penalty 4526.378148 = -1548352.413437 nChanged 5 SP:Iteration 42Q (18736.000000 sec): 3 clusters Score: Raw -1552879.979437 + Penalty 4526.378148 = -1548353.601289 nChanged 4 SP:Iteration 43Q (18736.030000 sec): 3 clusters Score: Raw -1552881.330976 + Penalty 4526.378148 = -1548354.952828 nChanged 6 SP:Iteration 44Q (18736.060000 sec): 3 clusters Score: Raw -1552883.434252 + Penalty 4526.378148 = -1548357.056104 nChanged 4 SP:Iteration 45Q (18736.090000 sec): 3 clusters Score: Raw -1552885.672899 + Penalty 4526.378148 = -1548359.294751 nChanged 11 SP:Iteration 46Q (18736.120000 sec): 3 clusters Score: Raw -1552888.839316 + Penalty 4526.378148 = -1548362.461168 nChanged 7 SP:Iteration 47Q (18736.150000 sec): 3 clusters Score: Raw -1552890.851963 + Penalty 4526.378148 = -1548364.473815 nChanged 5 SP:Iteration 48Q (18736.180000 sec): 3 clusters Score: Raw -1552892.123976 + Penalty 4526.378148 = -1548365.745828 nChanged 3 SP:Iteration 49Q (18736.210000 sec): 3 clusters Score: Raw -1552892.669413 + Penalty 4526.378148 = -1548366.291265 nChanged 0 SP:Iteration 50F (18736.250000 sec): 3 clusters Score: Raw -1552892.669413 + Penalty 4526.378148 = -1548366.291265 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18736.260000 sec): 2 clusters Score: Raw -257224.243833 + Penalty 1829.063433 = -255395.180400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18736.270000 sec): 3 clusters Score: Raw -256712.604314 + Penalty 3658.126866 = -253054.477449 nChanged 473 SP:Iteration 1F (18736.270000 sec): 3 clusters Score: Raw -257178.040287 + Penalty 3658.126866 = -253519.913421 nChanged 150 SP:Iteration 2F (18736.280000 sec): 3 clusters Score: Raw -257365.503219 + Penalty 3658.126866 = -253707.376354 nChanged 96 SP:Iteration 3F (18736.290000 sec): 3 clusters Score: Raw -257509.829973 + Penalty 3658.126866 = -253851.703107 nChanged 79 SP:Iteration 4Q (18736.290000 sec): 3 clusters Score: Raw -257611.516974 + Penalty 3658.126866 = -253953.390108 nChanged 69 SP:Iteration 5Q (18736.300000 sec): 3 clusters Score: Raw -257710.415911 + Penalty 3658.126866 = -254052.289045 nChanged 57 SP:Iteration 6Q (18736.310000 sec): 3 clusters Score: Raw -257779.336756 + Penalty 3658.126866 = -254121.209890 nChanged 51 SP:Iteration 7Q (18736.310000 sec): 3 clusters Score: Raw -257852.274835 + Penalty 3658.126866 = -254194.147969 nChanged 41 SP:Iteration 8Q (18736.320000 sec): 3 clusters Score: Raw -257924.178813 + Penalty 3658.126866 = -254266.051948 nChanged 50 SP:Iteration 9Q (18736.330000 sec): 3 clusters Score: Raw -258028.075165 + Penalty 3658.126866 = -254369.948299 nChanged 57 SP:Iteration 10Q (18736.330000 sec): 3 clusters Score: Raw -258147.385099 + Penalty 3658.126866 = -254489.258233 nChanged 45 SP:Iteration 11Q (18736.340000 sec): 3 clusters Score: Raw -258256.015049 + Penalty 3658.126866 = -254597.888183 nChanged 49 SP:Iteration 12Q (18736.340000 sec): 3 clusters Score: Raw -258363.765311 + Penalty 3658.126866 = -254705.638445 nChanged 45 SP:Iteration 13Q (18736.350000 sec): 3 clusters Score: Raw -258460.849157 + Penalty 3658.126866 = -254802.722291 nChanged 35 SP:Iteration 14Q (18736.350000 sec): 3 clusters Score: Raw -258526.699206 + Penalty 3658.126866 = -254868.572340 nChanged 19 SP:Iteration 15Q (18736.360000 sec): 3 clusters Score: Raw -258568.929210 + Penalty 3658.126866 = -254910.802344 nChanged 18 SP:Iteration 16Q (18736.370000 sec): 3 clusters Score: Raw -258599.771893 + Penalty 3658.126866 = -254941.645027 nChanged 15 SP:Iteration 17Q (18736.370000 sec): 3 clusters Score: Raw -258631.278297 + Penalty 3658.126866 = -254973.151431 nChanged 8 SP:Iteration 18Q (18736.370000 sec): 3 clusters Score: Raw -258648.608175 + Penalty 3658.126866 = -254990.481309 nChanged 6 SP:Iteration 19Q (18736.380000 sec): 3 clusters Score: Raw -258659.231284 + Penalty 3658.126866 = -255001.104418 nChanged 3 SP:Iteration 20F (18736.390000 sec): 3 clusters Score: Raw -258665.759451 + Penalty 3658.126866 = -255007.632585 nChanged 1 SP:Iteration 21Q (18736.390000 sec): 3 clusters Score: Raw -258666.426763 + Penalty 3658.126866 = -255008.299897 nChanged 0 SP:Iteration 22F (18736.400000 sec): 3 clusters Score: Raw -258666.426763 + Penalty 3658.126866 = -255008.299897 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18736.410000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18736.410000 sec): 3 clusters Score: Raw -60798.541716 + Penalty 3042.165429 = -57756.376286 nChanged 93 SP:Iteration 1F (18736.410000 sec): 3 clusters Score: Raw -61043.527160 + Penalty 3042.165429 = -58001.361731 nChanged 37 SP:Iteration 2F (18736.410000 sec): 3 clusters Score: Raw -61164.379303 + Penalty 3042.165429 = -58122.213874 nChanged 19 SP:Iteration 3Q (18736.410000 sec): 3 clusters Score: Raw -61261.230159 + Penalty 3042.165429 = -58219.064730 nChanged 17 SP:Iteration 4Q (18736.420000 sec): 3 clusters Score: Raw -61404.952758 + Penalty 3042.165429 = -58362.787328 nChanged 22 SP:Iteration 5Q (18736.420000 sec): 3 clusters Score: Raw -61504.277592 + Penalty 3042.165429 = -58462.112163 nChanged 10 SP:Iteration 6Q (18736.420000 sec): 3 clusters Score: Raw -61589.647944 + Penalty 3042.165429 = -58547.482514 nChanged 10 SP:Iteration 7Q (18736.420000 sec): 3 clusters Score: Raw -61622.522440 + Penalty 3042.165429 = -58580.357011 nChanged 4 SP:Iteration 8Q (18736.420000 sec): 3 clusters Score: Raw -61639.192280 + Penalty 3042.165429 = -58597.026851 nChanged 4 SP:Iteration 9Q (18736.420000 sec): 3 clusters Score: Raw -61654.325249 + Penalty 3042.165429 = -58612.159820 nChanged 1 SP:Iteration 10Q (18736.430000 sec): 3 clusters Score: Raw -61655.382052 + Penalty 3042.165429 = -58613.216623 nChanged 1 SP:Iteration 11Q (18736.430000 sec): 3 clusters Score: Raw -61663.232479 + Penalty 3042.165429 = -58621.067050 nChanged 1 SP:Iteration 12Q (18736.430000 sec): 3 clusters Score: Raw -61665.525726 + Penalty 3042.165429 = -58623.360296 nChanged 0 SP:Iteration 13F (18736.430000 sec): 3 clusters Score: Raw -61665.525726 + Penalty 3042.165429 = -58623.360296 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18736.440000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18736.440000 sec): 3 clusters Score: Raw -31177.948821 + Penalty 2672.979578 = -28504.969243 nChanged 22 SP:Iteration 1F (18736.440000 sec): 3 clusters Score: Raw -31285.148940 + Penalty 2672.979578 = -28612.169362 nChanged 4 SP:Iteration 2Q (18736.440000 sec): 3 clusters Score: Raw -31301.392351 + Penalty 2672.979578 = -28628.412773 nChanged 0 SP:Iteration 3F (18736.440000 sec): 3 clusters Score: Raw -31301.392351 + Penalty 2672.979578 = -28628.412773 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18736.450000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18736.450000 sec): 3 clusters Score: Raw -39872.727851 + Penalty 2773.129542 = -37099.598309 nChanged 24 SP:Iteration 1F (18736.450000 sec): 3 clusters Score: Raw -39972.084812 + Penalty 2773.129542 = -37198.955270 nChanged 7 SP:Iteration 2Q (18736.450000 sec): 3 clusters Score: Raw -40001.458334 + Penalty 2773.129542 = -37228.328792 nChanged 2 SP:Iteration 3Q (18736.450000 sec): 3 clusters Score: Raw -40009.555273 + Penalty 2773.129542 = -37236.425731 nChanged 0 SP:Iteration 4F (18736.450000 sec): 3 clusters Score: Raw -40009.555273 + Penalty 2773.129542 = -37236.425731 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (5319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18736.480000 sec): 2 clusters Score: Raw -846163.112570 + Penalty 2127.602067 = -844035.510503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18736.500000 sec): 3 clusters Score: Raw -843616.952557 + Penalty 4255.204135 = -839361.748422 nChanged 2034 SP:Iteration 1F (18736.520000 sec): 3 clusters Score: Raw -844997.278638 + Penalty 4255.204135 = -840742.074503 nChanged 527 SP:Iteration 2F (18736.550000 sec): 3 clusters Score: Raw -845521.777615 + Penalty 4255.204135 = -841266.573480 nChanged 421 SP:Iteration 3F (18736.570000 sec): 3 clusters Score: Raw -845950.803663 + Penalty 4255.204135 = -841695.599528 nChanged 345 SP:Iteration 4F (18736.590000 sec): 3 clusters Score: Raw -846266.998063 + Penalty 4255.204135 = -842011.793928 nChanged 263 SP:Iteration 5Q (18736.610000 sec): 3 clusters Score: Raw -846471.800258 + Penalty 4255.204135 = -842216.596123 nChanged 208 SP:Iteration 6Q (18736.630000 sec): 3 clusters Score: Raw -846602.779342 + Penalty 4255.204135 = -842347.575207 nChanged 157 SP:Iteration 7Q (18736.650000 sec): 3 clusters Score: Raw -846680.642887 + Penalty 4255.204135 = -842425.438752 nChanged 122 SP:Iteration 8Q (18736.670000 sec): 3 clusters Score: Raw -846737.116878 + Penalty 4255.204135 = -842481.912743 nChanged 98 SP:Iteration 9Q (18736.690000 sec): 3 clusters Score: Raw -846778.656240 + Penalty 4255.204135 = -842523.452105 nChanged 74 SP:Iteration 10Q (18736.710000 sec): 3 clusters Score: Raw -846806.047385 + Penalty 4255.204135 = -842550.843250 nChanged 60 SP:Iteration 11Q (18736.730000 sec): 3 clusters Score: Raw -846826.247474 + Penalty 4255.204135 = -842571.043339 nChanged 52 SP:Iteration 12Q (18736.750000 sec): 3 clusters Score: Raw -846844.792317 + Penalty 4255.204135 = -842589.588182 nChanged 37 SP:Iteration 13Q (18736.770000 sec): 3 clusters Score: Raw -846860.676757 + Penalty 4255.204135 = -842605.472622 nChanged 29 SP:Iteration 14Q (18736.790000 sec): 3 clusters Score: Raw -846868.813031 + Penalty 4255.204135 = -842613.608896 nChanged 21 SP:Iteration 15Q (18736.810000 sec): 3 clusters Score: Raw -846873.888846 + Penalty 4255.204135 = -842618.684711 nChanged 17 SP:Iteration 16Q (18736.830000 sec): 3 clusters Score: Raw -846878.276163 + Penalty 4255.204135 = -842623.072028 nChanged 12 SP:Iteration 17Q (18736.850000 sec): 3 clusters Score: Raw -846881.227041 + Penalty 4255.204135 = -842626.022906 nChanged 11 SP:Iteration 18Q (18736.870000 sec): 3 clusters Score: Raw -846883.784563 + Penalty 4255.204135 = -842628.580428 nChanged 8 SP:Iteration 19Q (18736.890000 sec): 3 clusters Score: Raw -846885.585927 + Penalty 4255.204135 = -842630.381792 nChanged 6 SP:Iteration 20F (18736.910000 sec): 3 clusters Score: Raw -846886.650510 + Penalty 4255.204135 = -842631.446375 nChanged 4 SP:Iteration 21Q (18736.930000 sec): 3 clusters Score: Raw -846887.568286 + Penalty 4255.204135 = -842632.364151 nChanged 3 SP:Iteration 22Q (18736.950000 sec): 3 clusters Score: Raw -846890.197175 + Penalty 4255.204135 = -842634.993040 nChanged 7 SP:Iteration 23Q (18736.970000 sec): 3 clusters Score: Raw -846891.547568 + Penalty 4255.204135 = -842636.343433 nChanged 5 SP:Iteration 24Q (18736.990000 sec): 3 clusters Score: Raw -846892.464350 + Penalty 4255.204135 = -842637.260215 nChanged 6 SP:Iteration 25Q (18737.010000 sec): 3 clusters Score: Raw -846894.400082 + Penalty 4255.204135 = -842639.195947 nChanged 7 SP:Iteration 26Q (18737.030000 sec): 3 clusters Score: Raw -846896.252709 + Penalty 4255.204135 = -842641.048574 nChanged 8 SP:Iteration 27Q (18737.050000 sec): 3 clusters Score: Raw -846898.161901 + Penalty 4255.204135 = -842642.957766 nChanged 8 SP:Iteration 28Q (18737.070000 sec): 3 clusters Score: Raw -846900.148249 + Penalty 4255.204135 = -842644.944114 nChanged 8 SP:Iteration 29Q (18737.090000 sec): 3 clusters Score: Raw -846901.773534 + Penalty 4255.204135 = -842646.569399 nChanged 6 SP:Iteration 30Q (18737.120000 sec): 3 clusters Score: Raw -846903.599803 + Penalty 4255.204135 = -842648.395668 nChanged 5 SP:Iteration 31Q (18737.140000 sec): 3 clusters Score: Raw -846904.885642 + Penalty 4255.204135 = -842649.681507 nChanged 6 SP:Iteration 32Q (18737.160000 sec): 3 clusters Score: Raw -846906.514648 + Penalty 4255.204135 = -842651.310513 nChanged 3 SP:Iteration 33Q (18737.180000 sec): 3 clusters Score: Raw -846907.384374 + Penalty 4255.204135 = -842652.180239 nChanged 1 SP:Iteration 34Q (18737.200000 sec): 3 clusters Score: Raw -846907.546375 + Penalty 4255.204135 = -842652.342240 nChanged 3 SP:Iteration 35Q (18737.220000 sec): 3 clusters Score: Raw -846908.219093 + Penalty 4255.204135 = -842653.014958 nChanged 4 SP:Iteration 36Q (18737.240000 sec): 3 clusters Score: Raw -846909.788965 + Penalty 4255.204135 = -842654.584830 nChanged 3 SP:Iteration 37Q (18737.260000 sec): 3 clusters Score: Raw -846910.236145 + Penalty 4255.204135 = -842655.032010 nChanged 1 SP:Iteration 38Q (18737.280000 sec): 3 clusters Score: Raw -846910.389530 + Penalty 4255.204135 = -842655.185395 nChanged 1 SP:Iteration 39Q (18737.300000 sec): 3 clusters Score: Raw -846910.538493 + Penalty 4255.204135 = -842655.334358 nChanged 2 SP:Iteration 40F (18737.320000 sec): 3 clusters Score: Raw -846911.038172 + Penalty 4255.204135 = -842655.834037 nChanged 4 SP:Iteration 41Q (18737.340000 sec): 3 clusters Score: Raw -846911.947489 + Penalty 4255.204135 = -842656.743354 nChanged 8 SP:Iteration 42Q (18737.360000 sec): 3 clusters Score: Raw -846914.648065 + Penalty 4255.204135 = -842659.443930 nChanged 11 SP:Iteration 43Q (18737.380000 sec): 3 clusters Score: Raw -846917.584762 + Penalty 4255.204135 = -842662.380627 nChanged 14 SP:Iteration 44Q (18737.400000 sec): 3 clusters Score: Raw -846921.245997 + Penalty 4255.204135 = -842666.041862 nChanged 8 SP:Iteration 45Q (18737.430000 sec): 3 clusters Score: Raw -846923.291529 + Penalty 4255.204135 = -842668.087394 nChanged 14 SP:Iteration 46Q (18737.450000 sec): 3 clusters Score: Raw -846926.394196 + Penalty 4255.204135 = -842671.190061 nChanged 6 SP:Iteration 47Q (18737.470000 sec): 3 clusters Score: Raw -846927.888894 + Penalty 4255.204135 = -842672.684759 nChanged 4 SP:Iteration 48Q (18737.490000 sec): 3 clusters Score: Raw -846929.394770 + Penalty 4255.204135 = -842674.190635 nChanged 8 SP:Iteration 49Q (18737.510000 sec): 3 clusters Score: Raw -846930.940968 + Penalty 4255.204135 = -842675.736833 nChanged 7 SP:Iteration 50Q (18737.530000 sec): 3 clusters Score: Raw -846932.345632 + Penalty 4255.204135 = -842677.141497 nChanged 8 SP:Iteration 51Q (18737.550000 sec): 3 clusters Score: Raw -846934.669959 + Penalty 4255.204135 = -842679.465824 nChanged 9 SP:Iteration 52Q (18737.570000 sec): 3 clusters Score: Raw -846937.274891 + Penalty 4255.204135 = -842682.070756 nChanged 14 SP:Iteration 53Q (18737.590000 sec): 3 clusters Score: Raw -846940.906981 + Penalty 4255.204135 = -842685.702846 nChanged 8 SP:Iteration 54Q (18737.610000 sec): 3 clusters Score: Raw -846943.245381 + Penalty 4255.204135 = -842688.041246 nChanged 10 SP:Iteration 55Q (18737.630000 sec): 3 clusters Score: Raw -846946.215374 + Penalty 4255.204135 = -842691.011239 nChanged 10 SP:Iteration 56Q (18737.650000 sec): 3 clusters Score: Raw -846948.824666 + Penalty 4255.204135 = -842693.620531 nChanged 12 SP:Iteration 57Q (18737.670000 sec): 3 clusters Score: Raw -846951.577364 + Penalty 4255.204135 = -842696.373229 nChanged 7 SP:Iteration 58Q (18737.690000 sec): 3 clusters Score: Raw -846953.053836 + Penalty 4255.204135 = -842697.849701 nChanged 6 SP:Iteration 59Q (18737.710000 sec): 3 clusters Score: Raw -846955.048703 + Penalty 4255.204135 = -842699.844568 nChanged 16 SP:Iteration 60F (18737.730000 sec): 3 clusters Score: Raw -846960.050829 + Penalty 4255.204135 = -842704.846694 nChanged 10 SP:Iteration 61Q (18737.750000 sec): 3 clusters Score: Raw -846962.658828 + Penalty 4255.204135 = -842707.454693 nChanged 8 SP:Iteration 62Q (18737.770000 sec): 3 clusters Score: Raw -846964.654121 + Penalty 4255.204135 = -842709.449986 nChanged 10 SP:Iteration 63Q (18737.790000 sec): 3 clusters Score: Raw -846966.845037 + Penalty 4255.204135 = -842711.640902 nChanged 10 SP:Iteration 64Q (18737.810000 sec): 3 clusters Score: Raw -846969.866083 + Penalty 4255.204135 = -842714.661948 nChanged 12 SP:Iteration 65Q (18737.830000 sec): 3 clusters Score: Raw -846973.544442 + Penalty 4255.204135 = -842718.340307 nChanged 8 SP:Iteration 66Q (18737.850000 sec): 3 clusters Score: Raw -846975.857270 + Penalty 4255.204135 = -842720.653135 nChanged 6 SP:Iteration 67Q (18737.870000 sec): 3 clusters Score: Raw -846977.859612 + Penalty 4255.204135 = -842722.655477 nChanged 7 SP:Iteration 68Q (18737.890000 sec): 3 clusters Score: Raw -846979.493800 + Penalty 4255.204135 = -842724.289665 nChanged 10 SP:Iteration 69Q (18737.910000 sec): 3 clusters Score: Raw -846982.955010 + Penalty 4255.204135 = -842727.750875 nChanged 8 SP:Iteration 70Q (18737.930000 sec): 3 clusters Score: Raw -846985.477597 + Penalty 4255.204135 = -842730.273462 nChanged 10 SP:Iteration 71Q (18737.950000 sec): 3 clusters Score: Raw -846989.310686 + Penalty 4255.204135 = -842734.106551 nChanged 10 SP:Iteration 72Q (18737.970000 sec): 3 clusters Score: Raw -846992.110070 + Penalty 4255.204135 = -842736.905935 nChanged 6 SP:Iteration 73Q (18737.990000 sec): 3 clusters Score: Raw -846994.127244 + Penalty 4255.204135 = -842738.923109 nChanged 10 SP:Iteration 74Q (18738.010000 sec): 3 clusters Score: Raw -846996.466979 + Penalty 4255.204135 = -842741.262844 nChanged 7 SP:Iteration 75Q (18738.030000 sec): 3 clusters Score: Raw -846998.141380 + Penalty 4255.204135 = -842742.937245 nChanged 7 SP:Iteration 76Q (18738.050000 sec): 3 clusters Score: Raw -846999.518213 + Penalty 4255.204135 = -842744.314078 nChanged 2 SP:Iteration 77Q (18738.070000 sec): 3 clusters Score: Raw -847000.263700 + Penalty 4255.204135 = -842745.059565 nChanged 2 SP:Iteration 78Q (18738.090000 sec): 3 clusters Score: Raw -847000.673766 + Penalty 4255.204135 = -842745.469631 nChanged 4 SP:Iteration 79Q (18738.110000 sec): 3 clusters Score: Raw -847001.277408 + Penalty 4255.204135 = -842746.073273 nChanged 3 SP:Iteration 80F (18738.130000 sec): 3 clusters Score: Raw -847001.873060 + Penalty 4255.204135 = -842746.668925 nChanged 4 SP:Iteration 81Q (18738.160000 sec): 3 clusters Score: Raw -847002.629693 + Penalty 4255.204135 = -842747.425558 nChanged 3 SP:Iteration 82Q (18738.180000 sec): 3 clusters Score: Raw -847003.429053 + Penalty 4255.204135 = -842748.224918 nChanged 7 SP:Iteration 83Q (18738.200000 sec): 3 clusters Score: Raw -847005.399119 + Penalty 4255.204135 = -842750.194984 nChanged 7 SP:Iteration 84Q (18738.220000 sec): 3 clusters Score: Raw -847007.216371 + Penalty 4255.204135 = -842752.012236 nChanged 10 SP:Iteration 85Q (18738.240000 sec): 3 clusters Score: Raw -847009.472463 + Penalty 4255.204135 = -842754.268328 nChanged 6 SP:Iteration 86Q (18738.260000 sec): 3 clusters Score: Raw -847010.845402 + Penalty 4255.204135 = -842755.641267 nChanged 4 SP:Iteration 87Q (18738.280000 sec): 3 clusters Score: Raw -847011.526847 + Penalty 4255.204135 = -842756.322712 nChanged 2 SP:Iteration 88Q (18738.300000 sec): 3 clusters Score: Raw -847011.930048 + Penalty 4255.204135 = -842756.725913 nChanged 4 SP:Iteration 89Q (18738.320000 sec): 3 clusters Score: Raw -847012.714180 + Penalty 4255.204135 = -842757.510045 nChanged 4 SP:Iteration 90Q (18738.340000 sec): 3 clusters Score: Raw -847013.839420 + Penalty 4255.204135 = -842758.635285 nChanged 3 SP:Iteration 91Q (18738.360000 sec): 3 clusters Score: Raw -847014.748627 + Penalty 4255.204135 = -842759.544492 nChanged 5 SP:Iteration 92Q (18738.380000 sec): 3 clusters Score: Raw -847016.130786 + Penalty 4255.204135 = -842760.926651 nChanged 3 SP:Iteration 93Q (18738.400000 sec): 3 clusters Score: Raw -847016.781084 + Penalty 4255.204135 = -842761.576949 nChanged 1 SP:Iteration 94Q (18738.420000 sec): 3 clusters Score: Raw -847016.925959 + Penalty 4255.204135 = -842761.721824 nChanged 0 SP:Iteration 95F (18738.440000 sec): 3 clusters Score: Raw -847016.925959 + Penalty 4255.204135 = -842761.721824 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.450000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.460000 sec): 3 clusters Score: Raw -122392.440450 + Penalty 3302.373479 = -119090.066972 nChanged 178 SP:Iteration 1F (18738.460000 sec): 3 clusters Score: Raw -122710.909358 + Penalty 3302.373479 = -119408.535879 nChanged 49 SP:Iteration 2F (18738.460000 sec): 3 clusters Score: Raw -122832.741085 + Penalty 3302.373479 = -119530.367606 nChanged 31 SP:Iteration 3Q (18738.470000 sec): 3 clusters Score: Raw -122911.040543 + Penalty 3302.373479 = -119608.667064 nChanged 19 SP:Iteration 4Q (18738.470000 sec): 3 clusters Score: Raw -122952.604121 + Penalty 3302.373479 = -119650.230642 nChanged 22 SP:Iteration 5Q (18738.470000 sec): 3 clusters Score: Raw -123025.413248 + Penalty 3302.373479 = -119723.039769 nChanged 25 SP:Iteration 6Q (18738.470000 sec): 3 clusters Score: Raw -123124.486177 + Penalty 3302.373479 = -119822.112699 nChanged 28 SP:Iteration 7Q (18738.480000 sec): 3 clusters Score: Raw -123219.772446 + Penalty 3302.373479 = -119917.398967 nChanged 21 SP:Iteration 8Q (18738.480000 sec): 3 clusters Score: Raw -123292.457271 + Penalty 3302.373479 = -119990.083792 nChanged 22 SP:Iteration 9Q (18738.480000 sec): 3 clusters Score: Raw -123362.229215 + Penalty 3302.373479 = -120059.855737 nChanged 17 SP:Iteration 10Q (18738.490000 sec): 3 clusters Score: Raw -123442.791860 + Penalty 3302.373479 = -120140.418381 nChanged 15 SP:Iteration 11Q (18738.490000 sec): 3 clusters Score: Raw -123490.150710 + Penalty 3302.373479 = -120187.777231 nChanged 8 SP:Iteration 12Q (18738.490000 sec): 3 clusters Score: Raw -123509.248862 + Penalty 3302.373479 = -120206.875383 nChanged 10 SP:Iteration 13Q (18738.490000 sec): 3 clusters Score: Raw -123526.384216 + Penalty 3302.373479 = -120224.010737 nChanged 4 SP:Iteration 14Q (18738.490000 sec): 3 clusters Score: Raw -123534.072529 + Penalty 3302.373479 = -120231.699050 nChanged 5 SP:Iteration 15Q (18738.500000 sec): 3 clusters Score: Raw -123547.109185 + Penalty 3302.373479 = -120244.735706 nChanged 6 SP:Iteration 16Q (18738.500000 sec): 3 clusters Score: Raw -123563.651029 + Penalty 3302.373479 = -120261.277550 nChanged 10 SP:Iteration 17Q (18738.500000 sec): 3 clusters Score: Raw -123584.204577 + Penalty 3302.373479 = -120281.831099 nChanged 8 SP:Iteration 18Q (18738.510000 sec): 3 clusters Score: Raw -123618.974051 + Penalty 3302.373479 = -120316.600572 nChanged 10 SP:Iteration 19Q (18738.510000 sec): 3 clusters Score: Raw -123661.115501 + Penalty 3302.373479 = -120358.742022 nChanged 11 SP:Iteration 20F (18738.510000 sec): 3 clusters Score: Raw -123723.897314 + Penalty 3302.373479 = -120421.523836 nChanged 7 SP:Iteration 21Q (18738.510000 sec): 3 clusters Score: Raw -123752.919183 + Penalty 3302.373479 = -120450.545704 nChanged 5 SP:Iteration 22Q (18738.510000 sec): 3 clusters Score: Raw -123763.851924 + Penalty 3302.373479 = -120461.478446 nChanged 3 SP:Iteration 23Q (18738.520000 sec): 3 clusters Score: Raw -123769.861005 + Penalty 3302.373479 = -120467.487526 nChanged 1 SP:Iteration 24Q (18738.520000 sec): 3 clusters Score: Raw -123773.109624 + Penalty 3302.373479 = -120470.736145 nChanged 0 SP:Iteration 25F (18738.520000 sec): 3 clusters Score: Raw -123773.109624 + Penalty 3302.373479 = -120470.736145 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.530000 sec): 2 clusters Score: Raw -209780.411514 + Penalty 1775.697163 = -208004.714351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.540000 sec): 3 clusters Score: Raw -209409.562538 + Penalty 3551.394327 = -205858.168211 nChanged 352 SP:Iteration 1F (18738.550000 sec): 3 clusters Score: Raw -209756.424556 + Penalty 3551.394327 = -206205.030229 nChanged 88 SP:Iteration 2F (18738.550000 sec): 3 clusters Score: Raw -209858.419752 + Penalty 3551.394327 = -206307.025425 nChanged 55 SP:Iteration 3Q (18738.550000 sec): 3 clusters Score: Raw -209913.986240 + Penalty 3551.394327 = -206362.591913 nChanged 28 SP:Iteration 4Q (18738.560000 sec): 3 clusters Score: Raw -209943.636001 + Penalty 3551.394327 = -206392.241674 nChanged 24 SP:Iteration 5Q (18738.570000 sec): 3 clusters Score: Raw -209966.531396 + Penalty 3551.394327 = -206415.137069 nChanged 12 SP:Iteration 6Q (18738.570000 sec): 3 clusters Score: Raw -209980.184360 + Penalty 3551.394327 = -206428.790033 nChanged 10 SP:Iteration 7Q (18738.570000 sec): 3 clusters Score: Raw -209989.792224 + Penalty 3551.394327 = -206438.397897 nChanged 8 SP:Iteration 8Q (18738.580000 sec): 3 clusters Score: Raw -209995.519904 + Penalty 3551.394327 = -206444.125577 nChanged 5 SP:Iteration 9Q (18738.590000 sec): 3 clusters Score: Raw -210000.631586 + Penalty 3551.394327 = -206449.237259 nChanged 4 SP:Iteration 10Q (18738.590000 sec): 3 clusters Score: Raw -210004.092424 + Penalty 3551.394327 = -206452.698097 nChanged 3 SP:Iteration 11Q (18738.590000 sec): 3 clusters Score: Raw -210009.194526 + Penalty 3551.394327 = -206457.800199 nChanged 5 SP:Iteration 12Q (18738.600000 sec): 3 clusters Score: Raw -210013.402707 + Penalty 3551.394327 = -206462.008380 nChanged 4 SP:Iteration 13Q (18738.610000 sec): 3 clusters Score: Raw -210017.163393 + Penalty 3551.394327 = -206465.769066 nChanged 2 SP:Iteration 14Q (18738.610000 sec): 3 clusters Score: Raw -210018.529259 + Penalty 3551.394327 = -206467.134932 nChanged 2 SP:Iteration 15Q (18738.610000 sec): 3 clusters Score: Raw -210020.364934 + Penalty 3551.394327 = -206468.970607 nChanged 2 SP:Iteration 16Q (18738.620000 sec): 3 clusters Score: Raw -210022.282987 + Penalty 3551.394327 = -206470.888660 nChanged 4 SP:Iteration 17Q (18738.630000 sec): 3 clusters Score: Raw -210026.480650 + Penalty 3551.394327 = -206475.086323 nChanged 3 SP:Iteration 18Q (18738.630000 sec): 3 clusters Score: Raw -210029.795821 + Penalty 3551.394327 = -206478.401494 nChanged 4 SP:Iteration 19Q (18738.630000 sec): 3 clusters Score: Raw -210032.733751 + Penalty 3551.394327 = -206481.339424 nChanged 4 SP:Iteration 20F (18738.640000 sec): 3 clusters Score: Raw -210035.067737 + Penalty 3551.394327 = -206483.673410 nChanged 2 SP:Iteration 21Q (18738.650000 sec): 3 clusters Score: Raw -210036.335312 + Penalty 3551.394327 = -206484.940985 nChanged 0 SP:Iteration 22F (18738.650000 sec): 3 clusters Score: Raw -210036.335312 + Penalty 3551.394327 = -206484.940985 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.660000 sec): 2 clusters Score: Raw -103257.387119 + Penalty 1595.369143 = -101662.017976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.670000 sec): 3 clusters Score: Raw -103221.428661 + Penalty 3190.738286 = -100030.690375 nChanged 134 SP:Iteration 1F (18738.670000 sec): 3 clusters Score: Raw -103414.006590 + Penalty 3190.738286 = -100223.268304 nChanged 20 SP:Iteration 2Q (18738.670000 sec): 3 clusters Score: Raw -103457.429789 + Penalty 3190.738286 = -100266.691503 nChanged 12 SP:Iteration 3Q (18738.680000 sec): 3 clusters Score: Raw -103480.442501 + Penalty 3190.738286 = -100289.704215 nChanged 10 SP:Iteration 4Q (18738.680000 sec): 3 clusters Score: Raw -103496.416037 + Penalty 3190.738286 = -100305.677751 nChanged 4 SP:Iteration 5Q (18738.680000 sec): 3 clusters Score: Raw -103506.857725 + Penalty 3190.738286 = -100316.119439 nChanged 2 SP:Iteration 6Q (18738.680000 sec): 3 clusters Score: Raw -103508.455165 + Penalty 3190.738286 = -100317.716879 nChanged 0 SP:Iteration 7F (18738.680000 sec): 3 clusters Score: Raw -103508.455165 + Penalty 3190.738286 = -100317.716879 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.700000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.700000 sec): 3 clusters Score: Raw -44599.943375 + Penalty 2975.472535 = -41624.470840 nChanged 83 SP:Iteration 1F (18738.700000 sec): 3 clusters Score: Raw -44869.194164 + Penalty 2975.472535 = -41893.721629 nChanged 29 SP:Iteration 2F (18738.700000 sec): 3 clusters Score: Raw -44980.268243 + Penalty 2975.472535 = -42004.795708 nChanged 13 SP:Iteration 3Q (18738.700000 sec): 3 clusters Score: Raw -45048.525560 + Penalty 2975.472535 = -42073.053025 nChanged 11 SP:Iteration 4Q (18738.700000 sec): 3 clusters Score: Raw -45113.391820 + Penalty 2975.472535 = -42137.919286 nChanged 10 SP:Iteration 5Q (18738.700000 sec): 3 clusters Score: Raw -45160.290408 + Penalty 2975.472535 = -42184.817873 nChanged 12 SP:Iteration 6Q (18738.700000 sec): 3 clusters Score: Raw -45197.493062 + Penalty 2975.472535 = -42222.020528 nChanged 4 SP:Iteration 7Q (18738.710000 sec): 3 clusters Score: Raw -45212.862616 + Penalty 2975.472535 = -42237.390081 nChanged 2 SP:Iteration 8Q (18738.710000 sec): 3 clusters Score: Raw -45217.790384 + Penalty 2975.472535 = -42242.317850 nChanged 4 SP:Iteration 9Q (18738.710000 sec): 3 clusters Score: Raw -45238.719665 + Penalty 2975.472535 = -42263.247131 nChanged 2 SP:Iteration 10Q (18738.710000 sec): 3 clusters Score: Raw -45241.187978 + Penalty 2975.472535 = -42265.715443 nChanged 0 SP:Iteration 11F (18738.710000 sec): 3 clusters Score: Raw -45241.187978 + Penalty 2975.472535 = -42265.715443 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.720000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.730000 sec): 3 clusters Score: Raw -279312.400453 + Penalty 3683.568340 = -275628.832113 nChanged 512 SP:Iteration 1F (18738.740000 sec): 3 clusters Score: Raw -279775.461467 + Penalty 3683.568340 = -276091.893127 nChanged 153 SP:Iteration 2F (18738.740000 sec): 3 clusters Score: Raw -279939.118193 + Penalty 3683.568340 = -276255.549854 nChanged 94 SP:Iteration 3F (18738.750000 sec): 3 clusters Score: Raw -280045.813932 + Penalty 3683.568340 = -276362.245592 nChanged 84 SP:Iteration 4Q (18738.760000 sec): 3 clusters Score: Raw -280154.553170 + Penalty 3683.568340 = -276470.984830 nChanged 71 SP:Iteration 5Q (18738.760000 sec): 3 clusters Score: Raw -280238.793671 + Penalty 3683.568340 = -276555.225331 nChanged 50 SP:Iteration 6Q (18738.770000 sec): 3 clusters Score: Raw -280306.964052 + Penalty 3683.568340 = -276623.395712 nChanged 50 SP:Iteration 7Q (18738.780000 sec): 3 clusters Score: Raw -280376.820396 + Penalty 3683.568340 = -276693.252056 nChanged 39 SP:Iteration 8Q (18738.780000 sec): 3 clusters Score: Raw -280425.701083 + Penalty 3683.568340 = -276742.132743 nChanged 40 SP:Iteration 9Q (18738.790000 sec): 3 clusters Score: Raw -280480.532608 + Penalty 3683.568340 = -276796.964268 nChanged 33 SP:Iteration 10Q (18738.800000 sec): 3 clusters Score: Raw -280527.333428 + Penalty 3683.568340 = -276843.765088 nChanged 34 SP:Iteration 11Q (18738.800000 sec): 3 clusters Score: Raw -280572.987629 + Penalty 3683.568340 = -276889.419289 nChanged 25 SP:Iteration 12Q (18738.810000 sec): 3 clusters Score: Raw -280616.707930 + Penalty 3683.568340 = -276933.139590 nChanged 34 SP:Iteration 13Q (18738.820000 sec): 3 clusters Score: Raw -280678.481559 + Penalty 3683.568340 = -276994.913219 nChanged 31 SP:Iteration 14Q (18738.820000 sec): 3 clusters Score: Raw -280727.764304 + Penalty 3683.568340 = -277044.195964 nChanged 31 SP:Iteration 15Q (18738.830000 sec): 3 clusters Score: Raw -280775.714391 + Penalty 3683.568340 = -277092.146051 nChanged 35 SP:Iteration 16Q (18738.840000 sec): 3 clusters Score: Raw -280822.694425 + Penalty 3683.568340 = -277139.126085 nChanged 26 SP:Iteration 17Q (18738.840000 sec): 3 clusters Score: Raw -280865.492538 + Penalty 3683.568340 = -277181.924198 nChanged 26 SP:Iteration 18Q (18738.850000 sec): 3 clusters Score: Raw -280899.699063 + Penalty 3683.568340 = -277216.130723 nChanged 24 SP:Iteration 19Q (18738.850000 sec): 3 clusters Score: Raw -280929.142884 + Penalty 3683.568340 = -277245.574544 nChanged 19 SP:Iteration 20F (18738.860000 sec): 3 clusters Score: Raw -280954.418429 + Penalty 3683.568340 = -277270.850089 nChanged 15 SP:Iteration 21Q (18738.870000 sec): 3 clusters Score: Raw -280973.299344 + Penalty 3683.568340 = -277289.731004 nChanged 18 SP:Iteration 22Q (18738.870000 sec): 3 clusters Score: Raw -280990.905035 + Penalty 3683.568340 = -277307.336695 nChanged 12 SP:Iteration 23Q (18738.880000 sec): 3 clusters Score: Raw -281002.590074 + Penalty 3683.568340 = -277319.021734 nChanged 6 SP:Iteration 24Q (18738.880000 sec): 3 clusters Score: Raw -281008.608015 + Penalty 3683.568340 = -277325.039675 nChanged 7 SP:Iteration 25Q (18738.890000 sec): 3 clusters Score: Raw -281016.479384 + Penalty 3683.568340 = -277332.911044 nChanged 9 SP:Iteration 26Q (18738.890000 sec): 3 clusters Score: Raw -281024.330885 + Penalty 3683.568340 = -277340.762545 nChanged 5 SP:Iteration 27Q (18738.900000 sec): 3 clusters Score: Raw -281027.030539 + Penalty 3683.568340 = -277343.462199 nChanged 5 SP:Iteration 28Q (18738.900000 sec): 3 clusters Score: Raw -281031.605476 + Penalty 3683.568340 = -277348.037136 nChanged 4 SP:Iteration 29Q (18738.910000 sec): 3 clusters Score: Raw -281033.622472 + Penalty 3683.568340 = -277350.054132 nChanged 1 SP:Iteration 30Q (18738.920000 sec): 3 clusters Score: Raw -281033.828880 + Penalty 3683.568340 = -277350.260541 nChanged 0 SP:Iteration 31F (18738.920000 sec): 3 clusters Score: Raw -281033.828880 + Penalty 3683.568340 = -277350.260541 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.930000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.930000 sec): 3 clusters Score: Raw -54484.831300 + Penalty 2908.361063 = -51576.470237 nChanged 48 SP:Iteration 1F (18738.940000 sec): 3 clusters Score: Raw -54634.897911 + Penalty 2908.361063 = -51726.536848 nChanged 15 SP:Iteration 2Q (18738.940000 sec): 3 clusters Score: Raw -54687.505141 + Penalty 2908.361063 = -51779.144078 nChanged 7 SP:Iteration 3Q (18738.940000 sec): 3 clusters Score: Raw -54715.142612 + Penalty 2908.361063 = -51806.781549 nChanged 6 SP:Iteration 4Q (18738.940000 sec): 3 clusters Score: Raw -54739.118265 + Penalty 2908.361063 = -51830.757202 nChanged 3 SP:Iteration 5Q (18738.940000 sec): 3 clusters Score: Raw -54745.168536 + Penalty 2908.361063 = -51836.807473 nChanged 1 SP:Iteration 6Q (18738.940000 sec): 3 clusters Score: Raw -54764.589678 + Penalty 2908.361063 = -51856.228615 nChanged 3 SP:Iteration 7Q (18738.940000 sec): 3 clusters Score: Raw -54788.961679 + Penalty 2908.361063 = -51880.600616 nChanged 4 SP:Iteration 8Q (18738.940000 sec): 3 clusters Score: Raw -54805.150316 + Penalty 2908.361063 = -51896.789253 nChanged 2 SP:Iteration 9Q (18738.940000 sec): 3 clusters Score: Raw -54810.175410 + Penalty 2908.361063 = -51901.814347 nChanged 0 SP:Iteration 10F (18738.950000 sec): 3 clusters Score: Raw -54810.175410 + Penalty 2908.361063 = -51901.814347 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18738.960000 sec): 2 clusters Score: Raw -522739.691358 + Penalty 2003.668432 = -520736.022927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18738.980000 sec): 3 clusters Score: Raw -521344.125928 + Penalty 4007.336863 = -517336.789065 nChanged 1157 SP:Iteration 1F (18738.990000 sec): 3 clusters Score: Raw -522292.563462 + Penalty 4007.336863 = -518285.226599 nChanged 331 SP:Iteration 2F (18739.000000 sec): 3 clusters Score: Raw -522686.920810 + Penalty 4007.336863 = -518679.583946 nChanged 258 SP:Iteration 3F (18739.020000 sec): 3 clusters Score: Raw -523062.210807 + Penalty 4007.336863 = -519054.873944 nChanged 227 SP:Iteration 4F (18739.030000 sec): 3 clusters Score: Raw -523398.948654 + Penalty 4007.336863 = -519391.611791 nChanged 202 SP:Iteration 5F (18739.040000 sec): 3 clusters Score: Raw -523633.073659 + Penalty 4007.336863 = -519625.736795 nChanged 134 SP:Iteration 6Q (18739.050000 sec): 3 clusters Score: Raw -523750.134405 + Penalty 4007.336863 = -519742.797541 nChanged 98 SP:Iteration 7Q (18739.070000 sec): 3 clusters Score: Raw -523826.011510 + Penalty 4007.336863 = -519818.674647 nChanged 63 SP:Iteration 8Q (18739.080000 sec): 3 clusters Score: Raw -523868.321477 + Penalty 4007.336863 = -519860.984614 nChanged 43 SP:Iteration 9Q (18739.090000 sec): 3 clusters Score: Raw -523892.249822 + Penalty 4007.336863 = -519884.912958 nChanged 28 SP:Iteration 10Q (18739.100000 sec): 3 clusters Score: Raw -523907.764766 + Penalty 4007.336863 = -519900.427903 nChanged 22 SP:Iteration 11Q (18739.120000 sec): 3 clusters Score: Raw -523923.694634 + Penalty 4007.336863 = -519916.357770 nChanged 22 SP:Iteration 12Q (18739.130000 sec): 3 clusters Score: Raw -523938.008655 + Penalty 4007.336863 = -519930.671792 nChanged 15 SP:Iteration 13Q (18739.140000 sec): 3 clusters Score: Raw -523950.598213 + Penalty 4007.336863 = -519943.261350 nChanged 22 SP:Iteration 14Q (18739.150000 sec): 3 clusters Score: Raw -523970.921585 + Penalty 4007.336863 = -519963.584722 nChanged 23 SP:Iteration 15Q (18739.160000 sec): 3 clusters Score: Raw -523994.015452 + Penalty 4007.336863 = -519986.678588 nChanged 26 SP:Iteration 16Q (18739.180000 sec): 3 clusters Score: Raw -524019.543973 + Penalty 4007.336863 = -520012.207110 nChanged 23 SP:Iteration 17Q (18739.190000 sec): 3 clusters Score: Raw -524033.574783 + Penalty 4007.336863 = -520026.237919 nChanged 18 SP:Iteration 18Q (18739.200000 sec): 3 clusters Score: Raw -524043.732060 + Penalty 4007.336863 = -520036.395196 nChanged 13 SP:Iteration 19Q (18739.210000 sec): 3 clusters Score: Raw -524048.347883 + Penalty 4007.336863 = -520041.011020 nChanged 9 SP:Iteration 20F (18739.220000 sec): 3 clusters Score: Raw -524063.305876 + Penalty 4007.336863 = -520055.969013 nChanged 10 SP:Iteration 21Q (18739.240000 sec): 3 clusters Score: Raw -524077.103780 + Penalty 4007.336863 = -520069.766917 nChanged 15 SP:Iteration 22Q (18739.250000 sec): 3 clusters Score: Raw -524088.878352 + Penalty 4007.336863 = -520081.541489 nChanged 13 SP:Iteration 23Q (18739.260000 sec): 3 clusters Score: Raw -524096.929863 + Penalty 4007.336863 = -520089.593000 nChanged 13 SP:Iteration 24Q (18739.270000 sec): 3 clusters Score: Raw -524104.746709 + Penalty 4007.336863 = -520097.409846 nChanged 11 SP:Iteration 25Q (18739.280000 sec): 3 clusters Score: Raw -524111.760726 + Penalty 4007.336863 = -520104.423863 nChanged 14 SP:Iteration 26Q (18739.300000 sec): 3 clusters Score: Raw -524122.489082 + Penalty 4007.336863 = -520115.152219 nChanged 13 SP:Iteration 27Q (18739.310000 sec): 3 clusters Score: Raw -524131.915986 + Penalty 4007.336863 = -520124.579123 nChanged 15 SP:Iteration 28Q (18739.320000 sec): 3 clusters Score: Raw -524139.278056 + Penalty 4007.336863 = -520131.941193 nChanged 18 SP:Iteration 29Q (18739.330000 sec): 3 clusters Score: Raw -524151.089509 + Penalty 4007.336863 = -520143.752646 nChanged 12 SP:Iteration 30Q (18739.340000 sec): 3 clusters Score: Raw -524157.841494 + Penalty 4007.336863 = -520150.504631 nChanged 11 SP:Iteration 31Q (18739.360000 sec): 3 clusters Score: Raw -524163.447493 + Penalty 4007.336863 = -520156.110630 nChanged 9 SP:Iteration 32Q (18739.370000 sec): 3 clusters Score: Raw -524168.987049 + Penalty 4007.336863 = -520161.650186 nChanged 10 SP:Iteration 33Q (18739.380000 sec): 3 clusters Score: Raw -524175.605459 + Penalty 4007.336863 = -520168.268596 nChanged 6 SP:Iteration 34Q (18739.390000 sec): 3 clusters Score: Raw -524177.801345 + Penalty 4007.336863 = -520170.464482 nChanged 3 SP:Iteration 35Q (18739.400000 sec): 3 clusters Score: Raw -524179.537909 + Penalty 4007.336863 = -520172.201046 nChanged 6 SP:Iteration 36Q (18739.420000 sec): 3 clusters Score: Raw -524181.816422 + Penalty 4007.336863 = -520174.479558 nChanged 6 SP:Iteration 37Q (18739.430000 sec): 3 clusters Score: Raw -524184.598640 + Penalty 4007.336863 = -520177.261776 nChanged 6 SP:Iteration 38Q (18739.440000 sec): 3 clusters Score: Raw -524187.285900 + Penalty 4007.336863 = -520179.949037 nChanged 4 SP:Iteration 39Q (18739.450000 sec): 3 clusters Score: Raw -524189.580107 + Penalty 4007.336863 = -520182.243244 nChanged 7 SP:Iteration 40F (18739.460000 sec): 3 clusters Score: Raw -524192.464502 + Penalty 4007.336863 = -520185.127638 nChanged 5 SP:Iteration 41Q (18739.480000 sec): 3 clusters Score: Raw -524194.945856 + Penalty 4007.336863 = -520187.608992 nChanged 5 SP:Iteration 42Q (18739.490000 sec): 3 clusters Score: Raw -524196.589086 + Penalty 4007.336863 = -520189.252222 nChanged 4 SP:Iteration 43Q (18739.500000 sec): 3 clusters Score: Raw -524198.454489 + Penalty 4007.336863 = -520191.117626 nChanged 2 SP:Iteration 44Q (18739.510000 sec): 3 clusters Score: Raw -524199.562369 + Penalty 4007.336863 = -520192.225506 nChanged 0 SP:Iteration 45F (18739.520000 sec): 3 clusters Score: Raw -524199.562369 + Penalty 4007.336863 = -520192.225506 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.540000 sec): 2 clusters Score: Raw -252059.160355 + Penalty 1810.349747 = -250248.810608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.540000 sec): 3 clusters Score: Raw -251632.453689 + Penalty 3620.699494 = -248011.754195 nChanged 417 SP:Iteration 1F (18739.550000 sec): 3 clusters Score: Raw -252021.145903 + Penalty 3620.699494 = -248400.446409 nChanged 99 SP:Iteration 2F (18739.560000 sec): 3 clusters Score: Raw -252120.844515 + Penalty 3620.699494 = -248500.145021 nChanged 48 SP:Iteration 3Q (18739.560000 sec): 3 clusters Score: Raw -252174.043499 + Penalty 3620.699494 = -248553.344006 nChanged 39 SP:Iteration 4Q (18739.570000 sec): 3 clusters Score: Raw -252219.280251 + Penalty 3620.699494 = -248598.580757 nChanged 34 SP:Iteration 5Q (18739.570000 sec): 3 clusters Score: Raw -252256.981525 + Penalty 3620.699494 = -248636.282031 nChanged 27 SP:Iteration 6Q (18739.580000 sec): 3 clusters Score: Raw -252286.496552 + Penalty 3620.699494 = -248665.797058 nChanged 23 SP:Iteration 7Q (18739.580000 sec): 3 clusters Score: Raw -252317.433895 + Penalty 3620.699494 = -248696.734401 nChanged 28 SP:Iteration 8Q (18739.590000 sec): 3 clusters Score: Raw -252351.015140 + Penalty 3620.699494 = -248730.315646 nChanged 26 SP:Iteration 9Q (18739.600000 sec): 3 clusters Score: Raw -252383.093640 + Penalty 3620.699494 = -248762.394146 nChanged 25 SP:Iteration 10Q (18739.600000 sec): 3 clusters Score: Raw -252414.695264 + Penalty 3620.699494 = -248793.995771 nChanged 24 SP:Iteration 11Q (18739.610000 sec): 3 clusters Score: Raw -252450.101186 + Penalty 3620.699494 = -248829.401692 nChanged 33 SP:Iteration 12Q (18739.610000 sec): 3 clusters Score: Raw -252489.453299 + Penalty 3620.699494 = -248868.753805 nChanged 26 SP:Iteration 13Q (18739.620000 sec): 3 clusters Score: Raw -252537.200563 + Penalty 3620.699494 = -248916.501070 nChanged 25 SP:Iteration 14Q (18739.620000 sec): 3 clusters Score: Raw -252567.474917 + Penalty 3620.699494 = -248946.775423 nChanged 23 SP:Iteration 15Q (18739.630000 sec): 3 clusters Score: Raw -252589.899765 + Penalty 3620.699494 = -248969.200271 nChanged 18 SP:Iteration 16Q (18739.640000 sec): 3 clusters Score: Raw -252609.715007 + Penalty 3620.699494 = -248989.015513 nChanged 12 SP:Iteration 17Q (18739.640000 sec): 3 clusters Score: Raw -252624.469538 + Penalty 3620.699494 = -249003.770044 nChanged 17 SP:Iteration 18Q (18739.650000 sec): 3 clusters Score: Raw -252645.524441 + Penalty 3620.699494 = -249024.824947 nChanged 20 SP:Iteration 19Q (18739.650000 sec): 3 clusters Score: Raw -252672.573684 + Penalty 3620.699494 = -249051.874190 nChanged 16 SP:Iteration 20F (18739.660000 sec): 3 clusters Score: Raw -252688.310160 + Penalty 3620.699494 = -249067.610667 nChanged 9 SP:Iteration 21Q (18739.660000 sec): 3 clusters Score: Raw -252701.853110 + Penalty 3620.699494 = -249081.153616 nChanged 15 SP:Iteration 22Q (18739.670000 sec): 3 clusters Score: Raw -252715.601339 + Penalty 3620.699494 = -249094.901845 nChanged 9 SP:Iteration 23Q (18739.670000 sec): 3 clusters Score: Raw -252725.410458 + Penalty 3620.699494 = -249104.710964 nChanged 10 SP:Iteration 24Q (18739.680000 sec): 3 clusters Score: Raw -252736.429730 + Penalty 3620.699494 = -249115.730236 nChanged 8 SP:Iteration 25Q (18739.680000 sec): 3 clusters Score: Raw -252745.115512 + Penalty 3620.699494 = -249124.416018 nChanged 6 SP:Iteration 26Q (18739.690000 sec): 3 clusters Score: Raw -252748.984543 + Penalty 3620.699494 = -249128.285049 nChanged 3 SP:Iteration 27Q (18739.700000 sec): 3 clusters Score: Raw -252751.683639 + Penalty 3620.699494 = -249130.984145 nChanged 1 SP:Iteration 28Q (18739.700000 sec): 3 clusters Score: Raw -252751.825736 + Penalty 3620.699494 = -249131.126242 nChanged 0 SP:Iteration 29F (18739.700000 sec): 3 clusters Score: Raw -252751.825736 + Penalty 3620.699494 = -249131.126242 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.720000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.720000 sec): 3 clusters Score: Raw -71689.324840 + Penalty 3100.944326 = -68588.380514 nChanged 102 SP:Iteration 1F (18739.720000 sec): 3 clusters Score: Raw -71864.170015 + Penalty 3100.944326 = -68763.225689 nChanged 24 SP:Iteration 2Q (18739.720000 sec): 3 clusters Score: Raw -71947.544523 + Penalty 3100.944326 = -68846.600197 nChanged 13 SP:Iteration 3Q (18739.720000 sec): 3 clusters Score: Raw -71983.463324 + Penalty 3100.944326 = -68882.518998 nChanged 12 SP:Iteration 4Q (18739.720000 sec): 3 clusters Score: Raw -72025.376142 + Penalty 3100.944326 = -68924.431816 nChanged 8 SP:Iteration 5Q (18739.730000 sec): 3 clusters Score: Raw -72060.421722 + Penalty 3100.944326 = -68959.477396 nChanged 15 SP:Iteration 6Q (18739.730000 sec): 3 clusters Score: Raw -72091.698228 + Penalty 3100.944326 = -68990.753902 nChanged 14 SP:Iteration 7Q (18739.730000 sec): 3 clusters Score: Raw -72144.345842 + Penalty 3100.944326 = -69043.401516 nChanged 13 SP:Iteration 8Q (18739.730000 sec): 3 clusters Score: Raw -72208.731327 + Penalty 3100.944326 = -69107.787001 nChanged 16 SP:Iteration 9Q (18739.740000 sec): 3 clusters Score: Raw -72314.019216 + Penalty 3100.944326 = -69213.074890 nChanged 18 SP:Iteration 10Q (18739.740000 sec): 3 clusters Score: Raw -72399.101699 + Penalty 3100.944326 = -69298.157373 nChanged 15 SP:Iteration 11Q (18739.740000 sec): 3 clusters Score: Raw -72470.780545 + Penalty 3100.944326 = -69369.836219 nChanged 11 SP:Iteration 12Q (18739.740000 sec): 3 clusters Score: Raw -72541.677867 + Penalty 3100.944326 = -69440.733541 nChanged 10 SP:Iteration 13Q (18739.740000 sec): 3 clusters Score: Raw -72617.461724 + Penalty 3100.944326 = -69516.517397 nChanged 11 SP:Iteration 14Q (18739.740000 sec): 3 clusters Score: Raw -72654.883537 + Penalty 3100.944326 = -69553.939211 nChanged 6 SP:Iteration 15Q (18739.740000 sec): 3 clusters Score: Raw -72673.691481 + Penalty 3100.944326 = -69572.747155 nChanged 3 SP:Iteration 16Q (18739.750000 sec): 3 clusters Score: Raw -72682.851035 + Penalty 3100.944326 = -69581.906709 nChanged 2 SP:Iteration 17Q (18739.750000 sec): 3 clusters Score: Raw -72697.896452 + Penalty 3100.944326 = -69596.952126 nChanged 5 SP:Iteration 18Q (18739.750000 sec): 3 clusters Score: Raw -72745.410308 + Penalty 3100.944326 = -69644.465981 nChanged 5 SP:Iteration 19Q (18739.750000 sec): 3 clusters Score: Raw -72779.589633 + Penalty 3100.944326 = -69678.645307 nChanged 10 SP:Iteration 20F (18739.760000 sec): 3 clusters Score: Raw -72841.469604 + Penalty 3100.944326 = -69740.525277 nChanged 12 SP:Iteration 21Q (18739.760000 sec): 3 clusters Score: Raw -72914.101807 + Penalty 3100.944326 = -69813.157481 nChanged 8 SP:Iteration 22Q (18739.760000 sec): 3 clusters Score: Raw -72950.028965 + Penalty 3100.944326 = -69849.084639 nChanged 5 SP:Iteration 23Q (18739.760000 sec): 3 clusters Score: Raw -72964.756533 + Penalty 3100.944326 = -69863.812207 nChanged 0 SP:Iteration 24F (18739.760000 sec): 3 clusters Score: Raw -72964.756533 + Penalty 3100.944326 = -69863.812207 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.770000 sec): 2 clusters Score: Raw -84894.325354 + Penalty 1550.949545 = -83343.375808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.770000 sec): 3 clusters Score: Raw -84924.080577 + Penalty 3101.899091 = -81822.181487 nChanged 114 SP:Iteration 1F (18739.780000 sec): 3 clusters Score: Raw -85119.381560 + Penalty 3101.899091 = -82017.482469 nChanged 18 SP:Iteration 2Q (18739.780000 sec): 3 clusters Score: Raw -85159.499514 + Penalty 3101.899091 = -82057.600423 nChanged 10 SP:Iteration 3Q (18739.780000 sec): 3 clusters Score: Raw -85180.173108 + Penalty 3101.899091 = -82078.274017 nChanged 10 SP:Iteration 4Q (18739.780000 sec): 3 clusters Score: Raw -85194.891151 + Penalty 3101.899091 = -82092.992061 nChanged 4 SP:Iteration 5Q (18739.780000 sec): 3 clusters Score: Raw -85197.304146 + Penalty 3101.899091 = -82095.405056 nChanged 0 SP:Iteration 6F (18739.780000 sec): 3 clusters Score: Raw -85197.304146 + Penalty 3101.899091 = -82095.405056 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.790000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.800000 sec): 3 clusters Score: Raw -54086.736445 + Penalty 2880.838675 = -51205.897770 nChanged 42 SP:Iteration 1F (18739.800000 sec): 3 clusters Score: Raw -54223.208624 + Penalty 2880.838675 = -51342.369949 nChanged 13 SP:Iteration 2Q (18739.800000 sec): 3 clusters Score: Raw -54247.184760 + Penalty 2880.838675 = -51366.346085 nChanged 1 SP:Iteration 3Q (18739.800000 sec): 3 clusters Score: Raw -54251.990401 + Penalty 2880.838675 = -51371.151726 nChanged 0 SP:Iteration 4F (18739.800000 sec): 3 clusters Score: Raw -54251.990401 + Penalty 2880.838675 = -51371.151726 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.810000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.810000 sec): 3 clusters Score: Raw -89502.633991 + Penalty 3143.942663 = -86358.691328 nChanged 98 SP:Iteration 1F (18739.810000 sec): 3 clusters Score: Raw -89688.935559 + Penalty 3143.942663 = -86544.992896 nChanged 32 SP:Iteration 2F (18739.820000 sec): 3 clusters Score: Raw -89771.790978 + Penalty 3143.942663 = -86627.848315 nChanged 21 SP:Iteration 3Q (18739.820000 sec): 3 clusters Score: Raw -89827.943390 + Penalty 3143.942663 = -86684.000728 nChanged 13 SP:Iteration 4Q (18739.820000 sec): 3 clusters Score: Raw -89869.809929 + Penalty 3143.942663 = -86725.867267 nChanged 13 SP:Iteration 5Q (18739.820000 sec): 3 clusters Score: Raw -89939.758139 + Penalty 3143.942663 = -86795.815476 nChanged 11 SP:Iteration 6Q (18739.820000 sec): 3 clusters Score: Raw -90052.443888 + Penalty 3143.942663 = -86908.501225 nChanged 15 SP:Iteration 7Q (18739.830000 sec): 3 clusters Score: Raw -90122.321768 + Penalty 3143.942663 = -86978.379105 nChanged 10 SP:Iteration 8Q (18739.830000 sec): 3 clusters Score: Raw -90136.645175 + Penalty 3143.942663 = -86992.702512 nChanged 4 SP:Iteration 9Q (18739.830000 sec): 3 clusters Score: Raw -90142.908034 + Penalty 3143.942663 = -86998.965372 nChanged 4 SP:Iteration 10Q (18739.830000 sec): 3 clusters Score: Raw -90150.890466 + Penalty 3143.942663 = -87006.947803 nChanged 4 SP:Iteration 11Q (18739.840000 sec): 3 clusters Score: Raw -90156.678938 + Penalty 3143.942663 = -87012.736275 nChanged 1 SP:Iteration 12Q (18739.840000 sec): 3 clusters Score: Raw -90157.506865 + Penalty 3143.942663 = -87013.564202 nChanged 1 SP:Iteration 13Q (18739.840000 sec): 3 clusters Score: Raw -90161.606033 + Penalty 3143.942663 = -87017.663370 nChanged 5 SP:Iteration 14Q (18739.840000 sec): 3 clusters Score: Raw -90171.522015 + Penalty 3143.942663 = -87027.579353 nChanged 2 SP:Iteration 15Q (18739.840000 sec): 3 clusters Score: Raw -90175.268798 + Penalty 3143.942663 = -87031.326135 nChanged 1 SP:Iteration 16Q (18739.840000 sec): 3 clusters Score: Raw -90175.990307 + Penalty 3143.942663 = -87032.047645 nChanged 1 SP:Iteration 17Q (18739.850000 sec): 3 clusters Score: Raw -90177.284725 + Penalty 3143.942663 = -87033.342062 nChanged 0 SP:Iteration 18F (18739.850000 sec): 3 clusters Score: Raw -90177.284725 + Penalty 3143.942663 = -87033.342062 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.860000 sec): 2 clusters Score: Raw -179739.165604 + Penalty 1735.630391 = -178003.535213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.860000 sec): 3 clusters Score: Raw -179488.133204 + Penalty 3471.260783 = -176016.872422 nChanged 280 SP:Iteration 1F (18739.870000 sec): 3 clusters Score: Raw -179782.495422 + Penalty 3471.260783 = -176311.234639 nChanged 75 SP:Iteration 2F (18739.870000 sec): 3 clusters Score: Raw -179887.945186 + Penalty 3471.260783 = -176416.684403 nChanged 44 SP:Iteration 3Q (18739.880000 sec): 3 clusters Score: Raw -179952.276951 + Penalty 3471.260783 = -176481.016168 nChanged 33 SP:Iteration 4Q (18739.880000 sec): 3 clusters Score: Raw -179998.420465 + Penalty 3471.260783 = -176527.159682 nChanged 25 SP:Iteration 5Q (18739.890000 sec): 3 clusters Score: Raw -180040.820756 + Penalty 3471.260783 = -176569.559973 nChanged 25 SP:Iteration 6Q (18739.890000 sec): 3 clusters Score: Raw -180077.214095 + Penalty 3471.260783 = -176605.953313 nChanged 30 SP:Iteration 7Q (18739.900000 sec): 3 clusters Score: Raw -180131.662417 + Penalty 3471.260783 = -176660.401634 nChanged 27 SP:Iteration 8Q (18739.900000 sec): 3 clusters Score: Raw -180171.477355 + Penalty 3471.260783 = -176700.216572 nChanged 22 SP:Iteration 9Q (18739.900000 sec): 3 clusters Score: Raw -180203.591369 + Penalty 3471.260783 = -176732.330587 nChanged 18 SP:Iteration 10Q (18739.910000 sec): 3 clusters Score: Raw -180238.530992 + Penalty 3471.260783 = -176767.270210 nChanged 15 SP:Iteration 11Q (18739.910000 sec): 3 clusters Score: Raw -180267.584849 + Penalty 3471.260783 = -176796.324066 nChanged 19 SP:Iteration 12Q (18739.920000 sec): 3 clusters Score: Raw -180303.483763 + Penalty 3471.260783 = -176832.222980 nChanged 20 SP:Iteration 13Q (18739.920000 sec): 3 clusters Score: Raw -180353.062123 + Penalty 3471.260783 = -176881.801340 nChanged 17 SP:Iteration 14Q (18739.920000 sec): 3 clusters Score: Raw -180388.966659 + Penalty 3471.260783 = -176917.705876 nChanged 12 SP:Iteration 15Q (18739.930000 sec): 3 clusters Score: Raw -180406.179999 + Penalty 3471.260783 = -176934.919217 nChanged 9 SP:Iteration 16Q (18739.930000 sec): 3 clusters Score: Raw -180425.301710 + Penalty 3471.260783 = -176954.040928 nChanged 9 SP:Iteration 17Q (18739.940000 sec): 3 clusters Score: Raw -180441.158713 + Penalty 3471.260783 = -176969.897930 nChanged 7 SP:Iteration 18Q (18739.940000 sec): 3 clusters Score: Raw -180456.726147 + Penalty 3471.260783 = -176985.465365 nChanged 9 SP:Iteration 19Q (18739.940000 sec): 3 clusters Score: Raw -180472.632575 + Penalty 3471.260783 = -177001.371792 nChanged 6 SP:Iteration 20F (18739.950000 sec): 3 clusters Score: Raw -180483.080696 + Penalty 3471.260783 = -177011.819914 nChanged 7 SP:Iteration 21Q (18739.950000 sec): 3 clusters Score: Raw -180493.250349 + Penalty 3471.260783 = -177021.989567 nChanged 7 SP:Iteration 22Q (18739.960000 sec): 3 clusters Score: Raw -180507.334354 + Penalty 3471.260783 = -177036.073571 nChanged 8 SP:Iteration 23Q (18739.960000 sec): 3 clusters Score: Raw -180516.380290 + Penalty 3471.260783 = -177045.119507 nChanged 5 SP:Iteration 24Q (18739.960000 sec): 3 clusters Score: Raw -180532.286453 + Penalty 3471.260783 = -177061.025670 nChanged 7 SP:Iteration 25Q (18739.960000 sec): 3 clusters Score: Raw -180544.373694 + Penalty 3471.260783 = -177073.112911 nChanged 5 SP:Iteration 26Q (18739.970000 sec): 3 clusters Score: Raw -180555.248736 + Penalty 3471.260783 = -177083.987953 nChanged 6 SP:Iteration 27Q (18739.970000 sec): 3 clusters Score: Raw -180563.364693 + Penalty 3471.260783 = -177092.103911 nChanged 1 SP:Iteration 28Q (18739.980000 sec): 3 clusters Score: Raw -180564.413916 + Penalty 3471.260783 = -177093.153134 nChanged 1 SP:Iteration 29Q (18739.980000 sec): 3 clusters Score: Raw -180565.369712 + Penalty 3471.260783 = -177094.108929 nChanged 0 SP:Iteration 30F (18739.980000 sec): 3 clusters Score: Raw -180565.369712 + Penalty 3471.260783 = -177094.108929 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18739.990000 sec): 2 clusters Score: Raw -29104.363977 + Penalty 1316.450389 = -27787.913588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18739.990000 sec): 3 clusters Score: Raw -29440.407934 + Penalty 2632.900778 = -26807.507157 nChanged 25 SP:Iteration 1F (18740.000000 sec): 3 clusters Score: Raw -29622.747743 + Penalty 2632.900778 = -26989.846965 nChanged 10 SP:Iteration 2Q (18740.000000 sec): 3 clusters Score: Raw -29699.521282 + Penalty 2632.900778 = -27066.620504 nChanged 4 SP:Iteration 3Q (18740.000000 sec): 3 clusters Score: Raw -29725.113896 + Penalty 2632.900778 = -27092.213118 nChanged 4 SP:Iteration 4Q (18740.000000 sec): 3 clusters Score: Raw -29752.003548 + Penalty 2632.900778 = -27119.102770 nChanged 0 SP:Iteration 5F (18740.000000 sec): 3 clusters Score: Raw -29752.003548 + Penalty 2632.900778 = -27119.102770 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.010000 sec): 2 clusters Score: Raw -117261.628257 + Penalty 1645.062971 = -115616.565285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.010000 sec): 3 clusters Score: Raw -117172.354356 + Penalty 3290.125943 = -113882.228413 nChanged 171 SP:Iteration 1F (18740.010000 sec): 3 clusters Score: Raw -117485.044810 + Penalty 3290.125943 = -114194.918867 nChanged 44 SP:Iteration 2F (18740.020000 sec): 3 clusters Score: Raw -117591.405577 + Penalty 3290.125943 = -114301.279634 nChanged 28 SP:Iteration 3Q (18740.020000 sec): 3 clusters Score: Raw -117644.931388 + Penalty 3290.125943 = -114354.805445 nChanged 14 SP:Iteration 4Q (18740.020000 sec): 3 clusters Score: Raw -117672.333817 + Penalty 3290.125943 = -114382.207874 nChanged 10 SP:Iteration 5Q (18740.020000 sec): 3 clusters Score: Raw -117701.406902 + Penalty 3290.125943 = -114411.280959 nChanged 15 SP:Iteration 6Q (18740.030000 sec): 3 clusters Score: Raw -117780.929683 + Penalty 3290.125943 = -114490.803740 nChanged 27 SP:Iteration 7Q (18740.030000 sec): 3 clusters Score: Raw -117857.534380 + Penalty 3290.125943 = -114567.408437 nChanged 22 SP:Iteration 8Q (18740.030000 sec): 3 clusters Score: Raw -117918.132866 + Penalty 3290.125943 = -114628.006923 nChanged 19 SP:Iteration 9Q (18740.040000 sec): 3 clusters Score: Raw -117970.105719 + Penalty 3290.125943 = -114679.979776 nChanged 20 SP:Iteration 10Q (18740.040000 sec): 3 clusters Score: Raw -118022.827798 + Penalty 3290.125943 = -114732.701855 nChanged 15 SP:Iteration 11Q (18740.040000 sec): 3 clusters Score: Raw -118067.880881 + Penalty 3290.125943 = -114777.754938 nChanged 19 SP:Iteration 12Q (18740.040000 sec): 3 clusters Score: Raw -118124.198086 + Penalty 3290.125943 = -114834.072143 nChanged 20 SP:Iteration 13Q (18740.050000 sec): 3 clusters Score: Raw -118183.447876 + Penalty 3290.125943 = -114893.321933 nChanged 23 SP:Iteration 14Q (18740.050000 sec): 3 clusters Score: Raw -118236.208349 + Penalty 3290.125943 = -114946.082406 nChanged 19 SP:Iteration 15Q (18740.050000 sec): 3 clusters Score: Raw -118279.835550 + Penalty 3290.125943 = -114989.709607 nChanged 12 SP:Iteration 16Q (18740.060000 sec): 3 clusters Score: Raw -118306.058136 + Penalty 3290.125943 = -115015.932193 nChanged 13 SP:Iteration 17Q (18740.060000 sec): 3 clusters Score: Raw -118335.898130 + Penalty 3290.125943 = -115045.772187 nChanged 9 SP:Iteration 18Q (18740.060000 sec): 3 clusters Score: Raw -118352.843439 + Penalty 3290.125943 = -115062.717496 nChanged 7 SP:Iteration 19Q (18740.060000 sec): 3 clusters Score: Raw -118365.571771 + Penalty 3290.125943 = -115075.445829 nChanged 6 SP:Iteration 20F (18740.060000 sec): 3 clusters Score: Raw -118375.503742 + Penalty 3290.125943 = -115085.377800 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.080000 sec): 2 clusters Score: Raw -127866.722988 + Penalty 1649.269204 = -126217.453784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.080000 sec): 3 clusters Score: Raw -127733.051494 + Penalty 3298.538408 = -124434.513085 nChanged 179 SP:Iteration 1F (18740.080000 sec): 3 clusters Score: Raw -127966.024568 + Penalty 3298.538408 = -124667.486160 nChanged 51 SP:Iteration 2F (18740.080000 sec): 3 clusters Score: Raw -128059.182035 + Penalty 3298.538408 = -124760.643627 nChanged 27 SP:Iteration 3Q (18740.090000 sec): 3 clusters Score: Raw -128123.691533 + Penalty 3298.538408 = -124825.153125 nChanged 20 SP:Iteration 4Q (18740.090000 sec): 3 clusters Score: Raw -128158.329107 + Penalty 3298.538408 = -124859.790699 nChanged 20 SP:Iteration 5Q (18740.100000 sec): 3 clusters Score: Raw -128196.134690 + Penalty 3298.538408 = -124897.596281 nChanged 18 SP:Iteration 6Q (18740.100000 sec): 3 clusters Score: Raw -128227.244204 + Penalty 3298.538408 = -124928.705796 nChanged 10 SP:Iteration 7Q (18740.100000 sec): 3 clusters Score: Raw -128240.341716 + Penalty 3298.538408 = -124941.803308 nChanged 7 SP:Iteration 8Q (18740.100000 sec): 3 clusters Score: Raw -128253.331071 + Penalty 3298.538408 = -124954.792663 nChanged 5 SP:Iteration 9Q (18740.100000 sec): 3 clusters Score: Raw -128261.687558 + Penalty 3298.538408 = -124963.149150 nChanged 2 SP:Iteration 10Q (18740.110000 sec): 3 clusters Score: Raw -128262.873102 + Penalty 3298.538408 = -124964.334693 nChanged 2 SP:Iteration 11Q (18740.110000 sec): 3 clusters Score: Raw -128265.833575 + Penalty 3298.538408 = -124967.295167 nChanged 1 SP:Iteration 12Q (18740.120000 sec): 3 clusters Score: Raw -128267.376598 + Penalty 3298.538408 = -124968.838190 nChanged 2 SP:Iteration 13Q (18740.120000 sec): 3 clusters Score: Raw -128272.899139 + Penalty 3298.538408 = -124974.360731 nChanged 5 SP:Iteration 14Q (18740.120000 sec): 3 clusters Score: Raw -128278.736623 + Penalty 3298.538408 = -124980.198214 nChanged 6 SP:Iteration 15Q (18740.120000 sec): 3 clusters Score: Raw -128288.708335 + Penalty 3298.538408 = -124990.169927 nChanged 3 SP:Iteration 16Q (18740.130000 sec): 3 clusters Score: Raw -128291.877133 + Penalty 3298.538408 = -124993.338725 nChanged 4 SP:Iteration 17Q (18740.130000 sec): 3 clusters Score: Raw -128308.504918 + Penalty 3298.538408 = -125009.966510 nChanged 3 SP:Iteration 18Q (18740.130000 sec): 3 clusters Score: Raw -128314.606869 + Penalty 3298.538408 = -125016.068461 nChanged 4 SP:Iteration 19Q (18740.140000 sec): 3 clusters Score: Raw -128324.311974 + Penalty 3298.538408 = -125025.773566 nChanged 2 SP:Iteration 20F (18740.140000 sec): 3 clusters Score: Raw -128326.616513 + Penalty 3298.538408 = -125028.078105 nChanged 3 SP:Iteration 21Q (18740.140000 sec): 3 clusters Score: Raw -128329.481688 + Penalty 3298.538408 = -125030.943280 nChanged 3 SP:Iteration 22Q (18740.140000 sec): 3 clusters Score: Raw -128332.324592 + Penalty 3298.538408 = -125033.786184 nChanged 1 SP:Iteration 23Q (18740.150000 sec): 3 clusters Score: Raw -128334.019521 + Penalty 3298.538408 = -125035.481113 nChanged 1 SP:Iteration 24Q (18740.150000 sec): 3 clusters Score: Raw -128336.705015 + Penalty 3298.538408 = -125038.166607 nChanged 1 SP:Iteration 25Q (18740.150000 sec): 3 clusters Score: Raw -128340.867884 + Penalty 3298.538408 = -125042.329476 nChanged 2 SP:Iteration 26Q (18740.160000 sec): 3 clusters Score: Raw -128346.202870 + Penalty 3298.538408 = -125047.664462 nChanged 2 SP:Iteration 27Q (18740.160000 sec): 3 clusters Score: Raw -128348.721842 + Penalty 3298.538408 = -125050.183434 nChanged 3 SP:Iteration 28Q (18740.160000 sec): 3 clusters Score: Raw -128355.992295 + Penalty 3298.538408 = -125057.453887 nChanged 1 SP:Iteration 29Q (18740.160000 sec): 3 clusters Score: Raw -128359.338149 + Penalty 3298.538408 = -125060.799741 nChanged 0 SP:Iteration 30F (18740.170000 sec): 3 clusters Score: Raw -128359.338149 + Penalty 3298.538408 = -125060.799741 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.180000 sec): 2 clusters Score: Raw -33831.535855 + Penalty 1345.387604 = -32486.148251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.180000 sec): 3 clusters Score: Raw -34102.210813 + Penalty 2690.775209 = -31411.435604 nChanged 30 SP:Iteration 1F (18740.180000 sec): 3 clusters Score: Raw -34200.929308 + Penalty 2690.775209 = -31510.154100 nChanged 5 SP:Iteration 2Q (18740.180000 sec): 3 clusters Score: Raw -34213.886379 + Penalty 2690.775209 = -31523.111171 nChanged 2 SP:Iteration 3Q (18740.180000 sec): 3 clusters Score: Raw -34216.890015 + Penalty 2690.775209 = -31526.114807 nChanged 1 SP:Iteration 4Q (18740.180000 sec): 3 clusters Score: Raw -34217.623961 + Penalty 2690.775209 = -31526.848752 nChanged 1 SP:Iteration 5Q (18740.180000 sec): 3 clusters Score: Raw -34219.458866 + Penalty 2690.775209 = -31528.683657 nChanged 4 SP:Iteration 6Q (18740.180000 sec): 3 clusters Score: Raw -34243.571098 + Penalty 2690.775209 = -31552.795890 nChanged 5 SP:Iteration 7Q (18740.180000 sec): 3 clusters Score: Raw -34269.082307 + Penalty 2690.775209 = -31578.307098 nChanged 6 SP:Iteration 8Q (18740.180000 sec): 3 clusters Score: Raw -34289.566256 + Penalty 2690.775209 = -31598.791047 nChanged 1 SP:Iteration 9Q (18740.180000 sec): 3 clusters Score: Raw -34291.900814 + Penalty 2690.775209 = -31601.125605 nChanged 2 SP:Iteration 10Q (18740.180000 sec): 3 clusters Score: Raw -34295.379875 + Penalty 2690.775209 = -31604.604666 nChanged 0 SP:Iteration 11F (18740.180000 sec): 3 clusters Score: Raw -34295.379875 + Penalty 2690.775209 = -31604.604666 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.190000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.200000 sec): 3 clusters Score: Raw -23270.326405 + Penalty 2817.365614 = -20452.960791 nChanged 54 SP:Iteration 1F (18740.200000 sec): 3 clusters Score: Raw -23488.551600 + Penalty 2817.365614 = -20671.185986 nChanged 21 SP:Iteration 2F (18740.200000 sec): 3 clusters Score: Raw -23688.487288 + Penalty 2817.365614 = -20871.121674 nChanged 21 SP:Iteration 3F (18740.200000 sec): 3 clusters Score: Raw -23812.268430 + Penalty 2817.365614 = -20994.902816 nChanged 9 SP:Iteration 4Q (18740.200000 sec): 3 clusters Score: Raw -23867.623994 + Penalty 2817.365614 = -21050.258380 nChanged 4 SP:Iteration 5Q (18740.200000 sec): 3 clusters Score: Raw -23886.260469 + Penalty 2817.365614 = -21068.894855 nChanged 2 SP:Iteration 6Q (18740.200000 sec): 3 clusters Score: Raw -23896.651344 + Penalty 2817.365614 = -21079.285730 nChanged 2 SP:Iteration 7Q (18740.200000 sec): 3 clusters Score: Raw -23902.811944 + Penalty 2817.365614 = -21085.446330 nChanged 0 SP:Iteration 8F (18740.200000 sec): 3 clusters Score: Raw -23902.811944 + Penalty 2817.365614 = -21085.446330 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.210000 sec): 2 clusters Score: Raw -45972.303385 + Penalty 1431.317399 = -44540.985987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.210000 sec): 3 clusters Score: Raw -46227.078183 + Penalty 2862.634797 = -43364.443386 nChanged 56 SP:Iteration 1F (18740.220000 sec): 3 clusters Score: Raw -46434.144456 + Penalty 2862.634797 = -43571.509658 nChanged 24 SP:Iteration 2F (18740.220000 sec): 3 clusters Score: Raw -46541.829601 + Penalty 2862.634797 = -43679.194804 nChanged 13 SP:Iteration 3Q (18740.220000 sec): 3 clusters Score: Raw -46630.927232 + Penalty 2862.634797 = -43768.292435 nChanged 12 SP:Iteration 4Q (18740.220000 sec): 3 clusters Score: Raw -46753.429369 + Penalty 2862.634797 = -43890.794572 nChanged 9 SP:Iteration 5Q (18740.220000 sec): 3 clusters Score: Raw -46835.659080 + Penalty 2862.634797 = -43973.024283 nChanged 6 SP:Iteration 6Q (18740.220000 sec): 3 clusters Score: Raw -46877.569806 + Penalty 2862.634797 = -44014.935009 nChanged 2 SP:Iteration 7Q (18740.220000 sec): 3 clusters Score: Raw -46886.809322 + Penalty 2862.634797 = -44024.174525 nChanged 1 SP:Iteration 8Q (18740.220000 sec): 3 clusters Score: Raw -46892.232310 + Penalty 2862.634797 = -44029.597513 nChanged 1 SP:Iteration 9Q (18740.220000 sec): 3 clusters Score: Raw -46894.537115 + Penalty 2862.634797 = -44031.902318 nChanged 0 SP:Iteration 10F (18740.220000 sec): 3 clusters Score: Raw -46894.537115 + Penalty 2862.634797 = -44031.902318 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.240000 sec): 2 clusters Score: Raw -76238.869151 + Penalty 1530.063462 = -74708.805689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.240000 sec): 3 clusters Score: Raw -76314.555094 + Penalty 3060.126923 = -73254.428171 nChanged 90 SP:Iteration 1F (18740.240000 sec): 3 clusters Score: Raw -76480.990411 + Penalty 3060.126923 = -73420.863488 nChanged 25 SP:Iteration 2F (18740.240000 sec): 3 clusters Score: Raw -76538.947609 + Penalty 3060.126923 = -73478.820686 nChanged 10 SP:Iteration 3Q (18740.240000 sec): 3 clusters Score: Raw -76556.849365 + Penalty 3060.126923 = -73496.722442 nChanged 6 SP:Iteration 4Q (18740.240000 sec): 3 clusters Score: Raw -76564.772970 + Penalty 3060.126923 = -73504.646047 nChanged 3 SP:Iteration 5Q (18740.250000 sec): 3 clusters Score: Raw -76573.039606 + Penalty 3060.126923 = -73512.912683 nChanged 2 SP:Iteration 6Q (18740.250000 sec): 3 clusters Score: Raw -76576.530267 + Penalty 3060.126923 = -73516.403343 nChanged 1 SP:Iteration 7Q (18740.250000 sec): 3 clusters Score: Raw -76577.756683 + Penalty 3060.126923 = -73517.629760 nChanged 1 SP:Iteration 8Q (18740.250000 sec): 3 clusters Score: Raw -76579.481629 + Penalty 3060.126923 = -73519.354706 nChanged 0 SP:Iteration 9F (18740.250000 sec): 3 clusters Score: Raw -76579.481629 + Penalty 3060.126923 = -73519.354706 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.260000 sec): 2 clusters Score: Raw -42430.917696 + Penalty 1447.033063 = -40983.884633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.260000 sec): 3 clusters Score: Raw -43027.975713 + Penalty 2894.066126 = -40133.909588 nChanged 95 SP:Iteration 1F (18740.260000 sec): 3 clusters Score: Raw -43453.884017 + Penalty 2894.066126 = -40559.817891 nChanged 19 SP:Iteration 2F (18740.270000 sec): 3 clusters Score: Raw -43532.367946 + Penalty 2894.066126 = -40638.301820 nChanged 11 SP:Iteration 3Q (18740.270000 sec): 3 clusters Score: Raw -43557.782445 + Penalty 2894.066126 = -40663.716320 nChanged 5 SP:Iteration 4Q (18740.270000 sec): 3 clusters Score: Raw -43568.607096 + Penalty 2894.066126 = -40674.540970 nChanged 2 SP:Iteration 5Q (18740.270000 sec): 3 clusters Score: Raw -43574.269035 + Penalty 2894.066126 = -40680.202909 nChanged 1 SP:Iteration 6Q (18740.270000 sec): 3 clusters Score: Raw -43578.863152 + Penalty 2894.066126 = -40684.797027 nChanged 0 SP:Iteration 7F (18740.270000 sec): 3 clusters Score: Raw -43578.863152 + Penalty 2894.066126 = -40684.797027 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.280000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.280000 sec): 3 clusters Score: Raw -33311.939986 + Penalty 2659.200914 = -30652.739071 nChanged 23 SP:Iteration 1F (18740.280000 sec): 3 clusters Score: Raw -33433.593522 + Penalty 2659.200914 = -30774.392608 nChanged 8 SP:Iteration 2Q (18740.280000 sec): 3 clusters Score: Raw -33499.425886 + Penalty 2659.200914 = -30840.224972 nChanged 3 SP:Iteration 3Q (18740.280000 sec): 3 clusters Score: Raw -33517.792930 + Penalty 2659.200914 = -30858.592016 nChanged 1 SP:Iteration 4Q (18740.280000 sec): 3 clusters Score: Raw -33519.769707 + Penalty 2659.200914 = -30860.568793 nChanged 0 SP:Iteration 5F (18740.280000 sec): 3 clusters Score: Raw -33519.769707 + Penalty 2659.200914 = -30860.568793 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.300000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.300000 sec): 3 clusters Score: Raw -41204.887210 + Penalty 2911.171269 = -38293.715941 nChanged 65 SP:Iteration 1F (18740.300000 sec): 3 clusters Score: Raw -41384.389437 + Penalty 2911.171269 = -38473.218168 nChanged 15 SP:Iteration 2Q (18740.300000 sec): 3 clusters Score: Raw -41444.202810 + Penalty 2911.171269 = -38533.031541 nChanged 9 SP:Iteration 3Q (18740.300000 sec): 3 clusters Score: Raw -41468.399561 + Penalty 2911.171269 = -38557.228292 nChanged 8 SP:Iteration 4Q (18740.300000 sec): 3 clusters Score: Raw -41497.274639 + Penalty 2911.171269 = -38586.103371 nChanged 3 SP:Iteration 5Q (18740.300000 sec): 3 clusters Score: Raw -41502.235195 + Penalty 2911.171269 = -38591.063926 nChanged 4 SP:Iteration 6Q (18740.300000 sec): 3 clusters Score: Raw -41506.273074 + Penalty 2911.171269 = -38595.101805 nChanged 0 SP:Iteration 7F (18740.300000 sec): 3 clusters Score: Raw -41506.273074 + Penalty 2911.171269 = -38595.101805 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (18740.310000 sec): 2 clusters Score: Raw -42492.497797 + Penalty 1426.638014 = -41065.859783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (18740.320000 sec): 3 clusters Score: Raw -42670.234686 + Penalty 2853.276029 = -39816.958657 nChanged 53 SP:Iteration 1F (18740.320000 sec): 3 clusters Score: Raw -42816.315341 + Penalty 2853.276029 = -39963.039313 nChanged 11 SP:Iteration 2Q (18740.320000 sec): 3 clusters Score: Raw -42849.964752 + Penalty 2853.276029 = -39996.688723 nChanged 9 SP:Iteration 3Q (18740.320000 sec): 3 clusters Score: Raw -42897.336999 + Penalty 2853.276029 = -40044.060970 nChanged 9 SP:Iteration 4Q (18740.320000 sec): 3 clusters Score: Raw -42929.989771 + Penalty 2853.276029 = -40076.713742 nChanged 11 SP:Iteration 5Q (18740.320000 sec): 3 clusters Score: Raw -42974.204808 + Penalty 2853.276029 = -40120.928779 nChanged 11 SP:Iteration 6Q (18740.320000 sec): 3 clusters Score: Raw -43022.343417 + Penalty 2853.276029 = -40169.067388 nChanged 9 SP:Iteration 7Q (18740.320000 sec): 3 clusters Score: Raw -43072.653815 + Penalty 2853.276029 = -40219.377786 nChanged 7 SP:Iteration 8Q (18740.320000 sec): 3 clusters Score: Raw -43103.228082 + Penalty 2853.276029 = -40249.952053 nChanged 2 SP:Iteration 9Q (18740.320000 sec): 3 clusters Score: Raw -43111.657407 + Penalty 2853.276029 = -40258.381379 nChanged 5 SP:Iteration 10Q (18740.330000 sec): 3 clusters Score: Raw -43156.208641 + Penalty 2853.276029 = -40302.932612 nChanged 4 SP:Iteration 11Q (18740.330000 sec): 3 clusters Score: Raw -43184.178411 + Penalty 2853.276029 = -40330.902382 nChanged 4 SP:Iteration 12Q (18740.330000 sec): 3 clusters Score: Raw -43199.225676 + Penalty 2853.276029 = -40345.949648 nChanged 3 SP:Iteration 13Q (18740.330000 sec): 3 clusters Score: Raw -43211.619150 + Penalty 2853.276029 = -40358.343122 nChanged 0 SP:Iteration 14F (18740.330000 sec): 3 clusters Score: Raw -43225.566495 + Penalty 2853.276029 = -40372.290466 nChanged 2 SP:Iteration 15Q (18740.330000 sec): 3 clusters Score: Raw -43298.412679 + Penalty 2853.276029 = -40445.136650 nChanged 3 SP:Iteration 16Q (18740.330000 sec): 3 clusters Score: Raw -43391.843083 + Penalty 2853.276029 = -40538.567054 nChanged 5 SP:Iteration 17Q (18740.330000 sec): 3 clusters Score: Raw -43427.640147 + Penalty 2853.276029 = -40574.364118 nChanged 5 SP:Iteration 18Q (18740.340000 sec): 3 clusters Score: Raw -43480.102532 + Penalty 2853.276029 = -40626.826503 nChanged 5 SP:Iteration 19Q (18740.340000 sec): 3 clusters Score: Raw -43597.091219 + Penalty 2853.276029 = -40743.815190 nChanged 6 SP:Iteration 20F (18740.340000 sec): 3 clusters Score: Raw -43851.584937 + Penalty 2853.276029 = -40998.308908 nChanged 7 SP:Iteration 21Q (18740.340000 sec): 3 clusters Score: Raw -43890.258080 + Penalty 2853.276029 = -41036.982051 nChanged 3 SP:Iteration 22Q (18740.340000 sec): 3 clusters Score: Raw -43910.474163 + Penalty 2853.276029 = -41057.198134 nChanged 3 SP:Iteration 23Q (18740.340000 sec): 3 clusters Score: Raw -43932.803679 + Penalty 2853.276029 = -41079.527650 nChanged 4 SP:Iteration 24Q (18740.340000 sec): 3 clusters Score: Raw -43980.103429 + Penalty 2853.276029 = -41126.827400 nChanged 2 SP:Iteration 25Q (18740.340000 sec): 3 clusters Score: Raw -44009.091534 + Penalty 2853.276029 = -41155.815505 nChanged 2 SP:Iteration 26Q (18740.340000 sec): 3 clusters Score: Raw -44056.086941 + Penalty 2853.276029 = -41202.810912 nChanged 2 SP:Iteration 27Q (18740.340000 sec): 3 clusters Score: Raw -44162.773505 + Penalty 2853.276029 = -41309.497476 nChanged 2 SP:Iteration 28Q (18740.340000 sec): 3 clusters Score: Raw -44269.750816 + Penalty 2853.276029 = -41416.474788 nChanged 1 SP:Iteration 29Q (18740.350000 sec): 3 clusters Score: Raw -44280.480620 + Penalty 2853.276029 = -41427.204591 nChanged 1 SP:Iteration 30Q (18740.350000 sec): 3 clusters Score: Raw -44291.093809 + Penalty 2853.276029 = -41437.817780 nChanged 1 SP:Iteration 31Q (18740.350000 sec): 3 clusters Score: Raw -44297.897216 + Penalty 2853.276029 = -41444.621187 nChanged 1 SP:Iteration 32Q (18740.350000 sec): 3 clusters Score: Raw -44320.580230 + Penalty 2853.276029 = -41467.304201 nChanged 1 SP:Iteration 33Q (18740.350000 sec): 3 clusters Score: Raw -44337.404484 + Penalty 2853.276029 = -41484.128455 nChanged 0 SP:Iteration 34F (18740.350000 sec): 3 clusters Score: Raw -44338.415033 + Penalty 2853.276029 = -41485.139005 nChanged 1 SP:Iteration 35Q (18740.350000 sec): 3 clusters Score: Raw -44351.190266 + Penalty 2853.276029 = -41497.914238 nChanged 0 SP:Iteration 36F (18740.350000 sec): 3 clusters Score: Raw -44351.190266 + Penalty 2853.276029 = -41497.914238 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Deleting Class 62 (80 points): Lose 2990.708798 but Gain 3620.129790 Iteration 339Q (18781.690000 sec): 62 clusters Score: Raw -378638826.874845 + Penalty 220827.917169 = -378417998.957677 nChanged 650 Iteration 340F (18974.630000 sec): 62 clusters Score: Raw -378640399.474394 + Penalty 220827.917169 = -378419571.557225 nChanged 582 Iteration 341Q (19015.350000 sec): 62 clusters Score: Raw -378641011.709951 + Penalty 220827.917169 = -378420183.792782 nChanged 578 Iteration 342Q (19056.040000 sec): 62 clusters Score: Raw -378641066.858593 + Penalty 220827.917169 = -378420238.941424 nChanged 650 Iteration 343Q (19096.740000 sec): 62 clusters Score: Raw -378641093.569433 + Penalty 220827.917169 = -378420265.652264 nChanged 655 Iteration 344Q (19137.410000 sec): 62 clusters Score: Raw -378641112.991499 + Penalty 220827.917169 = -378420285.074330 nChanged 650 Iteration 345Q (19178.100000 sec): 62 clusters Score: Raw -378641131.612483 + Penalty 220827.917169 = -378420303.695314 nChanged 649 Iteration 346Q (19218.780000 sec): 62 clusters Score: Raw -378641154.184308 + Penalty 220827.917169 = -378420326.267139 nChanged 668 Iteration 347Q (19259.460000 sec): 62 clusters Score: Raw -378641180.055961 + Penalty 220827.917169 = -378420352.138792 nChanged 661 Iteration 348Q (19300.120000 sec): 62 clusters Score: Raw -378641203.942968 + Penalty 220827.917169 = -378420376.025799 nChanged 664 Iteration 349Q (19340.820000 sec): 62 clusters Score: Raw -378641227.318460 + Penalty 220827.917169 = -378420399.401292 nChanged 610 Iteration 350Q (19381.480000 sec): 62 clusters Score: Raw -378641249.585886 + Penalty 220827.917169 = -378420421.668718 nChanged 638 Iteration 351Q (19422.160000 sec): 62 clusters Score: Raw -378641269.326624 + Penalty 220827.917169 = -378420441.409455 nChanged 662 Iteration 352Q (19462.830000 sec): 62 clusters Score: Raw -378641289.464899 + Penalty 220827.917169 = -378420461.547730 nChanged 661 Iteration 353Q (19503.500000 sec): 62 clusters Score: Raw -378641311.206477 + Penalty 220827.917169 = -378420483.289308 nChanged 686 Iteration 354Q (19544.180000 sec): 62 clusters Score: Raw -378641334.204953 + Penalty 220827.917169 = -378420506.287784 nChanged 728 Iteration 355Q (19584.850000 sec): 62 clusters Score: Raw -378641362.262465 + Penalty 220827.917169 = -378420534.345297 nChanged 779 Iteration 356Q (19625.520000 sec): 62 clusters Score: Raw -378641394.089838 + Penalty 220827.917169 = -378420566.172669 nChanged 808 Iteration 357Q (19666.210000 sec): 62 clusters Score: Raw -378641422.004449 + Penalty 220827.917169 = -378420594.087280 nChanged 761 Iteration 358Q (19706.890000 sec): 62 clusters Score: Raw -378641453.057750 + Penalty 220827.917169 = -378420625.140581 nChanged 748 Iteration 359Q (19747.550000 sec): 62 clusters Score: Raw -378641484.336423 + Penalty 220827.917169 = -378420656.419255 nChanged 745 Iteration 360F (19940.660000 sec): 62 clusters Score: Raw -378641540.580891 + Penalty 220827.917169 = -378420712.663722 nChanged 760 Iteration 361Q (19981.600000 sec): 62 clusters Score: Raw -378641714.692963 + Penalty 220827.917169 = -378420886.775794 nChanged 799 Iteration 362Q (20022.520000 sec): 62 clusters Score: Raw -378641788.810663 + Penalty 220827.917169 = -378420960.893494 nChanged 820 Iteration 363Q (20063.440000 sec): 62 clusters Score: Raw -378641822.768097 + Penalty 220827.917169 = -378420994.850928 nChanged 777 Iteration 364Q (20104.150000 sec): 62 clusters Score: Raw -378641855.990324 + Penalty 220827.917169 = -378421028.073156 nChanged 733 Iteration 365Q (20144.840000 sec): 62 clusters Score: Raw -378641884.369231 + Penalty 220827.917169 = -378421056.452063 nChanged 742 Iteration 366Q (20185.540000 sec): 62 clusters Score: Raw -378641909.022357 + Penalty 220827.917169 = -378421081.105188 nChanged 732 Iteration 367Q (20226.220000 sec): 62 clusters Score: Raw -378641933.841644 + Penalty 220827.917169 = -378421105.924475 nChanged 739 Iteration 368Q (20266.940000 sec): 62 clusters Score: Raw -378641959.122022 + Penalty 220827.917169 = -378421131.204854 nChanged 717 Iteration 369Q (20307.640000 sec): 62 clusters Score: Raw -378641980.344751 + Penalty 220827.917169 = -378421152.427583 nChanged 668 Iteration 370Q (20348.340000 sec): 62 clusters Score: Raw -378642001.115195 + Penalty 220827.917169 = -378421173.198027 nChanged 686 Iteration 371Q (20389.000000 sec): 62 clusters Score: Raw -378642020.724150 + Penalty 220827.917169 = -378421192.806982 nChanged 650 Iteration 372Q (20429.680000 sec): 62 clusters Score: Raw -378642040.889736 + Penalty 220827.917169 = -378421212.972567 nChanged 662 Iteration 373Q (20470.340000 sec): 62 clusters Score: Raw -378642059.892407 + Penalty 220827.917169 = -378421231.975238 nChanged 663 Iteration 374Q (20510.990000 sec): 62 clusters Score: Raw -378642079.513272 + Penalty 220827.917169 = -378421251.596103 nChanged 627 Iteration 375Q (20551.670000 sec): 62 clusters Score: Raw -378642100.415617 + Penalty 220827.917169 = -378421272.498448 nChanged 614 Iteration 376Q (20592.350000 sec): 62 clusters Score: Raw -378642124.849850 + Penalty 220827.917169 = -378421296.932682 nChanged 633 Iteration 377Q (20633.030000 sec): 62 clusters Score: Raw -378642146.384063 + Penalty 220827.917169 = -378421318.466894 nChanged 609 Iteration 378Q (20673.700000 sec): 62 clusters Score: Raw -378642169.865653 + Penalty 220827.917169 = -378421341.948484 nChanged 590 Writing temp clu file Because OldScore, -378421318.466894, is greater than current (better) Score,-378421341.948484 Compute initial score before splitting: Score: Raw -378642169.865653 + Penalty 220827.917169 = -378421341.948484 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20674.100000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20674.100000 sec): 3 clusters Score: Raw -81528.378768 + Penalty 3104.752406 = -78423.626362 nChanged 86 SP:Iteration 1F (20674.100000 sec): 3 clusters Score: Raw -81708.025964 + Penalty 3104.752406 = -78603.273558 nChanged 26 SP:Iteration 2Q (20674.100000 sec): 3 clusters Score: Raw -81764.332868 + Penalty 3104.752406 = -78659.580462 nChanged 12 SP:Iteration 3Q (20674.100000 sec): 3 clusters Score: Raw -81789.050326 + Penalty 3104.752406 = -78684.297920 nChanged 6 SP:Iteration 4Q (20674.100000 sec): 3 clusters Score: Raw -81805.173781 + Penalty 3104.752406 = -78700.421375 nChanged 4 SP:Iteration 5Q (20674.110000 sec): 3 clusters Score: Raw -81812.251184 + Penalty 3104.752406 = -78707.498778 nChanged 5 SP:Iteration 6Q (20674.110000 sec): 3 clusters Score: Raw -81820.095288 + Penalty 3104.752406 = -78715.342882 nChanged 0 SP:Iteration 7F (20674.110000 sec): 3 clusters Score: Raw -81820.095288 + Penalty 3104.752406 = -78715.342882 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20674.120000 sec): 2 clusters Score: Raw -66777.890067 + Penalty 1507.823432 = -65270.066635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20674.120000 sec): 3 clusters Score: Raw -66869.616018 + Penalty 3015.646865 = -63853.969153 nChanged 76 SP:Iteration 1F (20674.120000 sec): 3 clusters Score: Raw -67102.366127 + Penalty 3015.646865 = -64086.719263 nChanged 26 SP:Iteration 2F (20674.120000 sec): 3 clusters Score: Raw -67225.856924 + Penalty 3015.646865 = -64210.210059 nChanged 24 SP:Iteration 3F (20674.130000 sec): 3 clusters Score: Raw -67434.380168 + Penalty 3015.646865 = -64418.733303 nChanged 14 SP:Iteration 4Q (20674.130000 sec): 3 clusters Score: Raw -67566.796732 + Penalty 3015.646865 = -64551.149867 nChanged 8 SP:Iteration 5Q (20674.130000 sec): 3 clusters Score: Raw -67601.300898 + Penalty 3015.646865 = -64585.654033 nChanged 3 SP:Iteration 6Q (20674.130000 sec): 3 clusters Score: Raw -67609.788050 + Penalty 3015.646865 = -64594.141185 nChanged 2 SP:Iteration 7Q (20674.130000 sec): 3 clusters Score: Raw -67618.460621 + Penalty 3015.646865 = -64602.813756 nChanged 1 SP:Iteration 8Q (20674.140000 sec): 3 clusters Score: Raw -67621.032656 + Penalty 3015.646865 = -64605.385792 nChanged 2 SP:Iteration 9Q (20674.140000 sec): 3 clusters Score: Raw -67625.270574 + Penalty 3015.646865 = -64609.623709 nChanged 2 SP:Iteration 10Q (20674.140000 sec): 3 clusters Score: Raw -67633.169249 + Penalty 3015.646865 = -64617.522384 nChanged 3 SP:Iteration 11Q (20674.140000 sec): 3 clusters Score: Raw -67643.037436 + Penalty 3015.646865 = -64627.390571 nChanged 1 SP:Iteration 12Q (20674.140000 sec): 3 clusters Score: Raw -67646.042760 + Penalty 3015.646865 = -64630.395896 nChanged 1 SP:Iteration 13Q (20674.140000 sec): 3 clusters Score: Raw -67648.203454 + Penalty 3015.646865 = -64632.556589 nChanged 0 SP:Iteration 14F (20674.140000 sec): 3 clusters Score: Raw -67648.203454 + Penalty 3015.646865 = -64632.556589 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (222057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20674.920000 sec): 2 clusters Score: Raw -41287097.400661 + Penalty 3053.050967 = -41284044.349693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20675.840000 sec): 3 clusters Score: Raw -41141191.422613 + Penalty 6106.101935 = -41135085.320678 nChanged 106866 SP:Iteration 1F (20676.750000 sec): 3 clusters Score: Raw -41205178.471555 + Penalty 6106.101935 = -41199072.369620 nChanged 7431 SP:Iteration 2Q (20677.680000 sec): 3 clusters Score: Raw -41207324.253961 + Penalty 6106.101935 = -41201218.152026 nChanged 8577 SP:Iteration 3Q (20678.610000 sec): 3 clusters Score: Raw -41210454.811126 + Penalty 6106.101935 = -41204348.709191 nChanged 10214 SP:Iteration 4Q (20679.540000 sec): 3 clusters Score: Raw -41215114.409090 + Penalty 6106.101935 = -41209008.307155 nChanged 12286 SP:Iteration 5F (20680.450000 sec): 3 clusters Score: Raw -41222117.687185 + Penalty 6106.101935 = -41216011.585250 nChanged 14455 SP:Iteration 6F (20681.360000 sec): 3 clusters Score: Raw -41232164.559337 + Penalty 6106.101935 = -41226058.457402 nChanged 16154 SP:Iteration 7F (20682.260000 sec): 3 clusters Score: Raw -41245077.375228 + Penalty 6106.101935 = -41238971.273294 nChanged 16382 SP:Iteration 8F (20683.170000 sec): 3 clusters Score: Raw -41259486.846806 + Penalty 6106.101935 = -41253380.744871 nChanged 13909 SP:Iteration 9F (20684.080000 sec): 3 clusters Score: Raw -41271996.736171 + Penalty 6106.101935 = -41265890.634236 nChanged 9353 SP:Iteration 10Q (20684.900000 sec): 3 clusters Score: Raw -41280151.867706 + Penalty 6106.101935 = -41274045.765772 nChanged 5045 SP:Iteration 11Q (20685.650000 sec): 3 clusters Score: Raw -41284254.774069 + Penalty 6106.101935 = -41278148.672134 nChanged 2320 SP:Iteration 12Q (20686.360000 sec): 3 clusters Score: Raw -41286029.921496 + Penalty 6106.101935 = -41279923.819561 nChanged 999 SP:Iteration 13Q (20687.030000 sec): 3 clusters Score: Raw -41286797.781588 + Penalty 6106.101935 = -41280691.679653 nChanged 413 SP:Iteration 14Q (20687.680000 sec): 3 clusters Score: Raw -41287120.320780 + Penalty 6106.101935 = -41281014.218845 nChanged 194 SP:Iteration 15Q (20688.320000 sec): 3 clusters Score: Raw -41287268.453634 + Penalty 6106.101935 = -41281162.351700 nChanged 117 SP:Iteration 16Q (20688.960000 sec): 3 clusters Score: Raw -41287353.281632 + Penalty 6106.101935 = -41281247.179697 nChanged 78 SP:Iteration 17Q (20689.590000 sec): 3 clusters Score: Raw -41287405.466020 + Penalty 6106.101935 = -41281299.364085 nChanged 46 SP:Iteration 18Q (20690.220000 sec): 3 clusters Score: Raw -41287438.386827 + Penalty 6106.101935 = -41281332.284892 nChanged 28 SP:Iteration 19Q (20690.860000 sec): 3 clusters Score: Raw -41287462.722576 + Penalty 6106.101935 = -41281356.620642 nChanged 27 SP:Iteration 20F (20691.750000 sec): 3 clusters Score: Raw -41287486.645715 + Penalty 6106.101935 = -41281380.543780 nChanged 31 SP:Iteration 21Q (20692.380000 sec): 3 clusters Score: Raw -41287512.256134 + Penalty 6106.101935 = -41281406.154200 nChanged 24 SP:Iteration 22Q (20693.000000 sec): 3 clusters Score: Raw -41287529.534723 + Penalty 6106.101935 = -41281423.432788 nChanged 19 SP:Iteration 23Q (20693.630000 sec): 3 clusters Score: Raw -41287543.122456 + Penalty 6106.101935 = -41281437.020521 nChanged 8 SP:Iteration 24Q (20694.260000 sec): 3 clusters Score: Raw -41287549.878130 + Penalty 6106.101935 = -41281443.776196 nChanged 7 SP:Iteration 25Q (20694.880000 sec): 3 clusters Score: Raw -41287555.436003 + Penalty 6106.101935 = -41281449.334068 nChanged 4 SP:Iteration 26Q (20695.510000 sec): 3 clusters Score: Raw -41287558.435973 + Penalty 6106.101935 = -41281452.334038 nChanged 5 SP:Iteration 27Q (20696.140000 sec): 3 clusters Score: Raw -41287562.401433 + Penalty 6106.101935 = -41281456.299499 nChanged 5 SP:Iteration 28Q (20696.770000 sec): 3 clusters Score: Raw -41287566.072394 + Penalty 6106.101935 = -41281459.970459 nChanged 3 SP:Iteration 29Q (20697.390000 sec): 3 clusters Score: Raw -41287567.947776 + Penalty 6106.101935 = -41281461.845841 nChanged 4 SP:Iteration 30Q (20698.020000 sec): 3 clusters Score: Raw -41287570.096573 + Penalty 6106.101935 = -41281463.994638 nChanged 2 SP:Iteration 31Q (20698.650000 sec): 3 clusters Score: Raw -41287571.840428 + Penalty 6106.101935 = -41281465.738493 nChanged 3 SP:Iteration 32Q (20699.270000 sec): 3 clusters Score: Raw -41287573.952674 + Penalty 6106.101935 = -41281467.850740 nChanged 2 SP:Iteration 33Q (20699.890000 sec): 3 clusters Score: Raw -41287575.569503 + Penalty 6106.101935 = -41281469.467568 nChanged 3 SP:Iteration 34Q (20700.520000 sec): 3 clusters Score: Raw -41287578.695379 + Penalty 6106.101935 = -41281472.593444 nChanged 4 SP:Iteration 35Q (20701.150000 sec): 3 clusters Score: Raw -41287581.857251 + Penalty 6106.101935 = -41281475.755316 nChanged 3 SP:Iteration 36Q (20701.770000 sec): 3 clusters Score: Raw -41287583.686685 + Penalty 6106.101935 = -41281477.584750 nChanged 1 SP:Iteration 37Q (20702.400000 sec): 3 clusters Score: Raw -41287584.207694 + Penalty 6106.101935 = -41281478.105759 nChanged 1 SP:Iteration 38Q (20703.020000 sec): 3 clusters Score: Raw -41287584.767567 + Penalty 6106.101935 = -41281478.665632 nChanged 0 SP:Iteration 39F (20703.910000 sec): 3 clusters Score: Raw -41287584.767567 + Penalty 6106.101935 = -41281478.665632 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20704.000000 sec): 2 clusters Score: Raw -400245.785011 + Penalty 1912.686071 = -398333.098940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20704.010000 sec): 3 clusters Score: Raw -399385.559885 + Penalty 3825.372142 = -395560.187743 nChanged 695 SP:Iteration 1F (20704.020000 sec): 3 clusters Score: Raw -399861.935402 + Penalty 3825.372142 = -396036.563260 nChanged 161 SP:Iteration 2F (20704.030000 sec): 3 clusters Score: Raw -400018.589782 + Penalty 3825.372142 = -396193.217641 nChanged 109 SP:Iteration 3Q (20704.040000 sec): 3 clusters Score: Raw -400116.259651 + Penalty 3825.372142 = -396290.887509 nChanged 83 SP:Iteration 4Q (20704.050000 sec): 3 clusters Score: Raw -400180.171799 + Penalty 3825.372142 = -396354.799657 nChanged 56 SP:Iteration 5Q (20704.050000 sec): 3 clusters Score: Raw -400226.796951 + Penalty 3825.372142 = -396401.424809 nChanged 46 SP:Iteration 6Q (20704.060000 sec): 3 clusters Score: Raw -400268.695338 + Penalty 3825.372142 = -396443.323196 nChanged 47 SP:Iteration 7Q (20704.070000 sec): 3 clusters Score: Raw -400319.806500 + Penalty 3825.372142 = -396494.434358 nChanged 44 SP:Iteration 8Q (20704.080000 sec): 3 clusters Score: Raw -400376.206808 + Penalty 3825.372142 = -396550.834667 nChanged 51 SP:Iteration 9Q (20704.090000 sec): 3 clusters Score: Raw -400467.055285 + Penalty 3825.372142 = -396641.683143 nChanged 63 SP:Iteration 10Q (20704.100000 sec): 3 clusters Score: Raw -400565.714330 + Penalty 3825.372142 = -396740.342188 nChanged 74 SP:Iteration 11Q (20704.110000 sec): 3 clusters Score: Raw -400679.404407 + Penalty 3825.372142 = -396854.032266 nChanged 100 SP:Iteration 12Q (20704.120000 sec): 3 clusters Score: Raw -400809.935811 + Penalty 3825.372142 = -396984.563669 nChanged 97 SP:Iteration 13Q (20704.130000 sec): 3 clusters Score: Raw -400927.666534 + Penalty 3825.372142 = -397102.294392 nChanged 103 SP:Iteration 14Q (20704.130000 sec): 3 clusters Score: Raw -401047.380176 + Penalty 3825.372142 = -397222.008034 nChanged 89 SP:Iteration 15Q (20704.140000 sec): 3 clusters Score: Raw -401158.524111 + Penalty 3825.372142 = -397333.151969 nChanged 90 SP:Iteration 16Q (20704.150000 sec): 3 clusters Score: Raw -401258.188197 + Penalty 3825.372142 = -397432.816055 nChanged 72 SP:Iteration 17Q (20704.160000 sec): 3 clusters Score: Raw -401351.345624 + Penalty 3825.372142 = -397525.973483 nChanged 55 SP:Iteration 18Q (20704.170000 sec): 3 clusters Score: Raw -401411.777165 + Penalty 3825.372142 = -397586.405023 nChanged 37 SP:Iteration 19Q (20704.170000 sec): 3 clusters Score: Raw -401453.781039 + Penalty 3825.372142 = -397628.408897 nChanged 26 SP:Iteration 20F (20704.180000 sec): 3 clusters Score: Raw -401479.515382 + Penalty 3825.372142 = -397654.143240 nChanged 23 SP:Iteration 21Q (20704.190000 sec): 3 clusters Score: Raw -401499.522090 + Penalty 3825.372142 = -397674.149948 nChanged 12 SP:Iteration 22Q (20704.200000 sec): 3 clusters Score: Raw -401509.053254 + Penalty 3825.372142 = -397683.681113 nChanged 10 SP:Iteration 23Q (20704.210000 sec): 3 clusters Score: Raw -401518.612071 + Penalty 3825.372142 = -397693.239929 nChanged 8 SP:Iteration 24Q (20704.210000 sec): 3 clusters Score: Raw -401523.263111 + Penalty 3825.372142 = -397697.890969 nChanged 4 SP:Iteration 25Q (20704.220000 sec): 3 clusters Score: Raw -401525.525684 + Penalty 3825.372142 = -397700.153542 nChanged 1 SP:Iteration 26Q (20704.230000 sec): 3 clusters Score: Raw -401526.205702 + Penalty 3825.372142 = -397700.833560 nChanged 0 SP:Iteration 27F (20704.240000 sec): 3 clusters Score: Raw -401526.205702 + Penalty 3825.372142 = -397700.833560 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20704.250000 sec): 2 clusters Score: Raw -50562.219255 + Penalty 1434.388645 = -49127.830610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20704.250000 sec): 3 clusters Score: Raw -50752.681401 + Penalty 2868.777290 = -47883.904110 nChanged 57 SP:Iteration 1F (20704.250000 sec): 3 clusters Score: Raw -50882.877189 + Penalty 2868.777290 = -48014.099899 nChanged 17 SP:Iteration 2F (20704.250000 sec): 3 clusters Score: Raw -50926.328249 + Penalty 2868.777290 = -48057.550959 nChanged 4 SP:Iteration 3Q (20704.250000 sec): 3 clusters Score: Raw -50935.432449 + Penalty 2868.777290 = -48066.655159 nChanged 1 SP:Iteration 4Q (20704.250000 sec): 3 clusters Score: Raw -50938.222280 + Penalty 2868.777290 = -48069.444989 nChanged 0 SP:Iteration 5F (20704.260000 sec): 3 clusters Score: Raw -50938.222280 + Penalty 2868.777290 = -48069.444989 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20704.290000 sec): 2 clusters Score: Raw -987259.664966 + Penalty 2153.563567 = -985106.101398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20704.310000 sec): 3 clusters Score: Raw -984325.952008 + Penalty 4307.127135 = -980018.824874 nChanged 2316 SP:Iteration 1F (20704.330000 sec): 3 clusters Score: Raw -985619.218238 + Penalty 4307.127135 = -981312.091103 nChanged 419 SP:Iteration 2F (20704.350000 sec): 3 clusters Score: Raw -985863.249631 + Penalty 4307.127135 = -981556.122496 nChanged 324 SP:Iteration 3F (20704.380000 sec): 3 clusters Score: Raw -986037.980109 + Penalty 4307.127135 = -981730.852974 nChanged 241 SP:Iteration 4Q (20704.400000 sec): 3 clusters Score: Raw -986156.840452 + Penalty 4307.127135 = -981849.713317 nChanged 193 SP:Iteration 5Q (20704.420000 sec): 3 clusters Score: Raw -986256.212830 + Penalty 4307.127135 = -981949.085695 nChanged 191 SP:Iteration 6Q (20704.450000 sec): 3 clusters Score: Raw -986358.219198 + Penalty 4307.127135 = -982051.092063 nChanged 191 SP:Iteration 7Q (20704.470000 sec): 3 clusters Score: Raw -986461.899722 + Penalty 4307.127135 = -982154.772587 nChanged 180 SP:Iteration 8Q (20704.490000 sec): 3 clusters Score: Raw -986559.873767 + Penalty 4307.127135 = -982252.746632 nChanged 167 SP:Iteration 9Q (20704.520000 sec): 3 clusters Score: Raw -986645.658654 + Penalty 4307.127135 = -982338.531519 nChanged 137 SP:Iteration 10Q (20704.540000 sec): 3 clusters Score: Raw -986725.710700 + Penalty 4307.127135 = -982418.583565 nChanged 123 SP:Iteration 11Q (20704.560000 sec): 3 clusters Score: Raw -986795.738078 + Penalty 4307.127135 = -982488.610943 nChanged 114 SP:Iteration 12Q (20704.590000 sec): 3 clusters Score: Raw -986857.085073 + Penalty 4307.127135 = -982549.957938 nChanged 110 SP:Iteration 13Q (20704.610000 sec): 3 clusters Score: Raw -986921.260665 + Penalty 4307.127135 = -982614.133530 nChanged 118 SP:Iteration 14Q (20704.630000 sec): 3 clusters Score: Raw -986996.889164 + Penalty 4307.127135 = -982689.762030 nChanged 106 SP:Iteration 15Q (20704.650000 sec): 3 clusters Score: Raw -987064.684040 + Penalty 4307.127135 = -982757.556906 nChanged 113 SP:Iteration 16Q (20704.670000 sec): 3 clusters Score: Raw -987126.447434 + Penalty 4307.127135 = -982819.320299 nChanged 107 SP:Iteration 17Q (20704.700000 sec): 3 clusters Score: Raw -987191.118334 + Penalty 4307.127135 = -982883.991199 nChanged 100 SP:Iteration 18Q (20704.720000 sec): 3 clusters Score: Raw -987250.801030 + Penalty 4307.127135 = -982943.673895 nChanged 93 SP:Iteration 19Q (20704.740000 sec): 3 clusters Score: Raw -987300.982453 + Penalty 4307.127135 = -982993.855318 nChanged 76 SP:Iteration 20F (20704.770000 sec): 3 clusters Score: Raw -987339.996403 + Penalty 4307.127135 = -983032.869268 nChanged 60 SP:Iteration 21Q (20704.790000 sec): 3 clusters Score: Raw -987376.490501 + Penalty 4307.127135 = -983069.363366 nChanged 72 SP:Iteration 22Q (20704.810000 sec): 3 clusters Score: Raw -987418.152075 + Penalty 4307.127135 = -983111.024940 nChanged 69 SP:Iteration 23Q (20704.830000 sec): 3 clusters Score: Raw -987455.504625 + Penalty 4307.127135 = -983148.377490 nChanged 62 SP:Iteration 24Q (20704.850000 sec): 3 clusters Score: Raw -987481.522128 + Penalty 4307.127135 = -983174.394994 nChanged 42 SP:Iteration 25Q (20704.870000 sec): 3 clusters Score: Raw -987498.822598 + Penalty 4307.127135 = -983191.695463 nChanged 41 SP:Iteration 26Q (20704.900000 sec): 3 clusters Score: Raw -987520.288696 + Penalty 4307.127135 = -983213.161561 nChanged 46 SP:Iteration 27Q (20704.920000 sec): 3 clusters Score: Raw -987541.094693 + Penalty 4307.127135 = -983233.967558 nChanged 41 SP:Iteration 28Q (20704.940000 sec): 3 clusters Score: Raw -987560.289518 + Penalty 4307.127135 = -983253.162383 nChanged 36 SP:Iteration 29Q (20704.960000 sec): 3 clusters Score: Raw -987580.309144 + Penalty 4307.127135 = -983273.182009 nChanged 31 SP:Iteration 30Q (20704.980000 sec): 3 clusters Score: Raw -987597.017041 + Penalty 4307.127135 = -983289.889906 nChanged 40 SP:Iteration 31Q (20705.000000 sec): 3 clusters Score: Raw -987618.452733 + Penalty 4307.127135 = -983311.325598 nChanged 33 SP:Iteration 32Q (20705.020000 sec): 3 clusters Score: Raw -987632.452979 + Penalty 4307.127135 = -983325.325844 nChanged 27 SP:Iteration 33Q (20705.050000 sec): 3 clusters Score: Raw -987643.268877 + Penalty 4307.127135 = -983336.141742 nChanged 21 SP:Iteration 34Q (20705.070000 sec): 3 clusters Score: Raw -987653.026668 + Penalty 4307.127135 = -983345.899533 nChanged 16 SP:Iteration 35Q (20705.090000 sec): 3 clusters Score: Raw -987657.808901 + Penalty 4307.127135 = -983350.681766 nChanged 6 SP:Iteration 36Q (20705.110000 sec): 3 clusters Score: Raw -987659.431523 + Penalty 4307.127135 = -983352.304388 nChanged 5 SP:Iteration 37Q (20705.130000 sec): 3 clusters Score: Raw -987661.144735 + Penalty 4307.127135 = -983354.017600 nChanged 6 SP:Iteration 38Q (20705.150000 sec): 3 clusters Score: Raw -987663.615889 + Penalty 4307.127135 = -983356.488754 nChanged 6 SP:Iteration 39Q (20705.170000 sec): 3 clusters Score: Raw -987665.617098 + Penalty 4307.127135 = -983358.489963 nChanged 3 SP:Iteration 40F (20705.190000 sec): 3 clusters Score: Raw -987666.305777 + Penalty 4307.127135 = -983359.178642 nChanged 6 SP:Iteration 41Q (20705.210000 sec): 3 clusters Score: Raw -987668.509473 + Penalty 4307.127135 = -983361.382338 nChanged 4 SP:Iteration 42Q (20705.230000 sec): 3 clusters Score: Raw -987670.065624 + Penalty 4307.127135 = -983362.938489 nChanged 7 SP:Iteration 43Q (20705.250000 sec): 3 clusters Score: Raw -987671.609099 + Penalty 4307.127135 = -983364.481964 nChanged 3 SP:Iteration 44Q (20705.280000 sec): 3 clusters Score: Raw -987672.492001 + Penalty 4307.127135 = -983365.364866 nChanged 2 SP:Iteration 45Q (20705.300000 sec): 3 clusters Score: Raw -987672.924779 + Penalty 4307.127135 = -983365.797644 nChanged 2 SP:Iteration 46Q (20705.320000 sec): 3 clusters Score: Raw -987673.469040 + Penalty 4307.127135 = -983366.341905 nChanged 1 SP:Iteration 47Q (20705.340000 sec): 3 clusters Score: Raw -987673.868223 + Penalty 4307.127135 = -983366.741088 nChanged 0 SP:Iteration 48F (20705.360000 sec): 3 clusters Score: Raw -987673.868223 + Penalty 4307.127135 = -983366.741088 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20705.370000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20705.370000 sec): 3 clusters Score: Raw -18677.477513 + Penalty 2491.844738 = -16185.632775 nChanged 14 SP:Iteration 1F (20705.370000 sec): 3 clusters Score: Raw -18747.610318 + Penalty 2491.844738 = -16255.765580 nChanged 7 SP:Iteration 2Q (20705.370000 sec): 3 clusters Score: Raw -18774.305679 + Penalty 2491.844738 = -16282.460941 nChanged 3 SP:Iteration 3Q (20705.370000 sec): 3 clusters Score: Raw -18785.004882 + Penalty 2491.844738 = -16293.160144 nChanged 4 SP:Iteration 4Q (20705.370000 sec): 3 clusters Score: Raw -18799.375481 + Penalty 2491.844738 = -16307.530743 nChanged 1 SP:Iteration 5Q (20705.370000 sec): 3 clusters Score: Raw -18804.204248 + Penalty 2491.844738 = -16312.359509 nChanged 0 SP:Iteration 6F (20705.380000 sec): 3 clusters Score: Raw -18804.204248 + Penalty 2491.844738 = -16312.359509 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (32226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20705.500000 sec): 2 clusters Score: Raw -5515854.407361 + Penalty 2574.371157 = -5513280.036204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20705.630000 sec): 3 clusters Score: Raw -5496491.127678 + Penalty 5148.742314 = -5491342.385364 nChanged 14545 SP:Iteration 1F (20705.760000 sec): 3 clusters Score: Raw -5504223.763126 + Penalty 5148.742314 = -5499075.020812 nChanged 1420 SP:Iteration 2Q (20705.890000 sec): 3 clusters Score: Raw -5504629.103996 + Penalty 5148.742314 = -5499480.361682 nChanged 1248 SP:Iteration 3Q (20706.020000 sec): 3 clusters Score: Raw -5504960.180011 + Penalty 5148.742314 = -5499811.437696 nChanged 1088 SP:Iteration 4Q (20706.150000 sec): 3 clusters Score: Raw -5505234.074217 + Penalty 5148.742314 = -5500085.331903 nChanged 1040 SP:Iteration 5Q (20706.280000 sec): 3 clusters Score: Raw -5505532.735031 + Penalty 5148.742314 = -5500383.992717 nChanged 1058 SP:Iteration 6Q (20706.410000 sec): 3 clusters Score: Raw -5505867.726053 + Penalty 5148.742314 = -5500718.983739 nChanged 1173 SP:Iteration 7Q (20706.540000 sec): 3 clusters Score: Raw -5506331.732807 + Penalty 5148.742314 = -5501182.990493 nChanged 1417 SP:Iteration 8Q (20706.670000 sec): 3 clusters Score: Raw -5506996.708552 + Penalty 5148.742314 = -5501847.966238 nChanged 1693 SP:Iteration 9F (20706.800000 sec): 3 clusters Score: Raw -5507992.789968 + Penalty 5148.742314 = -5502844.047654 nChanged 2000 SP:Iteration 10F (20706.930000 sec): 3 clusters Score: Raw -5509426.711466 + Penalty 5148.742314 = -5504277.969152 nChanged 2174 SP:Iteration 11F (20707.060000 sec): 3 clusters Score: Raw -5511271.046206 + Penalty 5148.742314 = -5506122.303892 nChanged 1988 SP:Iteration 12F (20707.190000 sec): 3 clusters Score: Raw -5513094.975376 + Penalty 5148.742314 = -5507946.233062 nChanged 1467 SP:Iteration 13Q (20707.310000 sec): 3 clusters Score: Raw -5514477.704882 + Penalty 5148.742314 = -5509328.962568 nChanged 885 SP:Iteration 14Q (20707.430000 sec): 3 clusters Score: Raw -5515321.184955 + Penalty 5148.742314 = -5510172.442641 nChanged 459 SP:Iteration 15Q (20707.530000 sec): 3 clusters Score: Raw -5515750.419034 + Penalty 5148.742314 = -5510601.676720 nChanged 216 SP:Iteration 16Q (20707.630000 sec): 3 clusters Score: Raw -5515958.997634 + Penalty 5148.742314 = -5510810.255320 nChanged 100 SP:Iteration 17Q (20707.730000 sec): 3 clusters Score: Raw -5516056.189285 + Penalty 5148.742314 = -5510907.446971 nChanged 75 SP:Iteration 18Q (20707.820000 sec): 3 clusters Score: Raw -5516125.224060 + Penalty 5148.742314 = -5510976.481746 nChanged 42 SP:Iteration 19Q (20707.920000 sec): 3 clusters Score: Raw -5516162.098965 + Penalty 5148.742314 = -5511013.356651 nChanged 18 SP:Iteration 20F (20708.050000 sec): 3 clusters Score: Raw -5516181.637182 + Penalty 5148.742314 = -5511032.894868 nChanged 18 SP:Iteration 21Q (20708.140000 sec): 3 clusters Score: Raw -5516201.643794 + Penalty 5148.742314 = -5511052.901480 nChanged 11 SP:Iteration 22Q (20708.230000 sec): 3 clusters Score: Raw -5516213.989714 + Penalty 5148.742314 = -5511065.247400 nChanged 19 SP:Iteration 23Q (20708.320000 sec): 3 clusters Score: Raw -5516230.535162 + Penalty 5148.742314 = -5511081.792848 nChanged 12 SP:Iteration 24Q (20708.410000 sec): 3 clusters Score: Raw -5516238.047375 + Penalty 5148.742314 = -5511089.305061 nChanged 8 SP:Iteration 25Q (20708.500000 sec): 3 clusters Score: Raw -5516242.701207 + Penalty 5148.742314 = -5511093.958893 nChanged 8 SP:Iteration 26Q (20708.590000 sec): 3 clusters Score: Raw -5516252.230498 + Penalty 5148.742314 = -5511103.488184 nChanged 10 SP:Iteration 27Q (20708.690000 sec): 3 clusters Score: Raw -5516260.894085 + Penalty 5148.742314 = -5511112.151771 nChanged 5 SP:Iteration 28Q (20708.780000 sec): 3 clusters Score: Raw -5516268.125675 + Penalty 5148.742314 = -5511119.383361 nChanged 4 SP:Iteration 29Q (20708.870000 sec): 3 clusters Score: Raw -5516272.028577 + Penalty 5148.742314 = -5511123.286263 nChanged 3 SP:Iteration 30Q (20708.960000 sec): 3 clusters Score: Raw -5516274.032745 + Penalty 5148.742314 = -5511125.290430 nChanged 0 SP:Iteration 31F (20709.090000 sec): 3 clusters Score: Raw -5516274.032745 + Penalty 5148.742314 = -5511125.290430 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (46355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20709.250000 sec): 2 clusters Score: Raw -7741106.771275 + Penalty 2664.532941 = -7738442.238334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20709.440000 sec): 3 clusters Score: Raw -7712360.916052 + Penalty 5329.065882 = -7707031.850170 nChanged 21391 SP:Iteration 1F (20709.630000 sec): 3 clusters Score: Raw -7724396.452640 + Penalty 5329.065882 = -7719067.386758 nChanged 2024 SP:Iteration 2Q (20709.810000 sec): 3 clusters Score: Raw -7725013.590684 + Penalty 5329.065882 = -7719684.524802 nChanged 1773 SP:Iteration 3Q (20710.000000 sec): 3 clusters Score: Raw -7725557.047010 + Penalty 5329.065882 = -7720227.981128 nChanged 1739 SP:Iteration 4Q (20710.190000 sec): 3 clusters Score: Raw -7726135.224314 + Penalty 5329.065882 = -7720806.158431 nChanged 1834 SP:Iteration 5Q (20710.380000 sec): 3 clusters Score: Raw -7726829.205929 + Penalty 5329.065882 = -7721500.140047 nChanged 1947 SP:Iteration 6Q (20710.570000 sec): 3 clusters Score: Raw -7727687.241407 + Penalty 5329.065882 = -7722358.175524 nChanged 2206 SP:Iteration 7Q (20710.770000 sec): 3 clusters Score: Raw -7728846.592685 + Penalty 5329.065882 = -7723517.526802 nChanged 2592 SP:Iteration 8F (20710.950000 sec): 3 clusters Score: Raw -7730454.154999 + Penalty 5329.065882 = -7725125.089117 nChanged 3001 SP:Iteration 9F (20711.140000 sec): 3 clusters Score: Raw -7732601.197394 + Penalty 5329.065882 = -7727272.131511 nChanged 3080 SP:Iteration 10F (20711.320000 sec): 3 clusters Score: Raw -7735105.689626 + Penalty 5329.065882 = -7729776.623743 nChanged 2761 SP:Iteration 11F (20711.510000 sec): 3 clusters Score: Raw -7737485.640321 + Penalty 5329.065882 = -7732156.574439 nChanged 2078 SP:Iteration 12Q (20711.680000 sec): 3 clusters Score: Raw -7739319.162717 + Penalty 5329.065882 = -7733990.096835 nChanged 1209 SP:Iteration 13Q (20711.840000 sec): 3 clusters Score: Raw -7740389.417512 + Penalty 5329.065882 = -7735060.351629 nChanged 588 SP:Iteration 14Q (20712.000000 sec): 3 clusters Score: Raw -7740925.512910 + Penalty 5329.065882 = -7735596.447027 nChanged 247 SP:Iteration 15Q (20712.140000 sec): 3 clusters Score: Raw -7741165.136555 + Penalty 5329.065882 = -7735836.070673 nChanged 102 SP:Iteration 16Q (20712.280000 sec): 3 clusters Score: Raw -7741266.463588 + Penalty 5329.065882 = -7735937.397705 nChanged 58 SP:Iteration 17Q (20712.420000 sec): 3 clusters Score: Raw -7741317.077630 + Penalty 5329.065882 = -7735988.011747 nChanged 35 SP:Iteration 18Q (20712.550000 sec): 3 clusters Score: Raw -7741349.862466 + Penalty 5329.065882 = -7736020.796584 nChanged 24 SP:Iteration 19Q (20712.680000 sec): 3 clusters Score: Raw -7741373.007545 + Penalty 5329.065882 = -7736043.941663 nChanged 16 SP:Iteration 20F (20712.860000 sec): 3 clusters Score: Raw -7741386.289738 + Penalty 5329.065882 = -7736057.223856 nChanged 12 SP:Iteration 21Q (20713.000000 sec): 3 clusters Score: Raw -7741398.737542 + Penalty 5329.065882 = -7736069.671659 nChanged 8 SP:Iteration 22Q (20713.130000 sec): 3 clusters Score: Raw -7741406.126296 + Penalty 5329.065882 = -7736077.060413 nChanged 7 SP:Iteration 23Q (20713.260000 sec): 3 clusters Score: Raw -7741414.455778 + Penalty 5329.065882 = -7736085.389896 nChanged 6 SP:Iteration 24Q (20713.390000 sec): 3 clusters Score: Raw -7741421.863301 + Penalty 5329.065882 = -7736092.797419 nChanged 4 SP:Iteration 25Q (20713.520000 sec): 3 clusters Score: Raw -7741425.169718 + Penalty 5329.065882 = -7736096.103835 nChanged 2 SP:Iteration 26Q (20713.650000 sec): 3 clusters Score: Raw -7741427.206702 + Penalty 5329.065882 = -7736098.140820 nChanged 1 SP:Iteration 27Q (20713.780000 sec): 3 clusters Score: Raw -7741427.855275 + Penalty 5329.065882 = -7736098.789393 nChanged 2 SP:Iteration 28Q (20713.910000 sec): 3 clusters Score: Raw -7741430.068598 + Penalty 5329.065882 = -7736101.002716 nChanged 3 SP:Iteration 29Q (20714.040000 sec): 3 clusters Score: Raw -7741435.413137 + Penalty 5329.065882 = -7736106.347255 nChanged 3 SP:Iteration 30Q (20714.170000 sec): 3 clusters Score: Raw -7741438.023985 + Penalty 5329.065882 = -7736108.958103 nChanged 1 SP:Iteration 31Q (20714.300000 sec): 3 clusters Score: Raw -7741439.625923 + Penalty 5329.065882 = -7736110.560040 nChanged 0 SP:Iteration 32F (20714.480000 sec): 3 clusters Score: Raw -7741439.625923 + Penalty 5329.065882 = -7736110.560040 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20714.510000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20714.510000 sec): 3 clusters Score: Raw -58243.665494 + Penalty 2946.324941 = -55297.340553 nChanged 55 SP:Iteration 1F (20714.510000 sec): 3 clusters Score: Raw -58377.987828 + Penalty 2946.324941 = -55431.662887 nChanged 15 SP:Iteration 2Q (20714.520000 sec): 3 clusters Score: Raw -58432.469866 + Penalty 2946.324941 = -55486.144925 nChanged 7 SP:Iteration 3Q (20714.520000 sec): 3 clusters Score: Raw -58454.563969 + Penalty 2946.324941 = -55508.239027 nChanged 3 SP:Iteration 4Q (20714.520000 sec): 3 clusters Score: Raw -58467.604822 + Penalty 2946.324941 = -55521.279880 nChanged 3 SP:Iteration 5Q (20714.520000 sec): 3 clusters Score: Raw -58479.414089 + Penalty 2946.324941 = -55533.089148 nChanged 2 SP:Iteration 6Q (20714.520000 sec): 3 clusters Score: Raw -58487.799011 + Penalty 2946.324941 = -55541.474069 nChanged 2 SP:Iteration 7Q (20714.520000 sec): 3 clusters Score: Raw -58493.170242 + Penalty 2946.324941 = -55546.845300 nChanged 1 SP:Iteration 8Q (20714.520000 sec): 3 clusters Score: Raw -58494.783570 + Penalty 2946.324941 = -55548.458628 nChanged 0 SP:Iteration 9F (20714.520000 sec): 3 clusters Score: Raw -58494.783570 + Penalty 2946.324941 = -55548.458628 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20714.540000 sec): 2 clusters Score: Raw -596941.476116 + Penalty 2021.172855 = -594920.303261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20714.560000 sec): 3 clusters Score: Raw -595386.403333 + Penalty 4042.345710 = -591344.057623 nChanged 1226 SP:Iteration 1F (20714.570000 sec): 3 clusters Score: Raw -596156.348865 + Penalty 4042.345710 = -592114.003155 nChanged 284 SP:Iteration 2F (20714.580000 sec): 3 clusters Score: Raw -596349.702086 + Penalty 4042.345710 = -592307.356376 nChanged 182 SP:Iteration 3F (20714.600000 sec): 3 clusters Score: Raw -596468.108173 + Penalty 4042.345710 = -592425.762463 nChanged 150 SP:Iteration 4Q (20714.610000 sec): 3 clusters Score: Raw -596571.442328 + Penalty 4042.345710 = -592529.096618 nChanged 134 SP:Iteration 5Q (20714.630000 sec): 3 clusters Score: Raw -596659.979073 + Penalty 4042.345710 = -592617.633363 nChanged 125 SP:Iteration 6Q (20714.640000 sec): 3 clusters Score: Raw -596750.649643 + Penalty 4042.345710 = -592708.303933 nChanged 120 SP:Iteration 7Q (20714.650000 sec): 3 clusters Score: Raw -596831.962933 + Penalty 4042.345710 = -592789.617223 nChanged 99 SP:Iteration 8Q (20714.670000 sec): 3 clusters Score: Raw -596903.222928 + Penalty 4042.345710 = -592860.877218 nChanged 97 SP:Iteration 9Q (20714.680000 sec): 3 clusters Score: Raw -596970.436444 + Penalty 4042.345710 = -592928.090734 nChanged 77 SP:Iteration 10Q (20714.700000 sec): 3 clusters Score: Raw -597020.873223 + Penalty 4042.345710 = -592978.527513 nChanged 56 SP:Iteration 11Q (20714.710000 sec): 3 clusters Score: Raw -597051.426379 + Penalty 4042.345710 = -593009.080669 nChanged 48 SP:Iteration 12Q (20714.720000 sec): 3 clusters Score: Raw -597087.528433 + Penalty 4042.345710 = -593045.182723 nChanged 49 SP:Iteration 13Q (20714.740000 sec): 3 clusters Score: Raw -597121.942327 + Penalty 4042.345710 = -593079.596617 nChanged 48 SP:Iteration 14Q (20714.750000 sec): 3 clusters Score: Raw -597150.221856 + Penalty 4042.345710 = -593107.876146 nChanged 42 SP:Iteration 15Q (20714.760000 sec): 3 clusters Score: Raw -597179.462926 + Penalty 4042.345710 = -593137.117216 nChanged 31 SP:Iteration 16Q (20714.780000 sec): 3 clusters Score: Raw -597203.045596 + Penalty 4042.345710 = -593160.699886 nChanged 24 SP:Iteration 17Q (20714.790000 sec): 3 clusters Score: Raw -597221.587988 + Penalty 4042.345710 = -593179.242278 nChanged 24 SP:Iteration 18Q (20714.800000 sec): 3 clusters Score: Raw -597238.662177 + Penalty 4042.345710 = -593196.316467 nChanged 20 SP:Iteration 19Q (20714.820000 sec): 3 clusters Score: Raw -597256.371539 + Penalty 4042.345710 = -593214.025829 nChanged 26 SP:Iteration 20F (20714.830000 sec): 3 clusters Score: Raw -597277.094275 + Penalty 4042.345710 = -593234.748565 nChanged 20 SP:Iteration 21Q (20714.840000 sec): 3 clusters Score: Raw -597290.220805 + Penalty 4042.345710 = -593247.875095 nChanged 9 SP:Iteration 22Q (20714.860000 sec): 3 clusters Score: Raw -597298.539115 + Penalty 4042.345710 = -593256.193405 nChanged 13 SP:Iteration 23Q (20714.870000 sec): 3 clusters Score: Raw -597306.547886 + Penalty 4042.345710 = -593264.202175 nChanged 7 SP:Iteration 24Q (20714.880000 sec): 3 clusters Score: Raw -597311.009554 + Penalty 4042.345710 = -593268.663844 nChanged 8 SP:Iteration 25Q (20714.890000 sec): 3 clusters Score: Raw -597316.419378 + Penalty 4042.345710 = -593274.073668 nChanged 3 SP:Iteration 26Q (20714.910000 sec): 3 clusters Score: Raw -597318.080890 + Penalty 4042.345710 = -593275.735180 nChanged 3 SP:Iteration 27Q (20714.920000 sec): 3 clusters Score: Raw -597319.432926 + Penalty 4042.345710 = -593277.087216 nChanged 4 SP:Iteration 28Q (20714.930000 sec): 3 clusters Score: Raw -597323.206515 + Penalty 4042.345710 = -593280.860805 nChanged 3 SP:Iteration 29Q (20714.940000 sec): 3 clusters Score: Raw -597325.375176 + Penalty 4042.345710 = -593283.029466 nChanged 3 SP:Iteration 30Q (20714.960000 sec): 3 clusters Score: Raw -597326.537969 + Penalty 4042.345710 = -593284.192259 nChanged 0 SP:Iteration 31F (20714.970000 sec): 3 clusters Score: Raw -597326.537969 + Penalty 4042.345710 = -593284.192259 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20715.000000 sec): 2 clusters Score: Raw -1018287.010737 + Penalty 2143.450210 = -1016143.560527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20715.020000 sec): 3 clusters Score: Raw -1015541.249485 + Penalty 4286.900421 = -1011254.349064 nChanged 2212 SP:Iteration 1F (20715.040000 sec): 3 clusters Score: Raw -1016771.991339 + Penalty 4286.900421 = -1012485.090918 nChanged 431 SP:Iteration 2F (20715.060000 sec): 3 clusters Score: Raw -1017011.551058 + Penalty 4286.900421 = -1012724.650637 nChanged 282 SP:Iteration 3Q (20715.090000 sec): 3 clusters Score: Raw -1017159.262409 + Penalty 4286.900421 = -1012872.361988 nChanged 234 SP:Iteration 4Q (20715.110000 sec): 3 clusters Score: Raw -1017280.973026 + Penalty 4286.900421 = -1012994.072605 nChanged 170 SP:Iteration 5Q (20715.130000 sec): 3 clusters Score: Raw -1017374.576744 + Penalty 4286.900421 = -1013087.676323 nChanged 161 SP:Iteration 6Q (20715.160000 sec): 3 clusters Score: Raw -1017465.623794 + Penalty 4286.900421 = -1013178.723373 nChanged 167 SP:Iteration 7Q (20715.180000 sec): 3 clusters Score: Raw -1017571.537258 + Penalty 4286.900421 = -1013284.636838 nChanged 178 SP:Iteration 8Q (20715.200000 sec): 3 clusters Score: Raw -1017721.592719 + Penalty 4286.900421 = -1013434.692298 nChanged 237 SP:Iteration 9Q (20715.220000 sec): 3 clusters Score: Raw -1017926.270193 + Penalty 4286.900421 = -1013639.369772 nChanged 268 SP:Iteration 10Q (20715.240000 sec): 3 clusters Score: Raw -1018164.809623 + Penalty 4286.900421 = -1013877.909202 nChanged 291 SP:Iteration 11F (20715.260000 sec): 3 clusters Score: Raw -1018481.791035 + Penalty 4286.900421 = -1014194.890615 nChanged 338 SP:Iteration 12F (20715.290000 sec): 3 clusters Score: Raw -1018843.913298 + Penalty 4286.900421 = -1014557.012877 nChanged 295 SP:Iteration 13F (20715.310000 sec): 3 clusters Score: Raw -1019123.533300 + Penalty 4286.900421 = -1014836.632879 nChanged 218 SP:Iteration 14Q (20715.330000 sec): 3 clusters Score: Raw -1019315.142530 + Penalty 4286.900421 = -1015028.242110 nChanged 168 SP:Iteration 15Q (20715.350000 sec): 3 clusters Score: Raw -1019429.580904 + Penalty 4286.900421 = -1015142.680483 nChanged 102 SP:Iteration 16Q (20715.370000 sec): 3 clusters Score: Raw -1019481.984385 + Penalty 4286.900421 = -1015195.083964 nChanged 68 SP:Iteration 17Q (20715.400000 sec): 3 clusters Score: Raw -1019510.252503 + Penalty 4286.900421 = -1015223.352082 nChanged 47 SP:Iteration 18Q (20715.420000 sec): 3 clusters Score: Raw -1019529.799465 + Penalty 4286.900421 = -1015242.899044 nChanged 32 SP:Iteration 19Q (20715.440000 sec): 3 clusters Score: Raw -1019542.492093 + Penalty 4286.900421 = -1015255.591672 nChanged 29 SP:Iteration 20F (20715.460000 sec): 3 clusters Score: Raw -1019552.443081 + Penalty 4286.900421 = -1015265.542660 nChanged 19 SP:Iteration 21Q (20715.480000 sec): 3 clusters Score: Raw -1019559.472220 + Penalty 4286.900421 = -1015272.571799 nChanged 16 SP:Iteration 22Q (20715.500000 sec): 3 clusters Score: Raw -1019564.440492 + Penalty 4286.900421 = -1015277.540072 nChanged 10 SP:Iteration 23Q (20715.520000 sec): 3 clusters Score: Raw -1019567.465925 + Penalty 4286.900421 = -1015280.565504 nChanged 6 SP:Iteration 24Q (20715.540000 sec): 3 clusters Score: Raw -1019569.644153 + Penalty 4286.900421 = -1015282.743733 nChanged 5 SP:Iteration 25Q (20715.560000 sec): 3 clusters Score: Raw -1019571.257564 + Penalty 4286.900421 = -1015284.357144 nChanged 1 SP:Iteration 26Q (20715.580000 sec): 3 clusters Score: Raw -1019571.598501 + Penalty 4286.900421 = -1015284.698080 nChanged 2 SP:Iteration 27Q (20715.600000 sec): 3 clusters Score: Raw -1019571.867290 + Penalty 4286.900421 = -1015284.966869 nChanged 1 SP:Iteration 28Q (20715.630000 sec): 3 clusters Score: Raw -1019571.949367 + Penalty 4286.900421 = -1015285.048946 nChanged 0 SP:Iteration 29F (20715.650000 sec): 3 clusters Score: Raw -1019571.949367 + Penalty 4286.900421 = -1015285.048946 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (79562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20715.930000 sec): 2 clusters Score: Raw -13556187.196778 + Penalty 2798.504384 = -13553388.692394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20716.260000 sec): 3 clusters Score: Raw -13505657.329166 + Penalty 5597.008768 = -13500060.320398 nChanged 37306 SP:Iteration 1F (20716.580000 sec): 3 clusters Score: Raw -13526702.833133 + Penalty 5597.008768 = -13521105.824365 nChanged 2931 SP:Iteration 2Q (20716.910000 sec): 3 clusters Score: Raw -13527537.314582 + Penalty 5597.008768 = -13521940.305814 nChanged 3025 SP:Iteration 3Q (20717.240000 sec): 3 clusters Score: Raw -13528603.574687 + Penalty 5597.008768 = -13523006.565919 nChanged 3604 SP:Iteration 4Q (20717.570000 sec): 3 clusters Score: Raw -13530237.566125 + Penalty 5597.008768 = -13524640.557357 nChanged 4551 SP:Iteration 5F (20717.900000 sec): 3 clusters Score: Raw -13532934.212957 + Penalty 5597.008768 = -13527337.204189 nChanged 5698 SP:Iteration 6F (20718.220000 sec): 3 clusters Score: Raw -13537145.879241 + Penalty 5597.008768 = -13531548.870473 nChanged 6760 SP:Iteration 7F (20718.540000 sec): 3 clusters Score: Raw -13543110.327273 + Penalty 5597.008768 = -13537513.318505 nChanged 6435 SP:Iteration 8F (20718.860000 sec): 3 clusters Score: Raw -13549288.685209 + Penalty 5597.008768 = -13543691.676441 nChanged 4386 SP:Iteration 9F (20719.180000 sec): 3 clusters Score: Raw -13553529.403762 + Penalty 5597.008768 = -13547932.394994 nChanged 2021 SP:Iteration 10Q (20719.460000 sec): 3 clusters Score: Raw -13555428.700493 + Penalty 5597.008768 = -13549831.691725 nChanged 652 SP:Iteration 11Q (20719.700000 sec): 3 clusters Score: Raw -13556075.336000 + Penalty 5597.008768 = -13550478.327232 nChanged 189 SP:Iteration 12Q (20719.940000 sec): 3 clusters Score: Raw -13556290.690690 + Penalty 5597.008768 = -13550693.681922 nChanged 73 SP:Iteration 13Q (20720.160000 sec): 3 clusters Score: Raw -13556383.590546 + Penalty 5597.008768 = -13550786.581778 nChanged 30 SP:Iteration 14Q (20720.390000 sec): 3 clusters Score: Raw -13556423.920505 + Penalty 5597.008768 = -13550826.911737 nChanged 18 SP:Iteration 15Q (20720.610000 sec): 3 clusters Score: Raw -13556454.930795 + Penalty 5597.008768 = -13550857.922027 nChanged 15 SP:Iteration 16Q (20720.830000 sec): 3 clusters Score: Raw -13556470.400296 + Penalty 5597.008768 = -13550873.391528 nChanged 7 SP:Iteration 17Q (20721.050000 sec): 3 clusters Score: Raw -13556476.763452 + Penalty 5597.008768 = -13550879.754684 nChanged 4 SP:Iteration 18Q (20721.270000 sec): 3 clusters Score: Raw -13556484.299757 + Penalty 5597.008768 = -13550887.290989 nChanged 2 SP:Iteration 19Q (20721.500000 sec): 3 clusters Score: Raw -13556486.017428 + Penalty 5597.008768 = -13550889.008660 nChanged 2 SP:Iteration 20F (20721.810000 sec): 3 clusters Score: Raw -13556489.700576 + Penalty 5597.008768 = -13550892.691808 nChanged 1 SP:Iteration 21Q (20722.030000 sec): 3 clusters Score: Raw -13556491.865307 + Penalty 5597.008768 = -13550894.856539 nChanged 2 SP:Iteration 22Q (20722.260000 sec): 3 clusters Score: Raw -13556495.891917 + Penalty 5597.008768 = -13550898.883149 nChanged 6 SP:Iteration 23Q (20722.480000 sec): 3 clusters Score: Raw -13556505.190839 + Penalty 5597.008768 = -13550908.182071 nChanged 5 SP:Iteration 24Q (20722.700000 sec): 3 clusters Score: Raw -13556509.347083 + Penalty 5597.008768 = -13550912.338315 nChanged 4 SP:Iteration 25Q (20722.920000 sec): 3 clusters Score: Raw -13556512.370379 + Penalty 5597.008768 = -13550915.361611 nChanged 0 SP:Iteration 26F (20723.240000 sec): 3 clusters Score: Raw -13556512.370379 + Penalty 5597.008768 = -13550915.361611 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20723.290000 sec): 2 clusters Score: Raw -1317607.821413 + Penalty 2221.526466 = -1315386.294947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20723.320000 sec): 3 clusters Score: Raw -1313602.707376 + Penalty 4443.052933 = -1309159.654443 nChanged 3099 SP:Iteration 1F (20723.350000 sec): 3 clusters Score: Raw -1315263.343790 + Penalty 4443.052933 = -1310820.290857 nChanged 479 SP:Iteration 2F (20723.380000 sec): 3 clusters Score: Raw -1315472.583631 + Penalty 4443.052933 = -1311029.530698 nChanged 347 SP:Iteration 3Q (20723.410000 sec): 3 clusters Score: Raw -1315606.740815 + Penalty 4443.052933 = -1311163.687882 nChanged 253 SP:Iteration 4Q (20723.440000 sec): 3 clusters Score: Raw -1315692.186569 + Penalty 4443.052933 = -1311249.133636 nChanged 192 SP:Iteration 5Q (20723.480000 sec): 3 clusters Score: Raw -1315765.888341 + Penalty 4443.052933 = -1311322.835408 nChanged 193 SP:Iteration 6Q (20723.500000 sec): 3 clusters Score: Raw -1315837.601989 + Penalty 4443.052933 = -1311394.549056 nChanged 165 SP:Iteration 7Q (20723.540000 sec): 3 clusters Score: Raw -1315902.730918 + Penalty 4443.052933 = -1311459.677985 nChanged 182 SP:Iteration 8Q (20723.570000 sec): 3 clusters Score: Raw -1315975.739376 + Penalty 4443.052933 = -1311532.686443 nChanged 183 SP:Iteration 9Q (20723.600000 sec): 3 clusters Score: Raw -1316056.924322 + Penalty 4443.052933 = -1311613.871390 nChanged 187 SP:Iteration 10Q (20723.630000 sec): 3 clusters Score: Raw -1316157.824464 + Penalty 4443.052933 = -1311714.771531 nChanged 202 SP:Iteration 11Q (20723.660000 sec): 3 clusters Score: Raw -1316255.845358 + Penalty 4443.052933 = -1311812.792425 nChanged 203 SP:Iteration 12Q (20723.690000 sec): 3 clusters Score: Raw -1316374.101891 + Penalty 4443.052933 = -1311931.048958 nChanged 212 SP:Iteration 13Q (20723.720000 sec): 3 clusters Score: Raw -1316508.979566 + Penalty 4443.052933 = -1312065.926633 nChanged 243 SP:Iteration 14Q (20723.750000 sec): 3 clusters Score: Raw -1316675.956131 + Penalty 4443.052933 = -1312232.903198 nChanged 274 SP:Iteration 15Q (20723.780000 sec): 3 clusters Score: Raw -1316867.829438 + Penalty 4443.052933 = -1312424.776505 nChanged 285 SP:Iteration 16Q (20723.810000 sec): 3 clusters Score: Raw -1317047.182330 + Penalty 4443.052933 = -1312604.129397 nChanged 262 SP:Iteration 17Q (20723.840000 sec): 3 clusters Score: Raw -1317213.709020 + Penalty 4443.052933 = -1312770.656087 nChanged 244 SP:Iteration 18Q (20723.870000 sec): 3 clusters Score: Raw -1317359.711229 + Penalty 4443.052933 = -1312916.658296 nChanged 224 SP:Iteration 19Q (20723.900000 sec): 3 clusters Score: Raw -1317483.627005 + Penalty 4443.052933 = -1313040.574072 nChanged 191 SP:Iteration 20F (20723.930000 sec): 3 clusters Score: Raw -1317583.438517 + Penalty 4443.052933 = -1313140.385584 nChanged 185 SP:Iteration 21Q (20723.960000 sec): 3 clusters Score: Raw -1317663.580603 + Penalty 4443.052933 = -1313220.527670 nChanged 150 SP:Iteration 22Q (20723.980000 sec): 3 clusters Score: Raw -1317726.369136 + Penalty 4443.052933 = -1313283.316203 nChanged 129 SP:Iteration 23Q (20724.010000 sec): 3 clusters Score: Raw -1317780.114101 + Penalty 4443.052933 = -1313337.061168 nChanged 117 SP:Iteration 24Q (20724.040000 sec): 3 clusters Score: Raw -1317819.101949 + Penalty 4443.052933 = -1313376.049016 nChanged 85 SP:Iteration 25Q (20724.070000 sec): 3 clusters Score: Raw -1317848.419659 + Penalty 4443.052933 = -1313405.366726 nChanged 78 SP:Iteration 26Q (20724.100000 sec): 3 clusters Score: Raw -1317872.950392 + Penalty 4443.052933 = -1313429.897459 nChanged 73 SP:Iteration 27Q (20724.130000 sec): 3 clusters Score: Raw -1317899.353496 + Penalty 4443.052933 = -1313456.300563 nChanged 68 SP:Iteration 28Q (20724.160000 sec): 3 clusters Score: Raw -1317920.502160 + Penalty 4443.052933 = -1313477.449227 nChanged 63 SP:Iteration 29Q (20724.180000 sec): 3 clusters Score: Raw -1317938.217662 + Penalty 4443.052933 = -1313495.164729 nChanged 51 SP:Iteration 30Q (20724.210000 sec): 3 clusters Score: Raw -1317950.957902 + Penalty 4443.052933 = -1313507.904969 nChanged 42 SP:Iteration 31Q (20724.240000 sec): 3 clusters Score: Raw -1317963.569437 + Penalty 4443.052933 = -1313520.516504 nChanged 37 SP:Iteration 32Q (20724.270000 sec): 3 clusters Score: Raw -1317972.558894 + Penalty 4443.052933 = -1313529.505961 nChanged 34 SP:Iteration 33Q (20724.300000 sec): 3 clusters Score: Raw -1317981.504631 + Penalty 4443.052933 = -1313538.451698 nChanged 37 SP:Iteration 34Q (20724.330000 sec): 3 clusters Score: Raw -1317990.046751 + Penalty 4443.052933 = -1313546.993818 nChanged 32 SP:Iteration 35Q (20724.360000 sec): 3 clusters Score: Raw -1317997.167699 + Penalty 4443.052933 = -1313554.114767 nChanged 31 SP:Iteration 36Q (20724.380000 sec): 3 clusters Score: Raw -1318005.445569 + Penalty 4443.052933 = -1313562.392636 nChanged 31 SP:Iteration 37Q (20724.410000 sec): 3 clusters Score: Raw -1318013.244059 + Penalty 4443.052933 = -1313570.191126 nChanged 23 SP:Iteration 38Q (20724.440000 sec): 3 clusters Score: Raw -1318019.248392 + Penalty 4443.052933 = -1313576.195459 nChanged 23 SP:Iteration 39Q (20724.470000 sec): 3 clusters Score: Raw -1318025.895735 + Penalty 4443.052933 = -1313582.842802 nChanged 20 SP:Iteration 40F (20724.500000 sec): 3 clusters Score: Raw -1318031.921118 + Penalty 4443.052933 = -1313588.868185 nChanged 24 SP:Iteration 41Q (20724.530000 sec): 3 clusters Score: Raw -1318038.806752 + Penalty 4443.052933 = -1313595.753819 nChanged 27 SP:Iteration 42Q (20724.560000 sec): 3 clusters Score: Raw -1318046.458322 + Penalty 4443.052933 = -1313603.405390 nChanged 27 SP:Iteration 43Q (20724.580000 sec): 3 clusters Score: Raw -1318053.076796 + Penalty 4443.052933 = -1313610.023863 nChanged 31 SP:Iteration 44Q (20724.610000 sec): 3 clusters Score: Raw -1318060.253555 + Penalty 4443.052933 = -1313617.200622 nChanged 30 SP:Iteration 45Q (20724.640000 sec): 3 clusters Score: Raw -1318066.796530 + Penalty 4443.052933 = -1313623.743597 nChanged 26 SP:Iteration 46Q (20724.670000 sec): 3 clusters Score: Raw -1318073.292345 + Penalty 4443.052933 = -1313630.239412 nChanged 27 SP:Iteration 47Q (20724.700000 sec): 3 clusters Score: Raw -1318080.325628 + Penalty 4443.052933 = -1313637.272695 nChanged 33 SP:Iteration 48Q (20724.730000 sec): 3 clusters Score: Raw -1318090.249076 + Penalty 4443.052933 = -1313647.196143 nChanged 35 SP:Iteration 49Q (20724.760000 sec): 3 clusters Score: Raw -1318099.687623 + Penalty 4443.052933 = -1313656.634690 nChanged 32 SP:Iteration 50Q (20724.780000 sec): 3 clusters Score: Raw -1318107.447277 + Penalty 4443.052933 = -1313664.394344 nChanged 30 SP:Iteration 51Q (20724.810000 sec): 3 clusters Score: Raw -1318113.346545 + Penalty 4443.052933 = -1313670.293612 nChanged 26 SP:Iteration 52Q (20724.840000 sec): 3 clusters Score: Raw -1318120.254163 + Penalty 4443.052933 = -1313677.201230 nChanged 29 SP:Iteration 53Q (20724.870000 sec): 3 clusters Score: Raw -1318128.085497 + Penalty 4443.052933 = -1313685.032564 nChanged 27 SP:Iteration 54Q (20724.900000 sec): 3 clusters Score: Raw -1318135.487345 + Penalty 4443.052933 = -1313692.434412 nChanged 36 SP:Iteration 55Q (20724.930000 sec): 3 clusters Score: Raw -1318145.346458 + Penalty 4443.052933 = -1313702.293525 nChanged 35 SP:Iteration 56Q (20724.960000 sec): 3 clusters Score: Raw -1318155.799690 + Penalty 4443.052933 = -1313712.746757 nChanged 36 SP:Iteration 57Q (20724.980000 sec): 3 clusters Score: Raw -1318169.331236 + Penalty 4443.052933 = -1313726.278303 nChanged 38 SP:Iteration 58Q (20725.010000 sec): 3 clusters Score: Raw -1318183.846032 + Penalty 4443.052933 = -1313740.793099 nChanged 40 SP:Iteration 59Q (20725.040000 sec): 3 clusters Score: Raw -1318196.152053 + Penalty 4443.052933 = -1313753.099120 nChanged 37 SP:Iteration 60F (20725.070000 sec): 3 clusters Score: Raw -1318207.416320 + Penalty 4443.052933 = -1313764.363387 nChanged 37 SP:Iteration 61Q (20725.100000 sec): 3 clusters Score: Raw -1318217.342736 + Penalty 4443.052933 = -1313774.289803 nChanged 37 SP:Iteration 62Q (20725.130000 sec): 3 clusters Score: Raw -1318227.849521 + Penalty 4443.052933 = -1313784.796588 nChanged 42 SP:Iteration 63Q (20725.160000 sec): 3 clusters Score: Raw -1318242.465903 + Penalty 4443.052933 = -1313799.412970 nChanged 46 SP:Iteration 64Q (20725.190000 sec): 3 clusters Score: Raw -1318261.387063 + Penalty 4443.052933 = -1313818.334130 nChanged 46 SP:Iteration 65Q (20725.220000 sec): 3 clusters Score: Raw -1318280.226002 + Penalty 4443.052933 = -1313837.173069 nChanged 52 SP:Iteration 66Q (20725.240000 sec): 3 clusters Score: Raw -1318302.607605 + Penalty 4443.052933 = -1313859.554672 nChanged 55 SP:Iteration 67Q (20725.270000 sec): 3 clusters Score: Raw -1318329.910639 + Penalty 4443.052933 = -1313886.857706 nChanged 58 SP:Iteration 68Q (20725.300000 sec): 3 clusters Score: Raw -1318356.876328 + Penalty 4443.052933 = -1313913.823395 nChanged 42 SP:Iteration 69Q (20725.330000 sec): 3 clusters Score: Raw -1318376.577318 + Penalty 4443.052933 = -1313933.524385 nChanged 47 SP:Iteration 70Q (20725.360000 sec): 3 clusters Score: Raw -1318395.479470 + Penalty 4443.052933 = -1313952.426537 nChanged 40 SP:Iteration 71Q (20725.390000 sec): 3 clusters Score: Raw -1318411.965102 + Penalty 4443.052933 = -1313968.912169 nChanged 41 SP:Iteration 72Q (20725.420000 sec): 3 clusters Score: Raw -1318427.307604 + Penalty 4443.052933 = -1313984.254671 nChanged 34 SP:Iteration 73Q (20725.440000 sec): 3 clusters Score: Raw -1318439.993578 + Penalty 4443.052933 = -1313996.940645 nChanged 26 SP:Iteration 74Q (20725.480000 sec): 3 clusters Score: Raw -1318448.195620 + Penalty 4443.052933 = -1314005.142687 nChanged 24 SP:Iteration 75Q (20725.500000 sec): 3 clusters Score: Raw -1318455.025037 + Penalty 4443.052933 = -1314011.972104 nChanged 24 SP:Iteration 76Q (20725.530000 sec): 3 clusters Score: Raw -1318462.106442 + Penalty 4443.052933 = -1314019.053509 nChanged 21 SP:Iteration 77Q (20725.560000 sec): 3 clusters Score: Raw -1318468.434526 + Penalty 4443.052933 = -1314025.381593 nChanged 18 SP:Iteration 78Q (20725.590000 sec): 3 clusters Score: Raw -1318475.198228 + Penalty 4443.052933 = -1314032.145295 nChanged 18 SP:Iteration 79Q (20725.620000 sec): 3 clusters Score: Raw -1318479.875011 + Penalty 4443.052933 = -1314036.822078 nChanged 13 SP:Iteration 80F (20725.650000 sec): 3 clusters Score: Raw -1318482.748013 + Penalty 4443.052933 = -1314039.695080 nChanged 10 SP:Iteration 81Q (20725.680000 sec): 3 clusters Score: Raw -1318485.502198 + Penalty 4443.052933 = -1314042.449265 nChanged 8 SP:Iteration 82Q (20725.700000 sec): 3 clusters Score: Raw -1318487.782738 + Penalty 4443.052933 = -1314044.729805 nChanged 7 SP:Iteration 83Q (20725.740000 sec): 3 clusters Score: Raw -1318489.191259 + Penalty 4443.052933 = -1314046.138326 nChanged 4 SP:Iteration 84Q (20725.760000 sec): 3 clusters Score: Raw -1318489.921925 + Penalty 4443.052933 = -1314046.868992 nChanged 3 SP:Iteration 85Q (20725.790000 sec): 3 clusters Score: Raw -1318490.914663 + Penalty 4443.052933 = -1314047.861730 nChanged 6 SP:Iteration 86Q (20725.820000 sec): 3 clusters Score: Raw -1318492.447713 + Penalty 4443.052933 = -1314049.394780 nChanged 3 SP:Iteration 87Q (20725.850000 sec): 3 clusters Score: Raw -1318492.751346 + Penalty 4443.052933 = -1314049.698413 nChanged 3 SP:Iteration 88Q (20725.880000 sec): 3 clusters Score: Raw -1318493.032152 + Penalty 4443.052933 = -1314049.979219 nChanged 2 SP:Iteration 89Q (20725.910000 sec): 3 clusters Score: Raw -1318493.412960 + Penalty 4443.052933 = -1314050.360028 nChanged 0 SP:Iteration 90F (20725.940000 sec): 3 clusters Score: Raw -1318493.412960 + Penalty 4443.052933 = -1314050.360028 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20725.990000 sec): 2 clusters Score: Raw -2078660.477345 + Penalty 2332.705761 = -2076327.771584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20726.040000 sec): 3 clusters Score: Raw -2071935.784313 + Penalty 4665.411521 = -2067270.372792 nChanged 5133 SP:Iteration 1F (20726.080000 sec): 3 clusters Score: Raw -2074718.430296 + Penalty 4665.411521 = -2070053.018775 nChanged 777 SP:Iteration 2F (20726.130000 sec): 3 clusters Score: Raw -2075082.556960 + Penalty 4665.411521 = -2070417.145439 nChanged 618 SP:Iteration 3F (20726.180000 sec): 3 clusters Score: Raw -2075372.363320 + Penalty 4665.411521 = -2070706.951799 nChanged 530 SP:Iteration 4Q (20726.230000 sec): 3 clusters Score: Raw -2075601.784622 + Penalty 4665.411521 = -2070936.373100 nChanged 480 SP:Iteration 5Q (20726.280000 sec): 3 clusters Score: Raw -2075829.030479 + Penalty 4665.411521 = -2071163.618957 nChanged 482 SP:Iteration 6Q (20726.320000 sec): 3 clusters Score: Raw -2076071.326035 + Penalty 4665.411521 = -2071405.914514 nChanged 503 SP:Iteration 7Q (20726.370000 sec): 3 clusters Score: Raw -2076359.886094 + Penalty 4665.411521 = -2071694.474572 nChanged 568 SP:Iteration 8Q (20726.420000 sec): 3 clusters Score: Raw -2076713.174645 + Penalty 4665.411521 = -2072047.763123 nChanged 573 SP:Iteration 9Q (20726.470000 sec): 3 clusters Score: Raw -2077128.710774 + Penalty 4665.411521 = -2072463.299253 nChanged 574 SP:Iteration 10Q (20726.510000 sec): 3 clusters Score: Raw -2077576.103140 + Penalty 4665.411521 = -2072910.691619 nChanged 519 SP:Iteration 11Q (20726.560000 sec): 3 clusters Score: Raw -2078001.760478 + Penalty 4665.411521 = -2073336.348957 nChanged 378 SP:Iteration 12Q (20726.600000 sec): 3 clusters Score: Raw -2078340.785004 + Penalty 4665.411521 = -2073675.373482 nChanged 271 SP:Iteration 13Q (20726.640000 sec): 3 clusters Score: Raw -2078589.795243 + Penalty 4665.411521 = -2073924.383722 nChanged 162 SP:Iteration 14Q (20726.680000 sec): 3 clusters Score: Raw -2078745.083998 + Penalty 4665.411521 = -2074079.672476 nChanged 90 SP:Iteration 15Q (20726.720000 sec): 3 clusters Score: Raw -2078834.489092 + Penalty 4665.411521 = -2074169.077571 nChanged 43 SP:Iteration 16Q (20726.760000 sec): 3 clusters Score: Raw -2078883.486903 + Penalty 4665.411521 = -2074218.075382 nChanged 26 SP:Iteration 17Q (20726.800000 sec): 3 clusters Score: Raw -2078912.807262 + Penalty 4665.411521 = -2074247.395741 nChanged 19 SP:Iteration 18Q (20726.830000 sec): 3 clusters Score: Raw -2078934.361199 + Penalty 4665.411521 = -2074268.949678 nChanged 10 SP:Iteration 19Q (20726.870000 sec): 3 clusters Score: Raw -2078949.983266 + Penalty 4665.411521 = -2074284.571744 nChanged 12 SP:Iteration 20F (20726.920000 sec): 3 clusters Score: Raw -2078965.929335 + Penalty 4665.411521 = -2074300.517813 nChanged 3 SP:Iteration 21Q (20726.950000 sec): 3 clusters Score: Raw -2078967.645962 + Penalty 4665.411521 = -2074302.234440 nChanged 2 SP:Iteration 22Q (20726.990000 sec): 3 clusters Score: Raw -2078968.369383 + Penalty 4665.411521 = -2074302.957861 nChanged 1 SP:Iteration 23Q (20727.020000 sec): 3 clusters Score: Raw -2078970.322747 + Penalty 4665.411521 = -2074304.911225 nChanged 1 SP:Iteration 24Q (20727.060000 sec): 3 clusters Score: Raw -2078971.531733 + Penalty 4665.411521 = -2074306.120211 nChanged 1 SP:Iteration 25Q (20727.100000 sec): 3 clusters Score: Raw -2078972.597703 + Penalty 4665.411521 = -2074307.186182 nChanged 0 SP:Iteration 26F (20727.150000 sec): 3 clusters Score: Raw -2078972.597703 + Penalty 4665.411521 = -2074307.186182 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20727.230000 sec): 2 clusters Score: Raw -3446943.574317 + Penalty 2468.731084 = -3444474.843233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20727.310000 sec): 3 clusters Score: Raw -3434564.818381 + Penalty 4937.462168 = -3429627.356213 nChanged 9408 SP:Iteration 1F (20727.390000 sec): 3 clusters Score: Raw -3439733.735419 + Penalty 4937.462168 = -3434796.273251 nChanged 1201 SP:Iteration 2F (20727.480000 sec): 3 clusters Score: Raw -3440327.980787 + Penalty 4937.462168 = -3435390.518619 nChanged 1187 SP:Iteration 3F (20727.560000 sec): 3 clusters Score: Raw -3440924.832547 + Penalty 4937.462168 = -3435987.370379 nChanged 1063 SP:Iteration 4F (20727.650000 sec): 3 clusters Score: Raw -3441413.428016 + Penalty 4937.462168 = -3436475.965848 nChanged 951 SP:Iteration 5Q (20727.730000 sec): 3 clusters Score: Raw -3441820.797630 + Penalty 4937.462168 = -3436883.335461 nChanged 901 SP:Iteration 6Q (20727.810000 sec): 3 clusters Score: Raw -3442194.693803 + Penalty 4937.462168 = -3437257.231635 nChanged 830 SP:Iteration 7Q (20727.890000 sec): 3 clusters Score: Raw -3442525.457067 + Penalty 4937.462168 = -3437587.994899 nChanged 770 SP:Iteration 8Q (20727.980000 sec): 3 clusters Score: Raw -3442831.180887 + Penalty 4937.462168 = -3437893.718719 nChanged 724 SP:Iteration 9Q (20728.060000 sec): 3 clusters Score: Raw -3443137.630672 + Penalty 4937.462168 = -3438200.168504 nChanged 721 SP:Iteration 10Q (20728.150000 sec): 3 clusters Score: Raw -3443464.892028 + Penalty 4937.462168 = -3438527.429860 nChanged 706 SP:Iteration 11Q (20728.230000 sec): 3 clusters Score: Raw -3443840.503682 + Penalty 4937.462168 = -3438903.041514 nChanged 777 SP:Iteration 12Q (20728.310000 sec): 3 clusters Score: Raw -3444284.261023 + Penalty 4937.462168 = -3439346.798855 nChanged 716 SP:Iteration 13Q (20728.400000 sec): 3 clusters Score: Raw -3444705.501171 + Penalty 4937.462168 = -3439768.039003 nChanged 682 SP:Iteration 14Q (20728.480000 sec): 3 clusters Score: Raw -3445068.587921 + Penalty 4937.462168 = -3440131.125753 nChanged 570 SP:Iteration 15Q (20728.560000 sec): 3 clusters Score: Raw -3445313.960384 + Penalty 4937.462168 = -3440376.498216 nChanged 417 SP:Iteration 16Q (20728.640000 sec): 3 clusters Score: Raw -3445454.052727 + Penalty 4937.462168 = -3440516.590559 nChanged 348 SP:Iteration 17Q (20728.720000 sec): 3 clusters Score: Raw -3445572.238198 + Penalty 4937.462168 = -3440634.776029 nChanged 295 SP:Iteration 18Q (20728.800000 sec): 3 clusters Score: Raw -3445660.904955 + Penalty 4937.462168 = -3440723.442787 nChanged 260 SP:Iteration 19Q (20728.880000 sec): 3 clusters Score: Raw -3445744.576312 + Penalty 4937.462168 = -3440807.114144 nChanged 303 SP:Iteration 20F (20728.960000 sec): 3 clusters Score: Raw -3445853.706345 + Penalty 4937.462168 = -3440916.244177 nChanged 301 SP:Iteration 21Q (20729.050000 sec): 3 clusters Score: Raw -3445955.217643 + Penalty 4937.462168 = -3441017.755475 nChanged 294 SP:Iteration 22Q (20729.120000 sec): 3 clusters Score: Raw -3446066.198968 + Penalty 4937.462168 = -3441128.736800 nChanged 312 SP:Iteration 23Q (20729.200000 sec): 3 clusters Score: Raw -3446179.554863 + Penalty 4937.462168 = -3441242.092695 nChanged 304 SP:Iteration 24Q (20729.280000 sec): 3 clusters Score: Raw -3446303.279810 + Penalty 4937.462168 = -3441365.817642 nChanged 296 SP:Iteration 25Q (20729.360000 sec): 3 clusters Score: Raw -3446410.551379 + Penalty 4937.462168 = -3441473.089211 nChanged 258 SP:Iteration 26Q (20729.440000 sec): 3 clusters Score: Raw -3446501.325517 + Penalty 4937.462168 = -3441563.863349 nChanged 231 SP:Iteration 27Q (20729.520000 sec): 3 clusters Score: Raw -3446575.033872 + Penalty 4937.462168 = -3441637.571704 nChanged 231 SP:Iteration 28Q (20729.600000 sec): 3 clusters Score: Raw -3446644.903352 + Penalty 4937.462168 = -3441707.441184 nChanged 214 SP:Iteration 29Q (20729.670000 sec): 3 clusters Score: Raw -3446702.981780 + Penalty 4937.462168 = -3441765.519612 nChanged 197 SP:Iteration 30Q (20729.750000 sec): 3 clusters Score: Raw -3446757.161308 + Penalty 4937.462168 = -3441819.699140 nChanged 178 SP:Iteration 31Q (20729.820000 sec): 3 clusters Score: Raw -3446807.176338 + Penalty 4937.462168 = -3441869.714170 nChanged 173 SP:Iteration 32Q (20729.900000 sec): 3 clusters Score: Raw -3446852.045344 + Penalty 4937.462168 = -3441914.583176 nChanged 156 SP:Iteration 33Q (20729.970000 sec): 3 clusters Score: Raw -3446889.443639 + Penalty 4937.462168 = -3441951.981471 nChanged 127 SP:Iteration 34Q (20730.040000 sec): 3 clusters Score: Raw -3446918.439203 + Penalty 4937.462168 = -3441980.977035 nChanged 130 SP:Iteration 35Q (20730.120000 sec): 3 clusters Score: Raw -3446948.213835 + Penalty 4937.462168 = -3442010.751667 nChanged 125 SP:Iteration 36Q (20730.190000 sec): 3 clusters Score: Raw -3446975.861662 + Penalty 4937.462168 = -3442038.399494 nChanged 122 SP:Iteration 37Q (20730.260000 sec): 3 clusters Score: Raw -3447005.950713 + Penalty 4937.462168 = -3442068.488545 nChanged 125 SP:Iteration 38Q (20730.340000 sec): 3 clusters Score: Raw -3447037.796108 + Penalty 4937.462168 = -3442100.333940 nChanged 110 SP:Iteration 39Q (20730.410000 sec): 3 clusters Score: Raw -3447063.291802 + Penalty 4937.462168 = -3442125.829634 nChanged 109 SP:Iteration 40F (20730.490000 sec): 3 clusters Score: Raw -3447088.971461 + Penalty 4937.462168 = -3442151.509293 nChanged 99 SP:Iteration 41Q (20730.560000 sec): 3 clusters Score: Raw -3447111.027035 + Penalty 4937.462168 = -3442173.564867 nChanged 105 SP:Iteration 42Q (20730.640000 sec): 3 clusters Score: Raw -3447135.967899 + Penalty 4937.462168 = -3442198.505731 nChanged 99 SP:Iteration 43Q (20730.710000 sec): 3 clusters Score: Raw -3447158.802369 + Penalty 4937.462168 = -3442221.340201 nChanged 102 SP:Iteration 44Q (20730.780000 sec): 3 clusters Score: Raw -3447183.234521 + Penalty 4937.462168 = -3442245.772353 nChanged 105 SP:Iteration 45Q (20730.850000 sec): 3 clusters Score: Raw -3447210.448504 + Penalty 4937.462168 = -3442272.986336 nChanged 111 SP:Iteration 46Q (20730.920000 sec): 3 clusters Score: Raw -3447242.339094 + Penalty 4937.462168 = -3442304.876926 nChanged 103 SP:Iteration 47Q (20730.990000 sec): 3 clusters Score: Raw -3447271.381667 + Penalty 4937.462168 = -3442333.919499 nChanged 102 SP:Iteration 48Q (20731.060000 sec): 3 clusters Score: Raw -3447299.464057 + Penalty 4937.462168 = -3442362.001889 nChanged 95 SP:Iteration 49Q (20731.130000 sec): 3 clusters Score: Raw -3447323.330618 + Penalty 4937.462168 = -3442385.868450 nChanged 84 SP:Iteration 50Q (20731.200000 sec): 3 clusters Score: Raw -3447344.519272 + Penalty 4937.462168 = -3442407.057104 nChanged 68 SP:Iteration 51Q (20731.270000 sec): 3 clusters Score: Raw -3447360.637039 + Penalty 4937.462168 = -3442423.174871 nChanged 64 SP:Iteration 52Q (20731.340000 sec): 3 clusters Score: Raw -3447374.929944 + Penalty 4937.462168 = -3442437.467776 nChanged 51 SP:Iteration 53Q (20731.400000 sec): 3 clusters Score: Raw -3447385.960200 + Penalty 4937.462168 = -3442448.498032 nChanged 47 SP:Iteration 54Q (20731.470000 sec): 3 clusters Score: Raw -3447395.311413 + Penalty 4937.462168 = -3442457.849245 nChanged 37 SP:Iteration 55Q (20731.540000 sec): 3 clusters Score: Raw -3447402.137350 + Penalty 4937.462168 = -3442464.675182 nChanged 39 SP:Iteration 56Q (20731.610000 sec): 3 clusters Score: Raw -3447410.956708 + Penalty 4937.462168 = -3442473.494540 nChanged 48 SP:Iteration 57Q (20731.680000 sec): 3 clusters Score: Raw -3447422.838986 + Penalty 4937.462168 = -3442485.376818 nChanged 51 SP:Iteration 58Q (20731.740000 sec): 3 clusters Score: Raw -3447434.351949 + Penalty 4937.462168 = -3442496.889781 nChanged 41 SP:Iteration 59Q (20731.810000 sec): 3 clusters Score: Raw -3447443.476880 + Penalty 4937.462168 = -3442506.014712 nChanged 43 SP:Iteration 60F (20731.900000 sec): 3 clusters Score: Raw -3447452.967650 + Penalty 4937.462168 = -3442515.505482 nChanged 39 SP:Iteration 61Q (20731.960000 sec): 3 clusters Score: Raw -3447463.257062 + Penalty 4937.462168 = -3442525.794894 nChanged 42 SP:Iteration 62Q (20732.030000 sec): 3 clusters Score: Raw -3447474.309489 + Penalty 4937.462168 = -3442536.847321 nChanged 42 SP:Iteration 63Q (20732.100000 sec): 3 clusters Score: Raw -3447485.375132 + Penalty 4937.462168 = -3442547.912964 nChanged 38 SP:Iteration 64Q (20732.160000 sec): 3 clusters Score: Raw -3447495.074988 + Penalty 4937.462168 = -3442557.612820 nChanged 36 SP:Iteration 65Q (20732.230000 sec): 3 clusters Score: Raw -3447502.966836 + Penalty 4937.462168 = -3442565.504668 nChanged 26 SP:Iteration 66Q (20732.300000 sec): 3 clusters Score: Raw -3447509.632646 + Penalty 4937.462168 = -3442572.170478 nChanged 23 SP:Iteration 67Q (20732.360000 sec): 3 clusters Score: Raw -3447515.786206 + Penalty 4937.462168 = -3442578.324038 nChanged 21 SP:Iteration 68Q (20732.430000 sec): 3 clusters Score: Raw -3447521.235580 + Penalty 4937.462168 = -3442583.773412 nChanged 12 SP:Iteration 69Q (20732.490000 sec): 3 clusters Score: Raw -3447524.344082 + Penalty 4937.462168 = -3442586.881914 nChanged 14 SP:Iteration 70Q (20732.560000 sec): 3 clusters Score: Raw -3447527.045156 + Penalty 4937.462168 = -3442589.582988 nChanged 11 SP:Iteration 71Q (20732.620000 sec): 3 clusters Score: Raw -3447529.668425 + Penalty 4937.462168 = -3442592.206257 nChanged 9 SP:Iteration 72Q (20732.690000 sec): 3 clusters Score: Raw -3447531.416681 + Penalty 4937.462168 = -3442593.954513 nChanged 9 SP:Iteration 73Q (20732.760000 sec): 3 clusters Score: Raw -3447533.507877 + Penalty 4937.462168 = -3442596.045709 nChanged 11 SP:Iteration 74Q (20732.820000 sec): 3 clusters Score: Raw -3447536.133183 + Penalty 4937.462168 = -3442598.671014 nChanged 11 SP:Iteration 75Q (20732.880000 sec): 3 clusters Score: Raw -3447538.156270 + Penalty 4937.462168 = -3442600.694102 nChanged 10 SP:Iteration 76Q (20732.950000 sec): 3 clusters Score: Raw -3447539.805330 + Penalty 4937.462168 = -3442602.343162 nChanged 11 SP:Iteration 77Q (20733.020000 sec): 3 clusters Score: Raw -3447541.824062 + Penalty 4937.462168 = -3442604.361894 nChanged 7 SP:Iteration 78Q (20733.080000 sec): 3 clusters Score: Raw -3447543.371172 + Penalty 4937.462168 = -3442605.909004 nChanged 8 SP:Iteration 79Q (20733.150000 sec): 3 clusters Score: Raw -3447544.954128 + Penalty 4937.462168 = -3442607.491960 nChanged 8 SP:Iteration 80F (20733.230000 sec): 3 clusters Score: Raw -3447546.147482 + Penalty 4937.462168 = -3442608.685314 nChanged 3 SP:Iteration 81Q (20733.300000 sec): 3 clusters Score: Raw -3447546.595803 + Penalty 4937.462168 = -3442609.133635 nChanged 6 SP:Iteration 82Q (20733.360000 sec): 3 clusters Score: Raw -3447547.243190 + Penalty 4937.462168 = -3442609.781022 nChanged 0 SP:Iteration 83F (20733.440000 sec): 3 clusters Score: Raw -3447547.243190 + Penalty 4937.462168 = -3442609.781022 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.460000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20733.460000 sec): 3 clusters Score: Raw -29283.658518 + Penalty 2605.127620 = -26678.530897 nChanged 17 SP:Iteration 1F (20733.460000 sec): 3 clusters Score: Raw -29390.969266 + Penalty 2605.127620 = -26785.841645 nChanged 5 SP:Iteration 2Q (20733.460000 sec): 3 clusters Score: Raw -29421.117154 + Penalty 2605.127620 = -26815.989534 nChanged 1 SP:Iteration 3Q (20733.460000 sec): 3 clusters Score: Raw -29437.969318 + Penalty 2605.127620 = -26832.841698 nChanged 0 SP:Iteration 4F (20733.460000 sec): 3 clusters Score: Raw -29437.969318 + Penalty 2605.127620 = -26832.841698 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.470000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20733.480000 sec): 3 clusters Score: Raw -83997.310945 + Penalty 3098.068956 = -80899.241989 nChanged 82 SP:Iteration 1F (20733.480000 sec): 3 clusters Score: Raw -84165.911233 + Penalty 3098.068956 = -81067.842277 nChanged 20 SP:Iteration 2Q (20733.480000 sec): 3 clusters Score: Raw -84204.780008 + Penalty 3098.068956 = -81106.711052 nChanged 10 SP:Iteration 3Q (20733.480000 sec): 3 clusters Score: Raw -84217.781448 + Penalty 3098.068956 = -81119.712493 nChanged 2 SP:Iteration 4Q (20733.480000 sec): 3 clusters Score: Raw -84221.765774 + Penalty 3098.068956 = -81123.696819 nChanged 5 SP:Iteration 5Q (20733.480000 sec): 3 clusters Score: Raw -84231.367759 + Penalty 3098.068956 = -81133.298803 nChanged 4 SP:Iteration 6Q (20733.490000 sec): 3 clusters Score: Raw -84238.497605 + Penalty 3098.068956 = -81140.428650 nChanged 2 SP:Iteration 7Q (20733.490000 sec): 3 clusters Score: Raw -84241.879429 + Penalty 3098.068956 = -81143.810473 nChanged 1 SP:Iteration 8Q (20733.490000 sec): 3 clusters Score: Raw -84243.687027 + Penalty 3098.068956 = -81145.618072 nChanged 0 SP:Iteration 9F (20733.490000 sec): 3 clusters Score: Raw -84243.687027 + Penalty 3098.068956 = -81145.618072 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.500000 sec): 2 clusters Score: Raw -184787.317581 + Penalty 1730.134321 = -183057.183259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20733.510000 sec): 3 clusters Score: Raw -184512.044858 + Penalty 3460.268643 = -181051.776215 nChanged 285 SP:Iteration 1F (20733.510000 sec): 3 clusters Score: Raw -184822.817707 + Penalty 3460.268643 = -181362.549064 nChanged 78 SP:Iteration 2F (20733.520000 sec): 3 clusters Score: Raw -184929.970222 + Penalty 3460.268643 = -181469.701579 nChanged 36 SP:Iteration 3Q (20733.520000 sec): 3 clusters Score: Raw -184975.626754 + Penalty 3460.268643 = -181515.358111 nChanged 28 SP:Iteration 4Q (20733.520000 sec): 3 clusters Score: Raw -185012.690491 + Penalty 3460.268643 = -181552.421848 nChanged 16 SP:Iteration 5Q (20733.530000 sec): 3 clusters Score: Raw -185031.071640 + Penalty 3460.268643 = -181570.802997 nChanged 8 SP:Iteration 6Q (20733.530000 sec): 3 clusters Score: Raw -185040.564787 + Penalty 3460.268643 = -181580.296144 nChanged 7 SP:Iteration 7Q (20733.540000 sec): 3 clusters Score: Raw -185051.358562 + Penalty 3460.268643 = -181591.089919 nChanged 6 SP:Iteration 8Q (20733.540000 sec): 3 clusters Score: Raw -185058.542371 + Penalty 3460.268643 = -181598.273728 nChanged 6 SP:Iteration 9Q (20733.540000 sec): 3 clusters Score: Raw -185065.029620 + Penalty 3460.268643 = -181604.760977 nChanged 8 SP:Iteration 10Q (20733.550000 sec): 3 clusters Score: Raw -185074.118445 + Penalty 3460.268643 = -181613.849802 nChanged 6 SP:Iteration 11Q (20733.560000 sec): 3 clusters Score: Raw -185085.657429 + Penalty 3460.268643 = -181625.388786 nChanged 10 SP:Iteration 12Q (20733.560000 sec): 3 clusters Score: Raw -185097.487960 + Penalty 3460.268643 = -181637.219318 nChanged 5 SP:Iteration 13Q (20733.560000 sec): 3 clusters Score: Raw -185102.320539 + Penalty 3460.268643 = -181642.051896 nChanged 6 SP:Iteration 14Q (20733.570000 sec): 3 clusters Score: Raw -185108.495876 + Penalty 3460.268643 = -181648.227233 nChanged 2 SP:Iteration 15Q (20733.570000 sec): 3 clusters Score: Raw -185110.020656 + Penalty 3460.268643 = -181649.752013 nChanged 2 SP:Iteration 16Q (20733.580000 sec): 3 clusters Score: Raw -185111.399609 + Penalty 3460.268643 = -181651.130966 nChanged 2 SP:Iteration 17Q (20733.580000 sec): 3 clusters Score: Raw -185113.143120 + Penalty 3460.268643 = -181652.874477 nChanged 3 SP:Iteration 18Q (20733.580000 sec): 3 clusters Score: Raw -185115.191200 + Penalty 3460.268643 = -181654.922557 nChanged 1 SP:Iteration 19Q (20733.590000 sec): 3 clusters Score: Raw -185117.083156 + Penalty 3460.268643 = -181656.814513 nChanged 2 SP:Iteration 20F (20733.590000 sec): 3 clusters Score: Raw -185118.786744 + Penalty 3460.268643 = -181658.518101 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.600000 sec): 2 clusters Score: Raw -283585.388464 + Penalty 1829.684209 = -281755.704255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20733.610000 sec): 3 clusters Score: Raw -283047.833093 + Penalty 3659.368418 = -279388.464675 nChanged 450 SP:Iteration 1F (20733.620000 sec): 3 clusters Score: Raw -283401.316195 + Penalty 3659.368418 = -279741.947776 nChanged 100 SP:Iteration 2F (20733.620000 sec): 3 clusters Score: Raw -283505.617422 + Penalty 3659.368418 = -279846.249003 nChanged 65 SP:Iteration 3Q (20733.630000 sec): 3 clusters Score: Raw -283576.081357 + Penalty 3659.368418 = -279916.712939 nChanged 46 SP:Iteration 4Q (20733.640000 sec): 3 clusters Score: Raw -283626.722620 + Penalty 3659.368418 = -279967.354202 nChanged 44 SP:Iteration 5Q (20733.640000 sec): 3 clusters Score: Raw -283671.118411 + Penalty 3659.368418 = -280011.749993 nChanged 34 SP:Iteration 6Q (20733.650000 sec): 3 clusters Score: Raw -283705.609338 + Penalty 3659.368418 = -280046.240919 nChanged 28 SP:Iteration 7Q (20733.650000 sec): 3 clusters Score: Raw -283733.891039 + Penalty 3659.368418 = -280074.522620 nChanged 22 SP:Iteration 8Q (20733.660000 sec): 3 clusters Score: Raw -283750.360019 + Penalty 3659.368418 = -280090.991601 nChanged 18 SP:Iteration 9Q (20733.670000 sec): 3 clusters Score: Raw -283763.539685 + Penalty 3659.368418 = -280104.171266 nChanged 14 SP:Iteration 10Q (20733.670000 sec): 3 clusters Score: Raw -283776.538892 + Penalty 3659.368418 = -280117.170473 nChanged 14 SP:Iteration 11Q (20733.680000 sec): 3 clusters Score: Raw -283790.318375 + Penalty 3659.368418 = -280130.949956 nChanged 9 SP:Iteration 12Q (20733.680000 sec): 3 clusters Score: Raw -283796.156587 + Penalty 3659.368418 = -280136.788168 nChanged 6 SP:Iteration 13Q (20733.690000 sec): 3 clusters Score: Raw -283800.709165 + Penalty 3659.368418 = -280141.340746 nChanged 7 SP:Iteration 14Q (20733.700000 sec): 3 clusters Score: Raw -283805.948255 + Penalty 3659.368418 = -280146.579836 nChanged 1 SP:Iteration 15Q (20733.700000 sec): 3 clusters Score: Raw -283806.665024 + Penalty 3659.368418 = -280147.296606 nChanged 2 SP:Iteration 16Q (20733.710000 sec): 3 clusters Score: Raw -283808.185199 + Penalty 3659.368418 = -280148.816781 nChanged 2 SP:Iteration 17Q (20733.720000 sec): 3 clusters Score: Raw -283809.032720 + Penalty 3659.368418 = -280149.664302 nChanged 1 SP:Iteration 18Q (20733.720000 sec): 3 clusters Score: Raw -283809.315956 + Penalty 3659.368418 = -280149.947538 nChanged 0 SP:Iteration 19F (20733.730000 sec): 3 clusters Score: Raw -283809.315956 + Penalty 3659.368418 = -280149.947538 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.740000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20733.740000 sec): 3 clusters Score: Raw -17048.242631 + Penalty 2550.265124 = -14497.977507 nChanged 13 SP:Iteration 1F (20733.740000 sec): 3 clusters Score: Raw -17118.062485 + Penalty 2550.265124 = -14567.797361 nChanged 4 SP:Iteration 2Q (20733.740000 sec): 3 clusters Score: Raw -17138.231112 + Penalty 2550.265124 = -14587.965987 nChanged 1 SP:Iteration 3Q (20733.740000 sec): 3 clusters Score: Raw -17145.124696 + Penalty 2550.265124 = -14594.859572 nChanged 2 SP:Iteration 4Q (20733.740000 sec): 3 clusters Score: Raw -17157.819960 + Penalty 2550.265124 = -14607.554836 nChanged 0 SP:Iteration 5F (20733.740000 sec): 3 clusters Score: Raw -17157.819960 + Penalty 2550.265124 = -14607.554836 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20733.810000 sec): 2 clusters Score: Raw -3262153.704710 + Penalty 2437.867301 = -3259715.837409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20733.890000 sec): 3 clusters Score: Raw -3251388.034465 + Penalty 4875.734601 = -3246512.299864 nChanged 8155 SP:Iteration 1F (20733.960000 sec): 3 clusters Score: Raw -3255713.353929 + Penalty 4875.734601 = -3250837.619328 nChanged 968 SP:Iteration 2F (20734.040000 sec): 3 clusters Score: Raw -3256072.097197 + Penalty 4875.734601 = -3251196.362595 nChanged 853 SP:Iteration 3Q (20734.110000 sec): 3 clusters Score: Raw -3256391.846783 + Penalty 4875.734601 = -3251516.112182 nChanged 807 SP:Iteration 4Q (20734.180000 sec): 3 clusters Score: Raw -3256723.991924 + Penalty 4875.734601 = -3251848.257323 nChanged 801 SP:Iteration 5Q (20734.260000 sec): 3 clusters Score: Raw -3257069.706192 + Penalty 4875.734601 = -3252193.971591 nChanged 812 SP:Iteration 6Q (20734.330000 sec): 3 clusters Score: Raw -3257467.253616 + Penalty 4875.734601 = -3252591.519015 nChanged 916 SP:Iteration 7Q (20734.410000 sec): 3 clusters Score: Raw -3257989.951199 + Penalty 4875.734601 = -3253114.216598 nChanged 1021 SP:Iteration 8F (20734.480000 sec): 3 clusters Score: Raw -3258664.140637 + Penalty 4875.734601 = -3253788.406036 nChanged 1062 SP:Iteration 9F (20734.550000 sec): 3 clusters Score: Raw -3259425.228957 + Penalty 4875.734601 = -3254549.494356 nChanged 1051 SP:Iteration 10F (20734.630000 sec): 3 clusters Score: Raw -3260193.840669 + Penalty 4875.734601 = -3255318.106068 nChanged 933 SP:Iteration 11F (20734.700000 sec): 3 clusters Score: Raw -3260853.517918 + Penalty 4875.734601 = -3255977.783317 nChanged 734 SP:Iteration 12Q (20734.780000 sec): 3 clusters Score: Raw -3261317.741226 + Penalty 4875.734601 = -3256442.006625 nChanged 546 SP:Iteration 13Q (20734.850000 sec): 3 clusters Score: Raw -3261643.373926 + Penalty 4875.734601 = -3256767.639325 nChanged 412 SP:Iteration 14Q (20734.920000 sec): 3 clusters Score: Raw -3261886.584276 + Penalty 4875.734601 = -3257010.849675 nChanged 340 SP:Iteration 15Q (20734.990000 sec): 3 clusters Score: Raw -3262082.540321 + Penalty 4875.734601 = -3257206.805719 nChanged 291 SP:Iteration 16Q (20735.060000 sec): 3 clusters Score: Raw -3262246.837325 + Penalty 4875.734601 = -3257371.102724 nChanged 239 SP:Iteration 17Q (20735.130000 sec): 3 clusters Score: Raw -3262383.562709 + Penalty 4875.734601 = -3257507.828108 nChanged 215 SP:Iteration 18Q (20735.190000 sec): 3 clusters Score: Raw -3262489.138273 + Penalty 4875.734601 = -3257613.403672 nChanged 147 SP:Iteration 19Q (20735.260000 sec): 3 clusters Score: Raw -3262564.449722 + Penalty 4875.734601 = -3257688.715121 nChanged 150 SP:Iteration 20F (20735.330000 sec): 3 clusters Score: Raw -3262635.609935 + Penalty 4875.734601 = -3257759.875334 nChanged 143 SP:Iteration 21Q (20735.400000 sec): 3 clusters Score: Raw -3262697.859921 + Penalty 4875.734601 = -3257822.125320 nChanged 117 SP:Iteration 22Q (20735.460000 sec): 3 clusters Score: Raw -3262754.240725 + Penalty 4875.734601 = -3257878.506124 nChanged 103 SP:Iteration 23Q (20735.520000 sec): 3 clusters Score: Raw -3262797.332639 + Penalty 4875.734601 = -3257921.598038 nChanged 81 SP:Iteration 24Q (20735.580000 sec): 3 clusters Score: Raw -3262827.795033 + Penalty 4875.734601 = -3257952.060432 nChanged 61 SP:Iteration 25Q (20735.640000 sec): 3 clusters Score: Raw -3262849.009466 + Penalty 4875.734601 = -3257973.274865 nChanged 50 SP:Iteration 26Q (20735.700000 sec): 3 clusters Score: Raw -3262865.748423 + Penalty 4875.734601 = -3257990.013822 nChanged 42 SP:Iteration 27Q (20735.760000 sec): 3 clusters Score: Raw -3262878.191423 + Penalty 4875.734601 = -3258002.456822 nChanged 29 SP:Iteration 28Q (20735.820000 sec): 3 clusters Score: Raw -3262885.837505 + Penalty 4875.734601 = -3258010.102904 nChanged 28 SP:Iteration 29Q (20735.880000 sec): 3 clusters Score: Raw -3262893.014779 + Penalty 4875.734601 = -3258017.280178 nChanged 21 SP:Iteration 30Q (20735.940000 sec): 3 clusters Score: Raw -3262898.106502 + Penalty 4875.734601 = -3258022.371901 nChanged 21 SP:Iteration 31Q (20736.000000 sec): 3 clusters Score: Raw -3262903.598690 + Penalty 4875.734601 = -3258027.864089 nChanged 18 SP:Iteration 32Q (20736.060000 sec): 3 clusters Score: Raw -3262909.596658 + Penalty 4875.734601 = -3258033.862057 nChanged 25 SP:Iteration 33Q (20736.120000 sec): 3 clusters Score: Raw -3262916.771978 + Penalty 4875.734601 = -3258041.037377 nChanged 15 SP:Iteration 34Q (20736.180000 sec): 3 clusters Score: Raw -3262919.652314 + Penalty 4875.734601 = -3258043.917713 nChanged 9 SP:Iteration 35Q (20736.240000 sec): 3 clusters Score: Raw -3262921.254090 + Penalty 4875.734601 = -3258045.519489 nChanged 5 SP:Iteration 36Q (20736.300000 sec): 3 clusters Score: Raw -3262922.399556 + Penalty 4875.734601 = -3258046.664955 nChanged 2 SP:Iteration 37Q (20736.360000 sec): 3 clusters Score: Raw -3262922.987341 + Penalty 4875.734601 = -3258047.252740 nChanged 3 SP:Iteration 38Q (20736.420000 sec): 3 clusters Score: Raw -3262924.168542 + Penalty 4875.734601 = -3258048.433941 nChanged 5 SP:Iteration 39Q (20736.470000 sec): 3 clusters Score: Raw -3262925.508391 + Penalty 4875.734601 = -3258049.773790 nChanged 5 SP:Iteration 40F (20736.550000 sec): 3 clusters Score: Raw -3262926.319778 + Penalty 4875.734601 = -3258050.585177 nChanged 3 SP:Iteration 41Q (20736.600000 sec): 3 clusters Score: Raw -3262926.949440 + Penalty 4875.734601 = -3258051.214839 nChanged 4 SP:Iteration 42Q (20736.660000 sec): 3 clusters Score: Raw -3262927.437598 + Penalty 4875.734601 = -3258051.702997 nChanged 1 SP:Iteration 43Q (20736.720000 sec): 3 clusters Score: Raw -3262927.641882 + Penalty 4875.734601 = -3258051.907281 nChanged 0 SP:Iteration 44F (20736.800000 sec): 3 clusters Score: Raw -3262927.641882 + Penalty 4875.734601 = -3258051.907281 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20736.820000 sec): 2 clusters Score: Raw -192644.139459 + Penalty 1730.365773 = -190913.773687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20736.820000 sec): 3 clusters Score: Raw -192470.290976 + Penalty 3460.731545 = -189009.559431 nChanged 297 SP:Iteration 1F (20736.830000 sec): 3 clusters Score: Raw -192914.582411 + Penalty 3460.731545 = -189453.850865 nChanged 94 SP:Iteration 2F (20736.830000 sec): 3 clusters Score: Raw -193101.590749 + Penalty 3460.731545 = -189640.859204 nChanged 74 SP:Iteration 3F (20736.830000 sec): 3 clusters Score: Raw -193259.938419 + Penalty 3460.731545 = -189799.206873 nChanged 55 SP:Iteration 4F (20736.840000 sec): 3 clusters Score: Raw -193403.402964 + Penalty 3460.731545 = -189942.671419 nChanged 55 SP:Iteration 5F (20736.840000 sec): 3 clusters Score: Raw -193534.890086 + Penalty 3460.731545 = -190074.158541 nChanged 42 SP:Iteration 6Q (20736.850000 sec): 3 clusters Score: Raw -193608.940468 + Penalty 3460.731545 = -190148.208923 nChanged 22 SP:Iteration 7Q (20736.850000 sec): 3 clusters Score: Raw -193653.823048 + Penalty 3460.731545 = -190193.091503 nChanged 18 SP:Iteration 8Q (20736.850000 sec): 3 clusters Score: Raw -193690.345710 + Penalty 3460.731545 = -190229.614164 nChanged 12 SP:Iteration 9Q (20736.860000 sec): 3 clusters Score: Raw -193709.894943 + Penalty 3460.731545 = -190249.163398 nChanged 6 SP:Iteration 10Q (20736.860000 sec): 3 clusters Score: Raw -193715.231474 + Penalty 3460.731545 = -190254.499929 nChanged 3 SP:Iteration 11Q (20736.870000 sec): 3 clusters Score: Raw -193718.898640 + Penalty 3460.731545 = -190258.167094 nChanged 1 SP:Iteration 12Q (20736.870000 sec): 3 clusters Score: Raw -193720.842759 + Penalty 3460.731545 = -190260.111214 nChanged 2 SP:Iteration 13Q (20736.870000 sec): 3 clusters Score: Raw -193722.500829 + Penalty 3460.731545 = -190261.769284 nChanged 1 SP:Iteration 14Q (20736.880000 sec): 3 clusters Score: Raw -193726.050583 + Penalty 3460.731545 = -190265.319037 nChanged 2 SP:Iteration 15Q (20736.880000 sec): 3 clusters Score: Raw -193728.523078 + Penalty 3460.731545 = -190267.791532 nChanged 1 SP:Iteration 16Q (20736.890000 sec): 3 clusters Score: Raw -193730.409491 + Penalty 3460.731545 = -190269.677946 nChanged 0 SP:Iteration 17F (20736.890000 sec): 3 clusters Score: Raw -193730.409491 + Penalty 3460.731545 = -190269.677946 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20736.900000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20736.900000 sec): 3 clusters Score: Raw -29121.863154 + Penalty 2617.944871 = -26503.918283 nChanged 14 SP:Iteration 1F (20736.900000 sec): 3 clusters Score: Raw -29252.006757 + Penalty 2617.944871 = -26634.061886 nChanged 12 SP:Iteration 2F (20736.900000 sec): 3 clusters Score: Raw -29358.700584 + Penalty 2617.944871 = -26740.755713 nChanged 10 SP:Iteration 3F (20736.900000 sec): 3 clusters Score: Raw -29413.711023 + Penalty 2617.944871 = -26795.766152 nChanged 10 SP:Iteration 4F (20736.900000 sec): 3 clusters Score: Raw -29475.784775 + Penalty 2617.944871 = -26857.839904 nChanged 6 SP:Iteration 5Q (20736.900000 sec): 3 clusters Score: Raw -29522.332292 + Penalty 2617.944871 = -26904.387421 nChanged 3 SP:Iteration 6Q (20736.910000 sec): 3 clusters Score: Raw -29535.901075 + Penalty 2617.944871 = -26917.956204 nChanged 5 SP:Iteration 7Q (20736.910000 sec): 3 clusters Score: Raw -29584.459916 + Penalty 2617.944871 = -26966.515045 nChanged 3 SP:Iteration 8Q (20736.910000 sec): 3 clusters Score: Raw -29615.192191 + Penalty 2617.944871 = -26997.247320 nChanged 1 SP:Iteration 9Q (20736.910000 sec): 3 clusters Score: Raw -29624.911153 + Penalty 2617.944871 = -27006.966282 nChanged 0 SP:Iteration 10F (20736.910000 sec): 3 clusters Score: Raw -29624.911153 + Penalty 2617.944871 = -27006.966282 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (214535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20737.660000 sec): 2 clusters Score: Raw -37177869.781276 + Penalty 3044.504587 = -37174825.276689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20738.550000 sec): 3 clusters Score: Raw -37037133.819200 + Penalty 6089.009174 = -37031044.810026 nChanged 103457 SP:Iteration 1F (20739.430000 sec): 3 clusters Score: Raw -37098986.905290 + Penalty 6089.009174 = -37092897.896116 nChanged 7138 SP:Iteration 2Q (20740.330000 sec): 3 clusters Score: Raw -37101046.582191 + Penalty 6089.009174 = -37094957.573017 nChanged 8604 SP:Iteration 3Q (20741.220000 sec): 3 clusters Score: Raw -37104352.296688 + Penalty 6089.009174 = -37098263.287513 nChanged 11028 SP:Iteration 4F (20742.100000 sec): 3 clusters Score: Raw -37109903.978177 + Penalty 6089.009174 = -37103814.969002 nChanged 14087 SP:Iteration 5F (20742.980000 sec): 3 clusters Score: Raw -37118899.162440 + Penalty 6089.009174 = -37112810.153266 nChanged 16533 SP:Iteration 6F (20743.860000 sec): 3 clusters Score: Raw -37131659.589620 + Penalty 6089.009174 = -37125570.580446 nChanged 17502 SP:Iteration 7F (20744.730000 sec): 3 clusters Score: Raw -37147244.212391 + Penalty 6089.009174 = -37141155.203216 nChanged 15292 SP:Iteration 8F (20745.610000 sec): 3 clusters Score: Raw -37162026.926634 + Penalty 6089.009174 = -37155937.917460 nChanged 10083 SP:Iteration 9Q (20746.450000 sec): 3 clusters Score: Raw -37172062.799343 + Penalty 6089.009174 = -37165973.790169 nChanged 4486 SP:Iteration 10Q (20747.230000 sec): 3 clusters Score: Raw -37176407.611117 + Penalty 6089.009174 = -37170318.601943 nChanged 1275 SP:Iteration 11Q (20747.920000 sec): 3 clusters Score: Raw -37177654.968364 + Penalty 6089.009174 = -37171565.959190 nChanged 254 SP:Iteration 12Q (20748.550000 sec): 3 clusters Score: Raw -37177991.033490 + Penalty 6089.009174 = -37171902.024315 nChanged 64 SP:Iteration 13Q (20749.160000 sec): 3 clusters Score: Raw -37178108.063404 + Penalty 6089.009174 = -37172019.054230 nChanged 25 SP:Iteration 14Q (20749.760000 sec): 3 clusters Score: Raw -37178155.815613 + Penalty 6089.009174 = -37172066.806438 nChanged 16 SP:Iteration 15Q (20750.360000 sec): 3 clusters Score: Raw -37178182.817782 + Penalty 6089.009174 = -37172093.808608 nChanged 5 SP:Iteration 16Q (20750.970000 sec): 3 clusters Score: Raw -37178191.333065 + Penalty 6089.009174 = -37172102.323891 nChanged 2 SP:Iteration 17Q (20751.570000 sec): 3 clusters Score: Raw -37178196.227672 + Penalty 6089.009174 = -37172107.218497 nChanged 4 SP:Iteration 18Q (20752.170000 sec): 3 clusters Score: Raw -37178202.549406 + Penalty 6089.009174 = -37172113.540231 nChanged 1 SP:Iteration 19Q (20752.770000 sec): 3 clusters Score: Raw -37178204.783664 + Penalty 6089.009174 = -37172115.774490 nChanged 0 SP:Iteration 20F (20753.630000 sec): 3 clusters Score: Raw -37178204.783664 + Penalty 6089.009174 = -37172115.774490 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20753.710000 sec): 2 clusters Score: Raw -272647.178256 + Penalty 1835.505354 = -270811.672902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20753.710000 sec): 3 clusters Score: Raw -272173.903068 + Penalty 3671.010707 = -268502.892361 nChanged 506 SP:Iteration 1F (20753.720000 sec): 3 clusters Score: Raw -272811.897309 + Penalty 3671.010707 = -269140.886602 nChanged 162 SP:Iteration 2F (20753.730000 sec): 3 clusters Score: Raw -273068.313283 + Penalty 3671.010707 = -269397.302576 nChanged 106 SP:Iteration 3F (20753.730000 sec): 3 clusters Score: Raw -273245.935729 + Penalty 3671.010707 = -269574.925022 nChanged 84 SP:Iteration 4F (20753.740000 sec): 3 clusters Score: Raw -273434.508077 + Penalty 3671.010707 = -269763.497370 nChanged 101 SP:Iteration 5F (20753.750000 sec): 3 clusters Score: Raw -273700.078177 + Penalty 3671.010707 = -270029.067469 nChanged 94 SP:Iteration 6F (20753.750000 sec): 3 clusters Score: Raw -273912.694519 + Penalty 3671.010707 = -270241.683812 nChanged 65 SP:Iteration 7Q (20753.760000 sec): 3 clusters Score: Raw -274043.937993 + Penalty 3671.010707 = -270372.927286 nChanged 50 SP:Iteration 8Q (20753.770000 sec): 3 clusters Score: Raw -274159.395722 + Penalty 3671.010707 = -270488.385015 nChanged 36 SP:Iteration 9Q (20753.770000 sec): 3 clusters Score: Raw -274263.533327 + Penalty 3671.010707 = -270592.522620 nChanged 23 SP:Iteration 10Q (20753.780000 sec): 3 clusters Score: Raw -274325.997547 + Penalty 3671.010707 = -270654.986840 nChanged 21 SP:Iteration 11Q (20753.780000 sec): 3 clusters Score: Raw -274364.043928 + Penalty 3671.010707 = -270693.033221 nChanged 16 SP:Iteration 12Q (20753.790000 sec): 3 clusters Score: Raw -274391.240123 + Penalty 3671.010707 = -270720.229416 nChanged 10 SP:Iteration 13Q (20753.790000 sec): 3 clusters Score: Raw -274408.163144 + Penalty 3671.010707 = -270737.152436 nChanged 1 SP:Iteration 14Q (20753.800000 sec): 3 clusters Score: Raw -274409.175884 + Penalty 3671.010707 = -270738.165177 nChanged 0 SP:Iteration 15F (20753.800000 sec): 3 clusters Score: Raw -274409.175884 + Penalty 3671.010707 = -270738.165177 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20754.230000 sec): 2 clusters Score: Raw -21121047.305187 + Penalty 2898.535510 = -21118148.769676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20754.720000 sec): 3 clusters Score: Raw -21044125.256031 + Penalty 5797.071020 = -21038328.185011 nChanged 56808 SP:Iteration 1F (20755.210000 sec): 3 clusters Score: Raw -21076920.665153 + Penalty 5797.071020 = -21071123.594133 nChanged 4313 SP:Iteration 2Q (20755.710000 sec): 3 clusters Score: Raw -21078127.037660 + Penalty 5797.071020 = -21072329.966639 nChanged 5074 SP:Iteration 3Q (20756.210000 sec): 3 clusters Score: Raw -21079990.107718 + Penalty 5797.071020 = -21074193.036698 nChanged 6469 SP:Iteration 4F (20756.700000 sec): 3 clusters Score: Raw -21083128.537724 + Penalty 5797.071020 = -21077331.466704 nChanged 8125 SP:Iteration 5F (20757.190000 sec): 3 clusters Score: Raw -21088233.660959 + Penalty 5797.071020 = -21082436.589938 nChanged 9507 SP:Iteration 6F (20757.680000 sec): 3 clusters Score: Raw -21095688.855728 + Penalty 5797.071020 = -21089891.784707 nChanged 9877 SP:Iteration 7F (20758.170000 sec): 3 clusters Score: Raw -21104580.043593 + Penalty 5797.071020 = -21098782.972573 nChanged 8301 SP:Iteration 8F (20758.650000 sec): 3 clusters Score: Raw -21112638.567474 + Penalty 5797.071020 = -21106841.496454 nChanged 5339 SP:Iteration 9Q (20759.150000 sec): 3 clusters Score: Raw -21117996.634275 + Penalty 5797.071020 = -21112199.563255 nChanged 2384 SP:Iteration 10Q (20759.600000 sec): 3 clusters Score: Raw -21120277.955013 + Penalty 5797.071020 = -21114480.883993 nChanged 739 SP:Iteration 11Q (20759.990000 sec): 3 clusters Score: Raw -21120966.247507 + Penalty 5797.071020 = -21115169.176487 nChanged 175 SP:Iteration 12Q (20760.360000 sec): 3 clusters Score: Raw -21121143.933474 + Penalty 5797.071020 = -21115346.862454 nChanged 73 SP:Iteration 13Q (20760.710000 sec): 3 clusters Score: Raw -21121233.443981 + Penalty 5797.071020 = -21115436.372961 nChanged 32 SP:Iteration 14Q (20761.060000 sec): 3 clusters Score: Raw -21121271.300167 + Penalty 5797.071020 = -21115474.229147 nChanged 24 SP:Iteration 15Q (20761.400000 sec): 3 clusters Score: Raw -21121298.585663 + Penalty 5797.071020 = -21115501.514643 nChanged 16 SP:Iteration 16Q (20761.740000 sec): 3 clusters Score: Raw -21121316.653829 + Penalty 5797.071020 = -21115519.582808 nChanged 5 SP:Iteration 17Q (20762.090000 sec): 3 clusters Score: Raw -21121325.327042 + Penalty 5797.071020 = -21115528.256022 nChanged 9 SP:Iteration 18Q (20762.430000 sec): 3 clusters Score: Raw -21121335.612164 + Penalty 5797.071020 = -21115538.541143 nChanged 5 SP:Iteration 19Q (20762.770000 sec): 3 clusters Score: Raw -21121341.786637 + Penalty 5797.071020 = -21115544.715617 nChanged 2 SP:Iteration 20F (20763.250000 sec): 3 clusters Score: Raw -21121344.158841 + Penalty 5797.071020 = -21115547.087821 nChanged 3 SP:Iteration 21Q (20763.590000 sec): 3 clusters Score: Raw -21121349.355115 + Penalty 5797.071020 = -21115552.284095 nChanged 4 SP:Iteration 22Q (20763.930000 sec): 3 clusters Score: Raw -21121355.464017 + Penalty 5797.071020 = -21115558.392997 nChanged 5 SP:Iteration 23Q (20764.270000 sec): 3 clusters Score: Raw -21121361.184830 + Penalty 5797.071020 = -21115564.113810 nChanged 3 SP:Iteration 24Q (20764.610000 sec): 3 clusters Score: Raw -21121367.426582 + Penalty 5797.071020 = -21115570.355562 nChanged 6 SP:Iteration 25Q (20764.950000 sec): 3 clusters Score: Raw -21121374.420110 + Penalty 5797.071020 = -21115577.349090 nChanged 0 SP:Iteration 26F (20765.430000 sec): 3 clusters Score: Raw -21121374.420110 + Penalty 5797.071020 = -21115577.349090 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20765.480000 sec): 2 clusters Score: Raw -397645.078911 + Penalty 1939.369421 = -395705.709490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20765.490000 sec): 3 clusters Score: Raw -396638.706035 + Penalty 3878.738843 = -392759.967192 nChanged 841 SP:Iteration 1F (20765.500000 sec): 3 clusters Score: Raw -397251.779906 + Penalty 3878.738843 = -393373.041064 nChanged 232 SP:Iteration 2F (20765.510000 sec): 3 clusters Score: Raw -397478.258791 + Penalty 3878.738843 = -393599.519948 nChanged 133 SP:Iteration 3F (20765.520000 sec): 3 clusters Score: Raw -397669.531575 + Penalty 3878.738843 = -393790.792732 nChanged 134 SP:Iteration 4F (20765.530000 sec): 3 clusters Score: Raw -397832.716475 + Penalty 3878.738843 = -393953.977632 nChanged 112 SP:Iteration 5Q (20765.540000 sec): 3 clusters Score: Raw -397956.053599 + Penalty 3878.738843 = -394077.314756 nChanged 99 SP:Iteration 6Q (20765.550000 sec): 3 clusters Score: Raw -398056.880796 + Penalty 3878.738843 = -394178.141953 nChanged 82 SP:Iteration 7Q (20765.560000 sec): 3 clusters Score: Raw -398132.491528 + Penalty 3878.738843 = -394253.752685 nChanged 52 SP:Iteration 8Q (20765.570000 sec): 3 clusters Score: Raw -398170.340440 + Penalty 3878.738843 = -394291.601597 nChanged 43 SP:Iteration 9Q (20765.580000 sec): 3 clusters Score: Raw -398196.343103 + Penalty 3878.738843 = -394317.604260 nChanged 33 SP:Iteration 10Q (20765.580000 sec): 3 clusters Score: Raw -398219.612131 + Penalty 3878.738843 = -394340.873288 nChanged 29 SP:Iteration 11Q (20765.600000 sec): 3 clusters Score: Raw -398241.286013 + Penalty 3878.738843 = -394362.547170 nChanged 34 SP:Iteration 12Q (20765.600000 sec): 3 clusters Score: Raw -398264.302374 + Penalty 3878.738843 = -394385.563531 nChanged 29 SP:Iteration 13Q (20765.610000 sec): 3 clusters Score: Raw -398290.068964 + Penalty 3878.738843 = -394411.330121 nChanged 37 SP:Iteration 14Q (20765.620000 sec): 3 clusters Score: Raw -398323.437757 + Penalty 3878.738843 = -394444.698914 nChanged 45 SP:Iteration 15Q (20765.630000 sec): 3 clusters Score: Raw -398362.394880 + Penalty 3878.738843 = -394483.656038 nChanged 38 SP:Iteration 16Q (20765.640000 sec): 3 clusters Score: Raw -398392.818985 + Penalty 3878.738843 = -394514.080142 nChanged 32 SP:Iteration 17Q (20765.650000 sec): 3 clusters Score: Raw -398421.273116 + Penalty 3878.738843 = -394542.534273 nChanged 20 SP:Iteration 18Q (20765.660000 sec): 3 clusters Score: Raw -398432.754446 + Penalty 3878.738843 = -394554.015603 nChanged 14 SP:Iteration 19Q (20765.670000 sec): 3 clusters Score: Raw -398440.840280 + Penalty 3878.738843 = -394562.101438 nChanged 19 SP:Iteration 20F (20765.680000 sec): 3 clusters Score: Raw -398450.748400 + Penalty 3878.738843 = -394572.009558 nChanged 13 SP:Iteration 21Q (20765.690000 sec): 3 clusters Score: Raw -398461.453567 + Penalty 3878.738843 = -394582.714724 nChanged 14 SP:Iteration 22Q (20765.700000 sec): 3 clusters Score: Raw -398472.397488 + Penalty 3878.738843 = -394593.658645 nChanged 16 SP:Iteration 23Q (20765.700000 sec): 3 clusters Score: Raw -398482.610882 + Penalty 3878.738843 = -394603.872039 nChanged 15 SP:Iteration 24Q (20765.710000 sec): 3 clusters Score: Raw -398498.561523 + Penalty 3878.738843 = -394619.822681 nChanged 24 SP:Iteration 25Q (20765.720000 sec): 3 clusters Score: Raw -398515.510265 + Penalty 3878.738843 = -394636.771422 nChanged 14 SP:Iteration 26Q (20765.730000 sec): 3 clusters Score: Raw -398524.572228 + Penalty 3878.738843 = -394645.833385 nChanged 7 SP:Iteration 27Q (20765.740000 sec): 3 clusters Score: Raw -398528.807991 + Penalty 3878.738843 = -394650.069148 nChanged 6 SP:Iteration 28Q (20765.750000 sec): 3 clusters Score: Raw -398532.619738 + Penalty 3878.738843 = -394653.880895 nChanged 1 SP:Iteration 29Q (20765.760000 sec): 3 clusters Score: Raw -398532.982930 + Penalty 3878.738843 = -394654.244087 nChanged 1 SP:Iteration 30Q (20765.770000 sec): 3 clusters Score: Raw -398533.229004 + Penalty 3878.738843 = -394654.490161 nChanged 0 SP:Iteration 31F (20765.780000 sec): 3 clusters Score: Raw -398533.229004 + Penalty 3878.738843 = -394654.490161 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20765.780000 sec): 2 clusters Score: Raw -37728.712426 + Penalty 1405.273819 = -36323.438608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20765.790000 sec): 3 clusters Score: Raw -37968.896803 + Penalty 2810.547637 = -35158.349166 nChanged 50 SP:Iteration 1F (20765.790000 sec): 3 clusters Score: Raw -38207.222171 + Penalty 2810.547637 = -35396.674533 nChanged 19 SP:Iteration 2F (20765.790000 sec): 3 clusters Score: Raw -38353.864581 + Penalty 2810.547637 = -35543.316944 nChanged 15 SP:Iteration 3F (20765.790000 sec): 3 clusters Score: Raw -38436.869419 + Penalty 2810.547637 = -35626.321782 nChanged 8 SP:Iteration 4Q (20765.790000 sec): 3 clusters Score: Raw -38554.243511 + Penalty 2810.547637 = -35743.695874 nChanged 8 SP:Iteration 5Q (20765.790000 sec): 3 clusters Score: Raw -38641.201370 + Penalty 2810.547637 = -35830.653733 nChanged 4 SP:Iteration 6Q (20765.790000 sec): 3 clusters Score: Raw -38666.352063 + Penalty 2810.547637 = -35855.804426 nChanged 1 SP:Iteration 7Q (20765.800000 sec): 3 clusters Score: Raw -38672.702558 + Penalty 2810.547637 = -35862.154921 nChanged 0 SP:Iteration 8F (20765.800000 sec): 3 clusters Score: Raw -38672.702558 + Penalty 2810.547637 = -35862.154921 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20765.800000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20765.810000 sec): 3 clusters Score: Raw -89046.524114 + Penalty 3156.916375 = -85889.607739 nChanged 101 SP:Iteration 1F (20765.810000 sec): 3 clusters Score: Raw -89215.656263 + Penalty 3156.916375 = -86058.739888 nChanged 21 SP:Iteration 2Q (20765.810000 sec): 3 clusters Score: Raw -89263.066315 + Penalty 3156.916375 = -86106.149940 nChanged 17 SP:Iteration 3Q (20765.820000 sec): 3 clusters Score: Raw -89304.028400 + Penalty 3156.916375 = -86147.112025 nChanged 9 SP:Iteration 4Q (20765.820000 sec): 3 clusters Score: Raw -89338.202741 + Penalty 3156.916375 = -86181.286365 nChanged 13 SP:Iteration 5Q (20765.820000 sec): 3 clusters Score: Raw -89371.409252 + Penalty 3156.916375 = -86214.492877 nChanged 5 SP:Iteration 6Q (20765.820000 sec): 3 clusters Score: Raw -89382.014251 + Penalty 3156.916375 = -86225.097876 nChanged 5 SP:Iteration 7Q (20765.820000 sec): 3 clusters Score: Raw -89395.800037 + Penalty 3156.916375 = -86238.883662 nChanged 7 SP:Iteration 8Q (20765.820000 sec): 3 clusters Score: Raw -89410.763084 + Penalty 3156.916375 = -86253.846709 nChanged 2 SP:Iteration 9Q (20765.830000 sec): 3 clusters Score: Raw -89414.400327 + Penalty 3156.916375 = -86257.483952 nChanged 4 SP:Iteration 10Q (20765.830000 sec): 3 clusters Score: Raw -89427.236422 + Penalty 3156.916375 = -86270.320047 nChanged 5 SP:Iteration 11Q (20765.830000 sec): 3 clusters Score: Raw -89441.403547 + Penalty 3156.916375 = -86284.487172 nChanged 5 SP:Iteration 12Q (20765.830000 sec): 3 clusters Score: Raw -89454.234417 + Penalty 3156.916375 = -86297.318041 nChanged 0 SP:Iteration 13F (20765.840000 sec): 3 clusters Score: Raw -89454.234417 + Penalty 3156.916375 = -86297.318041 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1342151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20771.810000 sec): 2 clusters Score: Raw -234816400.152944 + Penalty 3499.226459 = -234812900.926485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20777.350000 sec): 3 clusters Score: Raw -233906294.814166 + Penalty 6998.452918 = -233899296.361249 nChanged 660836 SP:Iteration 1F (20782.860000 sec): 3 clusters Score: Raw -234310392.486297 + Penalty 6998.452918 = -234303394.033379 nChanged 30831 SP:Iteration 2Q (20788.480000 sec): 3 clusters Score: Raw -234316061.479508 + Penalty 6998.452918 = -234309063.026590 nChanged 34460 SP:Iteration 3Q (20794.070000 sec): 3 clusters Score: Raw -234323355.673624 + Penalty 6998.452918 = -234316357.220707 nChanged 39023 SP:Iteration 4Q (20799.660000 sec): 3 clusters Score: Raw -234333110.277994 + Penalty 6998.452918 = -234326111.825076 nChanged 45123 SP:Iteration 5Q (20805.250000 sec): 3 clusters Score: Raw -234346638.837498 + Penalty 6998.452918 = -234339640.384580 nChanged 52494 SP:Iteration 6Q (20810.880000 sec): 3 clusters Score: Raw -234365987.465190 + Penalty 6998.452918 = -234358989.012272 nChanged 62422 SP:Iteration 7Q (20816.470000 sec): 3 clusters Score: Raw -234395062.027617 + Penalty 6998.452918 = -234388063.574699 nChanged 73193 SP:Iteration 8F (20821.970000 sec): 3 clusters Score: Raw -234437303.652130 + Penalty 6998.452918 = -234430305.199212 nChanged 81896 SP:Iteration 9F (20827.490000 sec): 3 clusters Score: Raw -234492257.954496 + Penalty 6998.452918 = -234485259.501578 nChanged 83131 SP:Iteration 10F (20832.990000 sec): 3 clusters Score: Raw -234547720.303407 + Penalty 6998.452918 = -234540721.850489 nChanged 71749 SP:Iteration 11F (20838.490000 sec): 3 clusters Score: Raw -234586234.598565 + Penalty 6998.452918 = -234579236.145647 nChanged 51745 SP:Iteration 12Q (20844.030000 sec): 3 clusters Score: Raw -234605222.607139 + Penalty 6998.452918 = -234598224.154221 nChanged 33532 SP:Iteration 13Q (20849.530000 sec): 3 clusters Score: Raw -234613954.485440 + Penalty 6998.452918 = -234606956.032522 nChanged 22974 SP:Iteration 14Q (20854.980000 sec): 3 clusters Score: Raw -234619243.147392 + Penalty 6998.452918 = -234612244.694474 nChanged 18759 SP:Iteration 15Q (20860.430000 sec): 3 clusters Score: Raw -234623462.674194 + Penalty 6998.452918 = -234616464.221276 nChanged 17343 SP:Iteration 16Q (20865.850000 sec): 3 clusters Score: Raw -234627364.022874 + Penalty 6998.452918 = -234620365.569956 nChanged 16779 SP:Iteration 17Q (20871.270000 sec): 3 clusters Score: Raw -234631136.827945 + Penalty 6998.452918 = -234624138.375027 nChanged 16397 SP:Iteration 18Q (20876.680000 sec): 3 clusters Score: Raw -234634782.608016 + Penalty 6998.452918 = -234627784.155098 nChanged 16183 SP:Iteration 19Q (20882.030000 sec): 3 clusters Score: Raw -234638341.825264 + Penalty 6998.452918 = -234631343.372346 nChanged 15854 SP:Iteration 20F (20887.530000 sec): 3 clusters Score: Raw -234641800.880666 + Penalty 6998.452918 = -234634802.427748 nChanged 15584 SP:Iteration 21Q (20892.950000 sec): 3 clusters Score: Raw -234645171.833791 + Penalty 6998.452918 = -234638173.380874 nChanged 15309 SP:Iteration 22Q (20898.310000 sec): 3 clusters Score: Raw -234648359.298221 + Penalty 6998.452918 = -234641360.845303 nChanged 14690 SP:Iteration 23Q (20903.700000 sec): 3 clusters Score: Raw -234651379.465001 + Penalty 6998.452918 = -234644381.012083 nChanged 14318 SP:Iteration 24Q (20909.030000 sec): 3 clusters Score: Raw -234654270.300979 + Penalty 6998.452918 = -234647271.848061 nChanged 13893 SP:Iteration 25Q (20914.390000 sec): 3 clusters Score: Raw -234656979.443085 + Penalty 6998.452918 = -234649980.990167 nChanged 13358 SP:Iteration 26Q (20919.760000 sec): 3 clusters Score: Raw -234659476.804917 + Penalty 6998.452918 = -234652478.351999 nChanged 12693 SP:Iteration 27Q (20925.070000 sec): 3 clusters Score: Raw -234661777.196399 + Penalty 6998.452918 = -234654778.743481 nChanged 12077 SP:Iteration 28Q (20930.420000 sec): 3 clusters Score: Raw -234663892.273708 + Penalty 6998.452918 = -234656893.820790 nChanged 11630 SP:Iteration 29Q (20935.720000 sec): 3 clusters Score: Raw -234665908.957373 + Penalty 6998.452918 = -234658910.504455 nChanged 11326 SP:Iteration 30Q (20941.060000 sec): 3 clusters Score: Raw -234667823.339560 + Penalty 6998.452918 = -234660824.886642 nChanged 10984 SP:Iteration 31Q (20946.370000 sec): 3 clusters Score: Raw -234669605.014836 + Penalty 6998.452918 = -234662606.561918 nChanged 10592 SP:Iteration 32Q (20951.690000 sec): 3 clusters Score: Raw -234671231.605821 + Penalty 6998.452918 = -234664233.152903 nChanged 10082 SP:Iteration 33Q (20956.960000 sec): 3 clusters Score: Raw -234672713.621716 + Penalty 6998.452918 = -234665715.168798 nChanged 9530 SP:Iteration 34Q (20962.280000 sec): 3 clusters Score: Raw -234674069.186744 + Penalty 6998.452918 = -234667070.733826 nChanged 9252 SP:Iteration 35Q (20967.540000 sec): 3 clusters Score: Raw -234675316.662309 + Penalty 6998.452918 = -234668318.209391 nChanged 8815 SP:Iteration 36Q (20972.840000 sec): 3 clusters Score: Raw -234676414.442625 + Penalty 6998.452918 = -234669415.989707 nChanged 8097 SP:Iteration 37Q (20978.140000 sec): 3 clusters Score: Raw -234677364.545994 + Penalty 6998.452918 = -234670366.093076 nChanged 7751 SP:Iteration 38Q (20983.420000 sec): 3 clusters Score: Raw -234678211.151700 + Penalty 6998.452918 = -234671212.698782 nChanged 7202 SP:Iteration 39Q (20988.710000 sec): 3 clusters Score: Raw -234678938.725843 + Penalty 6998.452918 = -234671940.272925 nChanged 6750 SP:Iteration 40F (20994.190000 sec): 3 clusters Score: Raw -234679622.661779 + Penalty 6998.452918 = -234672624.208861 nChanged 6341 SP:Iteration 41Q (20999.540000 sec): 3 clusters Score: Raw -234680200.180531 + Penalty 6998.452918 = -234673201.727613 nChanged 6018 SP:Iteration 42Q (21004.900000 sec): 3 clusters Score: Raw -234680673.616170 + Penalty 6998.452918 = -234673675.163252 nChanged 5409 SP:Iteration 43Q (21010.210000 sec): 3 clusters Score: Raw -234681060.942636 + Penalty 6998.452918 = -234674062.489718 nChanged 4938 SP:Iteration 44Q (21015.560000 sec): 3 clusters Score: Raw -234681388.486351 + Penalty 6998.452918 = -234674390.033433 nChanged 4602 SP:Iteration 45Q (21020.910000 sec): 3 clusters Score: Raw -234681669.085811 + Penalty 6998.452918 = -234674670.632893 nChanged 4255 SP:Iteration 46Q (21026.250000 sec): 3 clusters Score: Raw -234681899.625802 + Penalty 6998.452918 = -234674901.172884 nChanged 3801 SP:Iteration 47Q (21031.580000 sec): 3 clusters Score: Raw -234682092.018167 + Penalty 6998.452918 = -234675093.565249 nChanged 3601 SP:Iteration 48Q (21036.910000 sec): 3 clusters Score: Raw -234682259.447073 + Penalty 6998.452918 = -234675260.994155 nChanged 3379 SP:Iteration 49Q (21042.240000 sec): 3 clusters Score: Raw -234682408.102254 + Penalty 6998.452918 = -234675409.649336 nChanged 3257 SP:Iteration 50Q (21047.560000 sec): 3 clusters Score: Raw -234682548.419203 + Penalty 6998.452918 = -234675549.966285 nChanged 3143 SP:Iteration 51Q (21052.840000 sec): 3 clusters Score: Raw -234682680.614147 + Penalty 6998.452918 = -234675682.161229 nChanged 3086 SP:Iteration 52Q (21058.130000 sec): 3 clusters Score: Raw -234682803.289254 + Penalty 6998.452918 = -234675804.836336 nChanged 3047 SP:Iteration 53Q (21063.430000 sec): 3 clusters Score: Raw -234682923.135863 + Penalty 6998.452918 = -234675924.682945 nChanged 3097 SP:Iteration 54Q (21068.710000 sec): 3 clusters Score: Raw -234683047.472209 + Penalty 6998.452918 = -234676049.019291 nChanged 3209 SP:Iteration 55Q (21074.030000 sec): 3 clusters Score: Raw -234683175.414479 + Penalty 6998.452918 = -234676176.961561 nChanged 3258 SP:Iteration 56Q (21079.340000 sec): 3 clusters Score: Raw -234683309.278011 + Penalty 6998.452918 = -234676310.825093 nChanged 3477 SP:Iteration 57Q (21084.610000 sec): 3 clusters Score: Raw -234683456.071796 + Penalty 6998.452918 = -234676457.618878 nChanged 3615 SP:Iteration 58Q (21089.910000 sec): 3 clusters Score: Raw -234683610.138270 + Penalty 6998.452918 = -234676611.685352 nChanged 3660 SP:Iteration 59Q (21095.190000 sec): 3 clusters Score: Raw -234683773.219206 + Penalty 6998.452918 = -234676774.766288 nChanged 3844 SP:Iteration 60F (21100.670000 sec): 3 clusters Score: Raw -234683950.194457 + Penalty 6998.452918 = -234676951.741539 nChanged 3994 SP:Iteration 61Q (21105.980000 sec): 3 clusters Score: Raw -234684136.704883 + Penalty 6998.452918 = -234677138.251965 nChanged 4132 SP:Iteration 62Q (21111.290000 sec): 3 clusters Score: Raw -234684336.401878 + Penalty 6998.452918 = -234677337.948960 nChanged 4371 SP:Iteration 63Q (21116.570000 sec): 3 clusters Score: Raw -234684556.532468 + Penalty 6998.452918 = -234677558.079550 nChanged 4593 SP:Iteration 64Q (21121.870000 sec): 3 clusters Score: Raw -234684802.398368 + Penalty 6998.452918 = -234677803.945450 nChanged 4824 SP:Iteration 65Q (21127.170000 sec): 3 clusters Score: Raw -234685073.883638 + Penalty 6998.452918 = -234678075.430720 nChanged 5119 SP:Iteration 66Q (21132.460000 sec): 3 clusters Score: Raw -234685375.899066 + Penalty 6998.452918 = -234678377.446148 nChanged 5356 SP:Iteration 67Q (21137.730000 sec): 3 clusters Score: Raw -234685706.228467 + Penalty 6998.452918 = -234678707.775549 nChanged 5597 SP:Iteration 68Q (21143.010000 sec): 3 clusters Score: Raw -234686061.593140 + Penalty 6998.452918 = -234679063.140222 nChanged 5893 SP:Iteration 69Q (21148.250000 sec): 3 clusters Score: Raw -234686456.945517 + Penalty 6998.452918 = -234679458.492599 nChanged 6163 SP:Iteration 70Q (21153.510000 sec): 3 clusters Score: Raw -234686883.296838 + Penalty 6998.452918 = -234679884.843920 nChanged 6476 SP:Iteration 71Q (21158.760000 sec): 3 clusters Score: Raw -234687355.662795 + Penalty 6998.452918 = -234680357.209877 nChanged 6781 SP:Iteration 72Q (21164.000000 sec): 3 clusters Score: Raw -234687881.362490 + Penalty 6998.452918 = -234680882.909572 nChanged 7114 SP:Iteration 73Q (21169.200000 sec): 3 clusters Score: Raw -234688470.404854 + Penalty 6998.452918 = -234681471.951936 nChanged 7625 SP:Iteration 74Q (21174.410000 sec): 3 clusters Score: Raw -234689142.717364 + Penalty 6998.452918 = -234682144.264446 nChanged 8023 SP:Iteration 75Q (21179.610000 sec): 3 clusters Score: Raw -234689874.443554 + Penalty 6998.452918 = -234682875.990636 nChanged 8412 SP:Iteration 76Q (21184.810000 sec): 3 clusters Score: Raw -234690681.467422 + Penalty 6998.452918 = -234683683.014504 nChanged 8837 SP:Iteration 77Q (21190.000000 sec): 3 clusters Score: Raw -234691578.846831 + Penalty 6998.452918 = -234684580.393913 nChanged 9369 SP:Iteration 78Q (21195.140000 sec): 3 clusters Score: Raw -234692594.435741 + Penalty 6998.452918 = -234685595.982823 nChanged 9809 SP:Iteration 79Q (21200.310000 sec): 3 clusters Score: Raw -234693698.056341 + Penalty 6998.452918 = -234686699.603423 nChanged 10359 SP:Iteration 80F (21205.780000 sec): 3 clusters Score: Raw -234694924.896703 + Penalty 6998.452918 = -234687926.443785 nChanged 10691 SP:Iteration 81Q (21210.930000 sec): 3 clusters Score: Raw -234696262.231741 + Penalty 6998.452918 = -234689263.778823 nChanged 11475 SP:Iteration 82Q (21216.060000 sec): 3 clusters Score: Raw -234697795.485287 + Penalty 6998.452918 = -234690797.032369 nChanged 12083 SP:Iteration 83Q (21221.180000 sec): 3 clusters Score: Raw -234699532.019496 + Penalty 6998.452918 = -234692533.566578 nChanged 12755 SP:Iteration 84Q (21226.290000 sec): 3 clusters Score: Raw -234701481.946743 + Penalty 6998.452918 = -234694483.493825 nChanged 13623 SP:Iteration 85Q (21231.340000 sec): 3 clusters Score: Raw -234703699.292344 + Penalty 6998.452918 = -234696700.839426 nChanged 14190 SP:Iteration 86Q (21236.380000 sec): 3 clusters Score: Raw -234706161.989824 + Penalty 6998.452918 = -234699163.536906 nChanged 15268 SP:Iteration 87Q (21241.400000 sec): 3 clusters Score: Raw -234709038.436313 + Penalty 6998.452918 = -234702039.983395 nChanged 16254 SP:Iteration 88Q (21246.410000 sec): 3 clusters Score: Raw -234712352.436691 + Penalty 6998.452918 = -234705353.983773 nChanged 17288 SP:Iteration 89Q (21251.350000 sec): 3 clusters Score: Raw -234716159.572550 + Penalty 6998.452918 = -234709161.119632 nChanged 18300 SP:Iteration 90Q (21256.220000 sec): 3 clusters Score: Raw -234720553.597980 + Penalty 6998.452918 = -234713555.145062 nChanged 19448 SP:Iteration 91Q (21261.060000 sec): 3 clusters Score: Raw -234725643.609082 + Penalty 6998.452918 = -234718645.156164 nChanged 20568 SP:Iteration 92Q (21265.860000 sec): 3 clusters Score: Raw -234731469.492458 + Penalty 6998.452918 = -234724471.039540 nChanged 21837 SP:Iteration 93Q (21270.580000 sec): 3 clusters Score: Raw -234738228.282307 + Penalty 6998.452918 = -234731229.829389 nChanged 22607 SP:Iteration 94Q (21275.330000 sec): 3 clusters Score: Raw -234745863.465737 + Penalty 6998.452918 = -234738865.012819 nChanged 23272 SP:Iteration 95Q (21280.010000 sec): 3 clusters Score: Raw -234754244.044478 + Penalty 6998.452918 = -234747245.591560 nChanged 23237 SP:Iteration 96Q (21284.590000 sec): 3 clusters Score: Raw -234762944.371086 + Penalty 6998.452918 = -234755945.918168 nChanged 22362 SP:Iteration 97Q (21289.170000 sec): 3 clusters Score: Raw -234771448.169014 + Penalty 6998.452918 = -234764449.716096 nChanged 21051 SP:Iteration 98Q (21293.690000 sec): 3 clusters Score: Raw -234779510.275139 + Penalty 6998.452918 = -234772511.822221 nChanged 19345 SP:Iteration 99Q (21298.070000 sec): 3 clusters Score: Raw -234786875.883383 + Penalty 6998.452918 = -234779877.430465 nChanged 17041 SP:Iteration 100F (21303.530000 sec): 3 clusters Score: Raw -234793102.587468 + Penalty 6998.452918 = -234786104.134550 nChanged 14629 SP:Iteration 101Q (21307.790000 sec): 3 clusters Score: Raw -234798219.348879 + Penalty 6998.452918 = -234791220.895961 nChanged 12413 SP:Iteration 102Q (21312.040000 sec): 3 clusters Score: Raw -234802398.589152 + Penalty 6998.452918 = -234795400.136234 nChanged 10447 SP:Iteration 103Q (21316.240000 sec): 3 clusters Score: Raw -234805744.242500 + Penalty 6998.452918 = -234798745.789582 nChanged 8655 SP:Iteration 104Q (21320.330000 sec): 3 clusters Score: Raw -234808375.507205 + Penalty 6998.452918 = -234801377.054288 nChanged 7049 SP:Iteration 105Q (21324.450000 sec): 3 clusters Score: Raw -234810402.131206 + Penalty 6998.452918 = -234803403.678288 nChanged 5798 SP:Iteration 106Q (21328.470000 sec): 3 clusters Score: Raw -234811992.561128 + Penalty 6998.452918 = -234804994.108210 nChanged 4861 SP:Iteration 107Q (21332.470000 sec): 3 clusters Score: Raw -234813266.323697 + Penalty 6998.452918 = -234806267.870779 nChanged 3884 SP:Iteration 108Q (21336.450000 sec): 3 clusters Score: Raw -234814247.592990 + Penalty 6998.452918 = -234807249.140072 nChanged 3239 SP:Iteration 109Q (21340.400000 sec): 3 clusters Score: Raw -234815040.820194 + Penalty 6998.452918 = -234808042.367276 nChanged 2650 SP:Iteration 110Q (21344.340000 sec): 3 clusters Score: Raw -234815655.394941 + Penalty 6998.452918 = -234808656.942023 nChanged 2139 SP:Iteration 111Q (21348.260000 sec): 3 clusters Score: Raw -234816123.474974 + Penalty 6998.452918 = -234809125.022056 nChanged 1754 SP:Iteration 112Q (21352.160000 sec): 3 clusters Score: Raw -234816488.677151 + Penalty 6998.452918 = -234809490.224233 nChanged 1432 SP:Iteration 113Q (21356.060000 sec): 3 clusters Score: Raw -234816766.995372 + Penalty 6998.452918 = -234809768.542454 nChanged 1142 SP:Iteration 114Q (21359.940000 sec): 3 clusters Score: Raw -234816976.727946 + Penalty 6998.452918 = -234809978.275028 nChanged 994 SP:Iteration 115Q (21363.820000 sec): 3 clusters Score: Raw -234817148.577772 + Penalty 6998.452918 = -234810150.124854 nChanged 831 SP:Iteration 116Q (21367.700000 sec): 3 clusters Score: Raw -234817276.721257 + Penalty 6998.452918 = -234810278.268339 nChanged 675 SP:Iteration 117Q (21371.570000 sec): 3 clusters Score: Raw -234817376.721548 + Penalty 6998.452918 = -234810378.268630 nChanged 588 SP:Iteration 118Q (21375.430000 sec): 3 clusters Score: Raw -234817460.249524 + Penalty 6998.452918 = -234810461.796606 nChanged 494 SP:Iteration 119Q (21379.290000 sec): 3 clusters Score: Raw -234817524.787607 + Penalty 6998.452918 = -234810526.334689 nChanged 453 SP:Iteration 120F (21384.680000 sec): 3 clusters Score: Raw -234817579.917450 + Penalty 6998.452918 = -234810581.464532 nChanged 364 SP:Iteration 121Q (21388.530000 sec): 3 clusters Score: Raw -234817627.007242 + Penalty 6998.452918 = -234810628.554324 nChanged 308 SP:Iteration 122Q (21392.380000 sec): 3 clusters Score: Raw -234817663.474697 + Penalty 6998.452918 = -234810665.021779 nChanged 275 SP:Iteration 123Q (21396.230000 sec): 3 clusters Score: Raw -234817696.402399 + Penalty 6998.452918 = -234810697.949481 nChanged 250 SP:Iteration 124Q (21400.070000 sec): 3 clusters Score: Raw -234817724.723660 + Penalty 6998.452918 = -234810726.270742 nChanged 216 SP:Iteration 125Q (21403.910000 sec): 3 clusters Score: Raw -234817750.913233 + Penalty 6998.452918 = -234810752.460315 nChanged 217 SP:Iteration 126Q (21407.760000 sec): 3 clusters Score: Raw -234817774.162111 + Penalty 6998.452918 = -234810775.709193 nChanged 189 SP:Iteration 127Q (21411.600000 sec): 3 clusters Score: Raw -234817794.313195 + Penalty 6998.452918 = -234810795.860277 nChanged 190 SP:Iteration 128Q (21415.440000 sec): 3 clusters Score: Raw -234817816.756836 + Penalty 6998.452918 = -234810818.303918 nChanged 164 SP:Iteration 129Q (21419.280000 sec): 3 clusters Score: Raw -234817837.154558 + Penalty 6998.452918 = -234810838.701640 nChanged 184 SP:Iteration 130Q (21423.120000 sec): 3 clusters Score: Raw -234817859.235021 + Penalty 6998.452918 = -234810860.782103 nChanged 189 SP:Iteration 131Q (21426.950000 sec): 3 clusters Score: Raw -234817882.181061 + Penalty 6998.452918 = -234810883.728143 nChanged 163 SP:Iteration 132Q (21430.790000 sec): 3 clusters Score: Raw -234817904.245406 + Penalty 6998.452918 = -234810905.792488 nChanged 165 SP:Iteration 133Q (21434.620000 sec): 3 clusters Score: Raw -234817927.173880 + Penalty 6998.452918 = -234810928.720962 nChanged 181 SP:Iteration 134Q (21438.460000 sec): 3 clusters Score: Raw -234817953.131880 + Penalty 6998.452918 = -234810954.678963 nChanged 170 SP:Iteration 135Q (21442.290000 sec): 3 clusters Score: Raw -234817975.036812 + Penalty 6998.452918 = -234810976.583894 nChanged 153 SP:Iteration 136Q (21446.120000 sec): 3 clusters Score: Raw -234817994.207289 + Penalty 6998.452918 = -234810995.754371 nChanged 147 SP:Iteration 137Q (21449.940000 sec): 3 clusters Score: Raw -234818011.256241 + Penalty 6998.452918 = -234811012.803323 nChanged 142 SP:Iteration 138Q (21453.770000 sec): 3 clusters Score: Raw -234818026.484350 + Penalty 6998.452918 = -234811028.031432 nChanged 125 SP:Iteration 139Q (21457.600000 sec): 3 clusters Score: Raw -234818039.673652 + Penalty 6998.452918 = -234811041.220734 nChanged 133 SP:Iteration 140F (21462.990000 sec): 3 clusters Score: Raw -234818051.760916 + Penalty 6998.452918 = -234811053.307998 nChanged 94 SP:Iteration 141Q (21466.820000 sec): 3 clusters Score: Raw -234818060.218530 + Penalty 6998.452918 = -234811061.765612 nChanged 96 SP:Iteration 142Q (21470.650000 sec): 3 clusters Score: Raw -234818069.225648 + Penalty 6998.452918 = -234811070.772730 nChanged 102 SP:Iteration 143Q (21474.470000 sec): 3 clusters Score: Raw -234818078.055790 + Penalty 6998.452918 = -234811079.602872 nChanged 88 SP:Iteration 144Q (21478.300000 sec): 3 clusters Score: Raw -234818086.885913 + Penalty 6998.452918 = -234811088.432995 nChanged 100 SP:Iteration 145Q (21482.130000 sec): 3 clusters Score: Raw -234818096.543591 + Penalty 6998.452918 = -234811098.090673 nChanged 94 SP:Iteration 146Q (21485.950000 sec): 3 clusters Score: Raw -234818107.307302 + Penalty 6998.452918 = -234811108.854384 nChanged 113 SP:Iteration 147Q (21489.770000 sec): 3 clusters Score: Raw -234818118.982207 + Penalty 6998.452918 = -234811120.529289 nChanged 115 SP:Iteration 148Q (21493.600000 sec): 3 clusters Score: Raw -234818131.400971 + Penalty 6998.452918 = -234811132.948053 nChanged 123 SP:Iteration 149Q (21497.430000 sec): 3 clusters Score: Raw -234818144.039734 + Penalty 6998.452918 = -234811145.586816 nChanged 126 SP:Iteration 150Q (21501.260000 sec): 3 clusters Score: Raw -234818157.625230 + Penalty 6998.452918 = -234811159.172312 nChanged 109 SP:Iteration 151Q (21505.080000 sec): 3 clusters Score: Raw -234818169.295502 + Penalty 6998.452918 = -234811170.842584 nChanged 110 SP:Iteration 152Q (21508.900000 sec): 3 clusters Score: Raw -234818180.002459 + Penalty 6998.452918 = -234811181.549541 nChanged 92 SP:Iteration 153Q (21512.710000 sec): 3 clusters Score: Raw -234818188.911589 + Penalty 6998.452918 = -234811190.458671 nChanged 89 SP:Iteration 154Q (21516.530000 sec): 3 clusters Score: Raw -234818197.528175 + Penalty 6998.452918 = -234811199.075257 nChanged 71 SP:Iteration 155Q (21520.350000 sec): 3 clusters Score: Raw -234818204.016108 + Penalty 6998.452918 = -234811205.563190 nChanged 73 SP:Iteration 156Q (21524.170000 sec): 3 clusters Score: Raw -234818209.942042 + Penalty 6998.452918 = -234811211.489124 nChanged 53 SP:Iteration 157Q (21527.980000 sec): 3 clusters Score: Raw -234818214.822948 + Penalty 6998.452918 = -234811216.370030 nChanged 64 SP:Iteration 158Q (21531.810000 sec): 3 clusters Score: Raw -234818220.403681 + Penalty 6998.452918 = -234811221.950763 nChanged 53 SP:Iteration 159Q (21535.620000 sec): 3 clusters Score: Raw -234818224.634036 + Penalty 6998.452918 = -234811226.181119 nChanged 61 SP:Iteration 160F (21541.010000 sec): 3 clusters Score: Raw -234818230.183192 + Penalty 6998.452918 = -234811231.730274 nChanged 60 SP:Iteration 161Q (21544.830000 sec): 3 clusters Score: Raw -234818235.972156 + Penalty 6998.452918 = -234811237.519238 nChanged 58 SP:Iteration 162Q (21548.650000 sec): 3 clusters Score: Raw -234818241.241045 + Penalty 6998.452918 = -234811242.788127 nChanged 56 SP:Iteration 163Q (21552.470000 sec): 3 clusters Score: Raw -234818246.775863 + Penalty 6998.452918 = -234811248.322945 nChanged 62 SP:Iteration 164Q (21556.290000 sec): 3 clusters Score: Raw -234818253.212292 + Penalty 6998.452918 = -234811254.759374 nChanged 61 SP:Iteration 165Q (21560.100000 sec): 3 clusters Score: Raw -234818260.141288 + Penalty 6998.452918 = -234811261.688370 nChanged 67 SP:Iteration 166Q (21563.920000 sec): 3 clusters Score: Raw -234818265.550014 + Penalty 6998.452918 = -234811267.097096 nChanged 57 SP:Iteration 167Q (21567.740000 sec): 3 clusters Score: Raw -234818270.294909 + Penalty 6998.452918 = -234811271.841991 nChanged 46 SP:Iteration 168Q (21571.550000 sec): 3 clusters Score: Raw -234818274.164544 + Penalty 6998.452918 = -234811275.711626 nChanged 52 SP:Iteration 169Q (21575.370000 sec): 3 clusters Score: Raw -234818277.656141 + Penalty 6998.452918 = -234811279.203223 nChanged 45 SP:Iteration 170Q (21579.190000 sec): 3 clusters Score: Raw -234818280.770886 + Penalty 6998.452918 = -234811282.317968 nChanged 49 SP:Iteration 171Q (21583.010000 sec): 3 clusters Score: Raw -234818284.692733 + Penalty 6998.452918 = -234811286.239815 nChanged 44 SP:Iteration 172Q (21586.840000 sec): 3 clusters Score: Raw -234818288.113950 + Penalty 6998.452918 = -234811289.661032 nChanged 47 SP:Iteration 173Q (21590.660000 sec): 3 clusters Score: Raw -234818292.220941 + Penalty 6998.452918 = -234811293.768023 nChanged 49 SP:Iteration 174Q (21594.480000 sec): 3 clusters Score: Raw -234818296.941592 + Penalty 6998.452918 = -234811298.488675 nChanged 55 SP:Iteration 175Q (21598.300000 sec): 3 clusters Score: Raw -234818302.460591 + Penalty 6998.452918 = -234811304.007673 nChanged 65 SP:Iteration 176Q (21602.110000 sec): 3 clusters Score: Raw -234818307.859049 + Penalty 6998.452918 = -234811309.406131 nChanged 58 SP:Iteration 177Q (21605.930000 sec): 3 clusters Score: Raw -234818312.099526 + Penalty 6998.452918 = -234811313.646608 nChanged 56 SP:Iteration 178Q (21609.750000 sec): 3 clusters Score: Raw -234818316.878910 + Penalty 6998.452918 = -234811318.425992 nChanged 62 SP:Iteration 179Q (21613.570000 sec): 3 clusters Score: Raw -234818322.289065 + Penalty 6998.452918 = -234811323.836147 nChanged 61 SP:Iteration 180F (21618.960000 sec): 3 clusters Score: Raw -234818327.176479 + Penalty 6998.452918 = -234811328.723561 nChanged 50 SP:Iteration 181Q (21622.770000 sec): 3 clusters Score: Raw -234818331.063843 + Penalty 6998.452918 = -234811332.610925 nChanged 48 SP:Iteration 182Q (21626.590000 sec): 3 clusters Score: Raw -234818334.260557 + Penalty 6998.452918 = -234811335.807639 nChanged 31 SP:Iteration 183Q (21630.400000 sec): 3 clusters Score: Raw -234818336.297998 + Penalty 6998.452918 = -234811337.845080 nChanged 24 SP:Iteration 184Q (21634.220000 sec): 3 clusters Score: Raw -234818338.256953 + Penalty 6998.452918 = -234811339.804035 nChanged 37 SP:Iteration 185Q (21638.030000 sec): 3 clusters Score: Raw -234818341.205273 + Penalty 6998.452918 = -234811342.752355 nChanged 39 SP:Iteration 186Q (21641.850000 sec): 3 clusters Score: Raw -234818344.187321 + Penalty 6998.452918 = -234811345.734403 nChanged 38 SP:Iteration 187Q (21645.660000 sec): 3 clusters Score: Raw -234818347.281495 + Penalty 6998.452918 = -234811348.828577 nChanged 38 SP:Iteration 188Q (21649.480000 sec): 3 clusters Score: Raw -234818349.919122 + Penalty 6998.452918 = -234811351.466205 nChanged 34 SP:Iteration 189Q (21653.290000 sec): 3 clusters Score: Raw -234818352.267387 + Penalty 6998.452918 = -234811353.814469 nChanged 29 SP:Iteration 190Q (21657.100000 sec): 3 clusters Score: Raw -234818354.106929 + Penalty 6998.452918 = -234811355.654011 nChanged 14 SP:Iteration 191Q (21660.910000 sec): 3 clusters Score: Raw -234818354.919596 + Penalty 6998.452918 = -234811356.466678 nChanged 16 SP:Iteration 192Q (21664.730000 sec): 3 clusters Score: Raw -234818355.833393 + Penalty 6998.452918 = -234811357.380475 nChanged 12 SP:Iteration 193Q (21668.540000 sec): 3 clusters Score: Raw -234818356.780032 + Penalty 6998.452918 = -234811358.327114 nChanged 18 SP:Iteration 194Q (21672.350000 sec): 3 clusters Score: Raw -234818358.121507 + Penalty 6998.452918 = -234811359.668589 nChanged 21 SP:Iteration 195Q (21676.170000 sec): 3 clusters Score: Raw -234818359.571991 + Penalty 6998.452918 = -234811361.119073 nChanged 23 SP:Iteration 196Q (21679.980000 sec): 3 clusters Score: Raw -234818361.180787 + Penalty 6998.452918 = -234811362.727869 nChanged 27 SP:Iteration 197Q (21683.790000 sec): 3 clusters Score: Raw -234818362.796829 + Penalty 6998.452918 = -234811364.343911 nChanged 17 SP:Iteration 198Q (21687.600000 sec): 3 clusters Score: Raw -234818363.749543 + Penalty 6998.452918 = -234811365.296625 nChanged 11 SP:Iteration 199Q (21691.410000 sec): 3 clusters Score: Raw -234818364.513443 + Penalty 6998.452918 = -234811366.060525 nChanged 14 SP:Iteration 200F (21696.820000 sec): 3 clusters Score: Raw -234818365.689918 + Penalty 6998.452918 = -234811367.237000 nChanged 16 SP:Iteration 201Q (21700.640000 sec): 3 clusters Score: Raw -234818366.744951 + Penalty 6998.452918 = -234811368.292033 nChanged 18 SP:Iteration 202Q (21704.450000 sec): 3 clusters Score: Raw -234818367.750969 + Penalty 6998.452918 = -234811369.298051 nChanged 12 SP:Iteration 203Q (21708.260000 sec): 3 clusters Score: Raw -234818368.399494 + Penalty 6998.452918 = -234811369.946577 nChanged 12 SP:Iteration 204Q (21712.080000 sec): 3 clusters Score: Raw -234818368.976202 + Penalty 6998.452918 = -234811370.523284 nChanged 18 SP:Iteration 205Q (21715.890000 sec): 3 clusters Score: Raw -234818370.145466 + Penalty 6998.452918 = -234811371.692548 nChanged 15 SP:Iteration 206Q (21719.700000 sec): 3 clusters Score: Raw -234818370.868559 + Penalty 6998.452918 = -234811372.415641 nChanged 8 SP:Iteration 207Q (21723.520000 sec): 3 clusters Score: Raw -234818371.229155 + Penalty 6998.452918 = -234811372.776237 nChanged 4 SP:Iteration 208Q (21727.330000 sec): 3 clusters Score: Raw -234818371.471130 + Penalty 6998.452918 = -234811373.018212 nChanged 5 SP:Iteration 209Q (21731.150000 sec): 3 clusters Score: Raw -234818371.894893 + Penalty 6998.452918 = -234811373.441975 nChanged 6 SP:Iteration 210Q (21734.960000 sec): 3 clusters Score: Raw -234818372.133769 + Penalty 6998.452918 = -234811373.680851 nChanged 6 SP:Iteration 211Q (21738.770000 sec): 3 clusters Score: Raw -234818372.439205 + Penalty 6998.452918 = -234811373.986287 nChanged 4 SP:Iteration 212Q (21742.580000 sec): 3 clusters Score: Raw -234818372.667443 + Penalty 6998.452918 = -234811374.214525 nChanged 4 SP:Iteration 213Q (21746.390000 sec): 3 clusters Score: Raw -234818372.963615 + Penalty 6998.452918 = -234811374.510697 nChanged 11 SP:Iteration 214Q (21750.210000 sec): 3 clusters Score: Raw -234818373.502810 + Penalty 6998.452918 = -234811375.049892 nChanged 9 SP:Iteration 215Q (21754.020000 sec): 3 clusters Score: Raw -234818374.095682 + Penalty 6998.452918 = -234811375.642764 nChanged 8 SP:Iteration 216Q (21757.830000 sec): 3 clusters Score: Raw -234818374.562358 + Penalty 6998.452918 = -234811376.109440 nChanged 5 SP:Iteration 217Q (21761.640000 sec): 3 clusters Score: Raw -234818374.844121 + Penalty 6998.452918 = -234811376.391203 nChanged 6 SP:Iteration 218Q (21765.460000 sec): 3 clusters Score: Raw -234818375.112859 + Penalty 6998.452918 = -234811376.659941 nChanged 5 SP:Iteration 219Q (21769.270000 sec): 3 clusters Score: Raw -234818375.471622 + Penalty 6998.452918 = -234811377.018704 nChanged 5 SP:Iteration 220F (21774.660000 sec): 3 clusters Score: Raw -234818375.725451 + Penalty 6998.452918 = -234811377.272533 nChanged 3 SP:Iteration 221Q (21778.480000 sec): 3 clusters Score: Raw -234818375.857989 + Penalty 6998.452918 = -234811377.405071 nChanged 5 SP:Iteration 222Q (21782.290000 sec): 3 clusters Score: Raw -234818376.137031 + Penalty 6998.452918 = -234811377.684113 nChanged 3 SP:Iteration 223Q (21786.110000 sec): 3 clusters Score: Raw -234818376.276681 + Penalty 6998.452918 = -234811377.823763 nChanged 3 SP:Iteration 224Q (21789.920000 sec): 3 clusters Score: Raw -234818376.395520 + Penalty 6998.452918 = -234811377.942602 nChanged 3 SP:Iteration 225Q (21793.730000 sec): 3 clusters Score: Raw -234818376.581677 + Penalty 6998.452918 = -234811378.128759 nChanged 2 SP:Iteration 226Q (21797.540000 sec): 3 clusters Score: Raw -234818376.658601 + Penalty 6998.452918 = -234811378.205683 nChanged 2 SP:Iteration 227Q (21801.350000 sec): 3 clusters Score: Raw -234818376.911418 + Penalty 6998.452918 = -234811378.458500 nChanged 4 SP:Iteration 228Q (21805.170000 sec): 3 clusters Score: Raw -234818377.072124 + Penalty 6998.452918 = -234811378.619206 nChanged 3 SP:Iteration 229Q (21808.980000 sec): 3 clusters Score: Raw -234818377.182854 + Penalty 6998.452918 = -234811378.729936 nChanged 2 SP:Iteration 230Q (21812.800000 sec): 3 clusters Score: Raw -234818377.313769 + Penalty 6998.452918 = -234811378.860851 nChanged 2 SP:Iteration 231Q (21816.630000 sec): 3 clusters Score: Raw -234818377.404099 + Penalty 6998.452918 = -234811378.951181 nChanged 2 SP:Iteration 232Q (21820.440000 sec): 3 clusters Score: Raw -234818377.554410 + Penalty 6998.452918 = -234811379.101492 nChanged 1 SP:Iteration 233Q (21824.260000 sec): 3 clusters Score: Raw -234818377.588860 + Penalty 6998.452918 = -234811379.135942 nChanged 0 SP:Iteration 234F (21829.640000 sec): 3 clusters Score: Raw -234818377.588860 + Penalty 6998.452918 = -234811379.135942 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21830.100000 sec): 2 clusters Score: Raw -1561707.188187 + Penalty 2264.722684 = -1559442.465503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21830.130000 sec): 3 clusters Score: Raw -1556797.088239 + Penalty 4529.445367 = -1552267.642872 nChanged 3780 SP:Iteration 1F (21830.170000 sec): 3 clusters Score: Raw -1558768.472783 + Penalty 4529.445367 = -1554239.027416 nChanged 631 SP:Iteration 2F (21830.200000 sec): 3 clusters Score: Raw -1559094.262356 + Penalty 4529.445367 = -1554564.816989 nChanged 548 SP:Iteration 3F (21830.240000 sec): 3 clusters Score: Raw -1559401.453652 + Penalty 4529.445367 = -1554872.008285 nChanged 472 SP:Iteration 4F (21830.280000 sec): 3 clusters Score: Raw -1559648.418318 + Penalty 4529.445367 = -1555118.972951 nChanged 380 SP:Iteration 5Q (21830.310000 sec): 3 clusters Score: Raw -1559823.055885 + Penalty 4529.445367 = -1555293.610518 nChanged 317 SP:Iteration 6Q (21830.350000 sec): 3 clusters Score: Raw -1559983.103548 + Penalty 4529.445367 = -1555453.658181 nChanged 301 SP:Iteration 7Q (21830.380000 sec): 3 clusters Score: Raw -1560126.545964 + Penalty 4529.445367 = -1555597.100597 nChanged 304 SP:Iteration 8Q (21830.420000 sec): 3 clusters Score: Raw -1560276.960486 + Penalty 4529.445367 = -1555747.515119 nChanged 290 SP:Iteration 9Q (21830.460000 sec): 3 clusters Score: Raw -1560441.951942 + Penalty 4529.445367 = -1555912.506575 nChanged 303 SP:Iteration 10Q (21830.490000 sec): 3 clusters Score: Raw -1560620.370703 + Penalty 4529.445367 = -1556090.925336 nChanged 277 SP:Iteration 11Q (21830.530000 sec): 3 clusters Score: Raw -1560792.364295 + Penalty 4529.445367 = -1556262.918928 nChanged 279 SP:Iteration 12Q (21830.560000 sec): 3 clusters Score: Raw -1560973.268175 + Penalty 4529.445367 = -1556443.822808 nChanged 290 SP:Iteration 13Q (21830.600000 sec): 3 clusters Score: Raw -1561169.320529 + Penalty 4529.445367 = -1556639.875161 nChanged 286 SP:Iteration 14Q (21830.640000 sec): 3 clusters Score: Raw -1561356.955166 + Penalty 4529.445367 = -1556827.509799 nChanged 237 SP:Iteration 15Q (21830.670000 sec): 3 clusters Score: Raw -1561518.321463 + Penalty 4529.445367 = -1556988.876096 nChanged 212 SP:Iteration 16Q (21830.700000 sec): 3 clusters Score: Raw -1561653.586027 + Penalty 4529.445367 = -1557124.140660 nChanged 193 SP:Iteration 17Q (21830.740000 sec): 3 clusters Score: Raw -1561774.079843 + Penalty 4529.445367 = -1557244.634476 nChanged 164 SP:Iteration 18Q (21830.770000 sec): 3 clusters Score: Raw -1561877.218758 + Penalty 4529.445367 = -1557347.773391 nChanged 162 SP:Iteration 19Q (21830.800000 sec): 3 clusters Score: Raw -1561971.499347 + Penalty 4529.445367 = -1557442.053980 nChanged 135 SP:Iteration 20F (21830.840000 sec): 3 clusters Score: Raw -1562040.415219 + Penalty 4529.445367 = -1557510.969852 nChanged 105 SP:Iteration 21Q (21830.870000 sec): 3 clusters Score: Raw -1562096.717352 + Penalty 4529.445367 = -1557567.271985 nChanged 88 SP:Iteration 22Q (21830.900000 sec): 3 clusters Score: Raw -1562140.523162 + Penalty 4529.445367 = -1557611.077795 nChanged 63 SP:Iteration 23Q (21830.930000 sec): 3 clusters Score: Raw -1562173.377519 + Penalty 4529.445367 = -1557643.932152 nChanged 59 SP:Iteration 24Q (21830.960000 sec): 3 clusters Score: Raw -1562202.110678 + Penalty 4529.445367 = -1557672.665311 nChanged 45 SP:Iteration 25Q (21830.990000 sec): 3 clusters Score: Raw -1562226.335673 + Penalty 4529.445367 = -1557696.890306 nChanged 36 SP:Iteration 26Q (21831.020000 sec): 3 clusters Score: Raw -1562242.221113 + Penalty 4529.445367 = -1557712.775746 nChanged 28 SP:Iteration 27Q (21831.050000 sec): 3 clusters Score: Raw -1562252.608638 + Penalty 4529.445367 = -1557723.163271 nChanged 26 SP:Iteration 28Q (21831.080000 sec): 3 clusters Score: Raw -1562262.651556 + Penalty 4529.445367 = -1557733.206189 nChanged 24 SP:Iteration 29Q (21831.110000 sec): 3 clusters Score: Raw -1562270.442535 + Penalty 4529.445367 = -1557740.997168 nChanged 19 SP:Iteration 30Q (21831.140000 sec): 3 clusters Score: Raw -1562277.560725 + Penalty 4529.445367 = -1557748.115358 nChanged 17 SP:Iteration 31Q (21831.170000 sec): 3 clusters Score: Raw -1562286.405530 + Penalty 4529.445367 = -1557756.960163 nChanged 22 SP:Iteration 32Q (21831.200000 sec): 3 clusters Score: Raw -1562298.119427 + Penalty 4529.445367 = -1557768.674060 nChanged 26 SP:Iteration 33Q (21831.230000 sec): 3 clusters Score: Raw -1562309.099537 + Penalty 4529.445367 = -1557779.654170 nChanged 19 SP:Iteration 34Q (21831.260000 sec): 3 clusters Score: Raw -1562315.893176 + Penalty 4529.445367 = -1557786.447809 nChanged 17 SP:Iteration 35Q (21831.290000 sec): 3 clusters Score: Raw -1562323.209953 + Penalty 4529.445367 = -1557793.764586 nChanged 25 SP:Iteration 36Q (21831.330000 sec): 3 clusters Score: Raw -1562332.075998 + Penalty 4529.445367 = -1557802.630631 nChanged 20 SP:Iteration 37Q (21831.350000 sec): 3 clusters Score: Raw -1562338.177425 + Penalty 4529.445367 = -1557808.732058 nChanged 12 SP:Iteration 38Q (21831.380000 sec): 3 clusters Score: Raw -1562342.328095 + Penalty 4529.445367 = -1557812.882728 nChanged 13 SP:Iteration 39Q (21831.410000 sec): 3 clusters Score: Raw -1562346.404124 + Penalty 4529.445367 = -1557816.958757 nChanged 6 SP:Iteration 40F (21831.450000 sec): 3 clusters Score: Raw -1562348.220732 + Penalty 4529.445367 = -1557818.775365 nChanged 6 SP:Iteration 41Q (21831.480000 sec): 3 clusters Score: Raw -1562350.271670 + Penalty 4529.445367 = -1557820.826303 nChanged 4 SP:Iteration 42Q (21831.510000 sec): 3 clusters Score: Raw -1562352.007983 + Penalty 4529.445367 = -1557822.562616 nChanged 9 SP:Iteration 43Q (21831.540000 sec): 3 clusters Score: Raw -1562356.264710 + Penalty 4529.445367 = -1557826.819343 nChanged 10 SP:Iteration 44Q (21831.570000 sec): 3 clusters Score: Raw -1562360.475349 + Penalty 4529.445367 = -1557831.029982 nChanged 9 SP:Iteration 45Q (21831.590000 sec): 3 clusters Score: Raw -1562363.777485 + Penalty 4529.445367 = -1557834.332118 nChanged 7 SP:Iteration 46Q (21831.630000 sec): 3 clusters Score: Raw -1562366.493795 + Penalty 4529.445367 = -1557837.048428 nChanged 4 SP:Iteration 47Q (21831.650000 sec): 3 clusters Score: Raw -1562368.156854 + Penalty 4529.445367 = -1557838.711487 nChanged 6 SP:Iteration 48Q (21831.680000 sec): 3 clusters Score: Raw -1562370.148594 + Penalty 4529.445367 = -1557840.703227 nChanged 5 SP:Iteration 49Q (21831.710000 sec): 3 clusters Score: Raw -1562371.971531 + Penalty 4529.445367 = -1557842.526164 nChanged 6 SP:Iteration 50Q (21831.740000 sec): 3 clusters Score: Raw -1562374.481051 + Penalty 4529.445367 = -1557845.035684 nChanged 6 SP:Iteration 51Q (21831.770000 sec): 3 clusters Score: Raw -1562377.601583 + Penalty 4529.445367 = -1557848.156216 nChanged 6 SP:Iteration 52Q (21831.800000 sec): 3 clusters Score: Raw -1562381.427384 + Penalty 4529.445367 = -1557851.982017 nChanged 4 SP:Iteration 53Q (21831.830000 sec): 3 clusters Score: Raw -1562383.307967 + Penalty 4529.445367 = -1557853.862600 nChanged 5 SP:Iteration 54Q (21831.860000 sec): 3 clusters Score: Raw -1562385.929431 + Penalty 4529.445367 = -1557856.484064 nChanged 8 SP:Iteration 55Q (21831.890000 sec): 3 clusters Score: Raw -1562389.125160 + Penalty 4529.445367 = -1557859.679793 nChanged 6 SP:Iteration 56Q (21831.910000 sec): 3 clusters Score: Raw -1562391.503332 + Penalty 4529.445367 = -1557862.057965 nChanged 6 SP:Iteration 57Q (21831.940000 sec): 3 clusters Score: Raw -1562394.587932 + Penalty 4529.445367 = -1557865.142564 nChanged 6 SP:Iteration 58Q (21831.970000 sec): 3 clusters Score: Raw -1562396.428529 + Penalty 4529.445367 = -1557866.983162 nChanged 3 SP:Iteration 59Q (21832.000000 sec): 3 clusters Score: Raw -1562397.980368 + Penalty 4529.445367 = -1557868.535001 nChanged 4 SP:Iteration 60F (21832.040000 sec): 3 clusters Score: Raw -1562399.595602 + Penalty 4529.445367 = -1557870.150235 nChanged 4 SP:Iteration 61Q (21832.070000 sec): 3 clusters Score: Raw -1562400.779117 + Penalty 4529.445367 = -1557871.333750 nChanged 4 SP:Iteration 62Q (21832.090000 sec): 3 clusters Score: Raw -1562402.049071 + Penalty 4529.445367 = -1557872.603704 nChanged 2 SP:Iteration 63Q (21832.120000 sec): 3 clusters Score: Raw -1562402.433354 + Penalty 4529.445367 = -1557872.987987 nChanged 0 SP:Iteration 64F (21832.160000 sec): 3 clusters Score: Raw -1562402.433354 + Penalty 4529.445367 = -1557872.987987 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1832 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21832.170000 sec): 2 clusters Score: Raw -295725.907296 + Penalty 1863.264559 = -293862.642736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21832.180000 sec): 3 clusters Score: Raw -295122.290704 + Penalty 3726.529118 = -291395.761586 nChanged 576 SP:Iteration 1F (21832.190000 sec): 3 clusters Score: Raw -295776.699232 + Penalty 3726.529118 = -292050.170113 nChanged 177 SP:Iteration 2F (21832.200000 sec): 3 clusters Score: Raw -296072.415407 + Penalty 3726.529118 = -292345.886289 nChanged 128 SP:Iteration 3F (21832.200000 sec): 3 clusters Score: Raw -296255.813068 + Penalty 3726.529118 = -292529.283950 nChanged 107 SP:Iteration 4F (21832.210000 sec): 3 clusters Score: Raw -296430.391268 + Penalty 3726.529118 = -292703.862150 nChanged 89 SP:Iteration 5Q (21832.220000 sec): 3 clusters Score: Raw -296623.541539 + Penalty 3726.529118 = -292897.012420 nChanged 71 SP:Iteration 6Q (21832.230000 sec): 3 clusters Score: Raw -296808.544667 + Penalty 3726.529118 = -293082.015549 nChanged 69 SP:Iteration 7Q (21832.230000 sec): 3 clusters Score: Raw -296920.250307 + Penalty 3726.529118 = -293193.721188 nChanged 49 SP:Iteration 8Q (21832.240000 sec): 3 clusters Score: Raw -296993.270597 + Penalty 3726.529118 = -293266.741479 nChanged 37 SP:Iteration 9Q (21832.250000 sec): 3 clusters Score: Raw -297049.950614 + Penalty 3726.529118 = -293323.421495 nChanged 28 SP:Iteration 10Q (21832.250000 sec): 3 clusters Score: Raw -297091.587470 + Penalty 3726.529118 = -293365.058352 nChanged 21 SP:Iteration 11Q (21832.260000 sec): 3 clusters Score: Raw -297118.017644 + Penalty 3726.529118 = -293391.488525 nChanged 12 SP:Iteration 12Q (21832.270000 sec): 3 clusters Score: Raw -297138.151973 + Penalty 3726.529118 = -293411.622855 nChanged 14 SP:Iteration 13Q (21832.270000 sec): 3 clusters Score: Raw -297158.690697 + Penalty 3726.529118 = -293432.161578 nChanged 9 SP:Iteration 14Q (21832.280000 sec): 3 clusters Score: Raw -297166.226052 + Penalty 3726.529118 = -293439.696933 nChanged 7 SP:Iteration 15Q (21832.290000 sec): 3 clusters Score: Raw -297172.173923 + Penalty 3726.529118 = -293445.644805 nChanged 3 SP:Iteration 16Q (21832.290000 sec): 3 clusters Score: Raw -297174.384374 + Penalty 3726.529118 = -293447.855256 nChanged 2 SP:Iteration 17Q (21832.300000 sec): 3 clusters Score: Raw -297175.335447 + Penalty 3726.529118 = -293448.806329 nChanged 0 SP:Iteration 18F (21832.310000 sec): 3 clusters Score: Raw -297179.770005 + Penalty 3726.529118 = -293453.240886 nChanged 3 SP:Iteration 19Q (21832.310000 sec): 3 clusters Score: Raw -297188.419947 + Penalty 3726.529118 = -293461.890829 nChanged 4 SP:Iteration 20F (21832.320000 sec): 3 clusters Score: Raw -297194.147702 + Penalty 3726.529118 = -293467.618584 nChanged 2 SP:Iteration 21Q (21832.330000 sec): 3 clusters Score: Raw -297196.203745 + Penalty 3726.529118 = -293469.674627 nChanged 3 SP:Iteration 22Q (21832.330000 sec): 3 clusters Score: Raw -297198.038617 + Penalty 3726.529118 = -293471.509498 nChanged 3 SP:Iteration 23Q (21832.340000 sec): 3 clusters Score: Raw -297199.852623 + Penalty 3726.529118 = -293473.323505 nChanged 0 SP:Iteration 24F (21832.350000 sec): 3 clusters Score: Raw -297199.852623 + Penalty 3726.529118 = -293473.323505 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21832.350000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21832.350000 sec): 3 clusters Score: Raw -60743.236885 + Penalty 3042.165429 = -57701.071455 nChanged 95 SP:Iteration 1F (21832.360000 sec): 3 clusters Score: Raw -61048.836298 + Penalty 3042.165429 = -58006.670869 nChanged 43 SP:Iteration 2F (21832.360000 sec): 3 clusters Score: Raw -61232.536084 + Penalty 3042.165429 = -58190.370654 nChanged 24 SP:Iteration 3F (21832.360000 sec): 3 clusters Score: Raw -61347.498534 + Penalty 3042.165429 = -58305.333105 nChanged 24 SP:Iteration 4F (21832.360000 sec): 3 clusters Score: Raw -61458.729923 + Penalty 3042.165429 = -58416.564493 nChanged 18 SP:Iteration 5Q (21832.370000 sec): 3 clusters Score: Raw -61592.797791 + Penalty 3042.165429 = -58550.632361 nChanged 11 SP:Iteration 6Q (21832.370000 sec): 3 clusters Score: Raw -61647.480055 + Penalty 3042.165429 = -58605.314625 nChanged 9 SP:Iteration 7Q (21832.370000 sec): 3 clusters Score: Raw -61711.500519 + Penalty 3042.165429 = -58669.335089 nChanged 7 SP:Iteration 8Q (21832.370000 sec): 3 clusters Score: Raw -61747.586498 + Penalty 3042.165429 = -58705.421068 nChanged 3 SP:Iteration 9Q (21832.370000 sec): 3 clusters Score: Raw -61767.067589 + Penalty 3042.165429 = -58724.902160 nChanged 5 SP:Iteration 10Q (21832.370000 sec): 3 clusters Score: Raw -61787.933925 + Penalty 3042.165429 = -58745.768495 nChanged 3 SP:Iteration 11Q (21832.370000 sec): 3 clusters Score: Raw -61806.103918 + Penalty 3042.165429 = -58763.938488 nChanged 1 SP:Iteration 12Q (21832.370000 sec): 3 clusters Score: Raw -61807.420587 + Penalty 3042.165429 = -58765.255158 nChanged 0 SP:Iteration 13F (21832.380000 sec): 3 clusters Score: Raw -61807.420587 + Penalty 3042.165429 = -58765.255158 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21832.390000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21832.390000 sec): 3 clusters Score: Raw -31125.547308 + Penalty 2672.979578 = -28452.567730 nChanged 17 SP:Iteration 1F (21832.390000 sec): 3 clusters Score: Raw -31189.651829 + Penalty 2672.979578 = -28516.672251 nChanged 7 SP:Iteration 2Q (21832.390000 sec): 3 clusters Score: Raw -31226.203778 + Penalty 2672.979578 = -28553.224200 nChanged 5 SP:Iteration 3Q (21832.390000 sec): 3 clusters Score: Raw -31246.092513 + Penalty 2672.979578 = -28573.112935 nChanged 3 SP:Iteration 4Q (21832.390000 sec): 3 clusters Score: Raw -31261.401723 + Penalty 2672.979578 = -28588.422145 nChanged 2 SP:Iteration 5Q (21832.390000 sec): 3 clusters Score: Raw -31270.974360 + Penalty 2672.979578 = -28597.994782 nChanged 1 SP:Iteration 6Q (21832.390000 sec): 3 clusters Score: Raw -31276.704466 + Penalty 2672.979578 = -28603.724888 nChanged 0 SP:Iteration 7F (21832.390000 sec): 3 clusters Score: Raw -31276.704466 + Penalty 2672.979578 = -28603.724888 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21832.400000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21832.400000 sec): 3 clusters Score: Raw -39886.513522 + Penalty 2773.129542 = -37113.383979 nChanged 29 SP:Iteration 1F (21832.400000 sec): 3 clusters Score: Raw -40032.805897 + Penalty 2773.129542 = -37259.676354 nChanged 11 SP:Iteration 2Q (21832.410000 sec): 3 clusters Score: Raw -40081.603576 + Penalty 2773.129542 = -37308.474034 nChanged 4 SP:Iteration 3Q (21832.410000 sec): 3 clusters Score: Raw -40104.744728 + Penalty 2773.129542 = -37331.615185 nChanged 1 SP:Iteration 4Q (21832.410000 sec): 3 clusters Score: Raw -40109.930406 + Penalty 2773.129542 = -37336.800864 nChanged 1 SP:Iteration 5Q (21832.410000 sec): 3 clusters Score: Raw -40113.724460 + Penalty 2773.129542 = -37340.594917 nChanged 0 SP:Iteration 6F (21832.410000 sec): 3 clusters Score: Raw -40113.724460 + Penalty 2773.129542 = -37340.594917 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (6818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21832.440000 sec): 2 clusters Score: Raw -1090725.095242 + Penalty 2189.175720 = -1088535.919522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21832.470000 sec): 3 clusters Score: Raw -1087257.602510 + Penalty 4378.351441 = -1082879.251070 nChanged 2734 SP:Iteration 1F (21832.490000 sec): 3 clusters Score: Raw -1089021.687483 + Penalty 4378.351441 = -1084643.336042 nChanged 625 SP:Iteration 2F (21832.520000 sec): 3 clusters Score: Raw -1089529.475782 + Penalty 4378.351441 = -1085151.124342 nChanged 504 SP:Iteration 3F (21832.550000 sec): 3 clusters Score: Raw -1089921.363912 + Penalty 4378.351441 = -1085543.012471 nChanged 449 SP:Iteration 4F (21832.570000 sec): 3 clusters Score: Raw -1090294.089400 + Penalty 4378.351441 = -1085915.737959 nChanged 399 SP:Iteration 5F (21832.600000 sec): 3 clusters Score: Raw -1090647.206604 + Penalty 4378.351441 = -1086268.855163 nChanged 338 SP:Iteration 6Q (21832.630000 sec): 3 clusters Score: Raw -1090934.018959 + Penalty 4378.351441 = -1086555.667519 nChanged 315 SP:Iteration 7Q (21832.650000 sec): 3 clusters Score: Raw -1091194.475393 + Penalty 4378.351441 = -1086816.123953 nChanged 270 SP:Iteration 8Q (21832.680000 sec): 3 clusters Score: Raw -1091402.866080 + Penalty 4378.351441 = -1087024.514640 nChanged 233 SP:Iteration 9Q (21832.710000 sec): 3 clusters Score: Raw -1091581.818436 + Penalty 4378.351441 = -1087203.466995 nChanged 214 SP:Iteration 10Q (21832.730000 sec): 3 clusters Score: Raw -1091742.338079 + Penalty 4378.351441 = -1087363.986638 nChanged 176 SP:Iteration 11Q (21832.760000 sec): 3 clusters Score: Raw -1091857.009757 + Penalty 4378.351441 = -1087478.658316 nChanged 150 SP:Iteration 12Q (21832.780000 sec): 3 clusters Score: Raw -1091944.203438 + Penalty 4378.351441 = -1087565.851997 nChanged 103 SP:Iteration 13Q (21832.810000 sec): 3 clusters Score: Raw -1091986.995976 + Penalty 4378.351441 = -1087608.644535 nChanged 77 SP:Iteration 14Q (21832.830000 sec): 3 clusters Score: Raw -1092017.901156 + Penalty 4378.351441 = -1087639.549715 nChanged 45 SP:Iteration 15Q (21832.860000 sec): 3 clusters Score: Raw -1092034.488153 + Penalty 4378.351441 = -1087656.136713 nChanged 41 SP:Iteration 16Q (21832.880000 sec): 3 clusters Score: Raw -1092050.264339 + Penalty 4378.351441 = -1087671.912898 nChanged 40 SP:Iteration 17Q (21832.910000 sec): 3 clusters Score: Raw -1092061.797217 + Penalty 4378.351441 = -1087683.445777 nChanged 27 SP:Iteration 18Q (21832.930000 sec): 3 clusters Score: Raw -1092071.682399 + Penalty 4378.351441 = -1087693.330958 nChanged 32 SP:Iteration 19Q (21832.960000 sec): 3 clusters Score: Raw -1092084.220643 + Penalty 4378.351441 = -1087705.869202 nChanged 35 SP:Iteration 20F (21832.980000 sec): 3 clusters Score: Raw -1092097.138316 + Penalty 4378.351441 = -1087718.786875 nChanged 27 SP:Iteration 21Q (21833.010000 sec): 3 clusters Score: Raw -1092104.912923 + Penalty 4378.351441 = -1087726.561483 nChanged 23 SP:Iteration 22Q (21833.030000 sec): 3 clusters Score: Raw -1092112.763609 + Penalty 4378.351441 = -1087734.412168 nChanged 23 SP:Iteration 23Q (21833.060000 sec): 3 clusters Score: Raw -1092120.220998 + Penalty 4378.351441 = -1087741.869557 nChanged 18 SP:Iteration 24Q (21833.080000 sec): 3 clusters Score: Raw -1092125.345398 + Penalty 4378.351441 = -1087746.993957 nChanged 20 SP:Iteration 25Q (21833.110000 sec): 3 clusters Score: Raw -1092132.243131 + Penalty 4378.351441 = -1087753.891691 nChanged 16 SP:Iteration 26Q (21833.130000 sec): 3 clusters Score: Raw -1092137.313989 + Penalty 4378.351441 = -1087758.962548 nChanged 14 SP:Iteration 27Q (21833.160000 sec): 3 clusters Score: Raw -1092144.740462 + Penalty 4378.351441 = -1087766.389022 nChanged 14 SP:Iteration 28Q (21833.180000 sec): 3 clusters Score: Raw -1092149.583361 + Penalty 4378.351441 = -1087771.231921 nChanged 16 SP:Iteration 29Q (21833.210000 sec): 3 clusters Score: Raw -1092152.847190 + Penalty 4378.351441 = -1087774.495749 nChanged 13 SP:Iteration 30Q (21833.230000 sec): 3 clusters Score: Raw -1092155.234497 + Penalty 4378.351441 = -1087776.883056 nChanged 7 SP:Iteration 31Q (21833.250000 sec): 3 clusters Score: Raw -1092156.838330 + Penalty 4378.351441 = -1087778.486890 nChanged 3 SP:Iteration 32Q (21833.280000 sec): 3 clusters Score: Raw -1092157.140232 + Penalty 4378.351441 = -1087778.788792 nChanged 1 SP:Iteration 33Q (21833.310000 sec): 3 clusters Score: Raw -1092157.209705 + Penalty 4378.351441 = -1087778.858264 nChanged 1 SP:Iteration 34Q (21833.330000 sec): 3 clusters Score: Raw -1092157.378436 + Penalty 4378.351441 = -1087779.026996 nChanged 2 SP:Iteration 35Q (21833.350000 sec): 3 clusters Score: Raw -1092157.560001 + Penalty 4378.351441 = -1087779.208561 nChanged 1 SP:Iteration 36Q (21833.380000 sec): 3 clusters Score: Raw -1092157.727823 + Penalty 4378.351441 = -1087779.376382 nChanged 0 SP:Iteration 37F (21833.410000 sec): 3 clusters Score: Raw -1092157.727823 + Penalty 4378.351441 = -1087779.376382 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21833.420000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21833.420000 sec): 3 clusters Score: Raw -122344.727617 + Penalty 3302.373479 = -119042.354139 nChanged 175 SP:Iteration 1F (21833.420000 sec): 3 clusters Score: Raw -122576.062956 + Penalty 3302.373479 = -119273.689478 nChanged 38 SP:Iteration 2Q (21833.430000 sec): 3 clusters Score: Raw -122654.655309 + Penalty 3302.373479 = -119352.281830 nChanged 22 SP:Iteration 3Q (21833.430000 sec): 3 clusters Score: Raw -122701.827425 + Penalty 3302.373479 = -119399.453946 nChanged 15 SP:Iteration 4Q (21833.430000 sec): 3 clusters Score: Raw -122730.375640 + Penalty 3302.373479 = -119428.002162 nChanged 17 SP:Iteration 5Q (21833.430000 sec): 3 clusters Score: Raw -122775.956974 + Penalty 3302.373479 = -119473.583496 nChanged 13 SP:Iteration 6Q (21833.440000 sec): 3 clusters Score: Raw -122802.355074 + Penalty 3302.373479 = -119499.981596 nChanged 7 SP:Iteration 7Q (21833.440000 sec): 3 clusters Score: Raw -122815.270350 + Penalty 3302.373479 = -119512.896871 nChanged 8 SP:Iteration 8Q (21833.440000 sec): 3 clusters Score: Raw -122831.374252 + Penalty 3302.373479 = -119529.000773 nChanged 8 SP:Iteration 9Q (21833.450000 sec): 3 clusters Score: Raw -122843.025478 + Penalty 3302.373479 = -119540.651999 nChanged 5 SP:Iteration 10Q (21833.450000 sec): 3 clusters Score: Raw -122852.659554 + Penalty 3302.373479 = -119550.286075 nChanged 4 SP:Iteration 11Q (21833.450000 sec): 3 clusters Score: Raw -122858.156438 + Penalty 3302.373479 = -119555.782959 nChanged 3 SP:Iteration 12Q (21833.450000 sec): 3 clusters Score: Raw -122863.456993 + Penalty 3302.373479 = -119561.083514 nChanged 3 SP:Iteration 13Q (21833.460000 sec): 3 clusters Score: Raw -122866.859056 + Penalty 3302.373479 = -119564.485577 nChanged 1 SP:Iteration 14Q (21833.460000 sec): 3 clusters Score: Raw -122868.076613 + Penalty 3302.373479 = -119565.703134 nChanged 0 SP:Iteration 15F (21833.470000 sec): 3 clusters Score: Raw -122868.076613 + Penalty 3302.373479 = -119565.703134 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21833.470000 sec): 2 clusters Score: Raw -209615.413550 + Penalty 1775.504392 = -207839.909158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21833.480000 sec): 3 clusters Score: Raw -209261.823352 + Penalty 3551.008785 = -205710.814567 nChanged 369 SP:Iteration 1F (21833.490000 sec): 3 clusters Score: Raw -209623.480090 + Penalty 3551.008785 = -206072.471305 nChanged 96 SP:Iteration 2F (21833.490000 sec): 3 clusters Score: Raw -209727.981586 + Penalty 3551.008785 = -206176.972801 nChanged 54 SP:Iteration 3Q (21833.500000 sec): 3 clusters Score: Raw -209790.991744 + Penalty 3551.008785 = -206239.982960 nChanged 32 SP:Iteration 4Q (21833.500000 sec): 3 clusters Score: Raw -209829.357179 + Penalty 3551.008785 = -206278.348394 nChanged 23 SP:Iteration 5Q (21833.510000 sec): 3 clusters Score: Raw -209857.981047 + Penalty 3551.008785 = -206306.972263 nChanged 14 SP:Iteration 6Q (21833.510000 sec): 3 clusters Score: Raw -209874.562027 + Penalty 3551.008785 = -206323.553243 nChanged 15 SP:Iteration 7Q (21833.520000 sec): 3 clusters Score: Raw -209891.738292 + Penalty 3551.008785 = -206340.729507 nChanged 13 SP:Iteration 8Q (21833.520000 sec): 3 clusters Score: Raw -209904.183436 + Penalty 3551.008785 = -206353.174651 nChanged 7 SP:Iteration 9Q (21833.530000 sec): 3 clusters Score: Raw -209910.677886 + Penalty 3551.008785 = -206359.669102 nChanged 5 SP:Iteration 10Q (21833.530000 sec): 3 clusters Score: Raw -209916.235554 + Penalty 3551.008785 = -206365.226769 nChanged 3 SP:Iteration 11Q (21833.540000 sec): 3 clusters Score: Raw -209917.493611 + Penalty 3551.008785 = -206366.484826 nChanged 2 SP:Iteration 12Q (21833.540000 sec): 3 clusters Score: Raw -209919.259568 + Penalty 3551.008785 = -206368.250783 nChanged 1 SP:Iteration 13Q (21833.550000 sec): 3 clusters Score: Raw -209920.364262 + Penalty 3551.008785 = -206369.355478 nChanged 1 SP:Iteration 14Q (21833.550000 sec): 3 clusters Score: Raw -209921.141247 + Penalty 3551.008785 = -206370.132462 nChanged 0 SP:Iteration 15F (21833.560000 sec): 3 clusters Score: Raw -209921.141247 + Penalty 3551.008785 = -206370.132462 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21833.570000 sec): 2 clusters Score: Raw -104292.457472 + Penalty 1597.749961 = -102694.707511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21833.570000 sec): 3 clusters Score: Raw -104225.424391 + Penalty 3195.499923 = -101029.924469 nChanged 129 SP:Iteration 1F (21833.570000 sec): 3 clusters Score: Raw -104424.550381 + Penalty 3195.499923 = -101229.050458 nChanged 34 SP:Iteration 2F (21833.570000 sec): 3 clusters Score: Raw -104480.833269 + Penalty 3195.499923 = -101285.333346 nChanged 9 SP:Iteration 3Q (21833.580000 sec): 3 clusters Score: Raw -104494.506880 + Penalty 3195.499923 = -101299.006958 nChanged 6 SP:Iteration 4Q (21833.580000 sec): 3 clusters Score: Raw -104502.694417 + Penalty 3195.499923 = -101307.194494 nChanged 2 SP:Iteration 5Q (21833.580000 sec): 3 clusters Score: Raw -104506.060844 + Penalty 3195.499923 = -101310.560921 nChanged 1 SP:Iteration 6Q (21833.580000 sec): 3 clusters Score: Raw -104506.979293 + Penalty 3195.499923 = -101311.479370 nChanged 0 SP:Iteration 7F (21833.590000 sec): 3 clusters Score: Raw -104506.979293 + Penalty 3195.499923 = -101311.479370 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21833.590000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21833.590000 sec): 3 clusters Score: Raw -44508.421667 + Penalty 2975.472535 = -41532.949133 nChanged 85 SP:Iteration 1F (21833.590000 sec): 3 clusters Score: Raw -44696.825903 + Penalty 2975.472535 = -41721.353368 nChanged 25 SP:Iteration 2F (21833.590000 sec): 3 clusters Score: Raw -44768.561954 + Penalty 2975.472535 = -41793.089419 nChanged 15 SP:Iteration 3Q (21833.600000 sec): 3 clusters Score: Raw -44818.309913 + Penalty 2975.472535 = -41842.837378 nChanged 13 SP:Iteration 4Q (21833.600000 sec): 3 clusters Score: Raw -44840.496801 + Penalty 2975.472535 = -41865.024266 nChanged 7 SP:Iteration 5Q (21833.600000 sec): 3 clusters Score: Raw -44891.605533 + Penalty 2975.472535 = -41916.132998 nChanged 5 SP:Iteration 6Q (21833.600000 sec): 3 clusters Score: Raw -44920.833175 + Penalty 2975.472535 = -41945.360640 nChanged 8 SP:Iteration 7Q (21833.600000 sec): 3 clusters Score: Raw -44958.459516 + Penalty 2975.472535 = -41982.986981 nChanged 8 SP:Iteration 8Q (21833.610000 sec): 3 clusters Score: Raw -44995.394220 + Penalty 2975.472535 = -42019.921685 nChanged 8 SP:Iteration 9Q (21833.610000 sec): 3 clusters Score: Raw -45027.383138 + Penalty 2975.472535 = -42051.910604 nChanged 8 SP:Iteration 10Q (21833.610000 sec): 3 clusters Score: Raw -45070.204209 + Penalty 2975.472535 = -42094.731675 nChanged 9 SP:Iteration 11Q (21833.610000 sec): 3 clusters Score: Raw -45118.755409 + Penalty 2975.472535 = -42143.282874 nChanged 8 SP:Iteration 12Q (21833.610000 sec): 3 clusters Score: Raw -45150.484023 + Penalty 2975.472535 = -42175.011488 nChanged 6 SP:Iteration 13Q (21833.610000 sec): 3 clusters Score: Raw -45203.801862 + Penalty 2975.472535 = -42228.329328 nChanged 4 SP:Iteration 14Q (21833.610000 sec): 3 clusters Score: Raw -45225.437084 + Penalty 2975.472535 = -42249.964549 nChanged 5 SP:Iteration 15Q (21833.610000 sec): 3 clusters Score: Raw -45244.276486 + Penalty 2975.472535 = -42268.803951 nChanged 1 SP:Iteration 16Q (21833.610000 sec): 3 clusters Score: Raw -45246.325665 + Penalty 2975.472535 = -42270.853130 nChanged 1 SP:Iteration 17Q (21833.620000 sec): 3 clusters Score: Raw -45255.251853 + Penalty 2975.472535 = -42279.779318 nChanged 1 SP:Iteration 18Q (21833.620000 sec): 3 clusters Score: Raw -45256.687307 + Penalty 2975.472535 = -42281.214772 nChanged 0 SP:Iteration 19F (21833.620000 sec): 3 clusters Score: Raw -45260.491815 + Penalty 2975.472535 = -42285.019281 nChanged 1 SP:Iteration 20F (21833.620000 sec): 3 clusters Score: Raw -45294.091633 + Penalty 2975.472535 = -42318.619098 nChanged 1 SP:Iteration 21Q (21833.620000 sec): 3 clusters Score: Raw -45295.661692 + Penalty 2975.472535 = -42320.189158 nChanged 1 SP:Iteration 22Q (21833.630000 sec): 3 clusters Score: Raw -45296.628399 + Penalty 2975.472535 = -42321.155864 nChanged 0 SP:Iteration 23F (21833.630000 sec): 3 clusters Score: Raw -45296.628399 + Penalty 2975.472535 = -42321.155864 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21833.640000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21833.650000 sec): 3 clusters Score: Raw -279324.740095 + Penalty 3683.568340 = -275641.171756 nChanged 529 SP:Iteration 1F (21833.650000 sec): 3 clusters Score: Raw -279796.149309 + Penalty 3683.568340 = -276112.580969 nChanged 139 SP:Iteration 2F (21833.660000 sec): 3 clusters Score: Raw -279978.900315 + Penalty 3683.568340 = -276295.331975 nChanged 99 SP:Iteration 3F (21833.670000 sec): 3 clusters Score: Raw -280120.671534 + Penalty 3683.568340 = -276437.103194 nChanged 82 SP:Iteration 4Q (21833.670000 sec): 3 clusters Score: Raw -280211.618019 + Penalty 3683.568340 = -276528.049679 nChanged 49 SP:Iteration 5Q (21833.680000 sec): 3 clusters Score: Raw -280263.771579 + Penalty 3683.568340 = -276580.203239 nChanged 38 SP:Iteration 6Q (21833.690000 sec): 3 clusters Score: Raw -280306.380459 + Penalty 3683.568340 = -276622.812120 nChanged 28 SP:Iteration 7Q (21833.690000 sec): 3 clusters Score: Raw -280327.329548 + Penalty 3683.568340 = -276643.761208 nChanged 17 SP:Iteration 8Q (21833.700000 sec): 3 clusters Score: Raw -280341.344697 + Penalty 3683.568340 = -276657.776357 nChanged 10 SP:Iteration 9Q (21833.710000 sec): 3 clusters Score: Raw -280350.487191 + Penalty 3683.568340 = -276666.918851 nChanged 3 SP:Iteration 10Q (21833.710000 sec): 3 clusters Score: Raw -280352.606375 + Penalty 3683.568340 = -276669.038035 nChanged 2 SP:Iteration 11Q (21833.720000 sec): 3 clusters Score: Raw -280353.645600 + Penalty 3683.568340 = -276670.077260 nChanged 1 SP:Iteration 12Q (21833.730000 sec): 3 clusters Score: Raw -280354.161558 + Penalty 3683.568340 = -276670.593218 nChanged 0 SP:Iteration 13F (21833.730000 sec): 3 clusters Score: Raw -280354.161558 + Penalty 3683.568340 = -276670.593218 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21833.740000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21833.740000 sec): 3 clusters Score: Raw -54532.410549 + Penalty 2908.361063 = -51624.049486 nChanged 51 SP:Iteration 1F (21833.740000 sec): 3 clusters Score: Raw -54657.625645 + Penalty 2908.361063 = -51749.264582 nChanged 16 SP:Iteration 2Q (21833.750000 sec): 3 clusters Score: Raw -54724.558151 + Penalty 2908.361063 = -51816.197088 nChanged 8 SP:Iteration 3Q (21833.750000 sec): 3 clusters Score: Raw -54751.157029 + Penalty 2908.361063 = -51842.795966 nChanged 5 SP:Iteration 4Q (21833.750000 sec): 3 clusters Score: Raw -54765.586124 + Penalty 2908.361063 = -51857.225061 nChanged 3 SP:Iteration 5Q (21833.750000 sec): 3 clusters Score: Raw -54773.824836 + Penalty 2908.361063 = -51865.463773 nChanged 2 SP:Iteration 6Q (21833.750000 sec): 3 clusters Score: Raw -54783.400223 + Penalty 2908.361063 = -51875.039160 nChanged 1 SP:Iteration 7Q (21833.750000 sec): 3 clusters Score: Raw -54789.283429 + Penalty 2908.361063 = -51880.922366 nChanged 1 SP:Iteration 8Q (21833.750000 sec): 3 clusters Score: Raw -54798.191772 + Penalty 2908.361063 = -51889.830709 nChanged 0 SP:Iteration 9F (21833.750000 sec): 3 clusters Score: Raw -54798.191772 + Penalty 2908.361063 = -51889.830709 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21833.770000 sec): 2 clusters Score: Raw -531550.690215 + Penalty 2007.708478 = -529542.981737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21833.790000 sec): 3 clusters Score: Raw -530213.116727 + Penalty 4015.416956 = -526197.699771 nChanged 1133 SP:Iteration 1F (21833.800000 sec): 3 clusters Score: Raw -531085.657615 + Penalty 4015.416956 = -527070.240659 nChanged 296 SP:Iteration 2F (21833.810000 sec): 3 clusters Score: Raw -531426.074402 + Penalty 4015.416956 = -527410.657446 nChanged 248 SP:Iteration 3F (21833.830000 sec): 3 clusters Score: Raw -531707.628717 + Penalty 4015.416956 = -527692.211761 nChanged 205 SP:Iteration 4F (21833.840000 sec): 3 clusters Score: Raw -531937.926559 + Penalty 4015.416956 = -527922.509603 nChanged 186 SP:Iteration 5F (21833.850000 sec): 3 clusters Score: Raw -532160.692492 + Penalty 4015.416956 = -528145.275536 nChanged 188 SP:Iteration 6F (21833.860000 sec): 3 clusters Score: Raw -532354.063800 + Penalty 4015.416956 = -528338.646844 nChanged 140 SP:Iteration 7Q (21833.880000 sec): 3 clusters Score: Raw -532487.476344 + Penalty 4015.416956 = -528472.059388 nChanged 111 SP:Iteration 8Q (21833.890000 sec): 3 clusters Score: Raw -532592.464397 + Penalty 4015.416956 = -528577.047441 nChanged 90 SP:Iteration 9Q (21833.900000 sec): 3 clusters Score: Raw -532674.085001 + Penalty 4015.416956 = -528658.668045 nChanged 79 SP:Iteration 10Q (21833.910000 sec): 3 clusters Score: Raw -532746.626016 + Penalty 4015.416956 = -528731.209060 nChanged 67 SP:Iteration 11Q (21833.930000 sec): 3 clusters Score: Raw -532797.906713 + Penalty 4015.416956 = -528782.489757 nChanged 58 SP:Iteration 12Q (21833.940000 sec): 3 clusters Score: Raw -532841.379346 + Penalty 4015.416956 = -528825.962390 nChanged 47 SP:Iteration 13Q (21833.950000 sec): 3 clusters Score: Raw -532876.830497 + Penalty 4015.416956 = -528861.413541 nChanged 40 SP:Iteration 14Q (21833.960000 sec): 3 clusters Score: Raw -532907.551117 + Penalty 4015.416956 = -528892.134162 nChanged 39 SP:Iteration 15Q (21833.970000 sec): 3 clusters Score: Raw -532931.928143 + Penalty 4015.416956 = -528916.511187 nChanged 22 SP:Iteration 16Q (21833.990000 sec): 3 clusters Score: Raw -532943.776889 + Penalty 4015.416956 = -528928.359933 nChanged 15 SP:Iteration 17Q (21834.000000 sec): 3 clusters Score: Raw -532949.580725 + Penalty 4015.416956 = -528934.163769 nChanged 6 SP:Iteration 18Q (21834.010000 sec): 3 clusters Score: Raw -532952.284967 + Penalty 4015.416956 = -528936.868011 nChanged 6 SP:Iteration 19Q (21834.020000 sec): 3 clusters Score: Raw -532954.744816 + Penalty 4015.416956 = -528939.327860 nChanged 5 SP:Iteration 20F (21834.030000 sec): 3 clusters Score: Raw -532957.994635 + Penalty 4015.416956 = -528942.577679 nChanged 9 SP:Iteration 21Q (21834.050000 sec): 3 clusters Score: Raw -532964.706479 + Penalty 4015.416956 = -528949.289524 nChanged 9 SP:Iteration 22Q (21834.060000 sec): 3 clusters Score: Raw -532968.193521 + Penalty 4015.416956 = -528952.776565 nChanged 5 SP:Iteration 23Q (21834.070000 sec): 3 clusters Score: Raw -532971.170675 + Penalty 4015.416956 = -528955.753719 nChanged 6 SP:Iteration 24Q (21834.090000 sec): 3 clusters Score: Raw -532973.893873 + Penalty 4015.416956 = -528958.476918 nChanged 2 SP:Iteration 25Q (21834.100000 sec): 3 clusters Score: Raw -532975.102438 + Penalty 4015.416956 = -528959.685482 nChanged 2 SP:Iteration 26Q (21834.110000 sec): 3 clusters Score: Raw -532976.199384 + Penalty 4015.416956 = -528960.782428 nChanged 2 SP:Iteration 27Q (21834.120000 sec): 3 clusters Score: Raw -532976.777537 + Penalty 4015.416956 = -528961.360581 nChanged 1 SP:Iteration 28Q (21834.130000 sec): 3 clusters Score: Raw -532977.617813 + Penalty 4015.416956 = -528962.200857 nChanged 2 SP:Iteration 29Q (21834.150000 sec): 3 clusters Score: Raw -532978.906954 + Penalty 4015.416956 = -528963.489998 nChanged 0 SP:Iteration 30F (21834.160000 sec): 3 clusters Score: Raw -532978.906954 + Penalty 4015.416956 = -528963.489998 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.170000 sec): 2 clusters Score: Raw -255467.450967 + Penalty 1813.678656 = -253653.772311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.180000 sec): 3 clusters Score: Raw -254984.348459 + Penalty 3627.357312 = -251356.991147 nChanged 438 SP:Iteration 1F (21834.180000 sec): 3 clusters Score: Raw -255336.817784 + Penalty 3627.357312 = -251709.460472 nChanged 115 SP:Iteration 2F (21834.190000 sec): 3 clusters Score: Raw -255455.108061 + Penalty 3627.357312 = -251827.750749 nChanged 54 SP:Iteration 3Q (21834.190000 sec): 3 clusters Score: Raw -255501.809167 + Penalty 3627.357312 = -251874.451855 nChanged 25 SP:Iteration 4Q (21834.200000 sec): 3 clusters Score: Raw -255526.367208 + Penalty 3627.357312 = -251899.009896 nChanged 20 SP:Iteration 5Q (21834.210000 sec): 3 clusters Score: Raw -255547.306552 + Penalty 3627.357312 = -251919.949240 nChanged 15 SP:Iteration 6Q (21834.210000 sec): 3 clusters Score: Raw -255561.157606 + Penalty 3627.357312 = -251933.800294 nChanged 10 SP:Iteration 7Q (21834.220000 sec): 3 clusters Score: Raw -255569.880667 + Penalty 3627.357312 = -251942.523355 nChanged 12 SP:Iteration 8Q (21834.230000 sec): 3 clusters Score: Raw -255577.395538 + Penalty 3627.357312 = -251950.038226 nChanged 9 SP:Iteration 9Q (21834.230000 sec): 3 clusters Score: Raw -255583.203569 + Penalty 3627.357312 = -251955.846257 nChanged 7 SP:Iteration 10Q (21834.230000 sec): 3 clusters Score: Raw -255587.350486 + Penalty 3627.357312 = -251959.993174 nChanged 1 SP:Iteration 11Q (21834.240000 sec): 3 clusters Score: Raw -255587.918954 + Penalty 3627.357312 = -251960.561642 nChanged 0 SP:Iteration 12F (21834.250000 sec): 3 clusters Score: Raw -255587.918954 + Penalty 3627.357312 = -251960.561642 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.260000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.260000 sec): 3 clusters Score: Raw -71695.954073 + Penalty 3100.944326 = -68595.009747 nChanged 106 SP:Iteration 1F (21834.260000 sec): 3 clusters Score: Raw -71915.161871 + Penalty 3100.944326 = -68814.217545 nChanged 38 SP:Iteration 2F (21834.260000 sec): 3 clusters Score: Raw -72009.958322 + Penalty 3100.944326 = -68909.013996 nChanged 24 SP:Iteration 3Q (21834.270000 sec): 3 clusters Score: Raw -72092.338417 + Penalty 3100.944326 = -68991.394091 nChanged 19 SP:Iteration 4Q (21834.270000 sec): 3 clusters Score: Raw -72140.151460 + Penalty 3100.944326 = -69039.207134 nChanged 16 SP:Iteration 5Q (21834.270000 sec): 3 clusters Score: Raw -72177.525625 + Penalty 3100.944326 = -69076.581299 nChanged 16 SP:Iteration 6Q (21834.270000 sec): 3 clusters Score: Raw -72236.303333 + Penalty 3100.944326 = -69135.359007 nChanged 16 SP:Iteration 7Q (21834.270000 sec): 3 clusters Score: Raw -72292.338348 + Penalty 3100.944326 = -69191.394022 nChanged 11 SP:Iteration 8Q (21834.270000 sec): 3 clusters Score: Raw -72342.853240 + Penalty 3100.944326 = -69241.908914 nChanged 13 SP:Iteration 9Q (21834.280000 sec): 3 clusters Score: Raw -72380.612647 + Penalty 3100.944326 = -69279.668321 nChanged 10 SP:Iteration 10Q (21834.280000 sec): 3 clusters Score: Raw -72419.789039 + Penalty 3100.944326 = -69318.844713 nChanged 9 SP:Iteration 11Q (21834.280000 sec): 3 clusters Score: Raw -72458.588023 + Penalty 3100.944326 = -69357.643697 nChanged 6 SP:Iteration 12Q (21834.280000 sec): 3 clusters Score: Raw -72483.986629 + Penalty 3100.944326 = -69383.042303 nChanged 3 SP:Iteration 13Q (21834.280000 sec): 3 clusters Score: Raw -72497.791337 + Penalty 3100.944326 = -69396.847011 nChanged 1 SP:Iteration 14Q (21834.290000 sec): 3 clusters Score: Raw -72499.941664 + Penalty 3100.944326 = -69398.997338 nChanged 0 SP:Iteration 15F (21834.290000 sec): 3 clusters Score: Raw -72511.219707 + Penalty 3100.944326 = -69410.275381 nChanged 4 SP:Iteration 16Q (21834.290000 sec): 3 clusters Score: Raw -72577.478195 + Penalty 3100.944326 = -69476.533869 nChanged 7 SP:Iteration 17Q (21834.290000 sec): 3 clusters Score: Raw -72629.888420 + Penalty 3100.944326 = -69528.944094 nChanged 13 SP:Iteration 18Q (21834.290000 sec): 3 clusters Score: Raw -72721.295089 + Penalty 3100.944326 = -69620.350763 nChanged 11 SP:Iteration 19Q (21834.290000 sec): 3 clusters Score: Raw -72756.371607 + Penalty 3100.944326 = -69655.427281 nChanged 9 SP:Iteration 20F (21834.300000 sec): 3 clusters Score: Raw -72825.131612 + Penalty 3100.944326 = -69724.187286 nChanged 5 SP:Iteration 21Q (21834.300000 sec): 3 clusters Score: Raw -72869.710398 + Penalty 3100.944326 = -69768.766072 nChanged 7 SP:Iteration 22Q (21834.300000 sec): 3 clusters Score: Raw -72923.007888 + Penalty 3100.944326 = -69822.063561 nChanged 4 SP:Iteration 23Q (21834.300000 sec): 3 clusters Score: Raw -72936.059914 + Penalty 3100.944326 = -69835.115588 nChanged 1 SP:Iteration 24Q (21834.300000 sec): 3 clusters Score: Raw -72943.759505 + Penalty 3100.944326 = -69842.815179 nChanged 3 SP:Iteration 25Q (21834.310000 sec): 3 clusters Score: Raw -72951.840036 + Penalty 3100.944326 = -69850.895710 nChanged 0 SP:Iteration 26F (21834.310000 sec): 3 clusters Score: Raw -72951.840036 + Penalty 3100.944326 = -69850.895710 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.310000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.310000 sec): 3 clusters Score: Raw -85056.716057 + Penalty 3102.852021 = -81953.864037 nChanged 104 SP:Iteration 1F (21834.320000 sec): 3 clusters Score: Raw -85244.207090 + Penalty 3102.852021 = -82141.355069 nChanged 23 SP:Iteration 2Q (21834.320000 sec): 3 clusters Score: Raw -85294.212707 + Penalty 3102.852021 = -82191.360687 nChanged 13 SP:Iteration 3Q (21834.320000 sec): 3 clusters Score: Raw -85338.916993 + Penalty 3102.852021 = -82236.064973 nChanged 7 SP:Iteration 4Q (21834.320000 sec): 3 clusters Score: Raw -85352.423369 + Penalty 3102.852021 = -82249.571349 nChanged 4 SP:Iteration 5Q (21834.330000 sec): 3 clusters Score: Raw -85357.566241 + Penalty 3102.852021 = -82254.714220 nChanged 6 SP:Iteration 6Q (21834.330000 sec): 3 clusters Score: Raw -85368.848449 + Penalty 3102.852021 = -82265.996428 nChanged 7 SP:Iteration 7Q (21834.330000 sec): 3 clusters Score: Raw -85393.596977 + Penalty 3102.852021 = -82290.744956 nChanged 10 SP:Iteration 8Q (21834.330000 sec): 3 clusters Score: Raw -85407.897279 + Penalty 3102.852021 = -82305.045259 nChanged 4 SP:Iteration 9Q (21834.330000 sec): 3 clusters Score: Raw -85412.638293 + Penalty 3102.852021 = -82309.786272 nChanged 2 SP:Iteration 10Q (21834.330000 sec): 3 clusters Score: Raw -85427.996642 + Penalty 3102.852021 = -82325.144621 nChanged 3 SP:Iteration 11Q (21834.340000 sec): 3 clusters Score: Raw -85434.108393 + Penalty 3102.852021 = -82331.256372 nChanged 3 SP:Iteration 12Q (21834.340000 sec): 3 clusters Score: Raw -85440.221309 + Penalty 3102.852021 = -82337.369289 nChanged 3 SP:Iteration 13Q (21834.340000 sec): 3 clusters Score: Raw -85451.684175 + Penalty 3102.852021 = -82348.832154 nChanged 4 SP:Iteration 14Q (21834.340000 sec): 3 clusters Score: Raw -85465.255412 + Penalty 3102.852021 = -82362.403391 nChanged 4 SP:Iteration 15Q (21834.340000 sec): 3 clusters Score: Raw -85486.960229 + Penalty 3102.852021 = -82384.108208 nChanged 5 SP:Iteration 16Q (21834.350000 sec): 3 clusters Score: Raw -85510.246224 + Penalty 3102.852021 = -82407.394203 nChanged 9 SP:Iteration 17Q (21834.350000 sec): 3 clusters Score: Raw -85544.696536 + Penalty 3102.852021 = -82441.844515 nChanged 4 SP:Iteration 18Q (21834.350000 sec): 3 clusters Score: Raw -85552.304590 + Penalty 3102.852021 = -82449.452569 nChanged 1 SP:Iteration 19Q (21834.350000 sec): 3 clusters Score: Raw -85553.389358 + Penalty 3102.852021 = -82450.537337 nChanged 0 SP:Iteration 20F (21834.350000 sec): 3 clusters Score: Raw -85553.389358 + Penalty 3102.852021 = -82450.537337 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.360000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.360000 sec): 3 clusters Score: Raw -54126.719189 + Penalty 2880.838675 = -51245.880514 nChanged 59 SP:Iteration 1F (21834.370000 sec): 3 clusters Score: Raw -54300.128407 + Penalty 2880.838675 = -51419.289732 nChanged 9 SP:Iteration 2Q (21834.370000 sec): 3 clusters Score: Raw -54348.495308 + Penalty 2880.838675 = -51467.656633 nChanged 7 SP:Iteration 3Q (21834.370000 sec): 3 clusters Score: Raw -54381.323625 + Penalty 2880.838675 = -51500.484950 nChanged 4 SP:Iteration 4Q (21834.370000 sec): 3 clusters Score: Raw -54408.323973 + Penalty 2880.838675 = -51527.485298 nChanged 5 SP:Iteration 5Q (21834.370000 sec): 3 clusters Score: Raw -54433.782426 + Penalty 2880.838675 = -51552.943751 nChanged 1 SP:Iteration 6Q (21834.370000 sec): 3 clusters Score: Raw -54438.642250 + Penalty 2880.838675 = -51557.803575 nChanged 1 SP:Iteration 7Q (21834.370000 sec): 3 clusters Score: Raw -54441.746746 + Penalty 2880.838675 = -51560.908071 nChanged 0 SP:Iteration 8F (21834.370000 sec): 3 clusters Score: Raw -54441.746746 + Penalty 2880.838675 = -51560.908071 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.380000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.390000 sec): 3 clusters Score: Raw -89501.390284 + Penalty 3143.942663 = -86357.447621 nChanged 106 SP:Iteration 1F (21834.390000 sec): 3 clusters Score: Raw -89704.257160 + Penalty 3143.942663 = -86560.314497 nChanged 34 SP:Iteration 2F (21834.390000 sec): 3 clusters Score: Raw -89871.319780 + Penalty 3143.942663 = -86727.377118 nChanged 35 SP:Iteration 3F (21834.390000 sec): 3 clusters Score: Raw -90080.723110 + Penalty 3143.942663 = -86936.780447 nChanged 20 SP:Iteration 4Q (21834.390000 sec): 3 clusters Score: Raw -90137.148467 + Penalty 3143.942663 = -86993.205804 nChanged 13 SP:Iteration 5Q (21834.400000 sec): 3 clusters Score: Raw -90165.983121 + Penalty 3143.942663 = -87022.040458 nChanged 8 SP:Iteration 6Q (21834.400000 sec): 3 clusters Score: Raw -90182.738947 + Penalty 3143.942663 = -87038.796284 nChanged 4 SP:Iteration 7Q (21834.400000 sec): 3 clusters Score: Raw -90191.752219 + Penalty 3143.942663 = -87047.809556 nChanged 3 SP:Iteration 8Q (21834.400000 sec): 3 clusters Score: Raw -90201.092706 + Penalty 3143.942663 = -87057.150043 nChanged 3 SP:Iteration 9Q (21834.410000 sec): 3 clusters Score: Raw -90209.655865 + Penalty 3143.942663 = -87065.713202 nChanged 1 SP:Iteration 10Q (21834.410000 sec): 3 clusters Score: Raw -90211.927817 + Penalty 3143.942663 = -87067.985154 nChanged 0 SP:Iteration 11F (21834.410000 sec): 3 clusters Score: Raw -90211.927817 + Penalty 3143.942663 = -87067.985154 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.420000 sec): 2 clusters Score: Raw -180217.034938 + Penalty 1736.308914 = -178480.726023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.430000 sec): 3 clusters Score: Raw -179947.405104 + Penalty 3472.617829 = -176474.787275 nChanged 281 SP:Iteration 1F (21834.430000 sec): 3 clusters Score: Raw -180195.862006 + Penalty 3472.617829 = -176723.244177 nChanged 67 SP:Iteration 2F (21834.430000 sec): 3 clusters Score: Raw -180287.912274 + Penalty 3472.617829 = -176815.294446 nChanged 50 SP:Iteration 3Q (21834.440000 sec): 3 clusters Score: Raw -180364.555927 + Penalty 3472.617829 = -176891.938099 nChanged 43 SP:Iteration 4Q (21834.440000 sec): 3 clusters Score: Raw -180419.157294 + Penalty 3472.617829 = -176946.539465 nChanged 30 SP:Iteration 5Q (21834.450000 sec): 3 clusters Score: Raw -180461.686651 + Penalty 3472.617829 = -176989.068823 nChanged 24 SP:Iteration 6Q (21834.450000 sec): 3 clusters Score: Raw -180499.708849 + Penalty 3472.617829 = -177027.091020 nChanged 28 SP:Iteration 7Q (21834.450000 sec): 3 clusters Score: Raw -180540.342645 + Penalty 3472.617829 = -177067.724816 nChanged 25 SP:Iteration 8Q (21834.460000 sec): 3 clusters Score: Raw -180576.601600 + Penalty 3472.617829 = -177103.983772 nChanged 27 SP:Iteration 9Q (21834.460000 sec): 3 clusters Score: Raw -180614.720505 + Penalty 3472.617829 = -177142.102677 nChanged 24 SP:Iteration 10Q (21834.470000 sec): 3 clusters Score: Raw -180651.866806 + Penalty 3472.617829 = -177179.248977 nChanged 26 SP:Iteration 11Q (21834.470000 sec): 3 clusters Score: Raw -180696.868122 + Penalty 3472.617829 = -177224.250293 nChanged 20 SP:Iteration 12Q (21834.480000 sec): 3 clusters Score: Raw -180725.372510 + Penalty 3472.617829 = -177252.754682 nChanged 11 SP:Iteration 13Q (21834.490000 sec): 3 clusters Score: Raw -180740.635059 + Penalty 3472.617829 = -177268.017230 nChanged 9 SP:Iteration 14Q (21834.490000 sec): 3 clusters Score: Raw -180752.381232 + Penalty 3472.617829 = -177279.763403 nChanged 9 SP:Iteration 15Q (21834.500000 sec): 3 clusters Score: Raw -180769.911698 + Penalty 3472.617829 = -177297.293869 nChanged 5 SP:Iteration 16Q (21834.500000 sec): 3 clusters Score: Raw -180778.126359 + Penalty 3472.617829 = -177305.508531 nChanged 2 SP:Iteration 17Q (21834.500000 sec): 3 clusters Score: Raw -180779.959524 + Penalty 3472.617829 = -177307.341695 nChanged 1 SP:Iteration 18Q (21834.510000 sec): 3 clusters Score: Raw -180780.422193 + Penalty 3472.617829 = -177307.804365 nChanged 1 SP:Iteration 19Q (21834.510000 sec): 3 clusters Score: Raw -180781.276385 + Penalty 3472.617829 = -177308.658557 nChanged 0 SP:Iteration 20F (21834.520000 sec): 3 clusters Score: Raw -180781.276385 + Penalty 3472.617829 = -177308.658557 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.520000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.520000 sec): 3 clusters Score: Raw -29290.739138 + Penalty 2630.439234 = -26660.299903 nChanged 24 SP:Iteration 1F (21834.520000 sec): 3 clusters Score: Raw -29415.574624 + Penalty 2630.439234 = -26785.135390 nChanged 6 SP:Iteration 2Q (21834.530000 sec): 3 clusters Score: Raw -29447.295515 + Penalty 2630.439234 = -26816.856280 nChanged 4 SP:Iteration 3Q (21834.530000 sec): 3 clusters Score: Raw -29466.430649 + Penalty 2630.439234 = -26835.991415 nChanged 2 SP:Iteration 4Q (21834.530000 sec): 3 clusters Score: Raw -29500.614370 + Penalty 2630.439234 = -26870.175136 nChanged 2 SP:Iteration 5Q (21834.530000 sec): 3 clusters Score: Raw -29540.778870 + Penalty 2630.439234 = -26910.339636 nChanged 2 SP:Iteration 6Q (21834.530000 sec): 3 clusters Score: Raw -29549.851864 + Penalty 2630.439234 = -26919.412629 nChanged 2 SP:Iteration 7Q (21834.530000 sec): 3 clusters Score: Raw -29584.692903 + Penalty 2630.439234 = -26954.253669 nChanged 3 SP:Iteration 8Q (21834.530000 sec): 3 clusters Score: Raw -29632.656185 + Penalty 2630.439234 = -27002.216951 nChanged 1 SP:Iteration 9Q (21834.530000 sec): 3 clusters Score: Raw -29645.849869 + Penalty 2630.439234 = -27015.410634 nChanged 0 SP:Iteration 10F (21834.530000 sec): 3 clusters Score: Raw -29645.849869 + Penalty 2630.439234 = -27015.410634 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.540000 sec): 2 clusters Score: Raw -117261.628257 + Penalty 1645.062971 = -115616.565285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.540000 sec): 3 clusters Score: Raw -117145.826657 + Penalty 3290.125943 = -113855.700714 nChanged 169 SP:Iteration 1F (21834.550000 sec): 3 clusters Score: Raw -117424.988347 + Penalty 3290.125943 = -114134.862404 nChanged 41 SP:Iteration 2F (21834.550000 sec): 3 clusters Score: Raw -117516.783875 + Penalty 3290.125943 = -114226.657932 nChanged 33 SP:Iteration 3Q (21834.560000 sec): 3 clusters Score: Raw -117598.047605 + Penalty 3290.125943 = -114307.921662 nChanged 18 SP:Iteration 4Q (21834.560000 sec): 3 clusters Score: Raw -117653.477283 + Penalty 3290.125943 = -114363.351340 nChanged 17 SP:Iteration 5Q (21834.560000 sec): 3 clusters Score: Raw -117699.084158 + Penalty 3290.125943 = -114408.958215 nChanged 12 SP:Iteration 6Q (21834.560000 sec): 3 clusters Score: Raw -117724.356777 + Penalty 3290.125943 = -114434.230834 nChanged 10 SP:Iteration 7Q (21834.560000 sec): 3 clusters Score: Raw -117748.052323 + Penalty 3290.125943 = -114457.926380 nChanged 10 SP:Iteration 8Q (21834.570000 sec): 3 clusters Score: Raw -117775.662235 + Penalty 3290.125943 = -114485.536292 nChanged 12 SP:Iteration 9Q (21834.570000 sec): 3 clusters Score: Raw -117809.149666 + Penalty 3290.125943 = -114519.023723 nChanged 14 SP:Iteration 10Q (21834.580000 sec): 3 clusters Score: Raw -117886.001471 + Penalty 3290.125943 = -114595.875528 nChanged 22 SP:Iteration 11Q (21834.580000 sec): 3 clusters Score: Raw -117986.865440 + Penalty 3290.125943 = -114696.739497 nChanged 30 SP:Iteration 12Q (21834.580000 sec): 3 clusters Score: Raw -118113.861046 + Penalty 3290.125943 = -114823.735103 nChanged 16 SP:Iteration 13Q (21834.580000 sec): 3 clusters Score: Raw -118222.560214 + Penalty 3290.125943 = -114932.434272 nChanged 14 SP:Iteration 14Q (21834.580000 sec): 3 clusters Score: Raw -118254.595048 + Penalty 3290.125943 = -114964.469105 nChanged 11 SP:Iteration 15Q (21834.590000 sec): 3 clusters Score: Raw -118274.761332 + Penalty 3290.125943 = -114984.635389 nChanged 7 SP:Iteration 16Q (21834.590000 sec): 3 clusters Score: Raw -118286.762379 + Penalty 3290.125943 = -114996.636436 nChanged 4 SP:Iteration 17Q (21834.590000 sec): 3 clusters Score: Raw -118295.892317 + Penalty 3290.125943 = -115005.766375 nChanged 1 SP:Iteration 18Q (21834.600000 sec): 3 clusters Score: Raw -118297.986267 + Penalty 3290.125943 = -115007.860324 nChanged 2 SP:Iteration 19Q (21834.600000 sec): 3 clusters Score: Raw -118301.482929 + Penalty 3290.125943 = -115011.356986 nChanged 0 SP:Iteration 20F (21834.600000 sec): 3 clusters Score: Raw -118301.482929 + Penalty 3290.125943 = -115011.356986 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.610000 sec): 2 clusters Score: Raw -127866.722988 + Penalty 1649.269204 = -126217.453784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.610000 sec): 3 clusters Score: Raw -127759.237516 + Penalty 3298.538408 = -124460.699108 nChanged 160 SP:Iteration 1F (21834.620000 sec): 3 clusters Score: Raw -127962.848321 + Penalty 3298.538408 = -124664.309913 nChanged 44 SP:Iteration 2F (21834.620000 sec): 3 clusters Score: Raw -128029.274410 + Penalty 3298.538408 = -124730.736002 nChanged 15 SP:Iteration 3Q (21834.620000 sec): 3 clusters Score: Raw -128061.226045 + Penalty 3298.538408 = -124762.687637 nChanged 13 SP:Iteration 4Q (21834.630000 sec): 3 clusters Score: Raw -128093.603442 + Penalty 3298.538408 = -124795.065034 nChanged 9 SP:Iteration 5Q (21834.630000 sec): 3 clusters Score: Raw -128110.432007 + Penalty 3298.538408 = -124811.893599 nChanged 6 SP:Iteration 6Q (21834.630000 sec): 3 clusters Score: Raw -128120.086817 + Penalty 3298.538408 = -124821.548409 nChanged 3 SP:Iteration 7Q (21834.640000 sec): 3 clusters Score: Raw -128123.679137 + Penalty 3298.538408 = -124825.140729 nChanged 3 SP:Iteration 8Q (21834.640000 sec): 3 clusters Score: Raw -128127.693013 + Penalty 3298.538408 = -124829.154605 nChanged 6 SP:Iteration 9Q (21834.640000 sec): 3 clusters Score: Raw -128136.219602 + Penalty 3298.538408 = -124837.681194 nChanged 3 SP:Iteration 10Q (21834.640000 sec): 3 clusters Score: Raw -128140.289839 + Penalty 3298.538408 = -124841.751431 nChanged 1 SP:Iteration 11Q (21834.650000 sec): 3 clusters Score: Raw -128142.119617 + Penalty 3298.538408 = -124843.581209 nChanged 2 SP:Iteration 12Q (21834.650000 sec): 3 clusters Score: Raw -128149.630743 + Penalty 3298.538408 = -124851.092335 nChanged 4 SP:Iteration 13Q (21834.650000 sec): 3 clusters Score: Raw -128160.459502 + Penalty 3298.538408 = -124861.921093 nChanged 4 SP:Iteration 14Q (21834.660000 sec): 3 clusters Score: Raw -128170.639893 + Penalty 3298.538408 = -124872.101485 nChanged 5 SP:Iteration 15Q (21834.660000 sec): 3 clusters Score: Raw -128179.911119 + Penalty 3298.538408 = -124881.372711 nChanged 2 SP:Iteration 16Q (21834.660000 sec): 3 clusters Score: Raw -128188.920685 + Penalty 3298.538408 = -124890.382277 nChanged 2 SP:Iteration 17Q (21834.660000 sec): 3 clusters Score: Raw -128196.639641 + Penalty 3298.538408 = -124898.101233 nChanged 6 SP:Iteration 18Q (21834.670000 sec): 3 clusters Score: Raw -128207.795050 + Penalty 3298.538408 = -124909.256641 nChanged 7 SP:Iteration 19Q (21834.670000 sec): 3 clusters Score: Raw -128215.203098 + Penalty 3298.538408 = -124916.664690 nChanged 3 SP:Iteration 20F (21834.680000 sec): 3 clusters Score: Raw -128219.682840 + Penalty 3298.538408 = -124921.144432 nChanged 3 SP:Iteration 21Q (21834.680000 sec): 3 clusters Score: Raw -128228.075360 + Penalty 3298.538408 = -124929.536952 nChanged 1 SP:Iteration 22Q (21834.680000 sec): 3 clusters Score: Raw -128228.712230 + Penalty 3298.538408 = -124930.173822 nChanged 2 SP:Iteration 23Q (21834.680000 sec): 3 clusters Score: Raw -128231.527872 + Penalty 3298.538408 = -124932.989464 nChanged 0 SP:Iteration 24F (21834.680000 sec): 3 clusters Score: Raw -128231.527872 + Penalty 3298.538408 = -124932.989464 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.690000 sec): 2 clusters Score: Raw -33831.535855 + Penalty 1345.387604 = -32486.148251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.700000 sec): 3 clusters Score: Raw -34236.210658 + Penalty 2690.775209 = -31545.435449 nChanged 32 SP:Iteration 1F (21834.700000 sec): 3 clusters Score: Raw -34353.399313 + Penalty 2690.775209 = -31662.624104 nChanged 9 SP:Iteration 2Q (21834.700000 sec): 3 clusters Score: Raw -34387.676131 + Penalty 2690.775209 = -31696.900922 nChanged 3 SP:Iteration 3Q (21834.700000 sec): 3 clusters Score: Raw -34398.668361 + Penalty 2690.775209 = -31707.893152 nChanged 0 SP:Iteration 4F (21834.700000 sec): 3 clusters Score: Raw -34398.668361 + Penalty 2690.775209 = -31707.893152 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.710000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.710000 sec): 3 clusters Score: Raw -23286.790088 + Penalty 2817.365614 = -20469.424474 nChanged 59 SP:Iteration 1F (21834.710000 sec): 3 clusters Score: Raw -23568.721203 + Penalty 2817.365614 = -20751.355589 nChanged 19 SP:Iteration 2F (21834.710000 sec): 3 clusters Score: Raw -23633.528937 + Penalty 2817.365614 = -20816.163323 nChanged 4 SP:Iteration 3Q (21834.710000 sec): 3 clusters Score: Raw -23654.521816 + Penalty 2817.365614 = -20837.156202 nChanged 3 SP:Iteration 4Q (21834.710000 sec): 3 clusters Score: Raw -23692.927507 + Penalty 2817.365614 = -20875.561893 nChanged 7 SP:Iteration 5Q (21834.720000 sec): 3 clusters Score: Raw -23762.541376 + Penalty 2817.365614 = -20945.175762 nChanged 7 SP:Iteration 6Q (21834.720000 sec): 3 clusters Score: Raw -23807.090993 + Penalty 2817.365614 = -20989.725379 nChanged 4 SP:Iteration 7Q (21834.720000 sec): 3 clusters Score: Raw -23835.132742 + Penalty 2817.365614 = -21017.767128 nChanged 1 SP:Iteration 8Q (21834.720000 sec): 3 clusters Score: Raw -23835.617780 + Penalty 2817.365614 = -21018.252166 nChanged 0 SP:Iteration 9F (21834.720000 sec): 3 clusters Score: Raw -23835.617780 + Penalty 2817.365614 = -21018.252166 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.730000 sec): 2 clusters Score: Raw -50655.830947 + Penalty 1454.884078 = -49200.946869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.730000 sec): 3 clusters Score: Raw -50916.475481 + Penalty 2909.768156 = -48006.707325 nChanged 63 SP:Iteration 1F (21834.730000 sec): 3 clusters Score: Raw -51109.831503 + Penalty 2909.768156 = -48200.063346 nChanged 13 SP:Iteration 2Q (21834.730000 sec): 3 clusters Score: Raw -51171.601508 + Penalty 2909.768156 = -48261.833352 nChanged 8 SP:Iteration 3Q (21834.730000 sec): 3 clusters Score: Raw -51204.073102 + Penalty 2909.768156 = -48294.304946 nChanged 4 SP:Iteration 4Q (21834.730000 sec): 3 clusters Score: Raw -51206.576064 + Penalty 2909.768156 = -48296.807908 nChanged 1 SP:Iteration 5Q (21834.740000 sec): 3 clusters Score: Raw -51208.972453 + Penalty 2909.768156 = -48299.204296 nChanged 0 SP:Iteration 6F (21834.740000 sec): 3 clusters Score: Raw -51208.972453 + Penalty 2909.768156 = -48299.204296 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.740000 sec): 2 clusters Score: Raw -77020.025600 + Penalty 1532.644130 = -75487.381470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.750000 sec): 3 clusters Score: Raw -77099.761663 + Penalty 3065.288260 = -74034.473403 nChanged 92 SP:Iteration 1F (21834.750000 sec): 3 clusters Score: Raw -77287.325267 + Penalty 3065.288260 = -74222.037007 nChanged 22 SP:Iteration 2Q (21834.750000 sec): 3 clusters Score: Raw -77335.645982 + Penalty 3065.288260 = -74270.357721 nChanged 16 SP:Iteration 3Q (21834.750000 sec): 3 clusters Score: Raw -77375.845710 + Penalty 3065.288260 = -74310.557449 nChanged 5 SP:Iteration 4Q (21834.760000 sec): 3 clusters Score: Raw -77384.368892 + Penalty 3065.288260 = -74319.080632 nChanged 1 SP:Iteration 5Q (21834.760000 sec): 3 clusters Score: Raw -77385.563294 + Penalty 3065.288260 = -74320.275033 nChanged 0 SP:Iteration 6F (21834.760000 sec): 3 clusters Score: Raw -77385.563294 + Penalty 3065.288260 = -74320.275033 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.770000 sec): 2 clusters Score: Raw -44328.437618 + Penalty 1456.982821 = -42871.454797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.770000 sec): 3 clusters Score: Raw -44860.241512 + Penalty 2913.965643 = -41946.275870 nChanged 99 SP:Iteration 1F (21834.770000 sec): 3 clusters Score: Raw -45310.273577 + Penalty 2913.965643 = -42396.307935 nChanged 35 SP:Iteration 2F (21834.770000 sec): 3 clusters Score: Raw -45499.888451 + Penalty 2913.965643 = -42585.922809 nChanged 10 SP:Iteration 3Q (21834.770000 sec): 3 clusters Score: Raw -45561.754205 + Penalty 2913.965643 = -42647.788563 nChanged 2 SP:Iteration 4Q (21834.780000 sec): 3 clusters Score: Raw -45602.181086 + Penalty 2913.965643 = -42688.215444 nChanged 1 SP:Iteration 5Q (21834.780000 sec): 3 clusters Score: Raw -45604.553226 + Penalty 2913.965643 = -42690.587584 nChanged 0 SP:Iteration 6F (21834.780000 sec): 3 clusters Score: Raw -45604.553226 + Penalty 2913.965643 = -42690.587584 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.780000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.780000 sec): 3 clusters Score: Raw -33290.584981 + Penalty 2659.200914 = -30631.384067 nChanged 19 SP:Iteration 1F (21834.790000 sec): 3 clusters Score: Raw -33377.719088 + Penalty 2659.200914 = -30718.518174 nChanged 6 SP:Iteration 2Q (21834.790000 sec): 3 clusters Score: Raw -33405.260854 + Penalty 2659.200914 = -30746.059940 nChanged 1 SP:Iteration 3Q (21834.790000 sec): 3 clusters Score: Raw -33414.611759 + Penalty 2659.200914 = -30755.410844 nChanged 1 SP:Iteration 4Q (21834.790000 sec): 3 clusters Score: Raw -33418.351224 + Penalty 2659.200914 = -30759.150310 nChanged 0 SP:Iteration 5F (21834.790000 sec): 3 clusters Score: Raw -33418.351224 + Penalty 2659.200914 = -30759.150310 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.800000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.800000 sec): 3 clusters Score: Raw -41273.714321 + Penalty 2911.171269 = -38362.543052 nChanged 71 SP:Iteration 1F (21834.800000 sec): 3 clusters Score: Raw -41464.872441 + Penalty 2911.171269 = -38553.701172 nChanged 16 SP:Iteration 2Q (21834.800000 sec): 3 clusters Score: Raw -41516.709153 + Penalty 2911.171269 = -38605.537884 nChanged 4 SP:Iteration 3Q (21834.800000 sec): 3 clusters Score: Raw -41527.255999 + Penalty 2911.171269 = -38616.084730 nChanged 5 SP:Iteration 4Q (21834.800000 sec): 3 clusters Score: Raw -41549.413222 + Penalty 2911.171269 = -38638.241953 nChanged 5 SP:Iteration 5Q (21834.810000 sec): 3 clusters Score: Raw -41558.329660 + Penalty 2911.171269 = -38647.158391 nChanged 2 SP:Iteration 6Q (21834.810000 sec): 3 clusters Score: Raw -41562.748742 + Penalty 2911.171269 = -38651.577473 nChanged 0 SP:Iteration 7F (21834.810000 sec): 3 clusters Score: Raw -41562.748742 + Penalty 2911.171269 = -38651.577473 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (21834.820000 sec): 2 clusters Score: Raw -34630.336358 + Penalty 1360.229640 = -33270.106718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (21834.820000 sec): 3 clusters Score: Raw -34824.863269 + Penalty 2720.459279 = -32104.403990 nChanged 17 SP:Iteration 1F (21834.820000 sec): 3 clusters Score: Raw -34896.386083 + Penalty 2720.459279 = -32175.926804 nChanged 6 SP:Iteration 2Q (21834.820000 sec): 3 clusters Score: Raw -34918.382012 + Penalty 2720.459279 = -32197.922733 nChanged 4 SP:Iteration 3Q (21834.820000 sec): 3 clusters Score: Raw -34938.533543 + Penalty 2720.459279 = -32218.074264 nChanged 1 SP:Iteration 4Q (21834.820000 sec): 3 clusters Score: Raw -34945.580835 + Penalty 2720.459279 = -32225.121556 nChanged 1 SP:Iteration 5Q (21834.820000 sec): 3 clusters Score: Raw -34948.678891 + Penalty 2720.459279 = -32228.219612 nChanged 1 SP:Iteration 6Q (21834.820000 sec): 3 clusters Score: Raw -34950.076739 + Penalty 2720.459279 = -32229.617460 nChanged 0 SP:Iteration 7F (21834.820000 sec): 3 clusters Score: Raw -34950.076739 + Penalty 2720.459279 = -32229.617460 nChanged 0 Iteration 379Q (21875.640000 sec): 62 clusters Score: Raw -378642191.274296 + Penalty 220827.917169 = -378421363.357127 nChanged 587 Iteration 380F (22068.900000 sec): 62 clusters Score: Raw -378642214.743830 + Penalty 220827.917169 = -378421386.826661 nChanged 597 Iteration 381Q (22109.910000 sec): 62 clusters Score: Raw -378642279.324098 + Penalty 220827.917169 = -378421451.406930 nChanged 573 Iteration 382Q (22150.920000 sec): 62 clusters Score: Raw -378642298.168234 + Penalty 220827.917169 = -378421470.251066 nChanged 551 Iteration 383Q (22191.910000 sec): 62 clusters Score: Raw -378642317.803813 + Penalty 220827.917169 = -378421489.886644 nChanged 555 Iteration 384Q (22232.900000 sec): 62 clusters Score: Raw -378642338.477292 + Penalty 220827.917169 = -378421510.560123 nChanged 547 Iteration 385Q (22273.760000 sec): 62 clusters Score: Raw -378642353.861044 + Penalty 220827.917169 = -378421525.943876 nChanged 440 Iteration 386Q (22314.550000 sec): 62 clusters Score: Raw -378642367.375540 + Penalty 220827.917169 = -378421539.458371 nChanged 442 Iteration 387Q (22355.330000 sec): 62 clusters Score: Raw -378642381.594713 + Penalty 220827.917169 = -378421553.677545 nChanged 394 Iteration 388Q (22396.120000 sec): 62 clusters Score: Raw -378642394.970980 + Penalty 220827.917169 = -378421567.053811 nChanged 370 Iteration 389Q (22436.880000 sec): 62 clusters Score: Raw -378642408.820179 + Penalty 220827.917169 = -378421580.903011 nChanged 410 Iteration 390Q (22477.620000 sec): 62 clusters Score: Raw -378642422.193640 + Penalty 220827.917169 = -378421594.276471 nChanged 395 Iteration 391Q (22518.370000 sec): 62 clusters Score: Raw -378642436.360426 + Penalty 220827.917169 = -378421608.443257 nChanged 406 Iteration 392Q (22559.130000 sec): 62 clusters Score: Raw -378642449.033336 + Penalty 220827.917169 = -378421621.116168 nChanged 380 Iteration 393Q (22599.860000 sec): 62 clusters Score: Raw -378642459.981828 + Penalty 220827.917169 = -378421632.064659 nChanged 360 Iteration 394Q (22640.600000 sec): 62 clusters Score: Raw -378642470.729998 + Penalty 220827.917169 = -378421642.812829 nChanged 397 Iteration 395Q (22681.330000 sec): 62 clusters Score: Raw -378642484.025173 + Penalty 220827.917169 = -378421656.108005 nChanged 417 Iteration 396Q (22722.000000 sec): 62 clusters Score: Raw -378642497.679088 + Penalty 220827.917169 = -378421669.761919 nChanged 388 Iteration 397Q (22762.660000 sec): 62 clusters Score: Raw -378642509.729116 + Penalty 220827.917169 = -378421681.811948 nChanged 423 Iteration 398Q (22803.330000 sec): 62 clusters Score: Raw -378642522.547461 + Penalty 220827.917169 = -378421694.630293 nChanged 421 Iteration 399Q (22844.000000 sec): 62 clusters Score: Raw -378642535.419387 + Penalty 220827.917169 = -378421707.502219 nChanged 441 Iteration 400F (23036.710000 sec): 62 clusters Score: Raw -378642652.551761 + Penalty 220827.917169 = -378421824.634592 nChanged 458 Iteration 401Q (23077.660000 sec): 62 clusters Score: Raw -378642932.859526 + Penalty 220827.917169 = -378422104.942358 nChanged 451 Iteration 402Q (23118.600000 sec): 62 clusters Score: Raw -378642956.662150 + Penalty 220827.917169 = -378422128.744981 nChanged 427 Iteration 403Q (23159.390000 sec): 62 clusters Score: Raw -378642967.464055 + Penalty 220827.917169 = -378422139.546887 nChanged 375 Iteration 404Q (23200.130000 sec): 62 clusters Score: Raw -378642979.837094 + Penalty 220827.917169 = -378422151.919926 nChanged 403 Iteration 405Q (23240.860000 sec): 62 clusters Score: Raw -378642990.472196 + Penalty 220827.917169 = -378422162.555028 nChanged 365 Iteration 406Q (23281.590000 sec): 62 clusters Score: Raw -378642999.550123 + Penalty 220827.917169 = -378422171.632954 nChanged 341 Iteration 407Q (23322.330000 sec): 62 clusters Score: Raw -378643007.235081 + Penalty 220827.917169 = -378422179.317912 nChanged 362 Iteration 408Q (23363.060000 sec): 62 clusters Score: Raw -378643016.007180 + Penalty 220827.917169 = -378422188.090011 nChanged 330 Iteration 409Q (23403.780000 sec): 62 clusters Score: Raw -378643022.605143 + Penalty 220827.917169 = -378422194.687975 nChanged 315 Iteration 410Q (23444.490000 sec): 62 clusters Score: Raw -378643030.087789 + Penalty 220827.917169 = -378422202.170620 nChanged 305 Iteration 411Q (23485.210000 sec): 62 clusters Score: Raw -378643037.340544 + Penalty 220827.917169 = -378422209.423375 nChanged 304 Iteration 412Q (23525.930000 sec): 62 clusters Score: Raw -378643045.703830 + Penalty 220827.917169 = -378422217.786661 nChanged 299 Iteration 413Q (23566.640000 sec): 62 clusters Score: Raw -378643054.939067 + Penalty 220827.917169 = -378422227.021898 nChanged 296 Iteration 414Q (23607.350000 sec): 62 clusters Score: Raw -378643062.929097 + Penalty 220827.917169 = -378422235.011928 nChanged 262 Iteration 415Q (23648.050000 sec): 62 clusters Score: Raw -378643069.899095 + Penalty 220827.917169 = -378422241.981927 nChanged 265 Iteration 416Q (23688.760000 sec): 62 clusters Score: Raw -378643075.981404 + Penalty 220827.917169 = -378422248.064235 nChanged 263 Iteration 417Q (23729.450000 sec): 62 clusters Score: Raw -378643081.176930 + Penalty 220827.917169 = -378422253.259762 nChanged 254 Iteration 418Q (23770.140000 sec): 62 clusters Score: Raw -378643085.967729 + Penalty 220827.917169 = -378422258.050560 nChanged 230 Writing temp clu file Because OldScore, -378422253.259762, is greater than current (better) Score,-378422258.050560 Compute initial score before splitting: Score: Raw -378643085.967729 + Penalty 220827.917169 = -378422258.050560 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23770.530000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23770.540000 sec): 3 clusters Score: Raw -81485.335689 + Penalty 3104.752406 = -78380.583283 nChanged 79 SP:Iteration 1F (23770.540000 sec): 3 clusters Score: Raw -81636.921397 + Penalty 3104.752406 = -78532.168991 nChanged 31 SP:Iteration 2F (23770.540000 sec): 3 clusters Score: Raw -81700.620055 + Penalty 3104.752406 = -78595.867649 nChanged 10 SP:Iteration 3Q (23770.540000 sec): 3 clusters Score: Raw -81727.189913 + Penalty 3104.752406 = -78622.437507 nChanged 9 SP:Iteration 4Q (23770.540000 sec): 3 clusters Score: Raw -81760.466126 + Penalty 3104.752406 = -78655.713720 nChanged 6 SP:Iteration 5Q (23770.550000 sec): 3 clusters Score: Raw -81777.793122 + Penalty 3104.752406 = -78673.040716 nChanged 1 SP:Iteration 6Q (23770.550000 sec): 3 clusters Score: Raw -81779.113614 + Penalty 3104.752406 = -78674.361208 nChanged 0 SP:Iteration 7F (23770.550000 sec): 3 clusters Score: Raw -81779.113614 + Penalty 3104.752406 = -78674.361208 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23770.560000 sec): 2 clusters Score: Raw -66933.864013 + Penalty 1508.390290 = -65425.473724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23770.560000 sec): 3 clusters Score: Raw -66955.456122 + Penalty 3016.780580 = -63938.675542 nChanged 79 SP:Iteration 1F (23770.560000 sec): 3 clusters Score: Raw -67142.892702 + Penalty 3016.780580 = -64126.112122 nChanged 20 SP:Iteration 2Q (23770.560000 sec): 3 clusters Score: Raw -67226.729961 + Penalty 3016.780580 = -64209.949381 nChanged 20 SP:Iteration 3Q (23770.570000 sec): 3 clusters Score: Raw -67335.878889 + Penalty 3016.780580 = -64319.098310 nChanged 21 SP:Iteration 4Q (23770.570000 sec): 3 clusters Score: Raw -67436.175890 + Penalty 3016.780580 = -64419.395310 nChanged 14 SP:Iteration 5Q (23770.570000 sec): 3 clusters Score: Raw -67480.342889 + Penalty 3016.780580 = -64463.562309 nChanged 5 SP:Iteration 6Q (23770.570000 sec): 3 clusters Score: Raw -67494.559352 + Penalty 3016.780580 = -64477.778772 nChanged 2 SP:Iteration 7Q (23770.570000 sec): 3 clusters Score: Raw -67499.488626 + Penalty 3016.780580 = -64482.708046 nChanged 3 SP:Iteration 8Q (23770.580000 sec): 3 clusters Score: Raw -67509.884498 + Penalty 3016.780580 = -64493.103919 nChanged 5 SP:Iteration 9Q (23770.580000 sec): 3 clusters Score: Raw -67535.385324 + Penalty 3016.780580 = -64518.604745 nChanged 10 SP:Iteration 10Q (23770.580000 sec): 3 clusters Score: Raw -67580.417600 + Penalty 3016.780580 = -64563.637020 nChanged 5 SP:Iteration 11Q (23770.580000 sec): 3 clusters Score: Raw -67596.723848 + Penalty 3016.780580 = -64579.943269 nChanged 4 SP:Iteration 12Q (23770.580000 sec): 3 clusters Score: Raw -67619.180298 + Penalty 3016.780580 = -64602.399719 nChanged 5 SP:Iteration 13Q (23770.580000 sec): 3 clusters Score: Raw -67660.437296 + Penalty 3016.780580 = -64643.656716 nChanged 5 SP:Iteration 14Q (23770.580000 sec): 3 clusters Score: Raw -67726.660412 + Penalty 3016.780580 = -64709.879833 nChanged 6 SP:Iteration 15Q (23770.580000 sec): 3 clusters Score: Raw -67787.016078 + Penalty 3016.780580 = -64770.235499 nChanged 6 SP:Iteration 16Q (23770.590000 sec): 3 clusters Score: Raw -67837.205188 + Penalty 3016.780580 = -64820.424609 nChanged 4 SP:Iteration 17Q (23770.590000 sec): 3 clusters Score: Raw -67858.288164 + Penalty 3016.780580 = -64841.507585 nChanged 3 SP:Iteration 18Q (23770.590000 sec): 3 clusters Score: Raw -67866.996736 + Penalty 3016.780580 = -64850.216156 nChanged 2 SP:Iteration 19Q (23770.590000 sec): 3 clusters Score: Raw -67872.339737 + Penalty 3016.780580 = -64855.559157 nChanged 0 SP:Iteration 20F (23770.590000 sec): 3 clusters Score: Raw -67872.339737 + Penalty 3016.780580 = -64855.559157 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (223484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23771.380000 sec): 2 clusters Score: Raw -41546200.055974 + Penalty 3054.639585 = -41543145.416388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23772.300000 sec): 3 clusters Score: Raw -41399183.318863 + Penalty 6109.279171 = -41393074.039692 nChanged 107768 SP:Iteration 1F (23773.220000 sec): 3 clusters Score: Raw -41462642.016190 + Penalty 6109.279171 = -41456532.737019 nChanged 5854 SP:Iteration 2Q (23774.160000 sec): 3 clusters Score: Raw -41463880.426598 + Penalty 6109.279171 = -41457771.147427 nChanged 6612 SP:Iteration 3Q (23775.090000 sec): 3 clusters Score: Raw -41465556.049319 + Penalty 6109.279171 = -41459446.770149 nChanged 7879 SP:Iteration 4Q (23776.040000 sec): 3 clusters Score: Raw -41468217.117835 + Penalty 6109.279171 = -41462107.838664 nChanged 10342 SP:Iteration 5Q (23776.980000 sec): 3 clusters Score: Raw -41473031.930949 + Penalty 6109.279171 = -41466922.651778 nChanged 13972 SP:Iteration 6F (23777.900000 sec): 3 clusters Score: Raw -41481666.913311 + Penalty 6109.279171 = -41475557.634141 nChanged 17931 SP:Iteration 7F (23778.820000 sec): 3 clusters Score: Raw -41495767.330443 + Penalty 6109.279171 = -41489658.051273 nChanged 20036 SP:Iteration 8F (23779.730000 sec): 3 clusters Score: Raw -41514575.132934 + Penalty 6109.279171 = -41508465.853763 nChanged 17096 SP:Iteration 9F (23780.640000 sec): 3 clusters Score: Raw -41531709.982826 + Penalty 6109.279171 = -41525600.703656 nChanged 9847 SP:Iteration 10Q (23781.490000 sec): 3 clusters Score: Raw -41541246.410775 + Penalty 6109.279171 = -41535137.131604 nChanged 3929 SP:Iteration 11Q (23782.250000 sec): 3 clusters Score: Raw -41544840.987830 + Penalty 6109.279171 = -41538731.708659 nChanged 1161 SP:Iteration 12Q (23782.930000 sec): 3 clusters Score: Raw -41545890.135554 + Penalty 6109.279171 = -41539780.856384 nChanged 314 SP:Iteration 13Q (23783.580000 sec): 3 clusters Score: Raw -41546228.728394 + Penalty 6109.279171 = -41540119.449223 nChanged 106 SP:Iteration 14Q (23784.210000 sec): 3 clusters Score: Raw -41546364.586323 + Penalty 6109.279171 = -41540255.307152 nChanged 46 SP:Iteration 15Q (23784.840000 sec): 3 clusters Score: Raw -41546422.963091 + Penalty 6109.279171 = -41540313.683920 nChanged 22 SP:Iteration 16Q (23785.460000 sec): 3 clusters Score: Raw -41546453.535222 + Penalty 6109.279171 = -41540344.256052 nChanged 13 SP:Iteration 17Q (23786.090000 sec): 3 clusters Score: Raw -41546468.573697 + Penalty 6109.279171 = -41540359.294526 nChanged 6 SP:Iteration 18Q (23786.710000 sec): 3 clusters Score: Raw -41546475.907061 + Penalty 6109.279171 = -41540366.627891 nChanged 6 SP:Iteration 19Q (23787.340000 sec): 3 clusters Score: Raw -41546483.168019 + Penalty 6109.279171 = -41540373.888848 nChanged 5 SP:Iteration 20F (23788.240000 sec): 3 clusters Score: Raw -41546489.078875 + Penalty 6109.279171 = -41540379.799705 nChanged 2 SP:Iteration 21Q (23788.860000 sec): 3 clusters Score: Raw -41546490.940669 + Penalty 6109.279171 = -41540381.661498 nChanged 2 SP:Iteration 22Q (23789.490000 sec): 3 clusters Score: Raw -41546493.437567 + Penalty 6109.279171 = -41540384.158396 nChanged 0 SP:Iteration 23F (23790.390000 sec): 3 clusters Score: Raw -41546493.437567 + Penalty 6109.279171 = -41540384.158396 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23790.480000 sec): 2 clusters Score: Raw -399885.178190 + Penalty 1912.464147 = -397972.714043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23790.490000 sec): 3 clusters Score: Raw -399037.956111 + Penalty 3824.928294 = -395213.027817 nChanged 719 SP:Iteration 1F (23790.500000 sec): 3 clusters Score: Raw -399586.312135 + Penalty 3824.928294 = -395761.383841 nChanged 153 SP:Iteration 2F (23790.510000 sec): 3 clusters Score: Raw -399728.995473 + Penalty 3824.928294 = -395904.067179 nChanged 113 SP:Iteration 3F (23790.520000 sec): 3 clusters Score: Raw -399826.886105 + Penalty 3824.928294 = -396001.957811 nChanged 67 SP:Iteration 4Q (23790.530000 sec): 3 clusters Score: Raw -399877.884470 + Penalty 3824.928294 = -396052.956176 nChanged 52 SP:Iteration 5Q (23790.540000 sec): 3 clusters Score: Raw -399918.907419 + Penalty 3824.928294 = -396093.979125 nChanged 51 SP:Iteration 6Q (23790.540000 sec): 3 clusters Score: Raw -399959.588099 + Penalty 3824.928294 = -396134.659806 nChanged 42 SP:Iteration 7Q (23790.550000 sec): 3 clusters Score: Raw -399994.195414 + Penalty 3824.928294 = -396169.267121 nChanged 35 SP:Iteration 8Q (23790.560000 sec): 3 clusters Score: Raw -400015.885848 + Penalty 3824.928294 = -396190.957554 nChanged 27 SP:Iteration 9Q (23790.570000 sec): 3 clusters Score: Raw -400038.130639 + Penalty 3824.928294 = -396213.202345 nChanged 29 SP:Iteration 10Q (23790.580000 sec): 3 clusters Score: Raw -400058.029618 + Penalty 3824.928294 = -396233.101324 nChanged 29 SP:Iteration 11Q (23790.590000 sec): 3 clusters Score: Raw -400077.942823 + Penalty 3824.928294 = -396253.014529 nChanged 25 SP:Iteration 12Q (23790.600000 sec): 3 clusters Score: Raw -400093.435709 + Penalty 3824.928294 = -396268.507415 nChanged 18 SP:Iteration 13Q (23790.600000 sec): 3 clusters Score: Raw -400107.109383 + Penalty 3824.928294 = -396282.181089 nChanged 21 SP:Iteration 14Q (23790.610000 sec): 3 clusters Score: Raw -400122.902142 + Penalty 3824.928294 = -396297.973848 nChanged 25 SP:Iteration 15Q (23790.620000 sec): 3 clusters Score: Raw -400137.515638 + Penalty 3824.928294 = -396312.587344 nChanged 16 SP:Iteration 16Q (23790.630000 sec): 3 clusters Score: Raw -400148.197733 + Penalty 3824.928294 = -396323.269439 nChanged 15 SP:Iteration 17Q (23790.640000 sec): 3 clusters Score: Raw -400158.497201 + Penalty 3824.928294 = -396333.568907 nChanged 14 SP:Iteration 18Q (23790.650000 sec): 3 clusters Score: Raw -400167.247486 + Penalty 3824.928294 = -396342.319193 nChanged 11 SP:Iteration 19Q (23790.660000 sec): 3 clusters Score: Raw -400176.014773 + Penalty 3824.928294 = -396351.086479 nChanged 14 SP:Iteration 20F (23790.660000 sec): 3 clusters Score: Raw -400187.234127 + Penalty 3824.928294 = -396362.305833 nChanged 14 SP:Iteration 21Q (23790.680000 sec): 3 clusters Score: Raw -400196.885097 + Penalty 3824.928294 = -396371.956803 nChanged 15 SP:Iteration 22Q (23790.680000 sec): 3 clusters Score: Raw -400206.812140 + Penalty 3824.928294 = -396381.883846 nChanged 15 SP:Iteration 23Q (23790.690000 sec): 3 clusters Score: Raw -400217.368232 + Penalty 3824.928294 = -396392.439938 nChanged 14 SP:Iteration 24Q (23790.700000 sec): 3 clusters Score: Raw -400230.316328 + Penalty 3824.928294 = -396405.388034 nChanged 14 SP:Iteration 25Q (23790.710000 sec): 3 clusters Score: Raw -400241.056055 + Penalty 3824.928294 = -396416.127761 nChanged 12 SP:Iteration 26Q (23790.720000 sec): 3 clusters Score: Raw -400251.227150 + Penalty 3824.928294 = -396426.298856 nChanged 9 SP:Iteration 27Q (23790.720000 sec): 3 clusters Score: Raw -400257.113412 + Penalty 3824.928294 = -396432.185118 nChanged 9 SP:Iteration 28Q (23790.730000 sec): 3 clusters Score: Raw -400264.466796 + Penalty 3824.928294 = -396439.538502 nChanged 11 SP:Iteration 29Q (23790.740000 sec): 3 clusters Score: Raw -400270.934338 + Penalty 3824.928294 = -396446.006044 nChanged 15 SP:Iteration 30Q (23790.750000 sec): 3 clusters Score: Raw -400284.247758 + Penalty 3824.928294 = -396459.319464 nChanged 10 SP:Iteration 31Q (23790.760000 sec): 3 clusters Score: Raw -400291.234128 + Penalty 3824.928294 = -396466.305834 nChanged 8 SP:Iteration 32Q (23790.770000 sec): 3 clusters Score: Raw -400296.899863 + Penalty 3824.928294 = -396471.971569 nChanged 5 SP:Iteration 33Q (23790.780000 sec): 3 clusters Score: Raw -400301.874782 + Penalty 3824.928294 = -396476.946488 nChanged 11 SP:Iteration 34Q (23790.780000 sec): 3 clusters Score: Raw -400315.419948 + Penalty 3824.928294 = -396490.491654 nChanged 12 SP:Iteration 35Q (23790.790000 sec): 3 clusters Score: Raw -400328.829856 + Penalty 3824.928294 = -396503.901562 nChanged 14 SP:Iteration 36Q (23790.800000 sec): 3 clusters Score: Raw -400342.297687 + Penalty 3824.928294 = -396517.369393 nChanged 23 SP:Iteration 37Q (23790.810000 sec): 3 clusters Score: Raw -400369.224454 + Penalty 3824.928294 = -396544.296161 nChanged 25 SP:Iteration 38Q (23790.820000 sec): 3 clusters Score: Raw -400397.250868 + Penalty 3824.928294 = -396572.322574 nChanged 29 SP:Iteration 39Q (23790.830000 sec): 3 clusters Score: Raw -400437.669996 + Penalty 3824.928294 = -396612.741702 nChanged 38 SP:Iteration 40F (23790.840000 sec): 3 clusters Score: Raw -400486.559912 + Penalty 3824.928294 = -396661.631618 nChanged 44 SP:Iteration 41Q (23790.840000 sec): 3 clusters Score: Raw -400553.749505 + Penalty 3824.928294 = -396728.821212 nChanged 47 SP:Iteration 42Q (23790.850000 sec): 3 clusters Score: Raw -400647.706268 + Penalty 3824.928294 = -396822.777974 nChanged 69 SP:Iteration 43Q (23790.860000 sec): 3 clusters Score: Raw -400788.320941 + Penalty 3824.928294 = -396963.392647 nChanged 78 SP:Iteration 44Q (23790.870000 sec): 3 clusters Score: Raw -400931.497564 + Penalty 3824.928294 = -397106.569270 nChanged 69 SP:Iteration 45Q (23790.880000 sec): 3 clusters Score: Raw -401056.842032 + Penalty 3824.928294 = -397231.913738 nChanged 48 SP:Iteration 46Q (23790.880000 sec): 3 clusters Score: Raw -401122.390029 + Penalty 3824.928294 = -397297.461735 nChanged 25 SP:Iteration 47Q (23790.890000 sec): 3 clusters Score: Raw -401154.127629 + Penalty 3824.928294 = -397329.199335 nChanged 28 SP:Iteration 48Q (23790.900000 sec): 3 clusters Score: Raw -401177.606901 + Penalty 3824.928294 = -397352.678607 nChanged 9 SP:Iteration 49Q (23790.910000 sec): 3 clusters Score: Raw -401188.016332 + Penalty 3824.928294 = -397363.088038 nChanged 10 SP:Iteration 50Q (23790.910000 sec): 3 clusters Score: Raw -401196.299037 + Penalty 3824.928294 = -397371.370744 nChanged 8 SP:Iteration 51Q (23790.920000 sec): 3 clusters Score: Raw -401201.586901 + Penalty 3824.928294 = -397376.658607 nChanged 5 SP:Iteration 52Q (23790.930000 sec): 3 clusters Score: Raw -401204.350590 + Penalty 3824.928294 = -397379.422296 nChanged 1 SP:Iteration 53Q (23790.940000 sec): 3 clusters Score: Raw -401204.930230 + Penalty 3824.928294 = -397380.001937 nChanged 0 SP:Iteration 54F (23790.940000 sec): 3 clusters Score: Raw -401204.930230 + Penalty 3824.928294 = -397380.001937 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23790.950000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23790.960000 sec): 3 clusters Score: Raw -50831.829820 + Penalty 2868.777290 = -47963.052530 nChanged 50 SP:Iteration 1F (23790.960000 sec): 3 clusters Score: Raw -50985.906342 + Penalty 2868.777290 = -48117.129052 nChanged 20 SP:Iteration 2F (23790.960000 sec): 3 clusters Score: Raw -51044.159466 + Penalty 2868.777290 = -48175.382175 nChanged 6 SP:Iteration 3Q (23790.960000 sec): 3 clusters Score: Raw -51057.859832 + Penalty 2868.777290 = -48189.082542 nChanged 2 SP:Iteration 4Q (23790.960000 sec): 3 clusters Score: Raw -51063.871557 + Penalty 2868.777290 = -48195.094267 nChanged 0 SP:Iteration 5F (23790.960000 sec): 3 clusters Score: Raw -51063.871557 + Penalty 2868.777290 = -48195.094267 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23790.990000 sec): 2 clusters Score: Raw -991029.212770 + Penalty 2154.360120 = -988874.852651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23791.010000 sec): 3 clusters Score: Raw -988052.126742 + Penalty 4308.720239 = -983743.406503 nChanged 2311 SP:Iteration 1F (23791.040000 sec): 3 clusters Score: Raw -989385.114852 + Penalty 4308.720239 = -985076.394613 nChanged 464 SP:Iteration 2F (23791.060000 sec): 3 clusters Score: Raw -989679.763301 + Penalty 4308.720239 = -985371.043062 nChanged 352 SP:Iteration 3F (23791.080000 sec): 3 clusters Score: Raw -989916.309333 + Penalty 4308.720239 = -985607.589094 nChanged 275 SP:Iteration 4Q (23791.100000 sec): 3 clusters Score: Raw -990071.086880 + Penalty 4308.720239 = -985762.366641 nChanged 221 SP:Iteration 5Q (23791.130000 sec): 3 clusters Score: Raw -990190.540347 + Penalty 4308.720239 = -985881.820107 nChanged 190 SP:Iteration 6Q (23791.150000 sec): 3 clusters Score: Raw -990298.651112 + Penalty 4308.720239 = -985989.930873 nChanged 176 SP:Iteration 7Q (23791.180000 sec): 3 clusters Score: Raw -990386.845414 + Penalty 4308.720239 = -986078.125175 nChanged 138 SP:Iteration 8Q (23791.200000 sec): 3 clusters Score: Raw -990453.111403 + Penalty 4308.720239 = -986144.391164 nChanged 129 SP:Iteration 9Q (23791.220000 sec): 3 clusters Score: Raw -990513.847462 + Penalty 4308.720239 = -986205.127223 nChanged 119 SP:Iteration 10Q (23791.240000 sec): 3 clusters Score: Raw -990563.452002 + Penalty 4308.720239 = -986254.731763 nChanged 105 SP:Iteration 11Q (23791.270000 sec): 3 clusters Score: Raw -990604.041021 + Penalty 4308.720239 = -986295.320781 nChanged 101 SP:Iteration 12Q (23791.290000 sec): 3 clusters Score: Raw -990645.816122 + Penalty 4308.720239 = -986337.095883 nChanged 84 SP:Iteration 13Q (23791.310000 sec): 3 clusters Score: Raw -990680.930114 + Penalty 4308.720239 = -986372.209875 nChanged 88 SP:Iteration 14Q (23791.340000 sec): 3 clusters Score: Raw -990715.617751 + Penalty 4308.720239 = -986406.897512 nChanged 83 SP:Iteration 15Q (23791.360000 sec): 3 clusters Score: Raw -990747.221107 + Penalty 4308.720239 = -986438.500868 nChanged 70 SP:Iteration 16Q (23791.380000 sec): 3 clusters Score: Raw -990770.584792 + Penalty 4308.720239 = -986461.864553 nChanged 58 SP:Iteration 17Q (23791.400000 sec): 3 clusters Score: Raw -990789.443082 + Penalty 4308.720239 = -986480.722843 nChanged 50 SP:Iteration 18Q (23791.430000 sec): 3 clusters Score: Raw -990805.317839 + Penalty 4308.720239 = -986496.597600 nChanged 49 SP:Iteration 19Q (23791.450000 sec): 3 clusters Score: Raw -990818.352286 + Penalty 4308.720239 = -986509.632047 nChanged 39 SP:Iteration 20F (23791.470000 sec): 3 clusters Score: Raw -990829.744680 + Penalty 4308.720239 = -986521.024441 nChanged 40 SP:Iteration 21Q (23791.500000 sec): 3 clusters Score: Raw -990842.379148 + Penalty 4308.720239 = -986533.658909 nChanged 53 SP:Iteration 22Q (23791.520000 sec): 3 clusters Score: Raw -990857.474559 + Penalty 4308.720239 = -986548.754320 nChanged 41 SP:Iteration 23Q (23791.540000 sec): 3 clusters Score: Raw -990873.461638 + Penalty 4308.720239 = -986564.741399 nChanged 51 SP:Iteration 24Q (23791.560000 sec): 3 clusters Score: Raw -990891.020847 + Penalty 4308.720239 = -986582.300608 nChanged 47 SP:Iteration 25Q (23791.590000 sec): 3 clusters Score: Raw -990912.664771 + Penalty 4308.720239 = -986603.944532 nChanged 46 SP:Iteration 26Q (23791.610000 sec): 3 clusters Score: Raw -990928.497233 + Penalty 4308.720239 = -986619.776994 nChanged 43 SP:Iteration 27Q (23791.630000 sec): 3 clusters Score: Raw -990941.266250 + Penalty 4308.720239 = -986632.546011 nChanged 44 SP:Iteration 28Q (23791.660000 sec): 3 clusters Score: Raw -990955.533496 + Penalty 4308.720239 = -986646.813257 nChanged 34 SP:Iteration 29Q (23791.680000 sec): 3 clusters Score: Raw -990967.498600 + Penalty 4308.720239 = -986658.778361 nChanged 40 SP:Iteration 30Q (23791.700000 sec): 3 clusters Score: Raw -990981.354796 + Penalty 4308.720239 = -986672.634557 nChanged 40 SP:Iteration 31Q (23791.720000 sec): 3 clusters Score: Raw -990997.230526 + Penalty 4308.720239 = -986688.510287 nChanged 37 SP:Iteration 32Q (23791.750000 sec): 3 clusters Score: Raw -991008.455415 + Penalty 4308.720239 = -986699.735175 nChanged 30 SP:Iteration 33Q (23791.770000 sec): 3 clusters Score: Raw -991018.046385 + Penalty 4308.720239 = -986709.326146 nChanged 31 SP:Iteration 34Q (23791.790000 sec): 3 clusters Score: Raw -991028.969248 + Penalty 4308.720239 = -986720.249009 nChanged 34 SP:Iteration 35Q (23791.820000 sec): 3 clusters Score: Raw -991041.116382 + Penalty 4308.720239 = -986732.396143 nChanged 28 SP:Iteration 36Q (23791.840000 sec): 3 clusters Score: Raw -991050.882477 + Penalty 4308.720239 = -986742.162238 nChanged 31 SP:Iteration 37Q (23791.860000 sec): 3 clusters Score: Raw -991062.749477 + Penalty 4308.720239 = -986754.029238 nChanged 30 SP:Iteration 38Q (23791.880000 sec): 3 clusters Score: Raw -991075.113745 + Penalty 4308.720239 = -986766.393506 nChanged 30 SP:Iteration 39Q (23791.910000 sec): 3 clusters Score: Raw -991089.762642 + Penalty 4308.720239 = -986781.042403 nChanged 41 SP:Iteration 40F (23791.930000 sec): 3 clusters Score: Raw -991106.560595 + Penalty 4308.720239 = -986797.840356 nChanged 35 SP:Iteration 41Q (23791.950000 sec): 3 clusters Score: Raw -991117.881407 + Penalty 4308.720239 = -986809.161168 nChanged 28 SP:Iteration 42Q (23791.980000 sec): 3 clusters Score: Raw -991126.021301 + Penalty 4308.720239 = -986817.301062 nChanged 22 SP:Iteration 43Q (23792.000000 sec): 3 clusters Score: Raw -991132.413664 + Penalty 4308.720239 = -986823.693425 nChanged 20 SP:Iteration 44Q (23792.020000 sec): 3 clusters Score: Raw -991138.729751 + Penalty 4308.720239 = -986830.009511 nChanged 15 SP:Iteration 45Q (23792.040000 sec): 3 clusters Score: Raw -991143.115949 + Penalty 4308.720239 = -986834.395710 nChanged 15 SP:Iteration 46Q (23792.070000 sec): 3 clusters Score: Raw -991148.007161 + Penalty 4308.720239 = -986839.286922 nChanged 25 SP:Iteration 47Q (23792.090000 sec): 3 clusters Score: Raw -991154.694036 + Penalty 4308.720239 = -986845.973797 nChanged 16 SP:Iteration 48Q (23792.110000 sec): 3 clusters Score: Raw -991160.677526 + Penalty 4308.720239 = -986851.957286 nChanged 25 SP:Iteration 49Q (23792.140000 sec): 3 clusters Score: Raw -991167.202795 + Penalty 4308.720239 = -986858.482556 nChanged 19 SP:Iteration 50Q (23792.160000 sec): 3 clusters Score: Raw -991173.189665 + Penalty 4308.720239 = -986864.469426 nChanged 19 SP:Iteration 51Q (23792.180000 sec): 3 clusters Score: Raw -991178.378933 + Penalty 4308.720239 = -986869.658694 nChanged 13 SP:Iteration 52Q (23792.200000 sec): 3 clusters Score: Raw -991182.974372 + Penalty 4308.720239 = -986874.254132 nChanged 14 SP:Iteration 53Q (23792.220000 sec): 3 clusters Score: Raw -991187.447766 + Penalty 4308.720239 = -986878.727527 nChanged 17 SP:Iteration 54Q (23792.250000 sec): 3 clusters Score: Raw -991193.031666 + Penalty 4308.720239 = -986884.311427 nChanged 16 SP:Iteration 55Q (23792.270000 sec): 3 clusters Score: Raw -991198.471671 + Penalty 4308.720239 = -986889.751432 nChanged 15 SP:Iteration 56Q (23792.290000 sec): 3 clusters Score: Raw -991202.417186 + Penalty 4308.720239 = -986893.696946 nChanged 12 SP:Iteration 57Q (23792.320000 sec): 3 clusters Score: Raw -991207.389264 + Penalty 4308.720239 = -986898.669025 nChanged 10 SP:Iteration 58Q (23792.340000 sec): 3 clusters Score: Raw -991210.152855 + Penalty 4308.720239 = -986901.432616 nChanged 10 SP:Iteration 59Q (23792.360000 sec): 3 clusters Score: Raw -991213.133068 + Penalty 4308.720239 = -986904.412829 nChanged 10 SP:Iteration 60F (23792.380000 sec): 3 clusters Score: Raw -991215.388166 + Penalty 4308.720239 = -986906.667927 nChanged 14 SP:Iteration 61Q (23792.410000 sec): 3 clusters Score: Raw -991220.070681 + Penalty 4308.720239 = -986911.350442 nChanged 12 SP:Iteration 62Q (23792.430000 sec): 3 clusters Score: Raw -991224.025370 + Penalty 4308.720239 = -986915.305131 nChanged 14 SP:Iteration 63Q (23792.450000 sec): 3 clusters Score: Raw -991227.942486 + Penalty 4308.720239 = -986919.222247 nChanged 8 SP:Iteration 64Q (23792.480000 sec): 3 clusters Score: Raw -991229.886467 + Penalty 4308.720239 = -986921.166228 nChanged 8 SP:Iteration 65Q (23792.500000 sec): 3 clusters Score: Raw -991232.266936 + Penalty 4308.720239 = -986923.546697 nChanged 7 SP:Iteration 66Q (23792.520000 sec): 3 clusters Score: Raw -991233.613543 + Penalty 4308.720239 = -986924.893304 nChanged 4 SP:Iteration 67Q (23792.540000 sec): 3 clusters Score: Raw -991234.496788 + Penalty 4308.720239 = -986925.776549 nChanged 5 SP:Iteration 68Q (23792.560000 sec): 3 clusters Score: Raw -991235.902319 + Penalty 4308.720239 = -986927.182080 nChanged 2 SP:Iteration 69Q (23792.590000 sec): 3 clusters Score: Raw -991236.441259 + Penalty 4308.720239 = -986927.721020 nChanged 3 SP:Iteration 70Q (23792.610000 sec): 3 clusters Score: Raw -991237.336908 + Penalty 4308.720239 = -986928.616668 nChanged 3 SP:Iteration 71Q (23792.630000 sec): 3 clusters Score: Raw -991238.339302 + Penalty 4308.720239 = -986929.619063 nChanged 2 SP:Iteration 72Q (23792.660000 sec): 3 clusters Score: Raw -991238.993313 + Penalty 4308.720239 = -986930.273073 nChanged 4 SP:Iteration 73Q (23792.680000 sec): 3 clusters Score: Raw -991239.778721 + Penalty 4308.720239 = -986931.058482 nChanged 1 SP:Iteration 74Q (23792.700000 sec): 3 clusters Score: Raw -991240.152330 + Penalty 4308.720239 = -986931.432091 nChanged 1 SP:Iteration 75Q (23792.720000 sec): 3 clusters Score: Raw -991240.407050 + Penalty 4308.720239 = -986931.686811 nChanged 1 SP:Iteration 76Q (23792.750000 sec): 3 clusters Score: Raw -991240.660844 + Penalty 4308.720239 = -986931.940605 nChanged 1 SP:Iteration 77Q (23792.770000 sec): 3 clusters Score: Raw -991240.773947 + Penalty 4308.720239 = -986932.053708 nChanged 0 SP:Iteration 78F (23792.790000 sec): 3 clusters Score: Raw -991240.773947 + Penalty 4308.720239 = -986932.053708 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23792.800000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23792.800000 sec): 3 clusters Score: Raw -18706.330474 + Penalty 2491.844738 = -16214.485735 nChanged 9 SP:Iteration 1F (23792.800000 sec): 3 clusters Score: Raw -18790.408883 + Penalty 2491.844738 = -16298.564145 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (32092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23792.930000 sec): 2 clusters Score: Raw -5492686.277232 + Penalty 2573.337790 = -5490112.939441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23793.060000 sec): 3 clusters Score: Raw -5473322.934236 + Penalty 5146.675580 = -5468176.258655 nChanged 14548 SP:Iteration 1F (23793.180000 sec): 3 clusters Score: Raw -5481375.682629 + Penalty 5146.675580 = -5476229.007049 nChanged 1576 SP:Iteration 2Q (23793.310000 sec): 3 clusters Score: Raw -5481962.355839 + Penalty 5146.675580 = -5476815.680259 nChanged 1522 SP:Iteration 3Q (23793.440000 sec): 3 clusters Score: Raw -5482566.440262 + Penalty 5146.675580 = -5477419.764682 nChanged 1551 SP:Iteration 4Q (23793.570000 sec): 3 clusters Score: Raw -5483267.164122 + Penalty 5146.675580 = -5478120.488542 nChanged 1616 SP:Iteration 5F (23793.700000 sec): 3 clusters Score: Raw -5484079.276931 + Penalty 5146.675580 = -5478932.601351 nChanged 1669 SP:Iteration 6F (23793.830000 sec): 3 clusters Score: Raw -5485021.863698 + Penalty 5146.675580 = -5479875.188117 nChanged 1717 SP:Iteration 7F (23793.960000 sec): 3 clusters Score: Raw -5486056.434822 + Penalty 5146.675580 = -5480909.759242 nChanged 1633 SP:Iteration 8F (23794.080000 sec): 3 clusters Score: Raw -5487121.577856 + Penalty 5146.675580 = -5481974.902276 nChanged 1466 SP:Iteration 9Q (23794.210000 sec): 3 clusters Score: Raw -5488117.638597 + Penalty 5146.675580 = -5482970.963017 nChanged 1281 SP:Iteration 10Q (23794.340000 sec): 3 clusters Score: Raw -5488982.509387 + Penalty 5146.675580 = -5483835.833807 nChanged 1104 SP:Iteration 11Q (23794.460000 sec): 3 clusters Score: Raw -5489772.939416 + Penalty 5146.675580 = -5484626.263835 nChanged 906 SP:Iteration 12Q (23794.580000 sec): 3 clusters Score: Raw -5490387.112095 + Penalty 5146.675580 = -5485240.436515 nChanged 716 SP:Iteration 13Q (23794.700000 sec): 3 clusters Score: Raw -5490820.432990 + Penalty 5146.675580 = -5485673.757409 nChanged 596 SP:Iteration 14Q (23794.820000 sec): 3 clusters Score: Raw -5491172.791526 + Penalty 5146.675580 = -5486026.115946 nChanged 515 SP:Iteration 15Q (23794.930000 sec): 3 clusters Score: Raw -5491465.038327 + Penalty 5146.675580 = -5486318.362747 nChanged 413 SP:Iteration 16Q (23795.040000 sec): 3 clusters Score: Raw -5491698.969081 + Penalty 5146.675580 = -5486552.293501 nChanged 368 SP:Iteration 17Q (23795.140000 sec): 3 clusters Score: Raw -5491910.350248 + Penalty 5146.675580 = -5486763.674668 nChanged 324 SP:Iteration 18Q (23795.250000 sec): 3 clusters Score: Raw -5492076.867812 + Penalty 5146.675580 = -5486930.192232 nChanged 264 SP:Iteration 19Q (23795.350000 sec): 3 clusters Score: Raw -5492202.157116 + Penalty 5146.675580 = -5487055.481536 nChanged 248 SP:Iteration 20F (23795.480000 sec): 3 clusters Score: Raw -5492323.996982 + Penalty 5146.675580 = -5487177.321402 nChanged 228 SP:Iteration 21Q (23795.580000 sec): 3 clusters Score: Raw -5492419.069964 + Penalty 5146.675580 = -5487272.394384 nChanged 186 SP:Iteration 22Q (23795.680000 sec): 3 clusters Score: Raw -5492494.332957 + Penalty 5146.675580 = -5487347.657377 nChanged 163 SP:Iteration 23Q (23795.780000 sec): 3 clusters Score: Raw -5492559.124026 + Penalty 5146.675580 = -5487412.448446 nChanged 130 SP:Iteration 24Q (23795.880000 sec): 3 clusters Score: Raw -5492605.626036 + Penalty 5146.675580 = -5487458.950455 nChanged 119 SP:Iteration 25Q (23795.980000 sec): 3 clusters Score: Raw -5492648.598797 + Penalty 5146.675580 = -5487501.923217 nChanged 124 SP:Iteration 26Q (23796.070000 sec): 3 clusters Score: Raw -5492694.447307 + Penalty 5146.675580 = -5487547.771727 nChanged 95 SP:Iteration 27Q (23796.170000 sec): 3 clusters Score: Raw -5492728.631856 + Penalty 5146.675580 = -5487581.956276 nChanged 74 SP:Iteration 28Q (23796.270000 sec): 3 clusters Score: Raw -5492753.119164 + Penalty 5146.675580 = -5487606.443583 nChanged 62 SP:Iteration 29Q (23796.360000 sec): 3 clusters Score: Raw -5492772.750838 + Penalty 5146.675580 = -5487626.075258 nChanged 58 SP:Iteration 30Q (23796.460000 sec): 3 clusters Score: Raw -5492791.680763 + Penalty 5146.675580 = -5487645.005182 nChanged 43 SP:Iteration 31Q (23796.560000 sec): 3 clusters Score: Raw -5492804.381291 + Penalty 5146.675580 = -5487657.705711 nChanged 34 SP:Iteration 32Q (23796.650000 sec): 3 clusters Score: Raw -5492814.799272 + Penalty 5146.675580 = -5487668.123692 nChanged 40 SP:Iteration 33Q (23796.750000 sec): 3 clusters Score: Raw -5492826.852797 + Penalty 5146.675580 = -5487680.177217 nChanged 32 SP:Iteration 34Q (23796.840000 sec): 3 clusters Score: Raw -5492838.445986 + Penalty 5146.675580 = -5487691.770405 nChanged 44 SP:Iteration 35Q (23796.940000 sec): 3 clusters Score: Raw -5492854.061130 + Penalty 5146.675580 = -5487707.385550 nChanged 40 SP:Iteration 36Q (23797.030000 sec): 3 clusters Score: Raw -5492865.906296 + Penalty 5146.675580 = -5487719.230716 nChanged 33 SP:Iteration 37Q (23797.130000 sec): 3 clusters Score: Raw -5492876.137241 + Penalty 5146.675580 = -5487729.461661 nChanged 35 SP:Iteration 38Q (23797.220000 sec): 3 clusters Score: Raw -5492889.274442 + Penalty 5146.675580 = -5487742.598861 nChanged 42 SP:Iteration 39Q (23797.320000 sec): 3 clusters Score: Raw -5492905.951886 + Penalty 5146.675580 = -5487759.276306 nChanged 37 SP:Iteration 40F (23797.440000 sec): 3 clusters Score: Raw -5492919.653760 + Penalty 5146.675580 = -5487772.978180 nChanged 33 SP:Iteration 41Q (23797.540000 sec): 3 clusters Score: Raw -5492931.313326 + Penalty 5146.675580 = -5487784.637745 nChanged 26 SP:Iteration 42Q (23797.630000 sec): 3 clusters Score: Raw -5492941.224854 + Penalty 5146.675580 = -5487794.549273 nChanged 27 SP:Iteration 43Q (23797.730000 sec): 3 clusters Score: Raw -5492949.127418 + Penalty 5146.675580 = -5487802.451838 nChanged 21 SP:Iteration 44Q (23797.820000 sec): 3 clusters Score: Raw -5492957.677292 + Penalty 5146.675580 = -5487811.001712 nChanged 17 SP:Iteration 45Q (23797.920000 sec): 3 clusters Score: Raw -5492962.431528 + Penalty 5146.675580 = -5487815.755947 nChanged 11 SP:Iteration 46Q (23798.010000 sec): 3 clusters Score: Raw -5492965.303863 + Penalty 5146.675580 = -5487818.628283 nChanged 12 SP:Iteration 47Q (23798.100000 sec): 3 clusters Score: Raw -5492970.367846 + Penalty 5146.675580 = -5487823.692265 nChanged 9 SP:Iteration 48Q (23798.200000 sec): 3 clusters Score: Raw -5492973.473301 + Penalty 5146.675580 = -5487826.797721 nChanged 10 SP:Iteration 49Q (23798.290000 sec): 3 clusters Score: Raw -5492977.274242 + Penalty 5146.675580 = -5487830.598662 nChanged 11 SP:Iteration 50Q (23798.380000 sec): 3 clusters Score: Raw -5492981.902208 + Penalty 5146.675580 = -5487835.226628 nChanged 16 SP:Iteration 51Q (23798.480000 sec): 3 clusters Score: Raw -5492989.614545 + Penalty 5146.675580 = -5487842.938965 nChanged 18 SP:Iteration 52Q (23798.570000 sec): 3 clusters Score: Raw -5492997.590928 + Penalty 5146.675580 = -5487850.915348 nChanged 22 SP:Iteration 53Q (23798.660000 sec): 3 clusters Score: Raw -5493005.302593 + Penalty 5146.675580 = -5487858.627013 nChanged 20 SP:Iteration 54Q (23798.760000 sec): 3 clusters Score: Raw -5493013.058316 + Penalty 5146.675580 = -5487866.382736 nChanged 17 SP:Iteration 55Q (23798.850000 sec): 3 clusters Score: Raw -5493020.337564 + Penalty 5146.675580 = -5487873.661984 nChanged 21 SP:Iteration 56Q (23798.940000 sec): 3 clusters Score: Raw -5493029.446615 + Penalty 5146.675580 = -5487882.771035 nChanged 15 SP:Iteration 57Q (23799.030000 sec): 3 clusters Score: Raw -5493035.064935 + Penalty 5146.675580 = -5487888.389355 nChanged 16 SP:Iteration 58Q (23799.130000 sec): 3 clusters Score: Raw -5493041.347585 + Penalty 5146.675580 = -5487894.672005 nChanged 12 SP:Iteration 59Q (23799.220000 sec): 3 clusters Score: Raw -5493045.796217 + Penalty 5146.675580 = -5487899.120637 nChanged 15 SP:Iteration 60F (23799.340000 sec): 3 clusters Score: Raw -5493051.442350 + Penalty 5146.675580 = -5487904.766770 nChanged 13 SP:Iteration 61Q (23799.440000 sec): 3 clusters Score: Raw -5493056.043200 + Penalty 5146.675580 = -5487909.367620 nChanged 13 SP:Iteration 62Q (23799.530000 sec): 3 clusters Score: Raw -5493062.494312 + Penalty 5146.675580 = -5487915.818731 nChanged 13 SP:Iteration 63Q (23799.620000 sec): 3 clusters Score: Raw -5493068.883444 + Penalty 5146.675580 = -5487922.207863 nChanged 9 SP:Iteration 64Q (23799.720000 sec): 3 clusters Score: Raw -5493071.794124 + Penalty 5146.675580 = -5487925.118544 nChanged 5 SP:Iteration 65Q (23799.810000 sec): 3 clusters Score: Raw -5493073.390253 + Penalty 5146.675580 = -5487926.714673 nChanged 5 SP:Iteration 66Q (23799.900000 sec): 3 clusters Score: Raw -5493075.423478 + Penalty 5146.675580 = -5487928.747898 nChanged 9 SP:Iteration 67Q (23800.000000 sec): 3 clusters Score: Raw -5493078.074620 + Penalty 5146.675580 = -5487931.399040 nChanged 2 SP:Iteration 68Q (23800.090000 sec): 3 clusters Score: Raw -5493078.904743 + Penalty 5146.675580 = -5487932.229163 nChanged 1 SP:Iteration 69Q (23800.180000 sec): 3 clusters Score: Raw -5493079.110145 + Penalty 5146.675580 = -5487932.434565 nChanged 0 SP:Iteration 70F (23800.300000 sec): 3 clusters Score: Raw -5493079.110145 + Penalty 5146.675580 = -5487932.434565 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23800.480000 sec): 2 clusters Score: Raw -8217154.758024 + Penalty 2678.795299 = -8214475.962725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23800.680000 sec): 3 clusters Score: Raw -8186816.032265 + Penalty 5357.590598 = -8181458.441667 nChanged 22689 SP:Iteration 1F (23800.870000 sec): 3 clusters Score: Raw -8199263.160355 + Penalty 5357.590598 = -8193905.569757 nChanged 1929 SP:Iteration 2Q (23801.070000 sec): 3 clusters Score: Raw -8199800.576135 + Penalty 5357.590598 = -8194442.985537 nChanged 1909 SP:Iteration 3Q (23801.280000 sec): 3 clusters Score: Raw -8200409.461298 + Penalty 5357.590598 = -8195051.870700 nChanged 2122 SP:Iteration 4Q (23801.480000 sec): 3 clusters Score: Raw -8201238.543740 + Penalty 5357.590598 = -8195880.953142 nChanged 2459 SP:Iteration 5F (23801.680000 sec): 3 clusters Score: Raw -8202419.442076 + Penalty 5357.590598 = -8197061.851478 nChanged 2889 SP:Iteration 6F (23801.880000 sec): 3 clusters Score: Raw -8204131.986492 + Penalty 5357.590598 = -8198774.395894 nChanged 3207 SP:Iteration 7F (23802.080000 sec): 3 clusters Score: Raw -8206317.959729 + Penalty 5357.590598 = -8200960.369131 nChanged 3274 SP:Iteration 8F (23802.280000 sec): 3 clusters Score: Raw -8208897.248019 + Penalty 5357.590598 = -8203539.657421 nChanged 2931 SP:Iteration 9F (23802.470000 sec): 3 clusters Score: Raw -8211363.648946 + Penalty 5357.590598 = -8206006.058348 nChanged 2296 SP:Iteration 10Q (23802.670000 sec): 3 clusters Score: Raw -8213447.455156 + Penalty 5357.590598 = -8208089.864559 nChanged 1561 SP:Iteration 11Q (23802.850000 sec): 3 clusters Score: Raw -8215024.848501 + Penalty 5357.590598 = -8209667.257903 nChanged 965 SP:Iteration 12Q (23803.020000 sec): 3 clusters Score: Raw -8216009.829211 + Penalty 5357.590598 = -8210652.238613 nChanged 639 SP:Iteration 13Q (23803.180000 sec): 3 clusters Score: Raw -8216558.809484 + Penalty 5357.590598 = -8211201.218886 nChanged 440 SP:Iteration 14Q (23803.330000 sec): 3 clusters Score: Raw -8216886.631707 + Penalty 5357.590598 = -8211529.041109 nChanged 304 SP:Iteration 15Q (23803.480000 sec): 3 clusters Score: Raw -8217096.580141 + Penalty 5357.590598 = -8211738.989543 nChanged 215 SP:Iteration 16Q (23803.620000 sec): 3 clusters Score: Raw -8217221.387707 + Penalty 5357.590598 = -8211863.797109 nChanged 174 SP:Iteration 17Q (23803.770000 sec): 3 clusters Score: Raw -8217308.928538 + Penalty 5357.590598 = -8211951.337940 nChanged 142 SP:Iteration 18Q (23803.910000 sec): 3 clusters Score: Raw -8217365.796768 + Penalty 5357.590598 = -8212008.206171 nChanged 98 SP:Iteration 19Q (23804.060000 sec): 3 clusters Score: Raw -8217403.202973 + Penalty 5357.590598 = -8212045.612375 nChanged 89 SP:Iteration 20F (23804.250000 sec): 3 clusters Score: Raw -8217436.343577 + Penalty 5357.590598 = -8212078.752980 nChanged 74 SP:Iteration 21Q (23804.400000 sec): 3 clusters Score: Raw -8217461.250361 + Penalty 5357.590598 = -8212103.659764 nChanged 50 SP:Iteration 22Q (23804.540000 sec): 3 clusters Score: Raw -8217475.183676 + Penalty 5357.590598 = -8212117.593078 nChanged 33 SP:Iteration 23Q (23804.680000 sec): 3 clusters Score: Raw -8217483.533039 + Penalty 5357.590598 = -8212125.942441 nChanged 39 SP:Iteration 24Q (23804.820000 sec): 3 clusters Score: Raw -8217492.785743 + Penalty 5357.590598 = -8212135.195145 nChanged 27 SP:Iteration 25Q (23804.960000 sec): 3 clusters Score: Raw -8217498.410092 + Penalty 5357.590598 = -8212140.819495 nChanged 18 SP:Iteration 26Q (23805.100000 sec): 3 clusters Score: Raw -8217501.936532 + Penalty 5357.590598 = -8212144.345934 nChanged 24 SP:Iteration 27Q (23805.240000 sec): 3 clusters Score: Raw -8217507.324358 + Penalty 5357.590598 = -8212149.733760 nChanged 15 SP:Iteration 28Q (23805.390000 sec): 3 clusters Score: Raw -8217511.841755 + Penalty 5357.590598 = -8212154.251157 nChanged 20 SP:Iteration 29Q (23805.530000 sec): 3 clusters Score: Raw -8217515.907888 + Penalty 5357.590598 = -8212158.317290 nChanged 11 SP:Iteration 30Q (23805.670000 sec): 3 clusters Score: Raw -8217518.565201 + Penalty 5357.590598 = -8212160.974603 nChanged 19 SP:Iteration 31Q (23805.810000 sec): 3 clusters Score: Raw -8217523.021532 + Penalty 5357.590598 = -8212165.430934 nChanged 19 SP:Iteration 32Q (23805.960000 sec): 3 clusters Score: Raw -8217528.423975 + Penalty 5357.590598 = -8212170.833378 nChanged 17 SP:Iteration 33Q (23806.100000 sec): 3 clusters Score: Raw -8217532.627926 + Penalty 5357.590598 = -8212175.037328 nChanged 11 SP:Iteration 34Q (23806.240000 sec): 3 clusters Score: Raw -8217535.526662 + Penalty 5357.590598 = -8212177.936064 nChanged 16 SP:Iteration 35Q (23806.380000 sec): 3 clusters Score: Raw -8217539.911699 + Penalty 5357.590598 = -8212182.321101 nChanged 17 SP:Iteration 36Q (23806.520000 sec): 3 clusters Score: Raw -8217544.340146 + Penalty 5357.590598 = -8212186.749549 nChanged 19 SP:Iteration 37Q (23806.660000 sec): 3 clusters Score: Raw -8217549.217379 + Penalty 5357.590598 = -8212191.626781 nChanged 16 SP:Iteration 38Q (23806.800000 sec): 3 clusters Score: Raw -8217552.699401 + Penalty 5357.590598 = -8212195.108804 nChanged 15 SP:Iteration 39Q (23806.940000 sec): 3 clusters Score: Raw -8217555.735220 + Penalty 5357.590598 = -8212198.144622 nChanged 12 SP:Iteration 40F (23807.140000 sec): 3 clusters Score: Raw -8217557.961903 + Penalty 5357.590598 = -8212200.371305 nChanged 6 SP:Iteration 41Q (23807.280000 sec): 3 clusters Score: Raw -8217559.096001 + Penalty 5357.590598 = -8212201.505403 nChanged 4 SP:Iteration 42Q (23807.420000 sec): 3 clusters Score: Raw -8217559.773486 + Penalty 5357.590598 = -8212202.182888 nChanged 5 SP:Iteration 43Q (23807.560000 sec): 3 clusters Score: Raw -8217560.618376 + Penalty 5357.590598 = -8212203.027778 nChanged 5 SP:Iteration 44Q (23807.700000 sec): 3 clusters Score: Raw -8217562.200599 + Penalty 5357.590598 = -8212204.610001 nChanged 4 SP:Iteration 45Q (23807.840000 sec): 3 clusters Score: Raw -8217563.286215 + Penalty 5357.590598 = -8212205.695618 nChanged 2 SP:Iteration 46Q (23807.980000 sec): 3 clusters Score: Raw -8217563.545720 + Penalty 5357.590598 = -8212205.955122 nChanged 0 SP:Iteration 47F (23808.180000 sec): 3 clusters Score: Raw -8217563.545720 + Penalty 5357.590598 = -8212205.955122 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23808.200000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23808.200000 sec): 3 clusters Score: Raw -58256.104448 + Penalty 2946.324941 = -55309.779506 nChanged 60 SP:Iteration 1F (23808.210000 sec): 3 clusters Score: Raw -58398.893459 + Penalty 2946.324941 = -55452.568517 nChanged 9 SP:Iteration 2Q (23808.210000 sec): 3 clusters Score: Raw -58435.836871 + Penalty 2946.324941 = -55489.511930 nChanged 5 SP:Iteration 3Q (23808.210000 sec): 3 clusters Score: Raw -58446.853465 + Penalty 2946.324941 = -55500.528524 nChanged 4 SP:Iteration 4Q (23808.210000 sec): 3 clusters Score: Raw -58454.929849 + Penalty 2946.324941 = -55508.604908 nChanged 1 SP:Iteration 5Q (23808.210000 sec): 3 clusters Score: Raw -58457.543575 + Penalty 2946.324941 = -55511.218633 nChanged 1 SP:Iteration 6Q (23808.210000 sec): 3 clusters Score: Raw -58458.438654 + Penalty 2946.324941 = -55512.113713 nChanged 0 SP:Iteration 7F (23808.220000 sec): 3 clusters Score: Raw -58458.438654 + Penalty 2946.324941 = -55512.113713 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23808.240000 sec): 2 clusters Score: Raw -597284.255968 + Penalty 2021.316042 = -595262.939925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23808.250000 sec): 3 clusters Score: Raw -595695.543234 + Penalty 4042.632084 = -591652.911149 nChanged 1298 SP:Iteration 1F (23808.260000 sec): 3 clusters Score: Raw -596460.196119 + Penalty 4042.632084 = -592417.564035 nChanged 289 SP:Iteration 2F (23808.280000 sec): 3 clusters Score: Raw -596648.923644 + Penalty 4042.632084 = -592606.291559 nChanged 187 SP:Iteration 3F (23808.290000 sec): 3 clusters Score: Raw -596775.328553 + Penalty 4042.632084 = -592732.696469 nChanged 130 SP:Iteration 4Q (23808.300000 sec): 3 clusters Score: Raw -596858.366023 + Penalty 4042.632084 = -592815.733939 nChanged 99 SP:Iteration 5Q (23808.320000 sec): 3 clusters Score: Raw -596927.961490 + Penalty 4042.632084 = -592885.329406 nChanged 80 SP:Iteration 6Q (23808.330000 sec): 3 clusters Score: Raw -596980.276617 + Penalty 4042.632084 = -592937.644533 nChanged 93 SP:Iteration 7Q (23808.340000 sec): 3 clusters Score: Raw -597040.694052 + Penalty 4042.632084 = -592998.061967 nChanged 65 SP:Iteration 8Q (23808.360000 sec): 3 clusters Score: Raw -597074.823070 + Penalty 4042.632084 = -593032.190986 nChanged 55 SP:Iteration 9Q (23808.370000 sec): 3 clusters Score: Raw -597104.176094 + Penalty 4042.632084 = -593061.544010 nChanged 55 SP:Iteration 10Q (23808.380000 sec): 3 clusters Score: Raw -597128.752276 + Penalty 4042.632084 = -593086.120192 nChanged 40 SP:Iteration 11Q (23808.400000 sec): 3 clusters Score: Raw -597145.270819 + Penalty 4042.632084 = -593102.638735 nChanged 29 SP:Iteration 12Q (23808.410000 sec): 3 clusters Score: Raw -597157.093059 + Penalty 4042.632084 = -593114.460975 nChanged 22 SP:Iteration 13Q (23808.420000 sec): 3 clusters Score: Raw -597166.785117 + Penalty 4042.632084 = -593124.153033 nChanged 21 SP:Iteration 14Q (23808.440000 sec): 3 clusters Score: Raw -597174.259248 + Penalty 4042.632084 = -593131.627164 nChanged 16 SP:Iteration 15Q (23808.450000 sec): 3 clusters Score: Raw -597178.629733 + Penalty 4042.632084 = -593135.997649 nChanged 8 SP:Iteration 16Q (23808.470000 sec): 3 clusters Score: Raw -597183.105582 + Penalty 4042.632084 = -593140.473497 nChanged 11 SP:Iteration 17Q (23808.480000 sec): 3 clusters Score: Raw -597185.950368 + Penalty 4042.632084 = -593143.318284 nChanged 6 SP:Iteration 18Q (23808.490000 sec): 3 clusters Score: Raw -597188.124895 + Penalty 4042.632084 = -593145.492810 nChanged 9 SP:Iteration 19Q (23808.510000 sec): 3 clusters Score: Raw -597191.501157 + Penalty 4042.632084 = -593148.869073 nChanged 7 SP:Iteration 20F (23808.520000 sec): 3 clusters Score: Raw -597193.315492 + Penalty 4042.632084 = -593150.683408 nChanged 8 SP:Iteration 21Q (23808.540000 sec): 3 clusters Score: Raw -597195.603133 + Penalty 4042.632084 = -593152.971049 nChanged 4 SP:Iteration 22Q (23808.550000 sec): 3 clusters Score: Raw -597198.338776 + Penalty 4042.632084 = -593155.706691 nChanged 8 SP:Iteration 23Q (23808.560000 sec): 3 clusters Score: Raw -597200.729983 + Penalty 4042.632084 = -593158.097899 nChanged 10 SP:Iteration 24Q (23808.580000 sec): 3 clusters Score: Raw -597203.932305 + Penalty 4042.632084 = -593161.300221 nChanged 10 SP:Iteration 25Q (23808.590000 sec): 3 clusters Score: Raw -597208.233621 + Penalty 4042.632084 = -593165.601536 nChanged 9 SP:Iteration 26Q (23808.600000 sec): 3 clusters Score: Raw -597211.056543 + Penalty 4042.632084 = -593168.424459 nChanged 7 SP:Iteration 27Q (23808.620000 sec): 3 clusters Score: Raw -597213.302165 + Penalty 4042.632084 = -593170.670081 nChanged 4 SP:Iteration 28Q (23808.630000 sec): 3 clusters Score: Raw -597215.160113 + Penalty 4042.632084 = -593172.528028 nChanged 9 SP:Iteration 29Q (23808.640000 sec): 3 clusters Score: Raw -597219.160225 + Penalty 4042.632084 = -593176.528140 nChanged 8 SP:Iteration 30Q (23808.660000 sec): 3 clusters Score: Raw -597221.956361 + Penalty 4042.632084 = -593179.324277 nChanged 9 SP:Iteration 31Q (23808.670000 sec): 3 clusters Score: Raw -597224.963355 + Penalty 4042.632084 = -593182.331271 nChanged 4 SP:Iteration 32Q (23808.680000 sec): 3 clusters Score: Raw -597226.293028 + Penalty 4042.632084 = -593183.660944 nChanged 6 SP:Iteration 33Q (23808.700000 sec): 3 clusters Score: Raw -597228.422510 + Penalty 4042.632084 = -593185.790426 nChanged 10 SP:Iteration 34Q (23808.710000 sec): 3 clusters Score: Raw -597231.787768 + Penalty 4042.632084 = -593189.155684 nChanged 8 SP:Iteration 35Q (23808.720000 sec): 3 clusters Score: Raw -597233.856228 + Penalty 4042.632084 = -593191.224144 nChanged 12 SP:Iteration 36Q (23808.740000 sec): 3 clusters Score: Raw -597237.772659 + Penalty 4042.632084 = -593195.140575 nChanged 7 SP:Iteration 37Q (23808.750000 sec): 3 clusters Score: Raw -597240.310516 + Penalty 4042.632084 = -593197.678431 nChanged 8 SP:Iteration 38Q (23808.760000 sec): 3 clusters Score: Raw -597244.463249 + Penalty 4042.632084 = -593201.831165 nChanged 8 SP:Iteration 39Q (23808.780000 sec): 3 clusters Score: Raw -597248.223100 + Penalty 4042.632084 = -593205.591016 nChanged 10 SP:Iteration 40F (23808.790000 sec): 3 clusters Score: Raw -597251.440258 + Penalty 4042.632084 = -593208.808174 nChanged 6 SP:Iteration 41Q (23808.800000 sec): 3 clusters Score: Raw -597253.660554 + Penalty 4042.632084 = -593211.028470 nChanged 5 SP:Iteration 42Q (23808.820000 sec): 3 clusters Score: Raw -597255.932701 + Penalty 4042.632084 = -593213.300617 nChanged 5 SP:Iteration 43Q (23808.830000 sec): 3 clusters Score: Raw -597257.310026 + Penalty 4042.632084 = -593214.677941 nChanged 4 SP:Iteration 44Q (23808.840000 sec): 3 clusters Score: Raw -597258.775686 + Penalty 4042.632084 = -593216.143602 nChanged 5 SP:Iteration 45Q (23808.860000 sec): 3 clusters Score: Raw -597261.482971 + Penalty 4042.632084 = -593218.850887 nChanged 9 SP:Iteration 46Q (23808.870000 sec): 3 clusters Score: Raw -597266.588880 + Penalty 4042.632084 = -593223.956796 nChanged 11 SP:Iteration 47Q (23808.890000 sec): 3 clusters Score: Raw -597271.239877 + Penalty 4042.632084 = -593228.607793 nChanged 8 SP:Iteration 48Q (23808.900000 sec): 3 clusters Score: Raw -597274.220660 + Penalty 4042.632084 = -593231.588576 nChanged 4 SP:Iteration 49Q (23808.910000 sec): 3 clusters Score: Raw -597275.553501 + Penalty 4042.632084 = -593232.921417 nChanged 2 SP:Iteration 50Q (23808.930000 sec): 3 clusters Score: Raw -597276.551559 + Penalty 4042.632084 = -593233.919475 nChanged 2 SP:Iteration 51Q (23808.940000 sec): 3 clusters Score: Raw -597276.988026 + Penalty 4042.632084 = -593234.355942 nChanged 2 SP:Iteration 52Q (23808.950000 sec): 3 clusters Score: Raw -597278.119491 + Penalty 4042.632084 = -593235.487407 nChanged 1 SP:Iteration 53Q (23808.970000 sec): 3 clusters Score: Raw -597278.480171 + Penalty 4042.632084 = -593235.848087 nChanged 1 SP:Iteration 54Q (23808.980000 sec): 3 clusters Score: Raw -597278.672694 + Penalty 4042.632084 = -593236.040610 nChanged 0 SP:Iteration 55F (23809.000000 sec): 3 clusters Score: Raw -597278.672694 + Penalty 4042.632084 = -593236.040610 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23809.020000 sec): 2 clusters Score: Raw -1016130.983942 + Penalty 2142.924786 = -1013988.059156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23809.040000 sec): 3 clusters Score: Raw -1013285.034038 + Penalty 4285.849573 = -1008999.184465 nChanged 2234 SP:Iteration 1F (23809.060000 sec): 3 clusters Score: Raw -1014502.181236 + Penalty 4285.849573 = -1010216.331663 nChanged 383 SP:Iteration 2F (23809.090000 sec): 3 clusters Score: Raw -1014705.831478 + Penalty 4285.849573 = -1010419.981905 nChanged 294 SP:Iteration 3F (23809.110000 sec): 3 clusters Score: Raw -1014840.981014 + Penalty 4285.849573 = -1010555.131441 nChanged 188 SP:Iteration 4Q (23809.130000 sec): 3 clusters Score: Raw -1014921.775999 + Penalty 4285.849573 = -1010635.926426 nChanged 153 SP:Iteration 5Q (23809.150000 sec): 3 clusters Score: Raw -1014985.039249 + Penalty 4285.849573 = -1010699.189676 nChanged 128 SP:Iteration 6Q (23809.180000 sec): 3 clusters Score: Raw -1015035.124243 + Penalty 4285.849573 = -1010749.274670 nChanged 111 SP:Iteration 7Q (23809.200000 sec): 3 clusters Score: Raw -1015073.544479 + Penalty 4285.849573 = -1010787.694906 nChanged 94 SP:Iteration 8Q (23809.220000 sec): 3 clusters Score: Raw -1015108.340309 + Penalty 4285.849573 = -1010822.490736 nChanged 107 SP:Iteration 9Q (23809.240000 sec): 3 clusters Score: Raw -1015156.600164 + Penalty 4285.849573 = -1010870.750591 nChanged 121 SP:Iteration 10Q (23809.260000 sec): 3 clusters Score: Raw -1015218.168549 + Penalty 4285.849573 = -1010932.318976 nChanged 144 SP:Iteration 11Q (23809.290000 sec): 3 clusters Score: Raw -1015290.657782 + Penalty 4285.849573 = -1011004.808209 nChanged 147 SP:Iteration 12Q (23809.310000 sec): 3 clusters Score: Raw -1015368.543973 + Penalty 4285.849573 = -1011082.694400 nChanged 163 SP:Iteration 13Q (23809.330000 sec): 3 clusters Score: Raw -1015477.652054 + Penalty 4285.849573 = -1011191.802481 nChanged 200 SP:Iteration 14Q (23809.360000 sec): 3 clusters Score: Raw -1015673.752501 + Penalty 4285.849573 = -1011387.902928 nChanged 233 SP:Iteration 15Q (23809.380000 sec): 3 clusters Score: Raw -1015965.014547 + Penalty 4285.849573 = -1011679.164974 nChanged 291 SP:Iteration 16F (23809.400000 sec): 3 clusters Score: Raw -1016344.695618 + Penalty 4285.849573 = -1012058.846045 nChanged 327 SP:Iteration 17F (23809.420000 sec): 3 clusters Score: Raw -1016715.783462 + Penalty 4285.849573 = -1012429.933889 nChanged 286 SP:Iteration 18F (23809.440000 sec): 3 clusters Score: Raw -1016978.138557 + Penalty 4285.849573 = -1012692.288984 nChanged 217 SP:Iteration 19Q (23809.460000 sec): 3 clusters Score: Raw -1017142.177576 + Penalty 4285.849573 = -1012856.328003 nChanged 148 SP:Iteration 20F (23809.490000 sec): 3 clusters Score: Raw -1017241.290889 + Penalty 4285.849573 = -1012955.441316 nChanged 108 SP:Iteration 21Q (23809.510000 sec): 3 clusters Score: Raw -1017298.788941 + Penalty 4285.849573 = -1013012.939368 nChanged 80 SP:Iteration 22Q (23809.530000 sec): 3 clusters Score: Raw -1017344.833819 + Penalty 4285.849573 = -1013058.984246 nChanged 75 SP:Iteration 23Q (23809.550000 sec): 3 clusters Score: Raw -1017380.575414 + Penalty 4285.849573 = -1013094.725841 nChanged 41 SP:Iteration 24Q (23809.570000 sec): 3 clusters Score: Raw -1017399.516521 + Penalty 4285.849573 = -1013113.666948 nChanged 28 SP:Iteration 25Q (23809.590000 sec): 3 clusters Score: Raw -1017411.376009 + Penalty 4285.849573 = -1013125.526436 nChanged 22 SP:Iteration 26Q (23809.610000 sec): 3 clusters Score: Raw -1017418.115927 + Penalty 4285.849573 = -1013132.266354 nChanged 20 SP:Iteration 27Q (23809.630000 sec): 3 clusters Score: Raw -1017424.449991 + Penalty 4285.849573 = -1013138.600418 nChanged 11 SP:Iteration 28Q (23809.650000 sec): 3 clusters Score: Raw -1017427.407139 + Penalty 4285.849573 = -1013141.557566 nChanged 7 SP:Iteration 29Q (23809.670000 sec): 3 clusters Score: Raw -1017429.259632 + Penalty 4285.849573 = -1013143.410059 nChanged 7 SP:Iteration 30Q (23809.700000 sec): 3 clusters Score: Raw -1017431.596740 + Penalty 4285.849573 = -1013145.747167 nChanged 6 SP:Iteration 31Q (23809.720000 sec): 3 clusters Score: Raw -1017434.148011 + Penalty 4285.849573 = -1013148.298438 nChanged 12 SP:Iteration 32Q (23809.740000 sec): 3 clusters Score: Raw -1017438.017470 + Penalty 4285.849573 = -1013152.167897 nChanged 7 SP:Iteration 33Q (23809.760000 sec): 3 clusters Score: Raw -1017439.633165 + Penalty 4285.849573 = -1013153.783592 nChanged 3 SP:Iteration 34Q (23809.780000 sec): 3 clusters Score: Raw -1017440.426387 + Penalty 4285.849573 = -1013154.576815 nChanged 2 SP:Iteration 35Q (23809.800000 sec): 3 clusters Score: Raw -1017441.046893 + Penalty 4285.849573 = -1013155.197320 nChanged 1 SP:Iteration 36Q (23809.820000 sec): 3 clusters Score: Raw -1017441.311248 + Penalty 4285.849573 = -1013155.461675 nChanged 1 SP:Iteration 37Q (23809.840000 sec): 3 clusters Score: Raw -1017441.507498 + Penalty 4285.849573 = -1013155.657925 nChanged 0 SP:Iteration 38F (23809.860000 sec): 3 clusters Score: Raw -1017441.507498 + Penalty 4285.849573 = -1013155.657925 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (76185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23810.140000 sec): 2 clusters Score: Raw -12992309.239319 + Penalty 2787.748128 = -12989521.491191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23810.440000 sec): 3 clusters Score: Raw -12944102.561944 + Penalty 5575.496256 = -12938527.065687 nChanged 35521 SP:Iteration 1F (23810.760000 sec): 3 clusters Score: Raw -12964286.005034 + Penalty 5575.496256 = -12958710.508777 nChanged 2843 SP:Iteration 2Q (23811.070000 sec): 3 clusters Score: Raw -12965085.120945 + Penalty 5575.496256 = -12959509.624689 nChanged 3051 SP:Iteration 3Q (23811.380000 sec): 3 clusters Score: Raw -12966135.488976 + Penalty 5575.496256 = -12960559.992720 nChanged 3569 SP:Iteration 4Q (23811.700000 sec): 3 clusters Score: Raw -12967772.897543 + Penalty 5575.496256 = -12962197.401286 nChanged 4323 SP:Iteration 5F (23812.010000 sec): 3 clusters Score: Raw -12970254.110597 + Penalty 5575.496256 = -12964678.614341 nChanged 5149 SP:Iteration 6F (23812.320000 sec): 3 clusters Score: Raw -12973940.272962 + Penalty 5575.496256 = -12968364.776705 nChanged 5725 SP:Iteration 7F (23812.630000 sec): 3 clusters Score: Raw -12978802.018047 + Penalty 5575.496256 = -12973226.521791 nChanged 5432 SP:Iteration 8F (23812.940000 sec): 3 clusters Score: Raw -12983807.606244 + Penalty 5575.496256 = -12978232.109988 nChanged 4169 SP:Iteration 9F (23813.240000 sec): 3 clusters Score: Raw -12987737.102092 + Penalty 5575.496256 = -12982161.605836 nChanged 2682 SP:Iteration 10Q (23813.520000 sec): 3 clusters Score: Raw -12990214.504560 + Penalty 5575.496256 = -12984639.008304 nChanged 1422 SP:Iteration 11Q (23813.770000 sec): 3 clusters Score: Raw -12991528.422817 + Penalty 5575.496256 = -12985952.926561 nChanged 610 SP:Iteration 12Q (23814.010000 sec): 3 clusters Score: Raw -12992080.554568 + Penalty 5575.496256 = -12986505.058312 nChanged 239 SP:Iteration 13Q (23814.230000 sec): 3 clusters Score: Raw -12992316.003582 + Penalty 5575.496256 = -12986740.507326 nChanged 123 SP:Iteration 14Q (23814.450000 sec): 3 clusters Score: Raw -12992452.169016 + Penalty 5575.496256 = -12986876.672760 nChanged 55 SP:Iteration 15Q (23814.670000 sec): 3 clusters Score: Raw -12992530.465147 + Penalty 5575.496256 = -12986954.968891 nChanged 33 SP:Iteration 16Q (23814.880000 sec): 3 clusters Score: Raw -12992567.212658 + Penalty 5575.496256 = -12986991.716402 nChanged 24 SP:Iteration 17Q (23815.100000 sec): 3 clusters Score: Raw -12992590.632368 + Penalty 5575.496256 = -12987015.136112 nChanged 9 SP:Iteration 18Q (23815.310000 sec): 3 clusters Score: Raw -12992599.642252 + Penalty 5575.496256 = -12987024.145996 nChanged 3 SP:Iteration 19Q (23815.520000 sec): 3 clusters Score: Raw -12992602.840351 + Penalty 5575.496256 = -12987027.344094 nChanged 2 SP:Iteration 20F (23815.830000 sec): 3 clusters Score: Raw -12992604.313116 + Penalty 5575.496256 = -12987028.816859 nChanged 2 SP:Iteration 21Q (23816.040000 sec): 3 clusters Score: Raw -12992607.094212 + Penalty 5575.496256 = -12987031.597955 nChanged 4 SP:Iteration 22Q (23816.260000 sec): 3 clusters Score: Raw -12992611.648942 + Penalty 5575.496256 = -12987036.152686 nChanged 7 SP:Iteration 23Q (23816.470000 sec): 3 clusters Score: Raw -12992619.821164 + Penalty 5575.496256 = -12987044.324907 nChanged 5 SP:Iteration 24Q (23816.680000 sec): 3 clusters Score: Raw -12992623.160977 + Penalty 5575.496256 = -12987047.664721 nChanged 4 SP:Iteration 25Q (23816.890000 sec): 3 clusters Score: Raw -12992627.822934 + Penalty 5575.496256 = -12987052.326677 nChanged 4 SP:Iteration 26Q (23817.100000 sec): 3 clusters Score: Raw -12992632.449330 + Penalty 5575.496256 = -12987056.953074 nChanged 2 SP:Iteration 27Q (23817.320000 sec): 3 clusters Score: Raw -12992633.484430 + Penalty 5575.496256 = -12987057.988173 nChanged 1 SP:Iteration 28Q (23817.530000 sec): 3 clusters Score: Raw -12992634.182763 + Penalty 5575.496256 = -12987058.686506 nChanged 0 SP:Iteration 29F (23817.830000 sec): 3 clusters Score: Raw -12992634.182763 + Penalty 5575.496256 = -12987058.686506 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23817.890000 sec): 2 clusters Score: Raw -1252357.248785 + Penalty 2208.886371 = -1250148.362414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23817.920000 sec): 3 clusters Score: Raw -1248510.908455 + Penalty 4417.772742 = -1244093.135713 nChanged 2988 SP:Iteration 1F (23817.940000 sec): 3 clusters Score: Raw -1250225.350769 + Penalty 4417.772742 = -1245807.578026 nChanged 517 SP:Iteration 2F (23817.970000 sec): 3 clusters Score: Raw -1250524.654980 + Penalty 4417.772742 = -1246106.882238 nChanged 406 SP:Iteration 3F (23818.000000 sec): 3 clusters Score: Raw -1250758.074948 + Penalty 4417.772742 = -1246340.302206 nChanged 360 SP:Iteration 4Q (23818.030000 sec): 3 clusters Score: Raw -1250972.558060 + Penalty 4417.772742 = -1246554.785318 nChanged 347 SP:Iteration 5Q (23818.060000 sec): 3 clusters Score: Raw -1251189.402793 + Penalty 4417.772742 = -1246771.630051 nChanged 328 SP:Iteration 6Q (23818.090000 sec): 3 clusters Score: Raw -1251425.491898 + Penalty 4417.772742 = -1247007.719155 nChanged 361 SP:Iteration 7Q (23818.120000 sec): 3 clusters Score: Raw -1251705.772941 + Penalty 4417.772742 = -1247288.000198 nChanged 361 SP:Iteration 8Q (23818.150000 sec): 3 clusters Score: Raw -1251977.991199 + Penalty 4417.772742 = -1247560.218457 nChanged 303 SP:Iteration 9Q (23818.180000 sec): 3 clusters Score: Raw -1252220.381608 + Penalty 4417.772742 = -1247802.608866 nChanged 271 SP:Iteration 10Q (23818.200000 sec): 3 clusters Score: Raw -1252447.499342 + Penalty 4417.772742 = -1248029.726600 nChanged 218 SP:Iteration 11Q (23818.230000 sec): 3 clusters Score: Raw -1252617.021845 + Penalty 4417.772742 = -1248199.249103 nChanged 167 SP:Iteration 12Q (23818.260000 sec): 3 clusters Score: Raw -1252754.742918 + Penalty 4417.772742 = -1248336.970176 nChanged 147 SP:Iteration 13Q (23818.290000 sec): 3 clusters Score: Raw -1252876.514410 + Penalty 4417.772742 = -1248458.741667 nChanged 140 SP:Iteration 14Q (23818.320000 sec): 3 clusters Score: Raw -1252973.849690 + Penalty 4417.772742 = -1248556.076947 nChanged 93 SP:Iteration 15Q (23818.340000 sec): 3 clusters Score: Raw -1253031.032721 + Penalty 4417.772742 = -1248613.259979 nChanged 73 SP:Iteration 16Q (23818.370000 sec): 3 clusters Score: Raw -1253069.783885 + Penalty 4417.772742 = -1248652.011143 nChanged 50 SP:Iteration 17Q (23818.400000 sec): 3 clusters Score: Raw -1253090.717469 + Penalty 4417.772742 = -1248672.944727 nChanged 31 SP:Iteration 18Q (23818.420000 sec): 3 clusters Score: Raw -1253103.064842 + Penalty 4417.772742 = -1248685.292100 nChanged 31 SP:Iteration 19Q (23818.450000 sec): 3 clusters Score: Raw -1253115.791151 + Penalty 4417.772742 = -1248698.018409 nChanged 26 SP:Iteration 20F (23818.480000 sec): 3 clusters Score: Raw -1253129.888036 + Penalty 4417.772742 = -1248712.115294 nChanged 32 SP:Iteration 21Q (23818.500000 sec): 3 clusters Score: Raw -1253143.662292 + Penalty 4417.772742 = -1248725.889550 nChanged 31 SP:Iteration 22Q (23818.530000 sec): 3 clusters Score: Raw -1253155.492220 + Penalty 4417.772742 = -1248737.719477 nChanged 20 SP:Iteration 23Q (23818.560000 sec): 3 clusters Score: Raw -1253162.854511 + Penalty 4417.772742 = -1248745.081769 nChanged 20 SP:Iteration 24Q (23818.580000 sec): 3 clusters Score: Raw -1253170.882785 + Penalty 4417.772742 = -1248753.110043 nChanged 19 SP:Iteration 25Q (23818.600000 sec): 3 clusters Score: Raw -1253178.448851 + Penalty 4417.772742 = -1248760.676109 nChanged 16 SP:Iteration 26Q (23818.630000 sec): 3 clusters Score: Raw -1253185.371355 + Penalty 4417.772742 = -1248767.598612 nChanged 17 SP:Iteration 27Q (23818.660000 sec): 3 clusters Score: Raw -1253192.516497 + Penalty 4417.772742 = -1248774.743755 nChanged 13 SP:Iteration 28Q (23818.680000 sec): 3 clusters Score: Raw -1253197.062468 + Penalty 4417.772742 = -1248779.289726 nChanged 19 SP:Iteration 29Q (23818.710000 sec): 3 clusters Score: Raw -1253204.584423 + Penalty 4417.772742 = -1248786.811680 nChanged 16 SP:Iteration 30Q (23818.730000 sec): 3 clusters Score: Raw -1253210.223938 + Penalty 4417.772742 = -1248792.451195 nChanged 9 SP:Iteration 31Q (23818.760000 sec): 3 clusters Score: Raw -1253212.792993 + Penalty 4417.772742 = -1248795.020251 nChanged 12 SP:Iteration 32Q (23818.780000 sec): 3 clusters Score: Raw -1253216.514857 + Penalty 4417.772742 = -1248798.742115 nChanged 4 SP:Iteration 33Q (23818.810000 sec): 3 clusters Score: Raw -1253217.303822 + Penalty 4417.772742 = -1248799.531080 nChanged 3 SP:Iteration 34Q (23818.830000 sec): 3 clusters Score: Raw -1253218.065651 + Penalty 4417.772742 = -1248800.292909 nChanged 2 SP:Iteration 35Q (23818.860000 sec): 3 clusters Score: Raw -1253218.446083 + Penalty 4417.772742 = -1248800.673341 nChanged 1 SP:Iteration 36Q (23818.880000 sec): 3 clusters Score: Raw -1253218.689555 + Penalty 4417.772742 = -1248800.916812 nChanged 2 SP:Iteration 37Q (23818.910000 sec): 3 clusters Score: Raw -1253219.460021 + Penalty 4417.772742 = -1248801.687279 nChanged 2 SP:Iteration 38Q (23818.930000 sec): 3 clusters Score: Raw -1253219.989195 + Penalty 4417.772742 = -1248802.216453 nChanged 3 SP:Iteration 39Q (23818.960000 sec): 3 clusters Score: Raw -1253221.249826 + Penalty 4417.772742 = -1248803.477084 nChanged 1 SP:Iteration 40F (23818.990000 sec): 3 clusters Score: Raw -1253221.405786 + Penalty 4417.772742 = -1248803.633044 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23819.040000 sec): 2 clusters Score: Raw -2078546.574616 + Penalty 2332.685368 = -2076213.889248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23819.080000 sec): 3 clusters Score: Raw -2071908.120368 + Penalty 4665.370737 = -2067242.749631 nChanged 5050 SP:Iteration 1F (23819.130000 sec): 3 clusters Score: Raw -2074435.441231 + Penalty 4665.370737 = -2069770.070494 nChanged 698 SP:Iteration 2F (23819.180000 sec): 3 clusters Score: Raw -2074713.654936 + Penalty 4665.370737 = -2070048.284199 nChanged 568 SP:Iteration 3Q (23819.230000 sec): 3 clusters Score: Raw -2074951.507813 + Penalty 4665.370737 = -2070286.137076 nChanged 547 SP:Iteration 4Q (23819.280000 sec): 3 clusters Score: Raw -2075193.097836 + Penalty 4665.370737 = -2070527.727100 nChanged 546 SP:Iteration 5Q (23819.320000 sec): 3 clusters Score: Raw -2075451.385722 + Penalty 4665.370737 = -2070786.014985 nChanged 569 SP:Iteration 6Q (23819.370000 sec): 3 clusters Score: Raw -2075759.098242 + Penalty 4665.370737 = -2071093.727505 nChanged 617 SP:Iteration 7F (23819.420000 sec): 3 clusters Score: Raw -2076146.997817 + Penalty 4665.370737 = -2071481.627080 nChanged 675 SP:Iteration 8F (23819.470000 sec): 3 clusters Score: Raw -2076657.746278 + Penalty 4665.370737 = -2071992.375541 nChanged 689 SP:Iteration 9F (23819.510000 sec): 3 clusters Score: Raw -2077213.102820 + Penalty 4665.370737 = -2072547.732083 nChanged 611 SP:Iteration 10F (23819.560000 sec): 3 clusters Score: Raw -2077774.378028 + Penalty 4665.370737 = -2073109.007291 nChanged 479 SP:Iteration 11Q (23819.610000 sec): 3 clusters Score: Raw -2078200.683368 + Penalty 4665.370737 = -2073535.312631 nChanged 288 SP:Iteration 12Q (23819.650000 sec): 3 clusters Score: Raw -2078464.497554 + Penalty 4665.370737 = -2073799.126817 nChanged 175 SP:Iteration 13Q (23819.700000 sec): 3 clusters Score: Raw -2078611.349007 + Penalty 4665.370737 = -2073945.978270 nChanged 118 SP:Iteration 14Q (23819.740000 sec): 3 clusters Score: Raw -2078728.856649 + Penalty 4665.370737 = -2074063.485912 nChanged 69 SP:Iteration 15Q (23819.780000 sec): 3 clusters Score: Raw -2078790.866548 + Penalty 4665.370737 = -2074125.495811 nChanged 35 SP:Iteration 16Q (23819.820000 sec): 3 clusters Score: Raw -2078817.681728 + Penalty 4665.370737 = -2074152.310991 nChanged 18 SP:Iteration 17Q (23819.860000 sec): 3 clusters Score: Raw -2078834.429296 + Penalty 4665.370737 = -2074169.058559 nChanged 11 SP:Iteration 18Q (23819.900000 sec): 3 clusters Score: Raw -2078848.344614 + Penalty 4665.370737 = -2074182.973877 nChanged 9 SP:Iteration 19Q (23819.930000 sec): 3 clusters Score: Raw -2078856.263927 + Penalty 4665.370737 = -2074190.893190 nChanged 5 SP:Iteration 20F (23819.980000 sec): 3 clusters Score: Raw -2078859.775838 + Penalty 4665.370737 = -2074194.405101 nChanged 2 SP:Iteration 21Q (23820.020000 sec): 3 clusters Score: Raw -2078861.384749 + Penalty 4665.370737 = -2074196.014012 nChanged 1 SP:Iteration 22Q (23820.060000 sec): 3 clusters Score: Raw -2078862.111524 + Penalty 4665.370737 = -2074196.740787 nChanged 4 SP:Iteration 23Q (23820.090000 sec): 3 clusters Score: Raw -2078867.633437 + Penalty 4665.370737 = -2074202.262700 nChanged 4 SP:Iteration 24Q (23820.130000 sec): 3 clusters Score: Raw -2078872.684247 + Penalty 4665.370737 = -2074207.313510 nChanged 6 SP:Iteration 25Q (23820.170000 sec): 3 clusters Score: Raw -2078878.611387 + Penalty 4665.370737 = -2074213.240650 nChanged 2 SP:Iteration 26Q (23820.210000 sec): 3 clusters Score: Raw -2078880.554123 + Penalty 4665.370737 = -2074215.183386 nChanged 3 SP:Iteration 27Q (23820.240000 sec): 3 clusters Score: Raw -2078883.709827 + Penalty 4665.370737 = -2074218.339090 nChanged 4 SP:Iteration 28Q (23820.280000 sec): 3 clusters Score: Raw -2078887.120909 + Penalty 4665.370737 = -2074221.750172 nChanged 4 SP:Iteration 29Q (23820.320000 sec): 3 clusters Score: Raw -2078891.478768 + Penalty 4665.370737 = -2074226.108031 nChanged 4 SP:Iteration 30Q (23820.360000 sec): 3 clusters Score: Raw -2078894.722723 + Penalty 4665.370737 = -2074229.351986 nChanged 0 SP:Iteration 31F (23820.400000 sec): 3 clusters Score: Raw -2078894.722723 + Penalty 4665.370737 = -2074229.351986 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23820.480000 sec): 2 clusters Score: Raw -3486175.640235 + Penalty 2471.554555 = -3483704.085680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23820.570000 sec): 3 clusters Score: Raw -3473711.464700 + Penalty 4943.109110 = -3468768.355590 nChanged 9516 SP:Iteration 1F (23820.650000 sec): 3 clusters Score: Raw -3478849.108903 + Penalty 4943.109110 = -3473905.999792 nChanged 1113 SP:Iteration 2F (23820.740000 sec): 3 clusters Score: Raw -3479285.490628 + Penalty 4943.109110 = -3474342.381517 nChanged 1018 SP:Iteration 3Q (23820.820000 sec): 3 clusters Score: Raw -3479738.537230 + Penalty 4943.109110 = -3474795.428120 nChanged 1057 SP:Iteration 4Q (23820.910000 sec): 3 clusters Score: Raw -3480292.734755 + Penalty 4943.109110 = -3475349.625645 nChanged 1149 SP:Iteration 5F (23820.990000 sec): 3 clusters Score: Raw -3481024.692559 + Penalty 4943.109110 = -3476081.583449 nChanged 1365 SP:Iteration 6F (23821.080000 sec): 3 clusters Score: Raw -3482034.168560 + Penalty 4943.109110 = -3477091.059450 nChanged 1401 SP:Iteration 7F (23821.160000 sec): 3 clusters Score: Raw -3483180.533083 + Penalty 4943.109110 = -3478237.423973 nChanged 1306 SP:Iteration 8F (23821.240000 sec): 3 clusters Score: Raw -3484342.182810 + Penalty 4943.109110 = -3479399.073700 nChanged 962 SP:Iteration 9Q (23821.320000 sec): 3 clusters Score: Raw -3485253.569696 + Penalty 4943.109110 = -3480310.460586 nChanged 559 SP:Iteration 10Q (23821.400000 sec): 3 clusters Score: Raw -3485792.485511 + Penalty 4943.109110 = -3480849.376401 nChanged 300 SP:Iteration 11Q (23821.470000 sec): 3 clusters Score: Raw -3486115.654719 + Penalty 4943.109110 = -3481172.545609 nChanged 175 SP:Iteration 12Q (23821.540000 sec): 3 clusters Score: Raw -3486310.024060 + Penalty 4943.109110 = -3481366.914950 nChanged 119 SP:Iteration 13Q (23821.610000 sec): 3 clusters Score: Raw -3486447.297652 + Penalty 4943.109110 = -3481504.188542 nChanged 94 SP:Iteration 14Q (23821.670000 sec): 3 clusters Score: Raw -3486547.826175 + Penalty 4943.109110 = -3481604.717065 nChanged 78 SP:Iteration 15Q (23821.730000 sec): 3 clusters Score: Raw -3486623.468116 + Penalty 4943.109110 = -3481680.359006 nChanged 48 SP:Iteration 16Q (23821.800000 sec): 3 clusters Score: Raw -3486667.079474 + Penalty 4943.109110 = -3481723.970364 nChanged 35 SP:Iteration 17Q (23821.860000 sec): 3 clusters Score: Raw -3486699.859204 + Penalty 4943.109110 = -3481756.750094 nChanged 28 SP:Iteration 18Q (23821.920000 sec): 3 clusters Score: Raw -3486721.807357 + Penalty 4943.109110 = -3481778.698247 nChanged 18 SP:Iteration 19Q (23821.980000 sec): 3 clusters Score: Raw -3486733.995809 + Penalty 4943.109110 = -3481790.886699 nChanged 18 SP:Iteration 20F (23822.060000 sec): 3 clusters Score: Raw -3486749.576008 + Penalty 4943.109110 = -3481806.466898 nChanged 19 SP:Iteration 21Q (23822.120000 sec): 3 clusters Score: Raw -3486763.858576 + Penalty 4943.109110 = -3481820.749466 nChanged 13 SP:Iteration 22Q (23822.180000 sec): 3 clusters Score: Raw -3486773.310402 + Penalty 4943.109110 = -3481830.201292 nChanged 13 SP:Iteration 23Q (23822.240000 sec): 3 clusters Score: Raw -3486781.013979 + Penalty 4943.109110 = -3481837.904869 nChanged 9 SP:Iteration 24Q (23822.300000 sec): 3 clusters Score: Raw -3486789.192313 + Penalty 4943.109110 = -3481846.083203 nChanged 11 SP:Iteration 25Q (23822.360000 sec): 3 clusters Score: Raw -3486796.878358 + Penalty 4943.109110 = -3481853.769248 nChanged 9 SP:Iteration 26Q (23822.420000 sec): 3 clusters Score: Raw -3486804.166949 + Penalty 4943.109110 = -3481861.057839 nChanged 8 SP:Iteration 27Q (23822.480000 sec): 3 clusters Score: Raw -3486809.677446 + Penalty 4943.109110 = -3481866.568336 nChanged 9 SP:Iteration 28Q (23822.540000 sec): 3 clusters Score: Raw -3486814.412419 + Penalty 4943.109110 = -3481871.303309 nChanged 10 SP:Iteration 29Q (23822.600000 sec): 3 clusters Score: Raw -3486819.488808 + Penalty 4943.109110 = -3481876.379698 nChanged 6 SP:Iteration 30Q (23822.660000 sec): 3 clusters Score: Raw -3486822.097388 + Penalty 4943.109110 = -3481878.988278 nChanged 2 SP:Iteration 31Q (23822.720000 sec): 3 clusters Score: Raw -3486823.159116 + Penalty 4943.109110 = -3481880.050006 nChanged 1 SP:Iteration 32Q (23822.780000 sec): 3 clusters Score: Raw -3486823.672020 + Penalty 4943.109110 = -3481880.562910 nChanged 0 SP:Iteration 33F (23822.860000 sec): 3 clusters Score: Raw -3486823.672020 + Penalty 4943.109110 = -3481880.562910 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23822.880000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23822.880000 sec): 3 clusters Score: Raw -29275.084663 + Penalty 2605.127620 = -26669.957043 nChanged 14 SP:Iteration 1F (23822.880000 sec): 3 clusters Score: Raw -29330.240964 + Penalty 2605.127620 = -26725.113344 nChanged 5 SP:Iteration 2Q (23822.880000 sec): 3 clusters Score: Raw -29373.213863 + Penalty 2605.127620 = -26768.086243 nChanged 0 SP:Iteration 3F (23822.880000 sec): 3 clusters Score: Raw -29373.213863 + Penalty 2605.127620 = -26768.086243 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23822.890000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23822.890000 sec): 3 clusters Score: Raw -83966.563985 + Penalty 3098.068956 = -80868.495029 nChanged 99 SP:Iteration 1F (23822.890000 sec): 3 clusters Score: Raw -84152.121620 + Penalty 3098.068956 = -81054.052665 nChanged 16 SP:Iteration 2Q (23822.900000 sec): 3 clusters Score: Raw -84195.216063 + Penalty 3098.068956 = -81097.147108 nChanged 14 SP:Iteration 3Q (23822.900000 sec): 3 clusters Score: Raw -84226.491808 + Penalty 3098.068956 = -81128.422853 nChanged 3 SP:Iteration 4Q (23822.900000 sec): 3 clusters Score: Raw -84237.737410 + Penalty 3098.068956 = -81139.668455 nChanged 1 SP:Iteration 5Q (23822.900000 sec): 3 clusters Score: Raw -84238.627686 + Penalty 3098.068956 = -81140.558730 nChanged 0 SP:Iteration 6F (23822.900000 sec): 3 clusters Score: Raw -84238.627686 + Penalty 3098.068956 = -81140.558730 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23822.910000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23822.920000 sec): 3 clusters Score: Raw -184337.303126 + Penalty 3459.805308 = -180877.497818 nChanged 277 SP:Iteration 1F (23822.920000 sec): 3 clusters Score: Raw -184651.940798 + Penalty 3459.805308 = -181192.135490 nChanged 65 SP:Iteration 2F (23822.930000 sec): 3 clusters Score: Raw -184754.054264 + Penalty 3459.805308 = -181294.248956 nChanged 41 SP:Iteration 3Q (23822.930000 sec): 3 clusters Score: Raw -184817.921270 + Penalty 3459.805308 = -181358.115962 nChanged 23 SP:Iteration 4Q (23822.940000 sec): 3 clusters Score: Raw -184853.348163 + Penalty 3459.805308 = -181393.542855 nChanged 24 SP:Iteration 5Q (23822.940000 sec): 3 clusters Score: Raw -184894.368539 + Penalty 3459.805308 = -181434.563231 nChanged 23 SP:Iteration 6Q (23822.940000 sec): 3 clusters Score: Raw -184950.410866 + Penalty 3459.805308 = -181490.605558 nChanged 26 SP:Iteration 7Q (23822.950000 sec): 3 clusters Score: Raw -184998.506208 + Penalty 3459.805308 = -181538.700900 nChanged 22 SP:Iteration 8Q (23822.950000 sec): 3 clusters Score: Raw -185036.404637 + Penalty 3459.805308 = -181576.599329 nChanged 15 SP:Iteration 9Q (23822.960000 sec): 3 clusters Score: Raw -185055.619383 + Penalty 3459.805308 = -181595.814075 nChanged 11 SP:Iteration 10Q (23822.960000 sec): 3 clusters Score: Raw -185075.524121 + Penalty 3459.805308 = -181615.718813 nChanged 10 SP:Iteration 11Q (23822.960000 sec): 3 clusters Score: Raw -185094.515947 + Penalty 3459.805308 = -181634.710639 nChanged 14 SP:Iteration 12Q (23822.970000 sec): 3 clusters Score: Raw -185112.879684 + Penalty 3459.805308 = -181653.074376 nChanged 10 SP:Iteration 13Q (23822.970000 sec): 3 clusters Score: Raw -185129.418955 + Penalty 3459.805308 = -181669.613647 nChanged 11 SP:Iteration 14Q (23822.980000 sec): 3 clusters Score: Raw -185151.428126 + Penalty 3459.805308 = -181691.622818 nChanged 10 SP:Iteration 15Q (23822.980000 sec): 3 clusters Score: Raw -185176.582836 + Penalty 3459.805308 = -181716.777528 nChanged 14 SP:Iteration 16Q (23822.980000 sec): 3 clusters Score: Raw -185206.471246 + Penalty 3459.805308 = -181746.665938 nChanged 9 SP:Iteration 17Q (23822.990000 sec): 3 clusters Score: Raw -185219.059419 + Penalty 3459.805308 = -181759.254111 nChanged 6 SP:Iteration 18Q (23822.990000 sec): 3 clusters Score: Raw -185228.625206 + Penalty 3459.805308 = -181768.819898 nChanged 5 SP:Iteration 19Q (23822.990000 sec): 3 clusters Score: Raw -185238.146576 + Penalty 3459.805308 = -181778.341268 nChanged 9 SP:Iteration 20F (23823.000000 sec): 3 clusters Score: Raw -185250.914081 + Penalty 3459.805308 = -181791.108773 nChanged 6 SP:Iteration 21Q (23823.000000 sec): 3 clusters Score: Raw -185260.373965 + Penalty 3459.805308 = -181800.568657 nChanged 7 SP:Iteration 22Q (23823.000000 sec): 3 clusters Score: Raw -185275.511793 + Penalty 3459.805308 = -181815.706485 nChanged 5 SP:Iteration 23Q (23823.010000 sec): 3 clusters Score: Raw -185284.239198 + Penalty 3459.805308 = -181824.433890 nChanged 2 SP:Iteration 24Q (23823.010000 sec): 3 clusters Score: Raw -185286.639109 + Penalty 3459.805308 = -181826.833801 nChanged 2 SP:Iteration 25Q (23823.020000 sec): 3 clusters Score: Raw -185288.698907 + Penalty 3459.805308 = -181828.893599 nChanged 1 SP:Iteration 26Q (23823.020000 sec): 3 clusters Score: Raw -185289.260069 + Penalty 3459.805308 = -181829.454761 nChanged 2 SP:Iteration 27Q (23823.020000 sec): 3 clusters Score: Raw -185293.110600 + Penalty 3459.805308 = -181833.305292 nChanged 4 SP:Iteration 28Q (23823.030000 sec): 3 clusters Score: Raw -185297.871100 + Penalty 3459.805308 = -181838.065792 nChanged 6 SP:Iteration 29Q (23823.030000 sec): 3 clusters Score: Raw -185304.300810 + Penalty 3459.805308 = -181844.495502 nChanged 3 SP:Iteration 30Q (23823.040000 sec): 3 clusters Score: Raw -185311.410075 + Penalty 3459.805308 = -181851.604767 nChanged 3 SP:Iteration 31Q (23823.040000 sec): 3 clusters Score: Raw -185316.715994 + Penalty 3459.805308 = -181856.910686 nChanged 3 SP:Iteration 32Q (23823.040000 sec): 3 clusters Score: Raw -185321.256043 + Penalty 3459.805308 = -181861.450735 nChanged 5 SP:Iteration 33Q (23823.050000 sec): 3 clusters Score: Raw -185326.591549 + Penalty 3459.805308 = -181866.786241 nChanged 5 SP:Iteration 34Q (23823.050000 sec): 3 clusters Score: Raw -185331.302470 + Penalty 3459.805308 = -181871.497162 nChanged 6 SP:Iteration 35Q (23823.060000 sec): 3 clusters Score: Raw -185338.686132 + Penalty 3459.805308 = -181878.880824 nChanged 3 SP:Iteration 36Q (23823.060000 sec): 3 clusters Score: Raw -185342.022860 + Penalty 3459.805308 = -181882.217552 nChanged 0 SP:Iteration 37F (23823.060000 sec): 3 clusters Score: Raw -185342.022860 + Penalty 3459.805308 = -181882.217552 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23823.080000 sec): 2 clusters Score: Raw -283752.020802 + Penalty 1829.839161 = -281922.181641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23823.080000 sec): 3 clusters Score: Raw -283229.536771 + Penalty 3659.678322 = -279569.858450 nChanged 464 SP:Iteration 1F (23823.090000 sec): 3 clusters Score: Raw -283634.614418 + Penalty 3659.678322 = -279974.936096 nChanged 115 SP:Iteration 2F (23823.100000 sec): 3 clusters Score: Raw -283763.399015 + Penalty 3659.678322 = -280103.720693 nChanged 72 SP:Iteration 3Q (23823.100000 sec): 3 clusters Score: Raw -283831.913408 + Penalty 3659.678322 = -280172.235087 nChanged 42 SP:Iteration 4Q (23823.110000 sec): 3 clusters Score: Raw -283875.923071 + Penalty 3659.678322 = -280216.244749 nChanged 31 SP:Iteration 5Q (23823.110000 sec): 3 clusters Score: Raw -283902.954340 + Penalty 3659.678322 = -280243.276019 nChanged 31 SP:Iteration 6Q (23823.120000 sec): 3 clusters Score: Raw -283929.397577 + Penalty 3659.678322 = -280269.719255 nChanged 18 SP:Iteration 7Q (23823.130000 sec): 3 clusters Score: Raw -283952.401031 + Penalty 3659.678322 = -280292.722710 nChanged 28 SP:Iteration 8Q (23823.130000 sec): 3 clusters Score: Raw -283977.965989 + Penalty 3659.678322 = -280318.287667 nChanged 26 SP:Iteration 9Q (23823.140000 sec): 3 clusters Score: Raw -284000.477200 + Penalty 3659.678322 = -280340.798879 nChanged 27 SP:Iteration 10Q (23823.140000 sec): 3 clusters Score: Raw -284023.230463 + Penalty 3659.678322 = -280363.552141 nChanged 15 SP:Iteration 11Q (23823.150000 sec): 3 clusters Score: Raw -284034.107875 + Penalty 3659.678322 = -280374.429553 nChanged 9 SP:Iteration 12Q (23823.160000 sec): 3 clusters Score: Raw -284045.330690 + Penalty 3659.678322 = -280385.652368 nChanged 7 SP:Iteration 13Q (23823.160000 sec): 3 clusters Score: Raw -284050.504108 + Penalty 3659.678322 = -280390.825787 nChanged 5 SP:Iteration 14Q (23823.170000 sec): 3 clusters Score: Raw -284053.619751 + Penalty 3659.678322 = -280393.941430 nChanged 2 SP:Iteration 15Q (23823.180000 sec): 3 clusters Score: Raw -284057.230891 + Penalty 3659.678322 = -280397.552569 nChanged 8 SP:Iteration 16Q (23823.180000 sec): 3 clusters Score: Raw -284066.602668 + Penalty 3659.678322 = -280406.924346 nChanged 9 SP:Iteration 17Q (23823.190000 sec): 3 clusters Score: Raw -284073.046334 + Penalty 3659.678322 = -280413.368013 nChanged 7 SP:Iteration 18Q (23823.200000 sec): 3 clusters Score: Raw -284077.215654 + Penalty 3659.678322 = -280417.537332 nChanged 8 SP:Iteration 19Q (23823.200000 sec): 3 clusters Score: Raw -284080.891739 + Penalty 3659.678322 = -280421.213417 nChanged 4 SP:Iteration 20F (23823.210000 sec): 3 clusters Score: Raw -284085.172580 + Penalty 3659.678322 = -280425.494258 nChanged 8 SP:Iteration 21Q (23823.210000 sec): 3 clusters Score: Raw -284094.212933 + Penalty 3659.678322 = -280434.534612 nChanged 10 SP:Iteration 22Q (23823.220000 sec): 3 clusters Score: Raw -284106.863994 + Penalty 3659.678322 = -280447.185673 nChanged 10 SP:Iteration 23Q (23823.220000 sec): 3 clusters Score: Raw -284117.648900 + Penalty 3659.678322 = -280457.970579 nChanged 7 SP:Iteration 24Q (23823.230000 sec): 3 clusters Score: Raw -284123.015694 + Penalty 3659.678322 = -280463.337372 nChanged 10 SP:Iteration 25Q (23823.240000 sec): 3 clusters Score: Raw -284132.038196 + Penalty 3659.678322 = -280472.359874 nChanged 9 SP:Iteration 26Q (23823.240000 sec): 3 clusters Score: Raw -284138.237087 + Penalty 3659.678322 = -280478.558765 nChanged 5 SP:Iteration 27Q (23823.250000 sec): 3 clusters Score: Raw -284140.896166 + Penalty 3659.678322 = -280481.217845 nChanged 4 SP:Iteration 28Q (23823.260000 sec): 3 clusters Score: Raw -284143.390695 + Penalty 3659.678322 = -280483.712373 nChanged 7 SP:Iteration 29Q (23823.260000 sec): 3 clusters Score: Raw -284148.604508 + Penalty 3659.678322 = -280488.926187 nChanged 6 SP:Iteration 30Q (23823.270000 sec): 3 clusters Score: Raw -284152.044058 + Penalty 3659.678322 = -280492.365736 nChanged 3 SP:Iteration 31Q (23823.280000 sec): 3 clusters Score: Raw -284154.099348 + Penalty 3659.678322 = -280494.421026 nChanged 2 SP:Iteration 32Q (23823.280000 sec): 3 clusters Score: Raw -284156.541026 + Penalty 3659.678322 = -280496.862704 nChanged 3 SP:Iteration 33Q (23823.290000 sec): 3 clusters Score: Raw -284157.881313 + Penalty 3659.678322 = -280498.202991 nChanged 0 SP:Iteration 34F (23823.300000 sec): 3 clusters Score: Raw -284157.881313 + Penalty 3659.678322 = -280498.202991 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23823.300000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23823.300000 sec): 3 clusters Score: Raw -17042.861035 + Penalty 2550.265124 = -14492.595911 nChanged 20 SP:Iteration 1F (23823.300000 sec): 3 clusters Score: Raw -17165.796272 + Penalty 2550.265124 = -14615.531148 nChanged 4 SP:Iteration 2Q (23823.300000 sec): 3 clusters Score: Raw -17204.245580 + Penalty 2550.265124 = -14653.980456 nChanged 1 SP:Iteration 3Q (23823.300000 sec): 3 clusters Score: Raw -17214.064109 + Penalty 2550.265124 = -14663.798985 nChanged 0 SP:Iteration 4F (23823.300000 sec): 3 clusters Score: Raw -17214.064109 + Penalty 2550.265124 = -14663.798985 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23823.380000 sec): 2 clusters Score: Raw -3261078.397615 + Penalty 2437.760525 = -3258640.637091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23823.450000 sec): 3 clusters Score: Raw -3250437.525827 + Penalty 4875.521050 = -3245562.004777 nChanged 8126 SP:Iteration 1F (23823.530000 sec): 3 clusters Score: Raw -3254906.244318 + Penalty 4875.521050 = -3250030.723268 nChanged 1103 SP:Iteration 2F (23823.600000 sec): 3 clusters Score: Raw -3255438.534588 + Penalty 4875.521050 = -3250563.013538 nChanged 1033 SP:Iteration 3F (23823.680000 sec): 3 clusters Score: Raw -3255991.306110 + Penalty 4875.521050 = -3251115.785061 nChanged 1102 SP:Iteration 4F (23823.750000 sec): 3 clusters Score: Raw -3256705.931413 + Penalty 4875.521050 = -3251830.410364 nChanged 1231 SP:Iteration 5F (23823.820000 sec): 3 clusters Score: Raw -3257589.386360 + Penalty 4875.521050 = -3252713.865311 nChanged 1227 SP:Iteration 6F (23823.900000 sec): 3 clusters Score: Raw -3258507.218915 + Penalty 4875.521050 = -3253631.697865 nChanged 1144 SP:Iteration 7F (23823.970000 sec): 3 clusters Score: Raw -3259345.236365 + Penalty 4875.521050 = -3254469.715316 nChanged 901 SP:Iteration 8Q (23824.040000 sec): 3 clusters Score: Raw -3260007.255379 + Penalty 4875.521050 = -3255131.734330 nChanged 706 SP:Iteration 9Q (23824.120000 sec): 3 clusters Score: Raw -3260485.019406 + Penalty 4875.521050 = -3255609.498357 nChanged 550 SP:Iteration 10Q (23824.190000 sec): 3 clusters Score: Raw -3260903.770371 + Penalty 4875.521050 = -3256028.249322 nChanged 431 SP:Iteration 11Q (23824.260000 sec): 3 clusters Score: Raw -3261207.436800 + Penalty 4875.521050 = -3256331.915751 nChanged 354 SP:Iteration 12Q (23824.330000 sec): 3 clusters Score: Raw -3261422.887726 + Penalty 4875.521050 = -3256547.366677 nChanged 282 SP:Iteration 13Q (23824.400000 sec): 3 clusters Score: Raw -3261605.478859 + Penalty 4875.521050 = -3256729.957809 nChanged 259 SP:Iteration 14Q (23824.460000 sec): 3 clusters Score: Raw -3261763.907466 + Penalty 4875.521050 = -3256888.386417 nChanged 213 SP:Iteration 15Q (23824.530000 sec): 3 clusters Score: Raw -3261876.044467 + Penalty 4875.521050 = -3257000.523418 nChanged 179 SP:Iteration 16Q (23824.590000 sec): 3 clusters Score: Raw -3261972.726850 + Penalty 4875.521050 = -3257097.205801 nChanged 146 SP:Iteration 17Q (23824.660000 sec): 3 clusters Score: Raw -3262050.445885 + Penalty 4875.521050 = -3257174.924835 nChanged 150 SP:Iteration 18Q (23824.720000 sec): 3 clusters Score: Raw -3262124.328496 + Penalty 4875.521050 = -3257248.807447 nChanged 126 SP:Iteration 19Q (23824.780000 sec): 3 clusters Score: Raw -3262187.590818 + Penalty 4875.521050 = -3257312.069769 nChanged 114 SP:Iteration 20F (23824.860000 sec): 3 clusters Score: Raw -3262230.602914 + Penalty 4875.521050 = -3257355.081865 nChanged 82 SP:Iteration 21Q (23824.920000 sec): 3 clusters Score: Raw -3262259.052655 + Penalty 4875.521050 = -3257383.531605 nChanged 53 SP:Iteration 22Q (23824.980000 sec): 3 clusters Score: Raw -3262271.230683 + Penalty 4875.521050 = -3257395.709633 nChanged 40 SP:Iteration 23Q (23825.040000 sec): 3 clusters Score: Raw -3262284.672983 + Penalty 4875.521050 = -3257409.151934 nChanged 35 SP:Iteration 24Q (23825.100000 sec): 3 clusters Score: Raw -3262294.281912 + Penalty 4875.521050 = -3257418.760863 nChanged 20 SP:Iteration 25Q (23825.160000 sec): 3 clusters Score: Raw -3262300.077709 + Penalty 4875.521050 = -3257424.556659 nChanged 23 SP:Iteration 26Q (23825.220000 sec): 3 clusters Score: Raw -3262306.743881 + Penalty 4875.521050 = -3257431.222831 nChanged 20 SP:Iteration 27Q (23825.280000 sec): 3 clusters Score: Raw -3262312.234035 + Penalty 4875.521050 = -3257436.712985 nChanged 18 SP:Iteration 28Q (23825.340000 sec): 3 clusters Score: Raw -3262318.993546 + Penalty 4875.521050 = -3257443.472497 nChanged 17 SP:Iteration 29Q (23825.400000 sec): 3 clusters Score: Raw -3262325.473253 + Penalty 4875.521050 = -3257449.952204 nChanged 29 SP:Iteration 30Q (23825.460000 sec): 3 clusters Score: Raw -3262333.291459 + Penalty 4875.521050 = -3257457.770409 nChanged 27 SP:Iteration 31Q (23825.520000 sec): 3 clusters Score: Raw -3262341.427364 + Penalty 4875.521050 = -3257465.906314 nChanged 27 SP:Iteration 32Q (23825.580000 sec): 3 clusters Score: Raw -3262347.767038 + Penalty 4875.521050 = -3257472.245988 nChanged 14 SP:Iteration 33Q (23825.640000 sec): 3 clusters Score: Raw -3262352.474483 + Penalty 4875.521050 = -3257476.953434 nChanged 23 SP:Iteration 34Q (23825.700000 sec): 3 clusters Score: Raw -3262357.972917 + Penalty 4875.521050 = -3257482.451867 nChanged 17 SP:Iteration 35Q (23825.760000 sec): 3 clusters Score: Raw -3262362.327389 + Penalty 4875.521050 = -3257486.806339 nChanged 21 SP:Iteration 36Q (23825.820000 sec): 3 clusters Score: Raw -3262368.655726 + Penalty 4875.521050 = -3257493.134676 nChanged 15 SP:Iteration 37Q (23825.880000 sec): 3 clusters Score: Raw -3262372.005944 + Penalty 4875.521050 = -3257496.484894 nChanged 14 SP:Iteration 38Q (23825.940000 sec): 3 clusters Score: Raw -3262375.566042 + Penalty 4875.521050 = -3257500.044993 nChanged 13 SP:Iteration 39Q (23826.000000 sec): 3 clusters Score: Raw -3262379.533214 + Penalty 4875.521050 = -3257504.012165 nChanged 13 SP:Iteration 40F (23826.070000 sec): 3 clusters Score: Raw -3262382.888885 + Penalty 4875.521050 = -3257507.367836 nChanged 11 SP:Iteration 41Q (23826.130000 sec): 3 clusters Score: Raw -3262385.452343 + Penalty 4875.521050 = -3257509.931293 nChanged 12 SP:Iteration 42Q (23826.190000 sec): 3 clusters Score: Raw -3262390.075734 + Penalty 4875.521050 = -3257514.554685 nChanged 17 SP:Iteration 43Q (23826.250000 sec): 3 clusters Score: Raw -3262394.990792 + Penalty 4875.521050 = -3257519.469742 nChanged 14 SP:Iteration 44Q (23826.310000 sec): 3 clusters Score: Raw -3262398.922536 + Penalty 4875.521050 = -3257523.401487 nChanged 12 SP:Iteration 45Q (23826.370000 sec): 3 clusters Score: Raw -3262401.595516 + Penalty 4875.521050 = -3257526.074466 nChanged 8 SP:Iteration 46Q (23826.430000 sec): 3 clusters Score: Raw -3262402.794311 + Penalty 4875.521050 = -3257527.273261 nChanged 5 SP:Iteration 47Q (23826.490000 sec): 3 clusters Score: Raw -3262404.212352 + Penalty 4875.521050 = -3257528.691303 nChanged 6 SP:Iteration 48Q (23826.550000 sec): 3 clusters Score: Raw -3262406.094026 + Penalty 4875.521050 = -3257530.572976 nChanged 7 SP:Iteration 49Q (23826.600000 sec): 3 clusters Score: Raw -3262409.069708 + Penalty 4875.521050 = -3257533.548658 nChanged 9 SP:Iteration 50Q (23826.660000 sec): 3 clusters Score: Raw -3262412.101611 + Penalty 4875.521050 = -3257536.580562 nChanged 8 SP:Iteration 51Q (23826.720000 sec): 3 clusters Score: Raw -3262414.385030 + Penalty 4875.521050 = -3257538.863980 nChanged 11 SP:Iteration 52Q (23826.780000 sec): 3 clusters Score: Raw -3262416.691277 + Penalty 4875.521050 = -3257541.170228 nChanged 6 SP:Iteration 53Q (23826.840000 sec): 3 clusters Score: Raw -3262418.238478 + Penalty 4875.521050 = -3257542.717429 nChanged 3 SP:Iteration 54Q (23826.900000 sec): 3 clusters Score: Raw -3262418.495982 + Penalty 4875.521050 = -3257542.974932 nChanged 1 SP:Iteration 55Q (23826.960000 sec): 3 clusters Score: Raw -3262418.580594 + Penalty 4875.521050 = -3257543.059545 nChanged 0 SP:Iteration 56F (23827.030000 sec): 3 clusters Score: Raw -3262418.580594 + Penalty 4875.521050 = -3257543.059545 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23827.050000 sec): 2 clusters Score: Raw -192826.477382 + Penalty 1730.597008 = -191095.880374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23827.050000 sec): 3 clusters Score: Raw -192566.118286 + Penalty 3461.194016 = -189104.924270 nChanged 296 SP:Iteration 1F (23827.060000 sec): 3 clusters Score: Raw -192875.380017 + Penalty 3461.194016 = -189414.186001 nChanged 71 SP:Iteration 2F (23827.060000 sec): 3 clusters Score: Raw -192977.685536 + Penalty 3461.194016 = -189516.491520 nChanged 55 SP:Iteration 3F (23827.060000 sec): 3 clusters Score: Raw -193075.098038 + Penalty 3461.194016 = -189613.904022 nChanged 48 SP:Iteration 4Q (23827.070000 sec): 3 clusters Score: Raw -193176.981032 + Penalty 3461.194016 = -189715.787016 nChanged 46 SP:Iteration 5Q (23827.080000 sec): 3 clusters Score: Raw -193311.922043 + Penalty 3461.194016 = -189850.728027 nChanged 40 SP:Iteration 6Q (23827.080000 sec): 3 clusters Score: Raw -193414.143132 + Penalty 3461.194016 = -189952.949116 nChanged 45 SP:Iteration 7Q (23827.080000 sec): 3 clusters Score: Raw -193561.669468 + Penalty 3461.194016 = -190100.475452 nChanged 52 SP:Iteration 8Q (23827.090000 sec): 3 clusters Score: Raw -193685.857624 + Penalty 3461.194016 = -190224.663608 nChanged 37 SP:Iteration 9Q (23827.090000 sec): 3 clusters Score: Raw -193752.324891 + Penalty 3461.194016 = -190291.130874 nChanged 29 SP:Iteration 10Q (23827.100000 sec): 3 clusters Score: Raw -193798.798638 + Penalty 3461.194016 = -190337.604622 nChanged 16 SP:Iteration 11Q (23827.100000 sec): 3 clusters Score: Raw -193835.284306 + Penalty 3461.194016 = -190374.090290 nChanged 16 SP:Iteration 12Q (23827.100000 sec): 3 clusters Score: Raw -193869.650830 + Penalty 3461.194016 = -190408.456814 nChanged 12 SP:Iteration 13Q (23827.100000 sec): 3 clusters Score: Raw -193887.353989 + Penalty 3461.194016 = -190426.159973 nChanged 6 SP:Iteration 14Q (23827.110000 sec): 3 clusters Score: Raw -193896.773830 + Penalty 3461.194016 = -190435.579814 nChanged 2 SP:Iteration 15Q (23827.110000 sec): 3 clusters Score: Raw -193899.989245 + Penalty 3461.194016 = -190438.795229 nChanged 2 SP:Iteration 16Q (23827.120000 sec): 3 clusters Score: Raw -193901.520344 + Penalty 3461.194016 = -190440.326328 nChanged 2 SP:Iteration 17Q (23827.120000 sec): 3 clusters Score: Raw -193903.780012 + Penalty 3461.194016 = -190442.585996 nChanged 1 SP:Iteration 18Q (23827.120000 sec): 3 clusters Score: Raw -193904.684097 + Penalty 3461.194016 = -190443.490081 nChanged 0 SP:Iteration 19F (23827.130000 sec): 3 clusters Score: Raw -193904.684097 + Penalty 3461.194016 = -190443.490081 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23827.140000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23827.140000 sec): 3 clusters Score: Raw -28994.955394 + Penalty 2617.944871 = -26377.010523 nChanged 17 SP:Iteration 1F (23827.140000 sec): 3 clusters Score: Raw -29097.317877 + Penalty 2617.944871 = -26479.373006 nChanged 6 SP:Iteration 2Q (23827.140000 sec): 3 clusters Score: Raw -29261.554513 + Penalty 2617.944871 = -26643.609642 nChanged 9 SP:Iteration 3Q (23827.140000 sec): 3 clusters Score: Raw -29337.356191 + Penalty 2617.944871 = -26719.411320 nChanged 6 SP:Iteration 4Q (23827.140000 sec): 3 clusters Score: Raw -29375.208859 + Penalty 2617.944871 = -26757.263988 nChanged 7 SP:Iteration 5Q (23827.140000 sec): 3 clusters Score: Raw -29412.530129 + Penalty 2617.944871 = -26794.585258 nChanged 6 SP:Iteration 6Q (23827.140000 sec): 3 clusters Score: Raw -29481.726991 + Penalty 2617.944871 = -26863.782120 nChanged 2 SP:Iteration 7Q (23827.140000 sec): 3 clusters Score: Raw -29497.514586 + Penalty 2617.944871 = -26879.569715 nChanged 2 SP:Iteration 8Q (23827.140000 sec): 3 clusters Score: Raw -29516.210088 + Penalty 2617.944871 = -26898.265217 nChanged 3 SP:Iteration 9Q (23827.140000 sec): 3 clusters Score: Raw -29530.603336 + Penalty 2617.944871 = -26912.658465 nChanged 1 SP:Iteration 10Q (23827.140000 sec): 3 clusters Score: Raw -29537.850670 + Penalty 2617.944871 = -26919.905799 nChanged 2 SP:Iteration 11Q (23827.140000 sec): 3 clusters Score: Raw -29550.171645 + Penalty 2617.944871 = -26932.226774 nChanged 1 SP:Iteration 12Q (23827.150000 sec): 3 clusters Score: Raw -29553.667965 + Penalty 2617.944871 = -26935.723094 nChanged 0 SP:Iteration 13F (23827.150000 sec): 3 clusters Score: Raw -29554.802639 + Penalty 2617.944871 = -26936.857768 nChanged 1 SP:Iteration 14Q (23827.150000 sec): 3 clusters Score: Raw -29560.291676 + Penalty 2617.944871 = -26942.346805 nChanged 0 SP:Iteration 15F (23827.150000 sec): 3 clusters Score: Raw -29560.291676 + Penalty 2617.944871 = -26942.346805 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (211638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23827.900000 sec): 2 clusters Score: Raw -36675484.708876 + Penalty 3041.132872 = -36672443.576005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23828.770000 sec): 3 clusters Score: Raw -36536622.198875 + Penalty 6082.265743 = -36530539.933131 nChanged 101960 SP:Iteration 1F (23829.640000 sec): 3 clusters Score: Raw -36597235.028116 + Penalty 6082.265743 = -36591152.762373 nChanged 8040 SP:Iteration 2Q (23830.520000 sec): 3 clusters Score: Raw -36600012.499122 + Penalty 6082.265743 = -36593930.233379 nChanged 10448 SP:Iteration 3Q (23831.410000 sec): 3 clusters Score: Raw -36604854.959649 + Penalty 6082.265743 = -36598772.693905 nChanged 13751 SP:Iteration 4F (23832.280000 sec): 3 clusters Score: Raw -36613179.185141 + Penalty 6082.265743 = -36607096.919398 nChanged 16928 SP:Iteration 5F (23833.150000 sec): 3 clusters Score: Raw -36626049.914113 + Penalty 6082.265743 = -36619967.648370 nChanged 18381 SP:Iteration 6F (23834.020000 sec): 3 clusters Score: Raw -36642547.431952 + Penalty 6082.265743 = -36636465.166209 nChanged 16070 SP:Iteration 7F (23834.880000 sec): 3 clusters Score: Raw -36658227.278383 + Penalty 6082.265743 = -36652145.012640 nChanged 10238 SP:Iteration 8Q (23835.720000 sec): 3 clusters Score: Raw -36668552.709708 + Penalty 6082.265743 = -36662470.443965 nChanged 4545 SP:Iteration 9Q (23836.480000 sec): 3 clusters Score: Raw -36672920.149085 + Penalty 6082.265743 = -36666837.883342 nChanged 1847 SP:Iteration 10Q (23837.150000 sec): 3 clusters Score: Raw -36674488.811395 + Penalty 6082.265743 = -36668406.545652 nChanged 992 SP:Iteration 11Q (23837.790000 sec): 3 clusters Score: Raw -36675158.701861 + Penalty 6082.265743 = -36669076.436117 nChanged 576 SP:Iteration 12Q (23838.410000 sec): 3 clusters Score: Raw -36675489.141408 + Penalty 6082.265743 = -36669406.875665 nChanged 382 SP:Iteration 13Q (23839.030000 sec): 3 clusters Score: Raw -36675695.408732 + Penalty 6082.265743 = -36669613.142989 nChanged 262 SP:Iteration 14Q (23839.640000 sec): 3 clusters Score: Raw -36675816.184414 + Penalty 6082.265743 = -36669733.918670 nChanged 205 SP:Iteration 15Q (23840.250000 sec): 3 clusters Score: Raw -36675905.448695 + Penalty 6082.265743 = -36669823.182952 nChanged 150 SP:Iteration 16Q (23840.860000 sec): 3 clusters Score: Raw -36675961.977491 + Penalty 6082.265743 = -36669879.711748 nChanged 112 SP:Iteration 17Q (23841.470000 sec): 3 clusters Score: Raw -36675998.434095 + Penalty 6082.265743 = -36669916.168351 nChanged 86 SP:Iteration 18Q (23842.070000 sec): 3 clusters Score: Raw -36676023.611409 + Penalty 6082.265743 = -36669941.345665 nChanged 56 SP:Iteration 19Q (23842.680000 sec): 3 clusters Score: Raw -36676037.357057 + Penalty 6082.265743 = -36669955.091313 nChanged 40 SP:Iteration 20F (23843.530000 sec): 3 clusters Score: Raw -36676049.542895 + Penalty 6082.265743 = -36669967.277152 nChanged 45 SP:Iteration 21Q (23844.130000 sec): 3 clusters Score: Raw -36676062.264435 + Penalty 6082.265743 = -36669979.998692 nChanged 37 SP:Iteration 22Q (23844.740000 sec): 3 clusters Score: Raw -36676071.339308 + Penalty 6082.265743 = -36669989.073565 nChanged 29 SP:Iteration 23Q (23845.350000 sec): 3 clusters Score: Raw -36676078.957289 + Penalty 6082.265743 = -36669996.691546 nChanged 29 SP:Iteration 24Q (23845.950000 sec): 3 clusters Score: Raw -36676086.880561 + Penalty 6082.265743 = -36670004.614818 nChanged 26 SP:Iteration 25Q (23846.550000 sec): 3 clusters Score: Raw -36676093.662222 + Penalty 6082.265743 = -36670011.396479 nChanged 27 SP:Iteration 26Q (23847.150000 sec): 3 clusters Score: Raw -36676099.508795 + Penalty 6082.265743 = -36670017.243052 nChanged 22 SP:Iteration 27Q (23847.760000 sec): 3 clusters Score: Raw -36676105.132361 + Penalty 6082.265743 = -36670022.866618 nChanged 14 SP:Iteration 28Q (23848.360000 sec): 3 clusters Score: Raw -36676109.581808 + Penalty 6082.265743 = -36670027.316065 nChanged 17 SP:Iteration 29Q (23848.960000 sec): 3 clusters Score: Raw -36676114.746693 + Penalty 6082.265743 = -36670032.480950 nChanged 16 SP:Iteration 30Q (23849.570000 sec): 3 clusters Score: Raw -36676118.594440 + Penalty 6082.265743 = -36670036.328697 nChanged 14 SP:Iteration 31Q (23850.170000 sec): 3 clusters Score: Raw -36676122.777804 + Penalty 6082.265743 = -36670040.512061 nChanged 9 SP:Iteration 32Q (23850.770000 sec): 3 clusters Score: Raw -36676124.132154 + Penalty 6082.265743 = -36670041.866411 nChanged 7 SP:Iteration 33Q (23851.380000 sec): 3 clusters Score: Raw -36676125.627774 + Penalty 6082.265743 = -36670043.362031 nChanged 4 SP:Iteration 34Q (23851.990000 sec): 3 clusters Score: Raw -36676127.069624 + Penalty 6082.265743 = -36670044.803881 nChanged 4 SP:Iteration 35Q (23852.590000 sec): 3 clusters Score: Raw -36676127.847644 + Penalty 6082.265743 = -36670045.581901 nChanged 6 SP:Iteration 36Q (23853.190000 sec): 3 clusters Score: Raw -36676129.941657 + Penalty 6082.265743 = -36670047.675914 nChanged 3 SP:Iteration 37Q (23853.800000 sec): 3 clusters Score: Raw -36676130.353313 + Penalty 6082.265743 = -36670048.087569 nChanged 3 SP:Iteration 38Q (23854.400000 sec): 3 clusters Score: Raw -36676130.964297 + Penalty 6082.265743 = -36670048.698553 nChanged 4 SP:Iteration 39Q (23855.010000 sec): 3 clusters Score: Raw -36676131.628236 + Penalty 6082.265743 = -36670049.362493 nChanged 2 SP:Iteration 40F (23855.860000 sec): 3 clusters Score: Raw -36676131.987565 + Penalty 6082.265743 = -36670049.721822 nChanged 2 SP:Iteration 41Q (23856.470000 sec): 3 clusters Score: Raw -36676132.548104 + Penalty 6082.265743 = -36670050.282360 nChanged 3 SP:Iteration 42Q (23857.070000 sec): 3 clusters Score: Raw -36676134.312861 + Penalty 6082.265743 = -36670052.047118 nChanged 6 SP:Iteration 43Q (23857.680000 sec): 3 clusters Score: Raw -36676135.548437 + Penalty 6082.265743 = -36670053.282694 nChanged 5 SP:Iteration 44Q (23858.280000 sec): 3 clusters Score: Raw -36676136.681427 + Penalty 6082.265743 = -36670054.415684 nChanged 3 SP:Iteration 45Q (23858.890000 sec): 3 clusters Score: Raw -36676137.448263 + Penalty 6082.265743 = -36670055.182520 nChanged 3 SP:Iteration 46Q (23859.500000 sec): 3 clusters Score: Raw -36676138.068454 + Penalty 6082.265743 = -36670055.802711 nChanged 1 SP:Iteration 47Q (23860.100000 sec): 3 clusters Score: Raw -36676138.280982 + Penalty 6082.265743 = -36670056.015239 nChanged 2 SP:Iteration 48Q (23860.700000 sec): 3 clusters Score: Raw -36676138.967328 + Penalty 6082.265743 = -36670056.701585 nChanged 2 SP:Iteration 49Q (23861.310000 sec): 3 clusters Score: Raw -36676139.412169 + Penalty 6082.265743 = -36670057.146426 nChanged 1 SP:Iteration 50Q (23861.920000 sec): 3 clusters Score: Raw -36676139.766634 + Penalty 6082.265743 = -36670057.500891 nChanged 1 SP:Iteration 51Q (23862.520000 sec): 3 clusters Score: Raw -36676139.831741 + Penalty 6082.265743 = -36670057.565998 nChanged 1 SP:Iteration 52Q (23863.120000 sec): 3 clusters Score: Raw -36676139.956268 + Penalty 6082.265743 = -36670057.690524 nChanged 1 SP:Iteration 53Q (23863.730000 sec): 3 clusters Score: Raw -36676140.155659 + Penalty 6082.265743 = -36670057.889915 nChanged 3 SP:Iteration 54Q (23864.340000 sec): 3 clusters Score: Raw -36676140.975053 + Penalty 6082.265743 = -36670058.709310 nChanged 3 SP:Iteration 55Q (23864.940000 sec): 3 clusters Score: Raw -36676141.569179 + Penalty 6082.265743 = -36670059.303436 nChanged 0 SP:Iteration 56F (23865.800000 sec): 3 clusters Score: Raw -36676141.569179 + Penalty 6082.265743 = -36670059.303436 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23865.880000 sec): 2 clusters Score: Raw -262111.190175 + Penalty 1825.936027 = -260285.254148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23865.890000 sec): 3 clusters Score: Raw -261603.621682 + Penalty 3651.872054 = -257951.749628 nChanged 479 SP:Iteration 1F (23865.890000 sec): 3 clusters Score: Raw -262109.494077 + Penalty 3651.872054 = -258457.622023 nChanged 154 SP:Iteration 2F (23865.900000 sec): 3 clusters Score: Raw -262378.747571 + Penalty 3651.872054 = -258726.875517 nChanged 122 SP:Iteration 3F (23865.900000 sec): 3 clusters Score: Raw -262614.522436 + Penalty 3651.872054 = -258962.650382 nChanged 92 SP:Iteration 4F (23865.910000 sec): 3 clusters Score: Raw -262827.067305 + Penalty 3651.872054 = -259175.195250 nChanged 72 SP:Iteration 5Q (23865.910000 sec): 3 clusters Score: Raw -262963.392942 + Penalty 3651.872054 = -259311.520887 nChanged 57 SP:Iteration 6Q (23865.920000 sec): 3 clusters Score: Raw -263084.033839 + Penalty 3651.872054 = -259432.161784 nChanged 39 SP:Iteration 7Q (23865.930000 sec): 3 clusters Score: Raw -263190.169768 + Penalty 3651.872054 = -259538.297714 nChanged 42 SP:Iteration 8Q (23865.930000 sec): 3 clusters Score: Raw -263273.269673 + Penalty 3651.872054 = -259621.397619 nChanged 45 SP:Iteration 9Q (23865.940000 sec): 3 clusters Score: Raw -263335.846395 + Penalty 3651.872054 = -259683.974341 nChanged 30 SP:Iteration 10Q (23865.940000 sec): 3 clusters Score: Raw -263383.658516 + Penalty 3651.872054 = -259731.786462 nChanged 25 SP:Iteration 11Q (23865.950000 sec): 3 clusters Score: Raw -263422.472432 + Penalty 3651.872054 = -259770.600378 nChanged 25 SP:Iteration 12Q (23865.950000 sec): 3 clusters Score: Raw -263461.763953 + Penalty 3651.872054 = -259809.891899 nChanged 18 SP:Iteration 13Q (23865.960000 sec): 3 clusters Score: Raw -263486.915817 + Penalty 3651.872054 = -259835.043763 nChanged 23 SP:Iteration 14Q (23865.970000 sec): 3 clusters Score: Raw -263529.144321 + Penalty 3651.872054 = -259877.272267 nChanged 16 SP:Iteration 15Q (23865.970000 sec): 3 clusters Score: Raw -263552.750383 + Penalty 3651.872054 = -259900.878329 nChanged 15 SP:Iteration 16Q (23865.970000 sec): 3 clusters Score: Raw -263574.285408 + Penalty 3651.872054 = -259922.413354 nChanged 19 SP:Iteration 17Q (23865.980000 sec): 3 clusters Score: Raw -263621.105673 + Penalty 3651.872054 = -259969.233619 nChanged 27 SP:Iteration 18Q (23865.990000 sec): 3 clusters Score: Raw -263668.718814 + Penalty 3651.872054 = -260016.846760 nChanged 22 SP:Iteration 19Q (23865.990000 sec): 3 clusters Score: Raw -263709.891581 + Penalty 3651.872054 = -260058.019527 nChanged 15 SP:Iteration 20F (23866.000000 sec): 3 clusters Score: Raw -263739.360172 + Penalty 3651.872054 = -260087.488118 nChanged 14 SP:Iteration 21Q (23866.000000 sec): 3 clusters Score: Raw -263763.204955 + Penalty 3651.872054 = -260111.332901 nChanged 17 SP:Iteration 22Q (23866.010000 sec): 3 clusters Score: Raw -263783.475209 + Penalty 3651.872054 = -260131.603155 nChanged 11 SP:Iteration 23Q (23866.010000 sec): 3 clusters Score: Raw -263798.944256 + Penalty 3651.872054 = -260147.072202 nChanged 8 SP:Iteration 24Q (23866.020000 sec): 3 clusters Score: Raw -263808.638368 + Penalty 3651.872054 = -260156.766313 nChanged 4 SP:Iteration 25Q (23866.020000 sec): 3 clusters Score: Raw -263815.266658 + Penalty 3651.872054 = -260163.394604 nChanged 3 SP:Iteration 26Q (23866.030000 sec): 3 clusters Score: Raw -263818.776615 + Penalty 3651.872054 = -260166.904561 nChanged 2 SP:Iteration 27Q (23866.030000 sec): 3 clusters Score: Raw -263820.206473 + Penalty 3651.872054 = -260168.334419 nChanged 1 SP:Iteration 28Q (23866.040000 sec): 3 clusters Score: Raw -263821.025582 + Penalty 3651.872054 = -260169.153528 nChanged 2 SP:Iteration 29Q (23866.040000 sec): 3 clusters Score: Raw -263822.419647 + Penalty 3651.872054 = -260170.547593 nChanged 0 SP:Iteration 30F (23866.050000 sec): 3 clusters Score: Raw -263822.419647 + Penalty 3651.872054 = -260170.547593 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23866.470000 sec): 2 clusters Score: Raw -21130937.046154 + Penalty 2898.650018 = -21128038.396136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23866.970000 sec): 3 clusters Score: Raw -21054085.396376 + Penalty 5797.300036 = -21048288.096340 nChanged 56596 SP:Iteration 1F (23867.460000 sec): 3 clusters Score: Raw -21086520.464787 + Penalty 5797.300036 = -21080723.164751 nChanged 3334 SP:Iteration 2Q (23867.950000 sec): 3 clusters Score: Raw -21087161.308946 + Penalty 5797.300036 = -21081364.008910 nChanged 3304 SP:Iteration 3Q (23868.450000 sec): 3 clusters Score: Raw -21087817.825835 + Penalty 5797.300036 = -21082020.525799 nChanged 3322 SP:Iteration 4Q (23868.950000 sec): 3 clusters Score: Raw -21088483.787695 + Penalty 5797.300036 = -21082686.487659 nChanged 3247 SP:Iteration 5Q (23869.450000 sec): 3 clusters Score: Raw -21089205.496977 + Penalty 5797.300036 = -21083408.196942 nChanged 3464 SP:Iteration 6Q (23869.950000 sec): 3 clusters Score: Raw -21090093.251407 + Penalty 5797.300036 = -21084295.951372 nChanged 3878 SP:Iteration 7Q (23870.450000 sec): 3 clusters Score: Raw -21091372.362280 + Penalty 5797.300036 = -21085575.062245 nChanged 4621 SP:Iteration 8Q (23870.950000 sec): 3 clusters Score: Raw -21093284.954539 + Penalty 5797.300036 = -21087487.654503 nChanged 5445 SP:Iteration 9Q (23871.440000 sec): 3 clusters Score: Raw -21096122.355568 + Penalty 5797.300036 = -21090325.055532 nChanged 6254 SP:Iteration 10F (23871.930000 sec): 3 clusters Score: Raw -21100116.124628 + Penalty 5797.300036 = -21094318.824592 nChanged 7071 SP:Iteration 11F (23872.420000 sec): 3 clusters Score: Raw -21105176.657688 + Penalty 5797.300036 = -21099379.357652 nChanged 7273 SP:Iteration 12F (23872.910000 sec): 3 clusters Score: Raw -21110647.421389 + Penalty 5797.300036 = -21104850.121353 nChanged 6709 SP:Iteration 13F (23873.390000 sec): 3 clusters Score: Raw -21115850.398361 + Penalty 5797.300036 = -21110053.098325 nChanged 5738 SP:Iteration 14Q (23873.850000 sec): 3 clusters Score: Raw -21120293.439889 + Penalty 5797.300036 = -21114496.139853 nChanged 4659 SP:Iteration 15Q (23874.290000 sec): 3 clusters Score: Raw -21123864.161439 + Penalty 5797.300036 = -21118066.861403 nChanged 3522 SP:Iteration 16Q (23874.700000 sec): 3 clusters Score: Raw -21126515.177885 + Penalty 5797.300036 = -21120717.877849 nChanged 2503 SP:Iteration 17Q (23875.090000 sec): 3 clusters Score: Raw -21128344.649978 + Penalty 5797.300036 = -21122547.349942 nChanged 1647 SP:Iteration 18Q (23875.470000 sec): 3 clusters Score: Raw -21129517.445834 + Penalty 5797.300036 = -21123720.145799 nChanged 1011 SP:Iteration 19Q (23875.830000 sec): 3 clusters Score: Raw -21130228.664098 + Penalty 5797.300036 = -21124431.364062 nChanged 581 SP:Iteration 20F (23876.310000 sec): 3 clusters Score: Raw -21130627.715572 + Penalty 5797.300036 = -21124830.415536 nChanged 308 SP:Iteration 21Q (23876.660000 sec): 3 clusters Score: Raw -21130837.906028 + Penalty 5797.300036 = -21125040.605993 nChanged 200 SP:Iteration 22Q (23877.000000 sec): 3 clusters Score: Raw -21130978.356438 + Penalty 5797.300036 = -21125181.056403 nChanged 144 SP:Iteration 23Q (23877.350000 sec): 3 clusters Score: Raw -21131070.380738 + Penalty 5797.300036 = -21125273.080702 nChanged 98 SP:Iteration 24Q (23877.690000 sec): 3 clusters Score: Raw -21131148.970342 + Penalty 5797.300036 = -21125351.670306 nChanged 78 SP:Iteration 25Q (23878.030000 sec): 3 clusters Score: Raw -21131207.271232 + Penalty 5797.300036 = -21125409.971196 nChanged 69 SP:Iteration 26Q (23878.360000 sec): 3 clusters Score: Raw -21131255.186669 + Penalty 5797.300036 = -21125457.886633 nChanged 47 SP:Iteration 27Q (23878.700000 sec): 3 clusters Score: Raw -21131286.388627 + Penalty 5797.300036 = -21125489.088591 nChanged 37 SP:Iteration 28Q (23879.040000 sec): 3 clusters Score: Raw -21131311.034201 + Penalty 5797.300036 = -21125513.734166 nChanged 26 SP:Iteration 29Q (23879.370000 sec): 3 clusters Score: Raw -21131326.815757 + Penalty 5797.300036 = -21125529.515722 nChanged 29 SP:Iteration 30Q (23879.710000 sec): 3 clusters Score: Raw -21131346.887686 + Penalty 5797.300036 = -21125549.587650 nChanged 20 SP:Iteration 31Q (23880.050000 sec): 3 clusters Score: Raw -21131359.675844 + Penalty 5797.300036 = -21125562.375808 nChanged 8 SP:Iteration 32Q (23880.380000 sec): 3 clusters Score: Raw -21131364.729194 + Penalty 5797.300036 = -21125567.429158 nChanged 9 SP:Iteration 33Q (23880.720000 sec): 3 clusters Score: Raw -21131370.055308 + Penalty 5797.300036 = -21125572.755272 nChanged 7 SP:Iteration 34Q (23881.050000 sec): 3 clusters Score: Raw -21131375.324302 + Penalty 5797.300036 = -21125578.024266 nChanged 12 SP:Iteration 35Q (23881.390000 sec): 3 clusters Score: Raw -21131382.691241 + Penalty 5797.300036 = -21125585.391206 nChanged 10 SP:Iteration 36Q (23881.720000 sec): 3 clusters Score: Raw -21131389.887700 + Penalty 5797.300036 = -21125592.587664 nChanged 9 SP:Iteration 37Q (23882.060000 sec): 3 clusters Score: Raw -21131395.018663 + Penalty 5797.300036 = -21125597.718627 nChanged 6 SP:Iteration 38Q (23882.390000 sec): 3 clusters Score: Raw -21131397.782360 + Penalty 5797.300036 = -21125600.482324 nChanged 4 SP:Iteration 39Q (23882.730000 sec): 3 clusters Score: Raw -21131399.806482 + Penalty 5797.300036 = -21125602.506447 nChanged 1 SP:Iteration 40F (23883.210000 sec): 3 clusters Score: Raw -21131400.000563 + Penalty 5797.300036 = -21125602.700527 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23883.260000 sec): 2 clusters Score: Raw -397317.556006 + Penalty 1939.170145 = -395378.385861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23883.270000 sec): 3 clusters Score: Raw -396287.018577 + Penalty 3878.340289 = -392408.678287 nChanged 873 SP:Iteration 1F (23883.280000 sec): 3 clusters Score: Raw -396916.862462 + Penalty 3878.340289 = -393038.522173 nChanged 209 SP:Iteration 2F (23883.290000 sec): 3 clusters Score: Raw -397107.962390 + Penalty 3878.340289 = -393229.622101 nChanged 140 SP:Iteration 3F (23883.300000 sec): 3 clusters Score: Raw -397234.891103 + Penalty 3878.340289 = -393356.550814 nChanged 95 SP:Iteration 4Q (23883.310000 sec): 3 clusters Score: Raw -397318.387140 + Penalty 3878.340289 = -393440.046851 nChanged 82 SP:Iteration 5Q (23883.320000 sec): 3 clusters Score: Raw -397406.213503 + Penalty 3878.340289 = -393527.873213 nChanged 74 SP:Iteration 6Q (23883.330000 sec): 3 clusters Score: Raw -397488.838923 + Penalty 3878.340289 = -393610.498634 nChanged 78 SP:Iteration 7Q (23883.340000 sec): 3 clusters Score: Raw -397577.088429 + Penalty 3878.340289 = -393698.748139 nChanged 84 SP:Iteration 8Q (23883.350000 sec): 3 clusters Score: Raw -397670.161199 + Penalty 3878.340289 = -393791.820910 nChanged 76 SP:Iteration 9Q (23883.360000 sec): 3 clusters Score: Raw -397746.047712 + Penalty 3878.340289 = -393867.707423 nChanged 77 SP:Iteration 10Q (23883.370000 sec): 3 clusters Score: Raw -397824.903669 + Penalty 3878.340289 = -393946.563380 nChanged 57 SP:Iteration 11Q (23883.380000 sec): 3 clusters Score: Raw -397875.029027 + Penalty 3878.340289 = -393996.688738 nChanged 44 SP:Iteration 12Q (23883.390000 sec): 3 clusters Score: Raw -397913.014446 + Penalty 3878.340289 = -394034.674157 nChanged 36 SP:Iteration 13Q (23883.390000 sec): 3 clusters Score: Raw -397939.872540 + Penalty 3878.340289 = -394061.532251 nChanged 36 SP:Iteration 14Q (23883.410000 sec): 3 clusters Score: Raw -397967.421492 + Penalty 3878.340289 = -394089.081203 nChanged 32 SP:Iteration 15Q (23883.410000 sec): 3 clusters Score: Raw -397986.804982 + Penalty 3878.340289 = -394108.464693 nChanged 26 SP:Iteration 16Q (23883.420000 sec): 3 clusters Score: Raw -398000.671349 + Penalty 3878.340289 = -394122.331060 nChanged 22 SP:Iteration 17Q (23883.430000 sec): 3 clusters Score: Raw -398010.740169 + Penalty 3878.340289 = -394132.399880 nChanged 11 SP:Iteration 18Q (23883.440000 sec): 3 clusters Score: Raw -398018.499181 + Penalty 3878.340289 = -394140.158891 nChanged 9 SP:Iteration 19Q (23883.450000 sec): 3 clusters Score: Raw -398021.391015 + Penalty 3878.340289 = -394143.050726 nChanged 7 SP:Iteration 20F (23883.460000 sec): 3 clusters Score: Raw -398027.057314 + Penalty 3878.340289 = -394148.717025 nChanged 6 SP:Iteration 21Q (23883.470000 sec): 3 clusters Score: Raw -398029.750630 + Penalty 3878.340289 = -394151.410341 nChanged 2 SP:Iteration 22Q (23883.480000 sec): 3 clusters Score: Raw -398030.950512 + Penalty 3878.340289 = -394152.610223 nChanged 1 SP:Iteration 23Q (23883.490000 sec): 3 clusters Score: Raw -398031.348752 + Penalty 3878.340289 = -394153.008463 nChanged 0 SP:Iteration 24F (23883.500000 sec): 3 clusters Score: Raw -398031.348752 + Penalty 3878.340289 = -394153.008463 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23883.510000 sec): 2 clusters Score: Raw -38171.797881 + Penalty 1410.369888 = -36761.427993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23883.510000 sec): 3 clusters Score: Raw -38413.853475 + Penalty 2820.739777 = -35593.113699 nChanged 50 SP:Iteration 1F (23883.510000 sec): 3 clusters Score: Raw -38602.412498 + Penalty 2820.739777 = -35781.672721 nChanged 15 SP:Iteration 2F (23883.510000 sec): 3 clusters Score: Raw -38672.805098 + Penalty 2820.739777 = -35852.065322 nChanged 12 SP:Iteration 3Q (23883.510000 sec): 3 clusters Score: Raw -38731.369164 + Penalty 2820.739777 = -35910.629387 nChanged 10 SP:Iteration 4Q (23883.510000 sec): 3 clusters Score: Raw -38795.684586 + Penalty 2820.739777 = -35974.944809 nChanged 4 SP:Iteration 5Q (23883.510000 sec): 3 clusters Score: Raw -38815.698568 + Penalty 2820.739777 = -35994.958792 nChanged 5 SP:Iteration 6Q (23883.510000 sec): 3 clusters Score: Raw -38856.611244 + Penalty 2820.739777 = -36035.871468 nChanged 6 SP:Iteration 7Q (23883.510000 sec): 3 clusters Score: Raw -38931.700125 + Penalty 2820.739777 = -36110.960348 nChanged 6 SP:Iteration 8Q (23883.520000 sec): 3 clusters Score: Raw -39006.904756 + Penalty 2820.739777 = -36186.164979 nChanged 3 SP:Iteration 9Q (23883.520000 sec): 3 clusters Score: Raw -39016.555951 + Penalty 2820.739777 = -36195.816175 nChanged 2 SP:Iteration 10Q (23883.520000 sec): 3 clusters Score: Raw -39025.246417 + Penalty 2820.739777 = -36204.506640 nChanged 2 SP:Iteration 11Q (23883.520000 sec): 3 clusters Score: Raw -39035.996584 + Penalty 2820.739777 = -36215.256807 nChanged 2 SP:Iteration 12Q (23883.520000 sec): 3 clusters Score: Raw -39045.237433 + Penalty 2820.739777 = -36224.497656 nChanged 1 SP:Iteration 13Q (23883.520000 sec): 3 clusters Score: Raw -39047.463675 + Penalty 2820.739777 = -36226.723899 nChanged 0 SP:Iteration 14F (23883.520000 sec): 3 clusters Score: Raw -39047.463675 + Penalty 2820.739777 = -36226.723899 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23883.530000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23883.530000 sec): 3 clusters Score: Raw -89067.834317 + Penalty 3156.916375 = -85910.917941 nChanged 111 SP:Iteration 1F (23883.540000 sec): 3 clusters Score: Raw -89254.089009 + Penalty 3156.916375 = -86097.172634 nChanged 25 SP:Iteration 2Q (23883.540000 sec): 3 clusters Score: Raw -89321.590351 + Penalty 3156.916375 = -86164.673976 nChanged 15 SP:Iteration 3Q (23883.540000 sec): 3 clusters Score: Raw -89360.709322 + Penalty 3156.916375 = -86203.792946 nChanged 14 SP:Iteration 4Q (23883.540000 sec): 3 clusters Score: Raw -89388.886675 + Penalty 3156.916375 = -86231.970300 nChanged 12 SP:Iteration 5Q (23883.550000 sec): 3 clusters Score: Raw -89424.834634 + Penalty 3156.916375 = -86267.918259 nChanged 15 SP:Iteration 6Q (23883.550000 sec): 3 clusters Score: Raw -89465.168086 + Penalty 3156.916375 = -86308.251711 nChanged 12 SP:Iteration 7Q (23883.550000 sec): 3 clusters Score: Raw -89518.885725 + Penalty 3156.916375 = -86361.969350 nChanged 12 SP:Iteration 8Q (23883.550000 sec): 3 clusters Score: Raw -89586.028995 + Penalty 3156.916375 = -86429.112620 nChanged 13 SP:Iteration 9Q (23883.550000 sec): 3 clusters Score: Raw -89700.391577 + Penalty 3156.916375 = -86543.475201 nChanged 12 SP:Iteration 10Q (23883.560000 sec): 3 clusters Score: Raw -89759.528857 + Penalty 3156.916375 = -86602.612482 nChanged 13 SP:Iteration 11Q (23883.560000 sec): 3 clusters Score: Raw -89841.355329 + Penalty 3156.916375 = -86684.438954 nChanged 17 SP:Iteration 12Q (23883.560000 sec): 3 clusters Score: Raw -89956.940987 + Penalty 3156.916375 = -86800.024612 nChanged 22 SP:Iteration 13Q (23883.560000 sec): 3 clusters Score: Raw -90011.621085 + Penalty 3156.916375 = -86854.704710 nChanged 19 SP:Iteration 14Q (23883.570000 sec): 3 clusters Score: Raw -90059.308774 + Penalty 3156.916375 = -86902.392398 nChanged 9 SP:Iteration 15Q (23883.570000 sec): 3 clusters Score: Raw -90078.959225 + Penalty 3156.916375 = -86922.042850 nChanged 5 SP:Iteration 16Q (23883.570000 sec): 3 clusters Score: Raw -90090.305913 + Penalty 3156.916375 = -86933.389537 nChanged 4 SP:Iteration 17Q (23883.570000 sec): 3 clusters Score: Raw -90099.450699 + Penalty 3156.916375 = -86942.534323 nChanged 4 SP:Iteration 18Q (23883.570000 sec): 3 clusters Score: Raw -90109.882971 + Penalty 3156.916375 = -86952.966596 nChanged 5 SP:Iteration 19Q (23883.570000 sec): 3 clusters Score: Raw -90127.180391 + Penalty 3156.916375 = -86970.264015 nChanged 4 SP:Iteration 20F (23883.570000 sec): 3 clusters Score: Raw -90137.361456 + Penalty 3156.916375 = -86980.445080 nChanged 2 SP:Iteration 21Q (23883.570000 sec): 3 clusters Score: Raw -90147.939259 + Penalty 3156.916375 = -86991.022884 nChanged 1 SP:Iteration 22Q (23883.570000 sec): 3 clusters Score: Raw -90151.191651 + Penalty 3156.916375 = -86994.275275 nChanged 1 SP:Iteration 23Q (23883.580000 sec): 3 clusters Score: Raw -90153.689457 + Penalty 3156.916375 = -86996.773081 nChanged 3 SP:Iteration 24Q (23883.580000 sec): 3 clusters Score: Raw -90167.598130 + Penalty 3156.916375 = -87010.681754 nChanged 4 SP:Iteration 25Q (23883.580000 sec): 3 clusters Score: Raw -90181.623150 + Penalty 3156.916375 = -87024.706774 nChanged 4 SP:Iteration 26Q (23883.580000 sec): 3 clusters Score: Raw -90194.485856 + Penalty 3156.916375 = -87037.569480 nChanged 1 SP:Iteration 27Q (23883.590000 sec): 3 clusters Score: Raw -90196.228739 + Penalty 3156.916375 = -87039.312364 nChanged 0 SP:Iteration 28F (23883.590000 sec): 3 clusters Score: Raw -90196.228739 + Penalty 3156.916375 = -87039.312364 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1342937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (23889.600000 sec): 2 clusters Score: Raw -234939299.951523 + Penalty 3499.371652 = -234935800.579871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23895.170000 sec): 3 clusters Score: Raw -234028020.253276 + Penalty 6998.743304 = -234021021.509972 nChanged 662110 SP:Iteration 1F (23900.670000 sec): 3 clusters Score: Raw -234436301.918049 + Penalty 6998.743304 = -234429303.174745 nChanged 39825 SP:Iteration 2Q (23906.270000 sec): 3 clusters Score: Raw -234446320.138910 + Penalty 6998.743304 = -234439321.395606 nChanged 51105 SP:Iteration 3Q (23911.870000 sec): 3 clusters Score: Raw -234463414.646720 + Penalty 6998.743304 = -234456415.903416 nChanged 65492 SP:Iteration 4Q (23917.470000 sec): 3 clusters Score: Raw -234492281.849427 + Penalty 6998.743304 = -234485283.106123 nChanged 82806 SP:Iteration 5F (23922.960000 sec): 3 clusters Score: Raw -234538824.569101 + Penalty 6998.743304 = -234531825.825797 nChanged 97674 SP:Iteration 6F (23928.470000 sec): 3 clusters Score: Raw -234606583.178558 + Penalty 6998.743304 = -234599584.435254 nChanged 106462 SP:Iteration 7F (23933.960000 sec): 3 clusters Score: Raw -234693281.955248 + Penalty 6998.743304 = -234686283.211944 nChanged 102560 SP:Iteration 8F (23939.430000 sec): 3 clusters Score: Raw -234785850.184278 + Penalty 6998.743304 = -234778851.440974 nChanged 82062 SP:Iteration 9F (23944.880000 sec): 3 clusters Score: Raw -234863204.136487 + Penalty 6998.743304 = -234856205.393183 nChanged 50599 SP:Iteration 10Q (23950.250000 sec): 3 clusters Score: Raw -234910907.347011 + Penalty 6998.743304 = -234903908.603707 nChanged 22493 SP:Iteration 11Q (23955.130000 sec): 3 clusters Score: Raw -234931327.694538 + Penalty 6998.743304 = -234924328.951234 nChanged 7018 SP:Iteration 12Q (23959.420000 sec): 3 clusters Score: Raw -234937384.003981 + Penalty 6998.743304 = -234930385.260677 nChanged 1737 SP:Iteration 13Q (23963.370000 sec): 3 clusters Score: Raw -234938862.086733 + Penalty 6998.743304 = -234931863.343429 nChanged 450 SP:Iteration 14Q (23967.180000 sec): 3 clusters Score: Raw -234939297.799855 + Penalty 6998.743304 = -234932299.056551 nChanged 149 SP:Iteration 15Q (23970.960000 sec): 3 clusters Score: Raw -234939470.473752 + Penalty 6998.743304 = -234932471.730448 nChanged 64 SP:Iteration 16Q (23974.720000 sec): 3 clusters Score: Raw -234939545.039389 + Penalty 6998.743304 = -234932546.296085 nChanged 35 SP:Iteration 17Q (23978.470000 sec): 3 clusters Score: Raw -234939584.096951 + Penalty 6998.743304 = -234932585.353647 nChanged 25 SP:Iteration 18Q (23982.220000 sec): 3 clusters Score: Raw -234939606.872293 + Penalty 6998.743304 = -234932608.128989 nChanged 21 SP:Iteration 19Q (23985.960000 sec): 3 clusters Score: Raw -234939630.558361 + Penalty 6998.743304 = -234932631.815057 nChanged 23 SP:Iteration 20F (23991.350000 sec): 3 clusters Score: Raw -234939657.989781 + Penalty 6998.743304 = -234932659.246477 nChanged 16 SP:Iteration 21Q (23995.100000 sec): 3 clusters Score: Raw -234939678.140847 + Penalty 6998.743304 = -234932679.397543 nChanged 23 SP:Iteration 22Q (23998.850000 sec): 3 clusters Score: Raw -234939705.920998 + Penalty 6998.743304 = -234932707.177694 nChanged 20 SP:Iteration 23Q (24002.590000 sec): 3 clusters Score: Raw -234939731.330258 + Penalty 6998.743304 = -234932732.586954 nChanged 16 SP:Iteration 24Q (24006.340000 sec): 3 clusters Score: Raw -234939746.257788 + Penalty 6998.743304 = -234932747.514484 nChanged 12 SP:Iteration 25Q (24010.090000 sec): 3 clusters Score: Raw -234939758.463355 + Penalty 6998.743304 = -234932759.720051 nChanged 9 SP:Iteration 26Q (24013.830000 sec): 3 clusters Score: Raw -234939769.877544 + Penalty 6998.743304 = -234932771.134240 nChanged 10 SP:Iteration 27Q (24017.570000 sec): 3 clusters Score: Raw -234939779.270765 + Penalty 6998.743304 = -234932780.527461 nChanged 7 SP:Iteration 28Q (24021.310000 sec): 3 clusters Score: Raw -234939787.388080 + Penalty 6998.743304 = -234932788.644776 nChanged 7 SP:Iteration 29Q (24025.060000 sec): 3 clusters Score: Raw -234939791.952250 + Penalty 6998.743304 = -234932793.208946 nChanged 4 SP:Iteration 30Q (24028.800000 sec): 3 clusters Score: Raw -234939794.982181 + Penalty 6998.743304 = -234932796.238877 nChanged 3 SP:Iteration 31Q (24032.550000 sec): 3 clusters Score: Raw -234939797.177848 + Penalty 6998.743304 = -234932798.434544 nChanged 4 SP:Iteration 32Q (24036.290000 sec): 3 clusters Score: Raw -234939801.193181 + Penalty 6998.743304 = -234932802.449877 nChanged 5 SP:Iteration 33Q (24040.030000 sec): 3 clusters Score: Raw -234939803.814988 + Penalty 6998.743304 = -234932805.071684 nChanged 2 SP:Iteration 34Q (24043.770000 sec): 3 clusters Score: Raw -234939806.444813 + Penalty 6998.743304 = -234932807.701509 nChanged 6 SP:Iteration 35Q (24047.510000 sec): 3 clusters Score: Raw -234939813.146393 + Penalty 6998.743304 = -234932814.403089 nChanged 9 SP:Iteration 36Q (24051.250000 sec): 3 clusters Score: Raw -234939820.126461 + Penalty 6998.743304 = -234932821.383157 nChanged 4 SP:Iteration 37Q (24055.000000 sec): 3 clusters Score: Raw -234939824.494713 + Penalty 6998.743304 = -234932825.751409 nChanged 3 SP:Iteration 38Q (24058.740000 sec): 3 clusters Score: Raw -234939826.119436 + Penalty 6998.743304 = -234932827.376132 nChanged 4 SP:Iteration 39Q (24062.480000 sec): 3 clusters Score: Raw -234939829.199987 + Penalty 6998.743304 = -234932830.456683 nChanged 3 SP:Iteration 40F (24067.870000 sec): 3 clusters Score: Raw -234939831.522319 + Penalty 6998.743304 = -234932832.779015 nChanged 3 SP:Iteration 41Q (24071.620000 sec): 3 clusters Score: Raw -234939834.170574 + Penalty 6998.743304 = -234932835.427270 nChanged 2 SP:Iteration 42Q (24075.370000 sec): 3 clusters Score: Raw -234939836.087967 + Penalty 6998.743304 = -234932837.344663 nChanged 3 SP:Iteration 43Q (24079.110000 sec): 3 clusters Score: Raw -234939838.496899 + Penalty 6998.743304 = -234932839.753595 nChanged 2 SP:Iteration 44Q (24082.870000 sec): 3 clusters Score: Raw -234939840.076286 + Penalty 6998.743304 = -234932841.332982 nChanged 2 SP:Iteration 45Q (24086.610000 sec): 3 clusters Score: Raw -234939842.417101 + Penalty 6998.743304 = -234932843.673797 nChanged 2 SP:Iteration 46Q (24090.360000 sec): 3 clusters Score: Raw -234939843.539839 + Penalty 6998.743304 = -234932844.796535 nChanged 2 SP:Iteration 47Q (24094.100000 sec): 3 clusters Score: Raw -234939844.155980 + Penalty 6998.743304 = -234932845.412676 nChanged 1 SP:Iteration 48Q (24097.850000 sec): 3 clusters Score: Raw -234939844.572587 + Penalty 6998.743304 = -234932845.829283 nChanged 2 SP:Iteration 49Q (24101.600000 sec): 3 clusters Score: Raw -234939845.810139 + Penalty 6998.743304 = -234932847.066835 nChanged 0 SP:Iteration 50F (24106.990000 sec): 3 clusters Score: Raw -234939845.810139 + Penalty 6998.743304 = -234932847.066835 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24107.440000 sec): 2 clusters Score: Raw -1564340.839149 + Penalty 2265.124694 = -1562075.714456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24107.470000 sec): 3 clusters Score: Raw -1559406.628808 + Penalty 4530.249387 = -1554876.379420 nChanged 3806 SP:Iteration 1F (24107.510000 sec): 3 clusters Score: Raw -1561528.849815 + Penalty 4530.249387 = -1556998.600428 nChanged 621 SP:Iteration 2F (24107.540000 sec): 3 clusters Score: Raw -1561832.587508 + Penalty 4530.249387 = -1557302.338121 nChanged 461 SP:Iteration 3Q (24107.580000 sec): 3 clusters Score: Raw -1562061.002708 + Penalty 4530.249387 = -1557530.753320 nChanged 388 SP:Iteration 4Q (24107.620000 sec): 3 clusters Score: Raw -1562259.918881 + Penalty 4530.249387 = -1557729.669493 nChanged 362 SP:Iteration 5Q (24107.660000 sec): 3 clusters Score: Raw -1562454.281957 + Penalty 4530.249387 = -1557924.032570 nChanged 355 SP:Iteration 6Q (24107.690000 sec): 3 clusters Score: Raw -1562655.299693 + Penalty 4530.249387 = -1558125.050306 nChanged 347 SP:Iteration 7Q (24107.730000 sec): 3 clusters Score: Raw -1562868.811843 + Penalty 4530.249387 = -1558338.562456 nChanged 353 SP:Iteration 8Q (24107.760000 sec): 3 clusters Score: Raw -1563099.686291 + Penalty 4530.249387 = -1558569.436904 nChanged 325 SP:Iteration 9Q (24107.800000 sec): 3 clusters Score: Raw -1563311.724802 + Penalty 4530.249387 = -1558781.475415 nChanged 325 SP:Iteration 10Q (24107.830000 sec): 3 clusters Score: Raw -1563505.272790 + Penalty 4530.249387 = -1558975.023402 nChanged 279 SP:Iteration 11Q (24107.870000 sec): 3 clusters Score: Raw -1563701.712956 + Penalty 4530.249387 = -1559171.463569 nChanged 289 SP:Iteration 12Q (24107.900000 sec): 3 clusters Score: Raw -1563916.952253 + Penalty 4530.249387 = -1559386.702865 nChanged 243 SP:Iteration 13Q (24107.940000 sec): 3 clusters Score: Raw -1564086.332533 + Penalty 4530.249387 = -1559556.083146 nChanged 241 SP:Iteration 14Q (24107.970000 sec): 3 clusters Score: Raw -1564261.219675 + Penalty 4530.249387 = -1559730.970288 nChanged 217 SP:Iteration 15Q (24108.000000 sec): 3 clusters Score: Raw -1564407.817123 + Penalty 4530.249387 = -1559877.567736 nChanged 185 SP:Iteration 16Q (24108.040000 sec): 3 clusters Score: Raw -1564535.436648 + Penalty 4530.249387 = -1560005.187261 nChanged 148 SP:Iteration 17Q (24108.070000 sec): 3 clusters Score: Raw -1564628.809919 + Penalty 4530.249387 = -1560098.560532 nChanged 106 SP:Iteration 18Q (24108.100000 sec): 3 clusters Score: Raw -1564688.096456 + Penalty 4530.249387 = -1560157.847069 nChanged 91 SP:Iteration 19Q (24108.130000 sec): 3 clusters Score: Raw -1564749.236489 + Penalty 4530.249387 = -1560218.987102 nChanged 78 SP:Iteration 20F (24108.170000 sec): 3 clusters Score: Raw -1564802.651840 + Penalty 4530.249387 = -1560272.402453 nChanged 94 SP:Iteration 21Q (24108.200000 sec): 3 clusters Score: Raw -1564863.843034 + Penalty 4530.249387 = -1560333.593647 nChanged 90 SP:Iteration 22Q (24108.230000 sec): 3 clusters Score: Raw -1564919.329033 + Penalty 4530.249387 = -1560389.079646 nChanged 55 SP:Iteration 23Q (24108.260000 sec): 3 clusters Score: Raw -1564948.894243 + Penalty 4530.249387 = -1560418.644856 nChanged 38 SP:Iteration 24Q (24108.290000 sec): 3 clusters Score: Raw -1564966.546858 + Penalty 4530.249387 = -1560436.297470 nChanged 33 SP:Iteration 25Q (24108.320000 sec): 3 clusters Score: Raw -1564982.520768 + Penalty 4530.249387 = -1560452.271380 nChanged 23 SP:Iteration 26Q (24108.340000 sec): 3 clusters Score: Raw -1564995.664020 + Penalty 4530.249387 = -1560465.414633 nChanged 22 SP:Iteration 27Q (24108.370000 sec): 3 clusters Score: Raw -1565003.838595 + Penalty 4530.249387 = -1560473.589208 nChanged 13 SP:Iteration 28Q (24108.400000 sec): 3 clusters Score: Raw -1565007.937987 + Penalty 4530.249387 = -1560477.688600 nChanged 4 SP:Iteration 29Q (24108.430000 sec): 3 clusters Score: Raw -1565009.920009 + Penalty 4530.249387 = -1560479.670622 nChanged 3 SP:Iteration 30Q (24108.460000 sec): 3 clusters Score: Raw -1565010.737755 + Penalty 4530.249387 = -1560480.488368 nChanged 2 SP:Iteration 31Q (24108.490000 sec): 3 clusters Score: Raw -1565011.155553 + Penalty 4530.249387 = -1560480.906166 nChanged 0 SP:Iteration 32F (24108.520000 sec): 3 clusters Score: Raw -1565011.155553 + Penalty 4530.249387 = -1560480.906166 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24108.540000 sec): 2 clusters Score: Raw -318653.785609 + Penalty 1881.653005 = -316772.132604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24108.550000 sec): 3 clusters Score: Raw -318040.026033 + Penalty 3763.306011 = -314276.720022 nChanged 633 SP:Iteration 1F (24108.560000 sec): 3 clusters Score: Raw -318639.567245 + Penalty 3763.306011 = -314876.261234 nChanged 172 SP:Iteration 2F (24108.560000 sec): 3 clusters Score: Raw -318812.074585 + Penalty 3763.306011 = -315048.768574 nChanged 103 SP:Iteration 3F (24108.570000 sec): 3 clusters Score: Raw -318954.955129 + Penalty 3763.306011 = -315191.649118 nChanged 85 SP:Iteration 4Q (24108.580000 sec): 3 clusters Score: Raw -319053.087377 + Penalty 3763.306011 = -315289.781366 nChanged 63 SP:Iteration 5Q (24108.590000 sec): 3 clusters Score: Raw -319125.849546 + Penalty 3763.306011 = -315362.543535 nChanged 49 SP:Iteration 6Q (24108.600000 sec): 3 clusters Score: Raw -319180.481041 + Penalty 3763.306011 = -315417.175030 nChanged 51 SP:Iteration 7Q (24108.600000 sec): 3 clusters Score: Raw -319246.915969 + Penalty 3763.306011 = -315483.609958 nChanged 59 SP:Iteration 8Q (24108.610000 sec): 3 clusters Score: Raw -319309.883445 + Penalty 3763.306011 = -315546.577434 nChanged 64 SP:Iteration 9Q (24108.620000 sec): 3 clusters Score: Raw -319389.850192 + Penalty 3763.306011 = -315626.544181 nChanged 49 SP:Iteration 10Q (24108.620000 sec): 3 clusters Score: Raw -319469.357491 + Penalty 3763.306011 = -315706.051480 nChanged 66 SP:Iteration 11Q (24108.630000 sec): 3 clusters Score: Raw -319554.307377 + Penalty 3763.306011 = -315791.001366 nChanged 60 SP:Iteration 12Q (24108.640000 sec): 3 clusters Score: Raw -319636.930987 + Penalty 3763.306011 = -315873.624976 nChanged 48 SP:Iteration 13Q (24108.640000 sec): 3 clusters Score: Raw -319691.368375 + Penalty 3763.306011 = -315928.062364 nChanged 30 SP:Iteration 14Q (24108.650000 sec): 3 clusters Score: Raw -319724.807680 + Penalty 3763.306011 = -315961.501669 nChanged 20 SP:Iteration 15Q (24108.660000 sec): 3 clusters Score: Raw -319748.728587 + Penalty 3763.306011 = -315985.422576 nChanged 16 SP:Iteration 16Q (24108.670000 sec): 3 clusters Score: Raw -319766.005032 + Penalty 3763.306011 = -316002.699021 nChanged 18 SP:Iteration 17Q (24108.680000 sec): 3 clusters Score: Raw -319781.847153 + Penalty 3763.306011 = -316018.541142 nChanged 12 SP:Iteration 18Q (24108.680000 sec): 3 clusters Score: Raw -319790.212214 + Penalty 3763.306011 = -316026.906203 nChanged 4 SP:Iteration 19Q (24108.690000 sec): 3 clusters Score: Raw -319792.034248 + Penalty 3763.306011 = -316028.728237 nChanged 3 SP:Iteration 20F (24108.700000 sec): 3 clusters Score: Raw -319805.261186 + Penalty 3763.306011 = -316041.955175 nChanged 6 SP:Iteration 21Q (24108.700000 sec): 3 clusters Score: Raw -319827.812411 + Penalty 3763.306011 = -316064.506400 nChanged 11 SP:Iteration 22Q (24108.710000 sec): 3 clusters Score: Raw -319848.317037 + Penalty 3763.306011 = -316085.011026 nChanged 17 SP:Iteration 23Q (24108.720000 sec): 3 clusters Score: Raw -319873.157050 + Penalty 3763.306011 = -316109.851039 nChanged 13 SP:Iteration 24Q (24108.720000 sec): 3 clusters Score: Raw -319889.206807 + Penalty 3763.306011 = -316125.900796 nChanged 16 SP:Iteration 25Q (24108.730000 sec): 3 clusters Score: Raw -319913.241134 + Penalty 3763.306011 = -316149.935123 nChanged 16 SP:Iteration 26Q (24108.740000 sec): 3 clusters Score: Raw -319932.969612 + Penalty 3763.306011 = -316169.663601 nChanged 13 SP:Iteration 27Q (24108.740000 sec): 3 clusters Score: Raw -319944.176413 + Penalty 3763.306011 = -316180.870402 nChanged 7 SP:Iteration 28Q (24108.750000 sec): 3 clusters Score: Raw -319950.647950 + Penalty 3763.306011 = -316187.341939 nChanged 7 SP:Iteration 29Q (24108.760000 sec): 3 clusters Score: Raw -319958.992846 + Penalty 3763.306011 = -316195.686835 nChanged 3 SP:Iteration 30Q (24108.760000 sec): 3 clusters Score: Raw -319963.165654 + Penalty 3763.306011 = -316199.859643 nChanged 3 SP:Iteration 31Q (24108.770000 sec): 3 clusters Score: Raw -319965.722024 + Penalty 3763.306011 = -316202.416013 nChanged 2 SP:Iteration 32Q (24108.780000 sec): 3 clusters Score: Raw -319968.308778 + Penalty 3763.306011 = -316205.002767 nChanged 1 SP:Iteration 33Q (24108.790000 sec): 3 clusters Score: Raw -319969.834094 + Penalty 3763.306011 = -316206.528083 nChanged 0 SP:Iteration 34F (24108.800000 sec): 3 clusters Score: Raw -319992.102445 + Penalty 3763.306011 = -316228.796434 nChanged 2 SP:Iteration 35Q (24108.800000 sec): 3 clusters Score: Raw -320010.237142 + Penalty 3763.306011 = -316246.931131 nChanged 11 SP:Iteration 36Q (24108.810000 sec): 3 clusters Score: Raw -320036.056933 + Penalty 3763.306011 = -316272.750922 nChanged 15 SP:Iteration 37Q (24108.820000 sec): 3 clusters Score: Raw -320068.929489 + Penalty 3763.306011 = -316305.623478 nChanged 15 SP:Iteration 38Q (24108.820000 sec): 3 clusters Score: Raw -320089.119021 + Penalty 3763.306011 = -316325.813010 nChanged 17 SP:Iteration 39Q (24108.830000 sec): 3 clusters Score: Raw -320106.398267 + Penalty 3763.306011 = -316343.092256 nChanged 9 SP:Iteration 40F (24108.840000 sec): 3 clusters Score: Raw -320125.602147 + Penalty 3763.306011 = -316362.296137 nChanged 12 SP:Iteration 41Q (24108.840000 sec): 3 clusters Score: Raw -320140.247049 + Penalty 3763.306011 = -316376.941038 nChanged 10 SP:Iteration 42Q (24108.850000 sec): 3 clusters Score: Raw -320150.968797 + Penalty 3763.306011 = -316387.662786 nChanged 9 SP:Iteration 43Q (24108.860000 sec): 3 clusters Score: Raw -320160.096601 + Penalty 3763.306011 = -316396.790590 nChanged 9 SP:Iteration 44Q (24108.860000 sec): 3 clusters Score: Raw -320168.013074 + Penalty 3763.306011 = -316404.707063 nChanged 5 SP:Iteration 45Q (24108.870000 sec): 3 clusters Score: Raw -320173.938333 + Penalty 3763.306011 = -316410.632322 nChanged 2 SP:Iteration 46Q (24108.880000 sec): 3 clusters Score: Raw -320175.247047 + Penalty 3763.306011 = -316411.941036 nChanged 0 SP:Iteration 47F (24108.880000 sec): 3 clusters Score: Raw -320175.247047 + Penalty 3763.306011 = -316411.941036 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24108.900000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24108.900000 sec): 3 clusters Score: Raw -60722.307370 + Penalty 3042.165429 = -57680.141941 nChanged 96 SP:Iteration 1F (24108.900000 sec): 3 clusters Score: Raw -60954.903707 + Penalty 3042.165429 = -57912.738278 nChanged 25 SP:Iteration 2F (24108.900000 sec): 3 clusters Score: Raw -61018.150329 + Penalty 3042.165429 = -57975.984899 nChanged 15 SP:Iteration 3Q (24108.900000 sec): 3 clusters Score: Raw -61058.898324 + Penalty 3042.165429 = -58016.732895 nChanged 11 SP:Iteration 4Q (24108.900000 sec): 3 clusters Score: Raw -61079.421773 + Penalty 3042.165429 = -58037.256344 nChanged 4 SP:Iteration 5Q (24108.900000 sec): 3 clusters Score: Raw -61097.037712 + Penalty 3042.165429 = -58054.872282 nChanged 3 SP:Iteration 6Q (24108.910000 sec): 3 clusters Score: Raw -61104.635821 + Penalty 3042.165429 = -58062.470391 nChanged 3 SP:Iteration 7Q (24108.910000 sec): 3 clusters Score: Raw -61122.196285 + Penalty 3042.165429 = -58080.030856 nChanged 2 SP:Iteration 8Q (24108.910000 sec): 3 clusters Score: Raw -61123.830119 + Penalty 3042.165429 = -58081.664690 nChanged 1 SP:Iteration 9Q (24108.910000 sec): 3 clusters Score: Raw -61124.596703 + Penalty 3042.165429 = -58082.431274 nChanged 1 SP:Iteration 10Q (24108.920000 sec): 3 clusters Score: Raw -61126.269961 + Penalty 3042.165429 = -58084.104532 nChanged 1 SP:Iteration 11Q (24108.920000 sec): 3 clusters Score: Raw -61137.158260 + Penalty 3042.165429 = -58094.992831 nChanged 3 SP:Iteration 12Q (24108.920000 sec): 3 clusters Score: Raw -61152.897076 + Penalty 3042.165429 = -58110.731647 nChanged 2 SP:Iteration 13Q (24108.920000 sec): 3 clusters Score: Raw -61156.030239 + Penalty 3042.165429 = -58113.864809 nChanged 0 SP:Iteration 14F (24108.920000 sec): 3 clusters Score: Raw -61156.030239 + Penalty 3042.165429 = -58113.864809 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24108.930000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24108.930000 sec): 3 clusters Score: Raw -31166.075108 + Penalty 2672.979578 = -28493.095530 nChanged 18 SP:Iteration 1F (24108.930000 sec): 3 clusters Score: Raw -31261.447444 + Penalty 2672.979578 = -28588.467866 nChanged 5 SP:Iteration 2Q (24108.930000 sec): 3 clusters Score: Raw -31293.778344 + Penalty 2672.979578 = -28620.798766 nChanged 4 SP:Iteration 3Q (24108.930000 sec): 3 clusters Score: Raw -31319.751050 + Penalty 2672.979578 = -28646.771472 nChanged 2 SP:Iteration 4Q (24108.930000 sec): 3 clusters Score: Raw -31361.290862 + Penalty 2672.979578 = -28688.311284 nChanged 1 SP:Iteration 5Q (24108.940000 sec): 3 clusters Score: Raw -31366.318913 + Penalty 2672.979578 = -28693.339335 nChanged 0 SP:Iteration 6F (24108.940000 sec): 3 clusters Score: Raw -31366.318913 + Penalty 2672.979578 = -28693.339335 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24108.940000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24108.940000 sec): 3 clusters Score: Raw -39882.378090 + Penalty 2773.129542 = -37109.248547 nChanged 34 SP:Iteration 1F (24108.950000 sec): 3 clusters Score: Raw -40030.152245 + Penalty 2773.129542 = -37257.022702 nChanged 9 SP:Iteration 2Q (24108.950000 sec): 3 clusters Score: Raw -40079.753781 + Penalty 2773.129542 = -37306.624239 nChanged 4 SP:Iteration 3Q (24108.950000 sec): 3 clusters Score: Raw -40100.548278 + Penalty 2773.129542 = -37327.418736 nChanged 1 SP:Iteration 4Q (24108.950000 sec): 3 clusters Score: Raw -40105.299387 + Penalty 2773.129542 = -37332.169845 nChanged 1 SP:Iteration 5Q (24108.950000 sec): 3 clusters Score: Raw -40109.960691 + Penalty 2773.129542 = -37336.831148 nChanged 1 SP:Iteration 6Q (24108.950000 sec): 3 clusters Score: Raw -40114.054369 + Penalty 2773.129542 = -37340.924826 nChanged 0 SP:Iteration 7F (24108.950000 sec): 3 clusters Score: Raw -40114.054369 + Penalty 2773.129542 = -37340.924826 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24108.990000 sec): 2 clusters Score: Raw -1308421.393108 + Penalty 2233.492607 = -1306187.900501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24109.020000 sec): 3 clusters Score: Raw -1304193.047144 + Penalty 4466.985213 = -1299726.061931 nChanged 3365 SP:Iteration 1F (24109.050000 sec): 3 clusters Score: Raw -1306195.886502 + Penalty 4466.985213 = -1301728.901289 nChanged 754 SP:Iteration 2F (24109.080000 sec): 3 clusters Score: Raw -1306766.022767 + Penalty 4466.985213 = -1302299.037554 nChanged 576 SP:Iteration 3F (24109.120000 sec): 3 clusters Score: Raw -1307136.883932 + Penalty 4466.985213 = -1302669.898719 nChanged 441 SP:Iteration 4F (24109.150000 sec): 3 clusters Score: Raw -1307434.517996 + Penalty 4466.985213 = -1302967.532783 nChanged 370 SP:Iteration 5Q (24109.180000 sec): 3 clusters Score: Raw -1307685.009830 + Penalty 4466.985213 = -1303218.024617 nChanged 364 SP:Iteration 6Q (24109.210000 sec): 3 clusters Score: Raw -1307944.175781 + Penalty 4466.985213 = -1303477.190568 nChanged 302 SP:Iteration 7Q (24109.240000 sec): 3 clusters Score: Raw -1308144.928976 + Penalty 4466.985213 = -1303677.943763 nChanged 283 SP:Iteration 8Q (24109.280000 sec): 3 clusters Score: Raw -1308316.587354 + Penalty 4466.985213 = -1303849.602140 nChanged 245 SP:Iteration 9Q (24109.300000 sec): 3 clusters Score: Raw -1308466.647218 + Penalty 4466.985213 = -1303999.662004 nChanged 215 SP:Iteration 10Q (24109.340000 sec): 3 clusters Score: Raw -1308603.169316 + Penalty 4466.985213 = -1304136.184103 nChanged 209 SP:Iteration 11Q (24109.360000 sec): 3 clusters Score: Raw -1308727.107214 + Penalty 4466.985213 = -1304260.122001 nChanged 175 SP:Iteration 12Q (24109.400000 sec): 3 clusters Score: Raw -1308827.683923 + Penalty 4466.985213 = -1304360.698710 nChanged 132 SP:Iteration 13Q (24109.420000 sec): 3 clusters Score: Raw -1308904.255111 + Penalty 4466.985213 = -1304437.269898 nChanged 138 SP:Iteration 14Q (24109.460000 sec): 3 clusters Score: Raw -1308994.739591 + Penalty 4466.985213 = -1304527.754378 nChanged 125 SP:Iteration 15Q (24109.480000 sec): 3 clusters Score: Raw -1309073.153661 + Penalty 4466.985213 = -1304606.168448 nChanged 110 SP:Iteration 16Q (24109.520000 sec): 3 clusters Score: Raw -1309138.423134 + Penalty 4466.985213 = -1304671.437921 nChanged 98 SP:Iteration 17Q (24109.540000 sec): 3 clusters Score: Raw -1309194.891218 + Penalty 4466.985213 = -1304727.906005 nChanged 85 SP:Iteration 18Q (24109.570000 sec): 3 clusters Score: Raw -1309246.952111 + Penalty 4466.985213 = -1304779.966898 nChanged 85 SP:Iteration 19Q (24109.600000 sec): 3 clusters Score: Raw -1309305.543318 + Penalty 4466.985213 = -1304838.558105 nChanged 77 SP:Iteration 20F (24109.630000 sec): 3 clusters Score: Raw -1309372.951284 + Penalty 4466.985213 = -1304905.966071 nChanged 69 SP:Iteration 21Q (24109.660000 sec): 3 clusters Score: Raw -1309425.687869 + Penalty 4466.985213 = -1304958.702656 nChanged 52 SP:Iteration 22Q (24109.690000 sec): 3 clusters Score: Raw -1309462.602567 + Penalty 4466.985213 = -1304995.617354 nChanged 49 SP:Iteration 23Q (24109.720000 sec): 3 clusters Score: Raw -1309498.385730 + Penalty 4466.985213 = -1305031.400517 nChanged 41 SP:Iteration 24Q (24109.740000 sec): 3 clusters Score: Raw -1309532.802846 + Penalty 4466.985213 = -1305065.817632 nChanged 29 SP:Iteration 25Q (24109.770000 sec): 3 clusters Score: Raw -1309552.307173 + Penalty 4466.985213 = -1305085.321960 nChanged 28 SP:Iteration 26Q (24109.800000 sec): 3 clusters Score: Raw -1309569.456512 + Penalty 4466.985213 = -1305102.471299 nChanged 24 SP:Iteration 27Q (24109.820000 sec): 3 clusters Score: Raw -1309582.583406 + Penalty 4466.985213 = -1305115.598193 nChanged 10 SP:Iteration 28Q (24109.850000 sec): 3 clusters Score: Raw -1309590.997316 + Penalty 4466.985213 = -1305124.012103 nChanged 7 SP:Iteration 29Q (24109.880000 sec): 3 clusters Score: Raw -1309598.354235 + Penalty 4466.985213 = -1305131.369022 nChanged 9 SP:Iteration 30Q (24109.900000 sec): 3 clusters Score: Raw -1309602.481429 + Penalty 4466.985213 = -1305135.496216 nChanged 4 SP:Iteration 31Q (24109.930000 sec): 3 clusters Score: Raw -1309604.567453 + Penalty 4466.985213 = -1305137.582240 nChanged 5 SP:Iteration 32Q (24109.960000 sec): 3 clusters Score: Raw -1309608.845473 + Penalty 4466.985213 = -1305141.860260 nChanged 10 SP:Iteration 33Q (24109.980000 sec): 3 clusters Score: Raw -1309615.318479 + Penalty 4466.985213 = -1305148.333266 nChanged 7 SP:Iteration 34Q (24110.010000 sec): 3 clusters Score: Raw -1309619.554921 + Penalty 4466.985213 = -1305152.569708 nChanged 4 SP:Iteration 35Q (24110.040000 sec): 3 clusters Score: Raw -1309622.360777 + Penalty 4466.985213 = -1305155.375564 nChanged 5 SP:Iteration 36Q (24110.060000 sec): 3 clusters Score: Raw -1309626.329508 + Penalty 4466.985213 = -1305159.344295 nChanged 6 SP:Iteration 37Q (24110.090000 sec): 3 clusters Score: Raw -1309629.783974 + Penalty 4466.985213 = -1305162.798761 nChanged 5 SP:Iteration 38Q (24110.120000 sec): 3 clusters Score: Raw -1309633.756100 + Penalty 4466.985213 = -1305166.770886 nChanged 2 SP:Iteration 39Q (24110.140000 sec): 3 clusters Score: Raw -1309633.979305 + Penalty 4466.985213 = -1305166.994092 nChanged 2 SP:Iteration 40F (24110.170000 sec): 3 clusters Score: Raw -1309635.929472 + Penalty 4466.985213 = -1305168.944259 nChanged 3 SP:Iteration 41Q (24110.200000 sec): 3 clusters Score: Raw -1309638.385357 + Penalty 4466.985213 = -1305171.400144 nChanged 4 SP:Iteration 42Q (24110.220000 sec): 3 clusters Score: Raw -1309640.302588 + Penalty 4466.985213 = -1305173.317375 nChanged 5 SP:Iteration 43Q (24110.250000 sec): 3 clusters Score: Raw -1309644.123799 + Penalty 4466.985213 = -1305177.138586 nChanged 2 SP:Iteration 44Q (24110.280000 sec): 3 clusters Score: Raw -1309645.379366 + Penalty 4466.985213 = -1305178.394153 nChanged 1 SP:Iteration 45Q (24110.300000 sec): 3 clusters Score: Raw -1309645.741621 + Penalty 4466.985213 = -1305178.756408 nChanged 2 SP:Iteration 46Q (24110.330000 sec): 3 clusters Score: Raw -1309646.724830 + Penalty 4466.985213 = -1305179.739617 nChanged 1 SP:Iteration 47Q (24110.360000 sec): 3 clusters Score: Raw -1309646.955164 + Penalty 4466.985213 = -1305179.969951 nChanged 1 SP:Iteration 48Q (24110.380000 sec): 3 clusters Score: Raw -1309647.226490 + Penalty 4466.985213 = -1305180.241277 nChanged 0 SP:Iteration 49F (24110.410000 sec): 3 clusters Score: Raw -1309647.226490 + Penalty 4466.985213 = -1305180.241277 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24110.420000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.430000 sec): 3 clusters Score: Raw -122351.676351 + Penalty 3302.373479 = -119049.302872 nChanged 164 SP:Iteration 1F (24110.430000 sec): 3 clusters Score: Raw -122590.068886 + Penalty 3302.373479 = -119287.695407 nChanged 33 SP:Iteration 2Q (24110.440000 sec): 3 clusters Score: Raw -122653.180054 + Penalty 3302.373479 = -119350.806575 nChanged 23 SP:Iteration 3Q (24110.440000 sec): 3 clusters Score: Raw -122691.977092 + Penalty 3302.373479 = -119389.603613 nChanged 11 SP:Iteration 4Q (24110.440000 sec): 3 clusters Score: Raw -122709.443612 + Penalty 3302.373479 = -119407.070134 nChanged 4 SP:Iteration 5Q (24110.440000 sec): 3 clusters Score: Raw -122718.182422 + Penalty 3302.373479 = -119415.808944 nChanged 10 SP:Iteration 6Q (24110.450000 sec): 3 clusters Score: Raw -122741.666962 + Penalty 3302.373479 = -119439.293483 nChanged 6 SP:Iteration 7Q (24110.450000 sec): 3 clusters Score: Raw -122757.585596 + Penalty 3302.373479 = -119455.212117 nChanged 5 SP:Iteration 8Q (24110.450000 sec): 3 clusters Score: Raw -122768.066646 + Penalty 3302.373479 = -119465.693168 nChanged 4 SP:Iteration 9Q (24110.460000 sec): 3 clusters Score: Raw -122775.412336 + Penalty 3302.373479 = -119473.038857 nChanged 6 SP:Iteration 10Q (24110.460000 sec): 3 clusters Score: Raw -122788.702564 + Penalty 3302.373479 = -119486.329085 nChanged 2 SP:Iteration 11Q (24110.460000 sec): 3 clusters Score: Raw -122791.049833 + Penalty 3302.373479 = -119488.676354 nChanged 2 SP:Iteration 12Q (24110.460000 sec): 3 clusters Score: Raw -122797.865477 + Penalty 3302.373479 = -119495.491999 nChanged 4 SP:Iteration 13Q (24110.470000 sec): 3 clusters Score: Raw -122808.159085 + Penalty 3302.373479 = -119505.785606 nChanged 4 SP:Iteration 14Q (24110.470000 sec): 3 clusters Score: Raw -122827.435274 + Penalty 3302.373479 = -119525.061795 nChanged 7 SP:Iteration 15Q (24110.480000 sec): 3 clusters Score: Raw -122845.836334 + Penalty 3302.373479 = -119543.462855 nChanged 7 SP:Iteration 16Q (24110.480000 sec): 3 clusters Score: Raw -122857.669298 + Penalty 3302.373479 = -119555.295819 nChanged 5 SP:Iteration 17Q (24110.480000 sec): 3 clusters Score: Raw -122864.557982 + Penalty 3302.373479 = -119562.184503 nChanged 3 SP:Iteration 18Q (24110.480000 sec): 3 clusters Score: Raw -122869.713288 + Penalty 3302.373479 = -119567.339810 nChanged 4 SP:Iteration 19Q (24110.480000 sec): 3 clusters Score: Raw -122875.799906 + Penalty 3302.373479 = -119573.426427 nChanged 4 SP:Iteration 20F (24110.490000 sec): 3 clusters Score: Raw -122880.848576 + Penalty 3302.373479 = -119578.475097 nChanged 3 SP:Iteration 21Q (24110.490000 sec): 3 clusters Score: Raw -122887.467670 + Penalty 3302.373479 = -119585.094191 nChanged 2 SP:Iteration 22Q (24110.500000 sec): 3 clusters Score: Raw -122890.126580 + Penalty 3302.373479 = -119587.753101 nChanged 0 SP:Iteration 23F (24110.500000 sec): 3 clusters Score: Raw -122890.126580 + Penalty 3302.373479 = -119587.753101 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24110.510000 sec): 2 clusters Score: Raw -210258.407186 + Penalty 1776.274579 = -208482.132607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.520000 sec): 3 clusters Score: Raw -209890.025695 + Penalty 3552.549159 = -206337.476536 nChanged 332 SP:Iteration 1F (24110.520000 sec): 3 clusters Score: Raw -210210.225179 + Penalty 3552.549159 = -206657.676021 nChanged 99 SP:Iteration 2F (24110.520000 sec): 3 clusters Score: Raw -210333.728409 + Penalty 3552.549159 = -206781.179250 nChanged 55 SP:Iteration 3Q (24110.530000 sec): 3 clusters Score: Raw -210398.766792 + Penalty 3552.549159 = -206846.217633 nChanged 34 SP:Iteration 4Q (24110.540000 sec): 3 clusters Score: Raw -210447.280374 + Penalty 3552.549159 = -206894.731216 nChanged 29 SP:Iteration 5Q (24110.540000 sec): 3 clusters Score: Raw -210485.666129 + Penalty 3552.549159 = -206933.116971 nChanged 14 SP:Iteration 6Q (24110.540000 sec): 3 clusters Score: Raw -210502.216929 + Penalty 3552.549159 = -206949.667770 nChanged 11 SP:Iteration 7Q (24110.550000 sec): 3 clusters Score: Raw -210517.078384 + Penalty 3552.549159 = -206964.529226 nChanged 13 SP:Iteration 8Q (24110.560000 sec): 3 clusters Score: Raw -210531.064475 + Penalty 3552.549159 = -206978.515316 nChanged 18 SP:Iteration 9Q (24110.560000 sec): 3 clusters Score: Raw -210555.364062 + Penalty 3552.549159 = -207002.814904 nChanged 14 SP:Iteration 10Q (24110.560000 sec): 3 clusters Score: Raw -210570.549431 + Penalty 3552.549159 = -207018.000273 nChanged 11 SP:Iteration 11Q (24110.570000 sec): 3 clusters Score: Raw -210583.271597 + Penalty 3552.549159 = -207030.722439 nChanged 11 SP:Iteration 12Q (24110.580000 sec): 3 clusters Score: Raw -210600.492144 + Penalty 3552.549159 = -207047.942986 nChanged 15 SP:Iteration 13Q (24110.580000 sec): 3 clusters Score: Raw -210627.514819 + Penalty 3552.549159 = -207074.965661 nChanged 14 SP:Iteration 14Q (24110.580000 sec): 3 clusters Score: Raw -210654.531881 + Penalty 3552.549159 = -207101.982723 nChanged 19 SP:Iteration 15Q (24110.590000 sec): 3 clusters Score: Raw -210684.884002 + Penalty 3552.549159 = -207132.334843 nChanged 19 SP:Iteration 16Q (24110.600000 sec): 3 clusters Score: Raw -210712.747965 + Penalty 3552.549159 = -207160.198806 nChanged 19 SP:Iteration 17Q (24110.600000 sec): 3 clusters Score: Raw -210740.632358 + Penalty 3552.549159 = -207188.083199 nChanged 16 SP:Iteration 18Q (24110.600000 sec): 3 clusters Score: Raw -210764.752452 + Penalty 3552.549159 = -207212.203293 nChanged 18 SP:Iteration 19Q (24110.610000 sec): 3 clusters Score: Raw -210788.305390 + Penalty 3552.549159 = -207235.756231 nChanged 18 SP:Iteration 20F (24110.620000 sec): 3 clusters Score: Raw -210812.894344 + Penalty 3552.549159 = -207260.345185 nChanged 13 SP:Iteration 21Q (24110.620000 sec): 3 clusters Score: Raw -210831.702582 + Penalty 3552.549159 = -207279.153424 nChanged 15 SP:Iteration 22Q (24110.620000 sec): 3 clusters Score: Raw -210850.403551 + Penalty 3552.549159 = -207297.854392 nChanged 17 SP:Iteration 23Q (24110.630000 sec): 3 clusters Score: Raw -210873.254817 + Penalty 3552.549159 = -207320.705658 nChanged 15 SP:Iteration 24Q (24110.630000 sec): 3 clusters Score: Raw -210897.057927 + Penalty 3552.549159 = -207344.508768 nChanged 18 SP:Iteration 25Q (24110.640000 sec): 3 clusters Score: Raw -210921.005504 + Penalty 3552.549159 = -207368.456345 nChanged 20 SP:Iteration 26Q (24110.640000 sec): 3 clusters Score: Raw -210950.038556 + Penalty 3552.549159 = -207397.489398 nChanged 17 SP:Iteration 27Q (24110.650000 sec): 3 clusters Score: Raw -210971.636288 + Penalty 3552.549159 = -207419.087130 nChanged 14 SP:Iteration 28Q (24110.650000 sec): 3 clusters Score: Raw -211002.017373 + Penalty 3552.549159 = -207449.468215 nChanged 25 SP:Iteration 29Q (24110.660000 sec): 3 clusters Score: Raw -211050.652702 + Penalty 3552.549159 = -207498.103543 nChanged 27 SP:Iteration 30Q (24110.660000 sec): 3 clusters Score: Raw -211099.891243 + Penalty 3552.549159 = -207547.342084 nChanged 24 SP:Iteration 31Q (24110.660000 sec): 3 clusters Score: Raw -211136.596351 + Penalty 3552.549159 = -207584.047192 nChanged 20 SP:Iteration 32Q (24110.670000 sec): 3 clusters Score: Raw -211185.143361 + Penalty 3552.549159 = -207632.594203 nChanged 18 SP:Iteration 33Q (24110.680000 sec): 3 clusters Score: Raw -211222.842755 + Penalty 3552.549159 = -207670.293597 nChanged 16 SP:Iteration 34Q (24110.680000 sec): 3 clusters Score: Raw -211255.664016 + Penalty 3552.549159 = -207703.114858 nChanged 9 SP:Iteration 35Q (24110.680000 sec): 3 clusters Score: Raw -211269.383297 + Penalty 3552.549159 = -207716.834138 nChanged 5 SP:Iteration 36Q (24110.690000 sec): 3 clusters Score: Raw -211277.685872 + Penalty 3552.549159 = -207725.136713 nChanged 8 SP:Iteration 37Q (24110.690000 sec): 3 clusters Score: Raw -211286.619600 + Penalty 3552.549159 = -207734.070442 nChanged 5 SP:Iteration 38Q (24110.700000 sec): 3 clusters Score: Raw -211290.698072 + Penalty 3552.549159 = -207738.148914 nChanged 5 SP:Iteration 39Q (24110.700000 sec): 3 clusters Score: Raw -211295.134864 + Penalty 3552.549159 = -207742.585705 nChanged 4 SP:Iteration 40F (24110.700000 sec): 3 clusters Score: Raw -211298.663822 + Penalty 3552.549159 = -207746.114664 nChanged 3 SP:Iteration 41Q (24110.710000 sec): 3 clusters Score: Raw -211302.727102 + Penalty 3552.549159 = -207750.177944 nChanged 3 SP:Iteration 42Q (24110.710000 sec): 3 clusters Score: Raw -211305.568072 + Penalty 3552.549159 = -207753.018914 nChanged 0 SP:Iteration 43F (24110.720000 sec): 3 clusters Score: Raw -211305.568072 + Penalty 3552.549159 = -207753.018914 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24110.730000 sec): 2 clusters Score: Raw -104961.325254 + Penalty 1599.324570 = -103362.000684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.730000 sec): 3 clusters Score: Raw -104905.390755 + Penalty 3198.649139 = -101706.741615 nChanged 126 SP:Iteration 1F (24110.730000 sec): 3 clusters Score: Raw -105099.960431 + Penalty 3198.649139 = -101901.311292 nChanged 37 SP:Iteration 2F (24110.740000 sec): 3 clusters Score: Raw -105158.470021 + Penalty 3198.649139 = -101959.820882 nChanged 10 SP:Iteration 3Q (24110.740000 sec): 3 clusters Score: Raw -105171.795137 + Penalty 3198.649139 = -101973.145997 nChanged 3 SP:Iteration 4Q (24110.740000 sec): 3 clusters Score: Raw -105177.346195 + Penalty 3198.649139 = -101978.697055 nChanged 5 SP:Iteration 5Q (24110.740000 sec): 3 clusters Score: Raw -105182.482442 + Penalty 3198.649139 = -101983.833302 nChanged 1 SP:Iteration 6Q (24110.740000 sec): 3 clusters Score: Raw -105183.350045 + Penalty 3198.649139 = -101984.700905 nChanged 1 SP:Iteration 7Q (24110.750000 sec): 3 clusters Score: Raw -105184.226889 + Penalty 3198.649139 = -101985.577750 nChanged 0 SP:Iteration 8F (24110.750000 sec): 3 clusters Score: Raw -105184.226889 + Penalty 3198.649139 = -101985.577750 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24110.760000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.760000 sec): 3 clusters Score: Raw -44567.197671 + Penalty 2975.472535 = -41591.725136 nChanged 82 SP:Iteration 1F (24110.760000 sec): 3 clusters Score: Raw -44718.574735 + Penalty 2975.472535 = -41743.102200 nChanged 15 SP:Iteration 2Q (24110.760000 sec): 3 clusters Score: Raw -44751.842889 + Penalty 2975.472535 = -41776.370354 nChanged 9 SP:Iteration 3Q (24110.760000 sec): 3 clusters Score: Raw -44774.030166 + Penalty 2975.472535 = -41798.557631 nChanged 7 SP:Iteration 4Q (24110.770000 sec): 3 clusters Score: Raw -44784.030769 + Penalty 2975.472535 = -41808.558235 nChanged 6 SP:Iteration 5Q (24110.770000 sec): 3 clusters Score: Raw -44790.734595 + Penalty 2975.472535 = -41815.262060 nChanged 3 SP:Iteration 6Q (24110.770000 sec): 3 clusters Score: Raw -44807.679290 + Penalty 2975.472535 = -41832.206756 nChanged 6 SP:Iteration 7Q (24110.770000 sec): 3 clusters Score: Raw -44841.976136 + Penalty 2975.472535 = -41866.503602 nChanged 7 SP:Iteration 8Q (24110.770000 sec): 3 clusters Score: Raw -44892.074233 + Penalty 2975.472535 = -41916.601699 nChanged 5 SP:Iteration 9Q (24110.780000 sec): 3 clusters Score: Raw -44930.426199 + Penalty 2975.472535 = -41954.953664 nChanged 5 SP:Iteration 10Q (24110.780000 sec): 3 clusters Score: Raw -44960.620858 + Penalty 2975.472535 = -41985.148324 nChanged 3 SP:Iteration 11Q (24110.780000 sec): 3 clusters Score: Raw -44984.066616 + Penalty 2975.472535 = -42008.594081 nChanged 1 SP:Iteration 12Q (24110.780000 sec): 3 clusters Score: Raw -44988.134972 + Penalty 2975.472535 = -42012.662438 nChanged 1 SP:Iteration 13Q (24110.780000 sec): 3 clusters Score: Raw -44997.940783 + Penalty 2975.472535 = -42022.468248 nChanged 1 SP:Iteration 14Q (24110.780000 sec): 3 clusters Score: Raw -45003.371726 + Penalty 2975.472535 = -42027.899191 nChanged 1 SP:Iteration 15Q (24110.780000 sec): 3 clusters Score: Raw -45007.285153 + Penalty 2975.472535 = -42031.812618 nChanged 0 SP:Iteration 16F (24110.780000 sec): 3 clusters Score: Raw -45007.285153 + Penalty 2975.472535 = -42031.812618 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24110.800000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.800000 sec): 3 clusters Score: Raw -279298.410752 + Penalty 3683.568340 = -275614.842412 nChanged 531 SP:Iteration 1F (24110.810000 sec): 3 clusters Score: Raw -279697.588136 + Penalty 3683.568340 = -276014.019796 nChanged 131 SP:Iteration 2F (24110.820000 sec): 3 clusters Score: Raw -279823.387234 + Penalty 3683.568340 = -276139.818894 nChanged 86 SP:Iteration 3F (24110.820000 sec): 3 clusters Score: Raw -279908.629655 + Penalty 3683.568340 = -276225.061315 nChanged 56 SP:Iteration 4Q (24110.830000 sec): 3 clusters Score: Raw -279967.002456 + Penalty 3683.568340 = -276283.434116 nChanged 49 SP:Iteration 5Q (24110.840000 sec): 3 clusters Score: Raw -280027.189809 + Penalty 3683.568340 = -276343.621469 nChanged 56 SP:Iteration 6Q (24110.840000 sec): 3 clusters Score: Raw -280117.980319 + Penalty 3683.568340 = -276434.411979 nChanged 73 SP:Iteration 7Q (24110.850000 sec): 3 clusters Score: Raw -280258.203697 + Penalty 3683.568340 = -276574.635357 nChanged 78 SP:Iteration 8Q (24110.860000 sec): 3 clusters Score: Raw -280454.514870 + Penalty 3683.568340 = -276770.946530 nChanged 93 SP:Iteration 9F (24110.860000 sec): 3 clusters Score: Raw -280653.363045 + Penalty 3683.568340 = -276969.794705 nChanged 92 SP:Iteration 10F (24110.870000 sec): 3 clusters Score: Raw -280806.557176 + Penalty 3683.568340 = -277122.988836 nChanged 77 SP:Iteration 11Q (24110.880000 sec): 3 clusters Score: Raw -280928.364946 + Penalty 3683.568340 = -277244.796606 nChanged 58 SP:Iteration 12Q (24110.880000 sec): 3 clusters Score: Raw -281007.547411 + Penalty 3683.568340 = -277323.979071 nChanged 34 SP:Iteration 13Q (24110.890000 sec): 3 clusters Score: Raw -281042.763141 + Penalty 3683.568340 = -277359.194802 nChanged 19 SP:Iteration 14Q (24110.900000 sec): 3 clusters Score: Raw -281060.584420 + Penalty 3683.568340 = -277377.016080 nChanged 14 SP:Iteration 15Q (24110.900000 sec): 3 clusters Score: Raw -281082.009599 + Penalty 3683.568340 = -277398.441259 nChanged 15 SP:Iteration 16Q (24110.910000 sec): 3 clusters Score: Raw -281096.853754 + Penalty 3683.568340 = -277413.285414 nChanged 7 SP:Iteration 17Q (24110.910000 sec): 3 clusters Score: Raw -281101.285727 + Penalty 3683.568340 = -277417.717387 nChanged 2 SP:Iteration 18Q (24110.920000 sec): 3 clusters Score: Raw -281101.984995 + Penalty 3683.568340 = -277418.416655 nChanged 1 SP:Iteration 19Q (24110.920000 sec): 3 clusters Score: Raw -281102.748103 + Penalty 3683.568340 = -277419.179763 nChanged 0 SP:Iteration 20F (24110.930000 sec): 3 clusters Score: Raw -281102.748103 + Penalty 3683.568340 = -277419.179763 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24110.940000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.940000 sec): 3 clusters Score: Raw -54498.933987 + Penalty 2908.361063 = -51590.572924 nChanged 49 SP:Iteration 1F (24110.940000 sec): 3 clusters Score: Raw -54637.230503 + Penalty 2908.361063 = -51728.869440 nChanged 11 SP:Iteration 2Q (24110.940000 sec): 3 clusters Score: Raw -54659.338314 + Penalty 2908.361063 = -51750.977251 nChanged 3 SP:Iteration 3Q (24110.940000 sec): 3 clusters Score: Raw -54668.166468 + Penalty 2908.361063 = -51759.805404 nChanged 2 SP:Iteration 4Q (24110.950000 sec): 3 clusters Score: Raw -54675.944814 + Penalty 2908.361063 = -51767.583751 nChanged 1 SP:Iteration 5Q (24110.950000 sec): 3 clusters Score: Raw -54676.584264 + Penalty 2908.361063 = -51768.223201 nChanged 1 SP:Iteration 6Q (24110.950000 sec): 3 clusters Score: Raw -54677.481112 + Penalty 2908.361063 = -51769.120049 nChanged 1 SP:Iteration 7Q (24110.950000 sec): 3 clusters Score: Raw -54679.599961 + Penalty 2908.361063 = -51771.238898 nChanged 0 SP:Iteration 8F (24110.950000 sec): 3 clusters Score: Raw -54679.599961 + Penalty 2908.361063 = -51771.238898 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24110.970000 sec): 2 clusters Score: Raw -544259.262024 + Penalty 2013.537008 = -542245.725017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24110.980000 sec): 3 clusters Score: Raw -542816.398234 + Penalty 4027.074015 = -538789.324218 nChanged 1236 SP:Iteration 1F (24111.000000 sec): 3 clusters Score: Raw -543647.018180 + Penalty 4027.074015 = -539619.944165 nChanged 313 SP:Iteration 2F (24111.010000 sec): 3 clusters Score: Raw -543930.969221 + Penalty 4027.074015 = -539903.895206 nChanged 219 SP:Iteration 3F (24111.020000 sec): 3 clusters Score: Raw -544103.362607 + Penalty 4027.074015 = -540076.288592 nChanged 169 SP:Iteration 4F (24111.040000 sec): 3 clusters Score: Raw -544248.460513 + Penalty 4027.074015 = -540221.386497 nChanged 137 SP:Iteration 5Q (24111.050000 sec): 3 clusters Score: Raw -544372.694843 + Penalty 4027.074015 = -540345.620828 nChanged 127 SP:Iteration 6Q (24111.060000 sec): 3 clusters Score: Raw -544478.057212 + Penalty 4027.074015 = -540450.983196 nChanged 122 SP:Iteration 7Q (24111.080000 sec): 3 clusters Score: Raw -544610.168056 + Penalty 4027.074015 = -540583.094041 nChanged 124 SP:Iteration 8Q (24111.090000 sec): 3 clusters Score: Raw -544728.881619 + Penalty 4027.074015 = -540701.807604 nChanged 119 SP:Iteration 9Q (24111.100000 sec): 3 clusters Score: Raw -544834.200015 + Penalty 4027.074015 = -540807.126000 nChanged 106 SP:Iteration 10Q (24111.120000 sec): 3 clusters Score: Raw -544921.802934 + Penalty 4027.074015 = -540894.728919 nChanged 100 SP:Iteration 11Q (24111.130000 sec): 3 clusters Score: Raw -545003.142033 + Penalty 4027.074015 = -540976.068017 nChanged 98 SP:Iteration 12Q (24111.140000 sec): 3 clusters Score: Raw -545079.699247 + Penalty 4027.074015 = -541052.625232 nChanged 81 SP:Iteration 13Q (24111.150000 sec): 3 clusters Score: Raw -545153.485205 + Penalty 4027.074015 = -541126.411189 nChanged 78 SP:Iteration 14Q (24111.160000 sec): 3 clusters Score: Raw -545228.581451 + Penalty 4027.074015 = -541201.507436 nChanged 63 SP:Iteration 15Q (24111.180000 sec): 3 clusters Score: Raw -545279.751706 + Penalty 4027.074015 = -541252.677691 nChanged 69 SP:Iteration 16Q (24111.190000 sec): 3 clusters Score: Raw -545335.112331 + Penalty 4027.074015 = -541308.038316 nChanged 65 SP:Iteration 17Q (24111.200000 sec): 3 clusters Score: Raw -545374.303319 + Penalty 4027.074015 = -541347.229303 nChanged 58 SP:Iteration 18Q (24111.220000 sec): 3 clusters Score: Raw -545411.154666 + Penalty 4027.074015 = -541384.080650 nChanged 50 SP:Iteration 19Q (24111.230000 sec): 3 clusters Score: Raw -545437.878345 + Penalty 4027.074015 = -541410.804330 nChanged 39 SP:Iteration 20F (24111.240000 sec): 3 clusters Score: Raw -545460.471573 + Penalty 4027.074015 = -541433.397557 nChanged 35 SP:Iteration 21Q (24111.250000 sec): 3 clusters Score: Raw -545479.988305 + Penalty 4027.074015 = -541452.914289 nChanged 35 SP:Iteration 22Q (24111.270000 sec): 3 clusters Score: Raw -545497.465075 + Penalty 4027.074015 = -541470.391059 nChanged 37 SP:Iteration 23Q (24111.280000 sec): 3 clusters Score: Raw -545513.378692 + Penalty 4027.074015 = -541486.304677 nChanged 19 SP:Iteration 24Q (24111.290000 sec): 3 clusters Score: Raw -545522.637753 + Penalty 4027.074015 = -541495.563738 nChanged 23 SP:Iteration 25Q (24111.300000 sec): 3 clusters Score: Raw -545536.714050 + Penalty 4027.074015 = -541509.640035 nChanged 21 SP:Iteration 26Q (24111.320000 sec): 3 clusters Score: Raw -545549.973237 + Penalty 4027.074015 = -541522.899221 nChanged 22 SP:Iteration 27Q (24111.330000 sec): 3 clusters Score: Raw -545558.716215 + Penalty 4027.074015 = -541531.642199 nChanged 20 SP:Iteration 28Q (24111.340000 sec): 3 clusters Score: Raw -545565.863201 + Penalty 4027.074015 = -541538.789185 nChanged 17 SP:Iteration 29Q (24111.350000 sec): 3 clusters Score: Raw -545571.911897 + Penalty 4027.074015 = -541544.837881 nChanged 13 SP:Iteration 30Q (24111.360000 sec): 3 clusters Score: Raw -545576.750354 + Penalty 4027.074015 = -541549.676339 nChanged 15 SP:Iteration 31Q (24111.380000 sec): 3 clusters Score: Raw -545583.945438 + Penalty 4027.074015 = -541556.871422 nChanged 18 SP:Iteration 32Q (24111.390000 sec): 3 clusters Score: Raw -545589.770050 + Penalty 4027.074015 = -541562.696035 nChanged 13 SP:Iteration 33Q (24111.400000 sec): 3 clusters Score: Raw -545594.138261 + Penalty 4027.074015 = -541567.064246 nChanged 10 SP:Iteration 34Q (24111.420000 sec): 3 clusters Score: Raw -545597.077590 + Penalty 4027.074015 = -541570.003575 nChanged 7 SP:Iteration 35Q (24111.430000 sec): 3 clusters Score: Raw -545599.397667 + Penalty 4027.074015 = -541572.323652 nChanged 2 SP:Iteration 36Q (24111.440000 sec): 3 clusters Score: Raw -545600.156645 + Penalty 4027.074015 = -541573.082629 nChanged 3 SP:Iteration 37Q (24111.450000 sec): 3 clusters Score: Raw -545601.087731 + Penalty 4027.074015 = -541574.013716 nChanged 4 SP:Iteration 38Q (24111.460000 sec): 3 clusters Score: Raw -545602.386588 + Penalty 4027.074015 = -541575.312573 nChanged 3 SP:Iteration 39Q (24111.480000 sec): 3 clusters Score: Raw -545603.901081 + Penalty 4027.074015 = -541576.827065 nChanged 3 SP:Iteration 40F (24111.490000 sec): 3 clusters Score: Raw -545604.976526 + Penalty 4027.074015 = -541577.902511 nChanged 3 SP:Iteration 41Q (24111.500000 sec): 3 clusters Score: Raw -545605.912447 + Penalty 4027.074015 = -541578.838431 nChanged 5 SP:Iteration 42Q (24111.520000 sec): 3 clusters Score: Raw -545608.458635 + Penalty 4027.074015 = -541581.384619 nChanged 9 SP:Iteration 43Q (24111.530000 sec): 3 clusters Score: Raw -545611.724798 + Penalty 4027.074015 = -541584.650782 nChanged 9 SP:Iteration 44Q (24111.540000 sec): 3 clusters Score: Raw -545614.766175 + Penalty 4027.074015 = -541587.692159 nChanged 9 SP:Iteration 45Q (24111.550000 sec): 3 clusters Score: Raw -545618.961171 + Penalty 4027.074015 = -541591.887155 nChanged 8 SP:Iteration 46Q (24111.560000 sec): 3 clusters Score: Raw -545621.736872 + Penalty 4027.074015 = -541594.662856 nChanged 10 SP:Iteration 47Q (24111.580000 sec): 3 clusters Score: Raw -545626.870616 + Penalty 4027.074015 = -541599.796601 nChanged 16 SP:Iteration 48Q (24111.590000 sec): 3 clusters Score: Raw -545634.911840 + Penalty 4027.074015 = -541607.837824 nChanged 20 SP:Iteration 49Q (24111.600000 sec): 3 clusters Score: Raw -545646.065749 + Penalty 4027.074015 = -541618.991733 nChanged 17 SP:Iteration 50Q (24111.620000 sec): 3 clusters Score: Raw -545653.798078 + Penalty 4027.074015 = -541626.724062 nChanged 20 SP:Iteration 51Q (24111.630000 sec): 3 clusters Score: Raw -545662.856435 + Penalty 4027.074015 = -541635.782420 nChanged 19 SP:Iteration 52Q (24111.640000 sec): 3 clusters Score: Raw -545673.497528 + Penalty 4027.074015 = -541646.423513 nChanged 20 SP:Iteration 53Q (24111.650000 sec): 3 clusters Score: Raw -545684.467396 + Penalty 4027.074015 = -541657.393381 nChanged 21 SP:Iteration 54Q (24111.660000 sec): 3 clusters Score: Raw -545696.960733 + Penalty 4027.074015 = -541669.886718 nChanged 17 SP:Iteration 55Q (24111.680000 sec): 3 clusters Score: Raw -545709.602491 + Penalty 4027.074015 = -541682.528476 nChanged 8 SP:Iteration 56Q (24111.690000 sec): 3 clusters Score: Raw -545713.497358 + Penalty 4027.074015 = -541686.423343 nChanged 6 SP:Iteration 57Q (24111.700000 sec): 3 clusters Score: Raw -545716.028149 + Penalty 4027.074015 = -541688.954133 nChanged 6 SP:Iteration 58Q (24111.720000 sec): 3 clusters Score: Raw -545718.474915 + Penalty 4027.074015 = -541691.400900 nChanged 4 SP:Iteration 59Q (24111.730000 sec): 3 clusters Score: Raw -545720.275078 + Penalty 4027.074015 = -541693.201063 nChanged 1 SP:Iteration 60F (24111.740000 sec): 3 clusters Score: Raw -545720.745539 + Penalty 4027.074015 = -541693.671523 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24111.750000 sec): 2 clusters Score: Raw -258019.710854 + Penalty 1816.146338 = -256203.564516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24111.760000 sec): 3 clusters Score: Raw -257533.288934 + Penalty 3632.292676 = -253900.996258 nChanged 446 SP:Iteration 1F (24111.760000 sec): 3 clusters Score: Raw -257877.063842 + Penalty 3632.292676 = -254244.771166 nChanged 103 SP:Iteration 2F (24111.770000 sec): 3 clusters Score: Raw -257971.939093 + Penalty 3632.292676 = -254339.646417 nChanged 45 SP:Iteration 3Q (24111.780000 sec): 3 clusters Score: Raw -258021.447992 + Penalty 3632.292676 = -254389.155316 nChanged 35 SP:Iteration 4Q (24111.780000 sec): 3 clusters Score: Raw -258063.249978 + Penalty 3632.292676 = -254430.957302 nChanged 22 SP:Iteration 5Q (24111.790000 sec): 3 clusters Score: Raw -258084.618047 + Penalty 3632.292676 = -254452.325371 nChanged 22 SP:Iteration 6Q (24111.800000 sec): 3 clusters Score: Raw -258101.096560 + Penalty 3632.292676 = -254468.803883 nChanged 15 SP:Iteration 7Q (24111.800000 sec): 3 clusters Score: Raw -258115.356714 + Penalty 3632.292676 = -254483.064038 nChanged 17 SP:Iteration 8Q (24111.810000 sec): 3 clusters Score: Raw -258130.581210 + Penalty 3632.292676 = -254498.288534 nChanged 15 SP:Iteration 9Q (24111.810000 sec): 3 clusters Score: Raw -258143.737943 + Penalty 3632.292676 = -254511.445267 nChanged 12 SP:Iteration 10Q (24111.820000 sec): 3 clusters Score: Raw -258152.081449 + Penalty 3632.292676 = -254519.788773 nChanged 8 SP:Iteration 11Q (24111.820000 sec): 3 clusters Score: Raw -258161.199282 + Penalty 3632.292676 = -254528.906606 nChanged 12 SP:Iteration 12Q (24111.830000 sec): 3 clusters Score: Raw -258172.932687 + Penalty 3632.292676 = -254540.640011 nChanged 5 SP:Iteration 13Q (24111.840000 sec): 3 clusters Score: Raw -258178.412350 + Penalty 3632.292676 = -254546.119674 nChanged 3 SP:Iteration 14Q (24111.840000 sec): 3 clusters Score: Raw -258182.644108 + Penalty 3632.292676 = -254550.351432 nChanged 5 SP:Iteration 15Q (24111.850000 sec): 3 clusters Score: Raw -258187.359992 + Penalty 3632.292676 = -254555.067316 nChanged 5 SP:Iteration 16Q (24111.860000 sec): 3 clusters Score: Raw -258191.626730 + Penalty 3632.292676 = -254559.334054 nChanged 6 SP:Iteration 17Q (24111.860000 sec): 3 clusters Score: Raw -258196.750869 + Penalty 3632.292676 = -254564.458192 nChanged 5 SP:Iteration 18Q (24111.870000 sec): 3 clusters Score: Raw -258198.984983 + Penalty 3632.292676 = -254566.692307 nChanged 1 SP:Iteration 19Q (24111.870000 sec): 3 clusters Score: Raw -258200.097122 + Penalty 3632.292676 = -254567.804446 nChanged 3 SP:Iteration 20F (24111.880000 sec): 3 clusters Score: Raw -258201.218086 + Penalty 3632.292676 = -254568.925410 nChanged 2 SP:Iteration 21Q (24111.880000 sec): 3 clusters Score: Raw -258202.389760 + Penalty 3632.292676 = -254570.097084 nChanged 3 SP:Iteration 22Q (24111.890000 sec): 3 clusters Score: Raw -258205.265266 + Penalty 3632.292676 = -254572.972590 nChanged 3 SP:Iteration 23Q (24111.900000 sec): 3 clusters Score: Raw -258207.704471 + Penalty 3632.292676 = -254575.411795 nChanged 1 SP:Iteration 24Q (24111.900000 sec): 3 clusters Score: Raw -258208.840272 + Penalty 3632.292676 = -254576.547596 nChanged 4 SP:Iteration 25Q (24111.910000 sec): 3 clusters Score: Raw -258211.520476 + Penalty 3632.292676 = -254579.227800 nChanged 3 SP:Iteration 26Q (24111.910000 sec): 3 clusters Score: Raw -258213.901152 + Penalty 3632.292676 = -254581.608476 nChanged 0 SP:Iteration 27F (24111.920000 sec): 3 clusters Score: Raw -258213.901152 + Penalty 3632.292676 = -254581.608476 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24111.920000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24111.930000 sec): 3 clusters Score: Raw -71720.269094 + Penalty 3100.944326 = -68619.324768 nChanged 92 SP:Iteration 1F (24111.930000 sec): 3 clusters Score: Raw -71913.325010 + Penalty 3100.944326 = -68812.380684 nChanged 24 SP:Iteration 2Q (24111.930000 sec): 3 clusters Score: Raw -71988.782004 + Penalty 3100.944326 = -68887.837678 nChanged 21 SP:Iteration 3Q (24111.930000 sec): 3 clusters Score: Raw -72052.293446 + Penalty 3100.944326 = -68951.349120 nChanged 18 SP:Iteration 4Q (24111.940000 sec): 3 clusters Score: Raw -72088.546313 + Penalty 3100.944326 = -68987.601987 nChanged 15 SP:Iteration 5Q (24111.940000 sec): 3 clusters Score: Raw -72114.657515 + Penalty 3100.944326 = -69013.713189 nChanged 9 SP:Iteration 6Q (24111.940000 sec): 3 clusters Score: Raw -72127.946851 + Penalty 3100.944326 = -69027.002524 nChanged 5 SP:Iteration 7Q (24111.940000 sec): 3 clusters Score: Raw -72141.795067 + Penalty 3100.944326 = -69040.850741 nChanged 5 SP:Iteration 8Q (24111.940000 sec): 3 clusters Score: Raw -72152.987737 + Penalty 3100.944326 = -69052.043411 nChanged 3 SP:Iteration 9Q (24111.940000 sec): 3 clusters Score: Raw -72155.494310 + Penalty 3100.944326 = -69054.549984 nChanged 2 SP:Iteration 10Q (24111.950000 sec): 3 clusters Score: Raw -72162.334565 + Penalty 3100.944326 = -69061.390239 nChanged 5 SP:Iteration 11Q (24111.950000 sec): 3 clusters Score: Raw -72171.484517 + Penalty 3100.944326 = -69070.540191 nChanged 1 SP:Iteration 12Q (24111.950000 sec): 3 clusters Score: Raw -72179.539650 + Penalty 3100.944326 = -69078.595324 nChanged 2 SP:Iteration 13Q (24111.950000 sec): 3 clusters Score: Raw -72183.734088 + Penalty 3100.944326 = -69082.789762 nChanged 0 SP:Iteration 14F (24111.960000 sec): 3 clusters Score: Raw -72183.734088 + Penalty 3100.944326 = -69082.789762 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24111.960000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24111.960000 sec): 3 clusters Score: Raw -85086.958682 + Penalty 3102.852021 = -81984.106662 nChanged 102 SP:Iteration 1F (24111.970000 sec): 3 clusters Score: Raw -85241.037202 + Penalty 3102.852021 = -82138.185181 nChanged 19 SP:Iteration 2Q (24111.970000 sec): 3 clusters Score: Raw -85275.810802 + Penalty 3102.852021 = -82172.958781 nChanged 13 SP:Iteration 3Q (24111.970000 sec): 3 clusters Score: Raw -85303.935460 + Penalty 3102.852021 = -82201.083439 nChanged 7 SP:Iteration 4Q (24111.970000 sec): 3 clusters Score: Raw -85317.551197 + Penalty 3102.852021 = -82214.699177 nChanged 4 SP:Iteration 5Q (24111.980000 sec): 3 clusters Score: Raw -85326.934649 + Penalty 3102.852021 = -82224.082628 nChanged 0 SP:Iteration 6F (24111.980000 sec): 3 clusters Score: Raw -85326.934649 + Penalty 3102.852021 = -82224.082628 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24111.990000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24111.990000 sec): 3 clusters Score: Raw -54108.218844 + Penalty 2880.838675 = -51227.380169 nChanged 38 SP:Iteration 1F (24111.990000 sec): 3 clusters Score: Raw -54213.654214 + Penalty 2880.838675 = -51332.815539 nChanged 14 SP:Iteration 2Q (24111.990000 sec): 3 clusters Score: Raw -54265.887024 + Penalty 2880.838675 = -51385.048349 nChanged 5 SP:Iteration 3Q (24111.990000 sec): 3 clusters Score: Raw -54281.190690 + Penalty 2880.838675 = -51400.352015 nChanged 2 SP:Iteration 4Q (24111.990000 sec): 3 clusters Score: Raw -54287.711010 + Penalty 2880.838675 = -51406.872334 nChanged 2 SP:Iteration 5Q (24112.000000 sec): 3 clusters Score: Raw -54291.482986 + Penalty 2880.838675 = -51410.644311 nChanged 0 SP:Iteration 6F (24112.000000 sec): 3 clusters Score: Raw -54291.482986 + Penalty 2880.838675 = -51410.644311 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.000000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.010000 sec): 3 clusters Score: Raw -89468.644104 + Penalty 3143.942663 = -86324.701441 nChanged 112 SP:Iteration 1F (24112.010000 sec): 3 clusters Score: Raw -89649.055060 + Penalty 3143.942663 = -86505.112397 nChanged 25 SP:Iteration 2Q (24112.010000 sec): 3 clusters Score: Raw -89710.347054 + Penalty 3143.942663 = -86566.404391 nChanged 17 SP:Iteration 3Q (24112.010000 sec): 3 clusters Score: Raw -89747.601481 + Penalty 3143.942663 = -86603.658818 nChanged 13 SP:Iteration 4Q (24112.020000 sec): 3 clusters Score: Raw -89782.649123 + Penalty 3143.942663 = -86638.706460 nChanged 10 SP:Iteration 5Q (24112.020000 sec): 3 clusters Score: Raw -89806.627311 + Penalty 3143.942663 = -86662.684648 nChanged 7 SP:Iteration 6Q (24112.020000 sec): 3 clusters Score: Raw -89821.674662 + Penalty 3143.942663 = -86677.732000 nChanged 9 SP:Iteration 7Q (24112.020000 sec): 3 clusters Score: Raw -89849.579890 + Penalty 3143.942663 = -86705.637227 nChanged 7 SP:Iteration 8Q (24112.020000 sec): 3 clusters Score: Raw -89872.604437 + Penalty 3143.942663 = -86728.661775 nChanged 3 SP:Iteration 9Q (24112.030000 sec): 3 clusters Score: Raw -89883.185229 + Penalty 3143.942663 = -86739.242567 nChanged 4 SP:Iteration 10Q (24112.030000 sec): 3 clusters Score: Raw -89895.259862 + Penalty 3143.942663 = -86751.317199 nChanged 2 SP:Iteration 11Q (24112.030000 sec): 3 clusters Score: Raw -89899.466070 + Penalty 3143.942663 = -86755.523407 nChanged 2 SP:Iteration 12Q (24112.030000 sec): 3 clusters Score: Raw -89910.054197 + Penalty 3143.942663 = -86766.111535 nChanged 4 SP:Iteration 13Q (24112.040000 sec): 3 clusters Score: Raw -89931.415434 + Penalty 3143.942663 = -86787.472771 nChanged 11 SP:Iteration 14Q (24112.040000 sec): 3 clusters Score: Raw -90039.693381 + Penalty 3143.942663 = -86895.750718 nChanged 13 SP:Iteration 15Q (24112.040000 sec): 3 clusters Score: Raw -90110.148664 + Penalty 3143.942663 = -86966.206001 nChanged 11 SP:Iteration 16Q (24112.040000 sec): 3 clusters Score: Raw -90141.041663 + Penalty 3143.942663 = -86997.099000 nChanged 10 SP:Iteration 17Q (24112.040000 sec): 3 clusters Score: Raw -90156.763232 + Penalty 3143.942663 = -87012.820569 nChanged 7 SP:Iteration 18Q (24112.040000 sec): 3 clusters Score: Raw -90170.631308 + Penalty 3143.942663 = -87026.688645 nChanged 4 SP:Iteration 19Q (24112.050000 sec): 3 clusters Score: Raw -90180.554261 + Penalty 3143.942663 = -87036.611598 nChanged 6 SP:Iteration 20F (24112.050000 sec): 3 clusters Score: Raw -90195.846909 + Penalty 3143.942663 = -87051.904246 nChanged 1 SP:Iteration 21Q (24112.050000 sec): 3 clusters Score: Raw -90197.043596 + Penalty 3143.942663 = -87053.100933 nChanged 0 SP:Iteration 22F (24112.060000 sec): 3 clusters Score: Raw -90197.043596 + Penalty 3143.942663 = -87053.100933 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.060000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.070000 sec): 3 clusters Score: Raw -180253.319586 + Penalty 3473.520468 = -176779.799119 nChanged 284 SP:Iteration 1F (24112.080000 sec): 3 clusters Score: Raw -180568.910415 + Penalty 3473.520468 = -177095.389947 nChanged 67 SP:Iteration 2F (24112.080000 sec): 3 clusters Score: Raw -180654.697678 + Penalty 3473.520468 = -177181.177210 nChanged 39 SP:Iteration 3Q (24112.080000 sec): 3 clusters Score: Raw -180718.494799 + Penalty 3473.520468 = -177244.974331 nChanged 32 SP:Iteration 4Q (24112.090000 sec): 3 clusters Score: Raw -180763.315276 + Penalty 3473.520468 = -177289.794808 nChanged 32 SP:Iteration 5Q (24112.090000 sec): 3 clusters Score: Raw -180803.048872 + Penalty 3473.520468 = -177329.528404 nChanged 23 SP:Iteration 6Q (24112.100000 sec): 3 clusters Score: Raw -180830.531461 + Penalty 3473.520468 = -177357.010993 nChanged 22 SP:Iteration 7Q (24112.100000 sec): 3 clusters Score: Raw -180861.236357 + Penalty 3473.520468 = -177387.715890 nChanged 23 SP:Iteration 8Q (24112.100000 sec): 3 clusters Score: Raw -180898.132436 + Penalty 3473.520468 = -177424.611968 nChanged 29 SP:Iteration 9Q (24112.110000 sec): 3 clusters Score: Raw -180943.448611 + Penalty 3473.520468 = -177469.928144 nChanged 24 SP:Iteration 10Q (24112.110000 sec): 3 clusters Score: Raw -180987.110934 + Penalty 3473.520468 = -177513.590466 nChanged 24 SP:Iteration 11Q (24112.120000 sec): 3 clusters Score: Raw -181019.836251 + Penalty 3473.520468 = -177546.315783 nChanged 19 SP:Iteration 12Q (24112.120000 sec): 3 clusters Score: Raw -181049.733017 + Penalty 3473.520468 = -177576.212550 nChanged 15 SP:Iteration 13Q (24112.120000 sec): 3 clusters Score: Raw -181077.117291 + Penalty 3473.520468 = -177603.596823 nChanged 17 SP:Iteration 14Q (24112.130000 sec): 3 clusters Score: Raw -181103.864485 + Penalty 3473.520468 = -177630.344017 nChanged 14 SP:Iteration 15Q (24112.130000 sec): 3 clusters Score: Raw -181126.415506 + Penalty 3473.520468 = -177652.895039 nChanged 10 SP:Iteration 16Q (24112.140000 sec): 3 clusters Score: Raw -181138.093382 + Penalty 3473.520468 = -177664.572915 nChanged 10 SP:Iteration 17Q (24112.140000 sec): 3 clusters Score: Raw -181153.510145 + Penalty 3473.520468 = -177679.989677 nChanged 5 SP:Iteration 18Q (24112.140000 sec): 3 clusters Score: Raw -181160.897287 + Penalty 3473.520468 = -177687.376819 nChanged 6 SP:Iteration 19Q (24112.150000 sec): 3 clusters Score: Raw -181167.803156 + Penalty 3473.520468 = -177694.282689 nChanged 4 SP:Iteration 20F (24112.150000 sec): 3 clusters Score: Raw -181171.715131 + Penalty 3473.520468 = -177698.194664 nChanged 2 SP:Iteration 21Q (24112.160000 sec): 3 clusters Score: Raw -181175.608107 + Penalty 3473.520468 = -177702.087639 nChanged 5 SP:Iteration 22Q (24112.160000 sec): 3 clusters Score: Raw -181183.163485 + Penalty 3473.520468 = -177709.643018 nChanged 5 SP:Iteration 23Q (24112.160000 sec): 3 clusters Score: Raw -181189.699127 + Penalty 3473.520468 = -177716.178660 nChanged 1 SP:Iteration 24Q (24112.170000 sec): 3 clusters Score: Raw -181191.906122 + Penalty 3473.520468 = -177718.385654 nChanged 3 SP:Iteration 25Q (24112.170000 sec): 3 clusters Score: Raw -181197.182546 + Penalty 3473.520468 = -177723.662079 nChanged 5 SP:Iteration 26Q (24112.180000 sec): 3 clusters Score: Raw -181206.021987 + Penalty 3473.520468 = -177732.501520 nChanged 6 SP:Iteration 27Q (24112.180000 sec): 3 clusters Score: Raw -181215.109283 + Penalty 3473.520468 = -177741.588815 nChanged 4 SP:Iteration 28Q (24112.180000 sec): 3 clusters Score: Raw -181222.372051 + Penalty 3473.520468 = -177748.851584 nChanged 2 SP:Iteration 29Q (24112.190000 sec): 3 clusters Score: Raw -181224.245469 + Penalty 3473.520468 = -177750.725001 nChanged 0 SP:Iteration 30F (24112.190000 sec): 3 clusters Score: Raw -181224.245469 + Penalty 3473.520468 = -177750.725001 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.200000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.200000 sec): 3 clusters Score: Raw -29261.836616 + Penalty 2630.439234 = -26631.397381 nChanged 23 SP:Iteration 1F (24112.200000 sec): 3 clusters Score: Raw -29384.103113 + Penalty 2630.439234 = -26753.663878 nChanged 11 SP:Iteration 2F (24112.200000 sec): 3 clusters Score: Raw -29452.531548 + Penalty 2630.439234 = -26822.092313 nChanged 4 SP:Iteration 3Q (24112.200000 sec): 3 clusters Score: Raw -29476.853707 + Penalty 2630.439234 = -26846.414472 nChanged 2 SP:Iteration 4Q (24112.210000 sec): 3 clusters Score: Raw -29491.556807 + Penalty 2630.439234 = -26861.117572 nChanged 3 SP:Iteration 5Q (24112.210000 sec): 3 clusters Score: Raw -29523.446971 + Penalty 2630.439234 = -26893.007737 nChanged 2 SP:Iteration 6Q (24112.210000 sec): 3 clusters Score: Raw -29541.256273 + Penalty 2630.439234 = -26910.817039 nChanged 1 SP:Iteration 7Q (24112.210000 sec): 3 clusters Score: Raw -29549.502144 + Penalty 2630.439234 = -26919.062909 nChanged 2 SP:Iteration 8Q (24112.210000 sec): 3 clusters Score: Raw -29556.875229 + Penalty 2630.439234 = -26926.435994 nChanged 1 SP:Iteration 9Q (24112.210000 sec): 3 clusters Score: Raw -29560.631073 + Penalty 2630.439234 = -26930.191838 nChanged 1 SP:Iteration 10Q (24112.210000 sec): 3 clusters Score: Raw -29565.126450 + Penalty 2630.439234 = -26934.687216 nChanged 2 SP:Iteration 11Q (24112.210000 sec): 3 clusters Score: Raw -29573.894772 + Penalty 2630.439234 = -26943.455537 nChanged 0 SP:Iteration 12F (24112.210000 sec): 3 clusters Score: Raw -29573.894772 + Penalty 2630.439234 = -26943.455537 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.220000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.220000 sec): 3 clusters Score: Raw -117295.506577 + Penalty 3290.778145 = -114004.728431 nChanged 187 SP:Iteration 1F (24112.230000 sec): 3 clusters Score: Raw -117574.667860 + Penalty 3290.778145 = -114283.889715 nChanged 49 SP:Iteration 2F (24112.230000 sec): 3 clusters Score: Raw -117698.164589 + Penalty 3290.778145 = -114407.386444 nChanged 33 SP:Iteration 3Q (24112.240000 sec): 3 clusters Score: Raw -117797.068527 + Penalty 3290.778145 = -114506.290382 nChanged 24 SP:Iteration 4Q (24112.240000 sec): 3 clusters Score: Raw -117888.929650 + Penalty 3290.778145 = -114598.151504 nChanged 19 SP:Iteration 5Q (24112.240000 sec): 3 clusters Score: Raw -117949.707848 + Penalty 3290.778145 = -114658.929703 nChanged 21 SP:Iteration 6Q (24112.240000 sec): 3 clusters Score: Raw -117996.729396 + Penalty 3290.778145 = -114705.951250 nChanged 16 SP:Iteration 7Q (24112.240000 sec): 3 clusters Score: Raw -118035.989468 + Penalty 3290.778145 = -114745.211323 nChanged 13 SP:Iteration 8Q (24112.250000 sec): 3 clusters Score: Raw -118058.814601 + Penalty 3290.778145 = -114768.036455 nChanged 12 SP:Iteration 9Q (24112.250000 sec): 3 clusters Score: Raw -118080.800270 + Penalty 3290.778145 = -114790.022124 nChanged 12 SP:Iteration 10Q (24112.250000 sec): 3 clusters Score: Raw -118104.457352 + Penalty 3290.778145 = -114813.679207 nChanged 8 SP:Iteration 11Q (24112.260000 sec): 3 clusters Score: Raw -118122.508288 + Penalty 3290.778145 = -114831.730142 nChanged 9 SP:Iteration 12Q (24112.260000 sec): 3 clusters Score: Raw -118138.366841 + Penalty 3290.778145 = -114847.588696 nChanged 8 SP:Iteration 13Q (24112.260000 sec): 3 clusters Score: Raw -118155.107338 + Penalty 3290.778145 = -114864.329193 nChanged 9 SP:Iteration 14Q (24112.260000 sec): 3 clusters Score: Raw -118168.578496 + Penalty 3290.778145 = -114877.800351 nChanged 6 SP:Iteration 15Q (24112.270000 sec): 3 clusters Score: Raw -118179.975376 + Penalty 3290.778145 = -114889.197231 nChanged 4 SP:Iteration 16Q (24112.270000 sec): 3 clusters Score: Raw -118188.411614 + Penalty 3290.778145 = -114897.633468 nChanged 4 SP:Iteration 17Q (24112.270000 sec): 3 clusters Score: Raw -118193.916442 + Penalty 3290.778145 = -114903.138297 nChanged 3 SP:Iteration 18Q (24112.280000 sec): 3 clusters Score: Raw -118197.727652 + Penalty 3290.778145 = -114906.949507 nChanged 3 SP:Iteration 19Q (24112.280000 sec): 3 clusters Score: Raw -118205.046099 + Penalty 3290.778145 = -114914.267953 nChanged 4 SP:Iteration 20F (24112.280000 sec): 3 clusters Score: Raw -118213.216905 + Penalty 3290.778145 = -114922.438759 nChanged 5 SP:Iteration 21Q (24112.280000 sec): 3 clusters Score: Raw -118220.674017 + Penalty 3290.778145 = -114929.895871 nChanged 4 SP:Iteration 22Q (24112.290000 sec): 3 clusters Score: Raw -118229.038330 + Penalty 3290.778145 = -114938.260184 nChanged 5 SP:Iteration 23Q (24112.290000 sec): 3 clusters Score: Raw -118240.924946 + Penalty 3290.778145 = -114950.146801 nChanged 3 SP:Iteration 24Q (24112.290000 sec): 3 clusters Score: Raw -118247.764563 + Penalty 3290.778145 = -114956.986418 nChanged 3 SP:Iteration 25Q (24112.300000 sec): 3 clusters Score: Raw -118254.851609 + Penalty 3290.778145 = -114964.073464 nChanged 2 SP:Iteration 26Q (24112.300000 sec): 3 clusters Score: Raw -118257.415906 + Penalty 3290.778145 = -114966.637760 nChanged 0 SP:Iteration 27F (24112.300000 sec): 3 clusters Score: Raw -118257.415906 + Penalty 3290.778145 = -114966.637760 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.310000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.310000 sec): 3 clusters Score: Raw -127598.307366 + Penalty 3297.896337 = -124300.411029 nChanged 178 SP:Iteration 1F (24112.320000 sec): 3 clusters Score: Raw -127842.629082 + Penalty 3297.896337 = -124544.732745 nChanged 42 SP:Iteration 2F (24112.320000 sec): 3 clusters Score: Raw -127911.630748 + Penalty 3297.896337 = -124613.734412 nChanged 19 SP:Iteration 3Q (24112.320000 sec): 3 clusters Score: Raw -127943.035055 + Penalty 3297.896337 = -124645.138718 nChanged 20 SP:Iteration 4Q (24112.330000 sec): 3 clusters Score: Raw -127969.534796 + Penalty 3297.896337 = -124671.638459 nChanged 11 SP:Iteration 5Q (24112.330000 sec): 3 clusters Score: Raw -127986.498687 + Penalty 3297.896337 = -124688.602350 nChanged 8 SP:Iteration 6Q (24112.330000 sec): 3 clusters Score: Raw -128003.560374 + Penalty 3297.896337 = -124705.664037 nChanged 5 SP:Iteration 7Q (24112.340000 sec): 3 clusters Score: Raw -128009.585888 + Penalty 3297.896337 = -124711.689552 nChanged 5 SP:Iteration 8Q (24112.340000 sec): 3 clusters Score: Raw -128015.519113 + Penalty 3297.896337 = -124717.622776 nChanged 5 SP:Iteration 9Q (24112.340000 sec): 3 clusters Score: Raw -128021.192404 + Penalty 3297.896337 = -124723.296067 nChanged 3 SP:Iteration 10Q (24112.340000 sec): 3 clusters Score: Raw -128025.413078 + Penalty 3297.896337 = -124727.516741 nChanged 3 SP:Iteration 11Q (24112.350000 sec): 3 clusters Score: Raw -128027.945984 + Penalty 3297.896337 = -124730.049647 nChanged 1 SP:Iteration 12Q (24112.350000 sec): 3 clusters Score: Raw -128029.114141 + Penalty 3297.896337 = -124731.217805 nChanged 0 SP:Iteration 13F (24112.350000 sec): 3 clusters Score: Raw -128029.114141 + Penalty 3297.896337 = -124731.217805 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.360000 sec): 2 clusters Score: Raw -33831.535855 + Penalty 1345.387604 = -32486.148251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.360000 sec): 3 clusters Score: Raw -34201.130741 + Penalty 2690.775209 = -31510.355532 nChanged 34 SP:Iteration 1F (24112.360000 sec): 3 clusters Score: Raw -34365.936451 + Penalty 2690.775209 = -31675.161242 nChanged 11 SP:Iteration 2Q (24112.360000 sec): 3 clusters Score: Raw -34422.732153 + Penalty 2690.775209 = -31731.956944 nChanged 5 SP:Iteration 3Q (24112.360000 sec): 3 clusters Score: Raw -34440.723218 + Penalty 2690.775209 = -31749.948009 nChanged 4 SP:Iteration 4Q (24112.360000 sec): 3 clusters Score: Raw -34457.086071 + Penalty 2690.775209 = -31766.310862 nChanged 5 SP:Iteration 5Q (24112.370000 sec): 3 clusters Score: Raw -34487.468800 + Penalty 2690.775209 = -31796.693592 nChanged 8 SP:Iteration 6Q (24112.370000 sec): 3 clusters Score: Raw -34543.903060 + Penalty 2690.775209 = -31853.127851 nChanged 4 SP:Iteration 7Q (24112.370000 sec): 3 clusters Score: Raw -34566.313917 + Penalty 2690.775209 = -31875.538708 nChanged 1 SP:Iteration 8Q (24112.370000 sec): 3 clusters Score: Raw -34572.771299 + Penalty 2690.775209 = -31881.996091 nChanged 1 SP:Iteration 9Q (24112.370000 sec): 3 clusters Score: Raw -34576.252186 + Penalty 2690.775209 = -31885.476978 nChanged 0 SP:Iteration 10F (24112.370000 sec): 3 clusters Score: Raw -34576.252186 + Penalty 2690.775209 = -31885.476978 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.380000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.380000 sec): 3 clusters Score: Raw -23282.449792 + Penalty 2817.365614 = -20465.084178 nChanged 47 SP:Iteration 1F (24112.380000 sec): 3 clusters Score: Raw -23510.084934 + Penalty 2817.365614 = -20692.719320 nChanged 18 SP:Iteration 2F (24112.380000 sec): 3 clusters Score: Raw -23593.549281 + Penalty 2817.365614 = -20776.183667 nChanged 8 SP:Iteration 3Q (24112.380000 sec): 3 clusters Score: Raw -23629.186086 + Penalty 2817.365614 = -20811.820472 nChanged 6 SP:Iteration 4Q (24112.380000 sec): 3 clusters Score: Raw -23651.382899 + Penalty 2817.365614 = -20834.017284 nChanged 4 SP:Iteration 5Q (24112.380000 sec): 3 clusters Score: Raw -23663.550252 + Penalty 2817.365614 = -20846.184638 nChanged 1 SP:Iteration 6Q (24112.390000 sec): 3 clusters Score: Raw -23665.498087 + Penalty 2817.365614 = -20848.132473 nChanged 0 SP:Iteration 7F (24112.390000 sec): 3 clusters Score: Raw -23665.498087 + Penalty 2817.365614 = -20848.132473 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.400000 sec): 2 clusters Score: Raw -52216.447259 + Penalty 1462.494159 = -50753.953100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.400000 sec): 3 clusters Score: Raw -52424.677580 + Penalty 2924.988318 = -49499.689262 nChanged 61 SP:Iteration 1F (24112.400000 sec): 3 clusters Score: Raw -52602.647721 + Penalty 2924.988318 = -49677.659403 nChanged 25 SP:Iteration 2F (24112.400000 sec): 3 clusters Score: Raw -52696.412133 + Penalty 2924.988318 = -49771.423814 nChanged 11 SP:Iteration 3Q (24112.400000 sec): 3 clusters Score: Raw -52745.978980 + Penalty 2924.988318 = -49820.990662 nChanged 9 SP:Iteration 4Q (24112.400000 sec): 3 clusters Score: Raw -52781.481176 + Penalty 2924.988318 = -49856.492858 nChanged 6 SP:Iteration 5Q (24112.400000 sec): 3 clusters Score: Raw -52804.547561 + Penalty 2924.988318 = -49879.559242 nChanged 3 SP:Iteration 6Q (24112.410000 sec): 3 clusters Score: Raw -52829.170848 + Penalty 2924.988318 = -49904.182530 nChanged 7 SP:Iteration 7Q (24112.410000 sec): 3 clusters Score: Raw -52853.425617 + Penalty 2924.988318 = -49928.437298 nChanged 2 SP:Iteration 8Q (24112.410000 sec): 3 clusters Score: Raw -52856.924355 + Penalty 2924.988318 = -49931.936037 nChanged 3 SP:Iteration 9Q (24112.410000 sec): 3 clusters Score: Raw -52861.431564 + Penalty 2924.988318 = -49936.443245 nChanged 1 SP:Iteration 10Q (24112.410000 sec): 3 clusters Score: Raw -52863.083021 + Penalty 2924.988318 = -49938.094703 nChanged 0 SP:Iteration 11F (24112.410000 sec): 3 clusters Score: Raw -52863.083021 + Penalty 2924.988318 = -49938.094703 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.420000 sec): 2 clusters Score: Raw -76530.950150 + Penalty 1531.098954 = -74999.851196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.420000 sec): 3 clusters Score: Raw -76685.007585 + Penalty 3062.197908 = -73622.809677 nChanged 108 SP:Iteration 1F (24112.420000 sec): 3 clusters Score: Raw -76942.978143 + Penalty 3062.197908 = -73880.780236 nChanged 32 SP:Iteration 2F (24112.430000 sec): 3 clusters Score: Raw -77034.738643 + Penalty 3062.197908 = -73972.540736 nChanged 12 SP:Iteration 3Q (24112.430000 sec): 3 clusters Score: Raw -77058.263626 + Penalty 3062.197908 = -73996.065719 nChanged 3 SP:Iteration 4Q (24112.430000 sec): 3 clusters Score: Raw -77062.687163 + Penalty 3062.197908 = -74000.489255 nChanged 1 SP:Iteration 5Q (24112.430000 sec): 3 clusters Score: Raw -77063.812899 + Penalty 3062.197908 = -74001.614992 nChanged 0 SP:Iteration 6F (24112.440000 sec): 3 clusters Score: Raw -77063.812899 + Penalty 3062.197908 = -74001.614992 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.440000 sec): 2 clusters Score: Raw -44860.090664 + Penalty 1459.753800 = -43400.336864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.440000 sec): 3 clusters Score: Raw -45394.642576 + Penalty 2919.507600 = -42475.134976 nChanged 111 SP:Iteration 1F (24112.450000 sec): 3 clusters Score: Raw -45942.714578 + Penalty 2919.507600 = -43023.206978 nChanged 40 SP:Iteration 2F (24112.450000 sec): 3 clusters Score: Raw -46084.264457 + Penalty 2919.507600 = -43164.756858 nChanged 18 SP:Iteration 3Q (24112.450000 sec): 3 clusters Score: Raw -46141.591223 + Penalty 2919.507600 = -43222.083624 nChanged 8 SP:Iteration 4Q (24112.450000 sec): 3 clusters Score: Raw -46162.850378 + Penalty 2919.507600 = -43243.342778 nChanged 5 SP:Iteration 5Q (24112.450000 sec): 3 clusters Score: Raw -46179.164623 + Penalty 2919.507600 = -43259.657023 nChanged 4 SP:Iteration 6Q (24112.450000 sec): 3 clusters Score: Raw -46189.327067 + Penalty 2919.507600 = -43269.819468 nChanged 3 SP:Iteration 7Q (24112.450000 sec): 3 clusters Score: Raw -46204.884702 + Penalty 2919.507600 = -43285.377102 nChanged 0 SP:Iteration 8F (24112.460000 sec): 3 clusters Score: Raw -46204.884702 + Penalty 2919.507600 = -43285.377102 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.460000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.460000 sec): 3 clusters Score: Raw -33247.324148 + Penalty 2659.200914 = -30588.123234 nChanged 19 SP:Iteration 1F (24112.460000 sec): 3 clusters Score: Raw -33301.083517 + Penalty 2659.200914 = -30641.882603 nChanged 3 SP:Iteration 2Q (24112.470000 sec): 3 clusters Score: Raw -33323.019315 + Penalty 2659.200914 = -30663.818401 nChanged 4 SP:Iteration 3Q (24112.470000 sec): 3 clusters Score: Raw -33357.389753 + Penalty 2659.200914 = -30698.188839 nChanged 2 SP:Iteration 4Q (24112.470000 sec): 3 clusters Score: Raw -33367.553217 + Penalty 2659.200914 = -30708.352303 nChanged 1 SP:Iteration 5Q (24112.470000 sec): 3 clusters Score: Raw -33385.347984 + Penalty 2659.200914 = -30726.147069 nChanged 1 SP:Iteration 6Q (24112.470000 sec): 3 clusters Score: Raw -33394.786882 + Penalty 2659.200914 = -30735.585968 nChanged 0 SP:Iteration 7F (24112.470000 sec): 3 clusters Score: Raw -33394.786882 + Penalty 2659.200914 = -30735.585968 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.480000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.480000 sec): 3 clusters Score: Raw -41218.776528 + Penalty 2911.171269 = -38307.605259 nChanged 67 SP:Iteration 1F (24112.480000 sec): 3 clusters Score: Raw -41370.195981 + Penalty 2911.171269 = -38459.024712 nChanged 16 SP:Iteration 2Q (24112.480000 sec): 3 clusters Score: Raw -41443.734436 + Penalty 2911.171269 = -38532.563167 nChanged 9 SP:Iteration 3Q (24112.480000 sec): 3 clusters Score: Raw -41470.003993 + Penalty 2911.171269 = -38558.832724 nChanged 3 SP:Iteration 4Q (24112.480000 sec): 3 clusters Score: Raw -41476.129607 + Penalty 2911.171269 = -38564.958338 nChanged 2 SP:Iteration 5Q (24112.490000 sec): 3 clusters Score: Raw -41483.663784 + Penalty 2911.171269 = -38572.492515 nChanged 0 SP:Iteration 6F (24112.490000 sec): 3 clusters Score: Raw -41483.663784 + Penalty 2911.171269 = -38572.492515 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (24112.500000 sec): 2 clusters Score: Raw -34630.336358 + Penalty 1360.229640 = -33270.106718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (24112.500000 sec): 3 clusters Score: Raw -34848.472532 + Penalty 2720.459279 = -32128.013253 nChanged 25 SP:Iteration 1F (24112.500000 sec): 3 clusters Score: Raw -34928.475651 + Penalty 2720.459279 = -32208.016372 nChanged 6 SP:Iteration 2Q (24112.500000 sec): 3 clusters Score: Raw -34956.865082 + Penalty 2720.459279 = -32236.405803 nChanged 0 SP:Iteration 3F (24112.500000 sec): 3 clusters Score: Raw -34956.865082 + Penalty 2720.459279 = -32236.405803 nChanged 0 Iteration 419Q (24153.300000 sec): 62 clusters Score: Raw -378643092.271480 + Penalty 220827.917169 = -378422264.354311 nChanged 216 Iteration 420F (24346.330000 sec): 62 clusters Score: Raw -378643600.081748 + Penalty 220827.917169 = -378422772.164579 nChanged 242 Iteration 421Q (24387.260000 sec): 62 clusters Score: Raw -378644312.096998 + Penalty 220827.917169 = -378423484.179829 nChanged 238 Iteration 422Q (24428.100000 sec): 62 clusters Score: Raw -378644327.658955 + Penalty 220827.917169 = -378423499.741787 nChanged 241 Iteration 423Q (24468.810000 sec): 62 clusters Score: Raw -378644332.325697 + Penalty 220827.917169 = -378423504.408528 nChanged 214 Iteration 424Q (24509.540000 sec): 62 clusters Score: Raw -378644337.402454 + Penalty 220827.917169 = -378423509.485285 nChanged 231 Iteration 425Q (24550.260000 sec): 62 clusters Score: Raw -378644342.428493 + Penalty 220827.917169 = -378423514.511324 nChanged 241 Iteration 426Q (24590.980000 sec): 62 clusters Score: Raw -378644348.513723 + Penalty 220827.917169 = -378423520.596554 nChanged 248 Iteration 427Q (24631.700000 sec): 62 clusters Score: Raw -378644354.813184 + Penalty 220827.917169 = -378423526.896015 nChanged 216 Iteration 428Q (24672.430000 sec): 62 clusters Score: Raw -378644360.504007 + Penalty 220827.917169 = -378423532.586838 nChanged 190 Iteration 429Q (24713.160000 sec): 62 clusters Score: Raw -378644365.354345 + Penalty 220827.917169 = -378423537.437176 nChanged 177 Iteration 430Q (24753.870000 sec): 62 clusters Score: Raw -378644368.724796 + Penalty 220827.917169 = -378423540.807627 nChanged 137 Iteration 431Q (24794.580000 sec): 62 clusters Score: Raw -378644370.843154 + Penalty 220827.917169 = -378423542.925985 nChanged 135 Iteration 432Q (24835.290000 sec): 62 clusters Score: Raw -378644373.107497 + Penalty 220827.917169 = -378423545.190328 nChanged 123 Iteration 433Q (24875.990000 sec): 62 clusters Score: Raw -378644374.973505 + Penalty 220827.917169 = -378423547.056336 nChanged 103 Iteration 434Q (24916.700000 sec): 62 clusters Score: Raw -378644376.916117 + Penalty 220827.917169 = -378423548.998949 nChanged 81 Iteration 435Q (24957.410000 sec): 62 clusters Score: Raw -378644378.727647 + Penalty 220827.917169 = -378423550.810478 nChanged 99 Iteration 436Q (24998.100000 sec): 62 clusters Score: Raw -378644381.102687 + Penalty 220827.917169 = -378423553.185518 nChanged 81 Iteration 437Q (25038.800000 sec): 62 clusters Score: Raw -378644382.765529 + Penalty 220827.917169 = -378423554.848360 nChanged 78 Iteration 438Q (25079.490000 sec): 62 clusters Score: Raw -378644384.050330 + Penalty 220827.917169 = -378423556.133161 nChanged 70 Iteration 439Q (25120.190000 sec): 62 clusters Score: Raw -378644385.441507 + Penalty 220827.917169 = -378423557.524339 nChanged 63 Iteration 440F (25313.800000 sec): 62 clusters Score: Raw -378644563.306345 + Penalty 220827.917169 = -378423735.389176 nChanged 61 Iteration 441Q (25354.760000 sec): 62 clusters Score: Raw -378644628.612718 + Penalty 220827.917169 = -378423800.695549 nChanged 59 Iteration 442Q (25395.640000 sec): 62 clusters Score: Raw -378644629.443013 + Penalty 220827.917169 = -378423801.525845 nChanged 54 Iteration 443Q (25436.380000 sec): 62 clusters Score: Raw -378644629.941776 + Penalty 220827.917169 = -378423802.024607 nChanged 47 Iteration 444Q (25477.110000 sec): 62 clusters Score: Raw -378644630.503523 + Penalty 220827.917169 = -378423802.586355 nChanged 41 Iteration 445Q (25517.830000 sec): 62 clusters Score: Raw -378644631.079339 + Penalty 220827.917169 = -378423803.162170 nChanged 40 Iteration 446Q (25558.550000 sec): 62 clusters Score: Raw -378644631.467495 + Penalty 220827.917169 = -378423803.550327 nChanged 27 Iteration 447Q (25599.280000 sec): 62 clusters Score: Raw -378644631.775611 + Penalty 220827.917169 = -378423803.858443 nChanged 23 Iteration 448Q (25640.010000 sec): 62 clusters Score: Raw -378644632.142877 + Penalty 220827.917169 = -378423804.225708 nChanged 27 Iteration 449Q (25680.740000 sec): 62 clusters Score: Raw -378644632.495764 + Penalty 220827.917169 = -378423804.578596 nChanged 21 Iteration 450Q (25721.460000 sec): 62 clusters Score: Raw -378644632.713075 + Penalty 220827.917169 = -378423804.795906 nChanged 18 Iteration 451Q (25762.190000 sec): 62 clusters Score: Raw -378644632.900829 + Penalty 220827.917169 = -378423804.983661 nChanged 15 Iteration 452Q (25802.910000 sec): 62 clusters Score: Raw -378644632.951621 + Penalty 220827.917169 = -378423805.034453 nChanged 9 Iteration 453Q (25843.630000 sec): 62 clusters Score: Raw -378644632.994094 + Penalty 220827.917169 = -378423805.076925 nChanged 10 Iteration 454Q (25884.350000 sec): 62 clusters Score: Raw -378644633.077226 + Penalty 220827.917169 = -378423805.160058 nChanged 11 Iteration 455Q (25925.080000 sec): 62 clusters Score: Raw -378644633.196250 + Penalty 220827.917169 = -378423805.279081 nChanged 6 Iteration 456Q (25965.800000 sec): 62 clusters Score: Raw -378644633.276260 + Penalty 220827.917169 = -378423805.359091 nChanged 7 Iteration 457Q (26006.520000 sec): 62 clusters Score: Raw -378644633.404642 + Penalty 220827.917169 = -378423805.487473 nChanged 6 Iteration 458Q (26047.240000 sec): 62 clusters Score: Raw -378644633.528890 + Penalty 220827.917169 = -378423805.611721 nChanged 9 Writing temp clu file Because OldScore, -378423805.487473, is greater than current (better) Score,-378423805.611721 Compute initial score before splitting: Score: Raw -378644633.528890 + Penalty 220827.917169 = -378423805.611721 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26047.650000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26047.650000 sec): 3 clusters Score: Raw -81542.565130 + Penalty 3104.752406 = -78437.812724 nChanged 85 SP:Iteration 1F (26047.650000 sec): 3 clusters Score: Raw -81713.869590 + Penalty 3104.752406 = -78609.117184 nChanged 30 SP:Iteration 2F (26047.660000 sec): 3 clusters Score: Raw -81774.760502 + Penalty 3104.752406 = -78670.008096 nChanged 16 SP:Iteration 3Q (26047.660000 sec): 3 clusters Score: Raw -81814.628219 + Penalty 3104.752406 = -78709.875813 nChanged 5 SP:Iteration 4Q (26047.660000 sec): 3 clusters Score: Raw -81824.314443 + Penalty 3104.752406 = -78719.562037 nChanged 4 SP:Iteration 5Q (26047.660000 sec): 3 clusters Score: Raw -81834.092733 + Penalty 3104.752406 = -78729.340327 nChanged 2 SP:Iteration 6Q (26047.670000 sec): 3 clusters Score: Raw -81838.902614 + Penalty 3104.752406 = -78734.150208 nChanged 0 SP:Iteration 7F (26047.670000 sec): 3 clusters Score: Raw -81838.902614 + Penalty 3104.752406 = -78734.150208 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26047.670000 sec): 2 clusters Score: Raw -67082.934675 + Penalty 1508.955854 = -65573.978821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26047.680000 sec): 3 clusters Score: Raw -67101.194302 + Penalty 3017.911709 = -64083.282593 nChanged 64 SP:Iteration 1F (26047.680000 sec): 3 clusters Score: Raw -67242.898238 + Penalty 3017.911709 = -64224.986529 nChanged 26 SP:Iteration 2F (26047.680000 sec): 3 clusters Score: Raw -67333.424201 + Penalty 3017.911709 = -64315.512492 nChanged 15 SP:Iteration 3Q (26047.680000 sec): 3 clusters Score: Raw -67393.000633 + Penalty 3017.911709 = -64375.088924 nChanged 7 SP:Iteration 4Q (26047.690000 sec): 3 clusters Score: Raw -67428.733274 + Penalty 3017.911709 = -64410.821565 nChanged 5 SP:Iteration 5Q (26047.690000 sec): 3 clusters Score: Raw -67494.385102 + Penalty 3017.911709 = -64476.473393 nChanged 4 SP:Iteration 6Q (26047.690000 sec): 3 clusters Score: Raw -67499.557564 + Penalty 3017.911709 = -64481.645855 nChanged 1 SP:Iteration 7Q (26047.690000 sec): 3 clusters Score: Raw -67500.961439 + Penalty 3017.911709 = -64483.049730 nChanged 0 SP:Iteration 8F (26047.690000 sec): 3 clusters Score: Raw -67500.961439 + Penalty 3017.911709 = -64483.049730 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (223854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26048.480000 sec): 2 clusters Score: Raw -41613527.683371 + Penalty 3055.049834 = -41610472.633536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26049.400000 sec): 3 clusters Score: Raw -41466537.184886 + Penalty 6110.099669 = -41460427.085217 nChanged 107652 SP:Iteration 1F (26050.320000 sec): 3 clusters Score: Raw -41530683.524392 + Penalty 6110.099669 = -41524573.424723 nChanged 7062 SP:Iteration 2Q (26051.260000 sec): 3 clusters Score: Raw -41532724.436151 + Penalty 6110.099669 = -41526614.336482 nChanged 8423 SP:Iteration 3Q (26052.200000 sec): 3 clusters Score: Raw -41535955.877328 + Penalty 6110.099669 = -41529845.777659 nChanged 10941 SP:Iteration 4Q (26053.140000 sec): 3 clusters Score: Raw -41541530.615609 + Penalty 6110.099669 = -41535420.515940 nChanged 14408 SP:Iteration 5F (26054.050000 sec): 3 clusters Score: Raw -41550905.013712 + Penalty 6110.099669 = -41544794.914043 nChanged 17991 SP:Iteration 6F (26054.970000 sec): 3 clusters Score: Raw -41565591.074236 + Penalty 6110.099669 = -41559480.974567 nChanged 19716 SP:Iteration 7F (26055.880000 sec): 3 clusters Score: Raw -41584190.657514 + Penalty 6110.099669 = -41578080.557845 nChanged 16235 SP:Iteration 8F (26056.790000 sec): 3 clusters Score: Raw -41599942.972254 + Penalty 6110.099669 = -41593832.872585 nChanged 9385 SP:Iteration 9Q (26057.630000 sec): 3 clusters Score: Raw -41608648.926956 + Penalty 6110.099669 = -41602538.827287 nChanged 3836 SP:Iteration 10Q (26058.380000 sec): 3 clusters Score: Raw -41611921.355069 + Penalty 6110.099669 = -41605811.255400 nChanged 1411 SP:Iteration 11Q (26059.080000 sec): 3 clusters Score: Raw -41613056.331705 + Penalty 6110.099669 = -41606946.232036 nChanged 517 SP:Iteration 12Q (26059.750000 sec): 3 clusters Score: Raw -41613464.588942 + Penalty 6110.099669 = -41607354.489273 nChanged 193 SP:Iteration 13Q (26060.390000 sec): 3 clusters Score: Raw -41613638.428607 + Penalty 6110.099669 = -41607528.328938 nChanged 105 SP:Iteration 14Q (26061.030000 sec): 3 clusters Score: Raw -41613727.884776 + Penalty 6110.099669 = -41607617.785107 nChanged 55 SP:Iteration 15Q (26061.670000 sec): 3 clusters Score: Raw -41613777.799745 + Penalty 6110.099669 = -41607667.700076 nChanged 43 SP:Iteration 16Q (26062.310000 sec): 3 clusters Score: Raw -41613816.786409 + Penalty 6110.099669 = -41607706.686740 nChanged 35 SP:Iteration 17Q (26062.950000 sec): 3 clusters Score: Raw -41613858.720166 + Penalty 6110.099669 = -41607748.620497 nChanged 27 SP:Iteration 18Q (26063.580000 sec): 3 clusters Score: Raw -41613886.245847 + Penalty 6110.099669 = -41607776.146178 nChanged 19 SP:Iteration 19Q (26064.210000 sec): 3 clusters Score: Raw -41613906.879474 + Penalty 6110.099669 = -41607796.779805 nChanged 20 SP:Iteration 20F (26065.110000 sec): 3 clusters Score: Raw -41613925.732937 + Penalty 6110.099669 = -41607815.633268 nChanged 18 SP:Iteration 21Q (26065.750000 sec): 3 clusters Score: Raw -41613943.043165 + Penalty 6110.099669 = -41607832.943496 nChanged 9 SP:Iteration 22Q (26066.380000 sec): 3 clusters Score: Raw -41613954.158013 + Penalty 6110.099669 = -41607844.058344 nChanged 11 SP:Iteration 23Q (26067.010000 sec): 3 clusters Score: Raw -41613964.509111 + Penalty 6110.099669 = -41607854.409442 nChanged 4 SP:Iteration 24Q (26067.640000 sec): 3 clusters Score: Raw -41613969.696625 + Penalty 6110.099669 = -41607859.596956 nChanged 5 SP:Iteration 25Q (26068.270000 sec): 3 clusters Score: Raw -41613972.455261 + Penalty 6110.099669 = -41607862.355592 nChanged 3 SP:Iteration 26Q (26068.900000 sec): 3 clusters Score: Raw -41613974.772995 + Penalty 6110.099669 = -41607864.673326 nChanged 5 SP:Iteration 27Q (26069.530000 sec): 3 clusters Score: Raw -41613979.129103 + Penalty 6110.099669 = -41607869.029434 nChanged 2 SP:Iteration 28Q (26070.170000 sec): 3 clusters Score: Raw -41613980.932231 + Penalty 6110.099669 = -41607870.832562 nChanged 3 SP:Iteration 29Q (26070.800000 sec): 3 clusters Score: Raw -41613983.629379 + Penalty 6110.099669 = -41607873.529710 nChanged 2 SP:Iteration 30Q (26071.430000 sec): 3 clusters Score: Raw -41613984.814569 + Penalty 6110.099669 = -41607874.714900 nChanged 4 SP:Iteration 31Q (26072.060000 sec): 3 clusters Score: Raw -41613988.471179 + Penalty 6110.099669 = -41607878.371510 nChanged 4 SP:Iteration 32Q (26072.690000 sec): 3 clusters Score: Raw -41613992.665802 + Penalty 6110.099669 = -41607882.566133 nChanged 3 SP:Iteration 33Q (26073.320000 sec): 3 clusters Score: Raw -41613994.910904 + Penalty 6110.099669 = -41607884.811235 nChanged 3 SP:Iteration 34Q (26073.950000 sec): 3 clusters Score: Raw -41613996.861198 + Penalty 6110.099669 = -41607886.761529 nChanged 1 SP:Iteration 35Q (26074.580000 sec): 3 clusters Score: Raw -41613997.817936 + Penalty 6110.099669 = -41607887.718267 nChanged 1 SP:Iteration 36Q (26075.210000 sec): 3 clusters Score: Raw -41613998.746899 + Penalty 6110.099669 = -41607888.647230 nChanged 0 SP:Iteration 37F (26076.120000 sec): 3 clusters Score: Raw -41613998.746899 + Penalty 6110.099669 = -41607888.647230 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26076.200000 sec): 2 clusters Score: Raw -399885.178190 + Penalty 1912.464147 = -397972.714043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26076.210000 sec): 3 clusters Score: Raw -398999.192982 + Penalty 3824.928294 = -395174.264688 nChanged 745 SP:Iteration 1F (26076.220000 sec): 3 clusters Score: Raw -399521.376929 + Penalty 3824.928294 = -395696.448635 nChanged 142 SP:Iteration 2F (26076.230000 sec): 3 clusters Score: Raw -399647.235109 + Penalty 3824.928294 = -395822.306815 nChanged 84 SP:Iteration 3Q (26076.240000 sec): 3 clusters Score: Raw -399720.818046 + Penalty 3824.928294 = -395895.889752 nChanged 59 SP:Iteration 4Q (26076.250000 sec): 3 clusters Score: Raw -399759.133857 + Penalty 3824.928294 = -395934.205563 nChanged 34 SP:Iteration 5Q (26076.260000 sec): 3 clusters Score: Raw -399781.863715 + Penalty 3824.928294 = -395956.935421 nChanged 25 SP:Iteration 6Q (26076.260000 sec): 3 clusters Score: Raw -399797.269623 + Penalty 3824.928294 = -395972.341329 nChanged 23 SP:Iteration 7Q (26076.270000 sec): 3 clusters Score: Raw -399816.900399 + Penalty 3824.928294 = -395991.972105 nChanged 22 SP:Iteration 8Q (26076.280000 sec): 3 clusters Score: Raw -399836.468319 + Penalty 3824.928294 = -396011.540026 nChanged 31 SP:Iteration 9Q (26076.290000 sec): 3 clusters Score: Raw -399859.021208 + Penalty 3824.928294 = -396034.092914 nChanged 29 SP:Iteration 10Q (26076.300000 sec): 3 clusters Score: Raw -399878.575219 + Penalty 3824.928294 = -396053.646925 nChanged 20 SP:Iteration 11Q (26076.310000 sec): 3 clusters Score: Raw -399893.083819 + Penalty 3824.928294 = -396068.155525 nChanged 16 SP:Iteration 12Q (26076.320000 sec): 3 clusters Score: Raw -399905.349993 + Penalty 3824.928294 = -396080.421699 nChanged 21 SP:Iteration 13Q (26076.330000 sec): 3 clusters Score: Raw -399918.290495 + Penalty 3824.928294 = -396093.362201 nChanged 17 SP:Iteration 14Q (26076.340000 sec): 3 clusters Score: Raw -399928.412095 + Penalty 3824.928294 = -396103.483801 nChanged 18 SP:Iteration 15Q (26076.340000 sec): 3 clusters Score: Raw -399939.375266 + Penalty 3824.928294 = -396114.446972 nChanged 13 SP:Iteration 16Q (26076.350000 sec): 3 clusters Score: Raw -399945.903517 + Penalty 3824.928294 = -396120.975223 nChanged 6 SP:Iteration 17Q (26076.360000 sec): 3 clusters Score: Raw -399949.852029 + Penalty 3824.928294 = -396124.923735 nChanged 3 SP:Iteration 18Q (26076.370000 sec): 3 clusters Score: Raw -399951.292105 + Penalty 3824.928294 = -396126.363811 nChanged 2 SP:Iteration 19Q (26076.380000 sec): 3 clusters Score: Raw -399952.124749 + Penalty 3824.928294 = -396127.196455 nChanged 3 SP:Iteration 20F (26076.390000 sec): 3 clusters Score: Raw -399954.086042 + Penalty 3824.928294 = -396129.157748 nChanged 5 SP:Iteration 21Q (26076.400000 sec): 3 clusters Score: Raw -399956.806428 + Penalty 3824.928294 = -396131.878135 nChanged 3 SP:Iteration 22Q (26076.400000 sec): 3 clusters Score: Raw -399958.796284 + Penalty 3824.928294 = -396133.867990 nChanged 5 SP:Iteration 23Q (26076.410000 sec): 3 clusters Score: Raw -399963.077204 + Penalty 3824.928294 = -396138.148910 nChanged 6 SP:Iteration 24Q (26076.420000 sec): 3 clusters Score: Raw -399967.070629 + Penalty 3824.928294 = -396142.142335 nChanged 5 SP:Iteration 25Q (26076.430000 sec): 3 clusters Score: Raw -399970.890335 + Penalty 3824.928294 = -396145.962041 nChanged 9 SP:Iteration 26Q (26076.440000 sec): 3 clusters Score: Raw -399975.987425 + Penalty 3824.928294 = -396151.059131 nChanged 10 SP:Iteration 27Q (26076.450000 sec): 3 clusters Score: Raw -399986.107367 + Penalty 3824.928294 = -396161.179073 nChanged 13 SP:Iteration 28Q (26076.460000 sec): 3 clusters Score: Raw -399993.785806 + Penalty 3824.928294 = -396168.857512 nChanged 11 SP:Iteration 29Q (26076.460000 sec): 3 clusters Score: Raw -399999.724340 + Penalty 3824.928294 = -396174.796046 nChanged 12 SP:Iteration 30Q (26076.480000 sec): 3 clusters Score: Raw -400008.195179 + Penalty 3824.928294 = -396183.266885 nChanged 17 SP:Iteration 31Q (26076.480000 sec): 3 clusters Score: Raw -400027.659567 + Penalty 3824.928294 = -396202.731273 nChanged 24 SP:Iteration 32Q (26076.490000 sec): 3 clusters Score: Raw -400049.067184 + Penalty 3824.928294 = -396224.138890 nChanged 26 SP:Iteration 33Q (26076.500000 sec): 3 clusters Score: Raw -400085.773242 + Penalty 3824.928294 = -396260.844949 nChanged 46 SP:Iteration 34Q (26076.510000 sec): 3 clusters Score: Raw -400154.707820 + Penalty 3824.928294 = -396329.779527 nChanged 68 SP:Iteration 35Q (26076.520000 sec): 3 clusters Score: Raw -400259.476381 + Penalty 3824.928294 = -396434.548087 nChanged 100 SP:Iteration 36Q (26076.530000 sec): 3 clusters Score: Raw -400409.011522 + Penalty 3824.928294 = -396584.083228 nChanged 119 SP:Iteration 37F (26076.540000 sec): 3 clusters Score: Raw -400585.229951 + Penalty 3824.928294 = -396760.301657 nChanged 120 SP:Iteration 38F (26076.550000 sec): 3 clusters Score: Raw -400774.135423 + Penalty 3824.928294 = -396949.207129 nChanged 111 SP:Iteration 39Q (26076.560000 sec): 3 clusters Score: Raw -400915.398975 + Penalty 3824.928294 = -397090.470681 nChanged 84 SP:Iteration 40F (26076.560000 sec): 3 clusters Score: Raw -401011.744733 + Penalty 3824.928294 = -397186.816439 nChanged 63 SP:Iteration 41Q (26076.570000 sec): 3 clusters Score: Raw -401086.746740 + Penalty 3824.928294 = -397261.818446 nChanged 49 SP:Iteration 42Q (26076.580000 sec): 3 clusters Score: Raw -401135.340714 + Penalty 3824.928294 = -397310.412421 nChanged 31 SP:Iteration 43Q (26076.590000 sec): 3 clusters Score: Raw -401157.304495 + Penalty 3824.928294 = -397332.376201 nChanged 16 SP:Iteration 44Q (26076.600000 sec): 3 clusters Score: Raw -401170.642667 + Penalty 3824.928294 = -397345.714373 nChanged 12 SP:Iteration 45Q (26076.600000 sec): 3 clusters Score: Raw -401180.317788 + Penalty 3824.928294 = -397355.389494 nChanged 7 SP:Iteration 46Q (26076.610000 sec): 3 clusters Score: Raw -401185.296560 + Penalty 3824.928294 = -397360.368266 nChanged 3 SP:Iteration 47Q (26076.620000 sec): 3 clusters Score: Raw -401188.140319 + Penalty 3824.928294 = -397363.212025 nChanged 3 SP:Iteration 48Q (26076.630000 sec): 3 clusters Score: Raw -401189.708468 + Penalty 3824.928294 = -397364.780174 nChanged 3 SP:Iteration 49Q (26076.640000 sec): 3 clusters Score: Raw -401191.328870 + Penalty 3824.928294 = -397366.400576 nChanged 4 SP:Iteration 50Q (26076.640000 sec): 3 clusters Score: Raw -401194.316391 + Penalty 3824.928294 = -397369.388097 nChanged 5 SP:Iteration 51Q (26076.650000 sec): 3 clusters Score: Raw -401197.198701 + Penalty 3824.928294 = -397372.270407 nChanged 2 SP:Iteration 52Q (26076.660000 sec): 3 clusters Score: Raw -401197.904829 + Penalty 3824.928294 = -397372.976535 nChanged 0 SP:Iteration 53F (26076.670000 sec): 3 clusters Score: Raw -401197.904829 + Penalty 3824.928294 = -397372.976535 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26076.680000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26076.680000 sec): 3 clusters Score: Raw -50784.627326 + Penalty 2868.777290 = -47915.850035 nChanged 50 SP:Iteration 1F (26076.680000 sec): 3 clusters Score: Raw -50884.603586 + Penalty 2868.777290 = -48015.826296 nChanged 9 SP:Iteration 2Q (26076.680000 sec): 3 clusters Score: Raw -50903.397196 + Penalty 2868.777290 = -48034.619906 nChanged 6 SP:Iteration 3Q (26076.680000 sec): 3 clusters Score: Raw -50944.737737 + Penalty 2868.777290 = -48075.960447 nChanged 9 SP:Iteration 4Q (26076.690000 sec): 3 clusters Score: Raw -50981.779886 + Penalty 2868.777290 = -48113.002596 nChanged 12 SP:Iteration 5Q (26076.690000 sec): 3 clusters Score: Raw -51018.993147 + Penalty 2868.777290 = -48150.215856 nChanged 8 SP:Iteration 6Q (26076.690000 sec): 3 clusters Score: Raw -51052.350886 + Penalty 2868.777290 = -48183.573595 nChanged 4 SP:Iteration 7Q (26076.690000 sec): 3 clusters Score: Raw -51065.193341 + Penalty 2868.777290 = -48196.416050 nChanged 2 SP:Iteration 8Q (26076.690000 sec): 3 clusters Score: Raw -51068.664672 + Penalty 2868.777290 = -48199.887382 nChanged 0 SP:Iteration 9F (26076.690000 sec): 3 clusters Score: Raw -51068.664672 + Penalty 2868.777290 = -48199.887382 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26076.720000 sec): 2 clusters Score: Raw -998315.474100 + Penalty 2156.153451 = -996159.320649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26076.740000 sec): 3 clusters Score: Raw -995304.227906 + Penalty 4312.306902 = -990991.921004 nChanged 2353 SP:Iteration 1F (26076.770000 sec): 3 clusters Score: Raw -996594.877922 + Penalty 4312.306902 = -992282.571019 nChanged 482 SP:Iteration 2F (26076.790000 sec): 3 clusters Score: Raw -996860.758165 + Penalty 4312.306902 = -992548.451263 nChanged 333 SP:Iteration 3F (26076.810000 sec): 3 clusters Score: Raw -997041.018489 + Penalty 4312.306902 = -992728.711587 nChanged 265 SP:Iteration 4Q (26076.840000 sec): 3 clusters Score: Raw -997184.843506 + Penalty 4312.306902 = -992872.536603 nChanged 225 SP:Iteration 5Q (26076.860000 sec): 3 clusters Score: Raw -997309.254205 + Penalty 4312.306902 = -992996.947303 nChanged 204 SP:Iteration 6Q (26076.890000 sec): 3 clusters Score: Raw -997420.941899 + Penalty 4312.306902 = -993108.634997 nChanged 181 SP:Iteration 7Q (26076.910000 sec): 3 clusters Score: Raw -997514.266974 + Penalty 4312.306902 = -993201.960071 nChanged 150 SP:Iteration 8Q (26076.930000 sec): 3 clusters Score: Raw -997591.822221 + Penalty 4312.306902 = -993279.515318 nChanged 164 SP:Iteration 9Q (26076.950000 sec): 3 clusters Score: Raw -997681.164664 + Penalty 4312.306902 = -993368.857762 nChanged 167 SP:Iteration 10Q (26076.980000 sec): 3 clusters Score: Raw -997772.635949 + Penalty 4312.306902 = -993460.329047 nChanged 166 SP:Iteration 11Q (26077.000000 sec): 3 clusters Score: Raw -997857.283579 + Penalty 4312.306902 = -993544.976677 nChanged 149 SP:Iteration 12Q (26077.030000 sec): 3 clusters Score: Raw -997937.074209 + Penalty 4312.306902 = -993624.767307 nChanged 159 SP:Iteration 13Q (26077.050000 sec): 3 clusters Score: Raw -998027.864379 + Penalty 4312.306902 = -993715.557477 nChanged 134 SP:Iteration 14Q (26077.070000 sec): 3 clusters Score: Raw -998094.110206 + Penalty 4312.306902 = -993781.803304 nChanged 115 SP:Iteration 15Q (26077.090000 sec): 3 clusters Score: Raw -998152.486844 + Penalty 4312.306902 = -993840.179942 nChanged 122 SP:Iteration 16Q (26077.120000 sec): 3 clusters Score: Raw -998226.209804 + Penalty 4312.306902 = -993913.902902 nChanged 112 SP:Iteration 17Q (26077.140000 sec): 3 clusters Score: Raw -998287.637450 + Penalty 4312.306902 = -993975.330548 nChanged 107 SP:Iteration 18Q (26077.170000 sec): 3 clusters Score: Raw -998348.113531 + Penalty 4312.306902 = -994035.806629 nChanged 80 SP:Iteration 19Q (26077.190000 sec): 3 clusters Score: Raw -998386.928195 + Penalty 4312.306902 = -994074.621293 nChanged 62 SP:Iteration 20F (26077.210000 sec): 3 clusters Score: Raw -998414.651806 + Penalty 4312.306902 = -994102.344904 nChanged 54 SP:Iteration 21Q (26077.230000 sec): 3 clusters Score: Raw -998444.018396 + Penalty 4312.306902 = -994131.711494 nChanged 51 SP:Iteration 22Q (26077.260000 sec): 3 clusters Score: Raw -998474.663464 + Penalty 4312.306902 = -994162.356561 nChanged 53 SP:Iteration 23Q (26077.280000 sec): 3 clusters Score: Raw -998504.370136 + Penalty 4312.306902 = -994192.063234 nChanged 49 SP:Iteration 24Q (26077.300000 sec): 3 clusters Score: Raw -998526.274684 + Penalty 4312.306902 = -994213.967782 nChanged 34 SP:Iteration 25Q (26077.330000 sec): 3 clusters Score: Raw -998540.984189 + Penalty 4312.306902 = -994228.677286 nChanged 34 SP:Iteration 26Q (26077.350000 sec): 3 clusters Score: Raw -998556.441891 + Penalty 4312.306902 = -994244.134989 nChanged 31 SP:Iteration 27Q (26077.370000 sec): 3 clusters Score: Raw -998569.561853 + Penalty 4312.306902 = -994257.254950 nChanged 26 SP:Iteration 28Q (26077.390000 sec): 3 clusters Score: Raw -998580.299801 + Penalty 4312.306902 = -994267.992899 nChanged 29 SP:Iteration 29Q (26077.420000 sec): 3 clusters Score: Raw -998593.572245 + Penalty 4312.306902 = -994281.265343 nChanged 28 SP:Iteration 30Q (26077.440000 sec): 3 clusters Score: Raw -998607.619068 + Penalty 4312.306902 = -994295.312165 nChanged 26 SP:Iteration 31Q (26077.460000 sec): 3 clusters Score: Raw -998619.823959 + Penalty 4312.306902 = -994307.517057 nChanged 19 SP:Iteration 32Q (26077.490000 sec): 3 clusters Score: Raw -998627.815198 + Penalty 4312.306902 = -994315.508296 nChanged 13 SP:Iteration 33Q (26077.510000 sec): 3 clusters Score: Raw -998632.298306 + Penalty 4312.306902 = -994319.991404 nChanged 12 SP:Iteration 34Q (26077.530000 sec): 3 clusters Score: Raw -998637.241151 + Penalty 4312.306902 = -994324.934249 nChanged 10 SP:Iteration 35Q (26077.550000 sec): 3 clusters Score: Raw -998642.032178 + Penalty 4312.306902 = -994329.725275 nChanged 6 SP:Iteration 36Q (26077.570000 sec): 3 clusters Score: Raw -998644.151068 + Penalty 4312.306902 = -994331.844166 nChanged 3 SP:Iteration 37Q (26077.600000 sec): 3 clusters Score: Raw -998644.876972 + Penalty 4312.306902 = -994332.570069 nChanged 1 SP:Iteration 38Q (26077.620000 sec): 3 clusters Score: Raw -998645.510596 + Penalty 4312.306902 = -994333.203694 nChanged 2 SP:Iteration 39Q (26077.640000 sec): 3 clusters Score: Raw -998646.519507 + Penalty 4312.306902 = -994334.212605 nChanged 4 SP:Iteration 40F (26077.670000 sec): 3 clusters Score: Raw -998648.018719 + Penalty 4312.306902 = -994335.711816 nChanged 5 SP:Iteration 41Q (26077.690000 sec): 3 clusters Score: Raw -998650.825395 + Penalty 4312.306902 = -994338.518493 nChanged 11 SP:Iteration 42Q (26077.710000 sec): 3 clusters Score: Raw -998656.187123 + Penalty 4312.306902 = -994343.880220 nChanged 15 SP:Iteration 43Q (26077.730000 sec): 3 clusters Score: Raw -998662.546033 + Penalty 4312.306902 = -994350.239130 nChanged 12 SP:Iteration 44Q (26077.750000 sec): 3 clusters Score: Raw -998668.973737 + Penalty 4312.306902 = -994356.666835 nChanged 20 SP:Iteration 45Q (26077.780000 sec): 3 clusters Score: Raw -998677.947729 + Penalty 4312.306902 = -994365.640826 nChanged 12 SP:Iteration 46Q (26077.800000 sec): 3 clusters Score: Raw -998683.924222 + Penalty 4312.306902 = -994371.617320 nChanged 11 SP:Iteration 47Q (26077.820000 sec): 3 clusters Score: Raw -998690.360947 + Penalty 4312.306902 = -994378.054045 nChanged 16 SP:Iteration 48Q (26077.840000 sec): 3 clusters Score: Raw -998696.856619 + Penalty 4312.306902 = -994384.549716 nChanged 8 SP:Iteration 49Q (26077.870000 sec): 3 clusters Score: Raw -998699.803448 + Penalty 4312.306902 = -994387.496546 nChanged 4 SP:Iteration 50Q (26077.890000 sec): 3 clusters Score: Raw -998702.288237 + Penalty 4312.306902 = -994389.981335 nChanged 11 SP:Iteration 51Q (26077.910000 sec): 3 clusters Score: Raw -998707.819351 + Penalty 4312.306902 = -994395.512449 nChanged 12 SP:Iteration 52Q (26077.930000 sec): 3 clusters Score: Raw -998712.548321 + Penalty 4312.306902 = -994400.241419 nChanged 6 SP:Iteration 53Q (26077.950000 sec): 3 clusters Score: Raw -998715.067460 + Penalty 4312.306902 = -994402.760557 nChanged 8 SP:Iteration 54Q (26077.980000 sec): 3 clusters Score: Raw -998719.575488 + Penalty 4312.306902 = -994407.268586 nChanged 10 SP:Iteration 55Q (26078.000000 sec): 3 clusters Score: Raw -998724.395824 + Penalty 4312.306902 = -994412.088922 nChanged 8 SP:Iteration 56Q (26078.020000 sec): 3 clusters Score: Raw -998727.780112 + Penalty 4312.306902 = -994415.473210 nChanged 9 SP:Iteration 57Q (26078.040000 sec): 3 clusters Score: Raw -998730.969094 + Penalty 4312.306902 = -994418.662191 nChanged 3 SP:Iteration 58Q (26078.060000 sec): 3 clusters Score: Raw -998732.374697 + Penalty 4312.306902 = -994420.067794 nChanged 4 SP:Iteration 59Q (26078.090000 sec): 3 clusters Score: Raw -998733.930183 + Penalty 4312.306902 = -994421.623280 nChanged 6 SP:Iteration 60F (26078.110000 sec): 3 clusters Score: Raw -998737.151610 + Penalty 4312.306902 = -994424.844708 nChanged 7 SP:Iteration 61Q (26078.130000 sec): 3 clusters Score: Raw -998739.539345 + Penalty 4312.306902 = -994427.232442 nChanged 9 SP:Iteration 62Q (26078.150000 sec): 3 clusters Score: Raw -998744.370608 + Penalty 4312.306902 = -994432.063706 nChanged 8 SP:Iteration 63Q (26078.170000 sec): 3 clusters Score: Raw -998748.073639 + Penalty 4312.306902 = -994435.766737 nChanged 4 SP:Iteration 64Q (26078.200000 sec): 3 clusters Score: Raw -998749.845393 + Penalty 4312.306902 = -994437.538490 nChanged 1 SP:Iteration 65Q (26078.220000 sec): 3 clusters Score: Raw -998750.313039 + Penalty 4312.306902 = -994438.006136 nChanged 4 SP:Iteration 66Q (26078.240000 sec): 3 clusters Score: Raw -998752.082227 + Penalty 4312.306902 = -994439.775325 nChanged 4 SP:Iteration 67Q (26078.260000 sec): 3 clusters Score: Raw -998753.808510 + Penalty 4312.306902 = -994441.501607 nChanged 5 SP:Iteration 68Q (26078.280000 sec): 3 clusters Score: Raw -998755.662603 + Penalty 4312.306902 = -994443.355701 nChanged 5 SP:Iteration 69Q (26078.310000 sec): 3 clusters Score: Raw -998758.763597 + Penalty 4312.306902 = -994446.456695 nChanged 3 SP:Iteration 70Q (26078.330000 sec): 3 clusters Score: Raw -998759.721784 + Penalty 4312.306902 = -994447.414882 nChanged 2 SP:Iteration 71Q (26078.350000 sec): 3 clusters Score: Raw -998761.004738 + Penalty 4312.306902 = -994448.697836 nChanged 3 SP:Iteration 72Q (26078.370000 sec): 3 clusters Score: Raw -998762.403891 + Penalty 4312.306902 = -994450.096988 nChanged 3 SP:Iteration 73Q (26078.390000 sec): 3 clusters Score: Raw -998763.854900 + Penalty 4312.306902 = -994451.547998 nChanged 3 SP:Iteration 74Q (26078.410000 sec): 3 clusters Score: Raw -998765.024645 + Penalty 4312.306902 = -994452.717743 nChanged 3 SP:Iteration 75Q (26078.430000 sec): 3 clusters Score: Raw -998766.537292 + Penalty 4312.306902 = -994454.230389 nChanged 4 SP:Iteration 76Q (26078.460000 sec): 3 clusters Score: Raw -998768.045950 + Penalty 4312.306902 = -994455.739047 nChanged 0 SP:Iteration 77F (26078.480000 sec): 3 clusters Score: Raw -998768.045950 + Penalty 4312.306902 = -994455.739047 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26078.490000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26078.490000 sec): 3 clusters Score: Raw -18692.407099 + Penalty 2491.844738 = -16200.562361 nChanged 22 SP:Iteration 1F (26078.490000 sec): 3 clusters Score: Raw -18864.857391 + Penalty 2491.844738 = -16373.012653 nChanged 11 SP:Iteration 2F (26078.490000 sec): 3 clusters Score: Raw -18971.785672 + Penalty 2491.844738 = -16479.940934 nChanged 5 SP:Iteration 3Q (26078.490000 sec): 3 clusters Score: Raw -19003.355753 + Penalty 2491.844738 = -16511.511015 nChanged 3 SP:Iteration 4Q (26078.490000 sec): 3 clusters Score: Raw -19033.764744 + Penalty 2491.844738 = -16541.920006 nChanged 0 SP:Iteration 5F (26078.490000 sec): 3 clusters Score: Raw -19033.764744 + Penalty 2491.844738 = -16541.920006 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (32007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26078.610000 sec): 2 clusters Score: Raw -5478201.893508 + Penalty 2572.680057 = -5475629.213451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26078.740000 sec): 3 clusters Score: Raw -5458999.429681 + Penalty 5145.360114 = -5453854.069566 nChanged 14328 SP:Iteration 1F (26078.870000 sec): 3 clusters Score: Raw -5466781.023384 + Penalty 5145.360114 = -5461635.663270 nChanged 1500 SP:Iteration 2Q (26079.000000 sec): 3 clusters Score: Raw -5467283.028861 + Penalty 5145.360114 = -5462137.668747 nChanged 1433 SP:Iteration 3Q (26079.130000 sec): 3 clusters Score: Raw -5467814.287484 + Penalty 5145.360114 = -5462668.927370 nChanged 1509 SP:Iteration 4Q (26079.260000 sec): 3 clusters Score: Raw -5468493.427752 + Penalty 5145.360114 = -5463348.067638 nChanged 1761 SP:Iteration 5F (26079.390000 sec): 3 clusters Score: Raw -5469476.652457 + Penalty 5145.360114 = -5464331.292343 nChanged 2011 SP:Iteration 6F (26079.510000 sec): 3 clusters Score: Raw -5470823.031030 + Penalty 5145.360114 = -5465677.670916 nChanged 2206 SP:Iteration 7F (26079.640000 sec): 3 clusters Score: Raw -5472585.982853 + Penalty 5145.360114 = -5467440.622739 nChanged 2166 SP:Iteration 8F (26079.770000 sec): 3 clusters Score: Raw -5474429.766807 + Penalty 5145.360114 = -5469284.406693 nChanged 1750 SP:Iteration 9F (26079.900000 sec): 3 clusters Score: Raw -5475985.319485 + Penalty 5145.360114 = -5470839.959370 nChanged 1250 SP:Iteration 10Q (26080.020000 sec): 3 clusters Score: Raw -5477070.457103 + Penalty 5145.360114 = -5471925.096989 nChanged 772 SP:Iteration 11Q (26080.130000 sec): 3 clusters Score: Raw -5477723.168445 + Penalty 5145.360114 = -5472577.808330 nChanged 422 SP:Iteration 12Q (26080.240000 sec): 3 clusters Score: Raw -5478065.377138 + Penalty 5145.360114 = -5472920.017024 nChanged 234 SP:Iteration 13Q (26080.350000 sec): 3 clusters Score: Raw -5478277.483536 + Penalty 5145.360114 = -5473132.123422 nChanged 157 SP:Iteration 14Q (26080.440000 sec): 3 clusters Score: Raw -5478409.243642 + Penalty 5145.360114 = -5473263.883527 nChanged 91 SP:Iteration 15Q (26080.540000 sec): 3 clusters Score: Raw -5478485.850216 + Penalty 5145.360114 = -5473340.490101 nChanged 46 SP:Iteration 16Q (26080.630000 sec): 3 clusters Score: Raw -5478525.276407 + Penalty 5145.360114 = -5473379.916292 nChanged 35 SP:Iteration 17Q (26080.730000 sec): 3 clusters Score: Raw -5478551.098589 + Penalty 5145.360114 = -5473405.738475 nChanged 25 SP:Iteration 18Q (26080.820000 sec): 3 clusters Score: Raw -5478572.028041 + Penalty 5145.360114 = -5473426.667927 nChanged 20 SP:Iteration 19Q (26080.910000 sec): 3 clusters Score: Raw -5478587.849861 + Penalty 5145.360114 = -5473442.489747 nChanged 18 SP:Iteration 20F (26081.040000 sec): 3 clusters Score: Raw -5478603.090777 + Penalty 5145.360114 = -5473457.730662 nChanged 22 SP:Iteration 21Q (26081.130000 sec): 3 clusters Score: Raw -5478617.968853 + Penalty 5145.360114 = -5473472.608739 nChanged 7 SP:Iteration 22Q (26081.230000 sec): 3 clusters Score: Raw -5478624.847677 + Penalty 5145.360114 = -5473479.487563 nChanged 10 SP:Iteration 23Q (26081.320000 sec): 3 clusters Score: Raw -5478634.803943 + Penalty 5145.360114 = -5473489.443829 nChanged 5 SP:Iteration 24Q (26081.410000 sec): 3 clusters Score: Raw -5478638.820067 + Penalty 5145.360114 = -5473493.459953 nChanged 4 SP:Iteration 25Q (26081.500000 sec): 3 clusters Score: Raw -5478641.213609 + Penalty 5145.360114 = -5473495.853495 nChanged 4 SP:Iteration 26Q (26081.590000 sec): 3 clusters Score: Raw -5478645.097368 + Penalty 5145.360114 = -5473499.737254 nChanged 5 SP:Iteration 27Q (26081.690000 sec): 3 clusters Score: Raw -5478648.528262 + Penalty 5145.360114 = -5473503.168147 nChanged 3 SP:Iteration 28Q (26081.780000 sec): 3 clusters Score: Raw -5478651.109466 + Penalty 5145.360114 = -5473505.749352 nChanged 5 SP:Iteration 29Q (26081.870000 sec): 3 clusters Score: Raw -5478654.535310 + Penalty 5145.360114 = -5473509.175195 nChanged 5 SP:Iteration 30Q (26081.960000 sec): 3 clusters Score: Raw -5478657.787331 + Penalty 5145.360114 = -5473512.427217 nChanged 2 SP:Iteration 31Q (26082.050000 sec): 3 clusters Score: Raw -5478658.928020 + Penalty 5145.360114 = -5473513.567906 nChanged 0 SP:Iteration 32F (26082.180000 sec): 3 clusters Score: Raw -5478658.928020 + Penalty 5145.360114 = -5473513.567906 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26082.350000 sec): 2 clusters Score: Raw -8325743.885572 + Penalty 2681.957199 = -8323061.928373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26082.550000 sec): 3 clusters Score: Raw -8295112.476279 + Penalty 5363.914397 = -8289748.561882 nChanged 22876 SP:Iteration 1F (26082.750000 sec): 3 clusters Score: Raw -8307694.875422 + Penalty 5363.914397 = -8302330.961025 nChanged 2066 SP:Iteration 2Q (26082.960000 sec): 3 clusters Score: Raw -8308252.743431 + Penalty 5363.914397 = -8302888.829034 nChanged 1829 SP:Iteration 3Q (26083.160000 sec): 3 clusters Score: Raw -8308749.122964 + Penalty 5363.914397 = -8303385.208567 nChanged 1737 SP:Iteration 4Q (26083.360000 sec): 3 clusters Score: Raw -8309273.916856 + Penalty 5363.914397 = -8303910.002459 nChanged 1775 SP:Iteration 5Q (26083.560000 sec): 3 clusters Score: Raw -8309826.473590 + Penalty 5363.914397 = -8304462.559193 nChanged 1806 SP:Iteration 6Q (26083.770000 sec): 3 clusters Score: Raw -8310406.606895 + Penalty 5363.914397 = -8305042.692497 nChanged 1899 SP:Iteration 7Q (26083.970000 sec): 3 clusters Score: Raw -8311089.830784 + Penalty 5363.914397 = -8305725.916387 nChanged 2046 SP:Iteration 8Q (26084.170000 sec): 3 clusters Score: Raw -8312022.717321 + Penalty 5363.914397 = -8306658.802924 nChanged 2381 SP:Iteration 9Q (26084.370000 sec): 3 clusters Score: Raw -8313327.356076 + Penalty 5363.914397 = -8307963.441678 nChanged 2724 SP:Iteration 10F (26084.570000 sec): 3 clusters Score: Raw -8315179.592774 + Penalty 5363.914397 = -8309815.678376 nChanged 2885 SP:Iteration 11F (26084.770000 sec): 3 clusters Score: Raw -8317485.711474 + Penalty 5363.914397 = -8312121.797077 nChanged 2689 SP:Iteration 12F (26084.970000 sec): 3 clusters Score: Raw -8319751.604041 + Penalty 5363.914397 = -8314387.689644 nChanged 2214 SP:Iteration 13Q (26085.170000 sec): 3 clusters Score: Raw -8321607.950673 + Penalty 5363.914397 = -8316244.036275 nChanged 1687 SP:Iteration 14Q (26085.350000 sec): 3 clusters Score: Raw -8322982.640472 + Penalty 5363.914397 = -8317618.726075 nChanged 1257 SP:Iteration 15Q (26085.520000 sec): 3 clusters Score: Raw -8323967.390552 + Penalty 5363.914397 = -8318603.476154 nChanged 856 SP:Iteration 16Q (26085.690000 sec): 3 clusters Score: Raw -8324572.413735 + Penalty 5363.914397 = -8319208.499338 nChanged 607 SP:Iteration 17Q (26085.850000 sec): 3 clusters Score: Raw -8324972.240245 + Penalty 5363.914397 = -8319608.325847 nChanged 482 SP:Iteration 18Q (26086.010000 sec): 3 clusters Score: Raw -8325263.526677 + Penalty 5363.914397 = -8319899.612280 nChanged 375 SP:Iteration 19Q (26086.160000 sec): 3 clusters Score: Raw -8325455.610342 + Penalty 5363.914397 = -8320091.695945 nChanged 266 SP:Iteration 20F (26086.360000 sec): 3 clusters Score: Raw -8325577.597472 + Penalty 5363.914397 = -8320213.683075 nChanged 214 SP:Iteration 21Q (26086.510000 sec): 3 clusters Score: Raw -8325668.694621 + Penalty 5363.914397 = -8320304.780224 nChanged 191 SP:Iteration 22Q (26086.660000 sec): 3 clusters Score: Raw -8325748.345838 + Penalty 5363.914397 = -8320384.431441 nChanged 161 SP:Iteration 23Q (26086.810000 sec): 3 clusters Score: Raw -8325807.231320 + Penalty 5363.914397 = -8320443.316923 nChanged 148 SP:Iteration 24Q (26086.960000 sec): 3 clusters Score: Raw -8325860.472708 + Penalty 5363.914397 = -8320496.558310 nChanged 122 SP:Iteration 25Q (26087.100000 sec): 3 clusters Score: Raw -8325903.829777 + Penalty 5363.914397 = -8320539.915380 nChanged 108 SP:Iteration 26Q (26087.250000 sec): 3 clusters Score: Raw -8325938.876808 + Penalty 5363.914397 = -8320574.962411 nChanged 80 SP:Iteration 27Q (26087.390000 sec): 3 clusters Score: Raw -8325963.339846 + Penalty 5363.914397 = -8320599.425448 nChanged 76 SP:Iteration 28Q (26087.540000 sec): 3 clusters Score: Raw -8325985.085709 + Penalty 5363.914397 = -8320621.171312 nChanged 54 SP:Iteration 29Q (26087.690000 sec): 3 clusters Score: Raw -8326000.569785 + Penalty 5363.914397 = -8320636.655387 nChanged 65 SP:Iteration 30Q (26087.830000 sec): 3 clusters Score: Raw -8326018.239373 + Penalty 5363.914397 = -8320654.324975 nChanged 56 SP:Iteration 31Q (26087.980000 sec): 3 clusters Score: Raw -8326035.245037 + Penalty 5363.914397 = -8320671.330640 nChanged 54 SP:Iteration 32Q (26088.120000 sec): 3 clusters Score: Raw -8326051.492810 + Penalty 5363.914397 = -8320687.578412 nChanged 41 SP:Iteration 33Q (26088.270000 sec): 3 clusters Score: Raw -8326062.625307 + Penalty 5363.914397 = -8320698.710910 nChanged 31 SP:Iteration 34Q (26088.410000 sec): 3 clusters Score: Raw -8326070.297311 + Penalty 5363.914397 = -8320706.382913 nChanged 29 SP:Iteration 35Q (26088.550000 sec): 3 clusters Score: Raw -8326076.931937 + Penalty 5363.914397 = -8320713.017540 nChanged 17 SP:Iteration 36Q (26088.700000 sec): 3 clusters Score: Raw -8326080.846568 + Penalty 5363.914397 = -8320716.932171 nChanged 18 SP:Iteration 37Q (26088.850000 sec): 3 clusters Score: Raw -8326084.883541 + Penalty 5363.914397 = -8320720.969144 nChanged 10 SP:Iteration 38Q (26088.990000 sec): 3 clusters Score: Raw -8326086.862636 + Penalty 5363.914397 = -8320722.948239 nChanged 11 SP:Iteration 39Q (26089.130000 sec): 3 clusters Score: Raw -8326088.498543 + Penalty 5363.914397 = -8320724.584146 nChanged 10 SP:Iteration 40F (26089.330000 sec): 3 clusters Score: Raw -8326089.684010 + Penalty 5363.914397 = -8320725.769612 nChanged 8 SP:Iteration 41Q (26089.470000 sec): 3 clusters Score: Raw -8326091.318237 + Penalty 5363.914397 = -8320727.403839 nChanged 7 SP:Iteration 42Q (26089.620000 sec): 3 clusters Score: Raw -8326092.659968 + Penalty 5363.914397 = -8320728.745570 nChanged 9 SP:Iteration 43Q (26089.760000 sec): 3 clusters Score: Raw -8326094.325041 + Penalty 5363.914397 = -8320730.410643 nChanged 8 SP:Iteration 44Q (26089.910000 sec): 3 clusters Score: Raw -8326095.579724 + Penalty 5363.914397 = -8320731.665327 nChanged 10 SP:Iteration 45Q (26090.050000 sec): 3 clusters Score: Raw -8326097.411450 + Penalty 5363.914397 = -8320733.497053 nChanged 10 SP:Iteration 46Q (26090.190000 sec): 3 clusters Score: Raw -8326099.302400 + Penalty 5363.914397 = -8320735.388003 nChanged 7 SP:Iteration 47Q (26090.340000 sec): 3 clusters Score: Raw -8326100.431852 + Penalty 5363.914397 = -8320736.517455 nChanged 10 SP:Iteration 48Q (26090.480000 sec): 3 clusters Score: Raw -8326102.647358 + Penalty 5363.914397 = -8320738.732961 nChanged 11 SP:Iteration 49Q (26090.620000 sec): 3 clusters Score: Raw -8326105.397553 + Penalty 5363.914397 = -8320741.483156 nChanged 8 SP:Iteration 50Q (26090.770000 sec): 3 clusters Score: Raw -8326107.512207 + Penalty 5363.914397 = -8320743.597809 nChanged 8 SP:Iteration 51Q (26090.910000 sec): 3 clusters Score: Raw -8326108.776723 + Penalty 5363.914397 = -8320744.862326 nChanged 5 SP:Iteration 52Q (26091.050000 sec): 3 clusters Score: Raw -8326109.761402 + Penalty 5363.914397 = -8320745.847005 nChanged 4 SP:Iteration 53Q (26091.200000 sec): 3 clusters Score: Raw -8326110.873767 + Penalty 5363.914397 = -8320746.959369 nChanged 7 SP:Iteration 54Q (26091.340000 sec): 3 clusters Score: Raw -8326112.490010 + Penalty 5363.914397 = -8320748.575612 nChanged 5 SP:Iteration 55Q (26091.490000 sec): 3 clusters Score: Raw -8326113.349074 + Penalty 5363.914397 = -8320749.434677 nChanged 6 SP:Iteration 56Q (26091.630000 sec): 3 clusters Score: Raw -8326114.547512 + Penalty 5363.914397 = -8320750.633114 nChanged 8 SP:Iteration 57Q (26091.770000 sec): 3 clusters Score: Raw -8326116.802082 + Penalty 5363.914397 = -8320752.887685 nChanged 12 SP:Iteration 58Q (26091.920000 sec): 3 clusters Score: Raw -8326119.796202 + Penalty 5363.914397 = -8320755.881805 nChanged 15 SP:Iteration 59Q (26092.060000 sec): 3 clusters Score: Raw -8326122.640574 + Penalty 5363.914397 = -8320758.726176 nChanged 10 SP:Iteration 60F (26092.260000 sec): 3 clusters Score: Raw -8326123.973742 + Penalty 5363.914397 = -8320760.059344 nChanged 4 SP:Iteration 61Q (26092.410000 sec): 3 clusters Score: Raw -8326124.751784 + Penalty 5363.914397 = -8320760.837387 nChanged 2 SP:Iteration 62Q (26092.550000 sec): 3 clusters Score: Raw -8326125.325129 + Penalty 5363.914397 = -8320761.410732 nChanged 5 SP:Iteration 63Q (26092.690000 sec): 3 clusters Score: Raw -8326126.533763 + Penalty 5363.914397 = -8320762.619366 nChanged 5 SP:Iteration 64Q (26092.840000 sec): 3 clusters Score: Raw -8326127.386178 + Penalty 5363.914397 = -8320763.471781 nChanged 5 SP:Iteration 65Q (26092.980000 sec): 3 clusters Score: Raw -8326128.150721 + Penalty 5363.914397 = -8320764.236324 nChanged 7 SP:Iteration 66Q (26093.120000 sec): 3 clusters Score: Raw -8326129.940048 + Penalty 5363.914397 = -8320766.025651 nChanged 6 SP:Iteration 67Q (26093.270000 sec): 3 clusters Score: Raw -8326130.838322 + Penalty 5363.914397 = -8320766.923925 nChanged 4 SP:Iteration 68Q (26093.410000 sec): 3 clusters Score: Raw -8326131.446158 + Penalty 5363.914397 = -8320767.531761 nChanged 3 SP:Iteration 69Q (26093.550000 sec): 3 clusters Score: Raw -8326132.180621 + Penalty 5363.914397 = -8320768.266223 nChanged 3 SP:Iteration 70Q (26093.700000 sec): 3 clusters Score: Raw -8326132.680671 + Penalty 5363.914397 = -8320768.766274 nChanged 2 SP:Iteration 71Q (26093.840000 sec): 3 clusters Score: Raw -8326133.013360 + Penalty 5363.914397 = -8320769.098963 nChanged 0 SP:Iteration 72F (26094.040000 sec): 3 clusters Score: Raw -8326133.013360 + Penalty 5363.914397 = -8320769.098963 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26094.060000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26094.060000 sec): 3 clusters Score: Raw -58237.354068 + Penalty 2946.324941 = -55291.029127 nChanged 55 SP:Iteration 1F (26094.070000 sec): 3 clusters Score: Raw -58381.271702 + Penalty 2946.324941 = -55434.946760 nChanged 14 SP:Iteration 2Q (26094.070000 sec): 3 clusters Score: Raw -58412.223503 + Penalty 2946.324941 = -55465.898562 nChanged 9 SP:Iteration 3Q (26094.070000 sec): 3 clusters Score: Raw -58441.605776 + Penalty 2946.324941 = -55495.280834 nChanged 6 SP:Iteration 4Q (26094.070000 sec): 3 clusters Score: Raw -58460.521215 + Penalty 2946.324941 = -55514.196273 nChanged 1 SP:Iteration 5Q (26094.070000 sec): 3 clusters Score: Raw -58465.521739 + Penalty 2946.324941 = -55519.196797 nChanged 1 SP:Iteration 6Q (26094.070000 sec): 3 clusters Score: Raw -58467.055089 + Penalty 2946.324941 = -55520.730148 nChanged 1 SP:Iteration 7Q (26094.070000 sec): 3 clusters Score: Raw -58471.821113 + Penalty 2946.324941 = -55525.496171 nChanged 1 SP:Iteration 8Q (26094.070000 sec): 3 clusters Score: Raw -58475.129028 + Penalty 2946.324941 = -55528.804087 nChanged 0 SP:Iteration 9F (26094.080000 sec): 3 clusters Score: Raw -58475.129028 + Penalty 2946.324941 = -55528.804087 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26094.100000 sec): 2 clusters Score: Raw -597806.289391 + Penalty 2021.530668 = -595784.758723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26094.110000 sec): 3 clusters Score: Raw -596276.161820 + Penalty 4043.061336 = -592233.100485 nChanged 1238 SP:Iteration 1F (26094.130000 sec): 3 clusters Score: Raw -597052.350820 + Penalty 4043.061336 = -593009.289484 nChanged 298 SP:Iteration 2F (26094.140000 sec): 3 clusters Score: Raw -597275.867451 + Penalty 4043.061336 = -593232.806116 nChanged 192 SP:Iteration 3F (26094.150000 sec): 3 clusters Score: Raw -597412.238596 + Penalty 4043.061336 = -593369.177260 nChanged 136 SP:Iteration 4Q (26094.170000 sec): 3 clusters Score: Raw -597502.443583 + Penalty 4043.061336 = -593459.382248 nChanged 105 SP:Iteration 5Q (26094.180000 sec): 3 clusters Score: Raw -597566.418896 + Penalty 4043.061336 = -593523.357560 nChanged 80 SP:Iteration 6Q (26094.190000 sec): 3 clusters Score: Raw -597614.194938 + Penalty 4043.061336 = -593571.133603 nChanged 70 SP:Iteration 7Q (26094.210000 sec): 3 clusters Score: Raw -597655.819102 + Penalty 4043.061336 = -593612.757766 nChanged 67 SP:Iteration 8Q (26094.220000 sec): 3 clusters Score: Raw -597686.506236 + Penalty 4043.061336 = -593643.444901 nChanged 46 SP:Iteration 9Q (26094.230000 sec): 3 clusters Score: Raw -597708.671003 + Penalty 4043.061336 = -593665.609667 nChanged 47 SP:Iteration 10Q (26094.250000 sec): 3 clusters Score: Raw -597728.002764 + Penalty 4043.061336 = -593684.941429 nChanged 27 SP:Iteration 11Q (26094.260000 sec): 3 clusters Score: Raw -597739.414816 + Penalty 4043.061336 = -593696.353480 nChanged 25 SP:Iteration 12Q (26094.270000 sec): 3 clusters Score: Raw -597753.169288 + Penalty 4043.061336 = -593710.107953 nChanged 22 SP:Iteration 13Q (26094.290000 sec): 3 clusters Score: Raw -597762.046258 + Penalty 4043.061336 = -593718.984922 nChanged 17 SP:Iteration 14Q (26094.300000 sec): 3 clusters Score: Raw -597769.288349 + Penalty 4043.061336 = -593726.227013 nChanged 17 SP:Iteration 15Q (26094.310000 sec): 3 clusters Score: Raw -597777.472754 + Penalty 4043.061336 = -593734.411418 nChanged 12 SP:Iteration 16Q (26094.330000 sec): 3 clusters Score: Raw -597784.252999 + Penalty 4043.061336 = -593741.191663 nChanged 23 SP:Iteration 17Q (26094.340000 sec): 3 clusters Score: Raw -597792.926382 + Penalty 4043.061336 = -593749.865046 nChanged 17 SP:Iteration 18Q (26094.350000 sec): 3 clusters Score: Raw -597803.068495 + Penalty 4043.061336 = -593760.007160 nChanged 23 SP:Iteration 19Q (26094.370000 sec): 3 clusters Score: Raw -597812.574859 + Penalty 4043.061336 = -593769.513523 nChanged 18 SP:Iteration 20F (26094.380000 sec): 3 clusters Score: Raw -597819.043204 + Penalty 4043.061336 = -593775.981869 nChanged 10 SP:Iteration 21Q (26094.390000 sec): 3 clusters Score: Raw -597821.633928 + Penalty 4043.061336 = -593778.572593 nChanged 10 SP:Iteration 22Q (26094.410000 sec): 3 clusters Score: Raw -597824.596949 + Penalty 4043.061336 = -593781.535613 nChanged 5 SP:Iteration 23Q (26094.420000 sec): 3 clusters Score: Raw -597825.969126 + Penalty 4043.061336 = -593782.907791 nChanged 4 SP:Iteration 24Q (26094.430000 sec): 3 clusters Score: Raw -597827.216433 + Penalty 4043.061336 = -593784.155098 nChanged 4 SP:Iteration 25Q (26094.450000 sec): 3 clusters Score: Raw -597828.667277 + Penalty 4043.061336 = -593785.605941 nChanged 8 SP:Iteration 26Q (26094.460000 sec): 3 clusters Score: Raw -597831.353565 + Penalty 4043.061336 = -593788.292229 nChanged 8 SP:Iteration 27Q (26094.480000 sec): 3 clusters Score: Raw -597834.039474 + Penalty 4043.061336 = -593790.978138 nChanged 7 SP:Iteration 28Q (26094.490000 sec): 3 clusters Score: Raw -597836.637120 + Penalty 4043.061336 = -593793.575785 nChanged 5 SP:Iteration 29Q (26094.500000 sec): 3 clusters Score: Raw -597838.429545 + Penalty 4043.061336 = -593795.368209 nChanged 9 SP:Iteration 30Q (26094.520000 sec): 3 clusters Score: Raw -597841.259660 + Penalty 4043.061336 = -593798.198324 nChanged 5 SP:Iteration 31Q (26094.530000 sec): 3 clusters Score: Raw -597842.993111 + Penalty 4043.061336 = -593799.931775 nChanged 3 SP:Iteration 32Q (26094.550000 sec): 3 clusters Score: Raw -597843.789098 + Penalty 4043.061336 = -593800.727762 nChanged 1 SP:Iteration 33Q (26094.560000 sec): 3 clusters Score: Raw -597844.116347 + Penalty 4043.061336 = -593801.055011 nChanged 3 SP:Iteration 34Q (26094.570000 sec): 3 clusters Score: Raw -597845.005889 + Penalty 4043.061336 = -593801.944554 nChanged 6 SP:Iteration 35Q (26094.590000 sec): 3 clusters Score: Raw -597846.762168 + Penalty 4043.061336 = -593803.700832 nChanged 4 SP:Iteration 36Q (26094.600000 sec): 3 clusters Score: Raw -597847.734482 + Penalty 4043.061336 = -593804.673147 nChanged 2 SP:Iteration 37Q (26094.610000 sec): 3 clusters Score: Raw -597848.277545 + Penalty 4043.061336 = -593805.216210 nChanged 1 SP:Iteration 38Q (26094.630000 sec): 3 clusters Score: Raw -597848.578972 + Penalty 4043.061336 = -593805.517636 nChanged 1 SP:Iteration 39Q (26094.640000 sec): 3 clusters Score: Raw -597848.856627 + Penalty 4043.061336 = -593805.795291 nChanged 2 SP:Iteration 40F (26094.650000 sec): 3 clusters Score: Raw -597849.373186 + Penalty 4043.061336 = -593806.311850 nChanged 2 SP:Iteration 41Q (26094.670000 sec): 3 clusters Score: Raw -597849.875881 + Penalty 4043.061336 = -593806.814545 nChanged 1 SP:Iteration 42Q (26094.680000 sec): 3 clusters Score: Raw -597850.084850 + Penalty 4043.061336 = -593807.023514 nChanged 0 SP:Iteration 43F (26094.690000 sec): 3 clusters Score: Raw -597850.084850 + Penalty 4043.061336 = -593807.023514 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26094.720000 sec): 2 clusters Score: Raw -1016311.353628 + Penalty 2142.968614 = -1014168.385014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26094.740000 sec): 3 clusters Score: Raw -1013471.463316 + Penalty 4285.937229 = -1009185.526088 nChanged 2208 SP:Iteration 1F (26094.770000 sec): 3 clusters Score: Raw -1014675.364396 + Penalty 4285.937229 = -1010389.427167 nChanged 398 SP:Iteration 2F (26094.790000 sec): 3 clusters Score: Raw -1014886.821412 + Penalty 4285.937229 = -1010600.884183 nChanged 287 SP:Iteration 3F (26094.810000 sec): 3 clusters Score: Raw -1015030.154685 + Penalty 4285.937229 = -1010744.217456 nChanged 202 SP:Iteration 4Q (26094.830000 sec): 3 clusters Score: Raw -1015118.909321 + Penalty 4285.937229 = -1010832.972093 nChanged 158 SP:Iteration 5Q (26094.850000 sec): 3 clusters Score: Raw -1015187.525842 + Penalty 4285.937229 = -1010901.588614 nChanged 125 SP:Iteration 6Q (26094.870000 sec): 3 clusters Score: Raw -1015249.136205 + Penalty 4285.937229 = -1010963.198976 nChanged 112 SP:Iteration 7Q (26094.900000 sec): 3 clusters Score: Raw -1015304.036706 + Penalty 4285.937229 = -1011018.099477 nChanged 113 SP:Iteration 8Q (26094.920000 sec): 3 clusters Score: Raw -1015375.055128 + Penalty 4285.937229 = -1011089.117899 nChanged 126 SP:Iteration 9Q (26094.940000 sec): 3 clusters Score: Raw -1015452.504461 + Penalty 4285.937229 = -1011166.567233 nChanged 123 SP:Iteration 10Q (26094.970000 sec): 3 clusters Score: Raw -1015536.977226 + Penalty 4285.937229 = -1011251.039997 nChanged 135 SP:Iteration 11Q (26094.990000 sec): 3 clusters Score: Raw -1015647.080787 + Penalty 4285.937229 = -1011361.143558 nChanged 149 SP:Iteration 12Q (26095.010000 sec): 3 clusters Score: Raw -1015765.172034 + Penalty 4285.937229 = -1011479.234806 nChanged 164 SP:Iteration 13Q (26095.030000 sec): 3 clusters Score: Raw -1015887.066974 + Penalty 4285.937229 = -1011601.129746 nChanged 177 SP:Iteration 14Q (26095.050000 sec): 3 clusters Score: Raw -1016055.709388 + Penalty 4285.937229 = -1011769.772160 nChanged 219 SP:Iteration 15Q (26095.070000 sec): 3 clusters Score: Raw -1016218.902914 + Penalty 4285.937229 = -1011932.965686 nChanged 220 SP:Iteration 16Q (26095.090000 sec): 3 clusters Score: Raw -1016392.684265 + Penalty 4285.937229 = -1012106.747036 nChanged 235 SP:Iteration 17Q (26095.110000 sec): 3 clusters Score: Raw -1016603.964731 + Penalty 4285.937229 = -1012318.027502 nChanged 265 SP:Iteration 18Q (26095.140000 sec): 3 clusters Score: Raw -1016831.238972 + Penalty 4285.937229 = -1012545.301743 nChanged 237 SP:Iteration 19Q (26095.160000 sec): 3 clusters Score: Raw -1017015.727709 + Penalty 4285.937229 = -1012729.790480 nChanged 211 SP:Iteration 20F (26095.180000 sec): 3 clusters Score: Raw -1017167.072039 + Penalty 4285.937229 = -1012881.134811 nChanged 168 SP:Iteration 21Q (26095.200000 sec): 3 clusters Score: Raw -1017271.662657 + Penalty 4285.937229 = -1012985.725428 nChanged 141 SP:Iteration 22Q (26095.220000 sec): 3 clusters Score: Raw -1017359.456727 + Penalty 4285.937229 = -1013073.519498 nChanged 121 SP:Iteration 23Q (26095.240000 sec): 3 clusters Score: Raw -1017441.945190 + Penalty 4285.937229 = -1013156.007961 nChanged 113 SP:Iteration 24Q (26095.260000 sec): 3 clusters Score: Raw -1017500.932971 + Penalty 4285.937229 = -1013214.995742 nChanged 79 SP:Iteration 25Q (26095.280000 sec): 3 clusters Score: Raw -1017539.879340 + Penalty 4285.937229 = -1013253.942112 nChanged 52 SP:Iteration 26Q (26095.300000 sec): 3 clusters Score: Raw -1017560.969427 + Penalty 4285.937229 = -1013275.032198 nChanged 41 SP:Iteration 27Q (26095.320000 sec): 3 clusters Score: Raw -1017576.708771 + Penalty 4285.937229 = -1013290.771543 nChanged 32 SP:Iteration 28Q (26095.340000 sec): 3 clusters Score: Raw -1017590.023912 + Penalty 4285.937229 = -1013304.086684 nChanged 25 SP:Iteration 29Q (26095.360000 sec): 3 clusters Score: Raw -1017597.541478 + Penalty 4285.937229 = -1013311.604249 nChanged 17 SP:Iteration 30Q (26095.380000 sec): 3 clusters Score: Raw -1017603.226578 + Penalty 4285.937229 = -1013317.289350 nChanged 13 SP:Iteration 31Q (26095.400000 sec): 3 clusters Score: Raw -1017607.112443 + Penalty 4285.937229 = -1013321.175215 nChanged 10 SP:Iteration 32Q (26095.420000 sec): 3 clusters Score: Raw -1017609.264484 + Penalty 4285.937229 = -1013323.327256 nChanged 4 SP:Iteration 33Q (26095.440000 sec): 3 clusters Score: Raw -1017610.560915 + Penalty 4285.937229 = -1013324.623686 nChanged 8 SP:Iteration 34Q (26095.460000 sec): 3 clusters Score: Raw -1017613.131273 + Penalty 4285.937229 = -1013327.194044 nChanged 4 SP:Iteration 35Q (26095.490000 sec): 3 clusters Score: Raw -1017614.605937 + Penalty 4285.937229 = -1013328.668708 nChanged 2 SP:Iteration 36Q (26095.510000 sec): 3 clusters Score: Raw -1017615.128453 + Penalty 4285.937229 = -1013329.191224 nChanged 1 SP:Iteration 37Q (26095.530000 sec): 3 clusters Score: Raw -1017615.210799 + Penalty 4285.937229 = -1013329.273570 nChanged 0 SP:Iteration 38F (26095.550000 sec): 3 clusters Score: Raw -1017615.210799 + Penalty 4285.937229 = -1013329.273570 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (75448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26095.820000 sec): 2 clusters Score: Raw -12869923.930671 + Penalty 2785.337341 = -12867138.593330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26096.130000 sec): 3 clusters Score: Raw -12822290.193978 + Penalty 5570.674682 = -12816719.519296 nChanged 35190 SP:Iteration 1F (26096.430000 sec): 3 clusters Score: Raw -12841982.633207 + Penalty 5570.674682 = -12836411.958525 nChanged 2457 SP:Iteration 2Q (26096.750000 sec): 3 clusters Score: Raw -12842538.232536 + Penalty 5570.674682 = -12836967.557854 nChanged 2386 SP:Iteration 3Q (26097.060000 sec): 3 clusters Score: Raw -12843126.301986 + Penalty 5570.674682 = -12837555.627304 nChanged 2427 SP:Iteration 4Q (26097.370000 sec): 3 clusters Score: Raw -12843783.483429 + Penalty 5570.674682 = -12838212.808747 nChanged 2590 SP:Iteration 5Q (26097.680000 sec): 3 clusters Score: Raw -12844562.354044 + Penalty 5570.674682 = -12838991.679362 nChanged 2811 SP:Iteration 6Q (26097.990000 sec): 3 clusters Score: Raw -12845568.565045 + Penalty 5570.674682 = -12839997.890363 nChanged 3162 SP:Iteration 7Q (26098.310000 sec): 3 clusters Score: Raw -12847076.144875 + Penalty 5570.674682 = -12841505.470192 nChanged 3672 SP:Iteration 8Q (26098.620000 sec): 3 clusters Score: Raw -12849266.416130 + Penalty 5570.674682 = -12843695.741448 nChanged 4066 SP:Iteration 9F (26098.930000 sec): 3 clusters Score: Raw -12852144.255926 + Penalty 5570.674682 = -12846573.581244 nChanged 4304 SP:Iteration 10F (26099.230000 sec): 3 clusters Score: Raw -12855372.388610 + Penalty 5570.674682 = -12849801.713927 nChanged 4067 SP:Iteration 11F (26099.540000 sec): 3 clusters Score: Raw -12858239.026705 + Penalty 5570.674682 = -12852668.352022 nChanged 3656 SP:Iteration 12Q (26099.830000 sec): 3 clusters Score: Raw -12860473.963778 + Penalty 5570.674682 = -12854903.289096 nChanged 3022 SP:Iteration 13Q (26100.120000 sec): 3 clusters Score: Raw -12862170.090199 + Penalty 5570.674682 = -12856599.415517 nChanged 2637 SP:Iteration 14Q (26100.400000 sec): 3 clusters Score: Raw -12863567.319779 + Penalty 5570.674682 = -12857996.645097 nChanged 2308 SP:Iteration 15Q (26100.670000 sec): 3 clusters Score: Raw -12864746.923789 + Penalty 5570.674682 = -12859176.249107 nChanged 2122 SP:Iteration 16Q (26100.940000 sec): 3 clusters Score: Raw -12865862.743366 + Penalty 5570.674682 = -12860292.068683 nChanged 1897 SP:Iteration 17Q (26101.200000 sec): 3 clusters Score: Raw -12866850.828824 + Penalty 5570.674682 = -12861280.154142 nChanged 1609 SP:Iteration 18Q (26101.450000 sec): 3 clusters Score: Raw -12867673.488493 + Penalty 5570.674682 = -12862102.813811 nChanged 1398 SP:Iteration 19Q (26101.700000 sec): 3 clusters Score: Raw -12868387.560372 + Penalty 5570.674682 = -12862816.885690 nChanged 1135 SP:Iteration 20F (26102.010000 sec): 3 clusters Score: Raw -12868942.065908 + Penalty 5570.674682 = -12863371.391226 nChanged 953 SP:Iteration 21Q (26102.240000 sec): 3 clusters Score: Raw -12869419.581315 + Penalty 5570.674682 = -12863848.906633 nChanged 666 SP:Iteration 22Q (26102.480000 sec): 3 clusters Score: Raw -12869757.831449 + Penalty 5570.674682 = -12864187.156767 nChanged 489 SP:Iteration 23Q (26102.710000 sec): 3 clusters Score: Raw -12869984.289002 + Penalty 5570.674682 = -12864413.614320 nChanged 345 SP:Iteration 24Q (26102.930000 sec): 3 clusters Score: Raw -12870125.938682 + Penalty 5570.674682 = -12864555.264000 nChanged 248 SP:Iteration 25Q (26103.160000 sec): 3 clusters Score: Raw -12870231.722804 + Penalty 5570.674682 = -12864661.048122 nChanged 192 SP:Iteration 26Q (26103.380000 sec): 3 clusters Score: Raw -12870309.834550 + Penalty 5570.674682 = -12864739.159867 nChanged 135 SP:Iteration 27Q (26103.610000 sec): 3 clusters Score: Raw -12870358.896580 + Penalty 5570.674682 = -12864788.221898 nChanged 102 SP:Iteration 28Q (26103.830000 sec): 3 clusters Score: Raw -12870403.603742 + Penalty 5570.674682 = -12864832.929059 nChanged 89 SP:Iteration 29Q (26104.050000 sec): 3 clusters Score: Raw -12870438.005757 + Penalty 5570.674682 = -12864867.331074 nChanged 72 SP:Iteration 30Q (26104.270000 sec): 3 clusters Score: Raw -12870462.339748 + Penalty 5570.674682 = -12864891.665066 nChanged 55 SP:Iteration 31Q (26104.490000 sec): 3 clusters Score: Raw -12870479.964436 + Penalty 5570.674682 = -12864909.289754 nChanged 50 SP:Iteration 32Q (26104.710000 sec): 3 clusters Score: Raw -12870495.651559 + Penalty 5570.674682 = -12864924.976876 nChanged 41 SP:Iteration 33Q (26104.930000 sec): 3 clusters Score: Raw -12870510.620092 + Penalty 5570.674682 = -12864939.945409 nChanged 43 SP:Iteration 34Q (26105.150000 sec): 3 clusters Score: Raw -12870525.358968 + Penalty 5570.674682 = -12864954.684286 nChanged 29 SP:Iteration 35Q (26105.370000 sec): 3 clusters Score: Raw -12870533.545685 + Penalty 5570.674682 = -12864962.871002 nChanged 21 SP:Iteration 36Q (26105.580000 sec): 3 clusters Score: Raw -12870540.578945 + Penalty 5570.674682 = -12864969.904263 nChanged 22 SP:Iteration 37Q (26105.800000 sec): 3 clusters Score: Raw -12870547.296187 + Penalty 5570.674682 = -12864976.621505 nChanged 23 SP:Iteration 38Q (26106.020000 sec): 3 clusters Score: Raw -12870555.313021 + Penalty 5570.674682 = -12864984.638338 nChanged 16 SP:Iteration 39Q (26106.240000 sec): 3 clusters Score: Raw -12870561.700908 + Penalty 5570.674682 = -12864991.026226 nChanged 18 SP:Iteration 40F (26106.540000 sec): 3 clusters Score: Raw -12870568.370690 + Penalty 5570.674682 = -12864997.696008 nChanged 20 SP:Iteration 41Q (26106.760000 sec): 3 clusters Score: Raw -12870575.769796 + Penalty 5570.674682 = -12865005.095114 nChanged 12 SP:Iteration 42Q (26106.970000 sec): 3 clusters Score: Raw -12870579.455565 + Penalty 5570.674682 = -12865008.780883 nChanged 13 SP:Iteration 43Q (26107.190000 sec): 3 clusters Score: Raw -12870582.557405 + Penalty 5570.674682 = -12865011.882723 nChanged 11 SP:Iteration 44Q (26107.410000 sec): 3 clusters Score: Raw -12870585.938079 + Penalty 5570.674682 = -12865015.263396 nChanged 6 SP:Iteration 45Q (26107.630000 sec): 3 clusters Score: Raw -12870587.593533 + Penalty 5570.674682 = -12865016.918851 nChanged 6 SP:Iteration 46Q (26107.850000 sec): 3 clusters Score: Raw -12870589.402140 + Penalty 5570.674682 = -12865018.727457 nChanged 5 SP:Iteration 47Q (26108.060000 sec): 3 clusters Score: Raw -12870590.722688 + Penalty 5570.674682 = -12865020.048005 nChanged 5 SP:Iteration 48Q (26108.280000 sec): 3 clusters Score: Raw -12870591.840209 + Penalty 5570.674682 = -12865021.165527 nChanged 8 SP:Iteration 49Q (26108.500000 sec): 3 clusters Score: Raw -12870594.051382 + Penalty 5570.674682 = -12865023.376700 nChanged 5 SP:Iteration 50Q (26108.720000 sec): 3 clusters Score: Raw -12870596.219707 + Penalty 5570.674682 = -12865025.545025 nChanged 9 SP:Iteration 51Q (26108.930000 sec): 3 clusters Score: Raw -12870599.161722 + Penalty 5570.674682 = -12865028.487040 nChanged 9 SP:Iteration 52Q (26109.150000 sec): 3 clusters Score: Raw -12870602.147972 + Penalty 5570.674682 = -12865031.473289 nChanged 11 SP:Iteration 53Q (26109.370000 sec): 3 clusters Score: Raw -12870606.423689 + Penalty 5570.674682 = -12865035.749006 nChanged 12 SP:Iteration 54Q (26109.580000 sec): 3 clusters Score: Raw -12870610.143465 + Penalty 5570.674682 = -12865039.468783 nChanged 11 SP:Iteration 55Q (26109.800000 sec): 3 clusters Score: Raw -12870613.958329 + Penalty 5570.674682 = -12865043.283646 nChanged 9 SP:Iteration 56Q (26110.020000 sec): 3 clusters Score: Raw -12870616.578797 + Penalty 5570.674682 = -12865045.904115 nChanged 3 SP:Iteration 57Q (26110.230000 sec): 3 clusters Score: Raw -12870617.508082 + Penalty 5570.674682 = -12865046.833400 nChanged 2 SP:Iteration 58Q (26110.450000 sec): 3 clusters Score: Raw -12870618.156599 + Penalty 5570.674682 = -12865047.481917 nChanged 3 SP:Iteration 59Q (26110.670000 sec): 3 clusters Score: Raw -12870619.266634 + Penalty 5570.674682 = -12865048.591952 nChanged 4 SP:Iteration 60F (26110.970000 sec): 3 clusters Score: Raw -12870620.999444 + Penalty 5570.674682 = -12865050.324762 nChanged 6 SP:Iteration 61Q (26111.190000 sec): 3 clusters Score: Raw -12870622.957359 + Penalty 5570.674682 = -12865052.282676 nChanged 5 SP:Iteration 62Q (26111.410000 sec): 3 clusters Score: Raw -12870624.221069 + Penalty 5570.674682 = -12865053.546387 nChanged 3 SP:Iteration 63Q (26111.630000 sec): 3 clusters Score: Raw -12870625.872758 + Penalty 5570.674682 = -12865055.198076 nChanged 3 SP:Iteration 64Q (26111.850000 sec): 3 clusters Score: Raw -12870626.612675 + Penalty 5570.674682 = -12865055.937993 nChanged 3 SP:Iteration 65Q (26112.060000 sec): 3 clusters Score: Raw -12870627.321182 + Penalty 5570.674682 = -12865056.646499 nChanged 0 SP:Iteration 66F (26112.360000 sec): 3 clusters Score: Raw -12870627.321182 + Penalty 5570.674682 = -12865056.646499 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26112.410000 sec): 2 clusters Score: Raw -1241029.115418 + Penalty 2206.659114 = -1238822.456303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26112.450000 sec): 3 clusters Score: Raw -1237246.003888 + Penalty 4413.318229 = -1232832.685659 nChanged 2985 SP:Iteration 1F (26112.470000 sec): 3 clusters Score: Raw -1238847.900449 + Penalty 4413.318229 = -1234434.582220 nChanged 516 SP:Iteration 2F (26112.500000 sec): 3 clusters Score: Raw -1239129.516392 + Penalty 4413.318229 = -1234716.198163 nChanged 390 SP:Iteration 3F (26112.530000 sec): 3 clusters Score: Raw -1239302.817465 + Penalty 4413.318229 = -1234889.499237 nChanged 267 SP:Iteration 4Q (26112.560000 sec): 3 clusters Score: Raw -1239411.443233 + Penalty 4413.318229 = -1234998.125004 nChanged 218 SP:Iteration 5Q (26112.590000 sec): 3 clusters Score: Raw -1239513.301754 + Penalty 4413.318229 = -1235099.983525 nChanged 207 SP:Iteration 6Q (26112.620000 sec): 3 clusters Score: Raw -1239613.881371 + Penalty 4413.318229 = -1235200.563142 nChanged 189 SP:Iteration 7Q (26112.650000 sec): 3 clusters Score: Raw -1239722.719416 + Penalty 4413.318229 = -1235309.401188 nChanged 204 SP:Iteration 8Q (26112.670000 sec): 3 clusters Score: Raw -1239861.338792 + Penalty 4413.318229 = -1235448.020563 nChanged 229 SP:Iteration 9Q (26112.710000 sec): 3 clusters Score: Raw -1240029.112507 + Penalty 4413.318229 = -1235615.794278 nChanged 249 SP:Iteration 10Q (26112.730000 sec): 3 clusters Score: Raw -1240224.877536 + Penalty 4413.318229 = -1235811.559307 nChanged 290 SP:Iteration 11Q (26112.760000 sec): 3 clusters Score: Raw -1240452.677598 + Penalty 4413.318229 = -1236039.359369 nChanged 311 SP:Iteration 12Q (26112.790000 sec): 3 clusters Score: Raw -1240662.501962 + Penalty 4413.318229 = -1236249.183733 nChanged 279 SP:Iteration 13Q (26112.820000 sec): 3 clusters Score: Raw -1240844.827442 + Penalty 4413.318229 = -1236431.509214 nChanged 261 SP:Iteration 14Q (26112.850000 sec): 3 clusters Score: Raw -1241004.146154 + Penalty 4413.318229 = -1236590.827925 nChanged 236 SP:Iteration 15Q (26112.870000 sec): 3 clusters Score: Raw -1241131.002804 + Penalty 4413.318229 = -1236717.684575 nChanged 192 SP:Iteration 16Q (26112.900000 sec): 3 clusters Score: Raw -1241226.614101 + Penalty 4413.318229 = -1236813.295872 nChanged 144 SP:Iteration 17Q (26112.930000 sec): 3 clusters Score: Raw -1241294.934308 + Penalty 4413.318229 = -1236881.616079 nChanged 130 SP:Iteration 18Q (26112.950000 sec): 3 clusters Score: Raw -1241353.024815 + Penalty 4413.318229 = -1236939.706586 nChanged 111 SP:Iteration 19Q (26112.980000 sec): 3 clusters Score: Raw -1241391.111558 + Penalty 4413.318229 = -1236977.793330 nChanged 80 SP:Iteration 20F (26113.010000 sec): 3 clusters Score: Raw -1241413.755324 + Penalty 4413.318229 = -1237000.437096 nChanged 64 SP:Iteration 21Q (26113.040000 sec): 3 clusters Score: Raw -1241433.541822 + Penalty 4413.318229 = -1237020.223593 nChanged 56 SP:Iteration 22Q (26113.060000 sec): 3 clusters Score: Raw -1241449.430574 + Penalty 4413.318229 = -1237036.112346 nChanged 45 SP:Iteration 23Q (26113.090000 sec): 3 clusters Score: Raw -1241461.081203 + Penalty 4413.318229 = -1237047.762975 nChanged 46 SP:Iteration 24Q (26113.120000 sec): 3 clusters Score: Raw -1241475.377099 + Penalty 4413.318229 = -1237062.058870 nChanged 45 SP:Iteration 25Q (26113.150000 sec): 3 clusters Score: Raw -1241490.633136 + Penalty 4413.318229 = -1237077.314907 nChanged 42 SP:Iteration 26Q (26113.170000 sec): 3 clusters Score: Raw -1241501.966674 + Penalty 4413.318229 = -1237088.648446 nChanged 36 SP:Iteration 27Q (26113.200000 sec): 3 clusters Score: Raw -1241512.946876 + Penalty 4413.318229 = -1237099.628647 nChanged 31 SP:Iteration 28Q (26113.230000 sec): 3 clusters Score: Raw -1241520.861017 + Penalty 4413.318229 = -1237107.542788 nChanged 24 SP:Iteration 29Q (26113.250000 sec): 3 clusters Score: Raw -1241526.188882 + Penalty 4413.318229 = -1237112.870653 nChanged 22 SP:Iteration 30Q (26113.280000 sec): 3 clusters Score: Raw -1241532.920956 + Penalty 4413.318229 = -1237119.602728 nChanged 27 SP:Iteration 31Q (26113.310000 sec): 3 clusters Score: Raw -1241542.290164 + Penalty 4413.318229 = -1237128.971935 nChanged 27 SP:Iteration 32Q (26113.330000 sec): 3 clusters Score: Raw -1241549.101017 + Penalty 4413.318229 = -1237135.782788 nChanged 22 SP:Iteration 33Q (26113.360000 sec): 3 clusters Score: Raw -1241554.590971 + Penalty 4413.318229 = -1237141.272742 nChanged 24 SP:Iteration 34Q (26113.390000 sec): 3 clusters Score: Raw -1241561.049501 + Penalty 4413.318229 = -1237147.731272 nChanged 22 SP:Iteration 35Q (26113.410000 sec): 3 clusters Score: Raw -1241567.360765 + Penalty 4413.318229 = -1237154.042536 nChanged 34 SP:Iteration 36Q (26113.440000 sec): 3 clusters Score: Raw -1241577.457510 + Penalty 4413.318229 = -1237164.139281 nChanged 32 SP:Iteration 37Q (26113.470000 sec): 3 clusters Score: Raw -1241587.047957 + Penalty 4413.318229 = -1237173.729728 nChanged 29 SP:Iteration 38Q (26113.490000 sec): 3 clusters Score: Raw -1241595.010145 + Penalty 4413.318229 = -1237181.691916 nChanged 22 SP:Iteration 39Q (26113.520000 sec): 3 clusters Score: Raw -1241601.430971 + Penalty 4413.318229 = -1237188.112742 nChanged 29 SP:Iteration 40F (26113.550000 sec): 3 clusters Score: Raw -1241611.009995 + Penalty 4413.318229 = -1237197.691766 nChanged 27 SP:Iteration 41Q (26113.580000 sec): 3 clusters Score: Raw -1241618.606107 + Penalty 4413.318229 = -1237205.287878 nChanged 27 SP:Iteration 42Q (26113.610000 sec): 3 clusters Score: Raw -1241628.062718 + Penalty 4413.318229 = -1237214.744490 nChanged 29 SP:Iteration 43Q (26113.630000 sec): 3 clusters Score: Raw -1241635.221219 + Penalty 4413.318229 = -1237221.902990 nChanged 23 SP:Iteration 44Q (26113.660000 sec): 3 clusters Score: Raw -1241641.363919 + Penalty 4413.318229 = -1237228.045690 nChanged 20 SP:Iteration 45Q (26113.690000 sec): 3 clusters Score: Raw -1241646.490390 + Penalty 4413.318229 = -1237233.172161 nChanged 24 SP:Iteration 46Q (26113.710000 sec): 3 clusters Score: Raw -1241654.692908 + Penalty 4413.318229 = -1237241.374680 nChanged 26 SP:Iteration 47Q (26113.740000 sec): 3 clusters Score: Raw -1241662.015172 + Penalty 4413.318229 = -1237248.696943 nChanged 21 SP:Iteration 48Q (26113.770000 sec): 3 clusters Score: Raw -1241668.134638 + Penalty 4413.318229 = -1237254.816409 nChanged 27 SP:Iteration 49Q (26113.790000 sec): 3 clusters Score: Raw -1241676.456448 + Penalty 4413.318229 = -1237263.138219 nChanged 20 SP:Iteration 50Q (26113.820000 sec): 3 clusters Score: Raw -1241681.540250 + Penalty 4413.318229 = -1237268.222021 nChanged 14 SP:Iteration 51Q (26113.850000 sec): 3 clusters Score: Raw -1241685.294504 + Penalty 4413.318229 = -1237271.976275 nChanged 13 SP:Iteration 52Q (26113.870000 sec): 3 clusters Score: Raw -1241688.612353 + Penalty 4413.318229 = -1237275.294124 nChanged 16 SP:Iteration 53Q (26113.900000 sec): 3 clusters Score: Raw -1241693.688429 + Penalty 4413.318229 = -1237280.370201 nChanged 14 SP:Iteration 54Q (26113.930000 sec): 3 clusters Score: Raw -1241697.952590 + Penalty 4413.318229 = -1237284.634361 nChanged 20 SP:Iteration 55Q (26113.960000 sec): 3 clusters Score: Raw -1241702.927568 + Penalty 4413.318229 = -1237289.609339 nChanged 16 SP:Iteration 56Q (26113.980000 sec): 3 clusters Score: Raw -1241707.226345 + Penalty 4413.318229 = -1237293.908117 nChanged 12 SP:Iteration 57Q (26114.010000 sec): 3 clusters Score: Raw -1241709.945798 + Penalty 4413.318229 = -1237296.627569 nChanged 11 SP:Iteration 58Q (26114.040000 sec): 3 clusters Score: Raw -1241712.855956 + Penalty 4413.318229 = -1237299.537727 nChanged 11 SP:Iteration 59Q (26114.070000 sec): 3 clusters Score: Raw -1241716.338881 + Penalty 4413.318229 = -1237303.020652 nChanged 12 SP:Iteration 60F (26114.090000 sec): 3 clusters Score: Raw -1241719.073136 + Penalty 4413.318229 = -1237305.754908 nChanged 9 SP:Iteration 61Q (26114.120000 sec): 3 clusters Score: Raw -1241721.784583 + Penalty 4413.318229 = -1237308.466354 nChanged 9 SP:Iteration 62Q (26114.150000 sec): 3 clusters Score: Raw -1241723.795622 + Penalty 4413.318229 = -1237310.477394 nChanged 11 SP:Iteration 63Q (26114.170000 sec): 3 clusters Score: Raw -1241726.313938 + Penalty 4413.318229 = -1237312.995709 nChanged 6 SP:Iteration 64Q (26114.200000 sec): 3 clusters Score: Raw -1241727.840883 + Penalty 4413.318229 = -1237314.522654 nChanged 4 SP:Iteration 65Q (26114.230000 sec): 3 clusters Score: Raw -1241728.719136 + Penalty 4413.318229 = -1237315.400907 nChanged 3 SP:Iteration 66Q (26114.260000 sec): 3 clusters Score: Raw -1241729.299054 + Penalty 4413.318229 = -1237315.980825 nChanged 3 SP:Iteration 67Q (26114.280000 sec): 3 clusters Score: Raw -1241729.617671 + Penalty 4413.318229 = -1237316.299442 nChanged 1 SP:Iteration 68Q (26114.310000 sec): 3 clusters Score: Raw -1241729.797233 + Penalty 4413.318229 = -1237316.479004 nChanged 0 SP:Iteration 69F (26114.340000 sec): 3 clusters Score: Raw -1241729.797233 + Penalty 4413.318229 = -1237316.479004 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26114.390000 sec): 2 clusters Score: Raw -2078887.899821 + Penalty 2332.726151 = -2076555.173670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26114.440000 sec): 3 clusters Score: Raw -2072322.190870 + Penalty 4665.452302 = -2067656.738568 nChanged 5118 SP:Iteration 1F (26114.490000 sec): 3 clusters Score: Raw -2074995.433814 + Penalty 4665.452302 = -2070329.981511 nChanged 682 SP:Iteration 2F (26114.530000 sec): 3 clusters Score: Raw -2075267.474161 + Penalty 4665.452302 = -2070602.021859 nChanged 518 SP:Iteration 3Q (26114.580000 sec): 3 clusters Score: Raw -2075462.166639 + Penalty 4665.452302 = -2070796.714337 nChanged 435 SP:Iteration 4Q (26114.630000 sec): 3 clusters Score: Raw -2075615.578885 + Penalty 4665.452302 = -2070950.126582 nChanged 360 SP:Iteration 5Q (26114.680000 sec): 3 clusters Score: Raw -2075734.282156 + Penalty 4665.452302 = -2071068.829854 nChanged 307 SP:Iteration 6Q (26114.730000 sec): 3 clusters Score: Raw -2075831.200230 + Penalty 4665.452302 = -2071165.747927 nChanged 273 SP:Iteration 7Q (26114.770000 sec): 3 clusters Score: Raw -2075916.604459 + Penalty 4665.452302 = -2071251.152156 nChanged 247 SP:Iteration 8Q (26114.820000 sec): 3 clusters Score: Raw -2075988.477729 + Penalty 4665.452302 = -2071323.025426 nChanged 236 SP:Iteration 9Q (26114.870000 sec): 3 clusters Score: Raw -2076066.465965 + Penalty 4665.452302 = -2071401.013662 nChanged 313 SP:Iteration 10Q (26114.920000 sec): 3 clusters Score: Raw -2076175.040883 + Penalty 4665.452302 = -2071509.588580 nChanged 331 SP:Iteration 11Q (26114.970000 sec): 3 clusters Score: Raw -2076302.095411 + Penalty 4665.452302 = -2071636.643109 nChanged 389 SP:Iteration 12Q (26115.010000 sec): 3 clusters Score: Raw -2076467.602661 + Penalty 4665.452302 = -2071802.150358 nChanged 443 SP:Iteration 13Q (26115.060000 sec): 3 clusters Score: Raw -2076698.169751 + Penalty 4665.452302 = -2072032.717448 nChanged 493 SP:Iteration 14Q (26115.110000 sec): 3 clusters Score: Raw -2077001.002615 + Penalty 4665.452302 = -2072335.550313 nChanged 545 SP:Iteration 15Q (26115.150000 sec): 3 clusters Score: Raw -2077392.992224 + Penalty 4665.452302 = -2072727.539922 nChanged 558 SP:Iteration 16Q (26115.200000 sec): 3 clusters Score: Raw -2077800.009830 + Penalty 4665.452302 = -2073134.557527 nChanged 505 SP:Iteration 17Q (26115.250000 sec): 3 clusters Score: Raw -2078193.651794 + Penalty 4665.452302 = -2073528.199492 nChanged 449 SP:Iteration 18Q (26115.290000 sec): 3 clusters Score: Raw -2078543.268903 + Penalty 4665.452302 = -2073877.816601 nChanged 317 SP:Iteration 19Q (26115.340000 sec): 3 clusters Score: Raw -2078770.433389 + Penalty 4665.452302 = -2074104.981086 nChanged 220 SP:Iteration 20F (26115.390000 sec): 3 clusters Score: Raw -2078916.533906 + Penalty 4665.452302 = -2074251.081604 nChanged 151 SP:Iteration 21Q (26115.430000 sec): 3 clusters Score: Raw -2079020.587764 + Penalty 4665.452302 = -2074355.135462 nChanged 92 SP:Iteration 22Q (26115.470000 sec): 3 clusters Score: Raw -2079086.794661 + Penalty 4665.452302 = -2074421.342358 nChanged 66 SP:Iteration 23Q (26115.510000 sec): 3 clusters Score: Raw -2079132.641846 + Penalty 4665.452302 = -2074467.189544 nChanged 37 SP:Iteration 24Q (26115.550000 sec): 3 clusters Score: Raw -2079158.668297 + Penalty 4665.452302 = -2074493.215994 nChanged 31 SP:Iteration 25Q (26115.590000 sec): 3 clusters Score: Raw -2079176.346096 + Penalty 4665.452302 = -2074510.893794 nChanged 18 SP:Iteration 26Q (26115.630000 sec): 3 clusters Score: Raw -2079186.735608 + Penalty 4665.452302 = -2074521.283305 nChanged 18 SP:Iteration 27Q (26115.680000 sec): 3 clusters Score: Raw -2079196.366938 + Penalty 4665.452302 = -2074530.914635 nChanged 16 SP:Iteration 28Q (26115.720000 sec): 3 clusters Score: Raw -2079205.345496 + Penalty 4665.452302 = -2074539.893193 nChanged 16 SP:Iteration 29Q (26115.760000 sec): 3 clusters Score: Raw -2079215.499541 + Penalty 4665.452302 = -2074550.047239 nChanged 14 SP:Iteration 30Q (26115.790000 sec): 3 clusters Score: Raw -2079224.727253 + Penalty 4665.452302 = -2074559.274951 nChanged 12 SP:Iteration 31Q (26115.830000 sec): 3 clusters Score: Raw -2079233.709346 + Penalty 4665.452302 = -2074568.257044 nChanged 11 SP:Iteration 32Q (26115.870000 sec): 3 clusters Score: Raw -2079242.226013 + Penalty 4665.452302 = -2074576.773711 nChanged 6 SP:Iteration 33Q (26115.910000 sec): 3 clusters Score: Raw -2079245.518469 + Penalty 4665.452302 = -2074580.066167 nChanged 6 SP:Iteration 34Q (26115.950000 sec): 3 clusters Score: Raw -2079248.683395 + Penalty 4665.452302 = -2074583.231092 nChanged 5 SP:Iteration 35Q (26115.990000 sec): 3 clusters Score: Raw -2079251.357372 + Penalty 4665.452302 = -2074585.905070 nChanged 3 SP:Iteration 36Q (26116.030000 sec): 3 clusters Score: Raw -2079253.357167 + Penalty 4665.452302 = -2074587.904864 nChanged 1 SP:Iteration 37Q (26116.070000 sec): 3 clusters Score: Raw -2079254.175040 + Penalty 4665.452302 = -2074588.722738 nChanged 4 SP:Iteration 38Q (26116.110000 sec): 3 clusters Score: Raw -2079256.666890 + Penalty 4665.452302 = -2074591.214588 nChanged 5 SP:Iteration 39Q (26116.150000 sec): 3 clusters Score: Raw -2079259.102674 + Penalty 4665.452302 = -2074593.650372 nChanged 6 SP:Iteration 40F (26116.200000 sec): 3 clusters Score: Raw -2079262.780070 + Penalty 4665.452302 = -2074597.327767 nChanged 5 SP:Iteration 41Q (26116.240000 sec): 3 clusters Score: Raw -2079266.789462 + Penalty 4665.452302 = -2074601.337159 nChanged 5 SP:Iteration 42Q (26116.280000 sec): 3 clusters Score: Raw -2079271.258863 + Penalty 4665.452302 = -2074605.806561 nChanged 2 SP:Iteration 43Q (26116.310000 sec): 3 clusters Score: Raw -2079272.363760 + Penalty 4665.452302 = -2074606.911457 nChanged 1 SP:Iteration 44Q (26116.350000 sec): 3 clusters Score: Raw -2079272.865333 + Penalty 4665.452302 = -2074607.413031 nChanged 1 SP:Iteration 45Q (26116.390000 sec): 3 clusters Score: Raw -2079273.397639 + Penalty 4665.452302 = -2074607.945337 nChanged 2 SP:Iteration 46Q (26116.430000 sec): 3 clusters Score: Raw -2079275.616950 + Penalty 4665.452302 = -2074610.164647 nChanged 1 SP:Iteration 47Q (26116.470000 sec): 3 clusters Score: Raw -2079276.090587 + Penalty 4665.452302 = -2074610.638284 nChanged 0 SP:Iteration 48F (26116.520000 sec): 3 clusters Score: Raw -2079276.090587 + Penalty 4665.452302 = -2074610.638284 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26116.600000 sec): 2 clusters Score: Raw -3496911.591767 + Penalty 2472.310600 = -3494439.281167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26116.680000 sec): 3 clusters Score: Raw -3484433.634979 + Penalty 4944.621200 = -3479489.013779 nChanged 9435 SP:Iteration 1F (26116.770000 sec): 3 clusters Score: Raw -3489326.866335 + Penalty 4944.621200 = -3484382.245135 nChanged 1210 SP:Iteration 2F (26116.850000 sec): 3 clusters Score: Raw -3489858.246139 + Penalty 4944.621200 = -3484913.624939 nChanged 1183 SP:Iteration 3F (26116.930000 sec): 3 clusters Score: Raw -3490416.218758 + Penalty 4944.621200 = -3485471.597558 nChanged 1084 SP:Iteration 4F (26117.020000 sec): 3 clusters Score: Raw -3490976.943232 + Penalty 4944.621200 = -3486032.322032 nChanged 1085 SP:Iteration 5F (26117.110000 sec): 3 clusters Score: Raw -3491568.630698 + Penalty 4944.621200 = -3486624.009498 nChanged 1036 SP:Iteration 6Q (26117.190000 sec): 3 clusters Score: Raw -3492146.623400 + Penalty 4944.621200 = -3487202.002200 nChanged 1053 SP:Iteration 7Q (26117.280000 sec): 3 clusters Score: Raw -3492708.406260 + Penalty 4944.621200 = -3487763.785060 nChanged 1000 SP:Iteration 8Q (26117.360000 sec): 3 clusters Score: Raw -3493232.859956 + Penalty 4944.621200 = -3488288.238756 nChanged 971 SP:Iteration 9Q (26117.450000 sec): 3 clusters Score: Raw -3493721.030190 + Penalty 4944.621200 = -3488776.408990 nChanged 811 SP:Iteration 10Q (26117.530000 sec): 3 clusters Score: Raw -3494132.625865 + Penalty 4944.621200 = -3489188.004665 nChanged 783 SP:Iteration 11Q (26117.610000 sec): 3 clusters Score: Raw -3494546.861417 + Penalty 4944.621200 = -3489602.240217 nChanged 742 SP:Iteration 12Q (26117.700000 sec): 3 clusters Score: Raw -3494941.228571 + Penalty 4944.621200 = -3489996.607371 nChanged 653 SP:Iteration 13Q (26117.780000 sec): 3 clusters Score: Raw -3495249.830798 + Penalty 4944.621200 = -3490305.209598 nChanged 465 SP:Iteration 14Q (26117.860000 sec): 3 clusters Score: Raw -3495439.030966 + Penalty 4944.621200 = -3490494.409766 nChanged 385 SP:Iteration 15Q (26117.950000 sec): 3 clusters Score: Raw -3495583.589985 + Penalty 4944.621200 = -3490638.968785 nChanged 331 SP:Iteration 16Q (26118.030000 sec): 3 clusters Score: Raw -3495704.679332 + Penalty 4944.621200 = -3490760.058132 nChanged 296 SP:Iteration 17Q (26118.110000 sec): 3 clusters Score: Raw -3495812.525251 + Penalty 4944.621200 = -3490867.904051 nChanged 304 SP:Iteration 18Q (26118.190000 sec): 3 clusters Score: Raw -3495910.825416 + Penalty 4944.621200 = -3490966.204216 nChanged 277 SP:Iteration 19Q (26118.270000 sec): 3 clusters Score: Raw -3495997.525174 + Penalty 4944.621200 = -3491052.903974 nChanged 263 SP:Iteration 20F (26118.350000 sec): 3 clusters Score: Raw -3496070.091146 + Penalty 4944.621200 = -3491125.469946 nChanged 227 SP:Iteration 21Q (26118.440000 sec): 3 clusters Score: Raw -3496136.384587 + Penalty 4944.621200 = -3491191.763387 nChanged 240 SP:Iteration 22Q (26118.520000 sec): 3 clusters Score: Raw -3496196.670222 + Penalty 4944.621200 = -3491252.049022 nChanged 215 SP:Iteration 23Q (26118.600000 sec): 3 clusters Score: Raw -3496250.905154 + Penalty 4944.621200 = -3491306.283954 nChanged 216 SP:Iteration 24Q (26118.680000 sec): 3 clusters Score: Raw -3496304.997174 + Penalty 4944.621200 = -3491360.375974 nChanged 221 SP:Iteration 25Q (26118.760000 sec): 3 clusters Score: Raw -3496358.392871 + Penalty 4944.621200 = -3491413.771671 nChanged 186 SP:Iteration 26Q (26118.840000 sec): 3 clusters Score: Raw -3496403.948658 + Penalty 4944.621200 = -3491459.327458 nChanged 203 SP:Iteration 27Q (26118.920000 sec): 3 clusters Score: Raw -3496453.600255 + Penalty 4944.621200 = -3491508.979055 nChanged 180 SP:Iteration 28Q (26118.990000 sec): 3 clusters Score: Raw -3496496.409437 + Penalty 4944.621200 = -3491551.788237 nChanged 195 SP:Iteration 29Q (26119.070000 sec): 3 clusters Score: Raw -3496547.911411 + Penalty 4944.621200 = -3491603.290211 nChanged 177 SP:Iteration 30Q (26119.150000 sec): 3 clusters Score: Raw -3496590.055436 + Penalty 4944.621200 = -3491645.434236 nChanged 163 SP:Iteration 31Q (26119.230000 sec): 3 clusters Score: Raw -3496628.914139 + Penalty 4944.621200 = -3491684.292939 nChanged 154 SP:Iteration 32Q (26119.310000 sec): 3 clusters Score: Raw -3496662.585579 + Penalty 4944.621200 = -3491717.964379 nChanged 155 SP:Iteration 33Q (26119.390000 sec): 3 clusters Score: Raw -3496699.050083 + Penalty 4944.621200 = -3491754.428883 nChanged 175 SP:Iteration 34Q (26119.460000 sec): 3 clusters Score: Raw -3496745.113232 + Penalty 4944.621200 = -3491800.492032 nChanged 181 SP:Iteration 35Q (26119.540000 sec): 3 clusters Score: Raw -3496792.504102 + Penalty 4944.621200 = -3491847.882902 nChanged 194 SP:Iteration 36Q (26119.610000 sec): 3 clusters Score: Raw -3496843.989626 + Penalty 4944.621200 = -3491899.368426 nChanged 181 SP:Iteration 37Q (26119.690000 sec): 3 clusters Score: Raw -3496888.710960 + Penalty 4944.621200 = -3491944.089760 nChanged 170 SP:Iteration 38Q (26119.770000 sec): 3 clusters Score: Raw -3496929.883740 + Penalty 4944.621200 = -3491985.262540 nChanged 153 SP:Iteration 39Q (26119.840000 sec): 3 clusters Score: Raw -3496968.701726 + Penalty 4944.621200 = -3492024.080526 nChanged 155 SP:Iteration 40F (26119.930000 sec): 3 clusters Score: Raw -3497010.480437 + Penalty 4944.621200 = -3492065.859237 nChanged 159 SP:Iteration 41Q (26120.000000 sec): 3 clusters Score: Raw -3497053.233114 + Penalty 4944.621200 = -3492108.611914 nChanged 146 SP:Iteration 42Q (26120.070000 sec): 3 clusters Score: Raw -3497088.266293 + Penalty 4944.621200 = -3492143.645093 nChanged 124 SP:Iteration 43Q (26120.150000 sec): 3 clusters Score: Raw -3497115.848657 + Penalty 4944.621200 = -3492171.227457 nChanged 116 SP:Iteration 44Q (26120.220000 sec): 3 clusters Score: Raw -3497142.263520 + Penalty 4944.621200 = -3492197.642320 nChanged 107 SP:Iteration 45Q (26120.290000 sec): 3 clusters Score: Raw -3497164.229533 + Penalty 4944.621200 = -3492219.608333 nChanged 97 SP:Iteration 46Q (26120.370000 sec): 3 clusters Score: Raw -3497186.267425 + Penalty 4944.621200 = -3492241.646225 nChanged 94 SP:Iteration 47Q (26120.440000 sec): 3 clusters Score: Raw -3497208.713826 + Penalty 4944.621200 = -3492264.092626 nChanged 99 SP:Iteration 48Q (26120.510000 sec): 3 clusters Score: Raw -3497233.604516 + Penalty 4944.621200 = -3492288.983316 nChanged 112 SP:Iteration 49Q (26120.580000 sec): 3 clusters Score: Raw -3497264.850064 + Penalty 4944.621200 = -3492320.228864 nChanged 89 SP:Iteration 50Q (26120.650000 sec): 3 clusters Score: Raw -3497288.985243 + Penalty 4944.621200 = -3492344.364043 nChanged 101 SP:Iteration 51Q (26120.720000 sec): 3 clusters Score: Raw -3497315.734947 + Penalty 4944.621200 = -3492371.113747 nChanged 93 SP:Iteration 52Q (26120.790000 sec): 3 clusters Score: Raw -3497337.592122 + Penalty 4944.621200 = -3492392.970922 nChanged 83 SP:Iteration 53Q (26120.860000 sec): 3 clusters Score: Raw -3497357.362507 + Penalty 4944.621200 = -3492412.741307 nChanged 68 SP:Iteration 54Q (26120.930000 sec): 3 clusters Score: Raw -3497373.312190 + Penalty 4944.621200 = -3492428.690990 nChanged 51 SP:Iteration 55Q (26121.000000 sec): 3 clusters Score: Raw -3497384.440664 + Penalty 4944.621200 = -3492439.819464 nChanged 48 SP:Iteration 56Q (26121.070000 sec): 3 clusters Score: Raw -3497395.443345 + Penalty 4944.621200 = -3492450.822145 nChanged 56 SP:Iteration 57Q (26121.140000 sec): 3 clusters Score: Raw -3497406.917851 + Penalty 4944.621200 = -3492462.296651 nChanged 33 SP:Iteration 58Q (26121.210000 sec): 3 clusters Score: Raw -3497413.547485 + Penalty 4944.621200 = -3492468.926285 nChanged 40 SP:Iteration 59Q (26121.280000 sec): 3 clusters Score: Raw -3497422.314160 + Penalty 4944.621200 = -3492477.692960 nChanged 38 SP:Iteration 60F (26121.360000 sec): 3 clusters Score: Raw -3497430.968774 + Penalty 4944.621200 = -3492486.347574 nChanged 40 SP:Iteration 61Q (26121.430000 sec): 3 clusters Score: Raw -3497440.671796 + Penalty 4944.621200 = -3492496.050596 nChanged 47 SP:Iteration 62Q (26121.500000 sec): 3 clusters Score: Raw -3497452.334726 + Penalty 4944.621200 = -3492507.713526 nChanged 40 SP:Iteration 63Q (26121.570000 sec): 3 clusters Score: Raw -3497462.260251 + Penalty 4944.621200 = -3492517.639051 nChanged 29 SP:Iteration 64Q (26121.630000 sec): 3 clusters Score: Raw -3497468.937527 + Penalty 4944.621200 = -3492524.316327 nChanged 19 SP:Iteration 65Q (26121.700000 sec): 3 clusters Score: Raw -3497472.115488 + Penalty 4944.621200 = -3492527.494288 nChanged 29 SP:Iteration 66Q (26121.770000 sec): 3 clusters Score: Raw -3497477.278703 + Penalty 4944.621200 = -3492532.657503 nChanged 38 SP:Iteration 67Q (26121.840000 sec): 3 clusters Score: Raw -3497485.999920 + Penalty 4944.621200 = -3492541.378720 nChanged 37 SP:Iteration 68Q (26121.900000 sec): 3 clusters Score: Raw -3497495.457748 + Penalty 4944.621200 = -3492550.836548 nChanged 37 SP:Iteration 69Q (26121.970000 sec): 3 clusters Score: Raw -3497506.403499 + Penalty 4944.621200 = -3492561.782299 nChanged 40 SP:Iteration 70Q (26122.040000 sec): 3 clusters Score: Raw -3497516.287766 + Penalty 4944.621200 = -3492571.666566 nChanged 30 SP:Iteration 71Q (26122.110000 sec): 3 clusters Score: Raw -3497523.406298 + Penalty 4944.621200 = -3492578.785098 nChanged 21 SP:Iteration 72Q (26122.170000 sec): 3 clusters Score: Raw -3497527.641713 + Penalty 4944.621200 = -3492583.020513 nChanged 12 SP:Iteration 73Q (26122.240000 sec): 3 clusters Score: Raw -3497530.096526 + Penalty 4944.621200 = -3492585.475326 nChanged 10 SP:Iteration 74Q (26122.310000 sec): 3 clusters Score: Raw -3497532.504816 + Penalty 4944.621200 = -3492587.883616 nChanged 12 SP:Iteration 75Q (26122.370000 sec): 3 clusters Score: Raw -3497535.203355 + Penalty 4944.621200 = -3492590.582156 nChanged 12 SP:Iteration 76Q (26122.440000 sec): 3 clusters Score: Raw -3497537.769101 + Penalty 4944.621200 = -3492593.147901 nChanged 16 SP:Iteration 77Q (26122.510000 sec): 3 clusters Score: Raw -3497540.571354 + Penalty 4944.621200 = -3492595.950154 nChanged 9 SP:Iteration 78Q (26122.570000 sec): 3 clusters Score: Raw -3497542.054000 + Penalty 4944.621200 = -3492597.432801 nChanged 7 SP:Iteration 79Q (26122.640000 sec): 3 clusters Score: Raw -3497543.260109 + Penalty 4944.621200 = -3492598.638909 nChanged 6 SP:Iteration 80F (26122.720000 sec): 3 clusters Score: Raw -3497544.562460 + Penalty 4944.621200 = -3492599.941260 nChanged 6 SP:Iteration 81Q (26122.790000 sec): 3 clusters Score: Raw -3497545.993697 + Penalty 4944.621200 = -3492601.372497 nChanged 5 SP:Iteration 82Q (26122.850000 sec): 3 clusters Score: Raw -3497546.694387 + Penalty 4944.621200 = -3492602.073187 nChanged 3 SP:Iteration 83Q (26122.920000 sec): 3 clusters Score: Raw -3497547.209279 + Penalty 4944.621200 = -3492602.588079 nChanged 1 SP:Iteration 84Q (26122.990000 sec): 3 clusters Score: Raw -3497547.294741 + Penalty 4944.621200 = -3492602.673541 nChanged 0 SP:Iteration 85F (26123.070000 sec): 3 clusters Score: Raw -3497547.294741 + Penalty 4944.621200 = -3492602.673541 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26123.090000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26123.090000 sec): 3 clusters Score: Raw -29263.437210 + Penalty 2605.127620 = -26658.309589 nChanged 10 SP:Iteration 1F (26123.090000 sec): 3 clusters Score: Raw -29331.690522 + Penalty 2605.127620 = -26726.562901 nChanged 5 SP:Iteration 2Q (26123.090000 sec): 3 clusters Score: Raw -29358.887275 + Penalty 2605.127620 = -26753.759655 nChanged 1 SP:Iteration 3Q (26123.090000 sec): 3 clusters Score: Raw -29365.236300 + Penalty 2605.127620 = -26760.108680 nChanged 0 SP:Iteration 4F (26123.090000 sec): 3 clusters Score: Raw -29365.236300 + Penalty 2605.127620 = -26760.108680 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26123.100000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26123.100000 sec): 3 clusters Score: Raw -84007.901235 + Penalty 3098.068956 = -80909.832279 nChanged 79 SP:Iteration 1F (26123.110000 sec): 3 clusters Score: Raw -84193.688173 + Penalty 3098.068956 = -81095.619218 nChanged 26 SP:Iteration 2F (26123.110000 sec): 3 clusters Score: Raw -84260.040091 + Penalty 3098.068956 = -81161.971135 nChanged 11 SP:Iteration 3Q (26123.110000 sec): 3 clusters Score: Raw -84290.249580 + Penalty 3098.068956 = -81192.180624 nChanged 7 SP:Iteration 4Q (26123.110000 sec): 3 clusters Score: Raw -84321.819109 + Penalty 3098.068956 = -81223.750153 nChanged 7 SP:Iteration 5Q (26123.110000 sec): 3 clusters Score: Raw -84339.263344 + Penalty 3098.068956 = -81241.194389 nChanged 4 SP:Iteration 6Q (26123.110000 sec): 3 clusters Score: Raw -84352.866489 + Penalty 3098.068956 = -81254.797533 nChanged 3 SP:Iteration 7Q (26123.120000 sec): 3 clusters Score: Raw -84362.712693 + Penalty 3098.068956 = -81264.643737 nChanged 3 SP:Iteration 8Q (26123.120000 sec): 3 clusters Score: Raw -84372.688399 + Penalty 3098.068956 = -81274.619443 nChanged 1 SP:Iteration 9Q (26123.120000 sec): 3 clusters Score: Raw -84374.039019 + Penalty 3098.068956 = -81275.970064 nChanged 1 SP:Iteration 10Q (26123.120000 sec): 3 clusters Score: Raw -84375.578381 + Penalty 3098.068956 = -81277.509426 nChanged 0 SP:Iteration 11F (26123.120000 sec): 3 clusters Score: Raw -84375.578381 + Penalty 3098.068956 = -81277.509426 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26123.130000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26123.140000 sec): 3 clusters Score: Raw -184349.556023 + Penalty 3459.805308 = -180889.750715 nChanged 257 SP:Iteration 1F (26123.140000 sec): 3 clusters Score: Raw -184620.260760 + Penalty 3459.805308 = -181160.455452 nChanged 57 SP:Iteration 2F (26123.150000 sec): 3 clusters Score: Raw -184712.092057 + Penalty 3459.805308 = -181252.286749 nChanged 48 SP:Iteration 3Q (26123.150000 sec): 3 clusters Score: Raw -184783.515892 + Penalty 3459.805308 = -181323.710584 nChanged 24 SP:Iteration 4Q (26123.150000 sec): 3 clusters Score: Raw -184827.880585 + Penalty 3459.805308 = -181368.075277 nChanged 23 SP:Iteration 5Q (26123.160000 sec): 3 clusters Score: Raw -184863.090605 + Penalty 3459.805308 = -181403.285297 nChanged 19 SP:Iteration 6Q (26123.170000 sec): 3 clusters Score: Raw -184890.806102 + Penalty 3459.805308 = -181431.000794 nChanged 18 SP:Iteration 7Q (26123.170000 sec): 3 clusters Score: Raw -184920.880756 + Penalty 3459.805308 = -181461.075448 nChanged 23 SP:Iteration 8Q (26123.170000 sec): 3 clusters Score: Raw -184953.010330 + Penalty 3459.805308 = -181493.205022 nChanged 14 SP:Iteration 9Q (26123.180000 sec): 3 clusters Score: Raw -184980.937396 + Penalty 3459.805308 = -181521.132088 nChanged 16 SP:Iteration 10Q (26123.180000 sec): 3 clusters Score: Raw -185005.429988 + Penalty 3459.805308 = -181545.624680 nChanged 15 SP:Iteration 11Q (26123.190000 sec): 3 clusters Score: Raw -185023.904281 + Penalty 3459.805308 = -181564.098973 nChanged 9 SP:Iteration 12Q (26123.190000 sec): 3 clusters Score: Raw -185036.772093 + Penalty 3459.805308 = -181576.966785 nChanged 7 SP:Iteration 13Q (26123.190000 sec): 3 clusters Score: Raw -185051.356644 + Penalty 3459.805308 = -181591.551336 nChanged 9 SP:Iteration 14Q (26123.200000 sec): 3 clusters Score: Raw -185071.737671 + Penalty 3459.805308 = -181611.932362 nChanged 11 SP:Iteration 15Q (26123.200000 sec): 3 clusters Score: Raw -185088.138073 + Penalty 3459.805308 = -181628.332765 nChanged 9 SP:Iteration 16Q (26123.210000 sec): 3 clusters Score: Raw -185102.986163 + Penalty 3459.805308 = -181643.180855 nChanged 9 SP:Iteration 17Q (26123.210000 sec): 3 clusters Score: Raw -185116.062341 + Penalty 3459.805308 = -181656.257033 nChanged 10 SP:Iteration 18Q (26123.210000 sec): 3 clusters Score: Raw -185130.906839 + Penalty 3459.805308 = -181671.101531 nChanged 4 SP:Iteration 19Q (26123.220000 sec): 3 clusters Score: Raw -185136.892316 + Penalty 3459.805308 = -181677.087008 nChanged 4 SP:Iteration 20F (26123.220000 sec): 3 clusters Score: Raw -185142.700550 + Penalty 3459.805308 = -181682.895242 nChanged 4 SP:Iteration 21Q (26123.230000 sec): 3 clusters Score: Raw -185149.026174 + Penalty 3459.805308 = -181689.220866 nChanged 8 SP:Iteration 22Q (26123.230000 sec): 3 clusters Score: Raw -185155.654892 + Penalty 3459.805308 = -181695.849584 nChanged 1 SP:Iteration 23Q (26123.230000 sec): 3 clusters Score: Raw -185156.649841 + Penalty 3459.805308 = -181696.844533 nChanged 0 SP:Iteration 24F (26123.240000 sec): 3 clusters Score: Raw -185156.649841 + Penalty 3459.805308 = -181696.844533 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26123.250000 sec): 2 clusters Score: Raw -283752.020802 + Penalty 1829.839161 = -281922.181641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26123.260000 sec): 3 clusters Score: Raw -283218.073362 + Penalty 3659.678322 = -279558.395041 nChanged 476 SP:Iteration 1F (26123.260000 sec): 3 clusters Score: Raw -283608.886507 + Penalty 3659.678322 = -279949.208185 nChanged 125 SP:Iteration 2F (26123.270000 sec): 3 clusters Score: Raw -283733.235538 + Penalty 3659.678322 = -280073.557216 nChanged 69 SP:Iteration 3Q (26123.270000 sec): 3 clusters Score: Raw -283811.859958 + Penalty 3659.678322 = -280152.181636 nChanged 44 SP:Iteration 4Q (26123.280000 sec): 3 clusters Score: Raw -283852.128377 + Penalty 3659.678322 = -280192.450056 nChanged 28 SP:Iteration 5Q (26123.290000 sec): 3 clusters Score: Raw -283880.142833 + Penalty 3659.678322 = -280220.464511 nChanged 26 SP:Iteration 6Q (26123.290000 sec): 3 clusters Score: Raw -283903.113010 + Penalty 3659.678322 = -280243.434689 nChanged 17 SP:Iteration 7Q (26123.300000 sec): 3 clusters Score: Raw -283918.802155 + Penalty 3659.678322 = -280259.123833 nChanged 20 SP:Iteration 8Q (26123.310000 sec): 3 clusters Score: Raw -283938.805113 + Penalty 3659.678322 = -280279.126791 nChanged 18 SP:Iteration 9Q (26123.310000 sec): 3 clusters Score: Raw -283950.023741 + Penalty 3659.678322 = -280290.345420 nChanged 10 SP:Iteration 10Q (26123.320000 sec): 3 clusters Score: Raw -283958.428347 + Penalty 3659.678322 = -280298.750025 nChanged 13 SP:Iteration 11Q (26123.330000 sec): 3 clusters Score: Raw -283972.402368 + Penalty 3659.678322 = -280312.724047 nChanged 13 SP:Iteration 12Q (26123.330000 sec): 3 clusters Score: Raw -283988.695841 + Penalty 3659.678322 = -280329.017520 nChanged 19 SP:Iteration 13Q (26123.340000 sec): 3 clusters Score: Raw -284002.596332 + Penalty 3659.678322 = -280342.918010 nChanged 16 SP:Iteration 14Q (26123.340000 sec): 3 clusters Score: Raw -284019.916832 + Penalty 3659.678322 = -280360.238510 nChanged 13 SP:Iteration 15Q (26123.350000 sec): 3 clusters Score: Raw -284028.725736 + Penalty 3659.678322 = -280369.047414 nChanged 14 SP:Iteration 16Q (26123.360000 sec): 3 clusters Score: Raw -284039.021303 + Penalty 3659.678322 = -280379.342982 nChanged 12 SP:Iteration 17Q (26123.360000 sec): 3 clusters Score: Raw -284051.300648 + Penalty 3659.678322 = -280391.622326 nChanged 12 SP:Iteration 18Q (26123.370000 sec): 3 clusters Score: Raw -284059.786075 + Penalty 3659.678322 = -280400.107754 nChanged 7 SP:Iteration 19Q (26123.370000 sec): 3 clusters Score: Raw -284065.764520 + Penalty 3659.678322 = -280406.086199 nChanged 8 SP:Iteration 20F (26123.380000 sec): 3 clusters Score: Raw -284070.688615 + Penalty 3659.678322 = -280411.010293 nChanged 6 SP:Iteration 21Q (26123.390000 sec): 3 clusters Score: Raw -284074.939493 + Penalty 3659.678322 = -280415.261171 nChanged 5 SP:Iteration 22Q (26123.390000 sec): 3 clusters Score: Raw -284078.733106 + Penalty 3659.678322 = -280419.054784 nChanged 5 SP:Iteration 23Q (26123.400000 sec): 3 clusters Score: Raw -284083.769525 + Penalty 3659.678322 = -280424.091204 nChanged 3 SP:Iteration 24Q (26123.410000 sec): 3 clusters Score: Raw -284086.545108 + Penalty 3659.678322 = -280426.866786 nChanged 3 SP:Iteration 25Q (26123.410000 sec): 3 clusters Score: Raw -284088.659985 + Penalty 3659.678322 = -280428.981664 nChanged 5 SP:Iteration 26Q (26123.420000 sec): 3 clusters Score: Raw -284093.197878 + Penalty 3659.678322 = -280433.519557 nChanged 8 SP:Iteration 27Q (26123.430000 sec): 3 clusters Score: Raw -284099.670310 + Penalty 3659.678322 = -280439.991988 nChanged 7 SP:Iteration 28Q (26123.430000 sec): 3 clusters Score: Raw -284104.270059 + Penalty 3659.678322 = -280444.591738 nChanged 9 SP:Iteration 29Q (26123.440000 sec): 3 clusters Score: Raw -284112.697347 + Penalty 3659.678322 = -280453.019025 nChanged 8 SP:Iteration 30Q (26123.440000 sec): 3 clusters Score: Raw -284122.504622 + Penalty 3659.678322 = -280462.826300 nChanged 6 SP:Iteration 31Q (26123.450000 sec): 3 clusters Score: Raw -284127.015039 + Penalty 3659.678322 = -280467.336718 nChanged 2 SP:Iteration 32Q (26123.450000 sec): 3 clusters Score: Raw -284128.754076 + Penalty 3659.678322 = -280469.075754 nChanged 2 SP:Iteration 33Q (26123.460000 sec): 3 clusters Score: Raw -284131.487626 + Penalty 3659.678322 = -280471.809304 nChanged 2 SP:Iteration 34Q (26123.470000 sec): 3 clusters Score: Raw -284132.419593 + Penalty 3659.678322 = -280472.741272 nChanged 2 SP:Iteration 35Q (26123.470000 sec): 3 clusters Score: Raw -284133.742966 + Penalty 3659.678322 = -280474.064644 nChanged 1 SP:Iteration 36Q (26123.480000 sec): 3 clusters Score: Raw -284134.516323 + Penalty 3659.678322 = -280474.838002 nChanged 2 SP:Iteration 37Q (26123.490000 sec): 3 clusters Score: Raw -284135.196400 + Penalty 3659.678322 = -280475.518078 nChanged 2 SP:Iteration 38Q (26123.500000 sec): 3 clusters Score: Raw -284136.755018 + Penalty 3659.678322 = -280477.076696 nChanged 0 SP:Iteration 39F (26123.500000 sec): 3 clusters Score: Raw -284136.755018 + Penalty 3659.678322 = -280477.076696 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26123.510000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26123.510000 sec): 3 clusters Score: Raw -16993.597295 + Penalty 2550.265124 = -14443.332171 nChanged 14 SP:Iteration 1F (26123.520000 sec): 3 clusters Score: Raw -17080.453637 + Penalty 2550.265124 = -14530.188513 nChanged 4 SP:Iteration 2Q (26123.520000 sec): 3 clusters Score: Raw -17106.744230 + Penalty 2550.265124 = -14556.479106 nChanged 4 SP:Iteration 3Q (26123.520000 sec): 3 clusters Score: Raw -17138.984689 + Penalty 2550.265124 = -14588.719565 nChanged 0 SP:Iteration 4F (26123.520000 sec): 3 clusters Score: Raw -17138.984689 + Penalty 2550.265124 = -14588.719565 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26123.590000 sec): 2 clusters Score: Raw -3260941.320463 + Penalty 2437.747175 = -3258503.573289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26123.660000 sec): 3 clusters Score: Raw -3250193.581092 + Penalty 4875.494349 = -3245318.086743 nChanged 8141 SP:Iteration 1F (26123.740000 sec): 3 clusters Score: Raw -3254413.700711 + Penalty 4875.494349 = -3249538.206362 nChanged 1028 SP:Iteration 2F (26123.810000 sec): 3 clusters Score: Raw -3254803.497617 + Penalty 4875.494349 = -3249928.003267 nChanged 886 SP:Iteration 3Q (26123.890000 sec): 3 clusters Score: Raw -3255134.550303 + Penalty 4875.494349 = -3250259.055954 nChanged 802 SP:Iteration 4Q (26123.960000 sec): 3 clusters Score: Raw -3255456.701375 + Penalty 4875.494349 = -3250581.207026 nChanged 779 SP:Iteration 5Q (26124.040000 sec): 3 clusters Score: Raw -3255835.912987 + Penalty 4875.494349 = -3250960.418638 nChanged 845 SP:Iteration 6Q (26124.110000 sec): 3 clusters Score: Raw -3256269.324300 + Penalty 4875.494349 = -3251393.829950 nChanged 874 SP:Iteration 7Q (26124.180000 sec): 3 clusters Score: Raw -3256808.357055 + Penalty 4875.494349 = -3251932.862706 nChanged 998 SP:Iteration 8F (26124.260000 sec): 3 clusters Score: Raw -3257503.703017 + Penalty 4875.494349 = -3252628.208668 nChanged 1132 SP:Iteration 9F (26124.330000 sec): 3 clusters Score: Raw -3258280.607912 + Penalty 4875.494349 = -3253405.113563 nChanged 1033 SP:Iteration 10F (26124.410000 sec): 3 clusters Score: Raw -3258956.078931 + Penalty 4875.494349 = -3254080.584582 nChanged 883 SP:Iteration 11Q (26124.480000 sec): 3 clusters Score: Raw -3259565.388740 + Penalty 4875.494349 = -3254689.894391 nChanged 833 SP:Iteration 12Q (26124.550000 sec): 3 clusters Score: Raw -3260053.514312 + Penalty 4875.494349 = -3255178.019963 nChanged 685 SP:Iteration 13Q (26124.620000 sec): 3 clusters Score: Raw -3260437.873032 + Penalty 4875.494349 = -3255562.378683 nChanged 539 SP:Iteration 14Q (26124.700000 sec): 3 clusters Score: Raw -3260705.831116 + Penalty 4875.494349 = -3255830.336767 nChanged 442 SP:Iteration 15Q (26124.770000 sec): 3 clusters Score: Raw -3260903.774266 + Penalty 4875.494349 = -3256028.279917 nChanged 350 SP:Iteration 16Q (26124.840000 sec): 3 clusters Score: Raw -3261055.940168 + Penalty 4875.494349 = -3256180.445819 nChanged 322 SP:Iteration 17Q (26124.910000 sec): 3 clusters Score: Raw -3261188.649178 + Penalty 4875.494349 = -3256313.154828 nChanged 281 SP:Iteration 18Q (26124.980000 sec): 3 clusters Score: Raw -3261304.372395 + Penalty 4875.494349 = -3256428.878046 nChanged 271 SP:Iteration 19Q (26125.040000 sec): 3 clusters Score: Raw -3261408.591613 + Penalty 4875.494349 = -3256533.097263 nChanged 261 SP:Iteration 20F (26125.120000 sec): 3 clusters Score: Raw -3261509.966286 + Penalty 4875.494349 = -3256634.471936 nChanged 254 SP:Iteration 21Q (26125.180000 sec): 3 clusters Score: Raw -3261603.975562 + Penalty 4875.494349 = -3256728.481213 nChanged 234 SP:Iteration 22Q (26125.250000 sec): 3 clusters Score: Raw -3261683.402910 + Penalty 4875.494349 = -3256807.908561 nChanged 199 SP:Iteration 23Q (26125.320000 sec): 3 clusters Score: Raw -3261749.674485 + Penalty 4875.494349 = -3256874.180136 nChanged 195 SP:Iteration 24Q (26125.380000 sec): 3 clusters Score: Raw -3261811.894829 + Penalty 4875.494349 = -3256936.400479 nChanged 147 SP:Iteration 25Q (26125.450000 sec): 3 clusters Score: Raw -3261851.269719 + Penalty 4875.494349 = -3256975.775370 nChanged 129 SP:Iteration 26Q (26125.520000 sec): 3 clusters Score: Raw -3261881.787911 + Penalty 4875.494349 = -3257006.293562 nChanged 110 SP:Iteration 27Q (26125.580000 sec): 3 clusters Score: Raw -3261906.405616 + Penalty 4875.494349 = -3257030.911266 nChanged 96 SP:Iteration 28Q (26125.650000 sec): 3 clusters Score: Raw -3261932.131472 + Penalty 4875.494349 = -3257056.637123 nChanged 97 SP:Iteration 29Q (26125.710000 sec): 3 clusters Score: Raw -3261960.800807 + Penalty 4875.494349 = -3257085.306458 nChanged 97 SP:Iteration 30Q (26125.780000 sec): 3 clusters Score: Raw -3261988.177129 + Penalty 4875.494349 = -3257112.682780 nChanged 88 SP:Iteration 31Q (26125.840000 sec): 3 clusters Score: Raw -3262012.068858 + Penalty 4875.494349 = -3257136.574509 nChanged 84 SP:Iteration 32Q (26125.900000 sec): 3 clusters Score: Raw -3262034.129491 + Penalty 4875.494349 = -3257158.635141 nChanged 60 SP:Iteration 33Q (26125.960000 sec): 3 clusters Score: Raw -3262049.294214 + Penalty 4875.494349 = -3257173.799865 nChanged 50 SP:Iteration 34Q (26126.030000 sec): 3 clusters Score: Raw -3262060.655854 + Penalty 4875.494349 = -3257185.161505 nChanged 49 SP:Iteration 35Q (26126.090000 sec): 3 clusters Score: Raw -3262072.961490 + Penalty 4875.494349 = -3257197.467141 nChanged 45 SP:Iteration 36Q (26126.150000 sec): 3 clusters Score: Raw -3262085.072296 + Penalty 4875.494349 = -3257209.577947 nChanged 46 SP:Iteration 37Q (26126.220000 sec): 3 clusters Score: Raw -3262096.164776 + Penalty 4875.494349 = -3257220.670427 nChanged 41 SP:Iteration 38Q (26126.280000 sec): 3 clusters Score: Raw -3262105.463882 + Penalty 4875.494349 = -3257229.969533 nChanged 42 SP:Iteration 39Q (26126.340000 sec): 3 clusters Score: Raw -3262114.132631 + Penalty 4875.494349 = -3257238.638282 nChanged 39 SP:Iteration 40F (26126.410000 sec): 3 clusters Score: Raw -3262123.271521 + Penalty 4875.494349 = -3257247.777172 nChanged 38 SP:Iteration 41Q (26126.470000 sec): 3 clusters Score: Raw -3262132.138906 + Penalty 4875.494349 = -3257256.644557 nChanged 37 SP:Iteration 42Q (26126.540000 sec): 3 clusters Score: Raw -3262141.583159 + Penalty 4875.494349 = -3257266.088810 nChanged 37 SP:Iteration 43Q (26126.600000 sec): 3 clusters Score: Raw -3262151.362575 + Penalty 4875.494349 = -3257275.868226 nChanged 39 SP:Iteration 44Q (26126.660000 sec): 3 clusters Score: Raw -3262161.472532 + Penalty 4875.494349 = -3257285.978183 nChanged 26 SP:Iteration 45Q (26126.720000 sec): 3 clusters Score: Raw -3262166.177317 + Penalty 4875.494349 = -3257290.682968 nChanged 23 SP:Iteration 46Q (26126.780000 sec): 3 clusters Score: Raw -3262171.648817 + Penalty 4875.494349 = -3257296.154468 nChanged 18 SP:Iteration 47Q (26126.840000 sec): 3 clusters Score: Raw -3262176.288868 + Penalty 4875.494349 = -3257300.794519 nChanged 21 SP:Iteration 48Q (26126.900000 sec): 3 clusters Score: Raw -3262182.879183 + Penalty 4875.494349 = -3257307.384834 nChanged 25 SP:Iteration 49Q (26126.960000 sec): 3 clusters Score: Raw -3262189.051040 + Penalty 4875.494349 = -3257313.556691 nChanged 14 SP:Iteration 50Q (26127.020000 sec): 3 clusters Score: Raw -3262192.689637 + Penalty 4875.494349 = -3257317.195288 nChanged 17 SP:Iteration 51Q (26127.080000 sec): 3 clusters Score: Raw -3262196.058523 + Penalty 4875.494349 = -3257320.564174 nChanged 20 SP:Iteration 52Q (26127.140000 sec): 3 clusters Score: Raw -3262200.433033 + Penalty 4875.494349 = -3257324.938684 nChanged 19 SP:Iteration 53Q (26127.210000 sec): 3 clusters Score: Raw -3262207.006021 + Penalty 4875.494349 = -3257331.511672 nChanged 23 SP:Iteration 54Q (26127.270000 sec): 3 clusters Score: Raw -3262211.830358 + Penalty 4875.494349 = -3257336.336009 nChanged 19 SP:Iteration 55Q (26127.330000 sec): 3 clusters Score: Raw -3262215.208349 + Penalty 4875.494349 = -3257339.714000 nChanged 15 SP:Iteration 56Q (26127.390000 sec): 3 clusters Score: Raw -3262218.603623 + Penalty 4875.494349 = -3257343.109274 nChanged 15 SP:Iteration 57Q (26127.450000 sec): 3 clusters Score: Raw -3262221.386057 + Penalty 4875.494349 = -3257345.891708 nChanged 23 SP:Iteration 58Q (26127.510000 sec): 3 clusters Score: Raw -3262225.903438 + Penalty 4875.494349 = -3257350.409089 nChanged 20 SP:Iteration 59Q (26127.570000 sec): 3 clusters Score: Raw -3262229.822711 + Penalty 4875.494349 = -3257354.328362 nChanged 14 SP:Iteration 60F (26127.640000 sec): 3 clusters Score: Raw -3262232.153026 + Penalty 4875.494349 = -3257356.658677 nChanged 12 SP:Iteration 61Q (26127.700000 sec): 3 clusters Score: Raw -3262234.957694 + Penalty 4875.494349 = -3257359.463345 nChanged 17 SP:Iteration 62Q (26127.760000 sec): 3 clusters Score: Raw -3262237.829784 + Penalty 4875.494349 = -3257362.335434 nChanged 14 SP:Iteration 63Q (26127.820000 sec): 3 clusters Score: Raw -3262239.901914 + Penalty 4875.494349 = -3257364.407565 nChanged 11 SP:Iteration 64Q (26127.880000 sec): 3 clusters Score: Raw -3262241.618151 + Penalty 4875.494349 = -3257366.123802 nChanged 5 SP:Iteration 65Q (26127.940000 sec): 3 clusters Score: Raw -3262242.142269 + Penalty 4875.494349 = -3257366.647920 nChanged 4 SP:Iteration 66Q (26128.000000 sec): 3 clusters Score: Raw -3262242.562780 + Penalty 4875.494349 = -3257367.068431 nChanged 2 SP:Iteration 67Q (26128.060000 sec): 3 clusters Score: Raw -3262242.773760 + Penalty 4875.494349 = -3257367.279411 nChanged 0 SP:Iteration 68F (26128.130000 sec): 3 clusters Score: Raw -3262242.773760 + Penalty 4875.494349 = -3257367.279411 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26128.150000 sec): 2 clusters Score: Raw -192826.477382 + Penalty 1730.597008 = -191095.880374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26128.160000 sec): 3 clusters Score: Raw -192566.996799 + Penalty 3461.194016 = -189105.802782 nChanged 283 SP:Iteration 1F (26128.160000 sec): 3 clusters Score: Raw -192859.935498 + Penalty 3461.194016 = -189398.741482 nChanged 73 SP:Iteration 2F (26128.160000 sec): 3 clusters Score: Raw -192946.354343 + Penalty 3461.194016 = -189485.160326 nChanged 44 SP:Iteration 3Q (26128.170000 sec): 3 clusters Score: Raw -192994.427535 + Penalty 3461.194016 = -189533.233518 nChanged 26 SP:Iteration 4Q (26128.170000 sec): 3 clusters Score: Raw -193034.272528 + Penalty 3461.194016 = -189573.078511 nChanged 22 SP:Iteration 5Q (26128.180000 sec): 3 clusters Score: Raw -193066.293759 + Penalty 3461.194016 = -189605.099743 nChanged 22 SP:Iteration 6Q (26128.180000 sec): 3 clusters Score: Raw -193096.000727 + Penalty 3461.194016 = -189634.806710 nChanged 20 SP:Iteration 7Q (26128.180000 sec): 3 clusters Score: Raw -193116.551393 + Penalty 3461.194016 = -189655.357376 nChanged 12 SP:Iteration 8Q (26128.190000 sec): 3 clusters Score: Raw -193131.810203 + Penalty 3461.194016 = -189670.616187 nChanged 10 SP:Iteration 9Q (26128.190000 sec): 3 clusters Score: Raw -193147.414954 + Penalty 3461.194016 = -189686.220937 nChanged 9 SP:Iteration 10Q (26128.200000 sec): 3 clusters Score: Raw -193165.853426 + Penalty 3461.194016 = -189704.659410 nChanged 10 SP:Iteration 11Q (26128.200000 sec): 3 clusters Score: Raw -193176.734471 + Penalty 3461.194016 = -189715.540455 nChanged 11 SP:Iteration 12Q (26128.200000 sec): 3 clusters Score: Raw -193190.254315 + Penalty 3461.194016 = -189729.060298 nChanged 8 SP:Iteration 13Q (26128.210000 sec): 3 clusters Score: Raw -193196.676475 + Penalty 3461.194016 = -189735.482459 nChanged 6 SP:Iteration 14Q (26128.210000 sec): 3 clusters Score: Raw -193210.803381 + Penalty 3461.194016 = -189749.609364 nChanged 12 SP:Iteration 15Q (26128.220000 sec): 3 clusters Score: Raw -193225.345485 + Penalty 3461.194016 = -189764.151468 nChanged 8 SP:Iteration 16Q (26128.220000 sec): 3 clusters Score: Raw -193248.195927 + Penalty 3461.194016 = -189787.001910 nChanged 8 SP:Iteration 17Q (26128.220000 sec): 3 clusters Score: Raw -193257.984270 + Penalty 3461.194016 = -189796.790253 nChanged 9 SP:Iteration 18Q (26128.230000 sec): 3 clusters Score: Raw -193265.521114 + Penalty 3461.194016 = -189804.327098 nChanged 7 SP:Iteration 19Q (26128.230000 sec): 3 clusters Score: Raw -193274.006374 + Penalty 3461.194016 = -189812.812357 nChanged 5 SP:Iteration 20F (26128.240000 sec): 3 clusters Score: Raw -193280.951282 + Penalty 3461.194016 = -189819.757266 nChanged 8 SP:Iteration 21Q (26128.240000 sec): 3 clusters Score: Raw -193292.151791 + Penalty 3461.194016 = -189830.957775 nChanged 13 SP:Iteration 22Q (26128.240000 sec): 3 clusters Score: Raw -193309.148085 + Penalty 3461.194016 = -189847.954069 nChanged 19 SP:Iteration 23Q (26128.250000 sec): 3 clusters Score: Raw -193331.064125 + Penalty 3461.194016 = -189869.870108 nChanged 10 SP:Iteration 24Q (26128.250000 sec): 3 clusters Score: Raw -193355.158146 + Penalty 3461.194016 = -189893.964129 nChanged 21 SP:Iteration 25Q (26128.260000 sec): 3 clusters Score: Raw -193393.412190 + Penalty 3461.194016 = -189932.218174 nChanged 24 SP:Iteration 26Q (26128.260000 sec): 3 clusters Score: Raw -193429.107859 + Penalty 3461.194016 = -189967.913842 nChanged 28 SP:Iteration 27Q (26128.260000 sec): 3 clusters Score: Raw -193468.239524 + Penalty 3461.194016 = -190007.045508 nChanged 13 SP:Iteration 28Q (26128.270000 sec): 3 clusters Score: Raw -193498.828223 + Penalty 3461.194016 = -190037.634207 nChanged 28 SP:Iteration 29Q (26128.270000 sec): 3 clusters Score: Raw -193554.512888 + Penalty 3461.194016 = -190093.318871 nChanged 36 SP:Iteration 30Q (26128.280000 sec): 3 clusters Score: Raw -193633.288218 + Penalty 3461.194016 = -190172.094202 nChanged 33 SP:Iteration 31Q (26128.280000 sec): 3 clusters Score: Raw -193707.738218 + Penalty 3461.194016 = -190246.544201 nChanged 27 SP:Iteration 32Q (26128.280000 sec): 3 clusters Score: Raw -193749.525996 + Penalty 3461.194016 = -190288.331979 nChanged 23 SP:Iteration 33Q (26128.290000 sec): 3 clusters Score: Raw -193793.147728 + Penalty 3461.194016 = -190331.953712 nChanged 14 SP:Iteration 34Q (26128.290000 sec): 3 clusters Score: Raw -193816.224530 + Penalty 3461.194016 = -190355.030513 nChanged 8 SP:Iteration 35Q (26128.300000 sec): 3 clusters Score: Raw -193830.613749 + Penalty 3461.194016 = -190369.419733 nChanged 3 SP:Iteration 36Q (26128.300000 sec): 3 clusters Score: Raw -193834.068157 + Penalty 3461.194016 = -190372.874141 nChanged 4 SP:Iteration 37Q (26128.300000 sec): 3 clusters Score: Raw -193839.797415 + Penalty 3461.194016 = -190378.603399 nChanged 1 SP:Iteration 38Q (26128.310000 sec): 3 clusters Score: Raw -193841.229485 + Penalty 3461.194016 = -190380.035469 nChanged 1 SP:Iteration 39Q (26128.310000 sec): 3 clusters Score: Raw -193842.101409 + Penalty 3461.194016 = -190380.907393 nChanged 1 SP:Iteration 40F (26128.320000 sec): 3 clusters Score: Raw -193850.858317 + Penalty 3461.194016 = -190389.664301 nChanged 2 SP:Iteration 41Q (26128.320000 sec): 3 clusters Score: Raw -193862.617024 + Penalty 3461.194016 = -190401.423008 nChanged 5 SP:Iteration 42Q (26128.320000 sec): 3 clusters Score: Raw -193871.310365 + Penalty 3461.194016 = -190410.116349 nChanged 5 SP:Iteration 43Q (26128.330000 sec): 3 clusters Score: Raw -193877.909413 + Penalty 3461.194016 = -190416.715396 nChanged 6 SP:Iteration 44Q (26128.330000 sec): 3 clusters Score: Raw -193887.360449 + Penalty 3461.194016 = -190426.166432 nChanged 5 SP:Iteration 45Q (26128.340000 sec): 3 clusters Score: Raw -193902.514786 + Penalty 3461.194016 = -190441.320770 nChanged 4 SP:Iteration 46Q (26128.340000 sec): 3 clusters Score: Raw -193907.691050 + Penalty 3461.194016 = -190446.497034 nChanged 3 SP:Iteration 47Q (26128.340000 sec): 3 clusters Score: Raw -193910.664375 + Penalty 3461.194016 = -190449.470358 nChanged 2 SP:Iteration 48Q (26128.350000 sec): 3 clusters Score: Raw -193912.955436 + Penalty 3461.194016 = -190451.761419 nChanged 0 SP:Iteration 49F (26128.350000 sec): 3 clusters Score: Raw -193912.955436 + Penalty 3461.194016 = -190451.761419 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26128.360000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26128.360000 sec): 3 clusters Score: Raw -28971.007952 + Penalty 2617.944871 = -26353.063081 nChanged 13 SP:Iteration 1F (26128.360000 sec): 3 clusters Score: Raw -29034.940183 + Penalty 2617.944871 = -26416.995312 nChanged 1 SP:Iteration 2Q (26128.360000 sec): 3 clusters Score: Raw -29038.151055 + Penalty 2617.944871 = -26420.206184 nChanged 2 SP:Iteration 3Q (26128.360000 sec): 3 clusters Score: Raw -29049.146681 + Penalty 2617.944871 = -26431.201810 nChanged 0 SP:Iteration 4F (26128.360000 sec): 3 clusters Score: Raw -29049.146681 + Penalty 2617.944871 = -26431.201810 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (211080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26129.100000 sec): 2 clusters Score: Raw -36577854.601616 + Penalty 3040.478137 = -36574814.123479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26129.980000 sec): 3 clusters Score: Raw -36439267.813025 + Penalty 6080.956274 = -36433186.856751 nChanged 101493 SP:Iteration 1F (26130.840000 sec): 3 clusters Score: Raw -36498884.897166 + Penalty 6080.956274 = -36492803.940892 nChanged 5570 SP:Iteration 2Q (26131.740000 sec): 3 clusters Score: Raw -36500007.197644 + Penalty 6080.956274 = -36493926.241370 nChanged 6068 SP:Iteration 3Q (26132.620000 sec): 3 clusters Score: Raw -36501524.365359 + Penalty 6080.956274 = -36495443.409085 nChanged 7199 SP:Iteration 4Q (26133.520000 sec): 3 clusters Score: Raw -36503800.603094 + Penalty 6080.956274 = -36497719.646820 nChanged 8885 SP:Iteration 5Q (26134.400000 sec): 3 clusters Score: Raw -36507480.615446 + Penalty 6080.956274 = -36501399.659172 nChanged 11536 SP:Iteration 6F (26135.270000 sec): 3 clusters Score: Raw -36513665.232060 + Penalty 6080.956274 = -36507584.275786 nChanged 14524 SP:Iteration 7F (26136.130000 sec): 3 clusters Score: Raw -36523340.343917 + Penalty 6080.956274 = -36517259.387643 nChanged 16625 SP:Iteration 8F (26137.000000 sec): 3 clusters Score: Raw -36536480.675650 + Penalty 6080.956274 = -36530399.719376 nChanged 16402 SP:Iteration 9F (26137.860000 sec): 3 clusters Score: Raw -36551201.310231 + Penalty 6080.956274 = -36545120.353957 nChanged 13291 SP:Iteration 10F (26138.720000 sec): 3 clusters Score: Raw -36563896.773373 + Penalty 6080.956274 = -36557815.817099 nChanged 8140 SP:Iteration 11Q (26139.520000 sec): 3 clusters Score: Raw -36571631.878153 + Penalty 6080.956274 = -36565550.921879 nChanged 3949 SP:Iteration 12Q (26140.240000 sec): 3 clusters Score: Raw -36575318.588225 + Penalty 6080.956274 = -36569237.631951 nChanged 1785 SP:Iteration 13Q (26140.900000 sec): 3 clusters Score: Raw -36576916.159152 + Penalty 6080.956274 = -36570835.202879 nChanged 915 SP:Iteration 14Q (26141.530000 sec): 3 clusters Score: Raw -36577623.640042 + Penalty 6080.956274 = -36571542.683768 nChanged 482 SP:Iteration 15Q (26142.150000 sec): 3 clusters Score: Raw -36577932.471434 + Penalty 6080.956274 = -36571851.515161 nChanged 316 SP:Iteration 16Q (26142.760000 sec): 3 clusters Score: Raw -36578118.833499 + Penalty 6080.956274 = -36572037.877225 nChanged 228 SP:Iteration 17Q (26143.370000 sec): 3 clusters Score: Raw -36578230.322389 + Penalty 6080.956274 = -36572149.366116 nChanged 161 SP:Iteration 18Q (26143.970000 sec): 3 clusters Score: Raw -36578306.146112 + Penalty 6080.956274 = -36572225.189838 nChanged 115 SP:Iteration 19Q (26144.580000 sec): 3 clusters Score: Raw -36578354.552162 + Penalty 6080.956274 = -36572273.595889 nChanged 84 SP:Iteration 20F (26145.420000 sec): 3 clusters Score: Raw -36578385.261473 + Penalty 6080.956274 = -36572304.305200 nChanged 58 SP:Iteration 21Q (26146.020000 sec): 3 clusters Score: Raw -36578405.460673 + Penalty 6080.956274 = -36572324.504399 nChanged 48 SP:Iteration 22Q (26146.620000 sec): 3 clusters Score: Raw -36578422.557032 + Penalty 6080.956274 = -36572341.600758 nChanged 36 SP:Iteration 23Q (26147.220000 sec): 3 clusters Score: Raw -36578433.548169 + Penalty 6080.956274 = -36572352.591895 nChanged 32 SP:Iteration 24Q (26147.820000 sec): 3 clusters Score: Raw -36578442.570779 + Penalty 6080.956274 = -36572361.614506 nChanged 27 SP:Iteration 25Q (26148.420000 sec): 3 clusters Score: Raw -36578451.211788 + Penalty 6080.956274 = -36572370.255514 nChanged 22 SP:Iteration 26Q (26149.010000 sec): 3 clusters Score: Raw -36578459.243236 + Penalty 6080.956274 = -36572378.286962 nChanged 18 SP:Iteration 27Q (26149.610000 sec): 3 clusters Score: Raw -36578464.977785 + Penalty 6080.956274 = -36572384.021511 nChanged 15 SP:Iteration 28Q (26150.210000 sec): 3 clusters Score: Raw -36578470.489129 + Penalty 6080.956274 = -36572389.532855 nChanged 18 SP:Iteration 29Q (26150.820000 sec): 3 clusters Score: Raw -36578476.457273 + Penalty 6080.956274 = -36572395.500999 nChanged 13 SP:Iteration 30Q (26151.410000 sec): 3 clusters Score: Raw -36578481.282778 + Penalty 6080.956274 = -36572400.326505 nChanged 13 SP:Iteration 31Q (26152.010000 sec): 3 clusters Score: Raw -36578486.798161 + Penalty 6080.956274 = -36572405.841887 nChanged 19 SP:Iteration 32Q (26152.610000 sec): 3 clusters Score: Raw -36578495.172374 + Penalty 6080.956274 = -36572414.216100 nChanged 18 SP:Iteration 33Q (26153.210000 sec): 3 clusters Score: Raw -36578500.485959 + Penalty 6080.956274 = -36572419.529686 nChanged 11 SP:Iteration 34Q (26153.800000 sec): 3 clusters Score: Raw -36578505.437515 + Penalty 6080.956274 = -36572424.481241 nChanged 15 SP:Iteration 35Q (26154.400000 sec): 3 clusters Score: Raw -36578510.164611 + Penalty 6080.956274 = -36572429.208337 nChanged 11 SP:Iteration 36Q (26155.000000 sec): 3 clusters Score: Raw -36578513.472694 + Penalty 6080.956274 = -36572432.516420 nChanged 9 SP:Iteration 37Q (26155.590000 sec): 3 clusters Score: Raw -36578515.906178 + Penalty 6080.956274 = -36572434.949904 nChanged 12 SP:Iteration 38Q (26156.190000 sec): 3 clusters Score: Raw -36578519.037591 + Penalty 6080.956274 = -36572438.081317 nChanged 8 SP:Iteration 39Q (26156.790000 sec): 3 clusters Score: Raw -36578520.911104 + Penalty 6080.956274 = -36572439.954830 nChanged 2 SP:Iteration 40F (26157.680000 sec): 3 clusters Score: Raw -36578521.550289 + Penalty 6080.956274 = -36572440.594015 nChanged 2 SP:Iteration 41Q (26158.310000 sec): 3 clusters Score: Raw -36578521.887070 + Penalty 6080.956274 = -36572440.930796 nChanged 0 SP:Iteration 42F (26159.200000 sec): 3 clusters Score: Raw -36578521.887070 + Penalty 6080.956274 = -36572440.930796 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26159.280000 sec): 2 clusters Score: Raw -260051.071271 + Penalty 1824.040476 = -258227.030795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26159.280000 sec): 3 clusters Score: Raw -259621.227474 + Penalty 3648.080953 = -255973.146521 nChanged 492 SP:Iteration 1F (26159.290000 sec): 3 clusters Score: Raw -260173.900600 + Penalty 3648.080953 = -256525.819647 nChanged 143 SP:Iteration 2F (26159.300000 sec): 3 clusters Score: Raw -260390.114642 + Penalty 3648.080953 = -256742.033689 nChanged 104 SP:Iteration 3F (26159.300000 sec): 3 clusters Score: Raw -260562.085677 + Penalty 3648.080953 = -256914.004724 nChanged 86 SP:Iteration 4F (26159.310000 sec): 3 clusters Score: Raw -260757.338043 + Penalty 3648.080953 = -257109.257090 nChanged 82 SP:Iteration 5F (26159.320000 sec): 3 clusters Score: Raw -260975.322976 + Penalty 3648.080953 = -257327.242023 nChanged 86 SP:Iteration 6F (26159.320000 sec): 3 clusters Score: Raw -261196.480654 + Penalty 3648.080953 = -257548.399701 nChanged 85 SP:Iteration 7F (26159.330000 sec): 3 clusters Score: Raw -261405.724764 + Penalty 3648.080953 = -257757.643812 nChanged 65 SP:Iteration 8Q (26159.330000 sec): 3 clusters Score: Raw -261555.108217 + Penalty 3648.080953 = -257907.027264 nChanged 45 SP:Iteration 9Q (26159.340000 sec): 3 clusters Score: Raw -261678.740783 + Penalty 3648.080953 = -258030.659830 nChanged 36 SP:Iteration 10Q (26159.340000 sec): 3 clusters Score: Raw -261756.763337 + Penalty 3648.080953 = -258108.682385 nChanged 16 SP:Iteration 11Q (26159.350000 sec): 3 clusters Score: Raw -261783.239043 + Penalty 3648.080953 = -258135.158090 nChanged 9 SP:Iteration 12Q (26159.350000 sec): 3 clusters Score: Raw -261795.727719 + Penalty 3648.080953 = -258147.646766 nChanged 7 SP:Iteration 13Q (26159.360000 sec): 3 clusters Score: Raw -261804.066467 + Penalty 3648.080953 = -258155.985514 nChanged 0 SP:Iteration 14F (26159.360000 sec): 3 clusters Score: Raw -261804.066467 + Penalty 3648.080953 = -258155.985514 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26159.790000 sec): 2 clusters Score: Raw -21134647.456200 + Penalty 2898.693725 = -21131748.762475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26160.280000 sec): 3 clusters Score: Raw -21057615.995600 + Penalty 5797.387450 = -21051818.608150 nChanged 56565 SP:Iteration 1F (26160.780000 sec): 3 clusters Score: Raw -21090076.309788 + Penalty 5797.387450 = -21084278.922338 nChanged 3500 SP:Iteration 2Q (26161.270000 sec): 3 clusters Score: Raw -21090816.191797 + Penalty 5797.387450 = -21085018.804347 nChanged 3737 SP:Iteration 3Q (26161.770000 sec): 3 clusters Score: Raw -21091739.990198 + Penalty 5797.387450 = -21085942.602748 nChanged 4355 SP:Iteration 4Q (26162.270000 sec): 3 clusters Score: Raw -21093120.817332 + Penalty 5797.387450 = -21087323.429882 nChanged 5429 SP:Iteration 5Q (26162.770000 sec): 3 clusters Score: Raw -21095372.945105 + Penalty 5797.387450 = -21089575.557654 nChanged 6830 SP:Iteration 6F (26163.260000 sec): 3 clusters Score: Raw -21098980.563083 + Penalty 5797.387450 = -21093183.175633 nChanged 8149 SP:Iteration 7F (26163.740000 sec): 3 clusters Score: Raw -21104178.993265 + Penalty 5797.387450 = -21098381.605814 nChanged 8670 SP:Iteration 8F (26164.230000 sec): 3 clusters Score: Raw -21110527.288488 + Penalty 5797.387450 = -21104729.901038 nChanged 8152 SP:Iteration 9F (26164.720000 sec): 3 clusters Score: Raw -21117111.344862 + Penalty 5797.387450 = -21111313.957412 nChanged 6884 SP:Iteration 10F (26165.210000 sec): 3 clusters Score: Raw -21123095.797110 + Penalty 5797.387450 = -21117298.409660 nChanged 4814 SP:Iteration 11Q (26165.690000 sec): 3 clusters Score: Raw -21127334.884129 + Penalty 5797.387450 = -21121537.496678 nChanged 3010 SP:Iteration 12Q (26166.130000 sec): 3 clusters Score: Raw -21129936.214228 + Penalty 5797.387450 = -21124138.826778 nChanged 1892 SP:Iteration 13Q (26166.540000 sec): 3 clusters Score: Raw -21131477.916594 + Penalty 5797.387450 = -21125680.529143 nChanged 1262 SP:Iteration 14Q (26166.920000 sec): 3 clusters Score: Raw -21132393.920439 + Penalty 5797.387450 = -21126596.532988 nChanged 853 SP:Iteration 15Q (26167.290000 sec): 3 clusters Score: Raw -21132964.824127 + Penalty 5797.387450 = -21127167.436676 nChanged 640 SP:Iteration 16Q (26167.640000 sec): 3 clusters Score: Raw -21133363.542209 + Penalty 5797.387450 = -21127566.154759 nChanged 479 SP:Iteration 17Q (26168.000000 sec): 3 clusters Score: Raw -21133593.022749 + Penalty 5797.387450 = -21127795.635299 nChanged 360 SP:Iteration 18Q (26168.350000 sec): 3 clusters Score: Raw -21133748.076445 + Penalty 5797.387450 = -21127950.688995 nChanged 302 SP:Iteration 19Q (26168.700000 sec): 3 clusters Score: Raw -21133867.684849 + Penalty 5797.387450 = -21128070.297399 nChanged 271 SP:Iteration 20F (26169.180000 sec): 3 clusters Score: Raw -21133970.720107 + Penalty 5797.387450 = -21128173.332657 nChanged 246 SP:Iteration 21Q (26169.530000 sec): 3 clusters Score: Raw -21134060.512760 + Penalty 5797.387450 = -21128263.125310 nChanged 204 SP:Iteration 22Q (26169.880000 sec): 3 clusters Score: Raw -21134137.006214 + Penalty 5797.387450 = -21128339.618764 nChanged 190 SP:Iteration 23Q (26170.220000 sec): 3 clusters Score: Raw -21134209.049243 + Penalty 5797.387450 = -21128411.661793 nChanged 174 SP:Iteration 24Q (26170.560000 sec): 3 clusters Score: Raw -21134276.952415 + Penalty 5797.387450 = -21128479.564965 nChanged 166 SP:Iteration 25Q (26170.900000 sec): 3 clusters Score: Raw -21134344.270389 + Penalty 5797.387450 = -21128546.882939 nChanged 152 SP:Iteration 26Q (26171.250000 sec): 3 clusters Score: Raw -21134404.697915 + Penalty 5797.387450 = -21128607.310465 nChanged 142 SP:Iteration 27Q (26171.590000 sec): 3 clusters Score: Raw -21134467.322736 + Penalty 5797.387450 = -21128669.935285 nChanged 134 SP:Iteration 28Q (26171.930000 sec): 3 clusters Score: Raw -21134529.715977 + Penalty 5797.387450 = -21128732.328527 nChanged 124 SP:Iteration 29Q (26172.270000 sec): 3 clusters Score: Raw -21134587.895481 + Penalty 5797.387450 = -21128790.508031 nChanged 118 SP:Iteration 30Q (26172.610000 sec): 3 clusters Score: Raw -21134646.313403 + Penalty 5797.387450 = -21128848.925953 nChanged 117 SP:Iteration 31Q (26172.950000 sec): 3 clusters Score: Raw -21134703.862736 + Penalty 5797.387450 = -21128906.475285 nChanged 87 SP:Iteration 32Q (26173.290000 sec): 3 clusters Score: Raw -21134747.309934 + Penalty 5797.387450 = -21128949.922483 nChanged 70 SP:Iteration 33Q (26173.630000 sec): 3 clusters Score: Raw -21134785.447693 + Penalty 5797.387450 = -21128988.060243 nChanged 74 SP:Iteration 34Q (26173.970000 sec): 3 clusters Score: Raw -21134825.563056 + Penalty 5797.387450 = -21129028.175605 nChanged 63 SP:Iteration 35Q (26174.310000 sec): 3 clusters Score: Raw -21134857.991978 + Penalty 5797.387450 = -21129060.604528 nChanged 55 SP:Iteration 36Q (26174.640000 sec): 3 clusters Score: Raw -21134884.949663 + Penalty 5797.387450 = -21129087.562213 nChanged 46 SP:Iteration 37Q (26174.980000 sec): 3 clusters Score: Raw -21134907.940323 + Penalty 5797.387450 = -21129110.552873 nChanged 40 SP:Iteration 38Q (26175.310000 sec): 3 clusters Score: Raw -21134928.006225 + Penalty 5797.387450 = -21129130.618775 nChanged 37 SP:Iteration 39Q (26175.650000 sec): 3 clusters Score: Raw -21134949.923283 + Penalty 5797.387450 = -21129152.535832 nChanged 30 SP:Iteration 40F (26176.130000 sec): 3 clusters Score: Raw -21134962.527955 + Penalty 5797.387450 = -21129165.140505 nChanged 13 SP:Iteration 41Q (26176.470000 sec): 3 clusters Score: Raw -21134969.375020 + Penalty 5797.387450 = -21129171.987570 nChanged 15 SP:Iteration 42Q (26176.800000 sec): 3 clusters Score: Raw -21134977.039742 + Penalty 5797.387450 = -21129179.652292 nChanged 18 SP:Iteration 43Q (26177.130000 sec): 3 clusters Score: Raw -21134987.582112 + Penalty 5797.387450 = -21129190.194662 nChanged 15 SP:Iteration 44Q (26177.470000 sec): 3 clusters Score: Raw -21134997.049280 + Penalty 5797.387450 = -21129199.661829 nChanged 17 SP:Iteration 45Q (26177.810000 sec): 3 clusters Score: Raw -21135004.563681 + Penalty 5797.387450 = -21129207.176231 nChanged 10 SP:Iteration 46Q (26178.140000 sec): 3 clusters Score: Raw -21135007.739704 + Penalty 5797.387450 = -21129210.352254 nChanged 4 SP:Iteration 47Q (26178.470000 sec): 3 clusters Score: Raw -21135009.031283 + Penalty 5797.387450 = -21129211.643832 nChanged 1 SP:Iteration 48Q (26178.810000 sec): 3 clusters Score: Raw -21135009.275135 + Penalty 5797.387450 = -21129211.887685 nChanged 2 SP:Iteration 49Q (26179.150000 sec): 3 clusters Score: Raw -21135010.269850 + Penalty 5797.387450 = -21129212.882400 nChanged 3 SP:Iteration 50Q (26179.480000 sec): 3 clusters Score: Raw -21135011.527878 + Penalty 5797.387450 = -21129214.140428 nChanged 2 SP:Iteration 51Q (26179.820000 sec): 3 clusters Score: Raw -21135012.391306 + Penalty 5797.387450 = -21129215.003856 nChanged 3 SP:Iteration 52Q (26180.150000 sec): 3 clusters Score: Raw -21135014.488927 + Penalty 5797.387450 = -21129217.101477 nChanged 4 SP:Iteration 53Q (26180.490000 sec): 3 clusters Score: Raw -21135016.305285 + Penalty 5797.387450 = -21129218.917835 nChanged 3 SP:Iteration 54Q (26180.820000 sec): 3 clusters Score: Raw -21135017.326447 + Penalty 5797.387450 = -21129219.938996 nChanged 2 SP:Iteration 55Q (26181.160000 sec): 3 clusters Score: Raw -21135018.208177 + Penalty 5797.387450 = -21129220.820727 nChanged 2 SP:Iteration 56Q (26181.490000 sec): 3 clusters Score: Raw -21135018.786459 + Penalty 5797.387450 = -21129221.399008 nChanged 1 SP:Iteration 57Q (26181.830000 sec): 3 clusters Score: Raw -21135019.170990 + Penalty 5797.387450 = -21129221.783540 nChanged 2 SP:Iteration 58Q (26182.160000 sec): 3 clusters Score: Raw -21135019.711856 + Penalty 5797.387450 = -21129222.324406 nChanged 1 SP:Iteration 59Q (26182.490000 sec): 3 clusters Score: Raw -21135019.937624 + Penalty 5797.387450 = -21129222.550173 nChanged 0 SP:Iteration 60F (26182.970000 sec): 3 clusters Score: Raw -21135019.937624 + Penalty 5797.387450 = -21129222.550173 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26183.030000 sec): 2 clusters Score: Raw -397805.104714 + Penalty 1939.469000 = -395865.635715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26183.040000 sec): 3 clusters Score: Raw -396777.188896 + Penalty 3878.938000 = -392898.250896 nChanged 843 SP:Iteration 1F (26183.050000 sec): 3 clusters Score: Raw -397417.034410 + Penalty 3878.938000 = -393538.096410 nChanged 213 SP:Iteration 2F (26183.060000 sec): 3 clusters Score: Raw -397668.174348 + Penalty 3878.938000 = -393789.236349 nChanged 143 SP:Iteration 3F (26183.070000 sec): 3 clusters Score: Raw -397810.778555 + Penalty 3878.938000 = -393931.840556 nChanged 105 SP:Iteration 4Q (26183.080000 sec): 3 clusters Score: Raw -397917.628674 + Penalty 3878.938000 = -394038.690675 nChanged 85 SP:Iteration 5Q (26183.090000 sec): 3 clusters Score: Raw -397990.827186 + Penalty 3878.938000 = -394111.889186 nChanged 73 SP:Iteration 6Q (26183.090000 sec): 3 clusters Score: Raw -398052.555494 + Penalty 3878.938000 = -394173.617494 nChanged 52 SP:Iteration 7Q (26183.110000 sec): 3 clusters Score: Raw -398097.698695 + Penalty 3878.938000 = -394218.760695 nChanged 40 SP:Iteration 8Q (26183.110000 sec): 3 clusters Score: Raw -398133.130461 + Penalty 3878.938000 = -394254.192461 nChanged 33 SP:Iteration 9Q (26183.130000 sec): 3 clusters Score: Raw -398161.091359 + Penalty 3878.938000 = -394282.153359 nChanged 29 SP:Iteration 10Q (26183.130000 sec): 3 clusters Score: Raw -398179.127276 + Penalty 3878.938000 = -394300.189276 nChanged 22 SP:Iteration 11Q (26183.140000 sec): 3 clusters Score: Raw -398191.167165 + Penalty 3878.938000 = -394312.229166 nChanged 17 SP:Iteration 12Q (26183.150000 sec): 3 clusters Score: Raw -398200.446245 + Penalty 3878.938000 = -394321.508245 nChanged 19 SP:Iteration 13Q (26183.160000 sec): 3 clusters Score: Raw -398213.188440 + Penalty 3878.938000 = -394334.250441 nChanged 20 SP:Iteration 14Q (26183.170000 sec): 3 clusters Score: Raw -398227.458154 + Penalty 3878.938000 = -394348.520155 nChanged 18 SP:Iteration 15Q (26183.180000 sec): 3 clusters Score: Raw -398239.184868 + Penalty 3878.938000 = -394360.246868 nChanged 21 SP:Iteration 16Q (26183.190000 sec): 3 clusters Score: Raw -398251.997183 + Penalty 3878.938000 = -394373.059183 nChanged 20 SP:Iteration 17Q (26183.200000 sec): 3 clusters Score: Raw -398267.266576 + Penalty 3878.938000 = -394388.328576 nChanged 27 SP:Iteration 18Q (26183.210000 sec): 3 clusters Score: Raw -398282.890083 + Penalty 3878.938000 = -394403.952083 nChanged 20 SP:Iteration 19Q (26183.220000 sec): 3 clusters Score: Raw -398294.314942 + Penalty 3878.938000 = -394415.376942 nChanged 22 SP:Iteration 20F (26183.230000 sec): 3 clusters Score: Raw -398308.778160 + Penalty 3878.938000 = -394429.840161 nChanged 20 SP:Iteration 21Q (26183.240000 sec): 3 clusters Score: Raw -398318.635461 + Penalty 3878.938000 = -394439.697461 nChanged 14 SP:Iteration 22Q (26183.250000 sec): 3 clusters Score: Raw -398327.659639 + Penalty 3878.938000 = -394448.721640 nChanged 15 SP:Iteration 23Q (26183.260000 sec): 3 clusters Score: Raw -398337.143610 + Penalty 3878.938000 = -394458.205610 nChanged 19 SP:Iteration 24Q (26183.270000 sec): 3 clusters Score: Raw -398349.471009 + Penalty 3878.938000 = -394470.533009 nChanged 18 SP:Iteration 25Q (26183.280000 sec): 3 clusters Score: Raw -398363.153701 + Penalty 3878.938000 = -394484.215701 nChanged 18 SP:Iteration 26Q (26183.290000 sec): 3 clusters Score: Raw -398376.144062 + Penalty 3878.938000 = -394497.206063 nChanged 20 SP:Iteration 27Q (26183.290000 sec): 3 clusters Score: Raw -398387.648212 + Penalty 3878.938000 = -394508.710212 nChanged 17 SP:Iteration 28Q (26183.310000 sec): 3 clusters Score: Raw -398396.275649 + Penalty 3878.938000 = -394517.337650 nChanged 13 SP:Iteration 29Q (26183.310000 sec): 3 clusters Score: Raw -398404.186679 + Penalty 3878.938000 = -394525.248679 nChanged 13 SP:Iteration 30Q (26183.320000 sec): 3 clusters Score: Raw -398412.492056 + Penalty 3878.938000 = -394533.554057 nChanged 11 SP:Iteration 31Q (26183.330000 sec): 3 clusters Score: Raw -398419.005394 + Penalty 3878.938000 = -394540.067395 nChanged 6 SP:Iteration 32Q (26183.340000 sec): 3 clusters Score: Raw -398423.467771 + Penalty 3878.938000 = -394544.529772 nChanged 5 SP:Iteration 33Q (26183.350000 sec): 3 clusters Score: Raw -398425.846540 + Penalty 3878.938000 = -394546.908540 nChanged 3 SP:Iteration 34Q (26183.360000 sec): 3 clusters Score: Raw -398429.048898 + Penalty 3878.938000 = -394550.110899 nChanged 6 SP:Iteration 35Q (26183.370000 sec): 3 clusters Score: Raw -398435.522515 + Penalty 3878.938000 = -394556.584516 nChanged 9 SP:Iteration 36Q (26183.380000 sec): 3 clusters Score: Raw -398443.314553 + Penalty 3878.938000 = -394564.376553 nChanged 11 SP:Iteration 37Q (26183.390000 sec): 3 clusters Score: Raw -398448.272965 + Penalty 3878.938000 = -394569.334965 nChanged 9 SP:Iteration 38Q (26183.400000 sec): 3 clusters Score: Raw -398453.756311 + Penalty 3878.938000 = -394574.818312 nChanged 7 SP:Iteration 39Q (26183.410000 sec): 3 clusters Score: Raw -398457.137641 + Penalty 3878.938000 = -394578.199642 nChanged 7 SP:Iteration 40F (26183.420000 sec): 3 clusters Score: Raw -398461.073215 + Penalty 3878.938000 = -394582.135215 nChanged 9 SP:Iteration 41Q (26183.430000 sec): 3 clusters Score: Raw -398467.861026 + Penalty 3878.938000 = -394588.923026 nChanged 6 SP:Iteration 42Q (26183.430000 sec): 3 clusters Score: Raw -398473.159665 + Penalty 3878.938000 = -394594.221666 nChanged 10 SP:Iteration 43Q (26183.440000 sec): 3 clusters Score: Raw -398478.808416 + Penalty 3878.938000 = -394599.870417 nChanged 5 SP:Iteration 44Q (26183.450000 sec): 3 clusters Score: Raw -398482.005996 + Penalty 3878.938000 = -394603.067997 nChanged 5 SP:Iteration 45Q (26183.460000 sec): 3 clusters Score: Raw -398486.880023 + Penalty 3878.938000 = -394607.942024 nChanged 6 SP:Iteration 46Q (26183.470000 sec): 3 clusters Score: Raw -398492.076166 + Penalty 3878.938000 = -394613.138166 nChanged 6 SP:Iteration 47Q (26183.480000 sec): 3 clusters Score: Raw -398497.113696 + Penalty 3878.938000 = -394618.175696 nChanged 6 SP:Iteration 48Q (26183.490000 sec): 3 clusters Score: Raw -398500.610385 + Penalty 3878.938000 = -394621.672385 nChanged 7 SP:Iteration 49Q (26183.500000 sec): 3 clusters Score: Raw -398505.754230 + Penalty 3878.938000 = -394626.816230 nChanged 5 SP:Iteration 50Q (26183.510000 sec): 3 clusters Score: Raw -398507.184927 + Penalty 3878.938000 = -394628.246927 nChanged 0 SP:Iteration 51F (26183.520000 sec): 3 clusters Score: Raw -398507.184927 + Penalty 3878.938000 = -394628.246927 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26183.530000 sec): 2 clusters Score: Raw -39675.018742 + Penalty 1423.468642 = -38251.550100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26183.530000 sec): 3 clusters Score: Raw -39925.937590 + Penalty 2846.937284 = -37079.000305 nChanged 55 SP:Iteration 1F (26183.530000 sec): 3 clusters Score: Raw -40213.160353 + Penalty 2846.937284 = -37366.223069 nChanged 25 SP:Iteration 2F (26183.530000 sec): 3 clusters Score: Raw -40336.793787 + Penalty 2846.937284 = -37489.856503 nChanged 20 SP:Iteration 3F (26183.530000 sec): 3 clusters Score: Raw -40477.604001 + Penalty 2846.937284 = -37630.666717 nChanged 12 SP:Iteration 4Q (26183.530000 sec): 3 clusters Score: Raw -40646.586872 + Penalty 2846.937284 = -37799.649588 nChanged 10 SP:Iteration 5Q (26183.530000 sec): 3 clusters Score: Raw -40786.927150 + Penalty 2846.937284 = -37939.989866 nChanged 5 SP:Iteration 6Q (26183.530000 sec): 3 clusters Score: Raw -40826.318457 + Penalty 2846.937284 = -37979.381173 nChanged 2 SP:Iteration 7Q (26183.540000 sec): 3 clusters Score: Raw -40869.163363 + Penalty 2846.937284 = -38022.226078 nChanged 3 SP:Iteration 8Q (26183.540000 sec): 3 clusters Score: Raw -40898.529606 + Penalty 2846.937284 = -38051.592321 nChanged 1 SP:Iteration 9Q (26183.540000 sec): 3 clusters Score: Raw -40921.095944 + Penalty 2846.937284 = -38074.158660 nChanged 1 SP:Iteration 10Q (26183.540000 sec): 3 clusters Score: Raw -40950.437576 + Penalty 2846.937284 = -38103.500292 nChanged 0 SP:Iteration 11F (26183.540000 sec): 3 clusters Score: Raw -40959.564170 + Penalty 2846.937284 = -38112.626885 nChanged 1 SP:Iteration 12Q (26183.540000 sec): 3 clusters Score: Raw -40997.329398 + Penalty 2846.937284 = -38150.392114 nChanged 1 SP:Iteration 13Q (26183.540000 sec): 3 clusters Score: Raw -41060.426988 + Penalty 2846.937284 = -38213.489703 nChanged 0 SP:Iteration 14F (26183.550000 sec): 3 clusters Score: Raw -41060.426988 + Penalty 2846.937284 = -38213.489703 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26183.550000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26183.550000 sec): 3 clusters Score: Raw -89038.676024 + Penalty 3156.916375 = -85881.759648 nChanged 105 SP:Iteration 1F (26183.560000 sec): 3 clusters Score: Raw -89248.123430 + Penalty 3156.916375 = -86091.207054 nChanged 28 SP:Iteration 2Q (26183.560000 sec): 3 clusters Score: Raw -89319.103040 + Penalty 3156.916375 = -86162.186665 nChanged 14 SP:Iteration 3Q (26183.560000 sec): 3 clusters Score: Raw -89345.574661 + Penalty 3156.916375 = -86188.658285 nChanged 8 SP:Iteration 4Q (26183.570000 sec): 3 clusters Score: Raw -89358.539302 + Penalty 3156.916375 = -86201.622927 nChanged 2 SP:Iteration 5Q (26183.570000 sec): 3 clusters Score: Raw -89360.036729 + Penalty 3156.916375 = -86203.120353 nChanged 0 SP:Iteration 6F (26183.570000 sec): 3 clusters Score: Raw -89360.036729 + Penalty 3156.916375 = -86203.120353 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1342960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26189.550000 sec): 2 clusters Score: Raw -234940563.315599 + Penalty 3499.375899 = -234937063.939699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26195.130000 sec): 3 clusters Score: Raw -234030320.309349 + Penalty 6998.751799 = -234023321.557550 nChanged 661040 SP:Iteration 1F (26200.640000 sec): 3 clusters Score: Raw -234439628.236787 + Penalty 6998.751799 = -234432629.484988 nChanged 37954 SP:Iteration 2Q (26206.260000 sec): 3 clusters Score: Raw -234449930.777719 + Penalty 6998.751799 = -234442932.025920 nChanged 48015 SP:Iteration 3Q (26211.930000 sec): 3 clusters Score: Raw -234466460.788809 + Penalty 6998.751799 = -234459462.037011 nChanged 60530 SP:Iteration 4Q (26217.570000 sec): 3 clusters Score: Raw -234492813.706673 + Penalty 6998.751799 = -234485814.954874 nChanged 75420 SP:Iteration 5F (26223.080000 sec): 3 clusters Score: Raw -234532818.292477 + Penalty 6998.751799 = -234525819.540679 nChanged 86751 SP:Iteration 6F (26228.580000 sec): 3 clusters Score: Raw -234586412.186777 + Penalty 6998.751799 = -234579413.434978 nChanged 91367 SP:Iteration 7F (26234.100000 sec): 3 clusters Score: Raw -234650075.616528 + Penalty 6998.751799 = -234643076.864729 nChanged 87000 SP:Iteration 8F (26239.580000 sec): 3 clusters Score: Raw -234716675.066625 + Penalty 6998.751799 = -234709676.314826 nChanged 74702 SP:Iteration 9F (26245.050000 sec): 3 clusters Score: Raw -234777076.943604 + Penalty 6998.751799 = -234770078.191805 nChanged 58842 SP:Iteration 10Q (26250.370000 sec): 3 clusters Score: Raw -234822565.880022 + Penalty 6998.751799 = -234815567.128223 nChanged 43404 SP:Iteration 11Q (26255.390000 sec): 3 clusters Score: Raw -234851488.177048 + Penalty 6998.751799 = -234844489.425250 nChanged 32410 SP:Iteration 12Q (26260.250000 sec): 3 clusters Score: Raw -234869880.598557 + Penalty 6998.751799 = -234862881.846758 nChanged 26863 SP:Iteration 13Q (26264.990000 sec): 3 clusters Score: Raw -234883498.570944 + Penalty 6998.751799 = -234876499.819145 nChanged 23729 SP:Iteration 14Q (26269.560000 sec): 3 clusters Score: Raw -234894640.915113 + Penalty 6998.751799 = -234887642.163315 nChanged 21431 SP:Iteration 15Q (26274.020000 sec): 3 clusters Score: Raw -234904255.237074 + Penalty 6998.751799 = -234897256.485275 nChanged 19104 SP:Iteration 16Q (26278.410000 sec): 3 clusters Score: Raw -234912520.318036 + Penalty 6998.751799 = -234905521.566237 nChanged 16553 SP:Iteration 17Q (26282.710000 sec): 3 clusters Score: Raw -234919410.676215 + Penalty 6998.751799 = -234912411.924416 nChanged 14089 SP:Iteration 18Q (26287.000000 sec): 3 clusters Score: Raw -234925057.908079 + Penalty 6998.751799 = -234918059.156281 nChanged 11551 SP:Iteration 19Q (26291.180000 sec): 3 clusters Score: Raw -234929416.855155 + Penalty 6998.751799 = -234922418.103356 nChanged 9294 SP:Iteration 20F (26296.610000 sec): 3 clusters Score: Raw -234932683.078419 + Penalty 6998.751799 = -234925684.326621 nChanged 7311 SP:Iteration 21Q (26300.680000 sec): 3 clusters Score: Raw -234935053.786923 + Penalty 6998.751799 = -234928055.035124 nChanged 5830 SP:Iteration 22Q (26304.720000 sec): 3 clusters Score: Raw -234936812.834799 + Penalty 6998.751799 = -234929814.083000 nChanged 4678 SP:Iteration 23Q (26308.720000 sec): 3 clusters Score: Raw -234938140.702784 + Penalty 6998.751799 = -234931141.950985 nChanged 3746 SP:Iteration 24Q (26312.690000 sec): 3 clusters Score: Raw -234939114.755330 + Penalty 6998.751799 = -234932116.003531 nChanged 2942 SP:Iteration 25Q (26316.640000 sec): 3 clusters Score: Raw -234939818.617713 + Penalty 6998.751799 = -234932819.865914 nChanged 2359 SP:Iteration 26Q (26320.570000 sec): 3 clusters Score: Raw -234940344.871085 + Penalty 6998.751799 = -234933346.119286 nChanged 1933 SP:Iteration 27Q (26324.480000 sec): 3 clusters Score: Raw -234940750.858828 + Penalty 6998.751799 = -234933752.107029 nChanged 1551 SP:Iteration 28Q (26328.380000 sec): 3 clusters Score: Raw -234941064.215324 + Penalty 6998.751799 = -234934065.463525 nChanged 1334 SP:Iteration 29Q (26332.270000 sec): 3 clusters Score: Raw -234941330.321171 + Penalty 6998.751799 = -234934331.569373 nChanged 1105 SP:Iteration 30Q (26336.150000 sec): 3 clusters Score: Raw -234941544.861520 + Penalty 6998.751799 = -234934546.109721 nChanged 955 SP:Iteration 31Q (26340.020000 sec): 3 clusters Score: Raw -234941736.820824 + Penalty 6998.751799 = -234934738.069025 nChanged 815 SP:Iteration 32Q (26343.880000 sec): 3 clusters Score: Raw -234941890.255231 + Penalty 6998.751799 = -234934891.503432 nChanged 626 SP:Iteration 33Q (26347.730000 sec): 3 clusters Score: Raw -234941996.547604 + Penalty 6998.751799 = -234934997.795805 nChanged 516 SP:Iteration 34Q (26351.580000 sec): 3 clusters Score: Raw -234942077.947309 + Penalty 6998.751799 = -234935079.195510 nChanged 463 SP:Iteration 35Q (26355.430000 sec): 3 clusters Score: Raw -234942150.415814 + Penalty 6998.751799 = -234935151.664016 nChanged 403 SP:Iteration 36Q (26359.280000 sec): 3 clusters Score: Raw -234942209.310831 + Penalty 6998.751799 = -234935210.559032 nChanged 341 SP:Iteration 37Q (26363.110000 sec): 3 clusters Score: Raw -234942260.040435 + Penalty 6998.751799 = -234935261.288636 nChanged 300 SP:Iteration 38Q (26366.950000 sec): 3 clusters Score: Raw -234942303.474051 + Penalty 6998.751799 = -234935304.722253 nChanged 276 SP:Iteration 39Q (26370.790000 sec): 3 clusters Score: Raw -234942342.454630 + Penalty 6998.751799 = -234935343.702831 nChanged 276 SP:Iteration 40F (26376.170000 sec): 3 clusters Score: Raw -234942379.905257 + Penalty 6998.751799 = -234935381.153458 nChanged 240 SP:Iteration 41Q (26380.000000 sec): 3 clusters Score: Raw -234942409.551351 + Penalty 6998.751799 = -234935410.799552 nChanged 224 SP:Iteration 42Q (26383.830000 sec): 3 clusters Score: Raw -234942434.067967 + Penalty 6998.751799 = -234935435.316168 nChanged 173 SP:Iteration 43Q (26387.650000 sec): 3 clusters Score: Raw -234942451.100667 + Penalty 6998.751799 = -234935452.348868 nChanged 154 SP:Iteration 44Q (26391.470000 sec): 3 clusters Score: Raw -234942464.829323 + Penalty 6998.751799 = -234935466.077525 nChanged 129 SP:Iteration 45Q (26395.300000 sec): 3 clusters Score: Raw -234942475.974617 + Penalty 6998.751799 = -234935477.222819 nChanged 106 SP:Iteration 46Q (26399.120000 sec): 3 clusters Score: Raw -234942485.940368 + Penalty 6998.751799 = -234935487.188569 nChanged 110 SP:Iteration 47Q (26402.950000 sec): 3 clusters Score: Raw -234942495.052852 + Penalty 6998.751799 = -234935496.301053 nChanged 94 SP:Iteration 48Q (26406.760000 sec): 3 clusters Score: Raw -234942503.298703 + Penalty 6998.751799 = -234935504.546905 nChanged 102 SP:Iteration 49Q (26410.580000 sec): 3 clusters Score: Raw -234942513.669500 + Penalty 6998.751799 = -234935514.917701 nChanged 104 SP:Iteration 50Q (26414.400000 sec): 3 clusters Score: Raw -234942523.818968 + Penalty 6998.751799 = -234935525.067169 nChanged 82 SP:Iteration 51Q (26418.220000 sec): 3 clusters Score: Raw -234942530.930119 + Penalty 6998.751799 = -234935532.178320 nChanged 78 SP:Iteration 52Q (26422.040000 sec): 3 clusters Score: Raw -234942536.858733 + Penalty 6998.751799 = -234935538.106934 nChanged 62 SP:Iteration 53Q (26425.860000 sec): 3 clusters Score: Raw -234942541.180728 + Penalty 6998.751799 = -234935542.428930 nChanged 63 SP:Iteration 54Q (26429.690000 sec): 3 clusters Score: Raw -234942545.556785 + Penalty 6998.751799 = -234935546.804986 nChanged 59 SP:Iteration 55Q (26433.510000 sec): 3 clusters Score: Raw -234942549.326728 + Penalty 6998.751799 = -234935550.574929 nChanged 51 SP:Iteration 56Q (26437.320000 sec): 3 clusters Score: Raw -234942552.327448 + Penalty 6998.751799 = -234935553.575649 nChanged 46 SP:Iteration 57Q (26441.130000 sec): 3 clusters Score: Raw -234942555.394671 + Penalty 6998.751799 = -234935556.642872 nChanged 49 SP:Iteration 58Q (26444.950000 sec): 3 clusters Score: Raw -234942558.427621 + Penalty 6998.751799 = -234935559.675822 nChanged 48 SP:Iteration 59Q (26448.770000 sec): 3 clusters Score: Raw -234942561.382607 + Penalty 6998.751799 = -234935562.630808 nChanged 45 SP:Iteration 60F (26454.150000 sec): 3 clusters Score: Raw -234942564.355678 + Penalty 6998.751799 = -234935565.603879 nChanged 49 SP:Iteration 61Q (26457.970000 sec): 3 clusters Score: Raw -234942567.693829 + Penalty 6998.751799 = -234935568.942031 nChanged 37 SP:Iteration 62Q (26461.790000 sec): 3 clusters Score: Raw -234942569.845088 + Penalty 6998.751799 = -234935571.093289 nChanged 31 SP:Iteration 63Q (26465.600000 sec): 3 clusters Score: Raw -234942571.782318 + Penalty 6998.751799 = -234935573.030520 nChanged 41 SP:Iteration 64Q (26469.420000 sec): 3 clusters Score: Raw -234942574.265327 + Penalty 6998.751799 = -234935575.513528 nChanged 37 SP:Iteration 65Q (26473.240000 sec): 3 clusters Score: Raw -234942577.360690 + Penalty 6998.751799 = -234935578.608891 nChanged 53 SP:Iteration 66Q (26477.080000 sec): 3 clusters Score: Raw -234942582.030210 + Penalty 6998.751799 = -234935583.278411 nChanged 53 SP:Iteration 67Q (26480.940000 sec): 3 clusters Score: Raw -234942585.967767 + Penalty 6998.751799 = -234935587.215969 nChanged 57 SP:Iteration 68Q (26484.890000 sec): 3 clusters Score: Raw -234942590.231286 + Penalty 6998.751799 = -234935591.479488 nChanged 57 SP:Iteration 69Q (26488.800000 sec): 3 clusters Score: Raw -234942594.992872 + Penalty 6998.751799 = -234935596.241074 nChanged 49 SP:Iteration 70Q (26492.950000 sec): 3 clusters Score: Raw -234942598.686841 + Penalty 6998.751799 = -234935599.935043 nChanged 48 SP:Iteration 71Q (26497.120000 sec): 3 clusters Score: Raw -234942602.101309 + Penalty 6998.751799 = -234935603.349510 nChanged 55 SP:Iteration 72Q (26501.250000 sec): 3 clusters Score: Raw -234942606.947657 + Penalty 6998.751799 = -234935608.195859 nChanged 60 SP:Iteration 73Q (26505.290000 sec): 3 clusters Score: Raw -234942612.910099 + Penalty 6998.751799 = -234935614.158300 nChanged 66 SP:Iteration 74Q (26509.340000 sec): 3 clusters Score: Raw -234942619.072050 + Penalty 6998.751799 = -234935620.320251 nChanged 63 SP:Iteration 75Q (26513.410000 sec): 3 clusters Score: Raw -234942623.704534 + Penalty 6998.751799 = -234935624.952735 nChanged 56 SP:Iteration 76Q (26517.470000 sec): 3 clusters Score: Raw -234942628.284530 + Penalty 6998.751799 = -234935629.532731 nChanged 52 SP:Iteration 77Q (26521.520000 sec): 3 clusters Score: Raw -234942632.412548 + Penalty 6998.751799 = -234935633.660749 nChanged 62 SP:Iteration 78Q (26525.560000 sec): 3 clusters Score: Raw -234942637.447289 + Penalty 6998.751799 = -234935638.695491 nChanged 69 SP:Iteration 79Q (26529.620000 sec): 3 clusters Score: Raw -234942643.903927 + Penalty 6998.751799 = -234935645.152128 nChanged 80 SP:Iteration 80F (26535.200000 sec): 3 clusters Score: Raw -234942652.638519 + Penalty 6998.751799 = -234935653.886721 nChanged 79 SP:Iteration 81Q (26539.230000 sec): 3 clusters Score: Raw -234942660.456380 + Penalty 6998.751799 = -234935661.704581 nChanged 71 SP:Iteration 82Q (26543.270000 sec): 3 clusters Score: Raw -234942668.318633 + Penalty 6998.751799 = -234935669.566834 nChanged 74 SP:Iteration 83Q (26547.310000 sec): 3 clusters Score: Raw -234942674.543987 + Penalty 6998.751799 = -234935675.792188 nChanged 69 SP:Iteration 84Q (26551.360000 sec): 3 clusters Score: Raw -234942680.103400 + Penalty 6998.751799 = -234935681.351601 nChanged 65 SP:Iteration 85Q (26555.390000 sec): 3 clusters Score: Raw -234942685.323079 + Penalty 6998.751799 = -234935686.571280 nChanged 48 SP:Iteration 86Q (26559.410000 sec): 3 clusters Score: Raw -234942689.102714 + Penalty 6998.751799 = -234935690.350915 nChanged 55 SP:Iteration 87Q (26563.440000 sec): 3 clusters Score: Raw -234942692.734275 + Penalty 6998.751799 = -234935693.982477 nChanged 35 SP:Iteration 88Q (26567.470000 sec): 3 clusters Score: Raw -234942695.377698 + Penalty 6998.751799 = -234935696.625900 nChanged 32 SP:Iteration 89Q (26571.500000 sec): 3 clusters Score: Raw -234942697.567115 + Penalty 6998.751799 = -234935698.815316 nChanged 31 SP:Iteration 90Q (26575.530000 sec): 3 clusters Score: Raw -234942699.597524 + Penalty 6998.751799 = -234935700.845726 nChanged 24 SP:Iteration 91Q (26579.560000 sec): 3 clusters Score: Raw -234942701.480099 + Penalty 6998.751799 = -234935702.728300 nChanged 29 SP:Iteration 92Q (26583.570000 sec): 3 clusters Score: Raw -234942703.323422 + Penalty 6998.751799 = -234935704.571623 nChanged 35 SP:Iteration 93Q (26587.610000 sec): 3 clusters Score: Raw -234942706.185572 + Penalty 6998.751799 = -234935707.433773 nChanged 32 SP:Iteration 94Q (26591.640000 sec): 3 clusters Score: Raw -234942708.344928 + Penalty 6998.751799 = -234935709.593129 nChanged 33 SP:Iteration 95Q (26595.690000 sec): 3 clusters Score: Raw -234942711.035495 + Penalty 6998.751799 = -234935712.283696 nChanged 38 SP:Iteration 96Q (26599.720000 sec): 3 clusters Score: Raw -234942713.295350 + Penalty 6998.751799 = -234935714.543551 nChanged 27 SP:Iteration 97Q (26603.760000 sec): 3 clusters Score: Raw -234942715.229053 + Penalty 6998.751799 = -234935716.477254 nChanged 25 SP:Iteration 98Q (26607.800000 sec): 3 clusters Score: Raw -234942716.986400 + Penalty 6998.751799 = -234935718.234601 nChanged 26 SP:Iteration 99Q (26611.840000 sec): 3 clusters Score: Raw -234942718.802757 + Penalty 6998.751799 = -234935720.050958 nChanged 23 SP:Iteration 100F (26617.440000 sec): 3 clusters Score: Raw -234942719.985389 + Penalty 6998.751799 = -234935721.233590 nChanged 9 SP:Iteration 101Q (26621.480000 sec): 3 clusters Score: Raw -234942720.456975 + Penalty 6998.751799 = -234935721.705176 nChanged 9 SP:Iteration 102Q (26625.510000 sec): 3 clusters Score: Raw -234942721.163226 + Penalty 6998.751799 = -234935722.411427 nChanged 15 SP:Iteration 103Q (26629.550000 sec): 3 clusters Score: Raw -234942722.326856 + Penalty 6998.751799 = -234935723.575057 nChanged 21 SP:Iteration 104Q (26633.580000 sec): 3 clusters Score: Raw -234942724.142746 + Penalty 6998.751799 = -234935725.390947 nChanged 26 SP:Iteration 105Q (26637.610000 sec): 3 clusters Score: Raw -234942725.717360 + Penalty 6998.751799 = -234935726.965561 nChanged 22 SP:Iteration 106Q (26641.650000 sec): 3 clusters Score: Raw -234942727.032095 + Penalty 6998.751799 = -234935728.280297 nChanged 15 SP:Iteration 107Q (26645.680000 sec): 3 clusters Score: Raw -234942727.960129 + Penalty 6998.751799 = -234935729.208330 nChanged 13 SP:Iteration 108Q (26649.710000 sec): 3 clusters Score: Raw -234942728.755143 + Penalty 6998.751799 = -234935730.003344 nChanged 13 SP:Iteration 109Q (26653.760000 sec): 3 clusters Score: Raw -234942729.579524 + Penalty 6998.751799 = -234935730.827725 nChanged 14 SP:Iteration 110Q (26657.790000 sec): 3 clusters Score: Raw -234942730.562177 + Penalty 6998.751799 = -234935731.810378 nChanged 16 SP:Iteration 111Q (26661.840000 sec): 3 clusters Score: Raw -234942731.683151 + Penalty 6998.751799 = -234935732.931352 nChanged 15 SP:Iteration 112Q (26665.860000 sec): 3 clusters Score: Raw -234942732.652697 + Penalty 6998.751799 = -234935733.900899 nChanged 13 SP:Iteration 113Q (26669.880000 sec): 3 clusters Score: Raw -234942733.350450 + Penalty 6998.751799 = -234935734.598651 nChanged 12 SP:Iteration 114Q (26673.920000 sec): 3 clusters Score: Raw -234942733.987591 + Penalty 6998.751799 = -234935735.235792 nChanged 18 SP:Iteration 115Q (26677.940000 sec): 3 clusters Score: Raw -234942735.115772 + Penalty 6998.751799 = -234935736.363973 nChanged 16 SP:Iteration 116Q (26681.960000 sec): 3 clusters Score: Raw -234942736.376518 + Penalty 6998.751799 = -234935737.624719 nChanged 23 SP:Iteration 117Q (26685.990000 sec): 3 clusters Score: Raw -234942738.085987 + Penalty 6998.751799 = -234935739.334188 nChanged 31 SP:Iteration 118Q (26690.020000 sec): 3 clusters Score: Raw -234942740.971172 + Penalty 6998.751799 = -234935742.219374 nChanged 32 SP:Iteration 119Q (26694.040000 sec): 3 clusters Score: Raw -234942743.140283 + Penalty 6998.751799 = -234935744.388484 nChanged 23 SP:Iteration 120F (26699.640000 sec): 3 clusters Score: Raw -234942744.824342 + Penalty 6998.751799 = -234935746.072543 nChanged 27 SP:Iteration 121Q (26703.660000 sec): 3 clusters Score: Raw -234942746.910860 + Penalty 6998.751799 = -234935748.159062 nChanged 21 SP:Iteration 122Q (26707.680000 sec): 3 clusters Score: Raw -234942748.202879 + Penalty 6998.751799 = -234935749.451080 nChanged 20 SP:Iteration 123Q (26711.710000 sec): 3 clusters Score: Raw -234942749.334555 + Penalty 6998.751799 = -234935750.582756 nChanged 19 SP:Iteration 124Q (26715.740000 sec): 3 clusters Score: Raw -234942750.630055 + Penalty 6998.751799 = -234935751.878256 nChanged 22 SP:Iteration 125Q (26719.770000 sec): 3 clusters Score: Raw -234942752.198812 + Penalty 6998.751799 = -234935753.447013 nChanged 33 SP:Iteration 126Q (26723.800000 sec): 3 clusters Score: Raw -234942755.086560 + Penalty 6998.751799 = -234935756.334761 nChanged 46 SP:Iteration 127Q (26727.840000 sec): 3 clusters Score: Raw -234942759.372235 + Penalty 6998.751799 = -234935760.620437 nChanged 47 SP:Iteration 128Q (26731.870000 sec): 3 clusters Score: Raw -234942763.961674 + Penalty 6998.751799 = -234935765.209875 nChanged 64 SP:Iteration 129Q (26735.900000 sec): 3 clusters Score: Raw -234942771.549701 + Penalty 6998.751799 = -234935772.797902 nChanged 65 SP:Iteration 130Q (26739.930000 sec): 3 clusters Score: Raw -234942778.196081 + Penalty 6998.751799 = -234935779.444282 nChanged 56 SP:Iteration 131Q (26743.960000 sec): 3 clusters Score: Raw -234942782.820231 + Penalty 6998.751799 = -234935784.068433 nChanged 53 SP:Iteration 132Q (26747.990000 sec): 3 clusters Score: Raw -234942787.737704 + Penalty 6998.751799 = -234935788.985905 nChanged 58 SP:Iteration 133Q (26752.030000 sec): 3 clusters Score: Raw -234942792.481777 + Penalty 6998.751799 = -234935793.729978 nChanged 57 SP:Iteration 134Q (26756.080000 sec): 3 clusters Score: Raw -234942796.846523 + Penalty 6998.751799 = -234935798.094724 nChanged 54 SP:Iteration 135Q (26760.130000 sec): 3 clusters Score: Raw -234942801.729731 + Penalty 6998.751799 = -234935802.977932 nChanged 47 SP:Iteration 136Q (26764.180000 sec): 3 clusters Score: Raw -234942805.882384 + Penalty 6998.751799 = -234935807.130585 nChanged 42 SP:Iteration 137Q (26768.230000 sec): 3 clusters Score: Raw -234942808.906769 + Penalty 6998.751799 = -234935810.154970 nChanged 35 SP:Iteration 138Q (26772.300000 sec): 3 clusters Score: Raw -234942811.529292 + Penalty 6998.751799 = -234935812.777493 nChanged 39 SP:Iteration 139Q (26776.350000 sec): 3 clusters Score: Raw -234942815.423372 + Penalty 6998.751799 = -234935816.671574 nChanged 36 SP:Iteration 140F (26781.960000 sec): 3 clusters Score: Raw -234942818.693246 + Penalty 6998.751799 = -234935819.941447 nChanged 42 SP:Iteration 141Q (26785.990000 sec): 3 clusters Score: Raw -234942823.057495 + Penalty 6998.751799 = -234935824.305697 nChanged 45 SP:Iteration 142Q (26790.020000 sec): 3 clusters Score: Raw -234942828.225830 + Penalty 6998.751799 = -234935829.474031 nChanged 65 SP:Iteration 143Q (26794.050000 sec): 3 clusters Score: Raw -234942835.531508 + Penalty 6998.751799 = -234935836.779709 nChanged 72 SP:Iteration 144Q (26798.080000 sec): 3 clusters Score: Raw -234942842.556103 + Penalty 6998.751799 = -234935843.804304 nChanged 60 SP:Iteration 145Q (26802.100000 sec): 3 clusters Score: Raw -234942849.063149 + Penalty 6998.751799 = -234935850.311351 nChanged 63 SP:Iteration 146Q (26806.140000 sec): 3 clusters Score: Raw -234942855.060708 + Penalty 6998.751799 = -234935856.308909 nChanged 48 SP:Iteration 147Q (26810.190000 sec): 3 clusters Score: Raw -234942859.994300 + Penalty 6998.751799 = -234935861.242501 nChanged 46 SP:Iteration 148Q (26814.220000 sec): 3 clusters Score: Raw -234942865.478470 + Penalty 6998.751799 = -234935866.726672 nChanged 56 SP:Iteration 149Q (26818.250000 sec): 3 clusters Score: Raw -234942870.972403 + Penalty 6998.751799 = -234935872.220604 nChanged 48 SP:Iteration 150Q (26822.280000 sec): 3 clusters Score: Raw -234942874.851177 + Penalty 6998.751799 = -234935876.099379 nChanged 45 SP:Iteration 151Q (26826.310000 sec): 3 clusters Score: Raw -234942879.152278 + Penalty 6998.751799 = -234935880.400479 nChanged 49 SP:Iteration 152Q (26830.330000 sec): 3 clusters Score: Raw -234942882.916771 + Penalty 6998.751799 = -234935884.164972 nChanged 35 SP:Iteration 153Q (26834.360000 sec): 3 clusters Score: Raw -234942885.801596 + Penalty 6998.751799 = -234935887.049797 nChanged 43 SP:Iteration 154Q (26838.370000 sec): 3 clusters Score: Raw -234942889.464004 + Penalty 6998.751799 = -234935890.712206 nChanged 34 SP:Iteration 155Q (26842.390000 sec): 3 clusters Score: Raw -234942892.090024 + Penalty 6998.751799 = -234935893.338225 nChanged 30 SP:Iteration 156Q (26846.410000 sec): 3 clusters Score: Raw -234942894.508543 + Penalty 6998.751799 = -234935895.756744 nChanged 30 SP:Iteration 157Q (26850.430000 sec): 3 clusters Score: Raw -234942896.805819 + Penalty 6998.751799 = -234935898.054020 nChanged 29 SP:Iteration 158Q (26854.460000 sec): 3 clusters Score: Raw -234942898.716078 + Penalty 6998.751799 = -234935899.964280 nChanged 13 SP:Iteration 159Q (26858.470000 sec): 3 clusters Score: Raw -234942899.579979 + Penalty 6998.751799 = -234935900.828180 nChanged 16 SP:Iteration 160F (26864.090000 sec): 3 clusters Score: Raw -234942900.822206 + Penalty 6998.751799 = -234935902.070407 nChanged 22 SP:Iteration 161Q (26868.120000 sec): 3 clusters Score: Raw -234942902.244870 + Penalty 6998.751799 = -234935903.493072 nChanged 17 SP:Iteration 162Q (26872.150000 sec): 3 clusters Score: Raw -234942903.429344 + Penalty 6998.751799 = -234935904.677545 nChanged 20 SP:Iteration 163Q (26876.180000 sec): 3 clusters Score: Raw -234942904.650032 + Penalty 6998.751799 = -234935905.898234 nChanged 11 SP:Iteration 164Q (26880.210000 sec): 3 clusters Score: Raw -234942905.271356 + Penalty 6998.751799 = -234935906.519558 nChanged 13 SP:Iteration 165Q (26884.240000 sec): 3 clusters Score: Raw -234942906.107130 + Penalty 6998.751799 = -234935907.355331 nChanged 8 SP:Iteration 166Q (26888.270000 sec): 3 clusters Score: Raw -234942906.541908 + Penalty 6998.751799 = -234935907.790110 nChanged 5 SP:Iteration 167Q (26892.290000 sec): 3 clusters Score: Raw -234942906.748292 + Penalty 6998.751799 = -234935907.996494 nChanged 4 SP:Iteration 168Q (26896.330000 sec): 3 clusters Score: Raw -234942906.900131 + Penalty 6998.751799 = -234935908.148333 nChanged 4 SP:Iteration 169Q (26900.370000 sec): 3 clusters Score: Raw -234942907.208037 + Penalty 6998.751799 = -234935908.456238 nChanged 4 SP:Iteration 170Q (26904.410000 sec): 3 clusters Score: Raw -234942907.477889 + Penalty 6998.751799 = -234935908.726090 nChanged 5 SP:Iteration 171Q (26908.450000 sec): 3 clusters Score: Raw -234942907.758194 + Penalty 6998.751799 = -234935909.006395 nChanged 4 SP:Iteration 172Q (26912.490000 sec): 3 clusters Score: Raw -234942907.969868 + Penalty 6998.751799 = -234935909.218069 nChanged 5 SP:Iteration 173Q (26916.530000 sec): 3 clusters Score: Raw -234942908.280661 + Penalty 6998.751799 = -234935909.528862 nChanged 4 SP:Iteration 174Q (26920.560000 sec): 3 clusters Score: Raw -234942908.497688 + Penalty 6998.751799 = -234935909.745889 nChanged 5 SP:Iteration 175Q (26924.600000 sec): 3 clusters Score: Raw -234942908.946344 + Penalty 6998.751799 = -234935910.194545 nChanged 8 SP:Iteration 176Q (26928.660000 sec): 3 clusters Score: Raw -234942909.326647 + Penalty 6998.751799 = -234935910.574849 nChanged 5 SP:Iteration 177Q (26932.700000 sec): 3 clusters Score: Raw -234942909.599371 + Penalty 6998.751799 = -234935910.847572 nChanged 5 SP:Iteration 178Q (26936.740000 sec): 3 clusters Score: Raw -234942909.890786 + Penalty 6998.751799 = -234935911.138987 nChanged 4 SP:Iteration 179Q (26940.780000 sec): 3 clusters Score: Raw -234942910.063084 + Penalty 6998.751799 = -234935911.311285 nChanged 2 SP:Iteration 180F (26946.370000 sec): 3 clusters Score: Raw -234942910.166442 + Penalty 6998.751799 = -234935911.414643 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26947.020000 sec): 2 clusters Score: Raw -1565034.646069 + Penalty 2265.231786 = -1562769.414283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26947.060000 sec): 3 clusters Score: Raw -1559980.486551 + Penalty 4530.463573 = -1555450.022978 nChanged 3774 SP:Iteration 1F (26947.100000 sec): 3 clusters Score: Raw -1562144.766769 + Penalty 4530.463573 = -1557614.303197 nChanged 676 SP:Iteration 2F (26947.140000 sec): 3 clusters Score: Raw -1562593.025727 + Penalty 4530.463573 = -1558062.562154 nChanged 648 SP:Iteration 3F (26947.170000 sec): 3 clusters Score: Raw -1563049.356470 + Penalty 4530.463573 = -1558518.892897 nChanged 647 SP:Iteration 4F (26947.210000 sec): 3 clusters Score: Raw -1563548.107806 + Penalty 4530.463573 = -1559017.644233 nChanged 608 SP:Iteration 5F (26947.240000 sec): 3 clusters Score: Raw -1564046.972189 + Penalty 4530.463573 = -1559516.508616 nChanged 534 SP:Iteration 6F (26947.280000 sec): 3 clusters Score: Raw -1564498.141974 + Penalty 4530.463573 = -1559967.678402 nChanged 431 SP:Iteration 7Q (26947.320000 sec): 3 clusters Score: Raw -1564869.170333 + Penalty 4530.463573 = -1560338.706761 nChanged 303 SP:Iteration 8Q (26947.350000 sec): 3 clusters Score: Raw -1565119.737787 + Penalty 4530.463573 = -1560589.274214 nChanged 229 SP:Iteration 9Q (26947.390000 sec): 3 clusters Score: Raw -1565309.911421 + Penalty 4530.463573 = -1560779.447848 nChanged 182 SP:Iteration 10Q (26947.420000 sec): 3 clusters Score: Raw -1565460.122744 + Penalty 4530.463573 = -1560929.659171 nChanged 126 SP:Iteration 11Q (26947.460000 sec): 3 clusters Score: Raw -1565554.552613 + Penalty 4530.463573 = -1561024.089041 nChanged 93 SP:Iteration 12Q (26947.490000 sec): 3 clusters Score: Raw -1565612.687045 + Penalty 4530.463573 = -1561082.223472 nChanged 54 SP:Iteration 13Q (26947.520000 sec): 3 clusters Score: Raw -1565647.140146 + Penalty 4530.463573 = -1561116.676574 nChanged 40 SP:Iteration 14Q (26947.560000 sec): 3 clusters Score: Raw -1565667.906553 + Penalty 4530.463573 = -1561137.442980 nChanged 27 SP:Iteration 15Q (26947.590000 sec): 3 clusters Score: Raw -1565679.653681 + Penalty 4530.463573 = -1561149.190109 nChanged 20 SP:Iteration 16Q (26947.620000 sec): 3 clusters Score: Raw -1565688.871790 + Penalty 4530.463573 = -1561158.408217 nChanged 16 SP:Iteration 17Q (26947.650000 sec): 3 clusters Score: Raw -1565697.672611 + Penalty 4530.463573 = -1561167.209038 nChanged 15 SP:Iteration 18Q (26947.680000 sec): 3 clusters Score: Raw -1565704.136339 + Penalty 4530.463573 = -1561173.672766 nChanged 16 SP:Iteration 19Q (26947.710000 sec): 3 clusters Score: Raw -1565711.388916 + Penalty 4530.463573 = -1561180.925343 nChanged 12 SP:Iteration 20F (26947.750000 sec): 3 clusters Score: Raw -1565717.752455 + Penalty 4530.463573 = -1561187.288882 nChanged 19 SP:Iteration 21Q (26947.780000 sec): 3 clusters Score: Raw -1565727.742496 + Penalty 4530.463573 = -1561197.278923 nChanged 9 SP:Iteration 22Q (26947.810000 sec): 3 clusters Score: Raw -1565731.623717 + Penalty 4530.463573 = -1561201.160144 nChanged 5 SP:Iteration 23Q (26947.840000 sec): 3 clusters Score: Raw -1565734.115743 + Penalty 4530.463573 = -1561203.652170 nChanged 4 SP:Iteration 24Q (26947.870000 sec): 3 clusters Score: Raw -1565736.309136 + Penalty 4530.463573 = -1561205.845564 nChanged 4 SP:Iteration 25Q (26947.900000 sec): 3 clusters Score: Raw -1565737.798010 + Penalty 4530.463573 = -1561207.334437 nChanged 3 SP:Iteration 26Q (26947.940000 sec): 3 clusters Score: Raw -1565738.684260 + Penalty 4530.463573 = -1561208.220687 nChanged 2 SP:Iteration 27Q (26947.960000 sec): 3 clusters Score: Raw -1565739.347622 + Penalty 4530.463573 = -1561208.884049 nChanged 3 SP:Iteration 28Q (26948.000000 sec): 3 clusters Score: Raw -1565741.000185 + Penalty 4530.463573 = -1561210.536612 nChanged 5 SP:Iteration 29Q (26948.020000 sec): 3 clusters Score: Raw -1565744.318093 + Penalty 4530.463573 = -1561213.854520 nChanged 4 SP:Iteration 30Q (26948.060000 sec): 3 clusters Score: Raw -1565746.275318 + Penalty 4530.463573 = -1561215.811745 nChanged 4 SP:Iteration 31Q (26948.080000 sec): 3 clusters Score: Raw -1565747.847896 + Penalty 4530.463573 = -1561217.384323 nChanged 2 SP:Iteration 32Q (26948.120000 sec): 3 clusters Score: Raw -1565748.369968 + Penalty 4530.463573 = -1561217.906395 nChanged 0 SP:Iteration 33F (26948.150000 sec): 3 clusters Score: Raw -1565748.369968 + Penalty 4530.463573 = -1561217.906395 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26948.170000 sec): 2 clusters Score: Raw -319900.893756 + Penalty 1882.656548 = -318018.237209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26948.180000 sec): 3 clusters Score: Raw -319231.820934 + Penalty 3765.313095 = -315466.507839 nChanged 641 SP:Iteration 1F (26948.180000 sec): 3 clusters Score: Raw -319910.495937 + Penalty 3765.313095 = -316145.182842 nChanged 226 SP:Iteration 2F (26948.190000 sec): 3 clusters Score: Raw -320327.179295 + Penalty 3765.313095 = -316561.866200 nChanged 203 SP:Iteration 3F (26948.200000 sec): 3 clusters Score: Raw -320743.995743 + Penalty 3765.313095 = -316978.682648 nChanged 156 SP:Iteration 4F (26948.210000 sec): 3 clusters Score: Raw -321044.490638 + Penalty 3765.313095 = -317279.177543 nChanged 113 SP:Iteration 5F (26948.220000 sec): 3 clusters Score: Raw -321227.646396 + Penalty 3765.313095 = -317462.333301 nChanged 66 SP:Iteration 6Q (26948.220000 sec): 3 clusters Score: Raw -321316.334089 + Penalty 3765.313095 = -317551.020994 nChanged 40 SP:Iteration 7Q (26948.230000 sec): 3 clusters Score: Raw -321376.434323 + Penalty 3765.313095 = -317611.121228 nChanged 26 SP:Iteration 8Q (26948.240000 sec): 3 clusters Score: Raw -321412.129896 + Penalty 3765.313095 = -317646.816801 nChanged 13 SP:Iteration 9Q (26948.240000 sec): 3 clusters Score: Raw -321424.135112 + Penalty 3765.313095 = -317658.822017 nChanged 8 SP:Iteration 10Q (26948.250000 sec): 3 clusters Score: Raw -321431.938091 + Penalty 3765.313095 = -317666.624995 nChanged 11 SP:Iteration 11Q (26948.260000 sec): 3 clusters Score: Raw -321453.695128 + Penalty 3765.313095 = -317688.382033 nChanged 9 SP:Iteration 12Q (26948.270000 sec): 3 clusters Score: Raw -321463.155727 + Penalty 3765.313095 = -317697.842632 nChanged 5 SP:Iteration 13Q (26948.270000 sec): 3 clusters Score: Raw -321465.606921 + Penalty 3765.313095 = -317700.293826 nChanged 1 SP:Iteration 14Q (26948.280000 sec): 3 clusters Score: Raw -321466.244795 + Penalty 3765.313095 = -317700.931700 nChanged 0 SP:Iteration 15F (26948.290000 sec): 3 clusters Score: Raw -321466.244795 + Penalty 3765.313095 = -317700.931700 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26948.300000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26948.300000 sec): 3 clusters Score: Raw -60749.090576 + Penalty 3042.165429 = -57706.925147 nChanged 85 SP:Iteration 1F (26948.300000 sec): 3 clusters Score: Raw -60938.424935 + Penalty 3042.165429 = -57896.259506 nChanged 28 SP:Iteration 2F (26948.300000 sec): 3 clusters Score: Raw -61073.738673 + Penalty 3042.165429 = -58031.573243 nChanged 24 SP:Iteration 3F (26948.300000 sec): 3 clusters Score: Raw -61148.281650 + Penalty 3042.165429 = -58106.116221 nChanged 20 SP:Iteration 4Q (26948.310000 sec): 3 clusters Score: Raw -61244.231394 + Penalty 3042.165429 = -58202.065965 nChanged 20 SP:Iteration 5Q (26948.310000 sec): 3 clusters Score: Raw -61361.464114 + Penalty 3042.165429 = -58319.298684 nChanged 10 SP:Iteration 6Q (26948.310000 sec): 3 clusters Score: Raw -61403.263993 + Penalty 3042.165429 = -58361.098564 nChanged 8 SP:Iteration 7Q (26948.310000 sec): 3 clusters Score: Raw -61445.589884 + Penalty 3042.165429 = -58403.424455 nChanged 10 SP:Iteration 8Q (26948.310000 sec): 3 clusters Score: Raw -61534.023004 + Penalty 3042.165429 = -58491.857575 nChanged 8 SP:Iteration 9Q (26948.320000 sec): 3 clusters Score: Raw -61616.284693 + Penalty 3042.165429 = -58574.119264 nChanged 8 SP:Iteration 10Q (26948.320000 sec): 3 clusters Score: Raw -61656.824130 + Penalty 3042.165429 = -58614.658701 nChanged 7 SP:Iteration 11Q (26948.320000 sec): 3 clusters Score: Raw -61678.080525 + Penalty 3042.165429 = -58635.915095 nChanged 3 SP:Iteration 12Q (26948.320000 sec): 3 clusters Score: Raw -61689.277356 + Penalty 3042.165429 = -58647.111927 nChanged 2 SP:Iteration 13Q (26948.320000 sec): 3 clusters Score: Raw -61715.668584 + Penalty 3042.165429 = -58673.503154 nChanged 5 SP:Iteration 14Q (26948.320000 sec): 3 clusters Score: Raw -61757.176380 + Penalty 3042.165429 = -58715.010951 nChanged 5 SP:Iteration 15Q (26948.320000 sec): 3 clusters Score: Raw -61771.880147 + Penalty 3042.165429 = -58729.714718 nChanged 1 SP:Iteration 16Q (26948.320000 sec): 3 clusters Score: Raw -61774.084094 + Penalty 3042.165429 = -58731.918664 nChanged 2 SP:Iteration 17Q (26948.330000 sec): 3 clusters Score: Raw -61796.395581 + Penalty 3042.165429 = -58754.230152 nChanged 0 SP:Iteration 18F (26948.330000 sec): 3 clusters Score: Raw -61796.774948 + Penalty 3042.165429 = -58754.609519 nChanged 1 SP:Iteration 19Q (26948.330000 sec): 3 clusters Score: Raw -61800.302644 + Penalty 3042.165429 = -58758.137215 nChanged 0 SP:Iteration 20F (26948.330000 sec): 3 clusters Score: Raw -61800.302644 + Penalty 3042.165429 = -58758.137215 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26948.340000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26948.340000 sec): 3 clusters Score: Raw -31131.622644 + Penalty 2672.979578 = -28458.643066 nChanged 21 SP:Iteration 1F (26948.340000 sec): 3 clusters Score: Raw -31256.978497 + Penalty 2672.979578 = -28583.998919 nChanged 2 SP:Iteration 2Q (26948.340000 sec): 3 clusters Score: Raw -31268.206652 + Penalty 2672.979578 = -28595.227074 nChanged 0 SP:Iteration 3F (26948.340000 sec): 3 clusters Score: Raw -31268.206652 + Penalty 2672.979578 = -28595.227074 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26948.350000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26948.350000 sec): 3 clusters Score: Raw -39868.291314 + Penalty 2773.129542 = -37095.161771 nChanged 30 SP:Iteration 1F (26948.360000 sec): 3 clusters Score: Raw -39973.691118 + Penalty 2773.129542 = -37200.561575 nChanged 9 SP:Iteration 2Q (26948.360000 sec): 3 clusters Score: Raw -40015.554334 + Penalty 2773.129542 = -37242.424791 nChanged 1 SP:Iteration 3Q (26948.360000 sec): 3 clusters Score: Raw -40026.824953 + Penalty 2773.129542 = -37253.695411 nChanged 0 SP:Iteration 4F (26948.360000 sec): 3 clusters Score: Raw -40026.824953 + Penalty 2773.129542 = -37253.695411 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26948.400000 sec): 2 clusters Score: Raw -1352941.221987 + Penalty 2241.632333 = -1350699.589654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26948.430000 sec): 3 clusters Score: Raw -1348513.919760 + Penalty 4483.264667 = -1344030.655093 nChanged 3410 SP:Iteration 1F (26948.460000 sec): 3 clusters Score: Raw -1350483.797015 + Penalty 4483.264667 = -1346000.532349 nChanged 637 SP:Iteration 2F (26948.500000 sec): 3 clusters Score: Raw -1350841.921766 + Penalty 4483.264667 = -1346358.657099 nChanged 461 SP:Iteration 3F (26948.530000 sec): 3 clusters Score: Raw -1351093.207084 + Penalty 4483.264667 = -1346609.942418 nChanged 385 SP:Iteration 4Q (26948.560000 sec): 3 clusters Score: Raw -1351356.876345 + Penalty 4483.264667 = -1346873.611678 nChanged 363 SP:Iteration 5Q (26948.600000 sec): 3 clusters Score: Raw -1351577.901969 + Penalty 4483.264667 = -1347094.637302 nChanged 346 SP:Iteration 6Q (26948.630000 sec): 3 clusters Score: Raw -1351791.410177 + Penalty 4483.264667 = -1347308.145510 nChanged 313 SP:Iteration 7Q (26948.660000 sec): 3 clusters Score: Raw -1351978.900936 + Penalty 4483.264667 = -1347495.636269 nChanged 334 SP:Iteration 8Q (26948.690000 sec): 3 clusters Score: Raw -1352181.278538 + Penalty 4483.264667 = -1347698.013871 nChanged 327 SP:Iteration 9Q (26948.730000 sec): 3 clusters Score: Raw -1352368.763163 + Penalty 4483.264667 = -1347885.498497 nChanged 331 SP:Iteration 10Q (26948.760000 sec): 3 clusters Score: Raw -1352568.897355 + Penalty 4483.264667 = -1348085.632688 nChanged 346 SP:Iteration 11Q (26948.790000 sec): 3 clusters Score: Raw -1352778.730223 + Penalty 4483.264667 = -1348295.465556 nChanged 351 SP:Iteration 12Q (26948.820000 sec): 3 clusters Score: Raw -1353008.307931 + Penalty 4483.264667 = -1348525.043264 nChanged 357 SP:Iteration 13Q (26948.860000 sec): 3 clusters Score: Raw -1353238.135857 + Penalty 4483.264667 = -1348754.871190 nChanged 342 SP:Iteration 14Q (26948.890000 sec): 3 clusters Score: Raw -1353459.921766 + Penalty 4483.264667 = -1348976.657099 nChanged 313 SP:Iteration 15Q (26948.930000 sec): 3 clusters Score: Raw -1353656.841460 + Penalty 4483.264667 = -1349173.576793 nChanged 285 SP:Iteration 16Q (26948.960000 sec): 3 clusters Score: Raw -1353863.106058 + Penalty 4483.264667 = -1349379.841391 nChanged 244 SP:Iteration 17Q (26948.990000 sec): 3 clusters Score: Raw -1354043.976496 + Penalty 4483.264667 = -1349560.711830 nChanged 177 SP:Iteration 18Q (26949.020000 sec): 3 clusters Score: Raw -1354157.218520 + Penalty 4483.264667 = -1349673.953853 nChanged 153 SP:Iteration 19Q (26949.060000 sec): 3 clusters Score: Raw -1354251.893557 + Penalty 4483.264667 = -1349768.628890 nChanged 126 SP:Iteration 20F (26949.090000 sec): 3 clusters Score: Raw -1354332.450780 + Penalty 4483.264667 = -1349849.186113 nChanged 95 SP:Iteration 21Q (26949.120000 sec): 3 clusters Score: Raw -1354385.014288 + Penalty 4483.264667 = -1349901.749621 nChanged 75 SP:Iteration 22Q (26949.150000 sec): 3 clusters Score: Raw -1354422.810838 + Penalty 4483.264667 = -1349939.546172 nChanged 67 SP:Iteration 23Q (26949.180000 sec): 3 clusters Score: Raw -1354456.010780 + Penalty 4483.264667 = -1349972.746114 nChanged 49 SP:Iteration 24Q (26949.220000 sec): 3 clusters Score: Raw -1354479.988651 + Penalty 4483.264667 = -1349996.723984 nChanged 45 SP:Iteration 25Q (26949.250000 sec): 3 clusters Score: Raw -1354498.456176 + Penalty 4483.264667 = -1350015.191509 nChanged 32 SP:Iteration 26Q (26949.280000 sec): 3 clusters Score: Raw -1354510.709887 + Penalty 4483.264667 = -1350027.445220 nChanged 24 SP:Iteration 27Q (26949.310000 sec): 3 clusters Score: Raw -1354517.595677 + Penalty 4483.264667 = -1350034.331010 nChanged 14 SP:Iteration 28Q (26949.340000 sec): 3 clusters Score: Raw -1354520.942226 + Penalty 4483.264667 = -1350037.677560 nChanged 11 SP:Iteration 29Q (26949.370000 sec): 3 clusters Score: Raw -1354522.843003 + Penalty 4483.264667 = -1350039.578336 nChanged 6 SP:Iteration 30Q (26949.400000 sec): 3 clusters Score: Raw -1354524.286776 + Penalty 4483.264667 = -1350041.022109 nChanged 5 SP:Iteration 31Q (26949.430000 sec): 3 clusters Score: Raw -1354525.699774 + Penalty 4483.264667 = -1350042.435107 nChanged 9 SP:Iteration 32Q (26949.460000 sec): 3 clusters Score: Raw -1354528.843099 + Penalty 4483.264667 = -1350045.578432 nChanged 6 SP:Iteration 33Q (26949.490000 sec): 3 clusters Score: Raw -1354531.014661 + Penalty 4483.264667 = -1350047.749994 nChanged 4 SP:Iteration 34Q (26949.520000 sec): 3 clusters Score: Raw -1354531.944654 + Penalty 4483.264667 = -1350048.679988 nChanged 2 SP:Iteration 35Q (26949.550000 sec): 3 clusters Score: Raw -1354532.630057 + Penalty 4483.264667 = -1350049.365391 nChanged 2 SP:Iteration 36Q (26949.580000 sec): 3 clusters Score: Raw -1354533.362666 + Penalty 4483.264667 = -1350050.097999 nChanged 3 SP:Iteration 37Q (26949.610000 sec): 3 clusters Score: Raw -1354534.184456 + Penalty 4483.264667 = -1350050.919790 nChanged 6 SP:Iteration 38Q (26949.640000 sec): 3 clusters Score: Raw -1354535.811919 + Penalty 4483.264667 = -1350052.547252 nChanged 3 SP:Iteration 39Q (26949.670000 sec): 3 clusters Score: Raw -1354536.467143 + Penalty 4483.264667 = -1350053.202477 nChanged 1 SP:Iteration 40F (26949.700000 sec): 3 clusters Score: Raw -1354536.709619 + Penalty 4483.264667 = -1350053.444952 nChanged 2 SP:Iteration 41Q (26949.730000 sec): 3 clusters Score: Raw -1354537.498162 + Penalty 4483.264667 = -1350054.233495 nChanged 3 SP:Iteration 42Q (26949.760000 sec): 3 clusters Score: Raw -1354538.012566 + Penalty 4483.264667 = -1350054.747900 nChanged 3 SP:Iteration 43Q (26949.790000 sec): 3 clusters Score: Raw -1354539.009872 + Penalty 4483.264667 = -1350055.745205 nChanged 6 SP:Iteration 44Q (26949.820000 sec): 3 clusters Score: Raw -1354540.963712 + Penalty 4483.264667 = -1350057.699045 nChanged 7 SP:Iteration 45Q (26949.850000 sec): 3 clusters Score: Raw -1354543.692446 + Penalty 4483.264667 = -1350060.427780 nChanged 8 SP:Iteration 46Q (26949.880000 sec): 3 clusters Score: Raw -1354546.820309 + Penalty 4483.264667 = -1350063.555642 nChanged 5 SP:Iteration 47Q (26949.920000 sec): 3 clusters Score: Raw -1354547.782209 + Penalty 4483.264667 = -1350064.517543 nChanged 3 SP:Iteration 48Q (26949.940000 sec): 3 clusters Score: Raw -1354548.594406 + Penalty 4483.264667 = -1350065.329739 nChanged 3 SP:Iteration 49Q (26949.980000 sec): 3 clusters Score: Raw -1354549.608687 + Penalty 4483.264667 = -1350066.344021 nChanged 3 SP:Iteration 50Q (26950.000000 sec): 3 clusters Score: Raw -1354550.878494 + Penalty 4483.264667 = -1350067.613827 nChanged 3 SP:Iteration 51Q (26950.040000 sec): 3 clusters Score: Raw -1354552.083480 + Penalty 4483.264667 = -1350068.818813 nChanged 4 SP:Iteration 52Q (26950.060000 sec): 3 clusters Score: Raw -1354553.633023 + Penalty 4483.264667 = -1350070.368356 nChanged 2 SP:Iteration 53Q (26950.090000 sec): 3 clusters Score: Raw -1354554.275273 + Penalty 4483.264667 = -1350071.010606 nChanged 0 SP:Iteration 54F (26950.130000 sec): 3 clusters Score: Raw -1354554.275273 + Penalty 4483.264667 = -1350071.010606 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26950.140000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26950.140000 sec): 3 clusters Score: Raw -122406.130445 + Penalty 3302.373479 = -119103.756966 nChanged 157 SP:Iteration 1F (26950.140000 sec): 3 clusters Score: Raw -122658.618299 + Penalty 3302.373479 = -119356.244820 nChanged 44 SP:Iteration 2F (26950.150000 sec): 3 clusters Score: Raw -122744.759042 + Penalty 3302.373479 = -119442.385563 nChanged 24 SP:Iteration 3Q (26950.150000 sec): 3 clusters Score: Raw -122795.952990 + Penalty 3302.373479 = -119493.579511 nChanged 12 SP:Iteration 4Q (26950.160000 sec): 3 clusters Score: Raw -122823.786604 + Penalty 3302.373479 = -119521.413126 nChanged 9 SP:Iteration 5Q (26950.160000 sec): 3 clusters Score: Raw -122846.696096 + Penalty 3302.373479 = -119544.322618 nChanged 9 SP:Iteration 6Q (26950.160000 sec): 3 clusters Score: Raw -122871.139897 + Penalty 3302.373479 = -119568.766418 nChanged 4 SP:Iteration 7Q (26950.160000 sec): 3 clusters Score: Raw -122879.693747 + Penalty 3302.373479 = -119577.320268 nChanged 2 SP:Iteration 8Q (26950.170000 sec): 3 clusters Score: Raw -122882.646109 + Penalty 3302.373479 = -119580.272631 nChanged 1 SP:Iteration 9Q (26950.170000 sec): 3 clusters Score: Raw -122883.562801 + Penalty 3302.373479 = -119581.189322 nChanged 2 SP:Iteration 10Q (26950.170000 sec): 3 clusters Score: Raw -122884.951413 + Penalty 3302.373479 = -119582.577935 nChanged 1 SP:Iteration 11Q (26950.180000 sec): 3 clusters Score: Raw -122886.628983 + Penalty 3302.373479 = -119584.255504 nChanged 2 SP:Iteration 12Q (26950.180000 sec): 3 clusters Score: Raw -122889.936484 + Penalty 3302.373479 = -119587.563005 nChanged 3 SP:Iteration 13Q (26950.180000 sec): 3 clusters Score: Raw -122893.679555 + Penalty 3302.373479 = -119591.306076 nChanged 0 SP:Iteration 14F (26950.180000 sec): 3 clusters Score: Raw -122893.679555 + Penalty 3302.373479 = -119591.306076 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26950.200000 sec): 2 clusters Score: Raw -210583.024397 + Penalty 1776.658778 = -208806.365619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26950.200000 sec): 3 clusters Score: Raw -210189.754409 + Penalty 3553.317555 = -206636.436853 nChanged 334 SP:Iteration 1F (26950.210000 sec): 3 clusters Score: Raw -210516.224314 + Penalty 3553.317555 = -206962.906758 nChanged 101 SP:Iteration 2F (26950.210000 sec): 3 clusters Score: Raw -210642.847461 + Penalty 3553.317555 = -207089.529905 nChanged 63 SP:Iteration 3Q (26950.220000 sec): 3 clusters Score: Raw -210705.965580 + Penalty 3553.317555 = -207152.648025 nChanged 35 SP:Iteration 4Q (26950.220000 sec): 3 clusters Score: Raw -210747.495001 + Penalty 3553.317555 = -207194.177445 nChanged 31 SP:Iteration 5Q (26950.230000 sec): 3 clusters Score: Raw -210783.895974 + Penalty 3553.317555 = -207230.578419 nChanged 21 SP:Iteration 6Q (26950.230000 sec): 3 clusters Score: Raw -210804.763763 + Penalty 3553.317555 = -207251.446207 nChanged 12 SP:Iteration 7Q (26950.240000 sec): 3 clusters Score: Raw -210816.682586 + Penalty 3553.317555 = -207263.365030 nChanged 7 SP:Iteration 8Q (26950.240000 sec): 3 clusters Score: Raw -210823.671798 + Penalty 3553.317555 = -207270.354242 nChanged 5 SP:Iteration 9Q (26950.250000 sec): 3 clusters Score: Raw -210828.430659 + Penalty 3553.317555 = -207275.113104 nChanged 4 SP:Iteration 10Q (26950.250000 sec): 3 clusters Score: Raw -210831.595066 + Penalty 3553.317555 = -207278.277511 nChanged 4 SP:Iteration 11Q (26950.260000 sec): 3 clusters Score: Raw -210835.202276 + Penalty 3553.317555 = -207281.884720 nChanged 3 SP:Iteration 12Q (26950.260000 sec): 3 clusters Score: Raw -210838.381588 + Penalty 3553.317555 = -207285.064033 nChanged 2 SP:Iteration 13Q (26950.270000 sec): 3 clusters Score: Raw -210840.813201 + Penalty 3553.317555 = -207287.495645 nChanged 1 SP:Iteration 14Q (26950.270000 sec): 3 clusters Score: Raw -210841.364338 + Penalty 3553.317555 = -207288.046783 nChanged 0 SP:Iteration 15F (26950.280000 sec): 3 clusters Score: Raw -210841.364338 + Penalty 3553.317555 = -207288.046783 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26950.290000 sec): 2 clusters Score: Raw -105129.834479 + Penalty 1599.716665 = -103530.117814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26950.290000 sec): 3 clusters Score: Raw -105090.898993 + Penalty 3199.433329 = -101891.465664 nChanged 140 SP:Iteration 1F (26950.290000 sec): 3 clusters Score: Raw -105301.494652 + Penalty 3199.433329 = -102102.061323 nChanged 31 SP:Iteration 2Q (26950.300000 sec): 3 clusters Score: Raw -105350.928948 + Penalty 3199.433329 = -102151.495619 nChanged 14 SP:Iteration 3Q (26950.300000 sec): 3 clusters Score: Raw -105384.419831 + Penalty 3199.433329 = -102184.986502 nChanged 8 SP:Iteration 4Q (26950.300000 sec): 3 clusters Score: Raw -105400.112661 + Penalty 3199.433329 = -102200.679332 nChanged 5 SP:Iteration 5Q (26950.300000 sec): 3 clusters Score: Raw -105409.228449 + Penalty 3199.433329 = -102209.795120 nChanged 5 SP:Iteration 6Q (26950.300000 sec): 3 clusters Score: Raw -105417.339498 + Penalty 3199.433329 = -102217.906168 nChanged 5 SP:Iteration 7Q (26950.310000 sec): 3 clusters Score: Raw -105426.504281 + Penalty 3199.433329 = -102227.070951 nChanged 2 SP:Iteration 8Q (26950.310000 sec): 3 clusters Score: Raw -105427.900436 + Penalty 3199.433329 = -102228.467107 nChanged 0 SP:Iteration 9F (26950.310000 sec): 3 clusters Score: Raw -105427.900436 + Penalty 3199.433329 = -102228.467107 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26950.320000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26950.320000 sec): 3 clusters Score: Raw -44560.674346 + Penalty 2975.472535 = -41585.201812 nChanged 90 SP:Iteration 1F (26950.320000 sec): 3 clusters Score: Raw -44870.267222 + Penalty 2975.472535 = -41894.794687 nChanged 39 SP:Iteration 2F (26950.320000 sec): 3 clusters Score: Raw -45025.274872 + Penalty 2975.472535 = -42049.802338 nChanged 21 SP:Iteration 3F (26950.330000 sec): 3 clusters Score: Raw -45140.734303 + Penalty 2975.472535 = -42165.261768 nChanged 8 SP:Iteration 4Q (26950.330000 sec): 3 clusters Score: Raw -45185.476549 + Penalty 2975.472535 = -42210.004014 nChanged 6 SP:Iteration 5Q (26950.330000 sec): 3 clusters Score: Raw -45205.323299 + Penalty 2975.472535 = -42229.850764 nChanged 4 SP:Iteration 6Q (26950.330000 sec): 3 clusters Score: Raw -45221.035959 + Penalty 2975.472535 = -42245.563425 nChanged 3 SP:Iteration 7Q (26950.330000 sec): 3 clusters Score: Raw -45249.015876 + Penalty 2975.472535 = -42273.543341 nChanged 2 SP:Iteration 8Q (26950.330000 sec): 3 clusters Score: Raw -45252.069670 + Penalty 2975.472535 = -42276.597136 nChanged 0 SP:Iteration 9F (26950.340000 sec): 3 clusters Score: Raw -45252.069670 + Penalty 2975.472535 = -42276.597136 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26950.350000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26950.360000 sec): 3 clusters Score: Raw -279368.472703 + Penalty 3683.568340 = -275684.904363 nChanged 508 SP:Iteration 1F (26950.360000 sec): 3 clusters Score: Raw -279779.263847 + Penalty 3683.568340 = -276095.695507 nChanged 115 SP:Iteration 2F (26950.370000 sec): 3 clusters Score: Raw -279886.299799 + Penalty 3683.568340 = -276202.731459 nChanged 62 SP:Iteration 3Q (26950.380000 sec): 3 clusters Score: Raw -279946.938176 + Penalty 3683.568340 = -276263.369836 nChanged 64 SP:Iteration 4Q (26950.380000 sec): 3 clusters Score: Raw -280021.277229 + Penalty 3683.568340 = -276337.708889 nChanged 67 SP:Iteration 5Q (26950.390000 sec): 3 clusters Score: Raw -280102.331852 + Penalty 3683.568340 = -276418.763512 nChanged 65 SP:Iteration 6Q (26950.400000 sec): 3 clusters Score: Raw -280199.533544 + Penalty 3683.568340 = -276515.965204 nChanged 69 SP:Iteration 7Q (26950.400000 sec): 3 clusters Score: Raw -280311.252929 + Penalty 3683.568340 = -276627.684589 nChanged 78 SP:Iteration 8Q (26950.410000 sec): 3 clusters Score: Raw -280465.739938 + Penalty 3683.568340 = -276782.171598 nChanged 82 SP:Iteration 9Q (26950.410000 sec): 3 clusters Score: Raw -280619.695630 + Penalty 3683.568340 = -276936.127290 nChanged 84 SP:Iteration 10Q (26950.420000 sec): 3 clusters Score: Raw -280806.729176 + Penalty 3683.568340 = -277123.160836 nChanged 65 SP:Iteration 11Q (26950.430000 sec): 3 clusters Score: Raw -280910.449299 + Penalty 3683.568340 = -277226.880959 nChanged 40 SP:Iteration 12Q (26950.430000 sec): 3 clusters Score: Raw -280971.726011 + Penalty 3683.568340 = -277288.157671 nChanged 25 SP:Iteration 13Q (26950.440000 sec): 3 clusters Score: Raw -280998.342195 + Penalty 3683.568340 = -277314.773855 nChanged 20 SP:Iteration 14Q (26950.440000 sec): 3 clusters Score: Raw -281022.124563 + Penalty 3683.568340 = -277338.556223 nChanged 14 SP:Iteration 15Q (26950.450000 sec): 3 clusters Score: Raw -281037.260836 + Penalty 3683.568340 = -277353.692496 nChanged 11 SP:Iteration 16Q (26950.460000 sec): 3 clusters Score: Raw -281047.861236 + Penalty 3683.568340 = -277364.292896 nChanged 7 SP:Iteration 17Q (26950.460000 sec): 3 clusters Score: Raw -281052.506217 + Penalty 3683.568340 = -277368.937877 nChanged 2 SP:Iteration 18Q (26950.470000 sec): 3 clusters Score: Raw -281053.290188 + Penalty 3683.568340 = -277369.721848 nChanged 3 SP:Iteration 19Q (26950.480000 sec): 3 clusters Score: Raw -281055.808659 + Penalty 3683.568340 = -277372.240319 nChanged 4 SP:Iteration 20F (26950.480000 sec): 3 clusters Score: Raw -281057.990122 + Penalty 3683.568340 = -277374.421782 nChanged 3 SP:Iteration 21Q (26950.490000 sec): 3 clusters Score: Raw -281060.814623 + Penalty 3683.568340 = -277377.246283 nChanged 2 SP:Iteration 22Q (26950.500000 sec): 3 clusters Score: Raw -281062.758008 + Penalty 3683.568340 = -277379.189668 nChanged 2 SP:Iteration 23Q (26950.500000 sec): 3 clusters Score: Raw -281063.555004 + Penalty 3683.568340 = -277379.986664 nChanged 1 SP:Iteration 24Q (26950.510000 sec): 3 clusters Score: Raw -281064.534341 + Penalty 3683.568340 = -277380.966001 nChanged 0 SP:Iteration 25F (26950.510000 sec): 3 clusters Score: Raw -281064.534341 + Penalty 3683.568340 = -277380.966001 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26950.520000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26950.520000 sec): 3 clusters Score: Raw -54509.052597 + Penalty 2908.361063 = -51600.691534 nChanged 43 SP:Iteration 1F (26950.520000 sec): 3 clusters Score: Raw -54616.363994 + Penalty 2908.361063 = -51708.002931 nChanged 13 SP:Iteration 2Q (26950.520000 sec): 3 clusters Score: Raw -54650.291015 + Penalty 2908.361063 = -51741.929952 nChanged 10 SP:Iteration 3Q (26950.530000 sec): 3 clusters Score: Raw -54678.471157 + Penalty 2908.361063 = -51770.110094 nChanged 4 SP:Iteration 4Q (26950.530000 sec): 3 clusters Score: Raw -54694.530776 + Penalty 2908.361063 = -51786.169712 nChanged 1 SP:Iteration 5Q (26950.530000 sec): 3 clusters Score: Raw -54703.759576 + Penalty 2908.361063 = -51795.398513 nChanged 0 SP:Iteration 6F (26950.530000 sec): 3 clusters Score: Raw -54703.759576 + Penalty 2908.361063 = -51795.398513 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26950.550000 sec): 2 clusters Score: Raw -545066.430347 + Penalty 2013.906001 = -543052.524346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26950.560000 sec): 3 clusters Score: Raw -543634.292774 + Penalty 4027.812001 = -539606.480773 nChanged 1224 SP:Iteration 1F (26950.580000 sec): 3 clusters Score: Raw -544464.248456 + Penalty 4027.812001 = -540436.436455 nChanged 294 SP:Iteration 2F (26950.590000 sec): 3 clusters Score: Raw -544711.472327 + Penalty 4027.812001 = -540683.660326 nChanged 202 SP:Iteration 3F (26950.600000 sec): 3 clusters Score: Raw -544892.754823 + Penalty 4027.812001 = -540864.942822 nChanged 167 SP:Iteration 4Q (26950.620000 sec): 3 clusters Score: Raw -545032.268188 + Penalty 4027.812001 = -541004.456187 nChanged 136 SP:Iteration 5Q (26950.630000 sec): 3 clusters Score: Raw -545138.170788 + Penalty 4027.812001 = -541110.358787 nChanged 125 SP:Iteration 6Q (26950.640000 sec): 3 clusters Score: Raw -545238.951494 + Penalty 4027.812001 = -541211.139493 nChanged 126 SP:Iteration 7Q (26950.660000 sec): 3 clusters Score: Raw -545342.832080 + Penalty 4027.812001 = -541315.020078 nChanged 115 SP:Iteration 8Q (26950.670000 sec): 3 clusters Score: Raw -545454.356081 + Penalty 4027.812001 = -541426.544080 nChanged 130 SP:Iteration 9Q (26950.680000 sec): 3 clusters Score: Raw -545582.425724 + Penalty 4027.812001 = -541554.613723 nChanged 148 SP:Iteration 10Q (26950.700000 sec): 3 clusters Score: Raw -545745.878574 + Penalty 4027.812001 = -541718.066573 nChanged 149 SP:Iteration 11Q (26950.710000 sec): 3 clusters Score: Raw -545925.212497 + Penalty 4027.812001 = -541897.400496 nChanged 143 SP:Iteration 12Q (26950.720000 sec): 3 clusters Score: Raw -546103.954647 + Penalty 4027.812001 = -542076.142646 nChanged 138 SP:Iteration 13Q (26950.730000 sec): 3 clusters Score: Raw -546249.254905 + Penalty 4027.812001 = -542221.442904 nChanged 84 SP:Iteration 14Q (26950.740000 sec): 3 clusters Score: Raw -546331.235824 + Penalty 4027.812001 = -542303.423823 nChanged 62 SP:Iteration 15Q (26950.760000 sec): 3 clusters Score: Raw -546396.179149 + Penalty 4027.812001 = -542368.367148 nChanged 58 SP:Iteration 16Q (26950.770000 sec): 3 clusters Score: Raw -546449.636858 + Penalty 4027.812001 = -542421.824857 nChanged 40 SP:Iteration 17Q (26950.780000 sec): 3 clusters Score: Raw -546479.369314 + Penalty 4027.812001 = -542451.557313 nChanged 18 SP:Iteration 18Q (26950.800000 sec): 3 clusters Score: Raw -546490.873979 + Penalty 4027.812001 = -542463.061978 nChanged 13 SP:Iteration 19Q (26950.810000 sec): 3 clusters Score: Raw -546498.116832 + Penalty 4027.812001 = -542470.304831 nChanged 5 SP:Iteration 20F (26950.820000 sec): 3 clusters Score: Raw -546503.745919 + Penalty 4027.812001 = -542475.933918 nChanged 7 SP:Iteration 21Q (26950.840000 sec): 3 clusters Score: Raw -546510.509866 + Penalty 4027.812001 = -542482.697865 nChanged 8 SP:Iteration 22Q (26950.850000 sec): 3 clusters Score: Raw -546516.224202 + Penalty 4027.812001 = -542488.412201 nChanged 7 SP:Iteration 23Q (26950.860000 sec): 3 clusters Score: Raw -546521.293237 + Penalty 4027.812001 = -542493.481236 nChanged 6 SP:Iteration 24Q (26950.870000 sec): 3 clusters Score: Raw -546525.331523 + Penalty 4027.812001 = -542497.519522 nChanged 4 SP:Iteration 25Q (26950.890000 sec): 3 clusters Score: Raw -546526.947382 + Penalty 4027.812001 = -542499.135381 nChanged 4 SP:Iteration 26Q (26950.900000 sec): 3 clusters Score: Raw -546530.165454 + Penalty 4027.812001 = -542502.353453 nChanged 7 SP:Iteration 27Q (26950.910000 sec): 3 clusters Score: Raw -546535.120333 + Penalty 4027.812001 = -542507.308332 nChanged 5 SP:Iteration 28Q (26950.920000 sec): 3 clusters Score: Raw -546538.610728 + Penalty 4027.812001 = -542510.798727 nChanged 4 SP:Iteration 29Q (26950.940000 sec): 3 clusters Score: Raw -546541.327845 + Penalty 4027.812001 = -542513.515844 nChanged 6 SP:Iteration 30Q (26950.950000 sec): 3 clusters Score: Raw -546544.864434 + Penalty 4027.812001 = -542517.052433 nChanged 2 SP:Iteration 31Q (26950.960000 sec): 3 clusters Score: Raw -546547.159362 + Penalty 4027.812001 = -542519.347361 nChanged 3 SP:Iteration 32Q (26950.970000 sec): 3 clusters Score: Raw -546550.269043 + Penalty 4027.812001 = -542522.457042 nChanged 5 SP:Iteration 33Q (26950.990000 sec): 3 clusters Score: Raw -546553.347842 + Penalty 4027.812001 = -542525.535841 nChanged 2 SP:Iteration 34Q (26951.000000 sec): 3 clusters Score: Raw -546554.301644 + Penalty 4027.812001 = -542526.489643 nChanged 1 SP:Iteration 35Q (26951.010000 sec): 3 clusters Score: Raw -546554.536299 + Penalty 4027.812001 = -542526.724298 nChanged 0 SP:Iteration 36F (26951.020000 sec): 3 clusters Score: Raw -546554.536299 + Penalty 4027.812001 = -542526.724298 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.040000 sec): 2 clusters Score: Raw -258685.930420 + Penalty 1816.800261 = -256869.130159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.040000 sec): 3 clusters Score: Raw -258196.645808 + Penalty 3633.600521 = -254563.045287 nChanged 439 SP:Iteration 1F (26951.050000 sec): 3 clusters Score: Raw -258572.233394 + Penalty 3633.600521 = -254938.632872 nChanged 103 SP:Iteration 2F (26951.060000 sec): 3 clusters Score: Raw -258671.926862 + Penalty 3633.600521 = -255038.326340 nChanged 46 SP:Iteration 3Q (26951.060000 sec): 3 clusters Score: Raw -258722.734656 + Penalty 3633.600521 = -255089.134134 nChanged 35 SP:Iteration 4Q (26951.070000 sec): 3 clusters Score: Raw -258756.017124 + Penalty 3633.600521 = -255122.416603 nChanged 30 SP:Iteration 5Q (26951.070000 sec): 3 clusters Score: Raw -258785.435414 + Penalty 3633.600521 = -255151.834892 nChanged 25 SP:Iteration 6Q (26951.080000 sec): 3 clusters Score: Raw -258811.305872 + Penalty 3633.600521 = -255177.705351 nChanged 18 SP:Iteration 7Q (26951.080000 sec): 3 clusters Score: Raw -258822.369777 + Penalty 3633.600521 = -255188.769256 nChanged 7 SP:Iteration 8Q (26951.090000 sec): 3 clusters Score: Raw -258826.819803 + Penalty 3633.600521 = -255193.219281 nChanged 4 SP:Iteration 9Q (26951.100000 sec): 3 clusters Score: Raw -258831.142931 + Penalty 3633.600521 = -255197.542409 nChanged 8 SP:Iteration 10Q (26951.100000 sec): 3 clusters Score: Raw -258837.253394 + Penalty 3633.600521 = -255203.652873 nChanged 4 SP:Iteration 11Q (26951.110000 sec): 3 clusters Score: Raw -258840.746338 + Penalty 3633.600521 = -255207.145817 nChanged 6 SP:Iteration 12Q (26951.120000 sec): 3 clusters Score: Raw -258848.138156 + Penalty 3633.600521 = -255214.537635 nChanged 6 SP:Iteration 13Q (26951.120000 sec): 3 clusters Score: Raw -258852.634114 + Penalty 3633.600521 = -255219.033593 nChanged 5 SP:Iteration 14Q (26951.130000 sec): 3 clusters Score: Raw -258855.167173 + Penalty 3633.600521 = -255221.566652 nChanged 6 SP:Iteration 15Q (26951.130000 sec): 3 clusters Score: Raw -258857.707190 + Penalty 3633.600521 = -255224.106669 nChanged 3 SP:Iteration 16Q (26951.140000 sec): 3 clusters Score: Raw -258859.362145 + Penalty 3633.600521 = -255225.761623 nChanged 5 SP:Iteration 17Q (26951.140000 sec): 3 clusters Score: Raw -258862.830114 + Penalty 3633.600521 = -255229.229593 nChanged 5 SP:Iteration 18Q (26951.150000 sec): 3 clusters Score: Raw -258866.762904 + Penalty 3633.600521 = -255233.162383 nChanged 6 SP:Iteration 19Q (26951.160000 sec): 3 clusters Score: Raw -258871.105830 + Penalty 3633.600521 = -255237.505309 nChanged 3 SP:Iteration 20F (26951.160000 sec): 3 clusters Score: Raw -258874.227211 + Penalty 3633.600521 = -255240.626689 nChanged 3 SP:Iteration 21Q (26951.170000 sec): 3 clusters Score: Raw -258876.188881 + Penalty 3633.600521 = -255242.588360 nChanged 1 SP:Iteration 22Q (26951.180000 sec): 3 clusters Score: Raw -258876.660978 + Penalty 3633.600521 = -255243.060457 nChanged 1 SP:Iteration 23Q (26951.180000 sec): 3 clusters Score: Raw -258877.498878 + Penalty 3633.600521 = -255243.898357 nChanged 0 SP:Iteration 24F (26951.190000 sec): 3 clusters Score: Raw -258877.498878 + Penalty 3633.600521 = -255243.898357 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.200000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.200000 sec): 3 clusters Score: Raw -71692.663258 + Penalty 3100.944326 = -68591.718932 nChanged 126 SP:Iteration 1F (26951.200000 sec): 3 clusters Score: Raw -71926.554158 + Penalty 3100.944326 = -68825.609832 nChanged 27 SP:Iteration 2F (26951.200000 sec): 3 clusters Score: Raw -71993.884378 + Penalty 3100.944326 = -68892.940051 nChanged 10 SP:Iteration 3Q (26951.200000 sec): 3 clusters Score: Raw -72019.515039 + Penalty 3100.944326 = -68918.570713 nChanged 7 SP:Iteration 4Q (26951.200000 sec): 3 clusters Score: Raw -72034.820680 + Penalty 3100.944326 = -68933.876354 nChanged 8 SP:Iteration 5Q (26951.210000 sec): 3 clusters Score: Raw -72048.256244 + Penalty 3100.944326 = -68947.311918 nChanged 2 SP:Iteration 6Q (26951.210000 sec): 3 clusters Score: Raw -72055.478534 + Penalty 3100.944326 = -68954.534208 nChanged 2 SP:Iteration 7Q (26951.210000 sec): 3 clusters Score: Raw -72064.243828 + Penalty 3100.944326 = -68963.299502 nChanged 0 SP:Iteration 8F (26951.210000 sec): 3 clusters Score: Raw -72064.243828 + Penalty 3100.944326 = -68963.299502 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.220000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.220000 sec): 3 clusters Score: Raw -85092.353299 + Penalty 3102.852021 = -81989.501278 nChanged 113 SP:Iteration 1F (26951.230000 sec): 3 clusters Score: Raw -85287.567132 + Penalty 3102.852021 = -82184.715111 nChanged 28 SP:Iteration 2F (26951.230000 sec): 3 clusters Score: Raw -85341.862079 + Penalty 3102.852021 = -82239.010058 nChanged 13 SP:Iteration 3Q (26951.230000 sec): 3 clusters Score: Raw -85365.416938 + Penalty 3102.852021 = -82262.564917 nChanged 11 SP:Iteration 4Q (26951.230000 sec): 3 clusters Score: Raw -85385.882454 + Penalty 3102.852021 = -82283.030433 nChanged 9 SP:Iteration 5Q (26951.240000 sec): 3 clusters Score: Raw -85407.570844 + Penalty 3102.852021 = -82304.718824 nChanged 6 SP:Iteration 6Q (26951.240000 sec): 3 clusters Score: Raw -85421.347892 + Penalty 3102.852021 = -82318.495871 nChanged 8 SP:Iteration 7Q (26951.240000 sec): 3 clusters Score: Raw -85438.868002 + Penalty 3102.852021 = -82336.015981 nChanged 4 SP:Iteration 8Q (26951.240000 sec): 3 clusters Score: Raw -85448.087176 + Penalty 3102.852021 = -82345.235156 nChanged 5 SP:Iteration 9Q (26951.240000 sec): 3 clusters Score: Raw -85463.225611 + Penalty 3102.852021 = -82360.373591 nChanged 3 SP:Iteration 10Q (26951.240000 sec): 3 clusters Score: Raw -85477.005973 + Penalty 3102.852021 = -82374.153952 nChanged 0 SP:Iteration 11F (26951.250000 sec): 3 clusters Score: Raw -85477.005973 + Penalty 3102.852021 = -82374.153952 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.260000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.260000 sec): 3 clusters Score: Raw -54094.238362 + Penalty 2880.838675 = -51213.399687 nChanged 42 SP:Iteration 1F (26951.260000 sec): 3 clusters Score: Raw -54203.148594 + Penalty 2880.838675 = -51322.309919 nChanged 9 SP:Iteration 2Q (26951.260000 sec): 3 clusters Score: Raw -54231.694390 + Penalty 2880.838675 = -51350.855715 nChanged 7 SP:Iteration 3Q (26951.260000 sec): 3 clusters Score: Raw -54248.744205 + Penalty 2880.838675 = -51367.905530 nChanged 2 SP:Iteration 4Q (26951.260000 sec): 3 clusters Score: Raw -54254.107057 + Penalty 2880.838675 = -51373.268381 nChanged 0 SP:Iteration 5F (26951.260000 sec): 3 clusters Score: Raw -54254.107057 + Penalty 2880.838675 = -51373.268381 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.270000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.270000 sec): 3 clusters Score: Raw -89529.587168 + Penalty 3143.942663 = -86385.644505 nChanged 96 SP:Iteration 1F (26951.280000 sec): 3 clusters Score: Raw -89723.557544 + Penalty 3143.942663 = -86579.614881 nChanged 25 SP:Iteration 2Q (26951.280000 sec): 3 clusters Score: Raw -89789.916051 + Penalty 3143.942663 = -86645.973388 nChanged 15 SP:Iteration 3Q (26951.280000 sec): 3 clusters Score: Raw -89826.167176 + Penalty 3143.942663 = -86682.224513 nChanged 9 SP:Iteration 4Q (26951.280000 sec): 3 clusters Score: Raw -89845.389596 + Penalty 3143.942663 = -86701.446933 nChanged 3 SP:Iteration 5Q (26951.280000 sec): 3 clusters Score: Raw -89851.773743 + Penalty 3143.942663 = -86707.831080 nChanged 1 SP:Iteration 6Q (26951.290000 sec): 3 clusters Score: Raw -89854.778096 + Penalty 3143.942663 = -86710.835433 nChanged 2 SP:Iteration 7Q (26951.290000 sec): 3 clusters Score: Raw -89856.861499 + Penalty 3143.942663 = -86712.918837 nChanged 0 SP:Iteration 8F (26951.290000 sec): 3 clusters Score: Raw -89856.861499 + Penalty 3143.942663 = -86712.918837 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.300000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.310000 sec): 3 clusters Score: Raw -180270.119000 + Penalty 3473.520468 = -176796.598532 nChanged 311 SP:Iteration 1F (26951.310000 sec): 3 clusters Score: Raw -180569.874731 + Penalty 3473.520468 = -177096.354264 nChanged 64 SP:Iteration 2F (26951.320000 sec): 3 clusters Score: Raw -180652.195360 + Penalty 3473.520468 = -177178.674892 nChanged 48 SP:Iteration 3Q (26951.320000 sec): 3 clusters Score: Raw -180699.299892 + Penalty 3473.520468 = -177225.779425 nChanged 25 SP:Iteration 4Q (26951.320000 sec): 3 clusters Score: Raw -180728.035322 + Penalty 3473.520468 = -177254.514855 nChanged 21 SP:Iteration 5Q (26951.330000 sec): 3 clusters Score: Raw -180750.374649 + Penalty 3473.520468 = -177276.854182 nChanged 16 SP:Iteration 6Q (26951.330000 sec): 3 clusters Score: Raw -180769.432663 + Penalty 3473.520468 = -177295.912196 nChanged 8 SP:Iteration 7Q (26951.340000 sec): 3 clusters Score: Raw -180780.202451 + Penalty 3473.520468 = -177306.681983 nChanged 2 SP:Iteration 8Q (26951.340000 sec): 3 clusters Score: Raw -180782.180204 + Penalty 3473.520468 = -177308.659736 nChanged 1 SP:Iteration 9Q (26951.340000 sec): 3 clusters Score: Raw -180783.217944 + Penalty 3473.520468 = -177309.697476 nChanged 1 SP:Iteration 10Q (26951.350000 sec): 3 clusters Score: Raw -180783.618102 + Penalty 3473.520468 = -177310.097635 nChanged 0 SP:Iteration 11F (26951.360000 sec): 3 clusters Score: Raw -180783.618102 + Penalty 3473.520468 = -177310.097635 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.360000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.360000 sec): 3 clusters Score: Raw -29340.375735 + Penalty 2630.439234 = -26709.936500 nChanged 26 SP:Iteration 1F (26951.360000 sec): 3 clusters Score: Raw -29477.216048 + Penalty 2630.439234 = -26846.776814 nChanged 2 SP:Iteration 2Q (26951.360000 sec): 3 clusters Score: Raw -29486.108569 + Penalty 2630.439234 = -26855.669335 nChanged 3 SP:Iteration 3Q (26951.360000 sec): 3 clusters Score: Raw -29501.803181 + Penalty 2630.439234 = -26871.363947 nChanged 0 SP:Iteration 4F (26951.370000 sec): 3 clusters Score: Raw -29501.803181 + Penalty 2630.439234 = -26871.363947 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.380000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.380000 sec): 3 clusters Score: Raw -117360.632407 + Penalty 3290.778145 = -114069.854261 nChanged 165 SP:Iteration 1F (26951.380000 sec): 3 clusters Score: Raw -117727.026535 + Penalty 3290.778145 = -114436.248389 nChanged 68 SP:Iteration 2F (26951.380000 sec): 3 clusters Score: Raw -118032.493439 + Penalty 3290.778145 = -114741.715294 nChanged 48 SP:Iteration 3F (26951.390000 sec): 3 clusters Score: Raw -118214.999466 + Penalty 3290.778145 = -114924.221320 nChanged 39 SP:Iteration 4F (26951.390000 sec): 3 clusters Score: Raw -118351.414445 + Penalty 3290.778145 = -115060.636299 nChanged 31 SP:Iteration 5Q (26951.400000 sec): 3 clusters Score: Raw -118448.365408 + Penalty 3290.778145 = -115157.587262 nChanged 23 SP:Iteration 6Q (26951.400000 sec): 3 clusters Score: Raw -118494.328700 + Penalty 3290.778145 = -115203.550554 nChanged 8 SP:Iteration 7Q (26951.400000 sec): 3 clusters Score: Raw -118505.178210 + Penalty 3290.778145 = -115214.400065 nChanged 2 SP:Iteration 8Q (26951.400000 sec): 3 clusters Score: Raw -118507.738739 + Penalty 3290.778145 = -115216.960594 nChanged 2 SP:Iteration 9Q (26951.400000 sec): 3 clusters Score: Raw -118512.759860 + Penalty 3290.778145 = -115221.981715 nChanged 6 SP:Iteration 10Q (26951.410000 sec): 3 clusters Score: Raw -118520.901506 + Penalty 3290.778145 = -115230.123360 nChanged 5 SP:Iteration 11Q (26951.410000 sec): 3 clusters Score: Raw -118531.663005 + Penalty 3290.778145 = -115240.884859 nChanged 6 SP:Iteration 12Q (26951.410000 sec): 3 clusters Score: Raw -118540.931412 + Penalty 3290.778145 = -115250.153267 nChanged 0 SP:Iteration 13F (26951.420000 sec): 3 clusters Score: Raw -118540.931412 + Penalty 3290.778145 = -115250.153267 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.420000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.430000 sec): 3 clusters Score: Raw -127606.327283 + Penalty 3297.896337 = -124308.430946 nChanged 183 SP:Iteration 1F (26951.430000 sec): 3 clusters Score: Raw -127832.340883 + Penalty 3297.896337 = -124534.444546 nChanged 40 SP:Iteration 2F (26951.440000 sec): 3 clusters Score: Raw -127880.526091 + Penalty 3297.896337 = -124582.629754 nChanged 16 SP:Iteration 3Q (26951.440000 sec): 3 clusters Score: Raw -127901.965612 + Penalty 3297.896337 = -124604.069275 nChanged 14 SP:Iteration 4Q (26951.440000 sec): 3 clusters Score: Raw -127920.471807 + Penalty 3297.896337 = -124622.575471 nChanged 5 SP:Iteration 5Q (26951.440000 sec): 3 clusters Score: Raw -127928.320896 + Penalty 3297.896337 = -124630.424559 nChanged 8 SP:Iteration 6Q (26951.450000 sec): 3 clusters Score: Raw -127941.140256 + Penalty 3297.896337 = -124643.243920 nChanged 8 SP:Iteration 7Q (26951.450000 sec): 3 clusters Score: Raw -127954.675000 + Penalty 3297.896337 = -124656.778664 nChanged 8 SP:Iteration 8Q (26951.450000 sec): 3 clusters Score: Raw -127966.847653 + Penalty 3297.896337 = -124668.951316 nChanged 4 SP:Iteration 9Q (26951.460000 sec): 3 clusters Score: Raw -127972.667362 + Penalty 3297.896337 = -124674.771025 nChanged 1 SP:Iteration 10Q (26951.460000 sec): 3 clusters Score: Raw -127973.704953 + Penalty 3297.896337 = -124675.808616 nChanged 1 SP:Iteration 11Q (26951.460000 sec): 3 clusters Score: Raw -127974.674262 + Penalty 3297.896337 = -124676.777926 nChanged 1 SP:Iteration 12Q (26951.460000 sec): 3 clusters Score: Raw -127975.603802 + Penalty 3297.896337 = -124677.707465 nChanged 0 SP:Iteration 13F (26951.470000 sec): 3 clusters Score: Raw -127975.603802 + Penalty 3297.896337 = -124677.707465 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.480000 sec): 2 clusters Score: Raw -33831.535855 + Penalty 1345.387604 = -32486.148251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.480000 sec): 3 clusters Score: Raw -34160.526657 + Penalty 2690.775209 = -31469.751448 nChanged 35 SP:Iteration 1F (26951.480000 sec): 3 clusters Score: Raw -34285.387193 + Penalty 2690.775209 = -31594.611984 nChanged 10 SP:Iteration 2Q (26951.480000 sec): 3 clusters Score: Raw -34318.875756 + Penalty 2690.775209 = -31628.100547 nChanged 3 SP:Iteration 3Q (26951.480000 sec): 3 clusters Score: Raw -34326.153679 + Penalty 2690.775209 = -31635.378471 nChanged 1 SP:Iteration 4Q (26951.480000 sec): 3 clusters Score: Raw -34330.201336 + Penalty 2690.775209 = -31639.426127 nChanged 1 SP:Iteration 5Q (26951.480000 sec): 3 clusters Score: Raw -34331.339190 + Penalty 2690.775209 = -31640.563981 nChanged 0 SP:Iteration 6F (26951.480000 sec): 3 clusters Score: Raw -34331.339190 + Penalty 2690.775209 = -31640.563981 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.490000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.490000 sec): 3 clusters Score: Raw -23293.405279 + Penalty 2817.365614 = -20476.039665 nChanged 67 SP:Iteration 1F (26951.490000 sec): 3 clusters Score: Raw -23590.823835 + Penalty 2817.365614 = -20773.458221 nChanged 27 SP:Iteration 2F (26951.500000 sec): 3 clusters Score: Raw -23841.607245 + Penalty 2817.365614 = -21024.241631 nChanged 15 SP:Iteration 3F (26951.500000 sec): 3 clusters Score: Raw -23967.553992 + Penalty 2817.365614 = -21150.188378 nChanged 9 SP:Iteration 4Q (26951.500000 sec): 3 clusters Score: Raw -24019.805325 + Penalty 2817.365614 = -21202.439711 nChanged 3 SP:Iteration 5Q (26951.500000 sec): 3 clusters Score: Raw -24042.327702 + Penalty 2817.365614 = -21224.962088 nChanged 3 SP:Iteration 6Q (26951.500000 sec): 3 clusters Score: Raw -24080.438718 + Penalty 2817.365614 = -21263.073104 nChanged 2 SP:Iteration 7Q (26951.500000 sec): 3 clusters Score: Raw -24108.357197 + Penalty 2817.365614 = -21290.991583 nChanged 2 SP:Iteration 8Q (26951.500000 sec): 3 clusters Score: Raw -24116.576004 + Penalty 2817.365614 = -21299.210390 nChanged 1 SP:Iteration 9Q (26951.500000 sec): 3 clusters Score: Raw -24118.142902 + Penalty 2817.365614 = -21300.777288 nChanged 1 SP:Iteration 10Q (26951.500000 sec): 3 clusters Score: Raw -24122.401058 + Penalty 2817.365614 = -21305.035444 nChanged 1 SP:Iteration 11Q (26951.500000 sec): 3 clusters Score: Raw -24123.413829 + Penalty 2817.365614 = -21306.048215 nChanged 1 SP:Iteration 12Q (26951.500000 sec): 3 clusters Score: Raw -24124.095873 + Penalty 2817.365614 = -21306.730259 nChanged 0 SP:Iteration 13F (26951.500000 sec): 3 clusters Score: Raw -24124.095873 + Penalty 2817.365614 = -21306.730259 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.510000 sec): 2 clusters Score: Raw -52517.657072 + Penalty 1463.853067 = -51053.804006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.520000 sec): 3 clusters Score: Raw -52714.019139 + Penalty 2927.706133 = -49786.313006 nChanged 60 SP:Iteration 1F (26951.520000 sec): 3 clusters Score: Raw -52907.305914 + Penalty 2927.706133 = -49979.599781 nChanged 21 SP:Iteration 2F (26951.520000 sec): 3 clusters Score: Raw -52970.120063 + Penalty 2927.706133 = -50042.413929 nChanged 5 SP:Iteration 3Q (26951.520000 sec): 3 clusters Score: Raw -52987.942126 + Penalty 2927.706133 = -50060.235992 nChanged 3 SP:Iteration 4Q (26951.520000 sec): 3 clusters Score: Raw -52992.912065 + Penalty 2927.706133 = -50065.205932 nChanged 3 SP:Iteration 5Q (26951.520000 sec): 3 clusters Score: Raw -52999.693039 + Penalty 2927.706133 = -50071.986905 nChanged 1 SP:Iteration 6Q (26951.520000 sec): 3 clusters Score: Raw -53000.040511 + Penalty 2927.706133 = -50072.334377 nChanged 0 SP:Iteration 7F (26951.520000 sec): 3 clusters Score: Raw -53000.040511 + Penalty 2927.706133 = -50072.334377 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.540000 sec): 2 clusters Score: Raw -76050.003428 + Penalty 1529.544090 = -74520.459338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.540000 sec): 3 clusters Score: Raw -76093.914450 + Penalty 3059.088179 = -73034.826271 nChanged 96 SP:Iteration 1F (26951.540000 sec): 3 clusters Score: Raw -76261.951868 + Penalty 3059.088179 = -73202.863689 nChanged 24 SP:Iteration 2F (26951.540000 sec): 3 clusters Score: Raw -76303.096810 + Penalty 3059.088179 = -73244.008630 nChanged 10 SP:Iteration 3Q (26951.540000 sec): 3 clusters Score: Raw -76325.472454 + Penalty 3059.088179 = -73266.384274 nChanged 3 SP:Iteration 4Q (26951.540000 sec): 3 clusters Score: Raw -76331.215531 + Penalty 3059.088179 = -73272.127352 nChanged 1 SP:Iteration 5Q (26951.550000 sec): 3 clusters Score: Raw -76333.553417 + Penalty 3059.088179 = -73274.465237 nChanged 0 SP:Iteration 6F (26951.550000 sec): 3 clusters Score: Raw -76333.553417 + Penalty 3059.088179 = -73274.465237 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.560000 sec): 2 clusters Score: Raw -45131.666276 + Penalty 1461.127765 = -43670.538511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.560000 sec): 3 clusters Score: Raw -45597.548989 + Penalty 2922.255529 = -42675.293460 nChanged 112 SP:Iteration 1F (26951.560000 sec): 3 clusters Score: Raw -45929.213091 + Penalty 2922.255529 = -43006.957562 nChanged 20 SP:Iteration 2F (26951.560000 sec): 3 clusters Score: Raw -45995.827894 + Penalty 2922.255529 = -43073.572365 nChanged 17 SP:Iteration 3Q (26951.560000 sec): 3 clusters Score: Raw -46053.139830 + Penalty 2922.255529 = -43130.884301 nChanged 19 SP:Iteration 4F (26951.560000 sec): 3 clusters Score: Raw -46097.041320 + Penalty 2922.255529 = -43174.785791 nChanged 14 SP:Iteration 5Q (26951.570000 sec): 3 clusters Score: Raw -46124.034506 + Penalty 2922.255529 = -43201.778977 nChanged 15 SP:Iteration 6Q (26951.570000 sec): 3 clusters Score: Raw -46166.772593 + Penalty 2922.255529 = -43244.517064 nChanged 20 SP:Iteration 7F (26951.570000 sec): 3 clusters Score: Raw -46275.334599 + Penalty 2922.255529 = -43353.079070 nChanged 7 SP:Iteration 8Q (26951.570000 sec): 3 clusters Score: Raw -46323.686016 + Penalty 2922.255529 = -43401.430487 nChanged 7 SP:Iteration 9Q (26951.570000 sec): 3 clusters Score: Raw -46353.080054 + Penalty 2922.255529 = -43430.824525 nChanged 0 SP:Iteration 10F (26951.580000 sec): 3 clusters Score: Raw -46353.080054 + Penalty 2922.255529 = -43430.824525 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.580000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.580000 sec): 3 clusters Score: Raw -33232.866766 + Penalty 2659.200914 = -30573.665852 nChanged 17 SP:Iteration 1F (26951.580000 sec): 3 clusters Score: Raw -33299.851180 + Penalty 2659.200914 = -30640.650266 nChanged 5 SP:Iteration 2Q (26951.580000 sec): 3 clusters Score: Raw -33328.179662 + Penalty 2659.200914 = -30668.978748 nChanged 3 SP:Iteration 3Q (26951.580000 sec): 3 clusters Score: Raw -33372.389104 + Penalty 2659.200914 = -30713.188190 nChanged 2 SP:Iteration 4Q (26951.590000 sec): 3 clusters Score: Raw -33378.441914 + Penalty 2659.200914 = -30719.241000 nChanged 3 SP:Iteration 5Q (26951.590000 sec): 3 clusters Score: Raw -33391.666850 + Penalty 2659.200914 = -30732.465936 nChanged 3 SP:Iteration 6Q (26951.590000 sec): 3 clusters Score: Raw -33406.983403 + Penalty 2659.200914 = -30747.782489 nChanged 1 SP:Iteration 7Q (26951.590000 sec): 3 clusters Score: Raw -33411.314620 + Penalty 2659.200914 = -30752.113706 nChanged 0 SP:Iteration 8F (26951.590000 sec): 3 clusters Score: Raw -33411.314620 + Penalty 2659.200914 = -30752.113706 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.600000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.600000 sec): 3 clusters Score: Raw -41242.600035 + Penalty 2911.171269 = -38331.428766 nChanged 68 SP:Iteration 1F (26951.600000 sec): 3 clusters Score: Raw -41431.925085 + Penalty 2911.171269 = -38520.753816 nChanged 19 SP:Iteration 2F (26951.600000 sec): 3 clusters Score: Raw -41486.398680 + Penalty 2911.171269 = -38575.227411 nChanged 8 SP:Iteration 3Q (26951.600000 sec): 3 clusters Score: Raw -41506.652482 + Penalty 2911.171269 = -38595.481213 nChanged 7 SP:Iteration 4Q (26951.600000 sec): 3 clusters Score: Raw -41517.673607 + Penalty 2911.171269 = -38606.502338 nChanged 3 SP:Iteration 5Q (26951.600000 sec): 3 clusters Score: Raw -41532.542444 + Penalty 2911.171269 = -38621.371175 nChanged 2 SP:Iteration 6Q (26951.610000 sec): 3 clusters Score: Raw -41535.797678 + Penalty 2911.171269 = -38624.626409 nChanged 0 SP:Iteration 7F (26951.610000 sec): 3 clusters Score: Raw -41535.797678 + Penalty 2911.171269 = -38624.626409 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (26951.620000 sec): 2 clusters Score: Raw -34630.336358 + Penalty 1360.229640 = -33270.106718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (26951.620000 sec): 3 clusters Score: Raw -34817.587537 + Penalty 2720.459279 = -32097.128258 nChanged 23 SP:Iteration 1F (26951.620000 sec): 3 clusters Score: Raw -34926.289848 + Penalty 2720.459279 = -32205.830569 nChanged 8 SP:Iteration 2Q (26951.620000 sec): 3 clusters Score: Raw -34955.470995 + Penalty 2720.459279 = -32235.011716 nChanged 2 SP:Iteration 3Q (26951.620000 sec): 3 clusters Score: Raw -34964.636179 + Penalty 2720.459279 = -32244.176900 nChanged 1 SP:Iteration 4Q (26951.620000 sec): 3 clusters Score: Raw -34970.173626 + Penalty 2720.459279 = -32249.714347 nChanged 0 SP:Iteration 5F (26951.620000 sec): 3 clusters Score: Raw -34970.173626 + Penalty 2720.459279 = -32249.714347 nChanged 0 Iteration 459Q (26991.800000 sec): 62 clusters Score: Raw -378644633.578830 + Penalty 220827.917169 = -378423805.661662 nChanged 4 Iteration 460F (27185.870000 sec): 62 clusters Score: Raw -378644681.554287 + Penalty 220827.917169 = -378423853.637119 nChanged 9 Iteration 461Q (27226.170000 sec): 62 clusters Score: Raw -378644701.279499 + Penalty 220827.917169 = -378423873.362331 nChanged 11 Iteration 462Q (27266.530000 sec): 62 clusters Score: Raw -378644701.741555 + Penalty 220827.917169 = -378423873.824386 nChanged 13 Iteration 463Q (27306.820000 sec): 62 clusters Score: Raw -378644702.010959 + Penalty 220827.917169 = -378423874.093790 nChanged 14 Iteration 464Q (27347.140000 sec): 62 clusters Score: Raw -378644702.353226 + Penalty 220827.917169 = -378423874.436057 nChanged 11 Iteration 465Q (27387.490000 sec): 62 clusters Score: Raw -378644702.585210 + Penalty 220827.917169 = -378423874.668041 nChanged 15 Iteration 466Q (27427.820000 sec): 62 clusters Score: Raw -378644702.783647 + Penalty 220827.917169 = -378423874.866478 nChanged 8 Iteration 467Q (27468.120000 sec): 62 clusters Score: Raw -378644704.364898 + Penalty 220827.917169 = -378423876.447729 nChanged 9 Iteration 468Q (27508.420000 sec): 62 clusters Score: Raw -378644704.950625 + Penalty 220827.917169 = -378423877.033456 nChanged 13 Iteration 469Q (27548.790000 sec): 62 clusters Score: Raw -378644706.978639 + Penalty 220827.917169 = -378423879.061470 nChanged 11 Iteration 470Q (27588.480000 sec): 62 clusters Score: Raw -378644708.585882 + Penalty 220827.917169 = -378423880.668714 nChanged 19 Iteration 471Q (27628.030000 sec): 62 clusters Score: Raw -378644709.678466 + Penalty 220827.917169 = -378423881.761298 nChanged 18 Iteration 472Q (27667.530000 sec): 62 clusters Score: Raw -378644710.020670 + Penalty 220827.917169 = -378423882.103501 nChanged 13 Iteration 473Q (27706.830000 sec): 62 clusters Score: Raw -378644710.231822 + Penalty 220827.917169 = -378423882.314653 nChanged 11 Iteration 474Q (27746.030000 sec): 62 clusters Score: Raw -378644710.482026 + Penalty 220827.917169 = -378423882.564857 nChanged 11 Iteration 475Q (27785.200000 sec): 62 clusters Score: Raw -378644710.643971 + Penalty 220827.917169 = -378423882.726802 nChanged 9 Iteration 476Q (27824.370000 sec): 62 clusters Score: Raw -378644710.782692 + Penalty 220827.917169 = -378423882.865524 nChanged 13 Iteration 477Q (27863.550000 sec): 62 clusters Score: Raw -378644710.849081 + Penalty 220827.917169 = -378423882.931912 nChanged 9 Iteration 478Q (27902.720000 sec): 62 clusters Score: Raw -378644710.885908 + Penalty 220827.917169 = -378423882.968740 nChanged 7 Iteration 479Q (27941.830000 sec): 62 clusters Score: Raw -378644710.930350 + Penalty 220827.917169 = -378423883.013181 nChanged 5 Iteration 480F (28133.940000 sec): 62 clusters Score: Raw -378644717.660698 + Penalty 220827.917169 = -378423889.743530 nChanged 5 Iteration 481Q (28173.260000 sec): 62 clusters Score: Raw -378644754.233737 + Penalty 220827.917169 = -378423926.316568 nChanged 2 Iteration 482Q (28212.580000 sec): 62 clusters Score: Raw -378644754.241714 + Penalty 220827.917169 = -378423926.324546 nChanged 3 Iteration 483Q (28251.900000 sec): 62 clusters Score: Raw -378644754.292520 + Penalty 220827.917169 = -378423926.375351 nChanged 12 Iteration 484Q (28291.240000 sec): 62 clusters Score: Raw -378644754.438317 + Penalty 220827.917169 = -378423926.521148 nChanged 6 Iteration 485Q (28330.550000 sec): 62 clusters Score: Raw -378644754.471040 + Penalty 220827.917169 = -378423926.553872 nChanged 6 Iteration 486Q (28369.880000 sec): 62 clusters Score: Raw -378644754.531321 + Penalty 220827.917169 = -378423926.614152 nChanged 11 Iteration 487Q (28409.210000 sec): 62 clusters Score: Raw -378644754.634910 + Penalty 220827.917169 = -378423926.717741 nChanged 6 Iteration 488Q (28448.540000 sec): 62 clusters Score: Raw -378644755.074712 + Penalty 220827.917169 = -378423927.157543 nChanged 12 Iteration 489Q (28487.870000 sec): 62 clusters Score: Raw -378644755.154574 + Penalty 220827.917169 = -378423927.237405 nChanged 8 Iteration 490Q (28527.180000 sec): 62 clusters Score: Raw -378644755.212823 + Penalty 220827.917169 = -378423927.295654 nChanged 9 Iteration 491Q (28566.480000 sec): 62 clusters Score: Raw -378644755.344292 + Penalty 220827.917169 = -378423927.427123 nChanged 9 Iteration 492Q (28605.800000 sec): 62 clusters Score: Raw -378644755.448598 + Penalty 220827.917169 = -378423927.531429 nChanged 14 Iteration 493Q (28645.110000 sec): 62 clusters Score: Raw -378644755.661056 + Penalty 220827.917169 = -378423927.743888 nChanged 13 Iteration 494Q (28684.430000 sec): 62 clusters Score: Raw -378644755.904562 + Penalty 220827.917169 = -378423927.987393 nChanged 11 Iteration 495Q (28723.620000 sec): 62 clusters Score: Raw -378644755.989545 + Penalty 220827.917169 = -378423928.072376 nChanged 9 Iteration 496Q (28762.750000 sec): 62 clusters Score: Raw -378644756.062502 + Penalty 220827.917169 = -378423928.145334 nChanged 12 Iteration 497Q (28801.870000 sec): 62 clusters Score: Raw -378644756.143909 + Penalty 220827.917169 = -378423928.226740 nChanged 8 Iteration 498Q (28840.990000 sec): 62 clusters Score: Raw -378644756.223833 + Penalty 220827.917169 = -378423928.306664 nChanged 10 Writing temp clu file Because OldScore, -378423928.226740, is greater than current (better) Score,-378423928.306664 Compute initial score before splitting: Score: Raw -378644756.223833 + Penalty 220827.917169 = -378423928.306664 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28841.380000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28841.380000 sec): 3 clusters Score: Raw -81509.988840 + Penalty 3104.752406 = -78405.236434 nChanged 111 SP:Iteration 1F (28841.380000 sec): 3 clusters Score: Raw -81720.487731 + Penalty 3104.752406 = -78615.735325 nChanged 25 SP:Iteration 2Q (28841.380000 sec): 3 clusters Score: Raw -81773.604742 + Penalty 3104.752406 = -78668.852335 nChanged 9 SP:Iteration 3Q (28841.390000 sec): 3 clusters Score: Raw -81790.223654 + Penalty 3104.752406 = -78685.471248 nChanged 3 SP:Iteration 4Q (28841.390000 sec): 3 clusters Score: Raw -81796.280831 + Penalty 3104.752406 = -78691.528425 nChanged 0 SP:Iteration 5F (28841.390000 sec): 3 clusters Score: Raw -81796.280831 + Penalty 3104.752406 = -78691.528425 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28841.400000 sec): 2 clusters Score: Raw -67082.934675 + Penalty 1508.955854 = -65573.978821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28841.400000 sec): 3 clusters Score: Raw -67177.979176 + Penalty 3017.911709 = -64160.067468 nChanged 67 SP:Iteration 1F (28841.400000 sec): 3 clusters Score: Raw -67400.721067 + Penalty 3017.911709 = -64382.809358 nChanged 27 SP:Iteration 2F (28841.400000 sec): 3 clusters Score: Raw -67580.307111 + Penalty 3017.911709 = -64562.395402 nChanged 18 SP:Iteration 3Q (28841.410000 sec): 3 clusters Score: Raw -67680.288012 + Penalty 3017.911709 = -64662.376303 nChanged 17 SP:Iteration 4Q (28841.410000 sec): 3 clusters Score: Raw -67741.669213 + Penalty 3017.911709 = -64723.757504 nChanged 7 SP:Iteration 5Q (28841.410000 sec): 3 clusters Score: Raw -67766.042262 + Penalty 3017.911709 = -64748.130553 nChanged 6 SP:Iteration 6Q (28841.410000 sec): 3 clusters Score: Raw -67781.578242 + Penalty 3017.911709 = -64763.666533 nChanged 1 SP:Iteration 7Q (28841.410000 sec): 3 clusters Score: Raw -67787.106407 + Penalty 3017.911709 = -64769.194698 nChanged 1 SP:Iteration 8Q (28841.420000 sec): 3 clusters Score: Raw -67792.133121 + Penalty 3017.911709 = -64774.221412 nChanged 0 SP:Iteration 9F (28841.420000 sec): 3 clusters Score: Raw -67792.133121 + Penalty 3017.911709 = -64774.221412 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (223859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28842.210000 sec): 2 clusters Score: Raw -41614429.879096 + Penalty 3055.055374 = -41611374.823722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28843.140000 sec): 3 clusters Score: Raw -41467208.537444 + Penalty 6110.110748 = -41461098.426697 nChanged 107604 SP:Iteration 1F (28844.060000 sec): 3 clusters Score: Raw -41530286.438984 + Penalty 6110.110748 = -41524176.328236 nChanged 5586 SP:Iteration 2Q (28845.000000 sec): 3 clusters Score: Raw -41531287.221175 + Penalty 6110.110748 = -41525177.110428 nChanged 5802 SP:Iteration 3Q (28845.940000 sec): 3 clusters Score: Raw -41532392.654345 + Penalty 6110.110748 = -41526282.543598 nChanged 5910 SP:Iteration 4Q (28846.880000 sec): 3 clusters Score: Raw -41533604.262222 + Penalty 6110.110748 = -41527494.151475 nChanged 6206 SP:Iteration 5Q (28847.820000 sec): 3 clusters Score: Raw -41535010.037209 + Penalty 6110.110748 = -41528899.926462 nChanged 6660 SP:Iteration 6Q (28848.760000 sec): 3 clusters Score: Raw -41536712.085731 + Penalty 6110.110748 = -41530601.974984 nChanged 7478 SP:Iteration 7Q (28849.700000 sec): 3 clusters Score: Raw -41539066.610296 + Penalty 6110.110748 = -41532956.499548 nChanged 8626 SP:Iteration 8Q (28850.640000 sec): 3 clusters Score: Raw -41542519.884593 + Penalty 6110.110748 = -41536409.773846 nChanged 10173 SP:Iteration 9Q (28851.580000 sec): 3 clusters Score: Raw -41547904.629537 + Penalty 6110.110748 = -41541794.518789 nChanged 12156 SP:Iteration 10F (28852.500000 sec): 3 clusters Score: Raw -41556121.601043 + Penalty 6110.110748 = -41550011.490295 nChanged 13604 SP:Iteration 11F (28853.420000 sec): 3 clusters Score: Raw -41566116.815673 + Penalty 6110.110748 = -41560006.704926 nChanged 12686 SP:Iteration 12F (28854.340000 sec): 3 clusters Score: Raw -41573342.458292 + Penalty 6110.110748 = -41567232.347545 nChanged 8798 SP:Iteration 13Q (28855.250000 sec): 3 clusters Score: Raw -41576060.735604 + Penalty 6110.110748 = -41569950.624857 nChanged 4802 SP:Iteration 14Q (28856.170000 sec): 3 clusters Score: Raw -41576844.534521 + Penalty 6110.110748 = -41570734.423774 nChanged 2551 SP:Iteration 15Q (28857.060000 sec): 3 clusters Score: Raw -41577165.078100 + Penalty 6110.110748 = -41571054.967352 nChanged 1972 SP:Iteration 16Q (28857.960000 sec): 3 clusters Score: Raw -41577437.441314 + Penalty 6110.110748 = -41571327.330566 nChanged 1931 SP:Iteration 17Q (28858.850000 sec): 3 clusters Score: Raw -41577722.600736 + Penalty 6110.110748 = -41571612.489989 nChanged 2108 SP:Iteration 18Q (28859.740000 sec): 3 clusters Score: Raw -41578057.132957 + Penalty 6110.110748 = -41571947.022209 nChanged 2423 SP:Iteration 19Q (28860.630000 sec): 3 clusters Score: Raw -41578478.585142 + Penalty 6110.110748 = -41572368.474395 nChanged 2566 SP:Iteration 20F (28861.550000 sec): 3 clusters Score: Raw -41578964.241439 + Penalty 6110.110748 = -41572854.130691 nChanged 2786 SP:Iteration 21Q (28862.430000 sec): 3 clusters Score: Raw -41579522.919198 + Penalty 6110.110748 = -41573412.808451 nChanged 2885 SP:Iteration 22Q (28863.310000 sec): 3 clusters Score: Raw -41580141.650057 + Penalty 6110.110748 = -41574031.539309 nChanged 3127 SP:Iteration 23Q (28864.190000 sec): 3 clusters Score: Raw -41580862.206020 + Penalty 6110.110748 = -41574752.095273 nChanged 3332 SP:Iteration 24Q (28865.060000 sec): 3 clusters Score: Raw -41581684.920306 + Penalty 6110.110748 = -41575574.809558 nChanged 3531 SP:Iteration 25Q (28865.920000 sec): 3 clusters Score: Raw -41582615.200393 + Penalty 6110.110748 = -41576505.089645 nChanged 3701 SP:Iteration 26Q (28866.790000 sec): 3 clusters Score: Raw -41583663.189166 + Penalty 6110.110748 = -41577553.078419 nChanged 3963 SP:Iteration 27Q (28867.630000 sec): 3 clusters Score: Raw -41584886.274294 + Penalty 6110.110748 = -41578776.163546 nChanged 4245 SP:Iteration 28Q (28868.460000 sec): 3 clusters Score: Raw -41586327.649685 + Penalty 6110.110748 = -41580217.538938 nChanged 4463 SP:Iteration 29Q (28869.290000 sec): 3 clusters Score: Raw -41587990.859365 + Penalty 6110.110748 = -41581880.748618 nChanged 4679 SP:Iteration 30Q (28870.090000 sec): 3 clusters Score: Raw -41589872.531251 + Penalty 6110.110748 = -41583762.420504 nChanged 4734 SP:Iteration 31Q (28870.900000 sec): 3 clusters Score: Raw -41591945.373507 + Penalty 6110.110748 = -41585835.262760 nChanged 4786 SP:Iteration 32Q (28871.690000 sec): 3 clusters Score: Raw -41594201.013861 + Penalty 6110.110748 = -41588090.903113 nChanged 4594 SP:Iteration 33Q (28872.460000 sec): 3 clusters Score: Raw -41596519.162148 + Penalty 6110.110748 = -41590409.051401 nChanged 4444 SP:Iteration 34Q (28873.230000 sec): 3 clusters Score: Raw -41598948.930410 + Penalty 6110.110748 = -41592838.819663 nChanged 4295 SP:Iteration 35Q (28873.970000 sec): 3 clusters Score: Raw -41601512.344010 + Penalty 6110.110748 = -41595402.233262 nChanged 3945 SP:Iteration 36Q (28874.690000 sec): 3 clusters Score: Raw -41604022.557924 + Penalty 6110.110748 = -41597912.447176 nChanged 3521 SP:Iteration 37Q (28875.390000 sec): 3 clusters Score: Raw -41606422.361797 + Penalty 6110.110748 = -41600312.251049 nChanged 3025 SP:Iteration 38Q (28876.090000 sec): 3 clusters Score: Raw -41608560.694341 + Penalty 6110.110748 = -41602450.583594 nChanged 2487 SP:Iteration 39Q (28876.770000 sec): 3 clusters Score: Raw -41610363.729400 + Penalty 6110.110748 = -41604253.618653 nChanged 1929 SP:Iteration 40F (28877.670000 sec): 3 clusters Score: Raw -41611825.930499 + Penalty 6110.110748 = -41605715.819751 nChanged 1483 SP:Iteration 41Q (28878.320000 sec): 3 clusters Score: Raw -41612882.260361 + Penalty 6110.110748 = -41606772.149613 nChanged 1027 SP:Iteration 42Q (28878.970000 sec): 3 clusters Score: Raw -41613598.071156 + Penalty 6110.110748 = -41607487.960409 nChanged 689 SP:Iteration 43Q (28879.610000 sec): 3 clusters Score: Raw -41614086.780084 + Penalty 6110.110748 = -41607976.669337 nChanged 422 SP:Iteration 44Q (28880.240000 sec): 3 clusters Score: Raw -41614371.535948 + Penalty 6110.110748 = -41608261.425201 nChanged 253 SP:Iteration 45Q (28880.870000 sec): 3 clusters Score: Raw -41614531.875043 + Penalty 6110.110748 = -41608421.764296 nChanged 174 SP:Iteration 46Q (28881.510000 sec): 3 clusters Score: Raw -41614649.563141 + Penalty 6110.110748 = -41608539.452394 nChanged 116 SP:Iteration 47Q (28882.140000 sec): 3 clusters Score: Raw -41614720.535389 + Penalty 6110.110748 = -41608610.424642 nChanged 84 SP:Iteration 48Q (28882.770000 sec): 3 clusters Score: Raw -41614767.110917 + Penalty 6110.110748 = -41608657.000170 nChanged 56 SP:Iteration 49Q (28883.390000 sec): 3 clusters Score: Raw -41614800.046359 + Penalty 6110.110748 = -41608689.935612 nChanged 50 SP:Iteration 50Q (28884.020000 sec): 3 clusters Score: Raw -41614827.235432 + Penalty 6110.110748 = -41608717.124684 nChanged 38 SP:Iteration 51Q (28884.650000 sec): 3 clusters Score: Raw -41614846.679332 + Penalty 6110.110748 = -41608736.568584 nChanged 22 SP:Iteration 52Q (28885.280000 sec): 3 clusters Score: Raw -41614858.434129 + Penalty 6110.110748 = -41608748.323382 nChanged 22 SP:Iteration 53Q (28885.910000 sec): 3 clusters Score: Raw -41614870.634875 + Penalty 6110.110748 = -41608760.524128 nChanged 22 SP:Iteration 54Q (28886.530000 sec): 3 clusters Score: Raw -41614881.544584 + Penalty 6110.110748 = -41608771.433836 nChanged 11 SP:Iteration 55Q (28887.160000 sec): 3 clusters Score: Raw -41614887.022197 + Penalty 6110.110748 = -41608776.911449 nChanged 15 SP:Iteration 56Q (28887.790000 sec): 3 clusters Score: Raw -41614893.963836 + Penalty 6110.110748 = -41608783.853089 nChanged 8 SP:Iteration 57Q (28888.410000 sec): 3 clusters Score: Raw -41614898.197319 + Penalty 6110.110748 = -41608788.086571 nChanged 6 SP:Iteration 58Q (28889.040000 sec): 3 clusters Score: Raw -41614900.825176 + Penalty 6110.110748 = -41608790.714428 nChanged 4 SP:Iteration 59Q (28889.660000 sec): 3 clusters Score: Raw -41614903.065272 + Penalty 6110.110748 = -41608792.954524 nChanged 3 SP:Iteration 60F (28890.570000 sec): 3 clusters Score: Raw -41614904.579644 + Penalty 6110.110748 = -41608794.468897 nChanged 3 SP:Iteration 61Q (28891.190000 sec): 3 clusters Score: Raw -41614906.733057 + Penalty 6110.110748 = -41608796.622309 nChanged 6 SP:Iteration 62Q (28891.820000 sec): 3 clusters Score: Raw -41614909.543187 + Penalty 6110.110748 = -41608799.432440 nChanged 3 SP:Iteration 63Q (28892.450000 sec): 3 clusters Score: Raw -41614911.280191 + Penalty 6110.110748 = -41608801.169443 nChanged 5 SP:Iteration 64Q (28893.070000 sec): 3 clusters Score: Raw -41614913.934555 + Penalty 6110.110748 = -41608803.823807 nChanged 3 SP:Iteration 65Q (28893.700000 sec): 3 clusters Score: Raw -41614915.156482 + Penalty 6110.110748 = -41608805.045734 nChanged 1 SP:Iteration 66Q (28894.330000 sec): 3 clusters Score: Raw -41614915.897472 + Penalty 6110.110748 = -41608805.786725 nChanged 2 SP:Iteration 67Q (28894.960000 sec): 3 clusters Score: Raw -41614916.942537 + Penalty 6110.110748 = -41608806.831790 nChanged 1 SP:Iteration 68Q (28895.590000 sec): 3 clusters Score: Raw -41614917.428958 + Penalty 6110.110748 = -41608807.318211 nChanged 2 SP:Iteration 69Q (28896.210000 sec): 3 clusters Score: Raw -41614918.142753 + Penalty 6110.110748 = -41608808.032005 nChanged 2 SP:Iteration 70Q (28896.840000 sec): 3 clusters Score: Raw -41614919.172836 + Penalty 6110.110748 = -41608809.062088 nChanged 0 SP:Iteration 71F (28897.740000 sec): 3 clusters Score: Raw -41614919.172836 + Penalty 6110.110748 = -41608809.062088 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28897.830000 sec): 2 clusters Score: Raw -399885.178190 + Penalty 1912.464147 = -397972.714043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28897.840000 sec): 3 clusters Score: Raw -398984.703979 + Penalty 3824.928294 = -395159.775685 nChanged 784 SP:Iteration 1F (28897.850000 sec): 3 clusters Score: Raw -399588.706586 + Penalty 3824.928294 = -395763.778292 nChanged 172 SP:Iteration 2F (28897.850000 sec): 3 clusters Score: Raw -399728.424586 + Penalty 3824.928294 = -395903.496292 nChanged 107 SP:Iteration 3Q (28897.860000 sec): 3 clusters Score: Raw -399810.298186 + Penalty 3824.928294 = -395985.369892 nChanged 73 SP:Iteration 4Q (28897.870000 sec): 3 clusters Score: Raw -399876.845227 + Penalty 3824.928294 = -396051.916933 nChanged 64 SP:Iteration 5Q (28897.880000 sec): 3 clusters Score: Raw -399924.470311 + Penalty 3824.928294 = -396099.542017 nChanged 47 SP:Iteration 6Q (28897.890000 sec): 3 clusters Score: Raw -399961.312681 + Penalty 3824.928294 = -396136.384387 nChanged 36 SP:Iteration 7Q (28897.900000 sec): 3 clusters Score: Raw -399993.468411 + Penalty 3824.928294 = -396168.540117 nChanged 41 SP:Iteration 8Q (28897.910000 sec): 3 clusters Score: Raw -400036.712765 + Penalty 3824.928294 = -396211.784471 nChanged 48 SP:Iteration 9Q (28897.920000 sec): 3 clusters Score: Raw -400079.699155 + Penalty 3824.928294 = -396254.770861 nChanged 45 SP:Iteration 10Q (28897.930000 sec): 3 clusters Score: Raw -400117.453132 + Penalty 3824.928294 = -396292.524838 nChanged 46 SP:Iteration 11Q (28897.930000 sec): 3 clusters Score: Raw -400161.311529 + Penalty 3824.928294 = -396336.383235 nChanged 59 SP:Iteration 12Q (28897.940000 sec): 3 clusters Score: Raw -400231.716156 + Penalty 3824.928294 = -396406.787862 nChanged 60 SP:Iteration 13Q (28897.950000 sec): 3 clusters Score: Raw -400307.042721 + Penalty 3824.928294 = -396482.114427 nChanged 72 SP:Iteration 14Q (28897.960000 sec): 3 clusters Score: Raw -400415.236372 + Penalty 3824.928294 = -396590.308078 nChanged 94 SP:Iteration 15Q (28897.970000 sec): 3 clusters Score: Raw -400596.681426 + Penalty 3824.928294 = -396771.753132 nChanged 99 SP:Iteration 16Q (28897.980000 sec): 3 clusters Score: Raw -400773.011172 + Penalty 3824.928294 = -396948.082878 nChanged 93 SP:Iteration 17Q (28897.990000 sec): 3 clusters Score: Raw -400923.489640 + Penalty 3824.928294 = -397098.561346 nChanged 78 SP:Iteration 18Q (28897.990000 sec): 3 clusters Score: Raw -401044.309705 + Penalty 3824.928294 = -397219.381411 nChanged 62 SP:Iteration 19Q (28898.000000 sec): 3 clusters Score: Raw -401120.915760 + Penalty 3824.928294 = -397295.987466 nChanged 42 SP:Iteration 20F (28898.010000 sec): 3 clusters Score: Raw -401174.203778 + Penalty 3824.928294 = -397349.275484 nChanged 28 SP:Iteration 21Q (28898.020000 sec): 3 clusters Score: Raw -401202.866359 + Penalty 3824.928294 = -397377.938065 nChanged 12 SP:Iteration 22Q (28898.030000 sec): 3 clusters Score: Raw -401216.053464 + Penalty 3824.928294 = -397391.125170 nChanged 5 SP:Iteration 23Q (28898.030000 sec): 3 clusters Score: Raw -401219.492266 + Penalty 3824.928294 = -397394.563972 nChanged 4 SP:Iteration 24Q (28898.040000 sec): 3 clusters Score: Raw -401221.900322 + Penalty 3824.928294 = -397396.972028 nChanged 3 SP:Iteration 25Q (28898.050000 sec): 3 clusters Score: Raw -401224.284414 + Penalty 3824.928294 = -397399.356120 nChanged 0 SP:Iteration 26F (28898.050000 sec): 3 clusters Score: Raw -401224.284414 + Penalty 3824.928294 = -397399.356120 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28898.070000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28898.070000 sec): 3 clusters Score: Raw -50785.886163 + Penalty 2868.777290 = -47917.108873 nChanged 57 SP:Iteration 1F (28898.070000 sec): 3 clusters Score: Raw -50919.998822 + Penalty 2868.777290 = -48051.221532 nChanged 14 SP:Iteration 2Q (28898.070000 sec): 3 clusters Score: Raw -50961.456754 + Penalty 2868.777290 = -48092.679463 nChanged 9 SP:Iteration 3Q (28898.070000 sec): 3 clusters Score: Raw -50987.844040 + Penalty 2868.777290 = -48119.066750 nChanged 8 SP:Iteration 4Q (28898.070000 sec): 3 clusters Score: Raw -51009.054637 + Penalty 2868.777290 = -48140.277347 nChanged 2 SP:Iteration 5Q (28898.070000 sec): 3 clusters Score: Raw -51015.192057 + Penalty 2868.777290 = -48146.414767 nChanged 3 SP:Iteration 6Q (28898.070000 sec): 3 clusters Score: Raw -51026.512635 + Penalty 2868.777290 = -48157.735344 nChanged 4 SP:Iteration 7Q (28898.070000 sec): 3 clusters Score: Raw -51036.408741 + Penalty 2868.777290 = -48167.631451 nChanged 3 SP:Iteration 8Q (28898.080000 sec): 3 clusters Score: Raw -51045.064591 + Penalty 2868.777290 = -48176.287301 nChanged 2 SP:Iteration 9Q (28898.080000 sec): 3 clusters Score: Raw -51048.889324 + Penalty 2868.777290 = -48180.112033 nChanged 0 SP:Iteration 10F (28898.080000 sec): 3 clusters Score: Raw -51048.889324 + Penalty 2868.777290 = -48180.112033 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28898.110000 sec): 2 clusters Score: Raw -998489.343257 + Penalty 2156.195003 = -996333.148255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28898.130000 sec): 3 clusters Score: Raw -995549.316397 + Penalty 4312.390005 = -991236.926392 nChanged 2360 SP:Iteration 1F (28898.150000 sec): 3 clusters Score: Raw -996902.870310 + Penalty 4312.390005 = -992590.480305 nChanged 479 SP:Iteration 2F (28898.180000 sec): 3 clusters Score: Raw -997243.324463 + Penalty 4312.390005 = -992930.934457 nChanged 365 SP:Iteration 3F (28898.200000 sec): 3 clusters Score: Raw -997479.381713 + Penalty 4312.390005 = -993166.991708 nChanged 259 SP:Iteration 4Q (28898.230000 sec): 3 clusters Score: Raw -997660.622738 + Penalty 4312.390005 = -993348.232733 nChanged 256 SP:Iteration 5Q (28898.250000 sec): 3 clusters Score: Raw -997839.702806 + Penalty 4312.390005 = -993527.312800 nChanged 226 SP:Iteration 6Q (28898.270000 sec): 3 clusters Score: Raw -997983.437622 + Penalty 4312.390005 = -993671.047617 nChanged 225 SP:Iteration 7Q (28898.290000 sec): 3 clusters Score: Raw -998139.126461 + Penalty 4312.390005 = -993826.736456 nChanged 225 SP:Iteration 8Q (28898.320000 sec): 3 clusters Score: Raw -998275.261971 + Penalty 4312.390005 = -993962.871965 nChanged 161 SP:Iteration 9Q (28898.340000 sec): 3 clusters Score: Raw -998355.724726 + Penalty 4312.390005 = -994043.334720 nChanged 136 SP:Iteration 10Q (28898.360000 sec): 3 clusters Score: Raw -998424.763820 + Penalty 4312.390005 = -994112.373815 nChanged 121 SP:Iteration 11Q (28898.390000 sec): 3 clusters Score: Raw -998483.703271 + Penalty 4312.390005 = -994171.313265 nChanged 92 SP:Iteration 12Q (28898.410000 sec): 3 clusters Score: Raw -998522.109534 + Penalty 4312.390005 = -994209.719529 nChanged 90 SP:Iteration 13Q (28898.430000 sec): 3 clusters Score: Raw -998560.326618 + Penalty 4312.390005 = -994247.936613 nChanged 70 SP:Iteration 14Q (28898.450000 sec): 3 clusters Score: Raw -998588.003538 + Penalty 4312.390005 = -994275.613533 nChanged 61 SP:Iteration 15Q (28898.480000 sec): 3 clusters Score: Raw -998608.916592 + Penalty 4312.390005 = -994296.526587 nChanged 46 SP:Iteration 16Q (28898.500000 sec): 3 clusters Score: Raw -998625.024958 + Penalty 4312.390005 = -994312.634953 nChanged 44 SP:Iteration 17Q (28898.520000 sec): 3 clusters Score: Raw -998639.255876 + Penalty 4312.390005 = -994326.865871 nChanged 38 SP:Iteration 18Q (28898.550000 sec): 3 clusters Score: Raw -998653.798450 + Penalty 4312.390005 = -994341.408444 nChanged 42 SP:Iteration 19Q (28898.570000 sec): 3 clusters Score: Raw -998670.306028 + Penalty 4312.390005 = -994357.916023 nChanged 46 SP:Iteration 20F (28898.590000 sec): 3 clusters Score: Raw -998689.895879 + Penalty 4312.390005 = -994377.505873 nChanged 54 SP:Iteration 21Q (28898.610000 sec): 3 clusters Score: Raw -998710.258341 + Penalty 4312.390005 = -994397.868336 nChanged 44 SP:Iteration 22Q (28898.640000 sec): 3 clusters Score: Raw -998723.679480 + Penalty 4312.390005 = -994411.289475 nChanged 30 SP:Iteration 23Q (28898.660000 sec): 3 clusters Score: Raw -998735.211772 + Penalty 4312.390005 = -994422.821767 nChanged 31 SP:Iteration 24Q (28898.680000 sec): 3 clusters Score: Raw -998745.077305 + Penalty 4312.390005 = -994432.687300 nChanged 22 SP:Iteration 25Q (28898.710000 sec): 3 clusters Score: Raw -998751.528567 + Penalty 4312.390005 = -994439.138562 nChanged 24 SP:Iteration 26Q (28898.730000 sec): 3 clusters Score: Raw -998758.551070 + Penalty 4312.390005 = -994446.161064 nChanged 28 SP:Iteration 27Q (28898.750000 sec): 3 clusters Score: Raw -998767.510409 + Penalty 4312.390005 = -994455.120404 nChanged 22 SP:Iteration 28Q (28898.770000 sec): 3 clusters Score: Raw -998774.960340 + Penalty 4312.390005 = -994462.570334 nChanged 23 SP:Iteration 29Q (28898.790000 sec): 3 clusters Score: Raw -998783.084641 + Penalty 4312.390005 = -994470.694635 nChanged 24 SP:Iteration 30Q (28898.820000 sec): 3 clusters Score: Raw -998789.616788 + Penalty 4312.390005 = -994477.226783 nChanged 21 SP:Iteration 31Q (28898.840000 sec): 3 clusters Score: Raw -998795.618014 + Penalty 4312.390005 = -994483.228009 nChanged 14 SP:Iteration 32Q (28898.860000 sec): 3 clusters Score: Raw -998799.025507 + Penalty 4312.390005 = -994486.635501 nChanged 14 SP:Iteration 33Q (28898.890000 sec): 3 clusters Score: Raw -998804.135241 + Penalty 4312.390005 = -994491.745235 nChanged 20 SP:Iteration 34Q (28898.910000 sec): 3 clusters Score: Raw -998812.089893 + Penalty 4312.390005 = -994499.699888 nChanged 20 SP:Iteration 35Q (28898.930000 sec): 3 clusters Score: Raw -998818.792263 + Penalty 4312.390005 = -994506.402258 nChanged 22 SP:Iteration 36Q (28898.950000 sec): 3 clusters Score: Raw -998825.639828 + Penalty 4312.390005 = -994513.249823 nChanged 14 SP:Iteration 37Q (28898.970000 sec): 3 clusters Score: Raw -998829.891410 + Penalty 4312.390005 = -994517.501404 nChanged 12 SP:Iteration 38Q (28899.000000 sec): 3 clusters Score: Raw -998833.011622 + Penalty 4312.390005 = -994520.621616 nChanged 5 SP:Iteration 39Q (28899.020000 sec): 3 clusters Score: Raw -998834.436923 + Penalty 4312.390005 = -994522.046917 nChanged 4 SP:Iteration 40F (28899.040000 sec): 3 clusters Score: Raw -998835.371393 + Penalty 4312.390005 = -994522.981388 nChanged 5 SP:Iteration 41Q (28899.070000 sec): 3 clusters Score: Raw -998836.365115 + Penalty 4312.390005 = -994523.975110 nChanged 1 SP:Iteration 42Q (28899.090000 sec): 3 clusters Score: Raw -998836.684122 + Penalty 4312.390005 = -994524.294116 nChanged 1 SP:Iteration 43Q (28899.110000 sec): 3 clusters Score: Raw -998837.059758 + Penalty 4312.390005 = -994524.669753 nChanged 3 SP:Iteration 44Q (28899.130000 sec): 3 clusters Score: Raw -998838.044385 + Penalty 4312.390005 = -994525.654380 nChanged 3 SP:Iteration 45Q (28899.150000 sec): 3 clusters Score: Raw -998839.085770 + Penalty 4312.390005 = -994526.695764 nChanged 5 SP:Iteration 46Q (28899.180000 sec): 3 clusters Score: Raw -998840.559274 + Penalty 4312.390005 = -994528.169269 nChanged 2 SP:Iteration 47Q (28899.200000 sec): 3 clusters Score: Raw -998841.176760 + Penalty 4312.390005 = -994528.786755 nChanged 1 SP:Iteration 48Q (28899.220000 sec): 3 clusters Score: Raw -998841.334309 + Penalty 4312.390005 = -994528.944304 nChanged 1 SP:Iteration 49Q (28899.250000 sec): 3 clusters Score: Raw -998841.588733 + Penalty 4312.390005 = -994529.198727 nChanged 1 SP:Iteration 50Q (28899.270000 sec): 3 clusters Score: Raw -998841.723664 + Penalty 4312.390005 = -994529.333659 nChanged 0 SP:Iteration 51F (28899.290000 sec): 3 clusters Score: Raw -998841.723664 + Penalty 4312.390005 = -994529.333659 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28899.300000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28899.300000 sec): 3 clusters Score: Raw -18686.988556 + Penalty 2491.844738 = -16195.143817 nChanged 10 SP:Iteration 1F (28899.300000 sec): 3 clusters Score: Raw -18727.074115 + Penalty 2491.844738 = -16235.229377 nChanged 4 SP:Iteration 2Q (28899.300000 sec): 3 clusters Score: Raw -18754.776750 + Penalty 2491.844738 = -16262.932011 nChanged 3 SP:Iteration 3Q (28899.300000 sec): 3 clusters Score: Raw -18765.091286 + Penalty 2491.844738 = -16273.246548 nChanged 0 SP:Iteration 4F (28899.300000 sec): 3 clusters Score: Raw -18765.091286 + Penalty 2491.844738 = -16273.246548 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28899.430000 sec): 2 clusters Score: Raw -5476236.270667 + Penalty 2572.587060 = -5473663.683607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28899.550000 sec): 3 clusters Score: Raw -5456957.674469 + Penalty 5145.174120 = -5451812.500349 nChanged 14405 SP:Iteration 1F (28899.680000 sec): 3 clusters Score: Raw -5464803.437588 + Penalty 5145.174120 = -5459658.263468 nChanged 1599 SP:Iteration 2Q (28899.810000 sec): 3 clusters Score: Raw -5465384.791725 + Penalty 5145.174120 = -5460239.617605 nChanged 1505 SP:Iteration 3Q (28899.940000 sec): 3 clusters Score: Raw -5465924.975039 + Penalty 5145.174120 = -5460779.800919 nChanged 1454 SP:Iteration 4Q (28900.070000 sec): 3 clusters Score: Raw -5466467.079903 + Penalty 5145.174120 = -5461321.905783 nChanged 1527 SP:Iteration 5Q (28900.200000 sec): 3 clusters Score: Raw -5467141.472768 + Penalty 5145.174120 = -5461996.298648 nChanged 1652 SP:Iteration 6F (28900.320000 sec): 3 clusters Score: Raw -5468033.385056 + Penalty 5145.174120 = -5462888.210936 nChanged 1763 SP:Iteration 7F (28900.450000 sec): 3 clusters Score: Raw -5469166.567478 + Penalty 5145.174120 = -5464021.393358 nChanged 1850 SP:Iteration 8F (28900.580000 sec): 3 clusters Score: Raw -5470533.051121 + Penalty 5145.174120 = -5465387.877001 nChanged 1780 SP:Iteration 9F (28900.710000 sec): 3 clusters Score: Raw -5471982.930431 + Penalty 5145.174120 = -5466837.756311 nChanged 1565 SP:Iteration 10Q (28900.830000 sec): 3 clusters Score: Raw -5473298.815931 + Penalty 5145.174120 = -5468153.641811 nChanged 1183 SP:Iteration 11Q (28900.950000 sec): 3 clusters Score: Raw -5474227.084462 + Penalty 5145.174120 = -5469081.910342 nChanged 864 SP:Iteration 12Q (28901.070000 sec): 3 clusters Score: Raw -5474857.950670 + Penalty 5145.174120 = -5469712.776550 nChanged 644 SP:Iteration 13Q (28901.180000 sec): 3 clusters Score: Raw -5475272.969131 + Penalty 5145.174120 = -5470127.795011 nChanged 476 SP:Iteration 14Q (28901.290000 sec): 3 clusters Score: Raw -5475550.535444 + Penalty 5145.174120 = -5470405.361324 nChanged 367 SP:Iteration 15Q (28901.390000 sec): 3 clusters Score: Raw -5475747.773447 + Penalty 5145.174120 = -5470602.599326 nChanged 314 SP:Iteration 16Q (28901.490000 sec): 3 clusters Score: Raw -5475928.878055 + Penalty 5145.174120 = -5470783.703935 nChanged 249 SP:Iteration 17Q (28901.590000 sec): 3 clusters Score: Raw -5476064.394035 + Penalty 5145.174120 = -5470919.219915 nChanged 218 SP:Iteration 18Q (28901.690000 sec): 3 clusters Score: Raw -5476177.045065 + Penalty 5145.174120 = -5471031.870945 nChanged 179 SP:Iteration 19Q (28901.790000 sec): 3 clusters Score: Raw -5476271.121164 + Penalty 5145.174120 = -5471125.947044 nChanged 158 SP:Iteration 20F (28901.910000 sec): 3 clusters Score: Raw -5476362.605743 + Penalty 5145.174120 = -5471217.431623 nChanged 118 SP:Iteration 21Q (28902.010000 sec): 3 clusters Score: Raw -5476428.796848 + Penalty 5145.174120 = -5471283.622728 nChanged 88 SP:Iteration 22Q (28902.100000 sec): 3 clusters Score: Raw -5476477.399006 + Penalty 5145.174120 = -5471332.224886 nChanged 62 SP:Iteration 23Q (28902.200000 sec): 3 clusters Score: Raw -5476513.081904 + Penalty 5145.174120 = -5471367.907784 nChanged 46 SP:Iteration 24Q (28902.290000 sec): 3 clusters Score: Raw -5476539.916246 + Penalty 5145.174120 = -5471394.742126 nChanged 36 SP:Iteration 25Q (28902.380000 sec): 3 clusters Score: Raw -5476559.129242 + Penalty 5145.174120 = -5471413.955121 nChanged 36 SP:Iteration 26Q (28902.470000 sec): 3 clusters Score: Raw -5476579.087343 + Penalty 5145.174120 = -5471433.913223 nChanged 36 SP:Iteration 27Q (28902.570000 sec): 3 clusters Score: Raw -5476601.057112 + Penalty 5145.174120 = -5471455.882992 nChanged 29 SP:Iteration 28Q (28902.660000 sec): 3 clusters Score: Raw -5476620.111715 + Penalty 5145.174120 = -5471474.937595 nChanged 26 SP:Iteration 29Q (28902.750000 sec): 3 clusters Score: Raw -5476636.682215 + Penalty 5145.174120 = -5471491.508095 nChanged 22 SP:Iteration 30Q (28902.840000 sec): 3 clusters Score: Raw -5476649.154990 + Penalty 5145.174120 = -5471503.980870 nChanged 19 SP:Iteration 31Q (28902.930000 sec): 3 clusters Score: Raw -5476657.766582 + Penalty 5145.174120 = -5471512.592462 nChanged 13 SP:Iteration 32Q (28903.020000 sec): 3 clusters Score: Raw -5476666.160435 + Penalty 5145.174120 = -5471520.986315 nChanged 17 SP:Iteration 33Q (28903.110000 sec): 3 clusters Score: Raw -5476675.947342 + Penalty 5145.174120 = -5471530.773222 nChanged 12 SP:Iteration 34Q (28903.200000 sec): 3 clusters Score: Raw -5476681.641413 + Penalty 5145.174120 = -5471536.467293 nChanged 7 SP:Iteration 35Q (28903.290000 sec): 3 clusters Score: Raw -5476685.519086 + Penalty 5145.174120 = -5471540.344966 nChanged 5 SP:Iteration 36Q (28903.380000 sec): 3 clusters Score: Raw -5476688.110434 + Penalty 5145.174120 = -5471542.936314 nChanged 3 SP:Iteration 37Q (28903.470000 sec): 3 clusters Score: Raw -5476689.240461 + Penalty 5145.174120 = -5471544.066341 nChanged 3 SP:Iteration 38Q (28903.560000 sec): 3 clusters Score: Raw -5476690.439563 + Penalty 5145.174120 = -5471545.265443 nChanged 0 SP:Iteration 39F (28903.690000 sec): 3 clusters Score: Raw -5476690.439563 + Penalty 5145.174120 = -5471545.265443 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28903.860000 sec): 2 clusters Score: Raw -8331809.119721 + Penalty 2682.121716 = -8329126.998005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28904.070000 sec): 3 clusters Score: Raw -8301068.822367 + Penalty 5364.243432 = -8295704.578935 nChanged 22916 SP:Iteration 1F (28904.270000 sec): 3 clusters Score: Raw -8313417.192008 + Penalty 5364.243432 = -8308052.948576 nChanged 1999 SP:Iteration 2Q (28904.470000 sec): 3 clusters Score: Raw -8313963.221990 + Penalty 5364.243432 = -8308598.978558 nChanged 1898 SP:Iteration 3Q (28904.670000 sec): 3 clusters Score: Raw -8314512.257814 + Penalty 5364.243432 = -8309148.014382 nChanged 1914 SP:Iteration 4Q (28904.880000 sec): 3 clusters Score: Raw -8315122.263586 + Penalty 5364.243432 = -8309758.020154 nChanged 1975 SP:Iteration 5Q (28905.080000 sec): 3 clusters Score: Raw -8315835.021722 + Penalty 5364.243432 = -8310470.778290 nChanged 2177 SP:Iteration 6Q (28905.290000 sec): 3 clusters Score: Raw -8316750.324586 + Penalty 5364.243432 = -8311386.081154 nChanged 2402 SP:Iteration 7Q (28905.490000 sec): 3 clusters Score: Raw -8317932.125179 + Penalty 5364.243432 = -8312567.881747 nChanged 2662 SP:Iteration 8F (28905.690000 sec): 3 clusters Score: Raw -8319490.200023 + Penalty 5364.243432 = -8314125.956591 nChanged 2905 SP:Iteration 9F (28905.890000 sec): 3 clusters Score: Raw -8321432.798508 + Penalty 5364.243432 = -8316068.555076 nChanged 2943 SP:Iteration 10F (28906.090000 sec): 3 clusters Score: Raw -8323519.657710 + Penalty 5364.243432 = -8318155.414278 nChanged 2690 SP:Iteration 11F (28906.290000 sec): 3 clusters Score: Raw -8325574.027801 + Penalty 5364.243432 = -8320209.784369 nChanged 2275 SP:Iteration 12Q (28906.480000 sec): 3 clusters Score: Raw -8327328.326667 + Penalty 5364.243432 = -8321964.083235 nChanged 1837 SP:Iteration 13Q (28906.670000 sec): 3 clusters Score: Raw -8328783.720455 + Penalty 5364.243432 = -8323419.477023 nChanged 1362 SP:Iteration 14Q (28906.840000 sec): 3 clusters Score: Raw -8329901.755260 + Penalty 5364.243432 = -8324537.511828 nChanged 931 SP:Iteration 15Q (28907.010000 sec): 3 clusters Score: Raw -8330654.216803 + Penalty 5364.243432 = -8325289.973371 nChanged 671 SP:Iteration 16Q (28907.170000 sec): 3 clusters Score: Raw -8331166.097784 + Penalty 5364.243432 = -8325801.854352 nChanged 452 SP:Iteration 17Q (28907.320000 sec): 3 clusters Score: Raw -8331475.353740 + Penalty 5364.243432 = -8326111.110308 nChanged 306 SP:Iteration 18Q (28907.470000 sec): 3 clusters Score: Raw -8331678.484831 + Penalty 5364.243432 = -8326314.241399 nChanged 212 SP:Iteration 19Q (28907.610000 sec): 3 clusters Score: Raw -8331816.709894 + Penalty 5364.243432 = -8326452.466462 nChanged 141 SP:Iteration 20F (28907.810000 sec): 3 clusters Score: Raw -8331893.138465 + Penalty 5364.243432 = -8326528.895033 nChanged 99 SP:Iteration 21Q (28907.950000 sec): 3 clusters Score: Raw -8331944.836445 + Penalty 5364.243432 = -8326580.593013 nChanged 80 SP:Iteration 22Q (28908.090000 sec): 3 clusters Score: Raw -8331986.990044 + Penalty 5364.243432 = -8326622.746612 nChanged 59 SP:Iteration 23Q (28908.230000 sec): 3 clusters Score: Raw -8332022.731361 + Penalty 5364.243432 = -8326658.487929 nChanged 60 SP:Iteration 24Q (28908.370000 sec): 3 clusters Score: Raw -8332057.439989 + Penalty 5364.243432 = -8326693.196557 nChanged 45 SP:Iteration 25Q (28908.510000 sec): 3 clusters Score: Raw -8332084.284656 + Penalty 5364.243432 = -8326720.041224 nChanged 41 SP:Iteration 26Q (28908.650000 sec): 3 clusters Score: Raw -8332106.440682 + Penalty 5364.243432 = -8326742.197250 nChanged 33 SP:Iteration 27Q (28908.790000 sec): 3 clusters Score: Raw -8332121.730203 + Penalty 5364.243432 = -8326757.486771 nChanged 25 SP:Iteration 28Q (28908.930000 sec): 3 clusters Score: Raw -8332132.577584 + Penalty 5364.243432 = -8326768.334151 nChanged 17 SP:Iteration 29Q (28909.070000 sec): 3 clusters Score: Raw -8332141.391086 + Penalty 5364.243432 = -8326777.147654 nChanged 10 SP:Iteration 30Q (28909.210000 sec): 3 clusters Score: Raw -8332146.201402 + Penalty 5364.243432 = -8326781.957970 nChanged 11 SP:Iteration 31Q (28909.350000 sec): 3 clusters Score: Raw -8332151.657550 + Penalty 5364.243432 = -8326787.414118 nChanged 13 SP:Iteration 32Q (28909.490000 sec): 3 clusters Score: Raw -8332158.249053 + Penalty 5364.243432 = -8326794.005621 nChanged 10 SP:Iteration 33Q (28909.620000 sec): 3 clusters Score: Raw -8332163.668083 + Penalty 5364.243432 = -8326799.424651 nChanged 10 SP:Iteration 34Q (28909.760000 sec): 3 clusters Score: Raw -8332169.070443 + Penalty 5364.243432 = -8326804.827011 nChanged 6 SP:Iteration 35Q (28909.900000 sec): 3 clusters Score: Raw -8332171.196531 + Penalty 5364.243432 = -8326806.953099 nChanged 3 SP:Iteration 36Q (28910.040000 sec): 3 clusters Score: Raw -8332172.040133 + Penalty 5364.243432 = -8326807.796701 nChanged 3 SP:Iteration 37Q (28910.180000 sec): 3 clusters Score: Raw -8332173.327817 + Penalty 5364.243432 = -8326809.084385 nChanged 4 SP:Iteration 38Q (28910.320000 sec): 3 clusters Score: Raw -8332176.518403 + Penalty 5364.243432 = -8326812.274971 nChanged 8 SP:Iteration 39Q (28910.460000 sec): 3 clusters Score: Raw -8332180.426127 + Penalty 5364.243432 = -8326816.182694 nChanged 10 SP:Iteration 40F (28910.650000 sec): 3 clusters Score: Raw -8332187.629674 + Penalty 5364.243432 = -8326823.386242 nChanged 10 SP:Iteration 41Q (28910.790000 sec): 3 clusters Score: Raw -8332193.681662 + Penalty 5364.243432 = -8326829.438230 nChanged 9 SP:Iteration 42Q (28910.930000 sec): 3 clusters Score: Raw -8332199.753441 + Penalty 5364.243432 = -8326835.510009 nChanged 11 SP:Iteration 43Q (28911.070000 sec): 3 clusters Score: Raw -8332205.320857 + Penalty 5364.243432 = -8326841.077425 nChanged 5 SP:Iteration 44Q (28911.210000 sec): 3 clusters Score: Raw -8332208.052421 + Penalty 5364.243432 = -8326843.808988 nChanged 7 SP:Iteration 45Q (28911.350000 sec): 3 clusters Score: Raw -8332211.156990 + Penalty 5364.243432 = -8326846.913557 nChanged 5 SP:Iteration 46Q (28911.490000 sec): 3 clusters Score: Raw -8332214.076462 + Penalty 5364.243432 = -8326849.833029 nChanged 7 SP:Iteration 47Q (28911.630000 sec): 3 clusters Score: Raw -8332217.413242 + Penalty 5364.243432 = -8326853.169810 nChanged 4 SP:Iteration 48Q (28911.770000 sec): 3 clusters Score: Raw -8332220.092817 + Penalty 5364.243432 = -8326855.849385 nChanged 8 SP:Iteration 49Q (28911.910000 sec): 3 clusters Score: Raw -8332224.375343 + Penalty 5364.243432 = -8326860.131911 nChanged 5 SP:Iteration 50Q (28912.050000 sec): 3 clusters Score: Raw -8332226.543740 + Penalty 5364.243432 = -8326862.300308 nChanged 2 SP:Iteration 51Q (28912.180000 sec): 3 clusters Score: Raw -8332227.195383 + Penalty 5364.243432 = -8326862.951951 nChanged 1 SP:Iteration 52Q (28912.320000 sec): 3 clusters Score: Raw -8332227.575375 + Penalty 5364.243432 = -8326863.331943 nChanged 0 SP:Iteration 53F (28912.520000 sec): 3 clusters Score: Raw -8332227.575375 + Penalty 5364.243432 = -8326863.331943 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28912.540000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28912.540000 sec): 3 clusters Score: Raw -58236.264746 + Penalty 2946.324941 = -55289.939805 nChanged 61 SP:Iteration 1F (28912.550000 sec): 3 clusters Score: Raw -58373.687563 + Penalty 2946.324941 = -55427.362622 nChanged 16 SP:Iteration 2Q (28912.550000 sec): 3 clusters Score: Raw -58411.876035 + Penalty 2946.324941 = -55465.551093 nChanged 10 SP:Iteration 3Q (28912.550000 sec): 3 clusters Score: Raw -58432.714002 + Penalty 2946.324941 = -55486.389061 nChanged 5 SP:Iteration 4Q (28912.550000 sec): 3 clusters Score: Raw -58441.373391 + Penalty 2946.324941 = -55495.048450 nChanged 4 SP:Iteration 5Q (28912.550000 sec): 3 clusters Score: Raw -58456.579542 + Penalty 2946.324941 = -55510.254601 nChanged 3 SP:Iteration 6Q (28912.550000 sec): 3 clusters Score: Raw -58463.771978 + Penalty 2946.324941 = -55517.447036 nChanged 0 SP:Iteration 7F (28912.550000 sec): 3 clusters Score: Raw -58463.771978 + Penalty 2946.324941 = -55517.447036 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28912.570000 sec): 2 clusters Score: Raw -597806.289391 + Penalty 2021.530668 = -595784.758723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28912.590000 sec): 3 clusters Score: Raw -596253.718706 + Penalty 4043.061336 = -592210.657371 nChanged 1253 SP:Iteration 1F (28912.600000 sec): 3 clusters Score: Raw -597057.177738 + Penalty 4043.061336 = -593014.116403 nChanged 264 SP:Iteration 2F (28912.610000 sec): 3 clusters Score: Raw -597243.859083 + Penalty 4043.061336 = -593200.797747 nChanged 174 SP:Iteration 3F (28912.630000 sec): 3 clusters Score: Raw -597357.626835 + Penalty 4043.061336 = -593314.565500 nChanged 142 SP:Iteration 4Q (28912.640000 sec): 3 clusters Score: Raw -597451.032005 + Penalty 4043.061336 = -593407.970670 nChanged 129 SP:Iteration 5Q (28912.650000 sec): 3 clusters Score: Raw -597526.371132 + Penalty 4043.061336 = -593483.309796 nChanged 95 SP:Iteration 6Q (28912.670000 sec): 3 clusters Score: Raw -597584.456626 + Penalty 4043.061336 = -593541.395291 nChanged 72 SP:Iteration 7Q (28912.680000 sec): 3 clusters Score: Raw -597628.620551 + Penalty 4043.061336 = -593585.559216 nChanged 66 SP:Iteration 8Q (28912.700000 sec): 3 clusters Score: Raw -597662.915257 + Penalty 4043.061336 = -593619.853921 nChanged 53 SP:Iteration 9Q (28912.710000 sec): 3 clusters Score: Raw -597703.870368 + Penalty 4043.061336 = -593660.809033 nChanged 51 SP:Iteration 10Q (28912.720000 sec): 3 clusters Score: Raw -597734.327582 + Penalty 4043.061336 = -593691.266246 nChanged 56 SP:Iteration 11Q (28912.740000 sec): 3 clusters Score: Raw -597766.261388 + Penalty 4043.061336 = -593723.200053 nChanged 39 SP:Iteration 12Q (28912.750000 sec): 3 clusters Score: Raw -597782.648352 + Penalty 4043.061336 = -593739.587017 nChanged 28 SP:Iteration 13Q (28912.770000 sec): 3 clusters Score: Raw -597800.527827 + Penalty 4043.061336 = -593757.466491 nChanged 31 SP:Iteration 14Q (28912.780000 sec): 3 clusters Score: Raw -597821.673897 + Penalty 4043.061336 = -593778.612561 nChanged 31 SP:Iteration 15Q (28912.800000 sec): 3 clusters Score: Raw -597835.894255 + Penalty 4043.061336 = -593792.832920 nChanged 20 SP:Iteration 16Q (28912.810000 sec): 3 clusters Score: Raw -597843.587122 + Penalty 4043.061336 = -593800.525786 nChanged 16 SP:Iteration 17Q (28912.820000 sec): 3 clusters Score: Raw -597850.696442 + Penalty 4043.061336 = -593807.635107 nChanged 12 SP:Iteration 18Q (28912.840000 sec): 3 clusters Score: Raw -597856.809772 + Penalty 4043.061336 = -593813.748437 nChanged 16 SP:Iteration 19Q (28912.850000 sec): 3 clusters Score: Raw -597863.066984 + Penalty 4043.061336 = -593820.005648 nChanged 11 SP:Iteration 20F (28912.860000 sec): 3 clusters Score: Raw -597867.362789 + Penalty 4043.061336 = -593824.301454 nChanged 10 SP:Iteration 21Q (28912.880000 sec): 3 clusters Score: Raw -597872.173882 + Penalty 4043.061336 = -593829.112547 nChanged 11 SP:Iteration 22Q (28912.890000 sec): 3 clusters Score: Raw -597875.579627 + Penalty 4043.061336 = -593832.518291 nChanged 8 SP:Iteration 23Q (28912.900000 sec): 3 clusters Score: Raw -597877.236397 + Penalty 4043.061336 = -593834.175062 nChanged 5 SP:Iteration 24Q (28912.920000 sec): 3 clusters Score: Raw -597879.097890 + Penalty 4043.061336 = -593836.036554 nChanged 5 SP:Iteration 25Q (28912.930000 sec): 3 clusters Score: Raw -597880.754549 + Penalty 4043.061336 = -593837.693214 nChanged 2 SP:Iteration 26Q (28912.950000 sec): 3 clusters Score: Raw -597881.120591 + Penalty 4043.061336 = -593838.059255 nChanged 1 SP:Iteration 27Q (28912.960000 sec): 3 clusters Score: Raw -597881.337323 + Penalty 4043.061336 = -593838.275988 nChanged 2 SP:Iteration 28Q (28912.970000 sec): 3 clusters Score: Raw -597881.909287 + Penalty 4043.061336 = -593838.847951 nChanged 1 SP:Iteration 29Q (28912.980000 sec): 3 clusters Score: Raw -597882.250291 + Penalty 4043.061336 = -593839.188955 nChanged 2 SP:Iteration 30Q (28913.000000 sec): 3 clusters Score: Raw -597882.780122 + Penalty 4043.061336 = -593839.718786 nChanged 2 SP:Iteration 31Q (28913.010000 sec): 3 clusters Score: Raw -597883.050172 + Penalty 4043.061336 = -593839.988836 nChanged 0 SP:Iteration 32F (28913.020000 sec): 3 clusters Score: Raw -597883.050172 + Penalty 4043.061336 = -593839.988836 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28913.050000 sec): 2 clusters Score: Raw -1016311.353628 + Penalty 2142.968614 = -1014168.385014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28913.070000 sec): 3 clusters Score: Raw -1013487.426579 + Penalty 4285.937229 = -1009201.489351 nChanged 2258 SP:Iteration 1F (28913.090000 sec): 3 clusters Score: Raw -1014784.940539 + Penalty 4285.937229 = -1010499.003311 nChanged 452 SP:Iteration 2F (28913.120000 sec): 3 clusters Score: Raw -1015071.668422 + Penalty 4285.937229 = -1010785.731193 nChanged 356 SP:Iteration 3F (28913.140000 sec): 3 clusters Score: Raw -1015326.632191 + Penalty 4285.937229 = -1011040.694962 nChanged 302 SP:Iteration 4F (28913.160000 sec): 3 clusters Score: Raw -1015583.482233 + Penalty 4285.937229 = -1011297.545004 nChanged 338 SP:Iteration 5F (28913.180000 sec): 3 clusters Score: Raw -1015930.078847 + Penalty 4285.937229 = -1011644.141618 nChanged 363 SP:Iteration 6F (28913.200000 sec): 3 clusters Score: Raw -1016364.329727 + Penalty 4285.937229 = -1012078.392498 nChanged 355 SP:Iteration 7F (28913.230000 sec): 3 clusters Score: Raw -1016798.519202 + Penalty 4285.937229 = -1012512.581973 nChanged 286 SP:Iteration 8F (28913.250000 sec): 3 clusters Score: Raw -1017126.203124 + Penalty 4285.937229 = -1012840.265896 nChanged 205 SP:Iteration 9Q (28913.270000 sec): 3 clusters Score: Raw -1017318.874909 + Penalty 4285.937229 = -1013032.937680 nChanged 137 SP:Iteration 10Q (28913.290000 sec): 3 clusters Score: Raw -1017414.206004 + Penalty 4285.937229 = -1013128.268776 nChanged 80 SP:Iteration 11Q (28913.310000 sec): 3 clusters Score: Raw -1017464.336758 + Penalty 4285.937229 = -1013178.399530 nChanged 61 SP:Iteration 12Q (28913.330000 sec): 3 clusters Score: Raw -1017501.492363 + Penalty 4285.937229 = -1013215.555134 nChanged 49 SP:Iteration 13Q (28913.360000 sec): 3 clusters Score: Raw -1017523.005235 + Penalty 4285.937229 = -1013237.068006 nChanged 26 SP:Iteration 14Q (28913.380000 sec): 3 clusters Score: Raw -1017532.992266 + Penalty 4285.937229 = -1013247.055038 nChanged 19 SP:Iteration 15Q (28913.400000 sec): 3 clusters Score: Raw -1017539.257785 + Penalty 4285.937229 = -1013253.320557 nChanged 13 SP:Iteration 16Q (28913.420000 sec): 3 clusters Score: Raw -1017543.945080 + Penalty 4285.937229 = -1013258.007851 nChanged 11 SP:Iteration 17Q (28913.440000 sec): 3 clusters Score: Raw -1017546.712931 + Penalty 4285.937229 = -1013260.775703 nChanged 7 SP:Iteration 18Q (28913.460000 sec): 3 clusters Score: Raw -1017548.182026 + Penalty 4285.937229 = -1013262.244797 nChanged 4 SP:Iteration 19Q (28913.480000 sec): 3 clusters Score: Raw -1017549.436871 + Penalty 4285.937229 = -1013263.499642 nChanged 4 SP:Iteration 20F (28913.500000 sec): 3 clusters Score: Raw -1017551.069911 + Penalty 4285.937229 = -1013265.132683 nChanged 3 SP:Iteration 21Q (28913.520000 sec): 3 clusters Score: Raw -1017551.973180 + Penalty 4285.937229 = -1013266.035951 nChanged 1 SP:Iteration 22Q (28913.540000 sec): 3 clusters Score: Raw -1017552.461763 + Penalty 4285.937229 = -1013266.524534 nChanged 2 SP:Iteration 23Q (28913.560000 sec): 3 clusters Score: Raw -1017553.109057 + Penalty 4285.937229 = -1013267.171828 nChanged 4 SP:Iteration 24Q (28913.580000 sec): 3 clusters Score: Raw -1017554.451639 + Penalty 4285.937229 = -1013268.514411 nChanged 2 SP:Iteration 25Q (28913.600000 sec): 3 clusters Score: Raw -1017555.162517 + Penalty 4285.937229 = -1013269.225288 nChanged 2 SP:Iteration 26Q (28913.620000 sec): 3 clusters Score: Raw -1017555.632996 + Penalty 4285.937229 = -1013269.695768 nChanged 1 SP:Iteration 27Q (28913.640000 sec): 3 clusters Score: Raw -1017556.247189 + Penalty 4285.937229 = -1013270.309960 nChanged 3 SP:Iteration 28Q (28913.660000 sec): 3 clusters Score: Raw -1017556.707310 + Penalty 4285.937229 = -1013270.770081 nChanged 0 SP:Iteration 29F (28913.690000 sec): 3 clusters Score: Raw -1017556.707310 + Penalty 4285.937229 = -1013270.770081 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (75356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28913.960000 sec): 2 clusters Score: Raw -12854552.156791 + Penalty 2785.034750 = -12851767.122042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28914.270000 sec): 3 clusters Score: Raw -12806674.885063 + Penalty 5570.069499 = -12801104.815564 nChanged 35386 SP:Iteration 1F (28914.570000 sec): 3 clusters Score: Raw -12826910.032384 + Penalty 5570.069499 = -12821339.962884 nChanged 2427 SP:Iteration 2Q (28914.890000 sec): 3 clusters Score: Raw -12827431.726378 + Penalty 5570.069499 = -12821861.656878 nChanged 2264 SP:Iteration 3Q (28915.200000 sec): 3 clusters Score: Raw -12827916.314388 + Penalty 5570.069499 = -12822346.244889 nChanged 2177 SP:Iteration 4Q (28915.520000 sec): 3 clusters Score: Raw -12828400.240080 + Penalty 5570.069499 = -12822830.170581 nChanged 2185 SP:Iteration 5Q (28915.830000 sec): 3 clusters Score: Raw -12828923.794279 + Penalty 5570.069499 = -12823353.724779 nChanged 2233 SP:Iteration 6Q (28916.140000 sec): 3 clusters Score: Raw -12829538.529968 + Penalty 5570.069499 = -12823968.460469 nChanged 2494 SP:Iteration 7Q (28916.460000 sec): 3 clusters Score: Raw -12830348.469279 + Penalty 5570.069499 = -12824778.399780 nChanged 2734 SP:Iteration 8Q (28916.770000 sec): 3 clusters Score: Raw -12831354.480610 + Penalty 5570.069499 = -12825784.411111 nChanged 3144 SP:Iteration 9Q (28917.080000 sec): 3 clusters Score: Raw -12832733.041181 + Penalty 5570.069499 = -12827162.971682 nChanged 3554 SP:Iteration 10Q (28917.400000 sec): 3 clusters Score: Raw -12834660.191551 + Penalty 5570.069499 = -12829090.122052 nChanged 3914 SP:Iteration 11F (28917.700000 sec): 3 clusters Score: Raw -12837191.192874 + Penalty 5570.069499 = -12831621.123375 nChanged 4212 SP:Iteration 12F (28918.010000 sec): 3 clusters Score: Raw -12840056.169478 + Penalty 5570.069499 = -12834486.099979 nChanged 3813 SP:Iteration 13F (28918.310000 sec): 3 clusters Score: Raw -12842105.840943 + Penalty 5570.069499 = -12836535.771443 nChanged 2690 SP:Iteration 14Q (28918.620000 sec): 3 clusters Score: Raw -12843050.501214 + Penalty 5570.069499 = -12837480.431714 nChanged 1732 SP:Iteration 15Q (28918.920000 sec): 3 clusters Score: Raw -12843459.315255 + Penalty 5570.069499 = -12837889.245756 nChanged 1095 SP:Iteration 16Q (28919.220000 sec): 3 clusters Score: Raw -12843696.589379 + Penalty 5570.069499 = -12838126.519880 nChanged 896 SP:Iteration 17Q (28919.520000 sec): 3 clusters Score: Raw -12843887.869823 + Penalty 5570.069499 = -12838317.800323 nChanged 798 SP:Iteration 18Q (28919.820000 sec): 3 clusters Score: Raw -12844057.087164 + Penalty 5570.069499 = -12838487.017665 nChanged 781 SP:Iteration 19Q (28920.110000 sec): 3 clusters Score: Raw -12844219.025716 + Penalty 5570.069499 = -12838648.956216 nChanged 799 SP:Iteration 20F (28920.420000 sec): 3 clusters Score: Raw -12844400.306381 + Penalty 5570.069499 = -12838830.236881 nChanged 786 SP:Iteration 21Q (28920.720000 sec): 3 clusters Score: Raw -12844585.723011 + Penalty 5570.069499 = -12839015.653512 nChanged 866 SP:Iteration 22Q (28921.020000 sec): 3 clusters Score: Raw -12844799.573802 + Penalty 5570.069499 = -12839229.504302 nChanged 891 SP:Iteration 23Q (28921.310000 sec): 3 clusters Score: Raw -12845019.198777 + Penalty 5570.069499 = -12839449.129277 nChanged 916 SP:Iteration 24Q (28921.600000 sec): 3 clusters Score: Raw -12845244.650293 + Penalty 5570.069499 = -12839674.580794 nChanged 926 SP:Iteration 25Q (28921.900000 sec): 3 clusters Score: Raw -12845485.915161 + Penalty 5570.069499 = -12839915.845662 nChanged 965 SP:Iteration 26Q (28922.190000 sec): 3 clusters Score: Raw -12845753.469793 + Penalty 5570.069499 = -12840183.400294 nChanged 1009 SP:Iteration 27Q (28922.480000 sec): 3 clusters Score: Raw -12846047.884523 + Penalty 5570.069499 = -12840477.815023 nChanged 1024 SP:Iteration 28Q (28922.770000 sec): 3 clusters Score: Raw -12846370.194601 + Penalty 5570.069499 = -12840800.125102 nChanged 1083 SP:Iteration 29Q (28923.060000 sec): 3 clusters Score: Raw -12846722.028490 + Penalty 5570.069499 = -12841151.958990 nChanged 1079 SP:Iteration 30Q (28923.350000 sec): 3 clusters Score: Raw -12847057.940171 + Penalty 5570.069499 = -12841487.870672 nChanged 1070 SP:Iteration 31Q (28923.640000 sec): 3 clusters Score: Raw -12847407.545017 + Penalty 5570.069499 = -12841837.475517 nChanged 1090 SP:Iteration 32Q (28923.920000 sec): 3 clusters Score: Raw -12847739.379661 + Penalty 5570.069499 = -12842169.310162 nChanged 1008 SP:Iteration 33Q (28924.200000 sec): 3 clusters Score: Raw -12848035.180536 + Penalty 5570.069499 = -12842465.111036 nChanged 990 SP:Iteration 34Q (28924.470000 sec): 3 clusters Score: Raw -12848334.252022 + Penalty 5570.069499 = -12842764.182523 nChanged 995 SP:Iteration 35Q (28924.740000 sec): 3 clusters Score: Raw -12848645.766471 + Penalty 5570.069499 = -12843075.696972 nChanged 975 SP:Iteration 36Q (28925.010000 sec): 3 clusters Score: Raw -12848956.497761 + Penalty 5570.069499 = -12843386.428262 nChanged 944 SP:Iteration 37Q (28925.280000 sec): 3 clusters Score: Raw -12849245.405037 + Penalty 5570.069499 = -12843675.335537 nChanged 917 SP:Iteration 38Q (28925.550000 sec): 3 clusters Score: Raw -12849531.929741 + Penalty 5570.069499 = -12843961.860242 nChanged 906 SP:Iteration 39Q (28925.810000 sec): 3 clusters Score: Raw -12849819.241482 + Penalty 5570.069499 = -12844249.171982 nChanged 861 SP:Iteration 40F (28926.110000 sec): 3 clusters Score: Raw -12850100.476704 + Penalty 5570.069499 = -12844530.407205 nChanged 867 SP:Iteration 41Q (28926.370000 sec): 3 clusters Score: Raw -12850398.707786 + Penalty 5570.069499 = -12844828.638287 nChanged 877 SP:Iteration 42Q (28926.630000 sec): 3 clusters Score: Raw -12850711.411030 + Penalty 5570.069499 = -12845141.341530 nChanged 838 SP:Iteration 43Q (28926.880000 sec): 3 clusters Score: Raw -12851004.287119 + Penalty 5570.069499 = -12845434.217620 nChanged 806 SP:Iteration 44Q (28927.130000 sec): 3 clusters Score: Raw -12851295.659349 + Penalty 5570.069499 = -12845725.589850 nChanged 758 SP:Iteration 45Q (28927.370000 sec): 3 clusters Score: Raw -12851563.079651 + Penalty 5570.069499 = -12845993.010152 nChanged 670 SP:Iteration 46Q (28927.620000 sec): 3 clusters Score: Raw -12851786.042648 + Penalty 5570.069499 = -12846215.973148 nChanged 629 SP:Iteration 47Q (28927.860000 sec): 3 clusters Score: Raw -12852000.978855 + Penalty 5570.069499 = -12846430.909356 nChanged 625 SP:Iteration 48Q (28928.100000 sec): 3 clusters Score: Raw -12852229.456117 + Penalty 5570.069499 = -12846659.386618 nChanged 610 SP:Iteration 49Q (28928.340000 sec): 3 clusters Score: Raw -12852468.995302 + Penalty 5570.069499 = -12846898.925803 nChanged 577 SP:Iteration 50Q (28928.580000 sec): 3 clusters Score: Raw -12852703.217282 + Penalty 5570.069499 = -12847133.147783 nChanged 546 SP:Iteration 51Q (28928.810000 sec): 3 clusters Score: Raw -12852923.805148 + Penalty 5570.069499 = -12847353.735649 nChanged 480 SP:Iteration 52Q (28929.040000 sec): 3 clusters Score: Raw -12853112.761758 + Penalty 5570.069499 = -12847542.692259 nChanged 421 SP:Iteration 53Q (28929.270000 sec): 3 clusters Score: Raw -12853280.690725 + Penalty 5570.069499 = -12847710.621226 nChanged 399 SP:Iteration 54Q (28929.490000 sec): 3 clusters Score: Raw -12853442.763039 + Penalty 5570.069499 = -12847872.693539 nChanged 362 SP:Iteration 55Q (28929.720000 sec): 3 clusters Score: Raw -12853592.496680 + Penalty 5570.069499 = -12848022.427181 nChanged 354 SP:Iteration 56Q (28929.940000 sec): 3 clusters Score: Raw -12853749.250974 + Penalty 5570.069499 = -12848179.181474 nChanged 312 SP:Iteration 57Q (28930.160000 sec): 3 clusters Score: Raw -12853891.197295 + Penalty 5570.069499 = -12848321.127796 nChanged 274 SP:Iteration 58Q (28930.380000 sec): 3 clusters Score: Raw -12854017.473304 + Penalty 5570.069499 = -12848447.403805 nChanged 240 SP:Iteration 59Q (28930.600000 sec): 3 clusters Score: Raw -12854116.780321 + Penalty 5570.069499 = -12848546.710821 nChanged 219 SP:Iteration 60F (28930.900000 sec): 3 clusters Score: Raw -12854216.187630 + Penalty 5570.069499 = -12848646.118130 nChanged 196 SP:Iteration 61Q (28931.120000 sec): 3 clusters Score: Raw -12854317.275344 + Penalty 5570.069499 = -12848747.205845 nChanged 181 SP:Iteration 62Q (28931.330000 sec): 3 clusters Score: Raw -12854415.630787 + Penalty 5570.069499 = -12848845.561288 nChanged 149 SP:Iteration 63Q (28931.550000 sec): 3 clusters Score: Raw -12854497.812098 + Penalty 5570.069499 = -12848927.742599 nChanged 120 SP:Iteration 64Q (28931.760000 sec): 3 clusters Score: Raw -12854563.678878 + Penalty 5570.069499 = -12848993.609379 nChanged 113 SP:Iteration 65Q (28931.970000 sec): 3 clusters Score: Raw -12854624.279537 + Penalty 5570.069499 = -12849054.210038 nChanged 88 SP:Iteration 66Q (28932.190000 sec): 3 clusters Score: Raw -12854668.316894 + Penalty 5570.069499 = -12849098.247394 nChanged 69 SP:Iteration 67Q (28932.400000 sec): 3 clusters Score: Raw -12854701.010159 + Penalty 5570.069499 = -12849130.940660 nChanged 49 SP:Iteration 68Q (28932.610000 sec): 3 clusters Score: Raw -12854725.678260 + Penalty 5570.069499 = -12849155.608760 nChanged 42 SP:Iteration 69Q (28932.830000 sec): 3 clusters Score: Raw -12854748.586070 + Penalty 5570.069499 = -12849178.516571 nChanged 43 SP:Iteration 70Q (28933.040000 sec): 3 clusters Score: Raw -12854771.721805 + Penalty 5570.069499 = -12849201.652306 nChanged 36 SP:Iteration 71Q (28933.250000 sec): 3 clusters Score: Raw -12854788.697464 + Penalty 5570.069499 = -12849218.627965 nChanged 25 SP:Iteration 72Q (28933.460000 sec): 3 clusters Score: Raw -12854798.708820 + Penalty 5570.069499 = -12849228.639321 nChanged 21 SP:Iteration 73Q (28933.670000 sec): 3 clusters Score: Raw -12854807.633132 + Penalty 5570.069499 = -12849237.563633 nChanged 16 SP:Iteration 74Q (28933.880000 sec): 3 clusters Score: Raw -12854815.752244 + Penalty 5570.069499 = -12849245.682745 nChanged 19 SP:Iteration 75Q (28934.090000 sec): 3 clusters Score: Raw -12854827.690707 + Penalty 5570.069499 = -12849257.621208 nChanged 21 SP:Iteration 76Q (28934.310000 sec): 3 clusters Score: Raw -12854838.837481 + Penalty 5570.069499 = -12849268.767982 nChanged 13 SP:Iteration 77Q (28934.520000 sec): 3 clusters Score: Raw -12854846.371464 + Penalty 5570.069499 = -12849276.301964 nChanged 15 SP:Iteration 78Q (28934.730000 sec): 3 clusters Score: Raw -12854855.447153 + Penalty 5570.069499 = -12849285.377653 nChanged 14 SP:Iteration 79Q (28934.940000 sec): 3 clusters Score: Raw -12854864.200347 + Penalty 5570.069499 = -12849294.130848 nChanged 11 SP:Iteration 80F (28935.240000 sec): 3 clusters Score: Raw -12854868.494450 + Penalty 5570.069499 = -12849298.424951 nChanged 4 SP:Iteration 81Q (28935.450000 sec): 3 clusters Score: Raw -12854870.563825 + Penalty 5570.069499 = -12849300.494325 nChanged 3 SP:Iteration 82Q (28935.660000 sec): 3 clusters Score: Raw -12854872.993672 + Penalty 5570.069499 = -12849302.924173 nChanged 7 SP:Iteration 83Q (28935.870000 sec): 3 clusters Score: Raw -12854877.548723 + Penalty 5570.069499 = -12849307.479224 nChanged 8 SP:Iteration 84Q (28936.080000 sec): 3 clusters Score: Raw -12854882.434521 + Penalty 5570.069499 = -12849312.365022 nChanged 10 SP:Iteration 85Q (28936.290000 sec): 3 clusters Score: Raw -12854888.928183 + Penalty 5570.069499 = -12849318.858684 nChanged 12 SP:Iteration 86Q (28936.500000 sec): 3 clusters Score: Raw -12854894.182299 + Penalty 5570.069499 = -12849324.112799 nChanged 6 SP:Iteration 87Q (28936.710000 sec): 3 clusters Score: Raw -12854898.768937 + Penalty 5570.069499 = -12849328.699437 nChanged 10 SP:Iteration 88Q (28936.940000 sec): 3 clusters Score: Raw -12854905.058396 + Penalty 5570.069499 = -12849334.988897 nChanged 7 SP:Iteration 89Q (28937.150000 sec): 3 clusters Score: Raw -12854907.812377 + Penalty 5570.069499 = -12849337.742877 nChanged 6 SP:Iteration 90Q (28937.360000 sec): 3 clusters Score: Raw -12854910.968890 + Penalty 5570.069499 = -12849340.899391 nChanged 5 SP:Iteration 91Q (28937.570000 sec): 3 clusters Score: Raw -12854914.342486 + Penalty 5570.069499 = -12849344.272987 nChanged 2 SP:Iteration 92Q (28937.780000 sec): 3 clusters Score: Raw -12854915.304372 + Penalty 5570.069499 = -12849345.234873 nChanged 5 SP:Iteration 93Q (28937.990000 sec): 3 clusters Score: Raw -12854918.145239 + Penalty 5570.069499 = -12849348.075740 nChanged 5 SP:Iteration 94Q (28938.200000 sec): 3 clusters Score: Raw -12854922.687117 + Penalty 5570.069499 = -12849352.617618 nChanged 8 SP:Iteration 95Q (28938.420000 sec): 3 clusters Score: Raw -12854926.839736 + Penalty 5570.069499 = -12849356.770237 nChanged 7 SP:Iteration 96Q (28938.630000 sec): 3 clusters Score: Raw -12854930.878069 + Penalty 5570.069499 = -12849360.808570 nChanged 5 SP:Iteration 97Q (28938.840000 sec): 3 clusters Score: Raw -12854934.096633 + Penalty 5570.069499 = -12849364.027134 nChanged 7 SP:Iteration 98Q (28939.050000 sec): 3 clusters Score: Raw -12854938.677277 + Penalty 5570.069499 = -12849368.607778 nChanged 7 SP:Iteration 99Q (28939.260000 sec): 3 clusters Score: Raw -12854941.525667 + Penalty 5570.069499 = -12849371.456168 nChanged 3 SP:Iteration 100F (28939.560000 sec): 3 clusters Score: Raw -12854943.407532 + Penalty 5570.069499 = -12849373.338032 nChanged 4 SP:Iteration 101Q (28939.770000 sec): 3 clusters Score: Raw -12854946.672623 + Penalty 5570.069499 = -12849376.603123 nChanged 3 SP:Iteration 102Q (28939.980000 sec): 3 clusters Score: Raw -12854948.163248 + Penalty 5570.069499 = -12849378.093749 nChanged 4 SP:Iteration 103Q (28940.190000 sec): 3 clusters Score: Raw -12854951.099263 + Penalty 5570.069499 = -12849381.029763 nChanged 5 SP:Iteration 104Q (28940.400000 sec): 3 clusters Score: Raw -12854953.568476 + Penalty 5570.069499 = -12849383.498977 nChanged 1 SP:Iteration 105Q (28940.610000 sec): 3 clusters Score: Raw -12854954.387524 + Penalty 5570.069499 = -12849384.318024 nChanged 0 SP:Iteration 106F (28940.910000 sec): 3 clusters Score: Raw -12854954.387524 + Penalty 5570.069499 = -12849384.318024 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28940.970000 sec): 2 clusters Score: Raw -1240027.626401 + Penalty 2206.455641 = -1237821.170760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28940.990000 sec): 3 clusters Score: Raw -1236284.262074 + Penalty 4412.911282 = -1231871.350791 nChanged 2928 SP:Iteration 1F (28941.020000 sec): 3 clusters Score: Raw -1237940.892576 + Penalty 4412.911282 = -1233527.981294 nChanged 527 SP:Iteration 2F (28941.050000 sec): 3 clusters Score: Raw -1238239.896647 + Penalty 4412.911282 = -1233826.985365 nChanged 384 SP:Iteration 3F (28941.080000 sec): 3 clusters Score: Raw -1238441.927792 + Penalty 4412.911282 = -1234029.016510 nChanged 319 SP:Iteration 4Q (28941.110000 sec): 3 clusters Score: Raw -1238598.328692 + Penalty 4412.911282 = -1234185.417410 nChanged 291 SP:Iteration 5Q (28941.140000 sec): 3 clusters Score: Raw -1238746.163710 + Penalty 4412.911282 = -1234333.252427 nChanged 270 SP:Iteration 6Q (28941.170000 sec): 3 clusters Score: Raw -1238899.231499 + Penalty 4412.911282 = -1234486.320217 nChanged 257 SP:Iteration 7Q (28941.190000 sec): 3 clusters Score: Raw -1239055.238332 + Penalty 4412.911282 = -1234642.327050 nChanged 265 SP:Iteration 8Q (28941.220000 sec): 3 clusters Score: Raw -1239219.427990 + Penalty 4412.911282 = -1234806.516707 nChanged 251 SP:Iteration 9Q (28941.250000 sec): 3 clusters Score: Raw -1239386.074140 + Penalty 4412.911282 = -1234973.162858 nChanged 269 SP:Iteration 10Q (28941.280000 sec): 3 clusters Score: Raw -1239586.322317 + Penalty 4412.911282 = -1235173.411034 nChanged 284 SP:Iteration 11Q (28941.310000 sec): 3 clusters Score: Raw -1239788.721782 + Penalty 4412.911282 = -1235375.810500 nChanged 266 SP:Iteration 12Q (28941.340000 sec): 3 clusters Score: Raw -1239987.909300 + Penalty 4412.911282 = -1235574.998018 nChanged 237 SP:Iteration 13Q (28941.370000 sec): 3 clusters Score: Raw -1240154.077129 + Penalty 4412.911282 = -1235741.165847 nChanged 170 SP:Iteration 14Q (28941.390000 sec): 3 clusters Score: Raw -1240267.106216 + Penalty 4412.911282 = -1235854.194934 nChanged 159 SP:Iteration 15Q (28941.420000 sec): 3 clusters Score: Raw -1240374.203723 + Penalty 4412.911282 = -1235961.292441 nChanged 131 SP:Iteration 16Q (28941.450000 sec): 3 clusters Score: Raw -1240462.180247 + Penalty 4412.911282 = -1236049.268965 nChanged 116 SP:Iteration 17Q (28941.480000 sec): 3 clusters Score: Raw -1240530.901911 + Penalty 4412.911282 = -1236117.990629 nChanged 100 SP:Iteration 18Q (28941.500000 sec): 3 clusters Score: Raw -1240585.643799 + Penalty 4412.911282 = -1236172.732517 nChanged 81 SP:Iteration 19Q (28941.530000 sec): 3 clusters Score: Raw -1240634.387598 + Penalty 4412.911282 = -1236221.476315 nChanged 76 SP:Iteration 20F (28941.560000 sec): 3 clusters Score: Raw -1240672.094641 + Penalty 4412.911282 = -1236259.183358 nChanged 61 SP:Iteration 21Q (28941.590000 sec): 3 clusters Score: Raw -1240703.932981 + Penalty 4412.911282 = -1236291.021699 nChanged 57 SP:Iteration 22Q (28941.610000 sec): 3 clusters Score: Raw -1240731.547797 + Penalty 4412.911282 = -1236318.636515 nChanged 48 SP:Iteration 23Q (28941.640000 sec): 3 clusters Score: Raw -1240753.508217 + Penalty 4412.911282 = -1236340.596935 nChanged 53 SP:Iteration 24Q (28941.670000 sec): 3 clusters Score: Raw -1240776.898799 + Penalty 4412.911282 = -1236363.987517 nChanged 39 SP:Iteration 25Q (28941.690000 sec): 3 clusters Score: Raw -1240794.540104 + Penalty 4412.911282 = -1236381.628821 nChanged 37 SP:Iteration 26Q (28941.720000 sec): 3 clusters Score: Raw -1240810.459435 + Penalty 4412.911282 = -1236397.548153 nChanged 38 SP:Iteration 27Q (28941.750000 sec): 3 clusters Score: Raw -1240827.124652 + Penalty 4412.911282 = -1236414.213370 nChanged 28 SP:Iteration 28Q (28941.770000 sec): 3 clusters Score: Raw -1240836.698095 + Penalty 4412.911282 = -1236423.786813 nChanged 18 SP:Iteration 29Q (28941.800000 sec): 3 clusters Score: Raw -1240844.884223 + Penalty 4412.911282 = -1236431.972941 nChanged 22 SP:Iteration 30Q (28941.820000 sec): 3 clusters Score: Raw -1240854.770560 + Penalty 4412.911282 = -1236441.859278 nChanged 17 SP:Iteration 31Q (28941.850000 sec): 3 clusters Score: Raw -1240860.218087 + Penalty 4412.911282 = -1236447.306805 nChanged 11 SP:Iteration 32Q (28941.870000 sec): 3 clusters Score: Raw -1240863.789770 + Penalty 4412.911282 = -1236450.878488 nChanged 16 SP:Iteration 33Q (28941.900000 sec): 3 clusters Score: Raw -1240871.509766 + Penalty 4412.911282 = -1236458.598484 nChanged 15 SP:Iteration 34Q (28941.930000 sec): 3 clusters Score: Raw -1240877.264350 + Penalty 4412.911282 = -1236464.353068 nChanged 12 SP:Iteration 35Q (28941.950000 sec): 3 clusters Score: Raw -1240881.266994 + Penalty 4412.911282 = -1236468.355712 nChanged 11 SP:Iteration 36Q (28941.980000 sec): 3 clusters Score: Raw -1240884.418791 + Penalty 4412.911282 = -1236471.507509 nChanged 7 SP:Iteration 37Q (28942.000000 sec): 3 clusters Score: Raw -1240886.413358 + Penalty 4412.911282 = -1236473.502076 nChanged 3 SP:Iteration 38Q (28942.030000 sec): 3 clusters Score: Raw -1240887.125591 + Penalty 4412.911282 = -1236474.214309 nChanged 2 SP:Iteration 39Q (28942.050000 sec): 3 clusters Score: Raw -1240887.328914 + Penalty 4412.911282 = -1236474.417632 nChanged 1 SP:Iteration 40F (28942.080000 sec): 3 clusters Score: Raw -1240887.751712 + Penalty 4412.911282 = -1236474.840430 nChanged 2 SP:Iteration 41Q (28942.110000 sec): 3 clusters Score: Raw -1240888.521508 + Penalty 4412.911282 = -1236475.610226 nChanged 5 SP:Iteration 42Q (28942.130000 sec): 3 clusters Score: Raw -1240889.843591 + Penalty 4412.911282 = -1236476.932309 nChanged 1 SP:Iteration 43Q (28942.160000 sec): 3 clusters Score: Raw -1240890.150952 + Penalty 4412.911282 = -1236477.239670 nChanged 0 SP:Iteration 44F (28942.190000 sec): 3 clusters Score: Raw -1240890.150952 + Penalty 4412.911282 = -1236477.239670 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28942.240000 sec): 2 clusters Score: Raw -2078873.811185 + Penalty 2332.726151 = -2076541.085034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28942.290000 sec): 3 clusters Score: Raw -2072126.678440 + Penalty 4665.452302 = -2067461.226137 nChanged 5201 SP:Iteration 1F (28942.330000 sec): 3 clusters Score: Raw -2074770.081046 + Penalty 4665.452302 = -2070104.628744 nChanged 794 SP:Iteration 2F (28942.380000 sec): 3 clusters Score: Raw -2075129.907318 + Penalty 4665.452302 = -2070464.455015 nChanged 692 SP:Iteration 3F (28942.430000 sec): 3 clusters Score: Raw -2075478.069489 + Penalty 4665.452302 = -2070812.617186 nChanged 650 SP:Iteration 4F (28942.470000 sec): 3 clusters Score: Raw -2075799.402902 + Penalty 4665.452302 = -2071133.950600 nChanged 615 SP:Iteration 5F (28942.520000 sec): 3 clusters Score: Raw -2076165.990579 + Penalty 4665.452302 = -2071500.538277 nChanged 633 SP:Iteration 6F (28942.570000 sec): 3 clusters Score: Raw -2076569.629646 + Penalty 4665.452302 = -2071904.177343 nChanged 643 SP:Iteration 7F (28942.620000 sec): 3 clusters Score: Raw -2077024.844140 + Penalty 4665.452302 = -2072359.391838 nChanged 646 SP:Iteration 8F (28942.670000 sec): 3 clusters Score: Raw -2077501.996839 + Penalty 4665.452302 = -2072836.544537 nChanged 586 SP:Iteration 9Q (28942.710000 sec): 3 clusters Score: Raw -2077936.978187 + Penalty 4665.452302 = -2073271.525885 nChanged 474 SP:Iteration 10Q (28942.760000 sec): 3 clusters Score: Raw -2078279.684242 + Penalty 4665.452302 = -2073614.231940 nChanged 359 SP:Iteration 11Q (28942.810000 sec): 3 clusters Score: Raw -2078517.203392 + Penalty 4665.452302 = -2073851.751090 nChanged 268 SP:Iteration 12Q (28942.850000 sec): 3 clusters Score: Raw -2078700.778879 + Penalty 4665.452302 = -2074035.326577 nChanged 198 SP:Iteration 13Q (28942.900000 sec): 3 clusters Score: Raw -2078829.659146 + Penalty 4665.452302 = -2074164.206844 nChanged 135 SP:Iteration 14Q (28942.940000 sec): 3 clusters Score: Raw -2078913.031911 + Penalty 4665.452302 = -2074247.579608 nChanged 117 SP:Iteration 15Q (28942.990000 sec): 3 clusters Score: Raw -2078979.834019 + Penalty 4665.452302 = -2074314.381716 nChanged 83 SP:Iteration 16Q (28943.030000 sec): 3 clusters Score: Raw -2079029.629560 + Penalty 4665.452302 = -2074364.177258 nChanged 64 SP:Iteration 17Q (28943.070000 sec): 3 clusters Score: Raw -2079070.237139 + Penalty 4665.452302 = -2074404.784837 nChanged 57 SP:Iteration 18Q (28943.110000 sec): 3 clusters Score: Raw -2079104.924862 + Penalty 4665.452302 = -2074439.472559 nChanged 44 SP:Iteration 19Q (28943.150000 sec): 3 clusters Score: Raw -2079129.508092 + Penalty 4665.452302 = -2074464.055790 nChanged 24 SP:Iteration 20F (28943.200000 sec): 3 clusters Score: Raw -2079143.304757 + Penalty 4665.452302 = -2074477.852454 nChanged 26 SP:Iteration 21Q (28943.240000 sec): 3 clusters Score: Raw -2079157.146690 + Penalty 4665.452302 = -2074491.694387 nChanged 21 SP:Iteration 22Q (28943.280000 sec): 3 clusters Score: Raw -2079169.656778 + Penalty 4665.452302 = -2074504.204476 nChanged 15 SP:Iteration 23Q (28943.320000 sec): 3 clusters Score: Raw -2079178.944442 + Penalty 4665.452302 = -2074513.492139 nChanged 15 SP:Iteration 24Q (28943.370000 sec): 3 clusters Score: Raw -2079184.734782 + Penalty 4665.452302 = -2074519.282479 nChanged 8 SP:Iteration 25Q (28943.410000 sec): 3 clusters Score: Raw -2079188.372994 + Penalty 4665.452302 = -2074522.920691 nChanged 7 SP:Iteration 26Q (28943.450000 sec): 3 clusters Score: Raw -2079192.297505 + Penalty 4665.452302 = -2074526.845202 nChanged 12 SP:Iteration 27Q (28943.490000 sec): 3 clusters Score: Raw -2079202.107861 + Penalty 4665.452302 = -2074536.655559 nChanged 7 SP:Iteration 28Q (28943.530000 sec): 3 clusters Score: Raw -2079207.263325 + Penalty 4665.452302 = -2074541.811023 nChanged 9 SP:Iteration 29Q (28943.570000 sec): 3 clusters Score: Raw -2079210.683867 + Penalty 4665.452302 = -2074545.231564 nChanged 2 SP:Iteration 30Q (28943.610000 sec): 3 clusters Score: Raw -2079211.652299 + Penalty 4665.452302 = -2074546.199996 nChanged 2 SP:Iteration 31Q (28943.650000 sec): 3 clusters Score: Raw -2079212.332120 + Penalty 4665.452302 = -2074546.879817 nChanged 2 SP:Iteration 32Q (28943.690000 sec): 3 clusters Score: Raw -2079213.105849 + Penalty 4665.452302 = -2074547.653547 nChanged 1 SP:Iteration 33Q (28943.730000 sec): 3 clusters Score: Raw -2079214.099124 + Penalty 4665.452302 = -2074548.646822 nChanged 3 SP:Iteration 34Q (28943.770000 sec): 3 clusters Score: Raw -2079215.304701 + Penalty 4665.452302 = -2074549.852399 nChanged 2 SP:Iteration 35Q (28943.810000 sec): 3 clusters Score: Raw -2079215.819030 + Penalty 4665.452302 = -2074550.366727 nChanged 0 SP:Iteration 36F (28943.850000 sec): 3 clusters Score: Raw -2079215.819030 + Penalty 4665.452302 = -2074550.366727 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28943.930000 sec): 2 clusters Score: Raw -3499852.822167 + Penalty 2472.519559 = -3497380.302607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28944.020000 sec): 3 clusters Score: Raw -3487456.690632 + Penalty 4945.039119 = -3482511.651513 nChanged 9385 SP:Iteration 1F (28944.100000 sec): 3 clusters Score: Raw -3492403.065772 + Penalty 4945.039119 = -3487458.026654 nChanged 1171 SP:Iteration 2F (28944.190000 sec): 3 clusters Score: Raw -3492848.039797 + Penalty 4945.039119 = -3487903.000678 nChanged 1006 SP:Iteration 3Q (28944.270000 sec): 3 clusters Score: Raw -3493255.119340 + Penalty 4945.039119 = -3488310.080221 nChanged 921 SP:Iteration 4Q (28944.360000 sec): 3 clusters Score: Raw -3493648.698266 + Penalty 4945.039119 = -3488703.659147 nChanged 941 SP:Iteration 5Q (28944.450000 sec): 3 clusters Score: Raw -3494071.122433 + Penalty 4945.039119 = -3489126.083314 nChanged 927 SP:Iteration 6Q (28944.530000 sec): 3 clusters Score: Raw -3494553.880136 + Penalty 4945.039119 = -3489608.841017 nChanged 953 SP:Iteration 7Q (28944.620000 sec): 3 clusters Score: Raw -3495126.994353 + Penalty 4945.039119 = -3490181.955235 nChanged 955 SP:Iteration 8Q (28944.700000 sec): 3 clusters Score: Raw -3495731.868715 + Penalty 4945.039119 = -3490786.829596 nChanged 984 SP:Iteration 9Q (28944.790000 sec): 3 clusters Score: Raw -3496347.688055 + Penalty 4945.039119 = -3491402.648936 nChanged 932 SP:Iteration 10Q (28944.870000 sec): 3 clusters Score: Raw -3496923.195220 + Penalty 4945.039119 = -3491978.156101 nChanged 878 SP:Iteration 11Q (28944.950000 sec): 3 clusters Score: Raw -3497488.612300 + Penalty 4945.039119 = -3492543.573181 nChanged 837 SP:Iteration 12Q (28945.030000 sec): 3 clusters Score: Raw -3498085.881021 + Penalty 4945.039119 = -3493140.841903 nChanged 757 SP:Iteration 13Q (28945.110000 sec): 3 clusters Score: Raw -3498639.848054 + Penalty 4945.039119 = -3493694.808935 nChanged 592 SP:Iteration 14Q (28945.190000 sec): 3 clusters Score: Raw -3499028.164855 + Penalty 4945.039119 = -3494083.125736 nChanged 433 SP:Iteration 15Q (28945.260000 sec): 3 clusters Score: Raw -3499299.967409 + Penalty 4945.039119 = -3494354.928290 nChanged 343 SP:Iteration 16Q (28945.330000 sec): 3 clusters Score: Raw -3499517.683306 + Penalty 4945.039119 = -3494572.644188 nChanged 253 SP:Iteration 17Q (28945.400000 sec): 3 clusters Score: Raw -3499669.444434 + Penalty 4945.039119 = -3494724.405316 nChanged 195 SP:Iteration 18Q (28945.470000 sec): 3 clusters Score: Raw -3499802.436772 + Penalty 4945.039119 = -3494857.397654 nChanged 143 SP:Iteration 19Q (28945.530000 sec): 3 clusters Score: Raw -3499904.325950 + Penalty 4945.039119 = -3494959.286831 nChanged 110 SP:Iteration 20F (28945.620000 sec): 3 clusters Score: Raw -3499974.934054 + Penalty 4945.039119 = -3495029.894935 nChanged 77 SP:Iteration 21Q (28945.680000 sec): 3 clusters Score: Raw -3500023.917075 + Penalty 4945.039119 = -3495078.877956 nChanged 62 SP:Iteration 22Q (28945.750000 sec): 3 clusters Score: Raw -3500070.823487 + Penalty 4945.039119 = -3495125.784368 nChanged 36 SP:Iteration 23Q (28945.810000 sec): 3 clusters Score: Raw -3500099.954318 + Penalty 4945.039119 = -3495154.915199 nChanged 41 SP:Iteration 24Q (28945.870000 sec): 3 clusters Score: Raw -3500130.597565 + Penalty 4945.039119 = -3495185.558446 nChanged 31 SP:Iteration 25Q (28945.930000 sec): 3 clusters Score: Raw -3500149.275115 + Penalty 4945.039119 = -3495204.235996 nChanged 21 SP:Iteration 26Q (28946.000000 sec): 3 clusters Score: Raw -3500163.476489 + Penalty 4945.039119 = -3495218.437370 nChanged 21 SP:Iteration 27Q (28946.060000 sec): 3 clusters Score: Raw -3500179.670926 + Penalty 4945.039119 = -3495234.631807 nChanged 14 SP:Iteration 28Q (28946.120000 sec): 3 clusters Score: Raw -3500190.343979 + Penalty 4945.039119 = -3495245.304861 nChanged 12 SP:Iteration 29Q (28946.180000 sec): 3 clusters Score: Raw -3500197.706914 + Penalty 4945.039119 = -3495252.667795 nChanged 3 SP:Iteration 30Q (28946.240000 sec): 3 clusters Score: Raw -3500200.151400 + Penalty 4945.039119 = -3495255.112281 nChanged 4 SP:Iteration 31Q (28946.310000 sec): 3 clusters Score: Raw -3500203.285283 + Penalty 4945.039119 = -3495258.246164 nChanged 5 SP:Iteration 32Q (28946.370000 sec): 3 clusters Score: Raw -3500206.169537 + Penalty 4945.039119 = -3495261.130418 nChanged 5 SP:Iteration 33Q (28946.430000 sec): 3 clusters Score: Raw -3500209.207636 + Penalty 4945.039119 = -3495264.168517 nChanged 3 SP:Iteration 34Q (28946.490000 sec): 3 clusters Score: Raw -3500211.049471 + Penalty 4945.039119 = -3495266.010353 nChanged 4 SP:Iteration 35Q (28946.550000 sec): 3 clusters Score: Raw -3500213.418078 + Penalty 4945.039119 = -3495268.378959 nChanged 5 SP:Iteration 36Q (28946.610000 sec): 3 clusters Score: Raw -3500216.760222 + Penalty 4945.039119 = -3495271.721103 nChanged 3 SP:Iteration 37Q (28946.670000 sec): 3 clusters Score: Raw -3500218.834073 + Penalty 4945.039119 = -3495273.794954 nChanged 6 SP:Iteration 38Q (28946.730000 sec): 3 clusters Score: Raw -3500221.702200 + Penalty 4945.039119 = -3495276.663081 nChanged 4 SP:Iteration 39Q (28946.790000 sec): 3 clusters Score: Raw -3500223.897530 + Penalty 4945.039119 = -3495278.858411 nChanged 1 SP:Iteration 40F (28946.880000 sec): 3 clusters Score: Raw -3500224.803973 + Penalty 4945.039119 = -3495279.764854 nChanged 2 SP:Iteration 41Q (28946.940000 sec): 3 clusters Score: Raw -3500226.352430 + Penalty 4945.039119 = -3495281.313311 nChanged 4 SP:Iteration 42Q (28947.000000 sec): 3 clusters Score: Raw -3500229.221353 + Penalty 4945.039119 = -3495284.182234 nChanged 3 SP:Iteration 43Q (28947.060000 sec): 3 clusters Score: Raw -3500232.321106 + Penalty 4945.039119 = -3495287.281987 nChanged 4 SP:Iteration 44Q (28947.120000 sec): 3 clusters Score: Raw -3500235.086326 + Penalty 4945.039119 = -3495290.047207 nChanged 5 SP:Iteration 45Q (28947.190000 sec): 3 clusters Score: Raw -3500238.040319 + Penalty 4945.039119 = -3495293.001200 nChanged 1 SP:Iteration 46Q (28947.250000 sec): 3 clusters Score: Raw -3500238.596190 + Penalty 4945.039119 = -3495293.557071 nChanged 1 SP:Iteration 47Q (28947.310000 sec): 3 clusters Score: Raw -3500239.331843 + Penalty 4945.039119 = -3495294.292724 nChanged 1 SP:Iteration 48Q (28947.370000 sec): 3 clusters Score: Raw -3500240.138477 + Penalty 4945.039119 = -3495295.099358 nChanged 2 SP:Iteration 49Q (28947.430000 sec): 3 clusters Score: Raw -3500242.107404 + Penalty 4945.039119 = -3495297.068285 nChanged 4 SP:Iteration 50Q (28947.490000 sec): 3 clusters Score: Raw -3500245.617297 + Penalty 4945.039119 = -3495300.578179 nChanged 5 SP:Iteration 51Q (28947.550000 sec): 3 clusters Score: Raw -3500249.041086 + Penalty 4945.039119 = -3495304.001967 nChanged 5 SP:Iteration 52Q (28947.610000 sec): 3 clusters Score: Raw -3500252.573976 + Penalty 4945.039119 = -3495307.534857 nChanged 3 SP:Iteration 53Q (28947.670000 sec): 3 clusters Score: Raw -3500254.542809 + Penalty 4945.039119 = -3495309.503690 nChanged 3 SP:Iteration 54Q (28947.730000 sec): 3 clusters Score: Raw -3500256.917329 + Penalty 4945.039119 = -3495311.878210 nChanged 3 SP:Iteration 55Q (28947.790000 sec): 3 clusters Score: Raw -3500258.304086 + Penalty 4945.039119 = -3495313.264967 nChanged 2 SP:Iteration 56Q (28947.850000 sec): 3 clusters Score: Raw -3500259.779941 + Penalty 4945.039119 = -3495314.740822 nChanged 2 SP:Iteration 57Q (28947.910000 sec): 3 clusters Score: Raw -3500261.019143 + Penalty 4945.039119 = -3495315.980024 nChanged 3 SP:Iteration 58Q (28947.970000 sec): 3 clusters Score: Raw -3500262.957555 + Penalty 4945.039119 = -3495317.918436 nChanged 2 SP:Iteration 59Q (28948.030000 sec): 3 clusters Score: Raw -3500264.152832 + Penalty 4945.039119 = -3495319.113713 nChanged 2 SP:Iteration 60F (28948.120000 sec): 3 clusters Score: Raw -3500265.513282 + Penalty 4945.039119 = -3495320.474163 nChanged 3 SP:Iteration 61Q (28948.180000 sec): 3 clusters Score: Raw -3500267.376232 + Penalty 4945.039119 = -3495322.337113 nChanged 0 SP:Iteration 62F (28948.260000 sec): 3 clusters Score: Raw -3500267.376232 + Penalty 4945.039119 = -3495322.337113 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28948.280000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28948.280000 sec): 3 clusters Score: Raw -29274.852237 + Penalty 2605.127620 = -26669.724617 nChanged 11 SP:Iteration 1F (28948.280000 sec): 3 clusters Score: Raw -29314.979933 + Penalty 2605.127620 = -26709.852312 nChanged 1 SP:Iteration 2Q (28948.280000 sec): 3 clusters Score: Raw -29321.385684 + Penalty 2605.127620 = -26716.258064 nChanged 1 SP:Iteration 3Q (28948.280000 sec): 3 clusters Score: Raw -29325.265040 + Penalty 2605.127620 = -26720.137419 nChanged 0 SP:Iteration 4F (28948.280000 sec): 3 clusters Score: Raw -29325.265040 + Penalty 2605.127620 = -26720.137419 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28948.290000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28948.290000 sec): 3 clusters Score: Raw -83980.771232 + Penalty 3098.068956 = -80882.702276 nChanged 88 SP:Iteration 1F (28948.290000 sec): 3 clusters Score: Raw -84143.970108 + Penalty 3098.068956 = -81045.901153 nChanged 21 SP:Iteration 2Q (28948.300000 sec): 3 clusters Score: Raw -84188.616332 + Penalty 3098.068956 = -81090.547376 nChanged 9 SP:Iteration 3Q (28948.300000 sec): 3 clusters Score: Raw -84205.991646 + Penalty 3098.068956 = -81107.922690 nChanged 1 SP:Iteration 4Q (28948.300000 sec): 3 clusters Score: Raw -84206.723194 + Penalty 3098.068956 = -81108.654238 nChanged 0 SP:Iteration 5F (28948.300000 sec): 3 clusters Score: Raw -84206.723194 + Penalty 3098.068956 = -81108.654238 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28948.310000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28948.320000 sec): 3 clusters Score: Raw -184355.260485 + Penalty 3459.805308 = -180895.455177 nChanged 277 SP:Iteration 1F (28948.320000 sec): 3 clusters Score: Raw -184648.968344 + Penalty 3459.805308 = -181189.163036 nChanged 67 SP:Iteration 2F (28948.330000 sec): 3 clusters Score: Raw -184745.437199 + Penalty 3459.805308 = -181285.631891 nChanged 36 SP:Iteration 3Q (28948.330000 sec): 3 clusters Score: Raw -184786.622644 + Penalty 3459.805308 = -181326.817336 nChanged 24 SP:Iteration 4Q (28948.330000 sec): 3 clusters Score: Raw -184826.006553 + Penalty 3459.805308 = -181366.201245 nChanged 26 SP:Iteration 5Q (28948.340000 sec): 3 clusters Score: Raw -184866.849307 + Penalty 3459.805308 = -181407.043999 nChanged 15 SP:Iteration 6Q (28948.340000 sec): 3 clusters Score: Raw -184884.036186 + Penalty 3459.805308 = -181424.230878 nChanged 10 SP:Iteration 7Q (28948.350000 sec): 3 clusters Score: Raw -184902.510112 + Penalty 3459.805308 = -181442.704804 nChanged 10 SP:Iteration 8Q (28948.350000 sec): 3 clusters Score: Raw -184916.335875 + Penalty 3459.805308 = -181456.530567 nChanged 8 SP:Iteration 9Q (28948.350000 sec): 3 clusters Score: Raw -184924.343498 + Penalty 3459.805308 = -181464.538190 nChanged 8 SP:Iteration 10Q (28948.360000 sec): 3 clusters Score: Raw -184933.975144 + Penalty 3459.805308 = -181474.169836 nChanged 4 SP:Iteration 11Q (28948.360000 sec): 3 clusters Score: Raw -184938.663958 + Penalty 3459.805308 = -181478.858650 nChanged 2 SP:Iteration 12Q (28948.370000 sec): 3 clusters Score: Raw -184941.914080 + Penalty 3459.805308 = -181482.108772 nChanged 5 SP:Iteration 13Q (28948.370000 sec): 3 clusters Score: Raw -184946.163132 + Penalty 3459.805308 = -181486.357824 nChanged 4 SP:Iteration 14Q (28948.370000 sec): 3 clusters Score: Raw -184948.309600 + Penalty 3459.805308 = -181488.504292 nChanged 2 SP:Iteration 15Q (28948.380000 sec): 3 clusters Score: Raw -184950.531383 + Penalty 3459.805308 = -181490.726075 nChanged 2 SP:Iteration 16Q (28948.380000 sec): 3 clusters Score: Raw -184952.769899 + Penalty 3459.805308 = -181492.964591 nChanged 3 SP:Iteration 17Q (28948.390000 sec): 3 clusters Score: Raw -184955.921322 + Penalty 3459.805308 = -181496.116014 nChanged 3 SP:Iteration 18Q (28948.390000 sec): 3 clusters Score: Raw -184958.294994 + Penalty 3459.805308 = -181498.489686 nChanged 1 SP:Iteration 19Q (28948.390000 sec): 3 clusters Score: Raw -184959.385027 + Penalty 3459.805308 = -181499.579719 nChanged 0 SP:Iteration 20F (28948.400000 sec): 3 clusters Score: Raw -184959.385027 + Penalty 3459.805308 = -181499.579719 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28948.410000 sec): 2 clusters Score: Raw -283752.020802 + Penalty 1829.839161 = -281922.181641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28948.420000 sec): 3 clusters Score: Raw -283272.216146 + Penalty 3659.678322 = -279612.537824 nChanged 495 SP:Iteration 1F (28948.430000 sec): 3 clusters Score: Raw -283661.821860 + Penalty 3659.678322 = -280002.143538 nChanged 100 SP:Iteration 2F (28948.430000 sec): 3 clusters Score: Raw -283746.169729 + Penalty 3659.678322 = -280086.491407 nChanged 49 SP:Iteration 3Q (28948.440000 sec): 3 clusters Score: Raw -283784.132259 + Penalty 3659.678322 = -280124.453938 nChanged 27 SP:Iteration 4Q (28948.450000 sec): 3 clusters Score: Raw -283811.110524 + Penalty 3659.678322 = -280151.432203 nChanged 24 SP:Iteration 5Q (28948.450000 sec): 3 clusters Score: Raw -283834.842696 + Penalty 3659.678322 = -280175.164374 nChanged 16 SP:Iteration 6Q (28948.460000 sec): 3 clusters Score: Raw -283848.896743 + Penalty 3659.678322 = -280189.218421 nChanged 17 SP:Iteration 7Q (28948.460000 sec): 3 clusters Score: Raw -283867.382288 + Penalty 3659.678322 = -280207.703967 nChanged 11 SP:Iteration 8Q (28948.470000 sec): 3 clusters Score: Raw -283875.304011 + Penalty 3659.678322 = -280215.625689 nChanged 7 SP:Iteration 9Q (28948.470000 sec): 3 clusters Score: Raw -283883.572550 + Penalty 3659.678322 = -280223.894229 nChanged 14 SP:Iteration 10Q (28948.480000 sec): 3 clusters Score: Raw -283895.923217 + Penalty 3659.678322 = -280236.244896 nChanged 13 SP:Iteration 11Q (28948.490000 sec): 3 clusters Score: Raw -283905.033085 + Penalty 3659.678322 = -280245.354763 nChanged 8 SP:Iteration 12Q (28948.490000 sec): 3 clusters Score: Raw -283909.857553 + Penalty 3659.678322 = -280250.179232 nChanged 8 SP:Iteration 13Q (28948.500000 sec): 3 clusters Score: Raw -283915.465966 + Penalty 3659.678322 = -280255.787644 nChanged 12 SP:Iteration 14Q (28948.510000 sec): 3 clusters Score: Raw -283925.928411 + Penalty 3659.678322 = -280266.250089 nChanged 13 SP:Iteration 15Q (28948.510000 sec): 3 clusters Score: Raw -283934.093182 + Penalty 3659.678322 = -280274.414861 nChanged 9 SP:Iteration 16Q (28948.520000 sec): 3 clusters Score: Raw -283940.546563 + Penalty 3659.678322 = -280280.868242 nChanged 4 SP:Iteration 17Q (28948.530000 sec): 3 clusters Score: Raw -283942.783235 + Penalty 3659.678322 = -280283.104913 nChanged 1 SP:Iteration 18Q (28948.530000 sec): 3 clusters Score: Raw -283944.254651 + Penalty 3659.678322 = -280284.576330 nChanged 1 SP:Iteration 19Q (28948.540000 sec): 3 clusters Score: Raw -283944.597649 + Penalty 3659.678322 = -280284.919327 nChanged 0 SP:Iteration 20F (28948.540000 sec): 3 clusters Score: Raw -283944.597649 + Penalty 3659.678322 = -280284.919327 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28948.550000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28948.550000 sec): 3 clusters Score: Raw -17022.361037 + Penalty 2550.265124 = -14472.095913 nChanged 14 SP:Iteration 1F (28948.550000 sec): 3 clusters Score: Raw -17115.887119 + Penalty 2550.265124 = -14565.621995 nChanged 4 SP:Iteration 2Q (28948.550000 sec): 3 clusters Score: Raw -17125.643755 + Penalty 2550.265124 = -14575.378631 nChanged 4 SP:Iteration 3Q (28948.550000 sec): 3 clusters Score: Raw -17161.765920 + Penalty 2550.265124 = -14611.500796 nChanged 1 SP:Iteration 4Q (28948.550000 sec): 3 clusters Score: Raw -17167.392240 + Penalty 2550.265124 = -14617.127116 nChanged 0 SP:Iteration 5F (28948.560000 sec): 3 clusters Score: Raw -17167.392240 + Penalty 2550.265124 = -14617.127116 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28948.630000 sec): 2 clusters Score: Raw -3260941.320463 + Penalty 2437.747175 = -3258503.573289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28948.710000 sec): 3 clusters Score: Raw -3250315.620927 + Penalty 4875.494349 = -3245440.126578 nChanged 8095 SP:Iteration 1F (28948.780000 sec): 3 clusters Score: Raw -3254946.116711 + Penalty 4875.494349 = -3250070.622362 nChanged 1367 SP:Iteration 2F (28948.850000 sec): 3 clusters Score: Raw -3255771.043937 + Penalty 4875.494349 = -3250895.549588 nChanged 1349 SP:Iteration 3F (28948.930000 sec): 3 clusters Score: Raw -3256676.168136 + Penalty 4875.494349 = -3251800.673787 nChanged 1309 SP:Iteration 4F (28949.000000 sec): 3 clusters Score: Raw -3257593.552490 + Penalty 4875.494349 = -3252718.058141 nChanged 1199 SP:Iteration 5F (28949.070000 sec): 3 clusters Score: Raw -3258384.230876 + Penalty 4875.494349 = -3253508.736527 nChanged 959 SP:Iteration 6F (28949.150000 sec): 3 clusters Score: Raw -3258942.901289 + Penalty 4875.494349 = -3254067.406940 nChanged 722 SP:Iteration 7Q (28949.220000 sec): 3 clusters Score: Raw -3259337.215516 + Penalty 4875.494349 = -3254461.721167 nChanged 546 SP:Iteration 8Q (28949.290000 sec): 3 clusters Score: Raw -3259612.283887 + Penalty 4875.494349 = -3254736.789538 nChanged 421 SP:Iteration 9Q (28949.370000 sec): 3 clusters Score: Raw -3259825.365762 + Penalty 4875.494349 = -3254949.871412 nChanged 380 SP:Iteration 10Q (28949.440000 sec): 3 clusters Score: Raw -3260022.452464 + Penalty 4875.494349 = -3255146.958115 nChanged 356 SP:Iteration 11Q (28949.520000 sec): 3 clusters Score: Raw -3260233.801390 + Penalty 4875.494349 = -3255358.307041 nChanged 321 SP:Iteration 12Q (28949.590000 sec): 3 clusters Score: Raw -3260435.299223 + Penalty 4875.494349 = -3255559.804874 nChanged 284 SP:Iteration 13Q (28949.660000 sec): 3 clusters Score: Raw -3260611.318031 + Penalty 4875.494349 = -3255735.823682 nChanged 256 SP:Iteration 14Q (28949.730000 sec): 3 clusters Score: Raw -3260780.355891 + Penalty 4875.494349 = -3255904.861542 nChanged 231 SP:Iteration 15Q (28949.800000 sec): 3 clusters Score: Raw -3260929.043141 + Penalty 4875.494349 = -3256053.548792 nChanged 186 SP:Iteration 16Q (28949.870000 sec): 3 clusters Score: Raw -3261054.407663 + Penalty 4875.494349 = -3256178.913314 nChanged 169 SP:Iteration 17Q (28949.940000 sec): 3 clusters Score: Raw -3261176.694855 + Penalty 4875.494349 = -3256301.200506 nChanged 155 SP:Iteration 18Q (28950.010000 sec): 3 clusters Score: Raw -3261281.715121 + Penalty 4875.494349 = -3256406.220772 nChanged 114 SP:Iteration 19Q (28950.070000 sec): 3 clusters Score: Raw -3261352.490532 + Penalty 4875.494349 = -3256476.996183 nChanged 110 SP:Iteration 20F (28950.140000 sec): 3 clusters Score: Raw -3261424.380206 + Penalty 4875.494349 = -3256548.885857 nChanged 106 SP:Iteration 21Q (28950.210000 sec): 3 clusters Score: Raw -3261496.335717 + Penalty 4875.494349 = -3256620.841368 nChanged 96 SP:Iteration 22Q (28950.270000 sec): 3 clusters Score: Raw -3261549.619855 + Penalty 4875.494349 = -3256674.125506 nChanged 80 SP:Iteration 23Q (28950.330000 sec): 3 clusters Score: Raw -3261595.598105 + Penalty 4875.494349 = -3256720.103756 nChanged 67 SP:Iteration 24Q (28950.390000 sec): 3 clusters Score: Raw -3261625.463761 + Penalty 4875.494349 = -3256749.969412 nChanged 52 SP:Iteration 25Q (28950.440000 sec): 3 clusters Score: Raw -3261644.331690 + Penalty 4875.494349 = -3256768.837341 nChanged 28 SP:Iteration 26Q (28950.500000 sec): 3 clusters Score: Raw -3261656.117029 + Penalty 4875.494349 = -3256780.622680 nChanged 19 SP:Iteration 27Q (28950.560000 sec): 3 clusters Score: Raw -3261662.667000 + Penalty 4875.494349 = -3256787.172651 nChanged 16 SP:Iteration 28Q (28950.620000 sec): 3 clusters Score: Raw -3261667.419845 + Penalty 4875.494349 = -3256791.925496 nChanged 15 SP:Iteration 29Q (28950.680000 sec): 3 clusters Score: Raw -3261671.884303 + Penalty 4875.494349 = -3256796.389954 nChanged 13 SP:Iteration 30Q (28950.730000 sec): 3 clusters Score: Raw -3261676.303040 + Penalty 4875.494349 = -3256800.808691 nChanged 14 SP:Iteration 31Q (28950.790000 sec): 3 clusters Score: Raw -3261681.139600 + Penalty 4875.494349 = -3256805.645251 nChanged 13 SP:Iteration 32Q (28950.850000 sec): 3 clusters Score: Raw -3261685.904646 + Penalty 4875.494349 = -3256810.410297 nChanged 14 SP:Iteration 33Q (28950.910000 sec): 3 clusters Score: Raw -3261689.894986 + Penalty 4875.494349 = -3256814.400636 nChanged 8 SP:Iteration 34Q (28950.970000 sec): 3 clusters Score: Raw -3261693.171615 + Penalty 4875.494349 = -3256817.677266 nChanged 8 SP:Iteration 35Q (28951.020000 sec): 3 clusters Score: Raw -3261696.372971 + Penalty 4875.494349 = -3256820.878622 nChanged 14 SP:Iteration 36Q (28951.080000 sec): 3 clusters Score: Raw -3261699.149340 + Penalty 4875.494349 = -3256823.654991 nChanged 7 SP:Iteration 37Q (28951.140000 sec): 3 clusters Score: Raw -3261700.830302 + Penalty 4875.494349 = -3256825.335953 nChanged 5 SP:Iteration 38Q (28951.200000 sec): 3 clusters Score: Raw -3261702.589320 + Penalty 4875.494349 = -3256827.094970 nChanged 6 SP:Iteration 39Q (28951.250000 sec): 3 clusters Score: Raw -3261704.193292 + Penalty 4875.494349 = -3256828.698943 nChanged 3 SP:Iteration 40F (28951.330000 sec): 3 clusters Score: Raw -3261704.925915 + Penalty 4875.494349 = -3256829.431566 nChanged 1 SP:Iteration 41Q (28951.390000 sec): 3 clusters Score: Raw -3261705.261887 + Penalty 4875.494349 = -3256829.767538 nChanged 1 SP:Iteration 42Q (28951.440000 sec): 3 clusters Score: Raw -3261705.404221 + Penalty 4875.494349 = -3256829.909872 nChanged 1 SP:Iteration 43Q (28951.500000 sec): 3 clusters Score: Raw -3261705.551344 + Penalty 4875.494349 = -3256830.056995 nChanged 0 SP:Iteration 44F (28951.570000 sec): 3 clusters Score: Raw -3261705.551344 + Penalty 4875.494349 = -3256830.056995 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28951.590000 sec): 2 clusters Score: Raw -192826.477382 + Penalty 1730.597008 = -191095.880374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28951.590000 sec): 3 clusters Score: Raw -192616.186699 + Penalty 3461.194016 = -189154.992682 nChanged 270 SP:Iteration 1F (28951.600000 sec): 3 clusters Score: Raw -192979.564518 + Penalty 3461.194016 = -189518.370502 nChanged 93 SP:Iteration 2F (28951.600000 sec): 3 clusters Score: Raw -193156.327114 + Penalty 3461.194016 = -189695.133098 nChanged 69 SP:Iteration 3F (28951.610000 sec): 3 clusters Score: Raw -193299.283258 + Penalty 3461.194016 = -189838.089241 nChanged 53 SP:Iteration 4Q (28951.610000 sec): 3 clusters Score: Raw -193422.757196 + Penalty 3461.194016 = -189961.563180 nChanged 45 SP:Iteration 5Q (28951.610000 sec): 3 clusters Score: Raw -193487.280981 + Penalty 3461.194016 = -190026.086964 nChanged 37 SP:Iteration 6Q (28951.620000 sec): 3 clusters Score: Raw -193546.390062 + Penalty 3461.194016 = -190085.196046 nChanged 23 SP:Iteration 7Q (28951.620000 sec): 3 clusters Score: Raw -193584.483108 + Penalty 3461.194016 = -190123.289092 nChanged 19 SP:Iteration 8Q (28951.630000 sec): 3 clusters Score: Raw -193620.429953 + Penalty 3461.194016 = -190159.235937 nChanged 14 SP:Iteration 9Q (28951.630000 sec): 3 clusters Score: Raw -193652.256142 + Penalty 3461.194016 = -190191.062126 nChanged 11 SP:Iteration 10Q (28951.630000 sec): 3 clusters Score: Raw -193682.182431 + Penalty 3461.194016 = -190220.988415 nChanged 15 SP:Iteration 11Q (28951.640000 sec): 3 clusters Score: Raw -193725.336418 + Penalty 3461.194016 = -190264.142402 nChanged 18 SP:Iteration 12Q (28951.640000 sec): 3 clusters Score: Raw -193757.579893 + Penalty 3461.194016 = -190296.385877 nChanged 11 SP:Iteration 13Q (28951.650000 sec): 3 clusters Score: Raw -193783.558695 + Penalty 3461.194016 = -190322.364679 nChanged 11 SP:Iteration 14Q (28951.650000 sec): 3 clusters Score: Raw -193814.765912 + Penalty 3461.194016 = -190353.571895 nChanged 6 SP:Iteration 15Q (28951.650000 sec): 3 clusters Score: Raw -193833.681530 + Penalty 3461.194016 = -190372.487514 nChanged 7 SP:Iteration 16Q (28951.660000 sec): 3 clusters Score: Raw -193845.129711 + Penalty 3461.194016 = -190383.935695 nChanged 6 SP:Iteration 17Q (28951.660000 sec): 3 clusters Score: Raw -193853.391313 + Penalty 3461.194016 = -190392.197297 nChanged 5 SP:Iteration 18Q (28951.670000 sec): 3 clusters Score: Raw -193861.381566 + Penalty 3461.194016 = -190400.187550 nChanged 4 SP:Iteration 19Q (28951.670000 sec): 3 clusters Score: Raw -193865.040283 + Penalty 3461.194016 = -190403.846267 nChanged 2 SP:Iteration 20F (28951.670000 sec): 3 clusters Score: Raw -193867.624791 + Penalty 3461.194016 = -190406.430775 nChanged 2 SP:Iteration 21Q (28951.680000 sec): 3 clusters Score: Raw -193869.973210 + Penalty 3461.194016 = -190408.779194 nChanged 0 SP:Iteration 22F (28951.680000 sec): 3 clusters Score: Raw -193869.973210 + Penalty 3461.194016 = -190408.779194 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28951.690000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28951.690000 sec): 3 clusters Score: Raw -28992.832930 + Penalty 2617.944871 = -26374.888059 nChanged 17 SP:Iteration 1F (28951.690000 sec): 3 clusters Score: Raw -29095.106866 + Penalty 2617.944871 = -26477.161995 nChanged 5 SP:Iteration 2Q (28951.690000 sec): 3 clusters Score: Raw -29132.614299 + Penalty 2617.944871 = -26514.669428 nChanged 1 SP:Iteration 3Q (28951.690000 sec): 3 clusters Score: Raw -29139.802840 + Penalty 2617.944871 = -26521.857969 nChanged 1 SP:Iteration 4Q (28951.690000 sec): 3 clusters Score: Raw -29196.924766 + Penalty 2617.944871 = -26578.979895 nChanged 4 SP:Iteration 5Q (28951.690000 sec): 3 clusters Score: Raw -29252.482960 + Penalty 2617.944871 = -26634.538089 nChanged 1 SP:Iteration 6Q (28951.690000 sec): 3 clusters Score: Raw -29256.034556 + Penalty 2617.944871 = -26638.089685 nChanged 1 SP:Iteration 7Q (28951.700000 sec): 3 clusters Score: Raw -29258.313741 + Penalty 2617.944871 = -26640.368870 nChanged 1 SP:Iteration 8Q (28951.700000 sec): 3 clusters Score: Raw -29263.745762 + Penalty 2617.944871 = -26645.800891 nChanged 1 SP:Iteration 9Q (28951.700000 sec): 3 clusters Score: Raw -29267.673002 + Penalty 2617.944871 = -26649.728131 nChanged 2 SP:Iteration 10Q (28951.700000 sec): 3 clusters Score: Raw -29276.065559 + Penalty 2617.944871 = -26658.120688 nChanged 1 SP:Iteration 11Q (28951.700000 sec): 3 clusters Score: Raw -29282.179588 + Penalty 2617.944871 = -26664.234717 nChanged 0 SP:Iteration 12F (28951.700000 sec): 3 clusters Score: Raw -29282.179588 + Penalty 2617.944871 = -26664.234717 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (211042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28952.450000 sec): 2 clusters Score: Raw -36571145.173645 + Penalty 3040.433486 = -36568104.740159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28953.320000 sec): 3 clusters Score: Raw -36432603.230694 + Penalty 6080.866973 = -36426522.363722 nChanged 101658 SP:Iteration 1F (28954.190000 sec): 3 clusters Score: Raw -36491554.690920 + Penalty 6080.866973 = -36485473.823947 nChanged 4340 SP:Iteration 2Q (28955.080000 sec): 3 clusters Score: Raw -36492147.351168 + Penalty 6080.866973 = -36486066.484196 nChanged 4324 SP:Iteration 3Q (28955.970000 sec): 3 clusters Score: Raw -36492780.199443 + Penalty 6080.866973 = -36486699.332470 nChanged 4446 SP:Iteration 4Q (28956.860000 sec): 3 clusters Score: Raw -36493515.146975 + Penalty 6080.866973 = -36487434.280002 nChanged 4755 SP:Iteration 5Q (28957.750000 sec): 3 clusters Score: Raw -36494420.693430 + Penalty 6080.866973 = -36488339.826457 nChanged 5197 SP:Iteration 6Q (28958.640000 sec): 3 clusters Score: Raw -36495709.831221 + Penalty 6080.866973 = -36489628.964248 nChanged 6276 SP:Iteration 7Q (28959.530000 sec): 3 clusters Score: Raw -36497749.826107 + Penalty 6080.866973 = -36491668.959135 nChanged 7923 SP:Iteration 8Q (28960.420000 sec): 3 clusters Score: Raw -36501026.246589 + Penalty 6080.866973 = -36494945.379616 nChanged 10054 SP:Iteration 9Q (28961.310000 sec): 3 clusters Score: Raw -36506326.913108 + Penalty 6080.866973 = -36500246.046135 nChanged 12563 SP:Iteration 10F (28962.180000 sec): 3 clusters Score: Raw -36514329.474121 + Penalty 6080.866973 = -36508248.607148 nChanged 14565 SP:Iteration 11F (28963.040000 sec): 3 clusters Score: Raw -36525217.090122 + Penalty 6080.866973 = -36519136.223150 nChanged 15174 SP:Iteration 12F (28963.900000 sec): 3 clusters Score: Raw -36537702.135454 + Penalty 6080.866973 = -36531621.268481 nChanged 13680 SP:Iteration 13F (28964.760000 sec): 3 clusters Score: Raw -36549682.942070 + Penalty 6080.866973 = -36543602.075097 nChanged 10596 SP:Iteration 14F (28965.620000 sec): 3 clusters Score: Raw -36559204.212269 + Penalty 6080.866973 = -36553123.345296 nChanged 6890 SP:Iteration 15Q (28966.360000 sec): 3 clusters Score: Raw -36565315.307127 + Penalty 6080.866973 = -36559234.440154 nChanged 3862 SP:Iteration 16Q (28967.050000 sec): 3 clusters Score: Raw -36568681.771303 + Penalty 6080.866973 = -36562600.904330 nChanged 1784 SP:Iteration 17Q (28967.690000 sec): 3 clusters Score: Raw -36570215.562398 + Penalty 6080.866973 = -36564134.695426 nChanged 738 SP:Iteration 18Q (28968.310000 sec): 3 clusters Score: Raw -36570874.262489 + Penalty 6080.866973 = -36564793.395516 nChanged 327 SP:Iteration 19Q (28968.910000 sec): 3 clusters Score: Raw -36571187.772924 + Penalty 6080.866973 = -36565106.905951 nChanged 180 SP:Iteration 20F (28969.760000 sec): 3 clusters Score: Raw -36571341.446284 + Penalty 6080.866973 = -36565260.579311 nChanged 117 SP:Iteration 21Q (28970.350000 sec): 3 clusters Score: Raw -36571434.848151 + Penalty 6080.866973 = -36565353.981178 nChanged 61 SP:Iteration 22Q (28970.950000 sec): 3 clusters Score: Raw -36571477.339458 + Penalty 6080.866973 = -36565396.472485 nChanged 46 SP:Iteration 23Q (28971.540000 sec): 3 clusters Score: Raw -36571505.354452 + Penalty 6080.866973 = -36565424.487479 nChanged 25 SP:Iteration 24Q (28972.140000 sec): 3 clusters Score: Raw -36571522.733965 + Penalty 6080.866973 = -36565441.866992 nChanged 26 SP:Iteration 25Q (28972.730000 sec): 3 clusters Score: Raw -36571545.319385 + Penalty 6080.866973 = -36565464.452412 nChanged 17 SP:Iteration 26Q (28973.320000 sec): 3 clusters Score: Raw -36571557.832841 + Penalty 6080.866973 = -36565476.965868 nChanged 15 SP:Iteration 27Q (28973.910000 sec): 3 clusters Score: Raw -36571569.327110 + Penalty 6080.866973 = -36565488.460138 nChanged 11 SP:Iteration 28Q (28974.500000 sec): 3 clusters Score: Raw -36571576.351778 + Penalty 6080.866973 = -36565495.484806 nChanged 11 SP:Iteration 29Q (28975.100000 sec): 3 clusters Score: Raw -36571583.782454 + Penalty 6080.866973 = -36565502.915482 nChanged 9 SP:Iteration 30Q (28975.690000 sec): 3 clusters Score: Raw -36571590.395844 + Penalty 6080.866973 = -36565509.528872 nChanged 8 SP:Iteration 31Q (28976.280000 sec): 3 clusters Score: Raw -36571595.421173 + Penalty 6080.866973 = -36565514.554201 nChanged 7 SP:Iteration 32Q (28976.880000 sec): 3 clusters Score: Raw -36571599.748714 + Penalty 6080.866973 = -36565518.881741 nChanged 8 SP:Iteration 33Q (28977.470000 sec): 3 clusters Score: Raw -36571604.384712 + Penalty 6080.866973 = -36565523.517739 nChanged 6 SP:Iteration 34Q (28978.060000 sec): 3 clusters Score: Raw -36571607.762230 + Penalty 6080.866973 = -36565526.895257 nChanged 3 SP:Iteration 35Q (28978.650000 sec): 3 clusters Score: Raw -36571610.252202 + Penalty 6080.866973 = -36565529.385229 nChanged 6 SP:Iteration 36Q (28979.240000 sec): 3 clusters Score: Raw -36571615.255832 + Penalty 6080.866973 = -36565534.388860 nChanged 5 SP:Iteration 37Q (28979.830000 sec): 3 clusters Score: Raw -36571618.920373 + Penalty 6080.866973 = -36565538.053401 nChanged 4 SP:Iteration 38Q (28980.420000 sec): 3 clusters Score: Raw -36571622.726996 + Penalty 6080.866973 = -36565541.860023 nChanged 4 SP:Iteration 39Q (28981.020000 sec): 3 clusters Score: Raw -36571625.853776 + Penalty 6080.866973 = -36565544.986803 nChanged 3 SP:Iteration 40F (28981.870000 sec): 3 clusters Score: Raw -36571627.671457 + Penalty 6080.866973 = -36565546.804484 nChanged 3 SP:Iteration 41Q (28982.460000 sec): 3 clusters Score: Raw -36571629.507231 + Penalty 6080.866973 = -36565548.640258 nChanged 3 SP:Iteration 42Q (28983.050000 sec): 3 clusters Score: Raw -36571630.165868 + Penalty 6080.866973 = -36565549.298895 nChanged 0 SP:Iteration 43F (28983.900000 sec): 3 clusters Score: Raw -36571630.165868 + Penalty 6080.866973 = -36565549.298895 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28983.980000 sec): 2 clusters Score: Raw -260774.844720 + Penalty 1824.832051 = -258950.012669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28983.980000 sec): 3 clusters Score: Raw -260305.838102 + Penalty 3649.664101 = -256656.174001 nChanged 484 SP:Iteration 1F (28983.990000 sec): 3 clusters Score: Raw -260735.250041 + Penalty 3649.664101 = -257085.585939 nChanged 120 SP:Iteration 2F (28984.000000 sec): 3 clusters Score: Raw -260866.039285 + Penalty 3649.664101 = -257216.375183 nChanged 78 SP:Iteration 3Q (28984.000000 sec): 3 clusters Score: Raw -260961.681053 + Penalty 3649.664101 = -257312.016952 nChanged 50 SP:Iteration 4Q (28984.010000 sec): 3 clusters Score: Raw -261042.342200 + Penalty 3649.664101 = -257392.678098 nChanged 64 SP:Iteration 5Q (28984.010000 sec): 3 clusters Score: Raw -261171.674895 + Penalty 3649.664101 = -257522.010794 nChanged 52 SP:Iteration 6Q (28984.020000 sec): 3 clusters Score: Raw -261258.498241 + Penalty 3649.664101 = -257608.834140 nChanged 65 SP:Iteration 7Q (28984.020000 sec): 3 clusters Score: Raw -261364.625972 + Penalty 3649.664101 = -257714.961871 nChanged 70 SP:Iteration 8Q (28984.030000 sec): 3 clusters Score: Raw -261517.636115 + Penalty 3649.664101 = -257867.972013 nChanged 77 SP:Iteration 9Q (28984.040000 sec): 3 clusters Score: Raw -261685.840179 + Penalty 3649.664101 = -258036.176078 nChanged 81 SP:Iteration 10F (28984.040000 sec): 3 clusters Score: Raw -261894.428355 + Penalty 3649.664101 = -258244.764254 nChanged 75 SP:Iteration 11Q (28984.050000 sec): 3 clusters Score: Raw -262115.816900 + Penalty 3649.664101 = -258466.152799 nChanged 74 SP:Iteration 12Q (28984.050000 sec): 3 clusters Score: Raw -262300.867910 + Penalty 3649.664101 = -258651.203809 nChanged 49 SP:Iteration 13Q (28984.060000 sec): 3 clusters Score: Raw -262388.201406 + Penalty 3649.664101 = -258738.537304 nChanged 27 SP:Iteration 14Q (28984.060000 sec): 3 clusters Score: Raw -262427.607105 + Penalty 3649.664101 = -258777.943004 nChanged 12 SP:Iteration 15Q (28984.070000 sec): 3 clusters Score: Raw -262439.227794 + Penalty 3649.664101 = -258789.563693 nChanged 7 SP:Iteration 16Q (28984.070000 sec): 3 clusters Score: Raw -262445.261449 + Penalty 3649.664101 = -258795.597348 nChanged 6 SP:Iteration 17Q (28984.080000 sec): 3 clusters Score: Raw -262451.831008 + Penalty 3649.664101 = -258802.166907 nChanged 1 SP:Iteration 18Q (28984.080000 sec): 3 clusters Score: Raw -262452.445938 + Penalty 3649.664101 = -258802.781836 nChanged 0 SP:Iteration 19F (28984.090000 sec): 3 clusters Score: Raw -262452.445938 + Penalty 3649.664101 = -258802.781836 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (28984.520000 sec): 2 clusters Score: Raw -21134647.456200 + Penalty 2898.693725 = -21131748.762475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (28985.010000 sec): 3 clusters Score: Raw -21057682.853340 + Penalty 5797.387450 = -21051885.465890 nChanged 56436 SP:Iteration 1F (28985.500000 sec): 3 clusters Score: Raw -21089787.140183 + Penalty 5797.387450 = -21083989.752733 nChanged 3296 SP:Iteration 2Q (28986.000000 sec): 3 clusters Score: Raw -21090409.141897 + Penalty 5797.387450 = -21084611.754447 nChanged 3247 SP:Iteration 3Q (28986.500000 sec): 3 clusters Score: Raw -21091031.543559 + Penalty 5797.387450 = -21085234.156109 nChanged 3326 SP:Iteration 4Q (28987.000000 sec): 3 clusters Score: Raw -21091709.878842 + Penalty 5797.387450 = -21085912.491392 nChanged 3491 SP:Iteration 5Q (28987.500000 sec): 3 clusters Score: Raw -21092504.029063 + Penalty 5797.387450 = -21086706.641613 nChanged 3804 SP:Iteration 6Q (28988.000000 sec): 3 clusters Score: Raw -21093484.845460 + Penalty 5797.387450 = -21087687.458010 nChanged 4327 SP:Iteration 7Q (28988.510000 sec): 3 clusters Score: Raw -21094796.796647 + Penalty 5797.387450 = -21088999.409197 nChanged 4965 SP:Iteration 8Q (28989.000000 sec): 3 clusters Score: Raw -21096534.708758 + Penalty 5797.387450 = -21090737.321308 nChanged 5585 SP:Iteration 9Q (28989.510000 sec): 3 clusters Score: Raw -21098719.777502 + Penalty 5797.387450 = -21092922.390052 nChanged 5989 SP:Iteration 10F (28990.000000 sec): 3 clusters Score: Raw -21101353.911379 + Penalty 5797.387450 = -21095556.523929 nChanged 6330 SP:Iteration 11F (28990.490000 sec): 3 clusters Score: Raw -21104408.780107 + Penalty 5797.387450 = -21098611.392656 nChanged 6428 SP:Iteration 12F (28990.980000 sec): 3 clusters Score: Raw -21107737.652076 + Penalty 5797.387450 = -21101940.264626 nChanged 6404 SP:Iteration 13F (28991.460000 sec): 3 clusters Score: Raw -21111458.655235 + Penalty 5797.387450 = -21105661.267785 nChanged 6341 SP:Iteration 14F (28991.950000 sec): 3 clusters Score: Raw -21115605.889240 + Penalty 5797.387450 = -21109808.501790 nChanged 6092 SP:Iteration 15F (28992.430000 sec): 3 clusters Score: Raw -21120074.355236 + Penalty 5797.387450 = -21114276.967786 nChanged 5497 SP:Iteration 16Q (28992.920000 sec): 3 clusters Score: Raw -21124530.765648 + Penalty 5797.387450 = -21118733.378198 nChanged 4505 SP:Iteration 17Q (28993.400000 sec): 3 clusters Score: Raw -21128300.477986 + Penalty 5797.387450 = -21122503.090536 nChanged 3053 SP:Iteration 18Q (28993.850000 sec): 3 clusters Score: Raw -21130792.560156 + Penalty 5797.387450 = -21124995.172706 nChanged 2024 SP:Iteration 19Q (28994.250000 sec): 3 clusters Score: Raw -21132402.126645 + Penalty 5797.387450 = -21126604.739195 nChanged 1272 SP:Iteration 20F (28994.730000 sec): 3 clusters Score: Raw -21133360.679734 + Penalty 5797.387450 = -21127563.292284 nChanged 840 SP:Iteration 21Q (28995.090000 sec): 3 clusters Score: Raw -21133963.150750 + Penalty 5797.387450 = -21128165.763300 nChanged 539 SP:Iteration 22Q (28995.450000 sec): 3 clusters Score: Raw -21134336.904655 + Penalty 5797.387450 = -21128539.517205 nChanged 328 SP:Iteration 23Q (28995.800000 sec): 3 clusters Score: Raw -21134554.353735 + Penalty 5797.387450 = -21128756.966285 nChanged 204 SP:Iteration 24Q (28996.150000 sec): 3 clusters Score: Raw -21134700.798550 + Penalty 5797.387450 = -21128903.411100 nChanged 120 SP:Iteration 25Q (28996.490000 sec): 3 clusters Score: Raw -21134790.051549 + Penalty 5797.387450 = -21128992.664099 nChanged 94 SP:Iteration 26Q (28996.830000 sec): 3 clusters Score: Raw -21134860.402387 + Penalty 5797.387450 = -21129063.014937 nChanged 63 SP:Iteration 27Q (28997.180000 sec): 3 clusters Score: Raw -21134910.589081 + Penalty 5797.387450 = -21129113.201631 nChanged 53 SP:Iteration 28Q (28997.520000 sec): 3 clusters Score: Raw -21134951.941821 + Penalty 5797.387450 = -21129154.554371 nChanged 29 SP:Iteration 29Q (28997.860000 sec): 3 clusters Score: Raw -21134976.050935 + Penalty 5797.387450 = -21129178.663484 nChanged 18 SP:Iteration 30Q (28998.200000 sec): 3 clusters Score: Raw -21134989.833621 + Penalty 5797.387450 = -21129192.446171 nChanged 17 SP:Iteration 31Q (28998.540000 sec): 3 clusters Score: Raw -21135007.285556 + Penalty 5797.387450 = -21129209.898105 nChanged 19 SP:Iteration 32Q (28998.870000 sec): 3 clusters Score: Raw -21135019.968725 + Penalty 5797.387450 = -21129222.581275 nChanged 8 SP:Iteration 33Q (28999.210000 sec): 3 clusters Score: Raw -21135027.022875 + Penalty 5797.387450 = -21129229.635425 nChanged 6 SP:Iteration 34Q (28999.550000 sec): 3 clusters Score: Raw -21135030.752097 + Penalty 5797.387450 = -21129233.364647 nChanged 2 SP:Iteration 35Q (28999.890000 sec): 3 clusters Score: Raw -21135031.711700 + Penalty 5797.387450 = -21129234.324249 nChanged 0 SP:Iteration 36F (29000.370000 sec): 3 clusters Score: Raw -21135031.711700 + Penalty 5797.387450 = -21129234.324249 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29000.420000 sec): 2 clusters Score: Raw -397642.405742 + Penalty 1939.369421 = -395703.036321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29000.430000 sec): 3 clusters Score: Raw -396656.515194 + Penalty 3878.738843 = -392777.776351 nChanged 831 SP:Iteration 1F (29000.440000 sec): 3 clusters Score: Raw -397205.139421 + Penalty 3878.738843 = -393326.400578 nChanged 192 SP:Iteration 2F (29000.450000 sec): 3 clusters Score: Raw -397356.281441 + Penalty 3878.738843 = -393477.542598 nChanged 110 SP:Iteration 3Q (29000.460000 sec): 3 clusters Score: Raw -397456.788679 + Penalty 3878.738843 = -393578.049837 nChanged 96 SP:Iteration 4Q (29000.470000 sec): 3 clusters Score: Raw -397540.321672 + Penalty 3878.738843 = -393661.582829 nChanged 80 SP:Iteration 5Q (29000.480000 sec): 3 clusters Score: Raw -397606.662407 + Penalty 3878.738843 = -393727.923564 nChanged 69 SP:Iteration 6Q (29000.490000 sec): 3 clusters Score: Raw -397671.342440 + Penalty 3878.738843 = -393792.603597 nChanged 66 SP:Iteration 7Q (29000.500000 sec): 3 clusters Score: Raw -397747.060624 + Penalty 3878.738843 = -393868.321781 nChanged 58 SP:Iteration 8Q (29000.510000 sec): 3 clusters Score: Raw -397808.914487 + Penalty 3878.738843 = -393930.175644 nChanged 71 SP:Iteration 9Q (29000.520000 sec): 3 clusters Score: Raw -397887.470221 + Penalty 3878.738843 = -394008.731378 nChanged 74 SP:Iteration 10Q (29000.530000 sec): 3 clusters Score: Raw -397962.784643 + Penalty 3878.738843 = -394084.045801 nChanged 64 SP:Iteration 11Q (29000.540000 sec): 3 clusters Score: Raw -398031.435614 + Penalty 3878.738843 = -394152.696771 nChanged 53 SP:Iteration 12Q (29000.550000 sec): 3 clusters Score: Raw -398081.191738 + Penalty 3878.738843 = -394202.452895 nChanged 45 SP:Iteration 13Q (29000.560000 sec): 3 clusters Score: Raw -398115.710464 + Penalty 3878.738843 = -394236.971622 nChanged 33 SP:Iteration 14Q (29000.570000 sec): 3 clusters Score: Raw -398145.385806 + Penalty 3878.738843 = -394266.646963 nChanged 29 SP:Iteration 15Q (29000.570000 sec): 3 clusters Score: Raw -398165.185401 + Penalty 3878.738843 = -394286.446558 nChanged 24 SP:Iteration 16Q (29000.590000 sec): 3 clusters Score: Raw -398184.697727 + Penalty 3878.738843 = -394305.958884 nChanged 25 SP:Iteration 17Q (29000.590000 sec): 3 clusters Score: Raw -398203.415117 + Penalty 3878.738843 = -394324.676274 nChanged 31 SP:Iteration 18Q (29000.600000 sec): 3 clusters Score: Raw -398228.377297 + Penalty 3878.738843 = -394349.638455 nChanged 30 SP:Iteration 19Q (29000.610000 sec): 3 clusters Score: Raw -398251.757040 + Penalty 3878.738843 = -394373.018198 nChanged 34 SP:Iteration 20F (29000.620000 sec): 3 clusters Score: Raw -398274.816929 + Penalty 3878.738843 = -394396.078086 nChanged 30 SP:Iteration 21Q (29000.630000 sec): 3 clusters Score: Raw -398293.041667 + Penalty 3878.738843 = -394414.302824 nChanged 22 SP:Iteration 22Q (29000.640000 sec): 3 clusters Score: Raw -398307.169803 + Penalty 3878.738843 = -394428.430960 nChanged 19 SP:Iteration 23Q (29000.650000 sec): 3 clusters Score: Raw -398322.923454 + Penalty 3878.738843 = -394444.184611 nChanged 21 SP:Iteration 24Q (29000.660000 sec): 3 clusters Score: Raw -398337.395552 + Penalty 3878.738843 = -394458.656710 nChanged 17 SP:Iteration 25Q (29000.670000 sec): 3 clusters Score: Raw -398354.753948 + Penalty 3878.738843 = -394476.015105 nChanged 21 SP:Iteration 26Q (29000.680000 sec): 3 clusters Score: Raw -398369.244922 + Penalty 3878.738843 = -394490.506080 nChanged 15 SP:Iteration 27Q (29000.690000 sec): 3 clusters Score: Raw -398379.310019 + Penalty 3878.738843 = -394500.571176 nChanged 15 SP:Iteration 28Q (29000.700000 sec): 3 clusters Score: Raw -398390.079206 + Penalty 3878.738843 = -394511.340363 nChanged 12 SP:Iteration 29Q (29000.710000 sec): 3 clusters Score: Raw -398397.402423 + Penalty 3878.738843 = -394518.663580 nChanged 11 SP:Iteration 30Q (29000.710000 sec): 3 clusters Score: Raw -398402.722406 + Penalty 3878.738843 = -394523.983563 nChanged 6 SP:Iteration 31Q (29000.730000 sec): 3 clusters Score: Raw -398408.502771 + Penalty 3878.738843 = -394529.763928 nChanged 9 SP:Iteration 32Q (29000.730000 sec): 3 clusters Score: Raw -398413.187276 + Penalty 3878.738843 = -394534.448433 nChanged 8 SP:Iteration 33Q (29000.740000 sec): 3 clusters Score: Raw -398416.560870 + Penalty 3878.738843 = -394537.822027 nChanged 3 SP:Iteration 34Q (29000.750000 sec): 3 clusters Score: Raw -398417.855631 + Penalty 3878.738843 = -394539.116788 nChanged 3 SP:Iteration 35Q (29000.760000 sec): 3 clusters Score: Raw -398419.231509 + Penalty 3878.738843 = -394540.492666 nChanged 2 SP:Iteration 36Q (29000.770000 sec): 3 clusters Score: Raw -398419.722712 + Penalty 3878.738843 = -394540.983870 nChanged 0 SP:Iteration 37F (29000.780000 sec): 3 clusters Score: Raw -398419.722712 + Penalty 3878.738843 = -394540.983870 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29000.790000 sec): 2 clusters Score: Raw -39791.161975 + Penalty 1425.058391 = -38366.103583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29000.790000 sec): 3 clusters Score: Raw -40001.157577 + Penalty 2850.116783 = -37151.040794 nChanged 53 SP:Iteration 1F (29000.790000 sec): 3 clusters Score: Raw -40242.702164 + Penalty 2850.116783 = -37392.585381 nChanged 31 SP:Iteration 2F (29000.790000 sec): 3 clusters Score: Raw -40625.108679 + Penalty 2850.116783 = -37774.991897 nChanged 31 SP:Iteration 3F (29000.790000 sec): 3 clusters Score: Raw -41128.649218 + Penalty 2850.116783 = -38278.532436 nChanged 24 SP:Iteration 4F (29000.800000 sec): 3 clusters Score: Raw -41496.698697 + Penalty 2850.116783 = -38646.581914 nChanged 10 SP:Iteration 5Q (29000.800000 sec): 3 clusters Score: Raw -41859.311358 + Penalty 2850.116783 = -39009.194576 nChanged 7 SP:Iteration 6Q (29000.800000 sec): 3 clusters Score: Raw -41937.466557 + Penalty 2850.116783 = -39087.349774 nChanged 6 SP:Iteration 7Q (29000.800000 sec): 3 clusters Score: Raw -41989.533917 + Penalty 2850.116783 = -39139.417134 nChanged 1 SP:Iteration 8Q (29000.800000 sec): 3 clusters Score: Raw -42000.573699 + Penalty 2850.116783 = -39150.456917 nChanged 1 SP:Iteration 9Q (29000.800000 sec): 3 clusters Score: Raw -42008.419302 + Penalty 2850.116783 = -39158.302520 nChanged 0 SP:Iteration 10F (29000.800000 sec): 3 clusters Score: Raw -42008.419302 + Penalty 2850.116783 = -39158.302520 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29000.820000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29000.820000 sec): 3 clusters Score: Raw -89069.434288 + Penalty 3156.916375 = -85912.517912 nChanged 118 SP:Iteration 1F (29000.830000 sec): 3 clusters Score: Raw -89349.303142 + Penalty 3156.916375 = -86192.386767 nChanged 39 SP:Iteration 2F (29000.830000 sec): 3 clusters Score: Raw -89515.984151 + Penalty 3156.916375 = -86359.067776 nChanged 29 SP:Iteration 3Q (29000.830000 sec): 3 clusters Score: Raw -89778.504188 + Penalty 3156.916375 = -86621.587812 nChanged 32 SP:Iteration 4F (29000.830000 sec): 3 clusters Score: Raw -90059.203134 + Penalty 3156.916375 = -86902.286759 nChanged 38 SP:Iteration 5F (29000.830000 sec): 3 clusters Score: Raw -90195.984257 + Penalty 3156.916375 = -87039.067881 nChanged 24 SP:Iteration 6Q (29000.840000 sec): 3 clusters Score: Raw -90273.289611 + Penalty 3156.916375 = -87116.373236 nChanged 15 SP:Iteration 7Q (29000.840000 sec): 3 clusters Score: Raw -90315.349601 + Penalty 3156.916375 = -87158.433226 nChanged 10 SP:Iteration 8Q (29000.840000 sec): 3 clusters Score: Raw -90346.435903 + Penalty 3156.916375 = -87189.519528 nChanged 8 SP:Iteration 9Q (29000.840000 sec): 3 clusters Score: Raw -90373.055158 + Penalty 3156.916375 = -87216.138783 nChanged 9 SP:Iteration 10Q (29000.850000 sec): 3 clusters Score: Raw -90402.935866 + Penalty 3156.916375 = -87246.019491 nChanged 5 SP:Iteration 11Q (29000.850000 sec): 3 clusters Score: Raw -90418.600852 + Penalty 3156.916375 = -87261.684477 nChanged 4 SP:Iteration 12Q (29000.850000 sec): 3 clusters Score: Raw -90442.953289 + Penalty 3156.916375 = -87286.036913 nChanged 5 SP:Iteration 13Q (29000.850000 sec): 3 clusters Score: Raw -90485.640590 + Penalty 3156.916375 = -87328.724214 nChanged 9 SP:Iteration 14Q (29000.850000 sec): 3 clusters Score: Raw -90550.080810 + Penalty 3156.916375 = -87393.164434 nChanged 4 SP:Iteration 15Q (29000.850000 sec): 3 clusters Score: Raw -90565.086376 + Penalty 3156.916375 = -87408.170000 nChanged 1 SP:Iteration 16Q (29000.850000 sec): 3 clusters Score: Raw -90567.751563 + Penalty 3156.916375 = -87410.835188 nChanged 1 SP:Iteration 17Q (29000.860000 sec): 3 clusters Score: Raw -90571.848546 + Penalty 3156.916375 = -87414.932171 nChanged 0 SP:Iteration 18F (29000.860000 sec): 3 clusters Score: Raw -90571.848546 + Penalty 3156.916375 = -87414.932171 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1342993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29006.860000 sec): 2 clusters Score: Raw -234946221.333219 + Penalty 3499.381993 = -234942721.951225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29012.390000 sec): 3 clusters Score: Raw -234034899.327981 + Penalty 6998.763987 = -234027900.563995 nChanged 661963 SP:Iteration 1F (29017.940000 sec): 3 clusters Score: Raw -234445045.268886 + Penalty 6998.763987 = -234438046.504899 nChanged 46139 SP:Iteration 2Q (29023.560000 sec): 3 clusters Score: Raw -234460955.827355 + Penalty 6998.763987 = -234453957.063368 nChanged 65541 SP:Iteration 3Q (29029.180000 sec): 3 clusters Score: Raw -234493237.991675 + Penalty 6998.763987 = -234486239.227688 nChanged 92105 SP:Iteration 4F (29034.660000 sec): 3 clusters Score: Raw -234555754.626854 + Penalty 6998.763987 = -234548755.862867 nChanged 118884 SP:Iteration 5F (29040.140000 sec): 3 clusters Score: Raw -234658714.966970 + Penalty 6998.763987 = -234651716.202984 nChanged 125255 SP:Iteration 6F (29045.620000 sec): 3 clusters Score: Raw -234782447.516867 + Penalty 6998.763987 = -234775448.752880 nChanged 94694 SP:Iteration 7F (29051.070000 sec): 3 clusters Score: Raw -234877763.417347 + Penalty 6998.763987 = -234870764.653360 nChanged 48116 SP:Iteration 8Q (29056.010000 sec): 3 clusters Score: Raw -234923652.989567 + Penalty 6998.763987 = -234916654.225580 nChanged 17782 SP:Iteration 9Q (29060.390000 sec): 3 clusters Score: Raw -234939227.183022 + Penalty 6998.763987 = -234932228.419035 nChanged 5913 SP:Iteration 10Q (29064.430000 sec): 3 clusters Score: Raw -234944043.322456 + Penalty 6998.763987 = -234937044.558469 nChanged 2099 SP:Iteration 11Q (29068.320000 sec): 3 clusters Score: Raw -234945613.039928 + Penalty 6998.763987 = -234938614.275941 nChanged 917 SP:Iteration 12Q (29072.140000 sec): 3 clusters Score: Raw -234946258.781348 + Penalty 6998.763987 = -234939260.017361 nChanged 572 SP:Iteration 13Q (29075.910000 sec): 3 clusters Score: Raw -234946592.083783 + Penalty 6998.763987 = -234939593.319797 nChanged 344 SP:Iteration 14Q (29079.680000 sec): 3 clusters Score: Raw -234946781.830947 + Penalty 6998.763987 = -234939783.066960 nChanged 232 SP:Iteration 15Q (29083.440000 sec): 3 clusters Score: Raw -234946884.679088 + Penalty 6998.763987 = -234939885.915101 nChanged 167 SP:Iteration 16Q (29087.200000 sec): 3 clusters Score: Raw -234946956.623018 + Penalty 6998.763987 = -234939957.859032 nChanged 142 SP:Iteration 17Q (29090.940000 sec): 3 clusters Score: Raw -234947011.098617 + Penalty 6998.763987 = -234940012.334631 nChanged 117 SP:Iteration 18Q (29094.690000 sec): 3 clusters Score: Raw -234947057.389703 + Penalty 6998.763987 = -234940058.625717 nChanged 97 SP:Iteration 19Q (29098.430000 sec): 3 clusters Score: Raw -234947094.842204 + Penalty 6998.763987 = -234940096.078218 nChanged 83 SP:Iteration 20F (29103.810000 sec): 3 clusters Score: Raw -234947126.007760 + Penalty 6998.763987 = -234940127.243773 nChanged 71 SP:Iteration 21Q (29107.580000 sec): 3 clusters Score: Raw -234947152.437523 + Penalty 6998.763987 = -234940153.673536 nChanged 58 SP:Iteration 22Q (29111.340000 sec): 3 clusters Score: Raw -234947172.059173 + Penalty 6998.763987 = -234940173.295186 nChanged 48 SP:Iteration 23Q (29115.100000 sec): 3 clusters Score: Raw -234947189.179411 + Penalty 6998.763987 = -234940190.415424 nChanged 41 SP:Iteration 24Q (29118.860000 sec): 3 clusters Score: Raw -234947201.776036 + Penalty 6998.763987 = -234940203.012049 nChanged 33 SP:Iteration 25Q (29122.620000 sec): 3 clusters Score: Raw -234947211.556878 + Penalty 6998.763987 = -234940212.792892 nChanged 36 SP:Iteration 26Q (29126.360000 sec): 3 clusters Score: Raw -234947223.444779 + Penalty 6998.763987 = -234940224.680792 nChanged 36 SP:Iteration 27Q (29130.120000 sec): 3 clusters Score: Raw -234947236.124391 + Penalty 6998.763987 = -234940237.360405 nChanged 39 SP:Iteration 28Q (29133.880000 sec): 3 clusters Score: Raw -234947247.991894 + Penalty 6998.763987 = -234940249.227907 nChanged 32 SP:Iteration 29Q (29137.640000 sec): 3 clusters Score: Raw -234947257.360238 + Penalty 6998.763987 = -234940258.596252 nChanged 31 SP:Iteration 30Q (29141.400000 sec): 3 clusters Score: Raw -234947265.913324 + Penalty 6998.763987 = -234940267.149338 nChanged 30 SP:Iteration 31Q (29145.370000 sec): 3 clusters Score: Raw -234947274.673614 + Penalty 6998.763987 = -234940275.909627 nChanged 28 SP:Iteration 32Q (29149.140000 sec): 3 clusters Score: Raw -234947283.614082 + Penalty 6998.763987 = -234940284.850095 nChanged 19 SP:Iteration 33Q (29152.940000 sec): 3 clusters Score: Raw -234947289.237831 + Penalty 6998.763987 = -234940290.473844 nChanged 26 SP:Iteration 34Q (29156.680000 sec): 3 clusters Score: Raw -234947296.177863 + Penalty 6998.763987 = -234940297.413877 nChanged 26 SP:Iteration 35Q (29160.440000 sec): 3 clusters Score: Raw -234947303.200197 + Penalty 6998.763987 = -234940304.436210 nChanged 28 SP:Iteration 36Q (29164.180000 sec): 3 clusters Score: Raw -234947312.715665 + Penalty 6998.763987 = -234940313.951679 nChanged 33 SP:Iteration 37Q (29167.930000 sec): 3 clusters Score: Raw -234947320.673527 + Penalty 6998.763987 = -234940321.909541 nChanged 17 SP:Iteration 38Q (29171.690000 sec): 3 clusters Score: Raw -234947326.454273 + Penalty 6998.763987 = -234940327.690286 nChanged 27 SP:Iteration 39Q (29175.460000 sec): 3 clusters Score: Raw -234947333.006871 + Penalty 6998.763987 = -234940334.242884 nChanged 24 SP:Iteration 40F (29180.860000 sec): 3 clusters Score: Raw -234947339.065333 + Penalty 6998.763987 = -234940340.301347 nChanged 20 SP:Iteration 41Q (29184.620000 sec): 3 clusters Score: Raw -234947343.842956 + Penalty 6998.763987 = -234940345.078969 nChanged 17 SP:Iteration 42Q (29188.380000 sec): 3 clusters Score: Raw -234947348.225219 + Penalty 6998.763987 = -234940349.461233 nChanged 16 SP:Iteration 43Q (29192.140000 sec): 3 clusters Score: Raw -234947351.853768 + Penalty 6998.763987 = -234940353.089782 nChanged 15 SP:Iteration 44Q (29195.900000 sec): 3 clusters Score: Raw -234947355.432803 + Penalty 6998.763987 = -234940356.668817 nChanged 9 SP:Iteration 45Q (29199.660000 sec): 3 clusters Score: Raw -234947357.081051 + Penalty 6998.763987 = -234940358.317065 nChanged 6 SP:Iteration 46Q (29203.420000 sec): 3 clusters Score: Raw -234947358.876206 + Penalty 6998.763987 = -234940360.112220 nChanged 14 SP:Iteration 47Q (29207.180000 sec): 3 clusters Score: Raw -234947362.620935 + Penalty 6998.763987 = -234940363.856948 nChanged 12 SP:Iteration 48Q (29210.940000 sec): 3 clusters Score: Raw -234947364.544434 + Penalty 6998.763987 = -234940365.780448 nChanged 7 SP:Iteration 49Q (29214.710000 sec): 3 clusters Score: Raw -234947366.193082 + Penalty 6998.763987 = -234940367.429095 nChanged 9 SP:Iteration 50Q (29218.460000 sec): 3 clusters Score: Raw -234947368.082469 + Penalty 6998.763987 = -234940369.318483 nChanged 6 SP:Iteration 51Q (29222.210000 sec): 3 clusters Score: Raw -234947369.217848 + Penalty 6998.763987 = -234940370.453861 nChanged 5 SP:Iteration 52Q (29225.970000 sec): 3 clusters Score: Raw -234947370.683247 + Penalty 6998.763987 = -234940371.919260 nChanged 6 SP:Iteration 53Q (29229.720000 sec): 3 clusters Score: Raw -234947372.143769 + Penalty 6998.763987 = -234940373.379782 nChanged 9 SP:Iteration 54Q (29233.470000 sec): 3 clusters Score: Raw -234947374.631468 + Penalty 6998.763987 = -234940375.867482 nChanged 12 SP:Iteration 55Q (29237.230000 sec): 3 clusters Score: Raw -234947377.437838 + Penalty 6998.763987 = -234940378.673851 nChanged 13 SP:Iteration 56Q (29241.000000 sec): 3 clusters Score: Raw -234947380.872554 + Penalty 6998.763987 = -234940382.108568 nChanged 8 SP:Iteration 57Q (29244.760000 sec): 3 clusters Score: Raw -234947383.130283 + Penalty 6998.763987 = -234940384.366297 nChanged 8 SP:Iteration 58Q (29248.520000 sec): 3 clusters Score: Raw -234947384.512047 + Penalty 6998.763987 = -234940385.748061 nChanged 5 SP:Iteration 59Q (29252.290000 sec): 3 clusters Score: Raw -234947385.874812 + Penalty 6998.763987 = -234940387.110825 nChanged 7 SP:Iteration 60F (29257.690000 sec): 3 clusters Score: Raw -234947387.496009 + Penalty 6998.763987 = -234940388.732023 nChanged 4 SP:Iteration 61Q (29261.450000 sec): 3 clusters Score: Raw -234947388.059914 + Penalty 6998.763987 = -234940389.295928 nChanged 4 SP:Iteration 62Q (29265.210000 sec): 3 clusters Score: Raw -234947389.008095 + Penalty 6998.763987 = -234940390.244108 nChanged 6 SP:Iteration 63Q (29268.970000 sec): 3 clusters Score: Raw -234947390.192158 + Penalty 6998.763987 = -234940391.428171 nChanged 5 SP:Iteration 64Q (29272.730000 sec): 3 clusters Score: Raw -234947391.080777 + Penalty 6998.763987 = -234940392.316790 nChanged 4 SP:Iteration 65Q (29276.480000 sec): 3 clusters Score: Raw -234947392.166231 + Penalty 6998.763987 = -234940393.402244 nChanged 3 SP:Iteration 66Q (29280.230000 sec): 3 clusters Score: Raw -234947393.113336 + Penalty 6998.763987 = -234940394.349349 nChanged 5 SP:Iteration 67Q (29283.970000 sec): 3 clusters Score: Raw -234947394.540892 + Penalty 6998.763987 = -234940395.776906 nChanged 10 SP:Iteration 68Q (29287.730000 sec): 3 clusters Score: Raw -234947396.864759 + Penalty 6998.763987 = -234940398.100773 nChanged 3 SP:Iteration 69Q (29291.500000 sec): 3 clusters Score: Raw -234947397.757162 + Penalty 6998.763987 = -234940398.993176 nChanged 8 SP:Iteration 70Q (29295.260000 sec): 3 clusters Score: Raw -234947399.181509 + Penalty 6998.763987 = -234940400.417522 nChanged 5 SP:Iteration 71Q (29299.030000 sec): 3 clusters Score: Raw -234947400.250786 + Penalty 6998.763987 = -234940401.486799 nChanged 5 SP:Iteration 72Q (29302.800000 sec): 3 clusters Score: Raw -234947401.121960 + Penalty 6998.763987 = -234940402.357974 nChanged 10 SP:Iteration 73Q (29306.570000 sec): 3 clusters Score: Raw -234947403.685300 + Penalty 6998.763987 = -234940404.921313 nChanged 11 SP:Iteration 74Q (29310.330000 sec): 3 clusters Score: Raw -234947406.325076 + Penalty 6998.763987 = -234940407.561089 nChanged 7 SP:Iteration 75Q (29314.110000 sec): 3 clusters Score: Raw -234947408.252007 + Penalty 6998.763987 = -234940409.488021 nChanged 6 SP:Iteration 76Q (29317.880000 sec): 3 clusters Score: Raw -234947409.434296 + Penalty 6998.763987 = -234940410.670309 nChanged 6 SP:Iteration 77Q (29321.640000 sec): 3 clusters Score: Raw -234947410.561489 + Penalty 6998.763987 = -234940411.797502 nChanged 6 SP:Iteration 78Q (29325.410000 sec): 3 clusters Score: Raw -234947412.235835 + Penalty 6998.763987 = -234940413.471849 nChanged 7 SP:Iteration 79Q (29329.170000 sec): 3 clusters Score: Raw -234947414.244842 + Penalty 6998.763987 = -234940415.480855 nChanged 11 SP:Iteration 80F (29334.550000 sec): 3 clusters Score: Raw -234947416.806311 + Penalty 6998.763987 = -234940418.042324 nChanged 14 SP:Iteration 81Q (29338.290000 sec): 3 clusters Score: Raw -234947419.273313 + Penalty 6998.763987 = -234940420.509326 nChanged 8 SP:Iteration 82Q (29342.050000 sec): 3 clusters Score: Raw -234947420.707159 + Penalty 6998.763987 = -234940421.943172 nChanged 3 SP:Iteration 83Q (29345.800000 sec): 3 clusters Score: Raw -234947421.182274 + Penalty 6998.763987 = -234940422.418288 nChanged 2 SP:Iteration 84Q (29349.560000 sec): 3 clusters Score: Raw -234947421.461543 + Penalty 6998.763987 = -234940422.697557 nChanged 0 SP:Iteration 85F (29354.960000 sec): 3 clusters Score: Raw -234947421.461543 + Penalty 6998.763987 = -234940422.697557 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29355.440000 sec): 2 clusters Score: Raw -1565532.992501 + Penalty 2265.312076 = -1563267.680425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29355.470000 sec): 3 clusters Score: Raw -1560662.608759 + Penalty 4530.624151 = -1556131.984607 nChanged 3798 SP:Iteration 1F (29355.510000 sec): 3 clusters Score: Raw -1562709.969248 + Penalty 4530.624151 = -1558179.345096 nChanged 638 SP:Iteration 2F (29355.540000 sec): 3 clusters Score: Raw -1563070.146654 + Penalty 4530.624151 = -1558539.522503 nChanged 528 SP:Iteration 3F (29355.580000 sec): 3 clusters Score: Raw -1563361.713301 + Penalty 4530.624151 = -1558831.089149 nChanged 450 SP:Iteration 4Q (29355.620000 sec): 3 clusters Score: Raw -1563617.265510 + Penalty 4530.624151 = -1559086.641359 nChanged 427 SP:Iteration 5Q (29355.650000 sec): 3 clusters Score: Raw -1563852.210031 + Penalty 4530.624151 = -1559321.585880 nChanged 395 SP:Iteration 6Q (29355.690000 sec): 3 clusters Score: Raw -1564045.554886 + Penalty 4530.624151 = -1559514.930735 nChanged 324 SP:Iteration 7Q (29355.730000 sec): 3 clusters Score: Raw -1564211.367198 + Penalty 4530.624151 = -1559680.743046 nChanged 325 SP:Iteration 8Q (29355.760000 sec): 3 clusters Score: Raw -1564381.910855 + Penalty 4530.624151 = -1559851.286704 nChanged 299 SP:Iteration 9Q (29355.800000 sec): 3 clusters Score: Raw -1564522.339307 + Penalty 4530.624151 = -1559991.715156 nChanged 266 SP:Iteration 10Q (29355.840000 sec): 3 clusters Score: Raw -1564654.430882 + Penalty 4530.624151 = -1560123.806730 nChanged 245 SP:Iteration 11Q (29355.870000 sec): 3 clusters Score: Raw -1564797.835047 + Penalty 4530.624151 = -1560267.210896 nChanged 297 SP:Iteration 12Q (29355.910000 sec): 3 clusters Score: Raw -1564968.985607 + Penalty 4530.624151 = -1560438.361456 nChanged 261 SP:Iteration 13Q (29355.940000 sec): 3 clusters Score: Raw -1565103.154559 + Penalty 4530.624151 = -1560572.530408 nChanged 232 SP:Iteration 14Q (29355.980000 sec): 3 clusters Score: Raw -1565230.084701 + Penalty 4530.624151 = -1560699.460550 nChanged 214 SP:Iteration 15Q (29356.010000 sec): 3 clusters Score: Raw -1565334.971789 + Penalty 4530.624151 = -1560804.347638 nChanged 161 SP:Iteration 16Q (29356.050000 sec): 3 clusters Score: Raw -1565402.046897 + Penalty 4530.624151 = -1560871.422746 nChanged 136 SP:Iteration 17Q (29356.080000 sec): 3 clusters Score: Raw -1565456.403384 + Penalty 4530.624151 = -1560925.779232 nChanged 127 SP:Iteration 18Q (29356.120000 sec): 3 clusters Score: Raw -1565512.095391 + Penalty 4530.624151 = -1560981.471240 nChanged 127 SP:Iteration 19Q (29356.150000 sec): 3 clusters Score: Raw -1565569.086869 + Penalty 4530.624151 = -1561038.462718 nChanged 114 SP:Iteration 20F (29356.190000 sec): 3 clusters Score: Raw -1565621.595884 + Penalty 4530.624151 = -1561090.971733 nChanged 125 SP:Iteration 21Q (29356.220000 sec): 3 clusters Score: Raw -1565686.382512 + Penalty 4530.624151 = -1561155.758361 nChanged 123 SP:Iteration 22Q (29356.260000 sec): 3 clusters Score: Raw -1565747.600922 + Penalty 4530.624151 = -1561216.976771 nChanged 107 SP:Iteration 23Q (29356.290000 sec): 3 clusters Score: Raw -1565808.367730 + Penalty 4530.624151 = -1561277.743579 nChanged 121 SP:Iteration 24Q (29356.320000 sec): 3 clusters Score: Raw -1565874.553173 + Penalty 4530.624151 = -1561343.929022 nChanged 105 SP:Iteration 25Q (29356.360000 sec): 3 clusters Score: Raw -1565941.066791 + Penalty 4530.624151 = -1561410.442640 nChanged 101 SP:Iteration 26Q (29356.390000 sec): 3 clusters Score: Raw -1565996.850483 + Penalty 4530.624151 = -1561466.226332 nChanged 84 SP:Iteration 27Q (29356.420000 sec): 3 clusters Score: Raw -1566045.553743 + Penalty 4530.624151 = -1561514.929591 nChanged 77 SP:Iteration 28Q (29356.460000 sec): 3 clusters Score: Raw -1566087.111262 + Penalty 4530.624151 = -1561556.487111 nChanged 58 SP:Iteration 29Q (29356.490000 sec): 3 clusters Score: Raw -1566111.837941 + Penalty 4530.624151 = -1561581.213790 nChanged 53 SP:Iteration 30Q (29356.520000 sec): 3 clusters Score: Raw -1566134.849632 + Penalty 4530.624151 = -1561604.225481 nChanged 47 SP:Iteration 31Q (29356.550000 sec): 3 clusters Score: Raw -1566151.317151 + Penalty 4530.624151 = -1561620.693000 nChanged 40 SP:Iteration 32Q (29356.580000 sec): 3 clusters Score: Raw -1566165.233005 + Penalty 4530.624151 = -1561634.608854 nChanged 26 SP:Iteration 33Q (29356.620000 sec): 3 clusters Score: Raw -1566172.942787 + Penalty 4530.624151 = -1561642.318636 nChanged 23 SP:Iteration 34Q (29356.650000 sec): 3 clusters Score: Raw -1566179.486306 + Penalty 4530.624151 = -1561648.862155 nChanged 16 SP:Iteration 35Q (29356.680000 sec): 3 clusters Score: Raw -1566183.524038 + Penalty 4530.624151 = -1561652.899887 nChanged 18 SP:Iteration 36Q (29356.710000 sec): 3 clusters Score: Raw -1566192.143318 + Penalty 4530.624151 = -1561661.519167 nChanged 29 SP:Iteration 37Q (29356.740000 sec): 3 clusters Score: Raw -1566200.513572 + Penalty 4530.624151 = -1561669.889420 nChanged 17 SP:Iteration 38Q (29356.770000 sec): 3 clusters Score: Raw -1566204.400705 + Penalty 4530.624151 = -1561673.776554 nChanged 15 SP:Iteration 39Q (29356.800000 sec): 3 clusters Score: Raw -1566208.024822 + Penalty 4530.624151 = -1561677.400671 nChanged 15 SP:Iteration 40F (29356.840000 sec): 3 clusters Score: Raw -1566213.051024 + Penalty 4530.624151 = -1561682.426873 nChanged 17 SP:Iteration 41Q (29356.870000 sec): 3 clusters Score: Raw -1566217.578302 + Penalty 4530.624151 = -1561686.954151 nChanged 10 SP:Iteration 42Q (29356.900000 sec): 3 clusters Score: Raw -1566219.892108 + Penalty 4530.624151 = -1561689.267956 nChanged 4 SP:Iteration 43Q (29356.940000 sec): 3 clusters Score: Raw -1566220.707143 + Penalty 4530.624151 = -1561690.082991 nChanged 4 SP:Iteration 44Q (29356.970000 sec): 3 clusters Score: Raw -1566221.404859 + Penalty 4530.624151 = -1561690.780708 nChanged 3 SP:Iteration 45Q (29357.000000 sec): 3 clusters Score: Raw -1566222.153592 + Penalty 4530.624151 = -1561691.529440 nChanged 6 SP:Iteration 46Q (29357.030000 sec): 3 clusters Score: Raw -1566224.017167 + Penalty 4530.624151 = -1561693.393016 nChanged 8 SP:Iteration 47Q (29357.060000 sec): 3 clusters Score: Raw -1566226.377462 + Penalty 4530.624151 = -1561695.753310 nChanged 5 SP:Iteration 48Q (29357.090000 sec): 3 clusters Score: Raw -1566227.664651 + Penalty 4530.624151 = -1561697.040500 nChanged 3 SP:Iteration 49Q (29357.120000 sec): 3 clusters Score: Raw -1566228.303839 + Penalty 4530.624151 = -1561697.679688 nChanged 2 SP:Iteration 50Q (29357.150000 sec): 3 clusters Score: Raw -1566228.563916 + Penalty 4530.624151 = -1561697.939765 nChanged 1 SP:Iteration 51Q (29357.180000 sec): 3 clusters Score: Raw -1566228.683894 + Penalty 4530.624151 = -1561698.059742 nChanged 1 SP:Iteration 52Q (29357.220000 sec): 3 clusters Score: Raw -1566228.798774 + Penalty 4530.624151 = -1561698.174623 nChanged 1 SP:Iteration 53Q (29357.240000 sec): 3 clusters Score: Raw -1566229.003404 + Penalty 4530.624151 = -1561698.379253 nChanged 1 SP:Iteration 54Q (29357.280000 sec): 3 clusters Score: Raw -1566229.271690 + Penalty 4530.624151 = -1561698.647539 nChanged 3 SP:Iteration 55Q (29357.310000 sec): 3 clusters Score: Raw -1566230.014215 + Penalty 4530.624151 = -1561699.390064 nChanged 3 SP:Iteration 56Q (29357.340000 sec): 3 clusters Score: Raw -1566230.789746 + Penalty 4530.624151 = -1561700.165595 nChanged 2 SP:Iteration 57Q (29357.370000 sec): 3 clusters Score: Raw -1566231.344359 + Penalty 4530.624151 = -1561700.720207 nChanged 2 SP:Iteration 58Q (29357.400000 sec): 3 clusters Score: Raw -1566231.828891 + Penalty 4530.624151 = -1561701.204740 nChanged 1 SP:Iteration 59Q (29357.430000 sec): 3 clusters Score: Raw -1566232.099092 + Penalty 4530.624151 = -1561701.474940 nChanged 2 SP:Iteration 60F (29357.470000 sec): 3 clusters Score: Raw -1566232.828201 + Penalty 4530.624151 = -1561702.204049 nChanged 1 SP:Iteration 61Q (29357.500000 sec): 3 clusters Score: Raw -1566232.931429 + Penalty 4530.624151 = -1561702.307277 nChanged 0 SP:Iteration 62F (29357.540000 sec): 3 clusters Score: Raw -1566232.931429 + Penalty 4530.624151 = -1561702.307277 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29357.550000 sec): 2 clusters Score: Raw -319908.880639 + Penalty 1882.656548 = -318026.224091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29357.560000 sec): 3 clusters Score: Raw -319243.191394 + Penalty 3765.313095 = -315477.878299 nChanged 632 SP:Iteration 1F (29357.570000 sec): 3 clusters Score: Raw -319779.082479 + Penalty 3765.313095 = -316013.769384 nChanged 170 SP:Iteration 2F (29357.580000 sec): 3 clusters Score: Raw -320087.894625 + Penalty 3765.313095 = -316322.581530 nChanged 144 SP:Iteration 3F (29357.580000 sec): 3 clusters Score: Raw -320304.002865 + Penalty 3765.313095 = -316538.689770 nChanged 102 SP:Iteration 4F (29357.590000 sec): 3 clusters Score: Raw -320428.293731 + Penalty 3765.313095 = -316662.980635 nChanged 82 SP:Iteration 5Q (29357.600000 sec): 3 clusters Score: Raw -320511.556654 + Penalty 3765.313095 = -316746.243559 nChanged 65 SP:Iteration 6Q (29357.610000 sec): 3 clusters Score: Raw -320607.951579 + Penalty 3765.313095 = -316842.638484 nChanged 74 SP:Iteration 7Q (29357.620000 sec): 3 clusters Score: Raw -320737.320239 + Penalty 3765.313095 = -316972.007144 nChanged 76 SP:Iteration 8Q (29357.620000 sec): 3 clusters Score: Raw -320898.344451 + Penalty 3765.313095 = -317133.031356 nChanged 102 SP:Iteration 9F (29357.630000 sec): 3 clusters Score: Raw -321059.689701 + Penalty 3765.313095 = -317294.376606 nChanged 97 SP:Iteration 10Q (29357.640000 sec): 3 clusters Score: Raw -321209.464957 + Penalty 3765.313095 = -317444.151862 nChanged 84 SP:Iteration 11Q (29357.640000 sec): 3 clusters Score: Raw -321308.078047 + Penalty 3765.313095 = -317542.764952 nChanged 52 SP:Iteration 12Q (29357.650000 sec): 3 clusters Score: Raw -321370.304787 + Penalty 3765.313095 = -317604.991692 nChanged 42 SP:Iteration 13Q (29357.660000 sec): 3 clusters Score: Raw -321407.936354 + Penalty 3765.313095 = -317642.623259 nChanged 30 SP:Iteration 14Q (29357.660000 sec): 3 clusters Score: Raw -321440.827347 + Penalty 3765.313095 = -317675.514252 nChanged 19 SP:Iteration 15Q (29357.670000 sec): 3 clusters Score: Raw -321460.322266 + Penalty 3765.313095 = -317695.009171 nChanged 16 SP:Iteration 16Q (29357.680000 sec): 3 clusters Score: Raw -321478.724328 + Penalty 3765.313095 = -317713.411232 nChanged 16 SP:Iteration 17Q (29357.690000 sec): 3 clusters Score: Raw -321491.484269 + Penalty 3765.313095 = -317726.171174 nChanged 12 SP:Iteration 18Q (29357.700000 sec): 3 clusters Score: Raw -321500.421502 + Penalty 3765.313095 = -317735.108407 nChanged 8 SP:Iteration 19Q (29357.700000 sec): 3 clusters Score: Raw -321509.192094 + Penalty 3765.313095 = -317743.878998 nChanged 9 SP:Iteration 20F (29357.710000 sec): 3 clusters Score: Raw -321516.577553 + Penalty 3765.313095 = -317751.264458 nChanged 6 SP:Iteration 21Q (29357.720000 sec): 3 clusters Score: Raw -321519.789228 + Penalty 3765.313095 = -317754.476133 nChanged 5 SP:Iteration 22Q (29357.720000 sec): 3 clusters Score: Raw -321523.886831 + Penalty 3765.313095 = -317758.573735 nChanged 5 SP:Iteration 23Q (29357.730000 sec): 3 clusters Score: Raw -321526.824354 + Penalty 3765.313095 = -317761.511259 nChanged 3 SP:Iteration 24Q (29357.740000 sec): 3 clusters Score: Raw -321528.710052 + Penalty 3765.313095 = -317763.396957 nChanged 0 SP:Iteration 25F (29357.740000 sec): 3 clusters Score: Raw -321528.710052 + Penalty 3765.313095 = -317763.396957 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29357.760000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29357.760000 sec): 3 clusters Score: Raw -60715.720384 + Penalty 3042.165429 = -57673.554955 nChanged 85 SP:Iteration 1F (29357.760000 sec): 3 clusters Score: Raw -60869.465066 + Penalty 3042.165429 = -57827.299636 nChanged 23 SP:Iteration 2Q (29357.760000 sec): 3 clusters Score: Raw -60944.220810 + Penalty 3042.165429 = -57902.055381 nChanged 18 SP:Iteration 3Q (29357.760000 sec): 3 clusters Score: Raw -61032.624934 + Penalty 3042.165429 = -57990.459505 nChanged 21 SP:Iteration 4Q (29357.760000 sec): 3 clusters Score: Raw -61123.959672 + Penalty 3042.165429 = -58081.794242 nChanged 18 SP:Iteration 5Q (29357.760000 sec): 3 clusters Score: Raw -61204.678168 + Penalty 3042.165429 = -58162.512739 nChanged 17 SP:Iteration 6Q (29357.770000 sec): 3 clusters Score: Raw -61304.145859 + Penalty 3042.165429 = -58261.980429 nChanged 18 SP:Iteration 7Q (29357.770000 sec): 3 clusters Score: Raw -61374.668688 + Penalty 3042.165429 = -58332.503259 nChanged 12 SP:Iteration 8Q (29357.770000 sec): 3 clusters Score: Raw -61419.080659 + Penalty 3042.165429 = -58376.915230 nChanged 7 SP:Iteration 9Q (29357.770000 sec): 3 clusters Score: Raw -61460.181688 + Penalty 3042.165429 = -58418.016259 nChanged 3 SP:Iteration 10Q (29357.770000 sec): 3 clusters Score: Raw -61475.134275 + Penalty 3042.165429 = -58432.968845 nChanged 3 SP:Iteration 11Q (29357.780000 sec): 3 clusters Score: Raw -61511.777194 + Penalty 3042.165429 = -58469.611765 nChanged 6 SP:Iteration 12Q (29357.780000 sec): 3 clusters Score: Raw -61556.193934 + Penalty 3042.165429 = -58514.028505 nChanged 6 SP:Iteration 13Q (29357.780000 sec): 3 clusters Score: Raw -61585.812235 + Penalty 3042.165429 = -58543.646805 nChanged 3 SP:Iteration 14Q (29357.780000 sec): 3 clusters Score: Raw -61608.100973 + Penalty 3042.165429 = -58565.935544 nChanged 3 SP:Iteration 15Q (29357.780000 sec): 3 clusters Score: Raw -61679.492231 + Penalty 3042.165429 = -58637.326801 nChanged 3 SP:Iteration 16Q (29357.780000 sec): 3 clusters Score: Raw -61692.562513 + Penalty 3042.165429 = -58650.397083 nChanged 5 SP:Iteration 17Q (29357.780000 sec): 3 clusters Score: Raw -61723.248931 + Penalty 3042.165429 = -58681.083501 nChanged 1 SP:Iteration 18Q (29357.780000 sec): 3 clusters Score: Raw -61730.431652 + Penalty 3042.165429 = -58688.266223 nChanged 3 SP:Iteration 19Q (29357.790000 sec): 3 clusters Score: Raw -61739.776441 + Penalty 3042.165429 = -58697.611012 nChanged 1 SP:Iteration 20F (29357.790000 sec): 3 clusters Score: Raw -61749.795334 + Penalty 3042.165429 = -58707.629904 nChanged 2 SP:Iteration 21Q (29357.790000 sec): 3 clusters Score: Raw -61770.284137 + Penalty 3042.165429 = -58728.118707 nChanged 3 SP:Iteration 22Q (29357.790000 sec): 3 clusters Score: Raw -61776.770554 + Penalty 3042.165429 = -58734.605125 nChanged 0 SP:Iteration 23F (29357.790000 sec): 3 clusters Score: Raw -61776.770554 + Penalty 3042.165429 = -58734.605125 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29357.800000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29357.800000 sec): 3 clusters Score: Raw -31141.393731 + Penalty 2672.979578 = -28468.414153 nChanged 20 SP:Iteration 1F (29357.800000 sec): 3 clusters Score: Raw -31236.126865 + Penalty 2672.979578 = -28563.147287 nChanged 5 SP:Iteration 2Q (29357.800000 sec): 3 clusters Score: Raw -31253.399005 + Penalty 2672.979578 = -28580.419427 nChanged 1 SP:Iteration 3Q (29357.800000 sec): 3 clusters Score: Raw -31260.959910 + Penalty 2672.979578 = -28587.980332 nChanged 0 SP:Iteration 4F (29357.800000 sec): 3 clusters Score: Raw -31260.959910 + Penalty 2672.979578 = -28587.980332 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29357.810000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29357.810000 sec): 3 clusters Score: Raw -39857.880381 + Penalty 2773.129542 = -37084.750839 nChanged 25 SP:Iteration 1F (29357.810000 sec): 3 clusters Score: Raw -39947.680880 + Penalty 2773.129542 = -37174.551338 nChanged 10 SP:Iteration 2Q (29357.810000 sec): 3 clusters Score: Raw -39999.960512 + Penalty 2773.129542 = -37226.830970 nChanged 5 SP:Iteration 3Q (29357.820000 sec): 3 clusters Score: Raw -40037.665263 + Penalty 2773.129542 = -37264.535721 nChanged 6 SP:Iteration 4Q (29357.820000 sec): 3 clusters Score: Raw -40063.726795 + Penalty 2773.129542 = -37290.597253 nChanged 4 SP:Iteration 5Q (29357.820000 sec): 3 clusters Score: Raw -40089.533474 + Penalty 2773.129542 = -37316.403931 nChanged 3 SP:Iteration 6Q (29357.820000 sec): 3 clusters Score: Raw -40110.513179 + Penalty 2773.129542 = -37337.383636 nChanged 1 SP:Iteration 7Q (29357.820000 sec): 3 clusters Score: Raw -40114.181915 + Penalty 2773.129542 = -37341.052373 nChanged 1 SP:Iteration 8Q (29357.820000 sec): 3 clusters Score: Raw -40121.855227 + Penalty 2773.129542 = -37348.725684 nChanged 1 SP:Iteration 9Q (29357.820000 sec): 3 clusters Score: Raw -40126.460717 + Penalty 2773.129542 = -37353.331175 nChanged 2 SP:Iteration 10Q (29357.820000 sec): 3 clusters Score: Raw -40139.126074 + Penalty 2773.129542 = -37365.996531 nChanged 3 SP:Iteration 11Q (29357.820000 sec): 3 clusters Score: Raw -40151.650337 + Penalty 2773.129542 = -37378.520795 nChanged 1 SP:Iteration 12Q (29357.820000 sec): 3 clusters Score: Raw -40154.886697 + Penalty 2773.129542 = -37381.757154 nChanged 0 SP:Iteration 13F (29357.820000 sec): 3 clusters Score: Raw -40154.886697 + Penalty 2773.129542 = -37381.757154 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29357.860000 sec): 2 clusters Score: Raw -1360802.844316 + Penalty 2243.041428 = -1358559.802888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29357.900000 sec): 3 clusters Score: Raw -1356439.711583 + Penalty 4486.082856 = -1351953.628727 nChanged 3438 SP:Iteration 1F (29357.930000 sec): 3 clusters Score: Raw -1358766.729956 + Penalty 4486.082856 = -1354280.647099 nChanged 881 SP:Iteration 2F (29357.960000 sec): 3 clusters Score: Raw -1359634.149394 + Penalty 4486.082856 = -1355148.066538 nChanged 748 SP:Iteration 3F (29358.000000 sec): 3 clusters Score: Raw -1360294.271494 + Penalty 4486.082856 = -1355808.188638 nChanged 613 SP:Iteration 4F (29358.030000 sec): 3 clusters Score: Raw -1360812.787695 + Penalty 4486.082856 = -1356326.704839 nChanged 486 SP:Iteration 5F (29358.060000 sec): 3 clusters Score: Raw -1361211.163770 + Penalty 4486.082856 = -1356725.080914 nChanged 354 SP:Iteration 6Q (29358.100000 sec): 3 clusters Score: Raw -1361473.535552 + Penalty 4486.082856 = -1356987.452696 nChanged 278 SP:Iteration 7Q (29358.130000 sec): 3 clusters Score: Raw -1361708.160907 + Penalty 4486.082856 = -1357222.078051 nChanged 246 SP:Iteration 8Q (29358.160000 sec): 3 clusters Score: Raw -1361907.196679 + Penalty 4486.082856 = -1357421.113823 nChanged 188 SP:Iteration 9Q (29358.190000 sec): 3 clusters Score: Raw -1362053.811607 + Penalty 4486.082856 = -1357567.728751 nChanged 161 SP:Iteration 10Q (29358.220000 sec): 3 clusters Score: Raw -1362167.951360 + Penalty 4486.082856 = -1357681.868504 nChanged 117 SP:Iteration 11Q (29358.260000 sec): 3 clusters Score: Raw -1362235.987875 + Penalty 4486.082856 = -1357749.905019 nChanged 82 SP:Iteration 12Q (29358.290000 sec): 3 clusters Score: Raw -1362277.360001 + Penalty 4486.082856 = -1357791.277145 nChanged 60 SP:Iteration 13Q (29358.320000 sec): 3 clusters Score: Raw -1362313.232360 + Penalty 4486.082856 = -1357827.149504 nChanged 48 SP:Iteration 14Q (29358.350000 sec): 3 clusters Score: Raw -1362338.321697 + Penalty 4486.082856 = -1357852.238840 nChanged 40 SP:Iteration 15Q (29358.380000 sec): 3 clusters Score: Raw -1362359.368359 + Penalty 4486.082856 = -1357873.285503 nChanged 38 SP:Iteration 16Q (29358.410000 sec): 3 clusters Score: Raw -1362379.698940 + Penalty 4486.082856 = -1357893.616084 nChanged 27 SP:Iteration 17Q (29358.440000 sec): 3 clusters Score: Raw -1362395.703396 + Penalty 4486.082856 = -1357909.620540 nChanged 23 SP:Iteration 18Q (29358.470000 sec): 3 clusters Score: Raw -1362407.364456 + Penalty 4486.082856 = -1357921.281599 nChanged 20 SP:Iteration 19Q (29358.500000 sec): 3 clusters Score: Raw -1362416.995848 + Penalty 4486.082856 = -1357930.912992 nChanged 11 SP:Iteration 20F (29358.530000 sec): 3 clusters Score: Raw -1362421.134929 + Penalty 4486.082856 = -1357935.052073 nChanged 6 SP:Iteration 21Q (29358.560000 sec): 3 clusters Score: Raw -1362424.294603 + Penalty 4486.082856 = -1357938.211747 nChanged 5 SP:Iteration 22Q (29358.590000 sec): 3 clusters Score: Raw -1362427.669737 + Penalty 4486.082856 = -1357941.586881 nChanged 4 SP:Iteration 23Q (29358.620000 sec): 3 clusters Score: Raw -1362429.170946 + Penalty 4486.082856 = -1357943.088089 nChanged 1 SP:Iteration 24Q (29358.650000 sec): 3 clusters Score: Raw -1362429.365679 + Penalty 4486.082856 = -1357943.282823 nChanged 2 SP:Iteration 25Q (29358.680000 sec): 3 clusters Score: Raw -1362429.787200 + Penalty 4486.082856 = -1357943.704344 nChanged 2 SP:Iteration 26Q (29358.710000 sec): 3 clusters Score: Raw -1362430.200794 + Penalty 4486.082856 = -1357944.117938 nChanged 2 SP:Iteration 27Q (29358.740000 sec): 3 clusters Score: Raw -1362431.371421 + Penalty 4486.082856 = -1357945.288565 nChanged 3 SP:Iteration 28Q (29358.770000 sec): 3 clusters Score: Raw -1362432.749951 + Penalty 4486.082856 = -1357946.667095 nChanged 4 SP:Iteration 29Q (29358.800000 sec): 3 clusters Score: Raw -1362434.551456 + Penalty 4486.082856 = -1357948.468600 nChanged 5 SP:Iteration 30Q (29358.830000 sec): 3 clusters Score: Raw -1362437.077872 + Penalty 4486.082856 = -1357950.995016 nChanged 4 SP:Iteration 31Q (29358.860000 sec): 3 clusters Score: Raw -1362438.114232 + Penalty 4486.082856 = -1357952.031376 nChanged 3 SP:Iteration 32Q (29358.890000 sec): 3 clusters Score: Raw -1362438.701082 + Penalty 4486.082856 = -1357952.618225 nChanged 2 SP:Iteration 33Q (29358.920000 sec): 3 clusters Score: Raw -1362439.007426 + Penalty 4486.082856 = -1357952.924569 nChanged 1 SP:Iteration 34Q (29358.940000 sec): 3 clusters Score: Raw -1362439.103981 + Penalty 4486.082856 = -1357953.021125 nChanged 1 SP:Iteration 35Q (29358.980000 sec): 3 clusters Score: Raw -1362439.253250 + Penalty 4486.082856 = -1357953.170394 nChanged 0 SP:Iteration 36F (29359.010000 sec): 3 clusters Score: Raw -1362439.253250 + Penalty 4486.082856 = -1357953.170394 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29359.020000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29359.020000 sec): 3 clusters Score: Raw -122379.547346 + Penalty 3302.373479 = -119077.173868 nChanged 167 SP:Iteration 1F (29359.030000 sec): 3 clusters Score: Raw -122618.216597 + Penalty 3302.373479 = -119315.843118 nChanged 45 SP:Iteration 2F (29359.030000 sec): 3 clusters Score: Raw -122697.757871 + Penalty 3302.373479 = -119395.384392 nChanged 17 SP:Iteration 3Q (29359.030000 sec): 3 clusters Score: Raw -122726.589654 + Penalty 3302.373479 = -119424.216175 nChanged 15 SP:Iteration 4Q (29359.040000 sec): 3 clusters Score: Raw -122757.323336 + Penalty 3302.373479 = -119454.949857 nChanged 15 SP:Iteration 5Q (29359.040000 sec): 3 clusters Score: Raw -122791.543366 + Penalty 3302.373479 = -119489.169887 nChanged 13 SP:Iteration 6Q (29359.040000 sec): 3 clusters Score: Raw -122806.064690 + Penalty 3302.373479 = -119503.691211 nChanged 3 SP:Iteration 7Q (29359.040000 sec): 3 clusters Score: Raw -122809.083154 + Penalty 3302.373479 = -119506.709675 nChanged 0 SP:Iteration 8F (29359.050000 sec): 3 clusters Score: Raw -122809.083154 + Penalty 3302.373479 = -119506.709675 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29359.060000 sec): 2 clusters Score: Raw -210583.024397 + Penalty 1776.658778 = -208806.365619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29359.060000 sec): 3 clusters Score: Raw -210232.776143 + Penalty 3553.317555 = -206679.458587 nChanged 368 SP:Iteration 1F (29359.070000 sec): 3 clusters Score: Raw -210639.493244 + Penalty 3553.317555 = -207086.175689 nChanged 90 SP:Iteration 2F (29359.080000 sec): 3 clusters Score: Raw -210747.931912 + Penalty 3553.317555 = -207194.614356 nChanged 47 SP:Iteration 3Q (29359.080000 sec): 3 clusters Score: Raw -210811.192254 + Penalty 3553.317555 = -207257.874698 nChanged 33 SP:Iteration 4Q (29359.080000 sec): 3 clusters Score: Raw -210862.046002 + Penalty 3553.317555 = -207308.728447 nChanged 37 SP:Iteration 5Q (29359.090000 sec): 3 clusters Score: Raw -210922.600562 + Penalty 3553.317555 = -207369.283007 nChanged 34 SP:Iteration 6Q (29359.100000 sec): 3 clusters Score: Raw -210981.733420 + Penalty 3553.317555 = -207428.415865 nChanged 35 SP:Iteration 7Q (29359.100000 sec): 3 clusters Score: Raw -211026.634821 + Penalty 3553.317555 = -207473.317266 nChanged 19 SP:Iteration 8Q (29359.100000 sec): 3 clusters Score: Raw -211053.228017 + Penalty 3553.317555 = -207499.910461 nChanged 18 SP:Iteration 9Q (29359.110000 sec): 3 clusters Score: Raw -211074.098364 + Penalty 3553.317555 = -207520.780808 nChanged 18 SP:Iteration 10Q (29359.120000 sec): 3 clusters Score: Raw -211101.647588 + Penalty 3553.317555 = -207548.330032 nChanged 21 SP:Iteration 11Q (29359.120000 sec): 3 clusters Score: Raw -211125.854264 + Penalty 3553.317555 = -207572.536709 nChanged 14 SP:Iteration 12Q (29359.120000 sec): 3 clusters Score: Raw -211141.899895 + Penalty 3553.317555 = -207588.582339 nChanged 15 SP:Iteration 13Q (29359.130000 sec): 3 clusters Score: Raw -211159.905809 + Penalty 3553.317555 = -207606.588253 nChanged 9 SP:Iteration 14Q (29359.130000 sec): 3 clusters Score: Raw -211169.626359 + Penalty 3553.317555 = -207616.308804 nChanged 14 SP:Iteration 15Q (29359.140000 sec): 3 clusters Score: Raw -211188.973028 + Penalty 3553.317555 = -207635.655473 nChanged 15 SP:Iteration 16Q (29359.140000 sec): 3 clusters Score: Raw -211219.089457 + Penalty 3553.317555 = -207665.771901 nChanged 20 SP:Iteration 17Q (29359.150000 sec): 3 clusters Score: Raw -211248.661455 + Penalty 3553.317555 = -207695.343899 nChanged 16 SP:Iteration 18Q (29359.150000 sec): 3 clusters Score: Raw -211274.344679 + Penalty 3553.317555 = -207721.027124 nChanged 11 SP:Iteration 19Q (29359.160000 sec): 3 clusters Score: Raw -211289.262704 + Penalty 3553.317555 = -207735.945149 nChanged 12 SP:Iteration 20F (29359.160000 sec): 3 clusters Score: Raw -211305.899636 + Penalty 3553.317555 = -207752.582081 nChanged 12 SP:Iteration 21Q (29359.170000 sec): 3 clusters Score: Raw -211328.583417 + Penalty 3553.317555 = -207775.265862 nChanged 13 SP:Iteration 22Q (29359.170000 sec): 3 clusters Score: Raw -211345.171635 + Penalty 3553.317555 = -207791.854080 nChanged 6 SP:Iteration 23Q (29359.180000 sec): 3 clusters Score: Raw -211354.604451 + Penalty 3553.317555 = -207801.286895 nChanged 9 SP:Iteration 24Q (29359.180000 sec): 3 clusters Score: Raw -211365.838916 + Penalty 3553.317555 = -207812.521361 nChanged 8 SP:Iteration 25Q (29359.180000 sec): 3 clusters Score: Raw -211380.521696 + Penalty 3553.317555 = -207827.204141 nChanged 12 SP:Iteration 26Q (29359.190000 sec): 3 clusters Score: Raw -211391.809981 + Penalty 3553.317555 = -207838.492426 nChanged 7 SP:Iteration 27Q (29359.190000 sec): 3 clusters Score: Raw -211401.020326 + Penalty 3553.317555 = -207847.702771 nChanged 7 SP:Iteration 28Q (29359.200000 sec): 3 clusters Score: Raw -211411.366378 + Penalty 3553.317555 = -207858.048823 nChanged 7 SP:Iteration 29Q (29359.200000 sec): 3 clusters Score: Raw -211421.498104 + Penalty 3553.317555 = -207868.180549 nChanged 6 SP:Iteration 30Q (29359.210000 sec): 3 clusters Score: Raw -211429.546845 + Penalty 3553.317555 = -207876.229289 nChanged 8 SP:Iteration 31Q (29359.210000 sec): 3 clusters Score: Raw -211441.054887 + Penalty 3553.317555 = -207887.737332 nChanged 8 SP:Iteration 32Q (29359.220000 sec): 3 clusters Score: Raw -211451.225016 + Penalty 3553.317555 = -207897.907461 nChanged 9 SP:Iteration 33Q (29359.220000 sec): 3 clusters Score: Raw -211460.649565 + Penalty 3553.317555 = -207907.332010 nChanged 8 SP:Iteration 34Q (29359.220000 sec): 3 clusters Score: Raw -211472.910669 + Penalty 3553.317555 = -207919.593114 nChanged 4 SP:Iteration 35Q (29359.230000 sec): 3 clusters Score: Raw -211481.573147 + Penalty 3553.317555 = -207928.255592 nChanged 4 SP:Iteration 36Q (29359.230000 sec): 3 clusters Score: Raw -211488.844298 + Penalty 3553.317555 = -207935.526742 nChanged 7 SP:Iteration 37Q (29359.240000 sec): 3 clusters Score: Raw -211500.695039 + Penalty 3553.317555 = -207947.377484 nChanged 4 SP:Iteration 38Q (29359.240000 sec): 3 clusters Score: Raw -211507.394567 + Penalty 3553.317555 = -207954.077012 nChanged 6 SP:Iteration 39Q (29359.250000 sec): 3 clusters Score: Raw -211512.740038 + Penalty 3553.317555 = -207959.422483 nChanged 2 SP:Iteration 40F (29359.250000 sec): 3 clusters Score: Raw -211515.626342 + Penalty 3553.317555 = -207962.308787 nChanged 4 SP:Iteration 41Q (29359.260000 sec): 3 clusters Score: Raw -211522.450264 + Penalty 3553.317555 = -207969.132708 nChanged 5 SP:Iteration 42Q (29359.260000 sec): 3 clusters Score: Raw -211535.520016 + Penalty 3553.317555 = -207982.202460 nChanged 8 SP:Iteration 43Q (29359.260000 sec): 3 clusters Score: Raw -211552.882237 + Penalty 3553.317555 = -207999.564682 nChanged 12 SP:Iteration 44Q (29359.270000 sec): 3 clusters Score: Raw -211586.826070 + Penalty 3553.317555 = -208033.508514 nChanged 17 SP:Iteration 45Q (29359.270000 sec): 3 clusters Score: Raw -211637.786203 + Penalty 3553.317555 = -208084.468647 nChanged 19 SP:Iteration 46Q (29359.280000 sec): 3 clusters Score: Raw -211670.168479 + Penalty 3553.317555 = -208116.850924 nChanged 13 SP:Iteration 47Q (29359.280000 sec): 3 clusters Score: Raw -211682.702754 + Penalty 3553.317555 = -208129.385199 nChanged 7 SP:Iteration 48Q (29359.280000 sec): 3 clusters Score: Raw -211689.732177 + Penalty 3553.317555 = -208136.414621 nChanged 4 SP:Iteration 49Q (29359.290000 sec): 3 clusters Score: Raw -211693.884902 + Penalty 3553.317555 = -208140.567346 nChanged 2 SP:Iteration 50Q (29359.300000 sec): 3 clusters Score: Raw -211696.156308 + Penalty 3553.317555 = -208142.838752 nChanged 1 SP:Iteration 51Q (29359.300000 sec): 3 clusters Score: Raw -211696.981033 + Penalty 3553.317555 = -208143.663478 nChanged 0 SP:Iteration 52F (29359.300000 sec): 3 clusters Score: Raw -211696.981033 + Penalty 3553.317555 = -208143.663478 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29359.310000 sec): 2 clusters Score: Raw -105295.678263 + Penalty 1600.108141 = -103695.570122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29359.320000 sec): 3 clusters Score: Raw -105260.972264 + Penalty 3200.216281 = -102060.755983 nChanged 133 SP:Iteration 1F (29359.320000 sec): 3 clusters Score: Raw -105442.875163 + Penalty 3200.216281 = -102242.658882 nChanged 23 SP:Iteration 2Q (29359.320000 sec): 3 clusters Score: Raw -105477.859356 + Penalty 3200.216281 = -102277.643074 nChanged 16 SP:Iteration 3Q (29359.320000 sec): 3 clusters Score: Raw -105512.374627 + Penalty 3200.216281 = -102312.158346 nChanged 8 SP:Iteration 4Q (29359.330000 sec): 3 clusters Score: Raw -105522.639466 + Penalty 3200.216281 = -102322.423184 nChanged 3 SP:Iteration 5Q (29359.330000 sec): 3 clusters Score: Raw -105525.565518 + Penalty 3200.216281 = -102325.349236 nChanged 2 SP:Iteration 6Q (29359.330000 sec): 3 clusters Score: Raw -105528.474130 + Penalty 3200.216281 = -102328.257849 nChanged 3 SP:Iteration 7Q (29359.330000 sec): 3 clusters Score: Raw -105534.842848 + Penalty 3200.216281 = -102334.626567 nChanged 3 SP:Iteration 8Q (29359.340000 sec): 3 clusters Score: Raw -105541.026167 + Penalty 3200.216281 = -102340.809886 nChanged 1 SP:Iteration 9Q (29359.340000 sec): 3 clusters Score: Raw -105542.138032 + Penalty 3200.216281 = -102341.921751 nChanged 0 SP:Iteration 10F (29359.340000 sec): 3 clusters Score: Raw -105542.138032 + Penalty 3200.216281 = -102341.921751 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29359.350000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29359.350000 sec): 3 clusters Score: Raw -44541.371489 + Penalty 2975.472535 = -41565.898954 nChanged 93 SP:Iteration 1F (29359.350000 sec): 3 clusters Score: Raw -44793.691879 + Penalty 2975.472535 = -41818.219344 nChanged 28 SP:Iteration 2F (29359.360000 sec): 3 clusters Score: Raw -44883.640444 + Penalty 2975.472535 = -41908.167909 nChanged 16 SP:Iteration 3Q (29359.360000 sec): 3 clusters Score: Raw -44970.344699 + Penalty 2975.472535 = -41994.872164 nChanged 15 SP:Iteration 4Q (29359.360000 sec): 3 clusters Score: Raw -45069.769927 + Penalty 2975.472535 = -42094.297392 nChanged 14 SP:Iteration 5Q (29359.360000 sec): 3 clusters Score: Raw -45155.186577 + Penalty 2975.472535 = -42179.714042 nChanged 8 SP:Iteration 6Q (29359.360000 sec): 3 clusters Score: Raw -45172.905610 + Penalty 2975.472535 = -42197.433075 nChanged 4 SP:Iteration 7Q (29359.360000 sec): 3 clusters Score: Raw -45192.967857 + Penalty 2975.472535 = -42217.495322 nChanged 5 SP:Iteration 8Q (29359.360000 sec): 3 clusters Score: Raw -45222.368302 + Penalty 2975.472535 = -42246.895767 nChanged 4 SP:Iteration 9Q (29359.360000 sec): 3 clusters Score: Raw -45228.618194 + Penalty 2975.472535 = -42253.145659 nChanged 3 SP:Iteration 10Q (29359.360000 sec): 3 clusters Score: Raw -45239.529577 + Penalty 2975.472535 = -42264.057043 nChanged 1 SP:Iteration 11Q (29359.370000 sec): 3 clusters Score: Raw -45241.195863 + Penalty 2975.472535 = -42265.723328 nChanged 0 SP:Iteration 12F (29359.370000 sec): 3 clusters Score: Raw -45241.195863 + Penalty 2975.472535 = -42265.723328 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29359.380000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29359.390000 sec): 3 clusters Score: Raw -279327.077604 + Penalty 3683.568340 = -275643.509264 nChanged 536 SP:Iteration 1F (29359.400000 sec): 3 clusters Score: Raw -279713.481564 + Penalty 3683.568340 = -276029.913224 nChanged 125 SP:Iteration 2F (29359.400000 sec): 3 clusters Score: Raw -279838.643144 + Penalty 3683.568340 = -276155.074804 nChanged 74 SP:Iteration 3Q (29359.410000 sec): 3 clusters Score: Raw -279901.175597 + Penalty 3683.568340 = -276217.607257 nChanged 49 SP:Iteration 4Q (29359.420000 sec): 3 clusters Score: Raw -279944.931528 + Penalty 3683.568340 = -276261.363188 nChanged 39 SP:Iteration 5Q (29359.420000 sec): 3 clusters Score: Raw -279976.685989 + Penalty 3683.568340 = -276293.117649 nChanged 32 SP:Iteration 6Q (29359.430000 sec): 3 clusters Score: Raw -280006.907319 + Penalty 3683.568340 = -276323.338980 nChanged 33 SP:Iteration 7Q (29359.440000 sec): 3 clusters Score: Raw -280042.839048 + Penalty 3683.568340 = -276359.270708 nChanged 34 SP:Iteration 8Q (29359.440000 sec): 3 clusters Score: Raw -280082.276881 + Penalty 3683.568340 = -276398.708541 nChanged 39 SP:Iteration 9Q (29359.450000 sec): 3 clusters Score: Raw -280139.977143 + Penalty 3683.568340 = -276456.408803 nChanged 46 SP:Iteration 10Q (29359.460000 sec): 3 clusters Score: Raw -280209.996252 + Penalty 3683.568340 = -276526.427912 nChanged 50 SP:Iteration 11Q (29359.460000 sec): 3 clusters Score: Raw -280309.959431 + Penalty 3683.568340 = -276626.391091 nChanged 57 SP:Iteration 12Q (29359.470000 sec): 3 clusters Score: Raw -280438.860633 + Penalty 3683.568340 = -276755.292293 nChanged 59 SP:Iteration 13Q (29359.470000 sec): 3 clusters Score: Raw -280549.634804 + Penalty 3683.568340 = -276866.066464 nChanged 48 SP:Iteration 14Q (29359.480000 sec): 3 clusters Score: Raw -280621.682042 + Penalty 3683.568340 = -276938.113702 nChanged 40 SP:Iteration 15Q (29359.480000 sec): 3 clusters Score: Raw -280681.977530 + Penalty 3683.568340 = -276998.409190 nChanged 25 SP:Iteration 16Q (29359.490000 sec): 3 clusters Score: Raw -280724.897549 + Penalty 3683.568340 = -277041.329209 nChanged 27 SP:Iteration 17Q (29359.500000 sec): 3 clusters Score: Raw -280765.517733 + Penalty 3683.568340 = -277081.949393 nChanged 30 SP:Iteration 18Q (29359.500000 sec): 3 clusters Score: Raw -280812.807358 + Penalty 3683.568340 = -277129.239018 nChanged 29 SP:Iteration 19Q (29359.510000 sec): 3 clusters Score: Raw -280857.038968 + Penalty 3683.568340 = -277173.470628 nChanged 38 SP:Iteration 20F (29359.520000 sec): 3 clusters Score: Raw -280900.826234 + Penalty 3683.568340 = -277217.257894 nChanged 25 SP:Iteration 21Q (29359.520000 sec): 3 clusters Score: Raw -280927.946538 + Penalty 3683.568340 = -277244.378198 nChanged 18 SP:Iteration 22Q (29359.530000 sec): 3 clusters Score: Raw -280945.071676 + Penalty 3683.568340 = -277261.503336 nChanged 18 SP:Iteration 23Q (29359.540000 sec): 3 clusters Score: Raw -280963.039292 + Penalty 3683.568340 = -277279.470952 nChanged 13 SP:Iteration 24Q (29359.540000 sec): 3 clusters Score: Raw -280974.662271 + Penalty 3683.568340 = -277291.093931 nChanged 8 SP:Iteration 25Q (29359.550000 sec): 3 clusters Score: Raw -280985.998014 + Penalty 3683.568340 = -277302.429674 nChanged 11 SP:Iteration 26Q (29359.550000 sec): 3 clusters Score: Raw -281003.357927 + Penalty 3683.568340 = -277319.789587 nChanged 11 SP:Iteration 27Q (29359.560000 sec): 3 clusters Score: Raw -281016.805228 + Penalty 3683.568340 = -277333.236888 nChanged 10 SP:Iteration 28Q (29359.560000 sec): 3 clusters Score: Raw -281023.938008 + Penalty 3683.568340 = -277340.369668 nChanged 8 SP:Iteration 29Q (29359.570000 sec): 3 clusters Score: Raw -281033.465088 + Penalty 3683.568340 = -277349.896748 nChanged 4 SP:Iteration 30Q (29359.580000 sec): 3 clusters Score: Raw -281039.573159 + Penalty 3683.568340 = -277356.004819 nChanged 5 SP:Iteration 31Q (29359.580000 sec): 3 clusters Score: Raw -281044.667861 + Penalty 3683.568340 = -277361.099522 nChanged 2 SP:Iteration 32Q (29359.590000 sec): 3 clusters Score: Raw -281048.615241 + Penalty 3683.568340 = -277365.046901 nChanged 3 SP:Iteration 33Q (29359.600000 sec): 3 clusters Score: Raw -281050.550977 + Penalty 3683.568340 = -277366.982637 nChanged 0 SP:Iteration 34F (29359.600000 sec): 3 clusters Score: Raw -281050.550977 + Penalty 3683.568340 = -277366.982637 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29359.610000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29359.610000 sec): 3 clusters Score: Raw -54560.462902 + Penalty 2908.361063 = -51652.101839 nChanged 50 SP:Iteration 1F (29359.610000 sec): 3 clusters Score: Raw -54688.623284 + Penalty 2908.361063 = -51780.262221 nChanged 9 SP:Iteration 2Q (29359.620000 sec): 3 clusters Score: Raw -54715.181291 + Penalty 2908.361063 = -51806.820228 nChanged 7 SP:Iteration 3Q (29359.620000 sec): 3 clusters Score: Raw -54745.492111 + Penalty 2908.361063 = -51837.131048 nChanged 2 SP:Iteration 4Q (29359.620000 sec): 3 clusters Score: Raw -54754.673520 + Penalty 2908.361063 = -51846.312457 nChanged 2 SP:Iteration 5Q (29359.620000 sec): 3 clusters Score: Raw -54756.923129 + Penalty 2908.361063 = -51848.562066 nChanged 2 SP:Iteration 6Q (29359.620000 sec): 3 clusters Score: Raw -54759.138329 + Penalty 2908.361063 = -51850.777266 nChanged 0 SP:Iteration 7F (29359.620000 sec): 3 clusters Score: Raw -54759.138329 + Penalty 2908.361063 = -51850.777266 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29359.640000 sec): 2 clusters Score: Raw -545223.732318 + Penalty 2013.979733 = -543209.752585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29359.650000 sec): 3 clusters Score: Raw -543816.539302 + Penalty 4027.959466 = -539788.579835 nChanged 1223 SP:Iteration 1F (29359.670000 sec): 3 clusters Score: Raw -544646.549643 + Penalty 4027.959466 = -540618.590177 nChanged 316 SP:Iteration 2F (29359.680000 sec): 3 clusters Score: Raw -544989.491780 + Penalty 4027.959466 = -540961.532313 nChanged 259 SP:Iteration 3F (29359.690000 sec): 3 clusters Score: Raw -545286.938953 + Penalty 4027.959466 = -541258.979487 nChanged 208 SP:Iteration 4F (29359.710000 sec): 3 clusters Score: Raw -545575.427721 + Penalty 4027.959466 = -541547.468254 nChanged 191 SP:Iteration 5F (29359.720000 sec): 3 clusters Score: Raw -545759.690817 + Penalty 4027.959466 = -541731.731351 nChanged 143 SP:Iteration 6Q (29359.730000 sec): 3 clusters Score: Raw -545890.683192 + Penalty 4027.959466 = -541862.723726 nChanged 104 SP:Iteration 7Q (29359.740000 sec): 3 clusters Score: Raw -545978.719686 + Penalty 4027.959466 = -541950.760219 nChanged 96 SP:Iteration 8Q (29359.760000 sec): 3 clusters Score: Raw -546065.267092 + Penalty 4027.959466 = -542037.307625 nChanged 78 SP:Iteration 9Q (29359.770000 sec): 3 clusters Score: Raw -546129.351862 + Penalty 4027.959466 = -542101.392395 nChanged 60 SP:Iteration 10Q (29359.780000 sec): 3 clusters Score: Raw -546188.541053 + Penalty 4027.959466 = -542160.581587 nChanged 50 SP:Iteration 11Q (29359.800000 sec): 3 clusters Score: Raw -546235.520421 + Penalty 4027.959466 = -542207.560955 nChanged 52 SP:Iteration 12Q (29359.810000 sec): 3 clusters Score: Raw -546290.090553 + Penalty 4027.959466 = -542262.131086 nChanged 54 SP:Iteration 13Q (29359.820000 sec): 3 clusters Score: Raw -546375.558291 + Penalty 4027.959466 = -542347.598825 nChanged 63 SP:Iteration 14Q (29359.830000 sec): 3 clusters Score: Raw -546453.450195 + Penalty 4027.959466 = -542425.490729 nChanged 70 SP:Iteration 15Q (29359.840000 sec): 3 clusters Score: Raw -546531.553760 + Penalty 4027.959466 = -542503.594293 nChanged 77 SP:Iteration 16Q (29359.860000 sec): 3 clusters Score: Raw -546589.318000 + Penalty 4027.959466 = -542561.358533 nChanged 55 SP:Iteration 17Q (29359.870000 sec): 3 clusters Score: Raw -546623.398305 + Penalty 4027.959466 = -542595.438839 nChanged 37 SP:Iteration 18Q (29359.880000 sec): 3 clusters Score: Raw -546640.884096 + Penalty 4027.959466 = -542612.924630 nChanged 28 SP:Iteration 19Q (29359.890000 sec): 3 clusters Score: Raw -546656.471406 + Penalty 4027.959466 = -542628.511939 nChanged 32 SP:Iteration 20F (29359.910000 sec): 3 clusters Score: Raw -546668.801075 + Penalty 4027.959466 = -542640.841609 nChanged 13 SP:Iteration 21Q (29359.920000 sec): 3 clusters Score: Raw -546673.810066 + Penalty 4027.959466 = -542645.850599 nChanged 13 SP:Iteration 22Q (29359.930000 sec): 3 clusters Score: Raw -546677.662909 + Penalty 4027.959466 = -542649.703443 nChanged 9 SP:Iteration 23Q (29359.940000 sec): 3 clusters Score: Raw -546680.310841 + Penalty 4027.959466 = -542652.351375 nChanged 5 SP:Iteration 24Q (29359.960000 sec): 3 clusters Score: Raw -546682.062792 + Penalty 4027.959466 = -542654.103325 nChanged 5 SP:Iteration 25Q (29359.970000 sec): 3 clusters Score: Raw -546685.696159 + Penalty 4027.959466 = -542657.736693 nChanged 9 SP:Iteration 26Q (29359.980000 sec): 3 clusters Score: Raw -546689.201935 + Penalty 4027.959466 = -542661.242468 nChanged 6 SP:Iteration 27Q (29359.990000 sec): 3 clusters Score: Raw -546690.865405 + Penalty 4027.959466 = -542662.905939 nChanged 5 SP:Iteration 28Q (29360.000000 sec): 3 clusters Score: Raw -546693.433364 + Penalty 4027.959466 = -542665.473897 nChanged 4 SP:Iteration 29Q (29360.020000 sec): 3 clusters Score: Raw -546694.566248 + Penalty 4027.959466 = -542666.606781 nChanged 2 SP:Iteration 30Q (29360.030000 sec): 3 clusters Score: Raw -546695.896359 + Penalty 4027.959466 = -542667.936892 nChanged 2 SP:Iteration 31Q (29360.040000 sec): 3 clusters Score: Raw -546696.189091 + Penalty 4027.959466 = -542668.229624 nChanged 2 SP:Iteration 32Q (29360.050000 sec): 3 clusters Score: Raw -546696.966073 + Penalty 4027.959466 = -542669.006607 nChanged 5 SP:Iteration 33Q (29360.060000 sec): 3 clusters Score: Raw -546699.697241 + Penalty 4027.959466 = -542671.737775 nChanged 5 SP:Iteration 34Q (29360.080000 sec): 3 clusters Score: Raw -546702.873038 + Penalty 4027.959466 = -542674.913572 nChanged 5 SP:Iteration 35Q (29360.090000 sec): 3 clusters Score: Raw -546705.133202 + Penalty 4027.959466 = -542677.173736 nChanged 5 SP:Iteration 36Q (29360.100000 sec): 3 clusters Score: Raw -546707.200272 + Penalty 4027.959466 = -542679.240805 nChanged 9 SP:Iteration 37Q (29360.110000 sec): 3 clusters Score: Raw -546710.920055 + Penalty 4027.959466 = -542682.960588 nChanged 7 SP:Iteration 38Q (29360.130000 sec): 3 clusters Score: Raw -546713.816745 + Penalty 4027.959466 = -542685.857278 nChanged 5 SP:Iteration 39Q (29360.140000 sec): 3 clusters Score: Raw -546716.048694 + Penalty 4027.959466 = -542688.089228 nChanged 3 SP:Iteration 40F (29360.150000 sec): 3 clusters Score: Raw -546718.919284 + Penalty 4027.959466 = -542690.959817 nChanged 9 SP:Iteration 41Q (29360.160000 sec): 3 clusters Score: Raw -546722.988415 + Penalty 4027.959466 = -542695.028949 nChanged 5 SP:Iteration 42Q (29360.180000 sec): 3 clusters Score: Raw -546725.217625 + Penalty 4027.959466 = -542697.258159 nChanged 6 SP:Iteration 43Q (29360.190000 sec): 3 clusters Score: Raw -546727.690113 + Penalty 4027.959466 = -542699.730647 nChanged 2 SP:Iteration 44Q (29360.200000 sec): 3 clusters Score: Raw -546728.544220 + Penalty 4027.959466 = -542700.584753 nChanged 1 SP:Iteration 45Q (29360.210000 sec): 3 clusters Score: Raw -546728.784678 + Penalty 4027.959466 = -542700.825211 nChanged 3 SP:Iteration 46Q (29360.220000 sec): 3 clusters Score: Raw -546729.496160 + Penalty 4027.959466 = -542701.536694 nChanged 1 SP:Iteration 47Q (29360.240000 sec): 3 clusters Score: Raw -546729.685405 + Penalty 4027.959466 = -542701.725939 nChanged 2 SP:Iteration 48Q (29360.250000 sec): 3 clusters Score: Raw -546730.517783 + Penalty 4027.959466 = -542702.558316 nChanged 2 SP:Iteration 49Q (29360.260000 sec): 3 clusters Score: Raw -546731.098064 + Penalty 4027.959466 = -542703.138598 nChanged 4 SP:Iteration 50Q (29360.270000 sec): 3 clusters Score: Raw -546732.968307 + Penalty 4027.959466 = -542705.008841 nChanged 5 SP:Iteration 51Q (29360.280000 sec): 3 clusters Score: Raw -546738.515054 + Penalty 4027.959466 = -542710.555588 nChanged 7 SP:Iteration 52Q (29360.300000 sec): 3 clusters Score: Raw -546742.858232 + Penalty 4027.959466 = -542714.898766 nChanged 14 SP:Iteration 53Q (29360.310000 sec): 3 clusters Score: Raw -546750.949039 + Penalty 4027.959466 = -542722.989572 nChanged 12 SP:Iteration 54Q (29360.320000 sec): 3 clusters Score: Raw -546759.127544 + Penalty 4027.959466 = -542731.168077 nChanged 17 SP:Iteration 55Q (29360.340000 sec): 3 clusters Score: Raw -546769.128365 + Penalty 4027.959466 = -542741.168899 nChanged 13 SP:Iteration 56Q (29360.350000 sec): 3 clusters Score: Raw -546775.937318 + Penalty 4027.959466 = -542747.977852 nChanged 9 SP:Iteration 57Q (29360.360000 sec): 3 clusters Score: Raw -546779.444070 + Penalty 4027.959466 = -542751.484604 nChanged 3 SP:Iteration 58Q (29360.370000 sec): 3 clusters Score: Raw -546780.339504 + Penalty 4027.959466 = -542752.380037 nChanged 0 SP:Iteration 59F (29360.380000 sec): 3 clusters Score: Raw -546780.339504 + Penalty 4027.959466 = -542752.380037 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.400000 sec): 2 clusters Score: Raw -258860.086489 + Penalty 1816.963472 = -257043.123016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.400000 sec): 3 clusters Score: Raw -258399.377935 + Penalty 3633.926944 = -254765.450991 nChanged 448 SP:Iteration 1F (29360.410000 sec): 3 clusters Score: Raw -258754.739737 + Penalty 3633.926944 = -255120.812792 nChanged 96 SP:Iteration 2F (29360.420000 sec): 3 clusters Score: Raw -258842.010559 + Penalty 3633.926944 = -255208.083615 nChanged 48 SP:Iteration 3Q (29360.420000 sec): 3 clusters Score: Raw -258895.741621 + Penalty 3633.926944 = -255261.814677 nChanged 34 SP:Iteration 4Q (29360.430000 sec): 3 clusters Score: Raw -258928.032713 + Penalty 3633.926944 = -255294.105768 nChanged 35 SP:Iteration 5Q (29360.430000 sec): 3 clusters Score: Raw -258962.116464 + Penalty 3633.926944 = -255328.189519 nChanged 26 SP:Iteration 6Q (29360.440000 sec): 3 clusters Score: Raw -258984.624726 + Penalty 3633.926944 = -255350.697782 nChanged 21 SP:Iteration 7Q (29360.440000 sec): 3 clusters Score: Raw -259005.943958 + Penalty 3633.926944 = -255372.017014 nChanged 25 SP:Iteration 8Q (29360.450000 sec): 3 clusters Score: Raw -259028.879157 + Penalty 3633.926944 = -255394.952212 nChanged 17 SP:Iteration 9Q (29360.460000 sec): 3 clusters Score: Raw -259045.500576 + Penalty 3633.926944 = -255411.573632 nChanged 15 SP:Iteration 10Q (29360.460000 sec): 3 clusters Score: Raw -259058.291247 + Penalty 3633.926944 = -255424.364302 nChanged 9 SP:Iteration 11Q (29360.470000 sec): 3 clusters Score: Raw -259065.581656 + Penalty 3633.926944 = -255431.654711 nChanged 11 SP:Iteration 12Q (29360.480000 sec): 3 clusters Score: Raw -259075.537724 + Penalty 3633.926944 = -255441.610780 nChanged 16 SP:Iteration 13Q (29360.480000 sec): 3 clusters Score: Raw -259088.175346 + Penalty 3633.926944 = -255454.248401 nChanged 8 SP:Iteration 14Q (29360.480000 sec): 3 clusters Score: Raw -259092.186220 + Penalty 3633.926944 = -255458.259276 nChanged 8 SP:Iteration 15Q (29360.490000 sec): 3 clusters Score: Raw -259098.248997 + Penalty 3633.926944 = -255464.322052 nChanged 9 SP:Iteration 16Q (29360.500000 sec): 3 clusters Score: Raw -259109.462395 + Penalty 3633.926944 = -255475.535450 nChanged 6 SP:Iteration 17Q (29360.500000 sec): 3 clusters Score: Raw -259115.597385 + Penalty 3633.926944 = -255481.670441 nChanged 9 SP:Iteration 18Q (29360.510000 sec): 3 clusters Score: Raw -259125.330449 + Penalty 3633.926944 = -255491.403504 nChanged 11 SP:Iteration 19Q (29360.520000 sec): 3 clusters Score: Raw -259135.125140 + Penalty 3633.926944 = -255501.198196 nChanged 12 SP:Iteration 20F (29360.520000 sec): 3 clusters Score: Raw -259148.674996 + Penalty 3633.926944 = -255514.748051 nChanged 10 SP:Iteration 21Q (29360.530000 sec): 3 clusters Score: Raw -259159.516228 + Penalty 3633.926944 = -255525.589284 nChanged 8 SP:Iteration 22Q (29360.530000 sec): 3 clusters Score: Raw -259170.063178 + Penalty 3633.926944 = -255536.136234 nChanged 8 SP:Iteration 23Q (29360.540000 sec): 3 clusters Score: Raw -259180.429741 + Penalty 3633.926944 = -255546.502796 nChanged 10 SP:Iteration 24Q (29360.540000 sec): 3 clusters Score: Raw -259189.120075 + Penalty 3633.926944 = -255555.193130 nChanged 8 SP:Iteration 25Q (29360.550000 sec): 3 clusters Score: Raw -259194.930953 + Penalty 3633.926944 = -255561.004009 nChanged 4 SP:Iteration 26Q (29360.560000 sec): 3 clusters Score: Raw -259199.568704 + Penalty 3633.926944 = -255565.641759 nChanged 8 SP:Iteration 27Q (29360.560000 sec): 3 clusters Score: Raw -259205.525048 + Penalty 3633.926944 = -255571.598103 nChanged 4 SP:Iteration 28Q (29360.570000 sec): 3 clusters Score: Raw -259208.045245 + Penalty 3633.926944 = -255574.118300 nChanged 4 SP:Iteration 29Q (29360.580000 sec): 3 clusters Score: Raw -259212.566359 + Penalty 3633.926944 = -255578.639414 nChanged 6 SP:Iteration 30Q (29360.580000 sec): 3 clusters Score: Raw -259217.206648 + Penalty 3633.926944 = -255583.279704 nChanged 3 SP:Iteration 31Q (29360.580000 sec): 3 clusters Score: Raw -259219.372340 + Penalty 3633.926944 = -255585.445396 nChanged 2 SP:Iteration 32Q (29360.590000 sec): 3 clusters Score: Raw -259221.801470 + Penalty 3633.926944 = -255587.874525 nChanged 6 SP:Iteration 33Q (29360.600000 sec): 3 clusters Score: Raw -259227.379503 + Penalty 3633.926944 = -255593.452559 nChanged 5 SP:Iteration 34Q (29360.600000 sec): 3 clusters Score: Raw -259231.438489 + Penalty 3633.926944 = -255597.511545 nChanged 6 SP:Iteration 35Q (29360.610000 sec): 3 clusters Score: Raw -259236.197159 + Penalty 3633.926944 = -255602.270214 nChanged 7 SP:Iteration 36Q (29360.620000 sec): 3 clusters Score: Raw -259242.275101 + Penalty 3633.926944 = -255608.348156 nChanged 7 SP:Iteration 37Q (29360.620000 sec): 3 clusters Score: Raw -259247.472412 + Penalty 3633.926944 = -255613.545467 nChanged 6 SP:Iteration 38Q (29360.630000 sec): 3 clusters Score: Raw -259251.059432 + Penalty 3633.926944 = -255617.132488 nChanged 7 SP:Iteration 39Q (29360.630000 sec): 3 clusters Score: Raw -259254.793079 + Penalty 3633.926944 = -255620.866134 nChanged 2 SP:Iteration 40F (29360.640000 sec): 3 clusters Score: Raw -259255.607824 + Penalty 3633.926944 = -255621.680879 nChanged 2 SP:Iteration 41Q (29360.640000 sec): 3 clusters Score: Raw -259257.109625 + Penalty 3633.926944 = -255623.182681 nChanged 2 SP:Iteration 42Q (29360.650000 sec): 3 clusters Score: Raw -259258.599812 + Penalty 3633.926944 = -255624.672868 nChanged 0 SP:Iteration 43F (29360.660000 sec): 3 clusters Score: Raw -259258.599812 + Penalty 3633.926944 = -255624.672868 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.660000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.670000 sec): 3 clusters Score: Raw -71702.079336 + Penalty 3100.944326 = -68601.135010 nChanged 109 SP:Iteration 1F (29360.670000 sec): 3 clusters Score: Raw -71925.221498 + Penalty 3100.944326 = -68824.277172 nChanged 40 SP:Iteration 2F (29360.670000 sec): 3 clusters Score: Raw -72024.316076 + Penalty 3100.944326 = -68923.371750 nChanged 18 SP:Iteration 3Q (29360.670000 sec): 3 clusters Score: Raw -72079.669468 + Penalty 3100.944326 = -68978.725142 nChanged 12 SP:Iteration 4Q (29360.680000 sec): 3 clusters Score: Raw -72114.656544 + Penalty 3100.944326 = -69013.712218 nChanged 9 SP:Iteration 5Q (29360.680000 sec): 3 clusters Score: Raw -72139.215451 + Penalty 3100.944326 = -69038.271125 nChanged 10 SP:Iteration 6Q (29360.680000 sec): 3 clusters Score: Raw -72163.844468 + Penalty 3100.944326 = -69062.900142 nChanged 11 SP:Iteration 7Q (29360.680000 sec): 3 clusters Score: Raw -72197.986210 + Penalty 3100.944326 = -69097.041884 nChanged 9 SP:Iteration 8Q (29360.690000 sec): 3 clusters Score: Raw -72232.310099 + Penalty 3100.944326 = -69131.365773 nChanged 18 SP:Iteration 9Q (29360.690000 sec): 3 clusters Score: Raw -72271.676733 + Penalty 3100.944326 = -69170.732407 nChanged 10 SP:Iteration 10Q (29360.690000 sec): 3 clusters Score: Raw -72308.810069 + Penalty 3100.944326 = -69207.865743 nChanged 9 SP:Iteration 11Q (29360.690000 sec): 3 clusters Score: Raw -72347.757360 + Penalty 3100.944326 = -69246.813034 nChanged 7 SP:Iteration 12Q (29360.700000 sec): 3 clusters Score: Raw -72367.881902 + Penalty 3100.944326 = -69266.937576 nChanged 6 SP:Iteration 13Q (29360.700000 sec): 3 clusters Score: Raw -72405.677517 + Penalty 3100.944326 = -69304.733191 nChanged 8 SP:Iteration 14Q (29360.700000 sec): 3 clusters Score: Raw -72457.276884 + Penalty 3100.944326 = -69356.332558 nChanged 7 SP:Iteration 15Q (29360.700000 sec): 3 clusters Score: Raw -72482.764521 + Penalty 3100.944326 = -69381.820195 nChanged 9 SP:Iteration 16Q (29360.710000 sec): 3 clusters Score: Raw -72524.085770 + Penalty 3100.944326 = -69423.141444 nChanged 11 SP:Iteration 17Q (29360.710000 sec): 3 clusters Score: Raw -72560.531744 + Penalty 3100.944326 = -69459.587418 nChanged 7 SP:Iteration 18Q (29360.710000 sec): 3 clusters Score: Raw -72593.369360 + Penalty 3100.944326 = -69492.425034 nChanged 6 SP:Iteration 19Q (29360.710000 sec): 3 clusters Score: Raw -72630.353656 + Penalty 3100.944326 = -69529.409330 nChanged 5 SP:Iteration 20F (29360.710000 sec): 3 clusters Score: Raw -72666.821567 + Penalty 3100.944326 = -69565.877241 nChanged 2 SP:Iteration 21Q (29360.710000 sec): 3 clusters Score: Raw -72680.691162 + Penalty 3100.944326 = -69579.746836 nChanged 1 SP:Iteration 22Q (29360.710000 sec): 3 clusters Score: Raw -72682.348995 + Penalty 3100.944326 = -69581.404669 nChanged 1 SP:Iteration 23Q (29360.720000 sec): 3 clusters Score: Raw -72697.989213 + Penalty 3100.944326 = -69597.044887 nChanged 2 SP:Iteration 24Q (29360.720000 sec): 3 clusters Score: Raw -72700.555147 + Penalty 3100.944326 = -69599.610821 nChanged 0 SP:Iteration 25F (29360.720000 sec): 3 clusters Score: Raw -72700.555147 + Penalty 3100.944326 = -69599.610821 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.730000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.730000 sec): 3 clusters Score: Raw -85076.365356 + Penalty 3102.852021 = -81973.513335 nChanged 98 SP:Iteration 1F (29360.730000 sec): 3 clusters Score: Raw -85283.662318 + Penalty 3102.852021 = -82180.810298 nChanged 37 SP:Iteration 2F (29360.730000 sec): 3 clusters Score: Raw -85387.720834 + Penalty 3102.852021 = -82284.868814 nChanged 15 SP:Iteration 3Q (29360.740000 sec): 3 clusters Score: Raw -85432.942615 + Penalty 3102.852021 = -82330.090594 nChanged 8 SP:Iteration 4Q (29360.740000 sec): 3 clusters Score: Raw -85459.306499 + Penalty 3102.852021 = -82356.454478 nChanged 11 SP:Iteration 5Q (29360.740000 sec): 3 clusters Score: Raw -85486.858570 + Penalty 3102.852021 = -82384.006549 nChanged 7 SP:Iteration 6Q (29360.740000 sec): 3 clusters Score: Raw -85504.844504 + Penalty 3102.852021 = -82401.992483 nChanged 6 SP:Iteration 7Q (29360.750000 sec): 3 clusters Score: Raw -85515.986073 + Penalty 3102.852021 = -82413.134052 nChanged 5 SP:Iteration 8Q (29360.750000 sec): 3 clusters Score: Raw -85524.653190 + Penalty 3102.852021 = -82421.801169 nChanged 1 SP:Iteration 9Q (29360.750000 sec): 3 clusters Score: Raw -85526.197912 + Penalty 3102.852021 = -82423.345892 nChanged 1 SP:Iteration 10Q (29360.750000 sec): 3 clusters Score: Raw -85535.170861 + Penalty 3102.852021 = -82432.318840 nChanged 1 SP:Iteration 11Q (29360.750000 sec): 3 clusters Score: Raw -85544.446866 + Penalty 3102.852021 = -82441.594845 nChanged 2 SP:Iteration 12Q (29360.750000 sec): 3 clusters Score: Raw -85546.920324 + Penalty 3102.852021 = -82444.068303 nChanged 0 SP:Iteration 13F (29360.760000 sec): 3 clusters Score: Raw -85546.920324 + Penalty 3102.852021 = -82444.068303 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.770000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.770000 sec): 3 clusters Score: Raw -54125.447801 + Penalty 2880.838675 = -51244.609126 nChanged 42 SP:Iteration 1F (29360.770000 sec): 3 clusters Score: Raw -54248.345575 + Penalty 2880.838675 = -51367.506900 nChanged 10 SP:Iteration 2Q (29360.770000 sec): 3 clusters Score: Raw -54273.531941 + Penalty 2880.838675 = -51392.693266 nChanged 4 SP:Iteration 3Q (29360.770000 sec): 3 clusters Score: Raw -54281.974760 + Penalty 2880.838675 = -51401.136085 nChanged 1 SP:Iteration 4Q (29360.770000 sec): 3 clusters Score: Raw -54284.993166 + Penalty 2880.838675 = -51404.154491 nChanged 1 SP:Iteration 5Q (29360.770000 sec): 3 clusters Score: Raw -54287.045121 + Penalty 2880.838675 = -51406.206446 nChanged 1 SP:Iteration 6Q (29360.770000 sec): 3 clusters Score: Raw -54292.210055 + Penalty 2880.838675 = -51411.371379 nChanged 0 SP:Iteration 7F (29360.780000 sec): 3 clusters Score: Raw -54292.210055 + Penalty 2880.838675 = -51411.371379 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.790000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.790000 sec): 3 clusters Score: Raw -89500.345427 + Penalty 3143.942663 = -86356.402765 nChanged 108 SP:Iteration 1F (29360.790000 sec): 3 clusters Score: Raw -89711.990412 + Penalty 3143.942663 = -86568.047749 nChanged 32 SP:Iteration 2F (29360.790000 sec): 3 clusters Score: Raw -89788.963959 + Penalty 3143.942663 = -86645.021297 nChanged 17 SP:Iteration 3Q (29360.790000 sec): 3 clusters Score: Raw -89823.638453 + Penalty 3143.942663 = -86679.695790 nChanged 7 SP:Iteration 4Q (29360.800000 sec): 3 clusters Score: Raw -89842.203298 + Penalty 3143.942663 = -86698.260636 nChanged 3 SP:Iteration 5Q (29360.800000 sec): 3 clusters Score: Raw -89850.406065 + Penalty 3143.942663 = -86706.463402 nChanged 4 SP:Iteration 6Q (29360.800000 sec): 3 clusters Score: Raw -89857.270589 + Penalty 3143.942663 = -86713.327927 nChanged 2 SP:Iteration 7Q (29360.800000 sec): 3 clusters Score: Raw -89865.780991 + Penalty 3143.942663 = -86721.838329 nChanged 5 SP:Iteration 8Q (29360.810000 sec): 3 clusters Score: Raw -89879.232188 + Penalty 3143.942663 = -86735.289526 nChanged 4 SP:Iteration 9Q (29360.810000 sec): 3 clusters Score: Raw -89894.223340 + Penalty 3143.942663 = -86750.280677 nChanged 5 SP:Iteration 10Q (29360.810000 sec): 3 clusters Score: Raw -89932.332243 + Penalty 3143.942663 = -86788.389580 nChanged 9 SP:Iteration 11Q (29360.810000 sec): 3 clusters Score: Raw -90000.160785 + Penalty 3143.942663 = -86856.218122 nChanged 10 SP:Iteration 12Q (29360.810000 sec): 3 clusters Score: Raw -90093.932145 + Penalty 3143.942663 = -86949.989482 nChanged 12 SP:Iteration 13Q (29360.820000 sec): 3 clusters Score: Raw -90115.578151 + Penalty 3143.942663 = -86971.635488 nChanged 9 SP:Iteration 14Q (29360.820000 sec): 3 clusters Score: Raw -90131.101795 + Penalty 3143.942663 = -86987.159132 nChanged 6 SP:Iteration 15Q (29360.820000 sec): 3 clusters Score: Raw -90144.082535 + Penalty 3143.942663 = -87000.139872 nChanged 7 SP:Iteration 16Q (29360.820000 sec): 3 clusters Score: Raw -90159.251792 + Penalty 3143.942663 = -87015.309129 nChanged 5 SP:Iteration 17Q (29360.830000 sec): 3 clusters Score: Raw -90168.211964 + Penalty 3143.942663 = -87024.269301 nChanged 2 SP:Iteration 18Q (29360.830000 sec): 3 clusters Score: Raw -90172.165067 + Penalty 3143.942663 = -87028.222404 nChanged 3 SP:Iteration 19Q (29360.830000 sec): 3 clusters Score: Raw -90178.465542 + Penalty 3143.942663 = -87034.522879 nChanged 3 SP:Iteration 20F (29360.830000 sec): 3 clusters Score: Raw -90181.640129 + Penalty 3143.942663 = -87037.697466 nChanged 3 SP:Iteration 21Q (29360.830000 sec): 3 clusters Score: Raw -90185.576088 + Penalty 3143.942663 = -87041.633425 nChanged 1 SP:Iteration 22Q (29360.830000 sec): 3 clusters Score: Raw -90186.241140 + Penalty 3143.942663 = -87042.298477 nChanged 0 SP:Iteration 23F (29360.840000 sec): 3 clusters Score: Raw -90186.241140 + Penalty 3143.942663 = -87042.298477 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.850000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.850000 sec): 3 clusters Score: Raw -180271.249142 + Penalty 3473.520468 = -176797.728674 nChanged 285 SP:Iteration 1F (29360.860000 sec): 3 clusters Score: Raw -180541.353957 + Penalty 3473.520468 = -177067.833490 nChanged 63 SP:Iteration 2F (29360.860000 sec): 3 clusters Score: Raw -180618.254355 + Penalty 3473.520468 = -177144.733887 nChanged 36 SP:Iteration 3Q (29360.870000 sec): 3 clusters Score: Raw -180658.395975 + Penalty 3473.520468 = -177184.875507 nChanged 25 SP:Iteration 4Q (29360.870000 sec): 3 clusters Score: Raw -180690.622015 + Penalty 3473.520468 = -177217.101547 nChanged 17 SP:Iteration 5Q (29360.870000 sec): 3 clusters Score: Raw -180710.040361 + Penalty 3473.520468 = -177236.519893 nChanged 16 SP:Iteration 6Q (29360.880000 sec): 3 clusters Score: Raw -180729.627153 + Penalty 3473.520468 = -177256.106686 nChanged 11 SP:Iteration 7Q (29360.880000 sec): 3 clusters Score: Raw -180739.712863 + Penalty 3473.520468 = -177266.192396 nChanged 10 SP:Iteration 8Q (29360.890000 sec): 3 clusters Score: Raw -180750.017001 + Penalty 3473.520468 = -177276.496533 nChanged 11 SP:Iteration 9Q (29360.890000 sec): 3 clusters Score: Raw -180762.965995 + Penalty 3473.520468 = -177289.445527 nChanged 12 SP:Iteration 10Q (29360.890000 sec): 3 clusters Score: Raw -180771.582653 + Penalty 3473.520468 = -177298.062186 nChanged 3 SP:Iteration 11Q (29360.900000 sec): 3 clusters Score: Raw -180773.831176 + Penalty 3473.520468 = -177300.310709 nChanged 1 SP:Iteration 12Q (29360.910000 sec): 3 clusters Score: Raw -180774.698898 + Penalty 3473.520468 = -177301.178430 nChanged 2 SP:Iteration 13Q (29360.910000 sec): 3 clusters Score: Raw -180775.605920 + Penalty 3473.520468 = -177302.085452 nChanged 0 SP:Iteration 14F (29360.910000 sec): 3 clusters Score: Raw -180775.605920 + Penalty 3473.520468 = -177302.085452 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.920000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.920000 sec): 3 clusters Score: Raw -29255.880270 + Penalty 2630.439234 = -26625.441035 nChanged 22 SP:Iteration 1F (29360.920000 sec): 3 clusters Score: Raw -29354.686117 + Penalty 2630.439234 = -26724.246882 nChanged 9 SP:Iteration 2Q (29360.920000 sec): 3 clusters Score: Raw -29426.892265 + Penalty 2630.439234 = -26796.453030 nChanged 6 SP:Iteration 3Q (29360.930000 sec): 3 clusters Score: Raw -29465.214961 + Penalty 2630.439234 = -26834.775727 nChanged 0 SP:Iteration 4F (29360.930000 sec): 3 clusters Score: Raw -29465.214961 + Penalty 2630.439234 = -26834.775727 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29360.930000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29360.940000 sec): 3 clusters Score: Raw -117322.100115 + Penalty 3290.778145 = -114031.321970 nChanged 165 SP:Iteration 1F (29360.940000 sec): 3 clusters Score: Raw -117586.263034 + Penalty 3290.778145 = -114295.484888 nChanged 41 SP:Iteration 2F (29360.950000 sec): 3 clusters Score: Raw -117733.365532 + Penalty 3290.778145 = -114442.587386 nChanged 40 SP:Iteration 3F (29360.950000 sec): 3 clusters Score: Raw -117857.894095 + Penalty 3290.778145 = -114567.115950 nChanged 33 SP:Iteration 4Q (29360.950000 sec): 3 clusters Score: Raw -118049.654501 + Penalty 3290.778145 = -114758.876356 nChanged 41 SP:Iteration 5F (29360.950000 sec): 3 clusters Score: Raw -118178.120727 + Penalty 3290.778145 = -114887.342581 nChanged 24 SP:Iteration 6Q (29360.960000 sec): 3 clusters Score: Raw -118247.485241 + Penalty 3290.778145 = -114956.707096 nChanged 27 SP:Iteration 7Q (29360.960000 sec): 3 clusters Score: Raw -118337.017419 + Penalty 3290.778145 = -115046.239274 nChanged 21 SP:Iteration 8Q (29360.960000 sec): 3 clusters Score: Raw -118414.484817 + Penalty 3290.778145 = -115123.706671 nChanged 21 SP:Iteration 9Q (29360.970000 sec): 3 clusters Score: Raw -118471.872994 + Penalty 3290.778145 = -115181.094849 nChanged 13 SP:Iteration 10Q (29360.970000 sec): 3 clusters Score: Raw -118506.214918 + Penalty 3290.778145 = -115215.436773 nChanged 12 SP:Iteration 11Q (29360.970000 sec): 3 clusters Score: Raw -118535.216007 + Penalty 3290.778145 = -115244.437862 nChanged 11 SP:Iteration 12Q (29360.970000 sec): 3 clusters Score: Raw -118571.583212 + Penalty 3290.778145 = -115280.805067 nChanged 4 SP:Iteration 13Q (29360.970000 sec): 3 clusters Score: Raw -118581.481144 + Penalty 3290.778145 = -115290.702999 nChanged 5 SP:Iteration 14Q (29360.980000 sec): 3 clusters Score: Raw -118594.865572 + Penalty 3290.778145 = -115304.087426 nChanged 7 SP:Iteration 15Q (29360.980000 sec): 3 clusters Score: Raw -118615.667995 + Penalty 3290.778145 = -115324.889850 nChanged 8 SP:Iteration 16Q (29360.980000 sec): 3 clusters Score: Raw -118639.835667 + Penalty 3290.778145 = -115349.057521 nChanged 7 SP:Iteration 17Q (29360.990000 sec): 3 clusters Score: Raw -118666.174315 + Penalty 3290.778145 = -115375.396169 nChanged 10 SP:Iteration 18Q (29360.990000 sec): 3 clusters Score: Raw -118698.495377 + Penalty 3290.778145 = -115407.717231 nChanged 5 SP:Iteration 19Q (29360.990000 sec): 3 clusters Score: Raw -118706.911128 + Penalty 3290.778145 = -115416.132983 nChanged 1 SP:Iteration 20F (29360.990000 sec): 3 clusters Score: Raw -118709.572240 + Penalty 3290.778145 = -115418.794094 nChanged 1 SP:Iteration 21Q (29360.990000 sec): 3 clusters Score: Raw -118713.575756 + Penalty 3290.778145 = -115422.797611 nChanged 0 SP:Iteration 22F (29361.000000 sec): 3 clusters Score: Raw -118713.575756 + Penalty 3290.778145 = -115422.797611 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.010000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.010000 sec): 3 clusters Score: Raw -127594.090927 + Penalty 3297.896337 = -124296.194590 nChanged 178 SP:Iteration 1F (29361.010000 sec): 3 clusters Score: Raw -127845.476868 + Penalty 3297.896337 = -124547.580531 nChanged 46 SP:Iteration 2F (29361.020000 sec): 3 clusters Score: Raw -127909.670683 + Penalty 3297.896337 = -124611.774346 nChanged 10 SP:Iteration 3Q (29361.020000 sec): 3 clusters Score: Raw -127929.998429 + Penalty 3297.896337 = -124632.102092 nChanged 11 SP:Iteration 4Q (29361.020000 sec): 3 clusters Score: Raw -127942.892551 + Penalty 3297.896337 = -124644.996214 nChanged 4 SP:Iteration 5Q (29361.030000 sec): 3 clusters Score: Raw -127947.591135 + Penalty 3297.896337 = -124649.694798 nChanged 0 SP:Iteration 6F (29361.030000 sec): 3 clusters Score: Raw -127947.591135 + Penalty 3297.896337 = -124649.694798 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.040000 sec): 2 clusters Score: Raw -33831.535855 + Penalty 1345.387604 = -32486.148251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.040000 sec): 3 clusters Score: Raw -34242.703022 + Penalty 2690.775209 = -31551.927814 nChanged 44 SP:Iteration 1F (29361.040000 sec): 3 clusters Score: Raw -34425.272987 + Penalty 2690.775209 = -31734.497779 nChanged 7 SP:Iteration 2Q (29361.040000 sec): 3 clusters Score: Raw -34440.825304 + Penalty 2690.775209 = -31750.050095 nChanged 1 SP:Iteration 3Q (29361.040000 sec): 3 clusters Score: Raw -34444.163304 + Penalty 2690.775209 = -31753.388095 nChanged 1 SP:Iteration 4Q (29361.040000 sec): 3 clusters Score: Raw -34446.453846 + Penalty 2690.775209 = -31755.678637 nChanged 0 SP:Iteration 5F (29361.040000 sec): 3 clusters Score: Raw -34446.453846 + Penalty 2690.775209 = -31755.678637 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.050000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.050000 sec): 3 clusters Score: Raw -23260.744035 + Penalty 2817.365614 = -20443.378421 nChanged 58 SP:Iteration 1F (29361.050000 sec): 3 clusters Score: Raw -23498.442033 + Penalty 2817.365614 = -20681.076419 nChanged 20 SP:Iteration 2F (29361.050000 sec): 3 clusters Score: Raw -23602.665181 + Penalty 2817.365614 = -20785.299567 nChanged 4 SP:Iteration 3Q (29361.060000 sec): 3 clusters Score: Raw -23616.553189 + Penalty 2817.365614 = -20799.187575 nChanged 2 SP:Iteration 4Q (29361.060000 sec): 3 clusters Score: Raw -23634.599553 + Penalty 2817.365614 = -20817.233939 nChanged 4 SP:Iteration 5Q (29361.060000 sec): 3 clusters Score: Raw -23663.831424 + Penalty 2817.365614 = -20846.465810 nChanged 1 SP:Iteration 6Q (29361.060000 sec): 3 clusters Score: Raw -23666.274499 + Penalty 2817.365614 = -20848.908885 nChanged 0 SP:Iteration 7F (29361.060000 sec): 3 clusters Score: Raw -23666.274499 + Penalty 2817.365614 = -20848.908885 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.070000 sec): 2 clusters Score: Raw -52517.657072 + Penalty 1463.853067 = -51053.804006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.070000 sec): 3 clusters Score: Raw -52730.348219 + Penalty 2927.706133 = -49802.642086 nChanged 72 SP:Iteration 1F (29361.070000 sec): 3 clusters Score: Raw -52920.502578 + Penalty 2927.706133 = -49992.796444 nChanged 15 SP:Iteration 2Q (29361.070000 sec): 3 clusters Score: Raw -52964.076312 + Penalty 2927.706133 = -50036.370178 nChanged 7 SP:Iteration 3Q (29361.070000 sec): 3 clusters Score: Raw -52985.942373 + Penalty 2927.706133 = -50058.236239 nChanged 6 SP:Iteration 4Q (29361.080000 sec): 3 clusters Score: Raw -52996.164520 + Penalty 2927.706133 = -50068.458387 nChanged 2 SP:Iteration 5Q (29361.080000 sec): 3 clusters Score: Raw -52998.603259 + Penalty 2927.706133 = -50070.897125 nChanged 1 SP:Iteration 6Q (29361.080000 sec): 3 clusters Score: Raw -52999.283304 + Penalty 2927.706133 = -50071.577170 nChanged 0 SP:Iteration 7F (29361.080000 sec): 3 clusters Score: Raw -52999.283304 + Penalty 2927.706133 = -50071.577170 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.090000 sec): 2 clusters Score: Raw -76050.003428 + Penalty 1529.544090 = -74520.459338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.090000 sec): 3 clusters Score: Raw -76112.511351 + Penalty 3059.088179 = -73053.423171 nChanged 95 SP:Iteration 1F (29361.090000 sec): 3 clusters Score: Raw -76301.732253 + Penalty 3059.088179 = -73242.644073 nChanged 30 SP:Iteration 2F (29361.090000 sec): 3 clusters Score: Raw -76376.651318 + Penalty 3059.088179 = -73317.563138 nChanged 19 SP:Iteration 3Q (29361.100000 sec): 3 clusters Score: Raw -76444.725027 + Penalty 3059.088179 = -73385.636848 nChanged 10 SP:Iteration 4Q (29361.100000 sec): 3 clusters Score: Raw -76482.297433 + Penalty 3059.088179 = -73423.209253 nChanged 10 SP:Iteration 5Q (29361.100000 sec): 3 clusters Score: Raw -76512.565574 + Penalty 3059.088179 = -73453.477395 nChanged 9 SP:Iteration 6Q (29361.100000 sec): 3 clusters Score: Raw -76526.728146 + Penalty 3059.088179 = -73467.639966 nChanged 5 SP:Iteration 7Q (29361.110000 sec): 3 clusters Score: Raw -76533.415984 + Penalty 3059.088179 = -73474.327805 nChanged 3 SP:Iteration 8Q (29361.110000 sec): 3 clusters Score: Raw -76539.642443 + Penalty 3059.088179 = -73480.554263 nChanged 2 SP:Iteration 9Q (29361.110000 sec): 3 clusters Score: Raw -76542.780765 + Penalty 3059.088179 = -73483.692585 nChanged 0 SP:Iteration 10F (29361.110000 sec): 3 clusters Score: Raw -76542.780765 + Penalty 3059.088179 = -73483.692585 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.120000 sec): 2 clusters Score: Raw -45131.666276 + Penalty 1461.127765 = -43670.538511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.120000 sec): 3 clusters Score: Raw -45613.257427 + Penalty 2922.255529 = -42691.001898 nChanged 108 SP:Iteration 1F (29361.120000 sec): 3 clusters Score: Raw -46079.014800 + Penalty 2922.255529 = -43156.759271 nChanged 40 SP:Iteration 2F (29361.120000 sec): 3 clusters Score: Raw -46248.214027 + Penalty 2922.255529 = -43325.958498 nChanged 16 SP:Iteration 3Q (29361.130000 sec): 3 clusters Score: Raw -46289.957811 + Penalty 2922.255529 = -43367.702282 nChanged 9 SP:Iteration 4Q (29361.130000 sec): 3 clusters Score: Raw -46352.837929 + Penalty 2922.255529 = -43430.582400 nChanged 7 SP:Iteration 5Q (29361.130000 sec): 3 clusters Score: Raw -46454.286142 + Penalty 2922.255529 = -43532.030613 nChanged 5 SP:Iteration 6Q (29361.130000 sec): 3 clusters Score: Raw -46470.900572 + Penalty 2922.255529 = -43548.645043 nChanged 1 SP:Iteration 7Q (29361.130000 sec): 3 clusters Score: Raw -46479.136189 + Penalty 2922.255529 = -43556.880660 nChanged 0 SP:Iteration 8F (29361.130000 sec): 3 clusters Score: Raw -46479.136189 + Penalty 2922.255529 = -43556.880660 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.140000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.140000 sec): 3 clusters Score: Raw -33293.022015 + Penalty 2659.200914 = -30633.821101 nChanged 27 SP:Iteration 1F (29361.140000 sec): 3 clusters Score: Raw -33435.401463 + Penalty 2659.200914 = -30776.200549 nChanged 3 SP:Iteration 2Q (29361.140000 sec): 3 clusters Score: Raw -33463.281945 + Penalty 2659.200914 = -30804.081031 nChanged 1 SP:Iteration 3Q (29361.140000 sec): 3 clusters Score: Raw -33467.307978 + Penalty 2659.200914 = -30808.107064 nChanged 2 SP:Iteration 4Q (29361.140000 sec): 3 clusters Score: Raw -33484.158769 + Penalty 2659.200914 = -30824.957855 nChanged 0 SP:Iteration 5F (29361.140000 sec): 3 clusters Score: Raw -33484.158769 + Penalty 2659.200914 = -30824.957855 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.150000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.150000 sec): 3 clusters Score: Raw -41227.967416 + Penalty 2911.171269 = -38316.796147 nChanged 51 SP:Iteration 1F (29361.150000 sec): 3 clusters Score: Raw -41437.067898 + Penalty 2911.171269 = -38525.896629 nChanged 23 SP:Iteration 2F (29361.160000 sec): 3 clusters Score: Raw -41531.266204 + Penalty 2911.171269 = -38620.094935 nChanged 17 SP:Iteration 3Q (29361.160000 sec): 3 clusters Score: Raw -41595.013980 + Penalty 2911.171269 = -38683.842711 nChanged 4 SP:Iteration 4Q (29361.160000 sec): 3 clusters Score: Raw -41622.241016 + Penalty 2911.171269 = -38711.069747 nChanged 6 SP:Iteration 5Q (29361.160000 sec): 3 clusters Score: Raw -41669.744212 + Penalty 2911.171269 = -38758.572943 nChanged 5 SP:Iteration 6Q (29361.160000 sec): 3 clusters Score: Raw -41697.568277 + Penalty 2911.171269 = -38786.397008 nChanged 3 SP:Iteration 7Q (29361.160000 sec): 3 clusters Score: Raw -41703.148971 + Penalty 2911.171269 = -38791.977702 nChanged 1 SP:Iteration 8Q (29361.170000 sec): 3 clusters Score: Raw -41711.142789 + Penalty 2911.171269 = -38799.971520 nChanged 1 SP:Iteration 9Q (29361.170000 sec): 3 clusters Score: Raw -41717.725921 + Penalty 2911.171269 = -38806.554652 nChanged 0 SP:Iteration 10F (29361.170000 sec): 3 clusters Score: Raw -41717.725921 + Penalty 2911.171269 = -38806.554652 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (29361.170000 sec): 2 clusters Score: Raw -34630.336358 + Penalty 1360.229640 = -33270.106718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (29361.180000 sec): 3 clusters Score: Raw -34793.468060 + Penalty 2720.459279 = -32073.008781 nChanged 26 SP:Iteration 1F (29361.180000 sec): 3 clusters Score: Raw -34887.340757 + Penalty 2720.459279 = -32166.881478 nChanged 1 SP:Iteration 2Q (29361.180000 sec): 3 clusters Score: Raw -34896.326130 + Penalty 2720.459279 = -32175.866851 nChanged 2 SP:Iteration 3Q (29361.180000 sec): 3 clusters Score: Raw -34903.633820 + Penalty 2720.459279 = -32183.174541 nChanged 2 SP:Iteration 4Q (29361.180000 sec): 3 clusters Score: Raw -34909.362028 + Penalty 2720.459279 = -32188.902749 nChanged 0 SP:Iteration 5F (29361.180000 sec): 3 clusters Score: Raw -34909.362028 + Penalty 2720.459279 = -32188.902749 nChanged 0 Iteration 499Q (29402.180000 sec): 63 clusters Score: Raw -378646973.541229 + Penalty 224448.046958 = -378422525.494271 nChanged 12 Iteration 500F (29598.340000 sec): 63 clusters Score: Raw -378647232.053881 + Penalty 224448.046958 = -378422784.006923 nChanged 17 Iteration 501Q (29639.380000 sec): 63 clusters Score: Raw -378647400.792591 + Penalty 224448.046958 = -378422952.745632 nChanged 13 Iteration 502Q (29680.470000 sec): 63 clusters Score: Raw -378647419.737574 + Penalty 224448.046958 = -378422971.690616 nChanged 17 Iteration 503Q (29721.640000 sec): 63 clusters Score: Raw -378647419.944057 + Penalty 224448.046958 = -378422971.897098 nChanged 14 Iteration 504Q (29762.790000 sec): 63 clusters Score: Raw -378647420.080071 + Penalty 224448.046958 = -378422972.033113 nChanged 15 Iteration 505Q (29803.950000 sec): 63 clusters Score: Raw -378647420.356613 + Penalty 224448.046958 = -378422972.309655 nChanged 20 Iteration 506Q (29845.110000 sec): 63 clusters Score: Raw -378647420.740538 + Penalty 224448.046958 = -378422972.693579 nChanged 20 Iteration 507Q (29886.260000 sec): 63 clusters Score: Raw -378647420.980616 + Penalty 224448.046958 = -378422972.933658 nChanged 19 Iteration 508Q (29927.410000 sec): 63 clusters Score: Raw -378647421.464424 + Penalty 224448.046958 = -378422973.417466 nChanged 24 Iteration 509Q (29968.560000 sec): 63 clusters Score: Raw -378647421.592658 + Penalty 224448.046958 = -378422973.545700 nChanged 16 Iteration 510Q (30009.700000 sec): 63 clusters Score: Raw -378647421.701590 + Penalty 224448.046958 = -378422973.654632 nChanged 14 Iteration 511Q (30050.850000 sec): 63 clusters Score: Raw -378647421.865933 + Penalty 224448.046958 = -378422973.818975 nChanged 12 Iteration 512Q (30091.980000 sec): 63 clusters Score: Raw -378647422.036625 + Penalty 224448.046958 = -378422973.989667 nChanged 16 Iteration 513Q (30133.110000 sec): 63 clusters Score: Raw -378647422.279049 + Penalty 224448.046958 = -378422974.232091 nChanged 20 Iteration 514Q (30174.260000 sec): 63 clusters Score: Raw -378647422.533074 + Penalty 224448.046958 = -378422974.486115 nChanged 24 Iteration 515Q (30215.420000 sec): 63 clusters Score: Raw -378647423.362016 + Penalty 224448.046958 = -378422975.315058 nChanged 18 Iteration 516Q (30256.580000 sec): 63 clusters Score: Raw -378647424.214700 + Penalty 224448.046958 = -378422976.167742 nChanged 11 Iteration 517Q (30297.740000 sec): 63 clusters Score: Raw -378647424.333312 + Penalty 224448.046958 = -378422976.286354 nChanged 9 Iteration 518Q (30338.900000 sec): 63 clusters Score: Raw -378647424.481306 + Penalty 224448.046958 = -378422976.434348 nChanged 3 Iteration 519Q (30380.040000 sec): 63 clusters Score: Raw -378647424.528345 + Penalty 224448.046958 = -378422976.481387 nChanged 7 Iteration 520F (30576.200000 sec): 63 clusters Score: Raw -378647745.096291 + Penalty 224448.046958 = -378423297.049333 nChanged 15 Iteration 521Q (30617.260000 sec): 63 clusters Score: Raw -378648093.814667 + Penalty 224448.046958 = -378423645.767709 nChanged 17 Iteration 522Q (30658.290000 sec): 63 clusters Score: Raw -378648108.027928 + Penalty 224448.046958 = -378423659.980969 nChanged 16 Iteration 523Q (30699.320000 sec): 63 clusters Score: Raw -378648114.626207 + Penalty 224448.046958 = -378423666.579248 nChanged 10 Iteration 524Q (30740.310000 sec): 63 clusters Score: Raw -378648119.982818 + Penalty 224448.046958 = -378423671.935859 nChanged 4 Iteration 525Q (30781.330000 sec): 63 clusters Score: Raw -378648120.014152 + Penalty 224448.046958 = -378423671.967194 nChanged 1 Iteration 526Q (30822.330000 sec): 63 clusters Score: Raw -378648120.016201 + Penalty 224448.046958 = -378423671.969243 nChanged 2 Iteration 527Q (30863.330000 sec): 63 clusters Score: Raw -378648120.019974 + Penalty 224448.046958 = -378423671.973015 nChanged 2 Iteration 528Q (30904.330000 sec): 63 clusters Score: Raw -378648120.023232 + Penalty 224448.046958 = -378423671.976273 nChanged 2 Iteration 529Q (30945.360000 sec): 63 clusters Score: Raw -378648120.028281 + Penalty 224448.046958 = -378423671.981322 nChanged 3 Iteration 530Q (30986.400000 sec): 63 clusters Score: Raw -378648120.045558 + Penalty 224448.046958 = -378423671.998599 nChanged 1 Iteration 531Q (31027.420000 sec): 63 clusters Score: Raw -378648120.047402 + Penalty 224448.046958 = -378423672.000443 nChanged 0 Iteration 532F (31223.740000 sec): 63 clusters Score: Raw -378648228.115737 + Penalty 224448.046958 = -378423780.068779 nChanged 1 Iteration 533Q (31264.830000 sec): 63 clusters Score: Raw -378648234.844495 + Penalty 224448.046958 = -378423786.797536 nChanged 0 Iteration 534F (31461.060000 sec): 63 clusters Score: Raw -378648234.844495 + Penalty 224448.046958 = -378423786.797536 nChanged 0 Compute initial score before splitting: Score: Raw -378648234.844495 + Penalty 224448.046958 = -378423786.797536 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31461.170000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31461.170000 sec): 3 clusters Score: Raw -81512.728006 + Penalty 3104.752406 = -78407.975599 nChanged 84 SP:Iteration 1F (31461.170000 sec): 3 clusters Score: Raw -81684.013771 + Penalty 3104.752406 = -78579.261365 nChanged 21 SP:Iteration 2Q (31461.180000 sec): 3 clusters Score: Raw -81722.839328 + Penalty 3104.752406 = -78618.086922 nChanged 11 SP:Iteration 3Q (31461.180000 sec): 3 clusters Score: Raw -81747.592289 + Penalty 3104.752406 = -78642.839883 nChanged 5 SP:Iteration 4Q (31461.180000 sec): 3 clusters Score: Raw -81757.787846 + Penalty 3104.752406 = -78653.035440 nChanged 2 SP:Iteration 5Q (31461.180000 sec): 3 clusters Score: Raw -81760.198459 + Penalty 3104.752406 = -78655.446053 nChanged 0 SP:Iteration 6F (31461.180000 sec): 3 clusters Score: Raw -81760.198459 + Penalty 3104.752406 = -78655.446053 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31461.190000 sec): 2 clusters Score: Raw -67242.775360 + Penalty 1509.520132 = -65733.255228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31461.190000 sec): 3 clusters Score: Raw -67345.519037 + Penalty 3019.040265 = -64326.478773 nChanged 75 SP:Iteration 1F (31461.200000 sec): 3 clusters Score: Raw -67535.223914 + Penalty 3019.040265 = -64516.183649 nChanged 27 SP:Iteration 2F (31461.200000 sec): 3 clusters Score: Raw -67658.691724 + Penalty 3019.040265 = -64639.651460 nChanged 17 SP:Iteration 3Q (31461.200000 sec): 3 clusters Score: Raw -67763.473241 + Penalty 3019.040265 = -64744.432977 nChanged 13 SP:Iteration 4Q (31461.200000 sec): 3 clusters Score: Raw -67831.284212 + Penalty 3019.040265 = -64812.243947 nChanged 9 SP:Iteration 5Q (31461.200000 sec): 3 clusters Score: Raw -67861.492008 + Penalty 3019.040265 = -64842.451743 nChanged 5 SP:Iteration 6Q (31461.200000 sec): 3 clusters Score: Raw -67874.633613 + Penalty 3019.040265 = -64855.593349 nChanged 2 SP:Iteration 7Q (31461.200000 sec): 3 clusters Score: Raw -67880.996599 + Penalty 3019.040265 = -64861.956334 nChanged 1 SP:Iteration 8Q (31461.210000 sec): 3 clusters Score: Raw -67882.787293 + Penalty 3019.040265 = -64863.747029 nChanged 0 SP:Iteration 9F (31461.210000 sec): 3 clusters Score: Raw -67882.787293 + Penalty 3019.040265 = -64863.747029 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (223881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31462.000000 sec): 2 clusters Score: Raw -41618411.334239 + Penalty 3055.079745 = -41615356.254494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31462.930000 sec): 3 clusters Score: Raw -41471295.111281 + Penalty 6110.159490 = -41465184.951791 nChanged 107651 SP:Iteration 1F (31463.850000 sec): 3 clusters Score: Raw -41533924.387460 + Penalty 6110.159490 = -41527814.227970 nChanged 5545 SP:Iteration 2Q (31464.790000 sec): 3 clusters Score: Raw -41534949.333196 + Penalty 6110.159490 = -41528839.173706 nChanged 5832 SP:Iteration 3Q (31465.730000 sec): 3 clusters Score: Raw -41536173.163080 + Penalty 6110.159490 = -41530063.003590 nChanged 6425 SP:Iteration 4Q (31466.670000 sec): 3 clusters Score: Raw -41537752.864514 + Penalty 6110.159490 = -41531642.705024 nChanged 7217 SP:Iteration 5Q (31467.620000 sec): 3 clusters Score: Raw -41539925.993644 + Penalty 6110.159490 = -41533815.834154 nChanged 8431 SP:Iteration 6Q (31468.550000 sec): 3 clusters Score: Raw -41543165.041031 + Penalty 6110.159490 = -41537054.881541 nChanged 10453 SP:Iteration 7Q (31469.490000 sec): 3 clusters Score: Raw -41548674.018124 + Penalty 6110.159490 = -41542563.858634 nChanged 13235 SP:Iteration 8F (31470.410000 sec): 3 clusters Score: Raw -41557453.392075 + Penalty 6110.159490 = -41551343.232585 nChanged 15323 SP:Iteration 9F (31471.330000 sec): 3 clusters Score: Raw -41569618.289269 + Penalty 6110.159490 = -41563508.129779 nChanged 15320 SP:Iteration 10F (31472.250000 sec): 3 clusters Score: Raw -41582741.213717 + Penalty 6110.159490 = -41576631.054227 nChanged 12880 SP:Iteration 11F (31473.180000 sec): 3 clusters Score: Raw -41593882.334634 + Penalty 6110.159490 = -41587772.175144 nChanged 9779 SP:Iteration 12Q (31474.000000 sec): 3 clusters Score: Raw -41602023.940002 + Penalty 6110.159490 = -41595913.780512 nChanged 7052 SP:Iteration 13Q (31474.780000 sec): 3 clusters Score: Raw -41607717.561021 + Penalty 6110.159490 = -41601607.401531 nChanged 5140 SP:Iteration 14Q (31475.520000 sec): 3 clusters Score: Raw -41611753.423496 + Penalty 6110.159490 = -41605643.264006 nChanged 3589 SP:Iteration 15Q (31476.210000 sec): 3 clusters Score: Raw -41614502.867567 + Penalty 6110.159490 = -41608392.708077 nChanged 2425 SP:Iteration 16Q (31476.880000 sec): 3 clusters Score: Raw -41616301.128864 + Penalty 6110.159490 = -41610190.969374 nChanged 1488 SP:Iteration 17Q (31477.540000 sec): 3 clusters Score: Raw -41617374.621965 + Penalty 6110.159490 = -41611264.462475 nChanged 842 SP:Iteration 18Q (31478.180000 sec): 3 clusters Score: Raw -41617961.846119 + Penalty 6110.159490 = -41611851.686629 nChanged 460 SP:Iteration 19Q (31478.820000 sec): 3 clusters Score: Raw -41618276.827588 + Penalty 6110.159490 = -41612166.668098 nChanged 293 SP:Iteration 20F (31479.720000 sec): 3 clusters Score: Raw -41618485.075273 + Penalty 6110.159490 = -41612374.915783 nChanged 180 SP:Iteration 21Q (31480.360000 sec): 3 clusters Score: Raw -41618601.023758 + Penalty 6110.159490 = -41612490.864268 nChanged 105 SP:Iteration 22Q (31480.980000 sec): 3 clusters Score: Raw -41618667.743161 + Penalty 6110.159490 = -41612557.583671 nChanged 63 SP:Iteration 23Q (31481.610000 sec): 3 clusters Score: Raw -41618710.641069 + Penalty 6110.159490 = -41612600.481578 nChanged 42 SP:Iteration 24Q (31482.240000 sec): 3 clusters Score: Raw -41618741.287902 + Penalty 6110.159490 = -41612631.128412 nChanged 46 SP:Iteration 25Q (31482.860000 sec): 3 clusters Score: Raw -41618770.380866 + Penalty 6110.159490 = -41612660.221375 nChanged 25 SP:Iteration 26Q (31483.490000 sec): 3 clusters Score: Raw -41618788.002384 + Penalty 6110.159490 = -41612677.842894 nChanged 24 SP:Iteration 27Q (31484.110000 sec): 3 clusters Score: Raw -41618804.824139 + Penalty 6110.159490 = -41612694.664649 nChanged 17 SP:Iteration 28Q (31484.740000 sec): 3 clusters Score: Raw -41618813.643083 + Penalty 6110.159490 = -41612703.483593 nChanged 13 SP:Iteration 29Q (31485.360000 sec): 3 clusters Score: Raw -41618821.603960 + Penalty 6110.159490 = -41612711.444470 nChanged 11 SP:Iteration 30Q (31485.990000 sec): 3 clusters Score: Raw -41618827.646219 + Penalty 6110.159490 = -41612717.486729 nChanged 11 SP:Iteration 31Q (31486.610000 sec): 3 clusters Score: Raw -41618834.021343 + Penalty 6110.159490 = -41612723.861853 nChanged 9 SP:Iteration 32Q (31487.240000 sec): 3 clusters Score: Raw -41618839.224395 + Penalty 6110.159490 = -41612729.064905 nChanged 7 SP:Iteration 33Q (31487.860000 sec): 3 clusters Score: Raw -41618842.862175 + Penalty 6110.159490 = -41612732.702685 nChanged 2 SP:Iteration 34Q (31488.490000 sec): 3 clusters Score: Raw -41618843.823633 + Penalty 6110.159490 = -41612733.664142 nChanged 5 SP:Iteration 35Q (31489.110000 sec): 3 clusters Score: Raw -41618847.158725 + Penalty 6110.159490 = -41612736.999235 nChanged 5 SP:Iteration 36Q (31489.730000 sec): 3 clusters Score: Raw -41618849.974984 + Penalty 6110.159490 = -41612739.815493 nChanged 6 SP:Iteration 37Q (31490.360000 sec): 3 clusters Score: Raw -41618854.018208 + Penalty 6110.159490 = -41612743.858718 nChanged 2 SP:Iteration 38Q (31490.990000 sec): 3 clusters Score: Raw -41618854.972093 + Penalty 6110.159490 = -41612744.812603 nChanged 0 SP:Iteration 39F (31491.890000 sec): 3 clusters Score: Raw -41618854.972093 + Penalty 6110.159490 = -41612744.812603 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31491.980000 sec): 2 clusters Score: Raw -399885.178190 + Penalty 1912.464147 = -397972.714043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31491.990000 sec): 3 clusters Score: Raw -399064.454007 + Penalty 3824.928294 = -395239.525713 nChanged 733 SP:Iteration 1F (31492.000000 sec): 3 clusters Score: Raw -399602.576759 + Penalty 3824.928294 = -395777.648465 nChanged 163 SP:Iteration 2F (31492.010000 sec): 3 clusters Score: Raw -399750.000800 + Penalty 3824.928294 = -395925.072506 nChanged 92 SP:Iteration 3Q (31492.020000 sec): 3 clusters Score: Raw -399841.259599 + Penalty 3824.928294 = -396016.331305 nChanged 75 SP:Iteration 4Q (31492.030000 sec): 3 clusters Score: Raw -399913.124031 + Penalty 3824.928294 = -396088.195738 nChanged 63 SP:Iteration 5Q (31492.030000 sec): 3 clusters Score: Raw -399967.086093 + Penalty 3824.928294 = -396142.157799 nChanged 55 SP:Iteration 6Q (31492.040000 sec): 3 clusters Score: Raw -400016.518889 + Penalty 3824.928294 = -396191.590595 nChanged 52 SP:Iteration 7Q (31492.050000 sec): 3 clusters Score: Raw -400074.595309 + Penalty 3824.928294 = -396249.667015 nChanged 56 SP:Iteration 8Q (31492.060000 sec): 3 clusters Score: Raw -400131.813877 + Penalty 3824.928294 = -396306.885583 nChanged 65 SP:Iteration 9Q (31492.070000 sec): 3 clusters Score: Raw -400219.024658 + Penalty 3824.928294 = -396394.096364 nChanged 111 SP:Iteration 10Q (31492.080000 sec): 3 clusters Score: Raw -400354.816404 + Penalty 3824.928294 = -396529.888110 nChanged 103 SP:Iteration 11Q (31492.090000 sec): 3 clusters Score: Raw -400510.383493 + Penalty 3824.928294 = -396685.455199 nChanged 111 SP:Iteration 12Q (31492.090000 sec): 3 clusters Score: Raw -400672.451366 + Penalty 3824.928294 = -396847.523073 nChanged 69 SP:Iteration 13Q (31492.100000 sec): 3 clusters Score: Raw -400761.122041 + Penalty 3824.928294 = -396936.193747 nChanged 53 SP:Iteration 14Q (31492.110000 sec): 3 clusters Score: Raw -400828.391264 + Penalty 3824.928294 = -397003.462970 nChanged 35 SP:Iteration 15Q (31492.120000 sec): 3 clusters Score: Raw -400866.020339 + Penalty 3824.928294 = -397041.092045 nChanged 25 SP:Iteration 16Q (31492.130000 sec): 3 clusters Score: Raw -400894.545711 + Penalty 3824.928294 = -397069.617417 nChanged 15 SP:Iteration 17Q (31492.130000 sec): 3 clusters Score: Raw -400908.959052 + Penalty 3824.928294 = -397084.030759 nChanged 11 SP:Iteration 18Q (31492.140000 sec): 3 clusters Score: Raw -400919.730614 + Penalty 3824.928294 = -397094.802320 nChanged 6 SP:Iteration 19Q (31492.150000 sec): 3 clusters Score: Raw -400937.653931 + Penalty 3824.928294 = -397112.725637 nChanged 13 SP:Iteration 20F (31492.160000 sec): 3 clusters Score: Raw -400985.996134 + Penalty 3824.928294 = -397161.067840 nChanged 14 SP:Iteration 21Q (31492.170000 sec): 3 clusters Score: Raw -401056.100562 + Penalty 3824.928294 = -397231.172268 nChanged 26 SP:Iteration 22Q (31492.170000 sec): 3 clusters Score: Raw -401111.729535 + Penalty 3824.928294 = -397286.801241 nChanged 23 SP:Iteration 23Q (31492.180000 sec): 3 clusters Score: Raw -401139.825606 + Penalty 3824.928294 = -397314.897313 nChanged 19 SP:Iteration 24Q (31492.190000 sec): 3 clusters Score: Raw -401160.960681 + Penalty 3824.928294 = -397336.032387 nChanged 21 SP:Iteration 25Q (31492.200000 sec): 3 clusters Score: Raw -401181.795580 + Penalty 3824.928294 = -397356.867286 nChanged 10 SP:Iteration 26Q (31492.210000 sec): 3 clusters Score: Raw -401191.855622 + Penalty 3824.928294 = -397366.927328 nChanged 13 SP:Iteration 27Q (31492.210000 sec): 3 clusters Score: Raw -401201.832237 + Penalty 3824.928294 = -397376.903943 nChanged 5 SP:Iteration 28Q (31492.220000 sec): 3 clusters Score: Raw -401205.393584 + Penalty 3824.928294 = -397380.465290 nChanged 1 SP:Iteration 29Q (31492.230000 sec): 3 clusters Score: Raw -401205.837645 + Penalty 3824.928294 = -397380.909351 nChanged 0 SP:Iteration 30F (31492.240000 sec): 3 clusters Score: Raw -401205.837645 + Penalty 3824.928294 = -397380.909351 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31492.250000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31492.250000 sec): 3 clusters Score: Raw -50841.654383 + Penalty 2868.777290 = -47972.877093 nChanged 52 SP:Iteration 1F (31492.250000 sec): 3 clusters Score: Raw -51040.156003 + Penalty 2868.777290 = -48171.378712 nChanged 14 SP:Iteration 2Q (31492.250000 sec): 3 clusters Score: Raw -51076.984388 + Penalty 2868.777290 = -48208.207097 nChanged 9 SP:Iteration 3Q (31492.250000 sec): 3 clusters Score: Raw -51103.119623 + Penalty 2868.777290 = -48234.342333 nChanged 2 SP:Iteration 4Q (31492.250000 sec): 3 clusters Score: Raw -51105.641105 + Penalty 2868.777290 = -48236.863814 nChanged 0 SP:Iteration 5F (31492.250000 sec): 3 clusters Score: Raw -51105.641105 + Penalty 2868.777290 = -48236.863814 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31492.280000 sec): 2 clusters Score: Raw -998815.089249 + Penalty 2156.278085 = -996658.811164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31492.310000 sec): 3 clusters Score: Raw -995809.007991 + Penalty 4312.556169 = -991496.451822 nChanged 2314 SP:Iteration 1F (31492.330000 sec): 3 clusters Score: Raw -997132.709977 + Penalty 4312.556169 = -992820.153807 nChanged 476 SP:Iteration 2F (31492.350000 sec): 3 clusters Score: Raw -997408.056285 + Penalty 4312.556169 = -993095.500116 nChanged 315 SP:Iteration 3F (31492.380000 sec): 3 clusters Score: Raw -997575.872226 + Penalty 4312.556169 = -993263.316056 nChanged 245 SP:Iteration 4Q (31492.400000 sec): 3 clusters Score: Raw -997716.627781 + Penalty 4312.556169 = -993404.071611 nChanged 222 SP:Iteration 5Q (31492.420000 sec): 3 clusters Score: Raw -997846.293211 + Penalty 4312.556169 = -993533.737042 nChanged 222 SP:Iteration 6Q (31492.450000 sec): 3 clusters Score: Raw -997966.216246 + Penalty 4312.556169 = -993653.660077 nChanged 208 SP:Iteration 7Q (31492.470000 sec): 3 clusters Score: Raw -998085.672830 + Penalty 4312.556169 = -993773.116661 nChanged 206 SP:Iteration 8Q (31492.490000 sec): 3 clusters Score: Raw -998202.713528 + Penalty 4312.556169 = -993890.157358 nChanged 188 SP:Iteration 9Q (31492.520000 sec): 3 clusters Score: Raw -998309.722370 + Penalty 4312.556169 = -993997.166200 nChanged 164 SP:Iteration 10Q (31492.540000 sec): 3 clusters Score: Raw -998404.705816 + Penalty 4312.556169 = -994092.149646 nChanged 145 SP:Iteration 11Q (31492.560000 sec): 3 clusters Score: Raw -998494.835759 + Penalty 4312.556169 = -994182.279589 nChanged 133 SP:Iteration 12Q (31492.590000 sec): 3 clusters Score: Raw -998582.930226 + Penalty 4312.556169 = -994270.374057 nChanged 127 SP:Iteration 13Q (31492.610000 sec): 3 clusters Score: Raw -998667.175788 + Penalty 4312.556169 = -994354.619619 nChanged 112 SP:Iteration 14Q (31492.630000 sec): 3 clusters Score: Raw -998743.016979 + Penalty 4312.556169 = -994430.460810 nChanged 104 SP:Iteration 15Q (31492.660000 sec): 3 clusters Score: Raw -998817.257519 + Penalty 4312.556169 = -994504.701350 nChanged 85 SP:Iteration 16Q (31492.680000 sec): 3 clusters Score: Raw -998871.923763 + Penalty 4312.556169 = -994559.367594 nChanged 70 SP:Iteration 17Q (31492.700000 sec): 3 clusters Score: Raw -998909.791335 + Penalty 4312.556169 = -994597.235165 nChanged 58 SP:Iteration 18Q (31492.730000 sec): 3 clusters Score: Raw -998947.022518 + Penalty 4312.556169 = -994634.466349 nChanged 62 SP:Iteration 19Q (31492.750000 sec): 3 clusters Score: Raw -998991.398630 + Penalty 4312.556169 = -994678.842460 nChanged 62 SP:Iteration 20F (31492.770000 sec): 3 clusters Score: Raw -999034.696212 + Penalty 4312.556169 = -994722.140043 nChanged 39 SP:Iteration 21Q (31492.790000 sec): 3 clusters Score: Raw -999065.825242 + Penalty 4312.556169 = -994753.269073 nChanged 29 SP:Iteration 22Q (31492.810000 sec): 3 clusters Score: Raw -999087.645086 + Penalty 4312.556169 = -994775.088917 nChanged 29 SP:Iteration 23Q (31492.830000 sec): 3 clusters Score: Raw -999104.229198 + Penalty 4312.556169 = -994791.673028 nChanged 14 SP:Iteration 24Q (31492.860000 sec): 3 clusters Score: Raw -999117.394954 + Penalty 4312.556169 = -994804.838785 nChanged 21 SP:Iteration 25Q (31492.880000 sec): 3 clusters Score: Raw -999132.575007 + Penalty 4312.556169 = -994820.018837 nChanged 14 SP:Iteration 26Q (31492.900000 sec): 3 clusters Score: Raw -999144.670670 + Penalty 4312.556169 = -994832.114500 nChanged 21 SP:Iteration 27Q (31492.920000 sec): 3 clusters Score: Raw -999162.844582 + Penalty 4312.556169 = -994850.288413 nChanged 19 SP:Iteration 28Q (31492.940000 sec): 3 clusters Score: Raw -999175.701278 + Penalty 4312.556169 = -994863.145109 nChanged 11 SP:Iteration 29Q (31492.960000 sec): 3 clusters Score: Raw -999181.752228 + Penalty 4312.556169 = -994869.196059 nChanged 7 SP:Iteration 30Q (31492.980000 sec): 3 clusters Score: Raw -999186.237000 + Penalty 4312.556169 = -994873.680830 nChanged 8 SP:Iteration 31Q (31493.000000 sec): 3 clusters Score: Raw -999192.745832 + Penalty 4312.556169 = -994880.189662 nChanged 7 SP:Iteration 32Q (31493.020000 sec): 3 clusters Score: Raw -999195.061099 + Penalty 4312.556169 = -994882.504929 nChanged 5 SP:Iteration 33Q (31493.040000 sec): 3 clusters Score: Raw -999198.808218 + Penalty 4312.556169 = -994886.252049 nChanged 7 SP:Iteration 34Q (31493.060000 sec): 3 clusters Score: Raw -999205.669990 + Penalty 4312.556169 = -994893.113821 nChanged 6 SP:Iteration 35Q (31493.080000 sec): 3 clusters Score: Raw -999210.639090 + Penalty 4312.556169 = -994898.082920 nChanged 10 SP:Iteration 36Q (31493.100000 sec): 3 clusters Score: Raw -999215.503584 + Penalty 4312.556169 = -994902.947415 nChanged 3 SP:Iteration 37Q (31493.120000 sec): 3 clusters Score: Raw -999217.594467 + Penalty 4312.556169 = -994905.038297 nChanged 1 SP:Iteration 38Q (31493.130000 sec): 3 clusters Score: Raw -999218.736093 + Penalty 4312.556169 = -994906.179924 nChanged 0 SP:Iteration 39F (31493.160000 sec): 3 clusters Score: Raw -999218.736093 + Penalty 4312.556169 = -994906.179924 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31493.170000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31493.170000 sec): 3 clusters Score: Raw -18689.804605 + Penalty 2491.844738 = -16197.959866 nChanged 14 SP:Iteration 1F (31493.170000 sec): 3 clusters Score: Raw -18902.020939 + Penalty 2491.844738 = -16410.176201 nChanged 2 SP:Iteration 2Q (31493.170000 sec): 3 clusters Score: Raw -18906.383499 + Penalty 2491.844738 = -16414.538761 nChanged 0 SP:Iteration 3F (31493.170000 sec): 3 clusters Score: Raw -18906.383499 + Penalty 2491.844738 = -16414.538761 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31493.290000 sec): 2 clusters Score: Raw -5474271.052402 + Penalty 2572.494028 = -5471698.558374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31493.420000 sec): 3 clusters Score: Raw -5454849.828116 + Penalty 5144.988056 = -5449704.840059 nChanged 14504 SP:Iteration 1F (31493.550000 sec): 3 clusters Score: Raw -5462798.565478 + Penalty 5144.988056 = -5457653.577422 nChanged 1511 SP:Iteration 2Q (31493.680000 sec): 3 clusters Score: Raw -5463335.049850 + Penalty 5144.988056 = -5458190.061793 nChanged 1435 SP:Iteration 3Q (31493.810000 sec): 3 clusters Score: Raw -5463881.710496 + Penalty 5144.988056 = -5458736.722440 nChanged 1387 SP:Iteration 4Q (31493.940000 sec): 3 clusters Score: Raw -5464473.599336 + Penalty 5144.988056 = -5459328.611280 nChanged 1372 SP:Iteration 5Q (31494.070000 sec): 3 clusters Score: Raw -5465156.506380 + Penalty 5144.988056 = -5460011.518324 nChanged 1483 SP:Iteration 6Q (31494.190000 sec): 3 clusters Score: Raw -5465965.240101 + Penalty 5144.988056 = -5460820.252045 nChanged 1617 SP:Iteration 7F (31494.320000 sec): 3 clusters Score: Raw -5466985.456457 + Penalty 5144.988056 = -5461840.468401 nChanged 1755 SP:Iteration 8F (31494.450000 sec): 3 clusters Score: Raw -5468195.122330 + Penalty 5144.988056 = -5463050.134274 nChanged 1818 SP:Iteration 9F (31494.580000 sec): 3 clusters Score: Raw -5469552.044175 + Penalty 5144.988056 = -5464407.056119 nChanged 1763 SP:Iteration 10F (31494.700000 sec): 3 clusters Score: Raw -5470885.930431 + Penalty 5144.988056 = -5465740.942375 nChanged 1492 SP:Iteration 11Q (31494.820000 sec): 3 clusters Score: Raw -5472012.222170 + Penalty 5144.988056 = -5466867.234114 nChanged 1170 SP:Iteration 12Q (31494.940000 sec): 3 clusters Score: Raw -5472885.776930 + Penalty 5144.988056 = -5467740.788874 nChanged 889 SP:Iteration 13Q (31495.050000 sec): 3 clusters Score: Raw -5473545.673137 + Penalty 5144.988056 = -5468400.685081 nChanged 612 SP:Iteration 14Q (31495.160000 sec): 3 clusters Score: Raw -5473985.589123 + Penalty 5144.988056 = -5468840.601067 nChanged 423 SP:Iteration 15Q (31495.260000 sec): 3 clusters Score: Raw -5474264.054444 + Penalty 5144.988056 = -5469119.066388 nChanged 290 SP:Iteration 16Q (31495.370000 sec): 3 clusters Score: Raw -5474448.708418 + Penalty 5144.988056 = -5469303.720362 nChanged 226 SP:Iteration 17Q (31495.470000 sec): 3 clusters Score: Raw -5474591.112026 + Penalty 5144.988056 = -5469446.123970 nChanged 155 SP:Iteration 18Q (31495.560000 sec): 3 clusters Score: Raw -5474684.709311 + Penalty 5144.988056 = -5469539.721254 nChanged 125 SP:Iteration 19Q (31495.660000 sec): 3 clusters Score: Raw -5474759.393945 + Penalty 5144.988056 = -5469614.405889 nChanged 105 SP:Iteration 20F (31495.790000 sec): 3 clusters Score: Raw -5474812.081951 + Penalty 5144.988056 = -5469667.093895 nChanged 65 SP:Iteration 21Q (31495.880000 sec): 3 clusters Score: Raw -5474842.442763 + Penalty 5144.988056 = -5469697.454707 nChanged 59 SP:Iteration 22Q (31495.980000 sec): 3 clusters Score: Raw -5474878.834104 + Penalty 5144.988056 = -5469733.846048 nChanged 64 SP:Iteration 23Q (31496.070000 sec): 3 clusters Score: Raw -5474911.672795 + Penalty 5144.988056 = -5469766.684739 nChanged 53 SP:Iteration 24Q (31496.170000 sec): 3 clusters Score: Raw -5474937.383366 + Penalty 5144.988056 = -5469792.395309 nChanged 36 SP:Iteration 25Q (31496.260000 sec): 3 clusters Score: Raw -5474952.159141 + Penalty 5144.988056 = -5469807.171085 nChanged 24 SP:Iteration 26Q (31496.350000 sec): 3 clusters Score: Raw -5474961.184291 + Penalty 5144.988056 = -5469816.196234 nChanged 18 SP:Iteration 27Q (31496.450000 sec): 3 clusters Score: Raw -5474966.839854 + Penalty 5144.988056 = -5469821.851798 nChanged 12 SP:Iteration 28Q (31496.540000 sec): 3 clusters Score: Raw -5474971.316548 + Penalty 5144.988056 = -5469826.328492 nChanged 9 SP:Iteration 29Q (31496.630000 sec): 3 clusters Score: Raw -5474974.050139 + Penalty 5144.988056 = -5469829.062082 nChanged 3 SP:Iteration 30Q (31496.730000 sec): 3 clusters Score: Raw -5474975.107447 + Penalty 5144.988056 = -5469830.119391 nChanged 4 SP:Iteration 31Q (31496.820000 sec): 3 clusters Score: Raw -5474976.627590 + Penalty 5144.988056 = -5469831.639534 nChanged 6 SP:Iteration 32Q (31496.910000 sec): 3 clusters Score: Raw -5474978.779936 + Penalty 5144.988056 = -5469833.791880 nChanged 4 SP:Iteration 33Q (31497.010000 sec): 3 clusters Score: Raw -5474979.913896 + Penalty 5144.988056 = -5469834.925840 nChanged 3 SP:Iteration 34Q (31497.100000 sec): 3 clusters Score: Raw -5474981.628854 + Penalty 5144.988056 = -5469836.640798 nChanged 5 SP:Iteration 35Q (31497.190000 sec): 3 clusters Score: Raw -5474983.784115 + Penalty 5144.988056 = -5469838.796059 nChanged 3 SP:Iteration 36Q (31497.290000 sec): 3 clusters Score: Raw -5474984.584631 + Penalty 5144.988056 = -5469839.596574 nChanged 3 SP:Iteration 37Q (31497.380000 sec): 3 clusters Score: Raw -5474985.831540 + Penalty 5144.988056 = -5469840.843484 nChanged 0 SP:Iteration 38F (31497.510000 sec): 3 clusters Score: Raw -5474985.831540 + Penalty 5144.988056 = -5469840.843484 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31497.680000 sec): 2 clusters Score: Raw -8347455.074795 + Penalty 2682.574821 = -8344772.499974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31497.880000 sec): 3 clusters Score: Raw -8316646.481623 + Penalty 5365.149641 = -8311281.331981 nChanged 22977 SP:Iteration 1F (31498.090000 sec): 3 clusters Score: Raw -8329373.875371 + Penalty 5365.149641 = -8324008.725729 nChanged 2205 SP:Iteration 2Q (31498.290000 sec): 3 clusters Score: Raw -8330058.559352 + Penalty 5365.149641 = -8324693.409711 nChanged 2083 SP:Iteration 3Q (31498.490000 sec): 3 clusters Score: Raw -8330761.560330 + Penalty 5365.149641 = -8325396.410689 nChanged 2136 SP:Iteration 4Q (31498.700000 sec): 3 clusters Score: Raw -8331514.439936 + Penalty 5365.149641 = -8326149.290295 nChanged 2166 SP:Iteration 5Q (31498.900000 sec): 3 clusters Score: Raw -8332304.775626 + Penalty 5365.149641 = -8326939.625985 nChanged 2139 SP:Iteration 6Q (31499.110000 sec): 3 clusters Score: Raw -8333121.531348 + Penalty 5365.149641 = -8327756.381707 nChanged 2096 SP:Iteration 7Q (31499.310000 sec): 3 clusters Score: Raw -8333959.045723 + Penalty 5365.149641 = -8328593.896081 nChanged 2043 SP:Iteration 8Q (31499.510000 sec): 3 clusters Score: Raw -8334763.065411 + Penalty 5365.149641 = -8329397.915770 nChanged 1914 SP:Iteration 9Q (31499.710000 sec): 3 clusters Score: Raw -8335487.210203 + Penalty 5365.149641 = -8330122.060562 nChanged 1803 SP:Iteration 10Q (31499.920000 sec): 3 clusters Score: Raw -8336180.886648 + Penalty 5365.149641 = -8330815.737007 nChanged 1763 SP:Iteration 11Q (31500.120000 sec): 3 clusters Score: Raw -8336873.651061 + Penalty 5365.149641 = -8331508.501419 nChanged 1745 SP:Iteration 12Q (31500.320000 sec): 3 clusters Score: Raw -8337596.947150 + Penalty 5365.149641 = -8332231.797509 nChanged 1879 SP:Iteration 13Q (31500.520000 sec): 3 clusters Score: Raw -8338401.095115 + Penalty 5365.149641 = -8333035.945474 nChanged 1971 SP:Iteration 14Q (31500.720000 sec): 3 clusters Score: Raw -8339272.758200 + Penalty 5365.149641 = -8333907.608559 nChanged 1994 SP:Iteration 15Q (31500.920000 sec): 3 clusters Score: Raw -8340225.216982 + Penalty 5365.149641 = -8334860.067341 nChanged 2045 SP:Iteration 16Q (31501.110000 sec): 3 clusters Score: Raw -8341286.505413 + Penalty 5365.149641 = -8335921.355772 nChanged 2104 SP:Iteration 17Q (31501.300000 sec): 3 clusters Score: Raw -8342464.339565 + Penalty 5365.149641 = -8337099.189924 nChanged 1995 SP:Iteration 18Q (31501.490000 sec): 3 clusters Score: Raw -8343666.175685 + Penalty 5365.149641 = -8338301.026043 nChanged 1765 SP:Iteration 19Q (31501.670000 sec): 3 clusters Score: Raw -8344752.285623 + Penalty 5365.149641 = -8339387.135982 nChanged 1423 SP:Iteration 20F (31501.870000 sec): 3 clusters Score: Raw -8345641.711631 + Penalty 5365.149641 = -8340276.561990 nChanged 1086 SP:Iteration 21Q (31502.030000 sec): 3 clusters Score: Raw -8346320.790151 + Penalty 5365.149641 = -8340955.640510 nChanged 741 SP:Iteration 22Q (31502.190000 sec): 3 clusters Score: Raw -8346790.719717 + Penalty 5365.149641 = -8341425.570076 nChanged 554 SP:Iteration 23Q (31502.350000 sec): 3 clusters Score: Raw -8347157.596548 + Penalty 5365.149641 = -8341792.446906 nChanged 369 SP:Iteration 24Q (31502.510000 sec): 3 clusters Score: Raw -8347399.860295 + Penalty 5365.149641 = -8342034.710653 nChanged 239 SP:Iteration 25Q (31502.650000 sec): 3 clusters Score: Raw -8347553.364833 + Penalty 5365.149641 = -8342188.215192 nChanged 141 SP:Iteration 26Q (31502.800000 sec): 3 clusters Score: Raw -8347647.495507 + Penalty 5365.149641 = -8342282.345866 nChanged 110 SP:Iteration 27Q (31502.940000 sec): 3 clusters Score: Raw -8347718.418327 + Penalty 5365.149641 = -8342353.268686 nChanged 81 SP:Iteration 28Q (31503.080000 sec): 3 clusters Score: Raw -8347763.415265 + Penalty 5365.149641 = -8342398.265624 nChanged 41 SP:Iteration 29Q (31503.220000 sec): 3 clusters Score: Raw -8347783.818135 + Penalty 5365.149641 = -8342418.668494 nChanged 33 SP:Iteration 30Q (31503.370000 sec): 3 clusters Score: Raw -8347802.172665 + Penalty 5365.149641 = -8342437.023024 nChanged 28 SP:Iteration 31Q (31503.510000 sec): 3 clusters Score: Raw -8347817.053630 + Penalty 5365.149641 = -8342451.903988 nChanged 13 SP:Iteration 32Q (31503.650000 sec): 3 clusters Score: Raw -8347823.085180 + Penalty 5365.149641 = -8342457.935539 nChanged 12 SP:Iteration 33Q (31503.790000 sec): 3 clusters Score: Raw -8347829.505392 + Penalty 5365.149641 = -8342464.355751 nChanged 13 SP:Iteration 34Q (31503.930000 sec): 3 clusters Score: Raw -8347837.431069 + Penalty 5365.149641 = -8342472.281427 nChanged 14 SP:Iteration 35Q (31504.060000 sec): 3 clusters Score: Raw -8347846.136297 + Penalty 5365.149641 = -8342480.986656 nChanged 7 SP:Iteration 36Q (31504.200000 sec): 3 clusters Score: Raw -8347851.815336 + Penalty 5365.149641 = -8342486.665695 nChanged 7 SP:Iteration 37Q (31504.340000 sec): 3 clusters Score: Raw -8347857.438094 + Penalty 5365.149641 = -8342492.288453 nChanged 10 SP:Iteration 38Q (31504.480000 sec): 3 clusters Score: Raw -8347863.328168 + Penalty 5365.149641 = -8342498.178527 nChanged 7 SP:Iteration 39Q (31504.620000 sec): 3 clusters Score: Raw -8347867.307719 + Penalty 5365.149641 = -8342502.158078 nChanged 8 SP:Iteration 40F (31504.820000 sec): 3 clusters Score: Raw -8347871.860712 + Penalty 5365.149641 = -8342506.711071 nChanged 7 SP:Iteration 41Q (31504.960000 sec): 3 clusters Score: Raw -8347876.211143 + Penalty 5365.149641 = -8342511.061502 nChanged 6 SP:Iteration 42Q (31505.100000 sec): 3 clusters Score: Raw -8347879.742706 + Penalty 5365.149641 = -8342514.593065 nChanged 8 SP:Iteration 43Q (31505.240000 sec): 3 clusters Score: Raw -8347883.109837 + Penalty 5365.149641 = -8342517.960196 nChanged 5 SP:Iteration 44Q (31505.380000 sec): 3 clusters Score: Raw -8347886.233598 + Penalty 5365.149641 = -8342521.083957 nChanged 4 SP:Iteration 45Q (31505.510000 sec): 3 clusters Score: Raw -8347888.175435 + Penalty 5365.149641 = -8342523.025794 nChanged 0 SP:Iteration 46F (31505.710000 sec): 3 clusters Score: Raw -8347888.175435 + Penalty 5365.149641 = -8342523.025794 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31505.740000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31505.740000 sec): 3 clusters Score: Raw -58206.079779 + Penalty 2946.324941 = -55259.754838 nChanged 55 SP:Iteration 1F (31505.740000 sec): 3 clusters Score: Raw -58371.958811 + Penalty 2946.324941 = -55425.633869 nChanged 19 SP:Iteration 2Q (31505.740000 sec): 3 clusters Score: Raw -58446.662747 + Penalty 2946.324941 = -55500.337805 nChanged 11 SP:Iteration 3Q (31505.740000 sec): 3 clusters Score: Raw -58500.324893 + Penalty 2946.324941 = -55553.999952 nChanged 8 SP:Iteration 4Q (31505.750000 sec): 3 clusters Score: Raw -58521.942209 + Penalty 2946.324941 = -55575.617268 nChanged 8 SP:Iteration 5Q (31505.750000 sec): 3 clusters Score: Raw -58542.523813 + Penalty 2946.324941 = -55596.198871 nChanged 5 SP:Iteration 6Q (31505.750000 sec): 3 clusters Score: Raw -58574.185000 + Penalty 2946.324941 = -55627.860058 nChanged 3 SP:Iteration 7Q (31505.750000 sec): 3 clusters Score: Raw -58587.049503 + Penalty 2946.324941 = -55640.724561 nChanged 3 SP:Iteration 8Q (31505.750000 sec): 3 clusters Score: Raw -58603.777074 + Penalty 2946.324941 = -55657.452133 nChanged 3 SP:Iteration 9Q (31505.750000 sec): 3 clusters Score: Raw -58608.537734 + Penalty 2946.324941 = -55662.212792 nChanged 2 SP:Iteration 10Q (31505.750000 sec): 3 clusters Score: Raw -58615.002416 + Penalty 2946.324941 = -55668.677475 nChanged 0 SP:Iteration 11F (31505.750000 sec): 3 clusters Score: Raw -58616.236355 + Penalty 2946.324941 = -55669.911414 nChanged 1 SP:Iteration 12Q (31505.750000 sec): 3 clusters Score: Raw -58650.235548 + Penalty 2946.324941 = -55703.910606 nChanged 2 SP:Iteration 13Q (31505.760000 sec): 3 clusters Score: Raw -58685.283000 + Penalty 2946.324941 = -55738.958058 nChanged 2 SP:Iteration 14Q (31505.760000 sec): 3 clusters Score: Raw -58706.747295 + Penalty 2946.324941 = -55760.422354 nChanged 2 SP:Iteration 15Q (31505.760000 sec): 3 clusters Score: Raw -58716.312924 + Penalty 2946.324941 = -55769.987982 nChanged 2 SP:Iteration 16Q (31505.760000 sec): 3 clusters Score: Raw -58721.196797 + Penalty 2946.324941 = -55774.871856 nChanged 1 SP:Iteration 17Q (31505.760000 sec): 3 clusters Score: Raw -58725.922572 + Penalty 2946.324941 = -55779.597631 nChanged 0 SP:Iteration 18F (31505.770000 sec): 3 clusters Score: Raw -58725.922572 + Penalty 2946.324941 = -55779.597631 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31505.780000 sec): 2 clusters Score: Raw -597806.289391 + Penalty 2021.530668 = -595784.758723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31505.800000 sec): 3 clusters Score: Raw -596246.227081 + Penalty 4043.061336 = -592203.165745 nChanged 1220 SP:Iteration 1F (31505.810000 sec): 3 clusters Score: Raw -597067.492475 + Penalty 4043.061336 = -593024.431139 nChanged 287 SP:Iteration 2F (31505.830000 sec): 3 clusters Score: Raw -597265.067865 + Penalty 4043.061336 = -593222.006529 nChanged 174 SP:Iteration 3F (31505.840000 sec): 3 clusters Score: Raw -597381.910872 + Penalty 4043.061336 = -593338.849536 nChanged 127 SP:Iteration 4Q (31505.850000 sec): 3 clusters Score: Raw -597465.058627 + Penalty 4043.061336 = -593421.997292 nChanged 99 SP:Iteration 5Q (31505.870000 sec): 3 clusters Score: Raw -597519.534514 + Penalty 4043.061336 = -593476.473179 nChanged 63 SP:Iteration 6Q (31505.880000 sec): 3 clusters Score: Raw -597549.670357 + Penalty 4043.061336 = -593506.609021 nChanged 59 SP:Iteration 7Q (31505.890000 sec): 3 clusters Score: Raw -597586.058095 + Penalty 4043.061336 = -593542.996759 nChanged 48 SP:Iteration 8Q (31505.910000 sec): 3 clusters Score: Raw -597606.322349 + Penalty 4043.061336 = -593563.261013 nChanged 37 SP:Iteration 9Q (31505.920000 sec): 3 clusters Score: Raw -597623.735032 + Penalty 4043.061336 = -593580.673697 nChanged 37 SP:Iteration 10Q (31505.930000 sec): 3 clusters Score: Raw -597640.264963 + Penalty 4043.061336 = -593597.203628 nChanged 27 SP:Iteration 11Q (31505.950000 sec): 3 clusters Score: Raw -597652.276599 + Penalty 4043.061336 = -593609.215263 nChanged 24 SP:Iteration 12Q (31505.960000 sec): 3 clusters Score: Raw -597663.705934 + Penalty 4043.061336 = -593620.644598 nChanged 27 SP:Iteration 13Q (31505.970000 sec): 3 clusters Score: Raw -597674.349787 + Penalty 4043.061336 = -593631.288451 nChanged 22 SP:Iteration 14Q (31505.990000 sec): 3 clusters Score: Raw -597683.451981 + Penalty 4043.061336 = -593640.390646 nChanged 22 SP:Iteration 15Q (31506.000000 sec): 3 clusters Score: Raw -597693.315030 + Penalty 4043.061336 = -593650.253695 nChanged 25 SP:Iteration 16Q (31506.010000 sec): 3 clusters Score: Raw -597706.961829 + Penalty 4043.061336 = -593663.900494 nChanged 26 SP:Iteration 17Q (31506.030000 sec): 3 clusters Score: Raw -597721.753549 + Penalty 4043.061336 = -593678.692213 nChanged 26 SP:Iteration 18Q (31506.040000 sec): 3 clusters Score: Raw -597734.993432 + Penalty 4043.061336 = -593691.932097 nChanged 28 SP:Iteration 19Q (31506.050000 sec): 3 clusters Score: Raw -597748.335398 + Penalty 4043.061336 = -593705.274063 nChanged 24 SP:Iteration 20F (31506.070000 sec): 3 clusters Score: Raw -597759.447978 + Penalty 4043.061336 = -593716.386643 nChanged 24 SP:Iteration 21Q (31506.080000 sec): 3 clusters Score: Raw -597769.793467 + Penalty 4043.061336 = -593726.732131 nChanged 19 SP:Iteration 22Q (31506.090000 sec): 3 clusters Score: Raw -597777.459499 + Penalty 4043.061336 = -593734.398164 nChanged 18 SP:Iteration 23Q (31506.110000 sec): 3 clusters Score: Raw -597787.609083 + Penalty 4043.061336 = -593744.547747 nChanged 22 SP:Iteration 24Q (31506.120000 sec): 3 clusters Score: Raw -597797.435505 + Penalty 4043.061336 = -593754.374169 nChanged 20 SP:Iteration 25Q (31506.140000 sec): 3 clusters Score: Raw -597807.175922 + Penalty 4043.061336 = -593764.114587 nChanged 19 SP:Iteration 26Q (31506.150000 sec): 3 clusters Score: Raw -597814.190557 + Penalty 4043.061336 = -593771.129222 nChanged 13 SP:Iteration 27Q (31506.160000 sec): 3 clusters Score: Raw -597820.749398 + Penalty 4043.061336 = -593777.688062 nChanged 7 SP:Iteration 28Q (31506.180000 sec): 3 clusters Score: Raw -597823.298163 + Penalty 4043.061336 = -593780.236827 nChanged 9 SP:Iteration 29Q (31506.190000 sec): 3 clusters Score: Raw -597826.762307 + Penalty 4043.061336 = -593783.700972 nChanged 9 SP:Iteration 30Q (31506.200000 sec): 3 clusters Score: Raw -597830.584375 + Penalty 4043.061336 = -593787.523040 nChanged 10 SP:Iteration 31Q (31506.220000 sec): 3 clusters Score: Raw -597833.495060 + Penalty 4043.061336 = -593790.433725 nChanged 7 SP:Iteration 32Q (31506.230000 sec): 3 clusters Score: Raw -597836.798475 + Penalty 4043.061336 = -593793.737139 nChanged 11 SP:Iteration 33Q (31506.250000 sec): 3 clusters Score: Raw -597840.858058 + Penalty 4043.061336 = -593797.796722 nChanged 7 SP:Iteration 34Q (31506.260000 sec): 3 clusters Score: Raw -597842.867470 + Penalty 4043.061336 = -593799.806135 nChanged 10 SP:Iteration 35Q (31506.270000 sec): 3 clusters Score: Raw -597845.699793 + Penalty 4043.061336 = -593802.638458 nChanged 11 SP:Iteration 36Q (31506.290000 sec): 3 clusters Score: Raw -597849.743249 + Penalty 4043.061336 = -593806.681914 nChanged 12 SP:Iteration 37Q (31506.300000 sec): 3 clusters Score: Raw -597853.627665 + Penalty 4043.061336 = -593810.566329 nChanged 7 SP:Iteration 38Q (31506.310000 sec): 3 clusters Score: Raw -597855.556444 + Penalty 4043.061336 = -593812.495108 nChanged 3 SP:Iteration 39Q (31506.330000 sec): 3 clusters Score: Raw -597856.864394 + Penalty 4043.061336 = -593813.803059 nChanged 5 SP:Iteration 40F (31506.340000 sec): 3 clusters Score: Raw -597858.926360 + Penalty 4043.061336 = -593815.865025 nChanged 9 SP:Iteration 41Q (31506.350000 sec): 3 clusters Score: Raw -597864.616826 + Penalty 4043.061336 = -593821.555490 nChanged 12 SP:Iteration 42Q (31506.370000 sec): 3 clusters Score: Raw -597868.542698 + Penalty 4043.061336 = -593825.481363 nChanged 9 SP:Iteration 43Q (31506.380000 sec): 3 clusters Score: Raw -597871.649348 + Penalty 4043.061336 = -593828.588013 nChanged 11 SP:Iteration 44Q (31506.390000 sec): 3 clusters Score: Raw -597875.681779 + Penalty 4043.061336 = -593832.620444 nChanged 11 SP:Iteration 45Q (31506.410000 sec): 3 clusters Score: Raw -597879.220255 + Penalty 4043.061336 = -593836.158920 nChanged 7 SP:Iteration 46Q (31506.420000 sec): 3 clusters Score: Raw -597882.972053 + Penalty 4043.061336 = -593839.910717 nChanged 9 SP:Iteration 47Q (31506.430000 sec): 3 clusters Score: Raw -597888.013652 + Penalty 4043.061336 = -593844.952317 nChanged 14 SP:Iteration 48Q (31506.450000 sec): 3 clusters Score: Raw -597895.904387 + Penalty 4043.061336 = -593852.843051 nChanged 22 SP:Iteration 49Q (31506.460000 sec): 3 clusters Score: Raw -597908.357036 + Penalty 4043.061336 = -593865.295700 nChanged 17 SP:Iteration 50Q (31506.470000 sec): 3 clusters Score: Raw -597917.080806 + Penalty 4043.061336 = -593874.019470 nChanged 16 SP:Iteration 51Q (31506.490000 sec): 3 clusters Score: Raw -597924.888141 + Penalty 4043.061336 = -593881.826805 nChanged 18 SP:Iteration 52Q (31506.500000 sec): 3 clusters Score: Raw -597933.591285 + Penalty 4043.061336 = -593890.529949 nChanged 16 SP:Iteration 53Q (31506.510000 sec): 3 clusters Score: Raw -597941.681441 + Penalty 4043.061336 = -593898.620105 nChanged 13 SP:Iteration 54Q (31506.530000 sec): 3 clusters Score: Raw -597947.316310 + Penalty 4043.061336 = -593904.254974 nChanged 11 SP:Iteration 55Q (31506.540000 sec): 3 clusters Score: Raw -597955.075036 + Penalty 4043.061336 = -593912.013700 nChanged 19 SP:Iteration 56Q (31506.550000 sec): 3 clusters Score: Raw -597965.064805 + Penalty 4043.061336 = -593922.003469 nChanged 21 SP:Iteration 57Q (31506.570000 sec): 3 clusters Score: Raw -597975.155941 + Penalty 4043.061336 = -593932.094606 nChanged 17 SP:Iteration 58Q (31506.580000 sec): 3 clusters Score: Raw -597982.324009 + Penalty 4043.061336 = -593939.262673 nChanged 8 SP:Iteration 59Q (31506.590000 sec): 3 clusters Score: Raw -597985.974291 + Penalty 4043.061336 = -593942.912955 nChanged 6 SP:Iteration 60F (31506.610000 sec): 3 clusters Score: Raw -597987.843532 + Penalty 4043.061336 = -593944.782197 nChanged 1 SP:Iteration 61Q (31506.620000 sec): 3 clusters Score: Raw -597988.269868 + Penalty 4043.061336 = -593945.208532 nChanged 2 SP:Iteration 62Q (31506.630000 sec): 3 clusters Score: Raw -597988.814260 + Penalty 4043.061336 = -593945.752925 nChanged 2 SP:Iteration 63Q (31506.650000 sec): 3 clusters Score: Raw -597989.844792 + Penalty 4043.061336 = -593946.783457 nChanged 3 SP:Iteration 64Q (31506.660000 sec): 3 clusters Score: Raw -597990.883910 + Penalty 4043.061336 = -593947.822575 nChanged 5 SP:Iteration 65Q (31506.670000 sec): 3 clusters Score: Raw -597993.773965 + Penalty 4043.061336 = -593950.712629 nChanged 5 SP:Iteration 66Q (31506.690000 sec): 3 clusters Score: Raw -597997.383676 + Penalty 4043.061336 = -593954.322341 nChanged 6 SP:Iteration 67Q (31506.700000 sec): 3 clusters Score: Raw -597999.725607 + Penalty 4043.061336 = -593956.664271 nChanged 3 SP:Iteration 68Q (31506.710000 sec): 3 clusters Score: Raw -598001.288520 + Penalty 4043.061336 = -593958.227184 nChanged 2 SP:Iteration 69Q (31506.730000 sec): 3 clusters Score: Raw -598003.535395 + Penalty 4043.061336 = -593960.474060 nChanged 3 SP:Iteration 70Q (31506.740000 sec): 3 clusters Score: Raw -598005.241521 + Penalty 4043.061336 = -593962.180185 nChanged 5 SP:Iteration 71Q (31506.750000 sec): 3 clusters Score: Raw -598007.908775 + Penalty 4043.061336 = -593964.847440 nChanged 7 SP:Iteration 72Q (31506.770000 sec): 3 clusters Score: Raw -598012.845353 + Penalty 4043.061336 = -593969.784017 nChanged 7 SP:Iteration 73Q (31506.780000 sec): 3 clusters Score: Raw -598016.616163 + Penalty 4043.061336 = -593973.554828 nChanged 4 SP:Iteration 74Q (31506.790000 sec): 3 clusters Score: Raw -598017.933646 + Penalty 4043.061336 = -593974.872310 nChanged 4 SP:Iteration 75Q (31506.800000 sec): 3 clusters Score: Raw -598020.038492 + Penalty 4043.061336 = -593976.977156 nChanged 3 SP:Iteration 76Q (31506.820000 sec): 3 clusters Score: Raw -598020.923532 + Penalty 4043.061336 = -593977.862196 nChanged 2 SP:Iteration 77Q (31506.830000 sec): 3 clusters Score: Raw -598022.226518 + Penalty 4043.061336 = -593979.165182 nChanged 4 SP:Iteration 78Q (31506.840000 sec): 3 clusters Score: Raw -598024.474924 + Penalty 4043.061336 = -593981.413588 nChanged 3 SP:Iteration 79Q (31506.860000 sec): 3 clusters Score: Raw -598025.917954 + Penalty 4043.061336 = -593982.856619 nChanged 2 SP:Iteration 80F (31506.870000 sec): 3 clusters Score: Raw -598027.173675 + Penalty 4043.061336 = -593984.112340 nChanged 4 SP:Iteration 81Q (31506.880000 sec): 3 clusters Score: Raw -598028.286006 + Penalty 4043.061336 = -593985.224670 nChanged 5 SP:Iteration 82Q (31506.900000 sec): 3 clusters Score: Raw -598030.924448 + Penalty 4043.061336 = -593987.863113 nChanged 10 SP:Iteration 83Q (31506.910000 sec): 3 clusters Score: Raw -598035.386980 + Penalty 4043.061336 = -593992.325644 nChanged 5 SP:Iteration 84Q (31506.920000 sec): 3 clusters Score: Raw -598037.464489 + Penalty 4043.061336 = -593994.403153 nChanged 6 SP:Iteration 85Q (31506.930000 sec): 3 clusters Score: Raw -598040.400227 + Penalty 4043.061336 = -593997.338891 nChanged 4 SP:Iteration 86Q (31506.950000 sec): 3 clusters Score: Raw -598043.060839 + Penalty 4043.061336 = -593999.999503 nChanged 4 SP:Iteration 87Q (31506.960000 sec): 3 clusters Score: Raw -598046.562479 + Penalty 4043.061336 = -594003.501143 nChanged 4 SP:Iteration 88Q (31506.970000 sec): 3 clusters Score: Raw -598048.187113 + Penalty 4043.061336 = -594005.125777 nChanged 1 SP:Iteration 89Q (31506.990000 sec): 3 clusters Score: Raw -598048.432045 + Penalty 4043.061336 = -594005.370709 nChanged 0 SP:Iteration 90F (31507.000000 sec): 3 clusters Score: Raw -598048.432045 + Penalty 4043.061336 = -594005.370709 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31507.030000 sec): 2 clusters Score: Raw -1016311.353628 + Penalty 2142.968614 = -1014168.385014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31507.050000 sec): 3 clusters Score: Raw -1013456.418389 + Penalty 4285.937229 = -1009170.481160 nChanged 2243 SP:Iteration 1F (31507.070000 sec): 3 clusters Score: Raw -1014645.017159 + Penalty 4285.937229 = -1010359.079930 nChanged 392 SP:Iteration 2F (31507.090000 sec): 3 clusters Score: Raw -1014874.493355 + Penalty 4285.937229 = -1010588.556127 nChanged 323 SP:Iteration 3F (31507.120000 sec): 3 clusters Score: Raw -1015075.734306 + Penalty 4285.937229 = -1010789.797077 nChanged 262 SP:Iteration 4Q (31507.140000 sec): 3 clusters Score: Raw -1015288.116412 + Penalty 4285.937229 = -1011002.179183 nChanged 261 SP:Iteration 5Q (31507.160000 sec): 3 clusters Score: Raw -1015549.068214 + Penalty 4285.937229 = -1011263.130985 nChanged 300 SP:Iteration 6F (31507.180000 sec): 3 clusters Score: Raw -1015851.436618 + Penalty 4285.937229 = -1011565.499390 nChanged 354 SP:Iteration 7F (31507.210000 sec): 3 clusters Score: Raw -1016201.313151 + Penalty 4285.937229 = -1011915.375922 nChanged 347 SP:Iteration 8F (31507.230000 sec): 3 clusters Score: Raw -1016560.037393 + Penalty 4285.937229 = -1012274.100164 nChanged 312 SP:Iteration 9F (31507.250000 sec): 3 clusters Score: Raw -1016890.384548 + Penalty 4285.937229 = -1012604.447319 nChanged 263 SP:Iteration 10Q (31507.270000 sec): 3 clusters Score: Raw -1017145.290508 + Penalty 4285.937229 = -1012859.353279 nChanged 193 SP:Iteration 11Q (31507.290000 sec): 3 clusters Score: Raw -1017310.437164 + Penalty 4285.937229 = -1013024.499935 nChanged 145 SP:Iteration 12Q (31507.310000 sec): 3 clusters Score: Raw -1017406.492485 + Penalty 4285.937229 = -1013120.555257 nChanged 91 SP:Iteration 13Q (31507.330000 sec): 3 clusters Score: Raw -1017449.259115 + Penalty 4285.937229 = -1013163.321886 nChanged 44 SP:Iteration 14Q (31507.360000 sec): 3 clusters Score: Raw -1017464.556044 + Penalty 4285.937229 = -1013178.618815 nChanged 28 SP:Iteration 15Q (31507.380000 sec): 3 clusters Score: Raw -1017475.654779 + Penalty 4285.937229 = -1013189.717550 nChanged 26 SP:Iteration 16Q (31507.400000 sec): 3 clusters Score: Raw -1017487.288052 + Penalty 4285.937229 = -1013201.350824 nChanged 24 SP:Iteration 17Q (31507.420000 sec): 3 clusters Score: Raw -1017496.692048 + Penalty 4285.937229 = -1013210.754819 nChanged 21 SP:Iteration 18Q (31507.440000 sec): 3 clusters Score: Raw -1017505.360216 + Penalty 4285.937229 = -1013219.422987 nChanged 18 SP:Iteration 19Q (31507.460000 sec): 3 clusters Score: Raw -1017513.866163 + Penalty 4285.937229 = -1013227.928935 nChanged 17 SP:Iteration 20F (31507.480000 sec): 3 clusters Score: Raw -1017519.637061 + Penalty 4285.937229 = -1013233.699832 nChanged 12 SP:Iteration 21Q (31507.510000 sec): 3 clusters Score: Raw -1017524.327344 + Penalty 4285.937229 = -1013238.390115 nChanged 14 SP:Iteration 22Q (31507.530000 sec): 3 clusters Score: Raw -1017529.629997 + Penalty 4285.937229 = -1013243.692768 nChanged 13 SP:Iteration 23Q (31507.550000 sec): 3 clusters Score: Raw -1017534.797026 + Penalty 4285.937229 = -1013248.859797 nChanged 16 SP:Iteration 24Q (31507.570000 sec): 3 clusters Score: Raw -1017540.222029 + Penalty 4285.937229 = -1013254.284801 nChanged 11 SP:Iteration 25Q (31507.590000 sec): 3 clusters Score: Raw -1017545.322021 + Penalty 4285.937229 = -1013259.384792 nChanged 12 SP:Iteration 26Q (31507.610000 sec): 3 clusters Score: Raw -1017549.807346 + Penalty 4285.937229 = -1013263.870117 nChanged 14 SP:Iteration 27Q (31507.630000 sec): 3 clusters Score: Raw -1017555.693848 + Penalty 4285.937229 = -1013269.756619 nChanged 10 SP:Iteration 28Q (31507.650000 sec): 3 clusters Score: Raw -1017558.207771 + Penalty 4285.937229 = -1013272.270543 nChanged 3 SP:Iteration 29Q (31507.670000 sec): 3 clusters Score: Raw -1017558.930899 + Penalty 4285.937229 = -1013272.993670 nChanged 1 SP:Iteration 30Q (31507.690000 sec): 3 clusters Score: Raw -1017559.543893 + Penalty 4285.937229 = -1013273.606665 nChanged 2 SP:Iteration 31Q (31507.710000 sec): 3 clusters Score: Raw -1017560.420537 + Penalty 4285.937229 = -1013274.483309 nChanged 3 SP:Iteration 32Q (31507.730000 sec): 3 clusters Score: Raw -1017561.643762 + Penalty 4285.937229 = -1013275.706533 nChanged 4 SP:Iteration 33Q (31507.760000 sec): 3 clusters Score: Raw -1017563.218837 + Penalty 4285.937229 = -1013277.281608 nChanged 5 SP:Iteration 34Q (31507.780000 sec): 3 clusters Score: Raw -1017564.732044 + Penalty 4285.937229 = -1013278.794816 nChanged 4 SP:Iteration 35Q (31507.800000 sec): 3 clusters Score: Raw -1017565.856925 + Penalty 4285.937229 = -1013279.919697 nChanged 4 SP:Iteration 36Q (31507.820000 sec): 3 clusters Score: Raw -1017566.934146 + Penalty 4285.937229 = -1013280.996917 nChanged 3 SP:Iteration 37Q (31507.840000 sec): 3 clusters Score: Raw -1017567.621676 + Penalty 4285.937229 = -1013281.684448 nChanged 5 SP:Iteration 38Q (31507.860000 sec): 3 clusters Score: Raw -1017569.069632 + Penalty 4285.937229 = -1013283.132403 nChanged 7 SP:Iteration 39Q (31507.880000 sec): 3 clusters Score: Raw -1017571.291451 + Penalty 4285.937229 = -1013285.354222 nChanged 3 SP:Iteration 40F (31507.910000 sec): 3 clusters Score: Raw -1017572.100705 + Penalty 4285.937229 = -1013286.163477 nChanged 2 SP:Iteration 41Q (31507.930000 sec): 3 clusters Score: Raw -1017572.703658 + Penalty 4285.937229 = -1013286.766429 nChanged 1 SP:Iteration 42Q (31507.950000 sec): 3 clusters Score: Raw -1017572.939781 + Penalty 4285.937229 = -1013287.002552 nChanged 1 SP:Iteration 43Q (31507.970000 sec): 3 clusters Score: Raw -1017573.121507 + Penalty 4285.937229 = -1013287.184278 nChanged 1 SP:Iteration 44Q (31507.990000 sec): 3 clusters Score: Raw -1017573.534942 + Penalty 4285.937229 = -1013287.597713 nChanged 4 SP:Iteration 45Q (31508.010000 sec): 3 clusters Score: Raw -1017574.676108 + Penalty 4285.937229 = -1013288.738879 nChanged 4 SP:Iteration 46Q (31508.030000 sec): 3 clusters Score: Raw -1017575.770735 + Penalty 4285.937229 = -1013289.833506 nChanged 3 SP:Iteration 47Q (31508.050000 sec): 3 clusters Score: Raw -1017576.472130 + Penalty 4285.937229 = -1013290.534901 nChanged 2 SP:Iteration 48Q (31508.070000 sec): 3 clusters Score: Raw -1017577.095604 + Penalty 4285.937229 = -1013291.158375 nChanged 1 SP:Iteration 49Q (31508.090000 sec): 3 clusters Score: Raw -1017577.362175 + Penalty 4285.937229 = -1013291.424946 nChanged 0 SP:Iteration 50F (31508.120000 sec): 3 clusters Score: Raw -1017577.362175 + Penalty 4285.937229 = -1013291.424946 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (75274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31508.390000 sec): 2 clusters Score: Raw -12841072.652136 + Penalty 2784.764737 = -12838287.887399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31508.690000 sec): 3 clusters Score: Raw -12793481.039632 + Penalty 5569.529474 = -12787911.510158 nChanged 35251 SP:Iteration 1F (31509.000000 sec): 3 clusters Score: Raw -12813605.675465 + Penalty 5569.529474 = -12808036.145991 nChanged 3031 SP:Iteration 2Q (31509.310000 sec): 3 clusters Score: Raw -12814593.516131 + Penalty 5569.529474 = -12809023.986657 nChanged 3382 SP:Iteration 3Q (31509.630000 sec): 3 clusters Score: Raw -12816032.282535 + Penalty 5569.529474 = -12810462.753061 nChanged 4328 SP:Iteration 4F (31509.930000 sec): 3 clusters Score: Raw -12818433.429304 + Penalty 5569.529474 = -12812863.899830 nChanged 5600 SP:Iteration 5F (31510.240000 sec): 3 clusters Score: Raw -12822431.295891 + Penalty 5569.529474 = -12816861.766417 nChanged 6623 SP:Iteration 6F (31510.540000 sec): 3 clusters Score: Raw -12828236.298706 + Penalty 5569.529474 = -12822666.769232 nChanged 6338 SP:Iteration 7F (31510.840000 sec): 3 clusters Score: Raw -12834398.371346 + Penalty 5569.529474 = -12828828.841872 nChanged 4193 SP:Iteration 8F (31511.150000 sec): 3 clusters Score: Raw -12838529.485022 + Penalty 5569.529474 = -12832959.955548 nChanged 1906 SP:Iteration 9Q (31511.420000 sec): 3 clusters Score: Raw -12840385.330619 + Penalty 5569.529474 = -12834815.801144 nChanged 610 SP:Iteration 10Q (31511.660000 sec): 3 clusters Score: Raw -12841016.032390 + Penalty 5569.529474 = -12835446.502916 nChanged 169 SP:Iteration 11Q (31511.880000 sec): 3 clusters Score: Raw -12841231.139175 + Penalty 5569.529474 = -12835661.609701 nChanged 52 SP:Iteration 12Q (31512.090000 sec): 3 clusters Score: Raw -12841313.312069 + Penalty 5569.529474 = -12835743.782595 nChanged 22 SP:Iteration 13Q (31512.300000 sec): 3 clusters Score: Raw -12841350.187858 + Penalty 5569.529474 = -12835780.658384 nChanged 12 SP:Iteration 14Q (31512.510000 sec): 3 clusters Score: Raw -12841372.579415 + Penalty 5569.529474 = -12835803.049941 nChanged 10 SP:Iteration 15Q (31512.710000 sec): 3 clusters Score: Raw -12841395.682186 + Penalty 5569.529474 = -12835826.152712 nChanged 10 SP:Iteration 16Q (31512.920000 sec): 3 clusters Score: Raw -12841410.224712 + Penalty 5569.529474 = -12835840.695238 nChanged 2 SP:Iteration 17Q (31513.130000 sec): 3 clusters Score: Raw -12841413.011081 + Penalty 5569.529474 = -12835843.481607 nChanged 1 SP:Iteration 18Q (31513.340000 sec): 3 clusters Score: Raw -12841415.346431 + Penalty 5569.529474 = -12835845.816956 nChanged 1 SP:Iteration 19Q (31513.550000 sec): 3 clusters Score: Raw -12841416.213644 + Penalty 5569.529474 = -12835846.684169 nChanged 0 SP:Iteration 20F (31513.840000 sec): 3 clusters Score: Raw -12841416.213644 + Penalty 5569.529474 = -12835846.684169 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31513.900000 sec): 2 clusters Score: Raw -1239513.085075 + Penalty 2206.353842 = -1237306.731233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31513.930000 sec): 3 clusters Score: Raw -1235776.091291 + Penalty 4412.707684 = -1231363.383608 nChanged 2859 SP:Iteration 1F (31513.950000 sec): 3 clusters Score: Raw -1237394.348553 + Penalty 4412.707684 = -1232981.640869 nChanged 547 SP:Iteration 2F (31513.990000 sec): 3 clusters Score: Raw -1237701.665276 + Penalty 4412.707684 = -1233288.957592 nChanged 393 SP:Iteration 3F (31514.010000 sec): 3 clusters Score: Raw -1237907.298718 + Penalty 4412.707684 = -1233494.591035 nChanged 318 SP:Iteration 4Q (31514.040000 sec): 3 clusters Score: Raw -1238082.056370 + Penalty 4412.707684 = -1233669.348686 nChanged 304 SP:Iteration 5Q (31514.070000 sec): 3 clusters Score: Raw -1238253.442187 + Penalty 4412.707684 = -1233840.734503 nChanged 259 SP:Iteration 6Q (31514.100000 sec): 3 clusters Score: Raw -1238400.815388 + Penalty 4412.707684 = -1233988.107704 nChanged 246 SP:Iteration 7Q (31514.130000 sec): 3 clusters Score: Raw -1238548.271254 + Penalty 4412.707684 = -1234135.563571 nChanged 243 SP:Iteration 8Q (31514.160000 sec): 3 clusters Score: Raw -1238699.007268 + Penalty 4412.707684 = -1234286.299585 nChanged 254 SP:Iteration 9Q (31514.190000 sec): 3 clusters Score: Raw -1238875.438065 + Penalty 4412.707684 = -1234462.730382 nChanged 255 SP:Iteration 10Q (31514.210000 sec): 3 clusters Score: Raw -1239063.574276 + Penalty 4412.707684 = -1234650.866592 nChanged 272 SP:Iteration 11Q (31514.240000 sec): 3 clusters Score: Raw -1239268.264056 + Penalty 4412.707684 = -1234855.556372 nChanged 272 SP:Iteration 12Q (31514.270000 sec): 3 clusters Score: Raw -1239467.716887 + Penalty 4412.707684 = -1235055.009204 nChanged 256 SP:Iteration 13Q (31514.290000 sec): 3 clusters Score: Raw -1239674.405235 + Penalty 4412.707684 = -1235261.697551 nChanged 220 SP:Iteration 14Q (31514.320000 sec): 3 clusters Score: Raw -1239836.646572 + Penalty 4412.707684 = -1235423.938889 nChanged 186 SP:Iteration 15Q (31514.350000 sec): 3 clusters Score: Raw -1239958.690817 + Penalty 4412.707684 = -1235545.983133 nChanged 139 SP:Iteration 16Q (31514.380000 sec): 3 clusters Score: Raw -1240045.564215 + Penalty 4412.707684 = -1235632.856531 nChanged 100 SP:Iteration 17Q (31514.410000 sec): 3 clusters Score: Raw -1240110.701923 + Penalty 4412.707684 = -1235697.994239 nChanged 78 SP:Iteration 18Q (31514.430000 sec): 3 clusters Score: Raw -1240161.297368 + Penalty 4412.707684 = -1235748.589685 nChanged 85 SP:Iteration 19Q (31514.460000 sec): 3 clusters Score: Raw -1240208.669168 + Penalty 4412.707684 = -1235795.961484 nChanged 62 SP:Iteration 20F (31514.490000 sec): 3 clusters Score: Raw -1240243.404610 + Penalty 4412.707684 = -1235830.696926 nChanged 48 SP:Iteration 21Q (31514.510000 sec): 3 clusters Score: Raw -1240268.825687 + Penalty 4412.707684 = -1235856.118003 nChanged 47 SP:Iteration 22Q (31514.540000 sec): 3 clusters Score: Raw -1240297.023144 + Penalty 4412.707684 = -1235884.315460 nChanged 41 SP:Iteration 23Q (31514.570000 sec): 3 clusters Score: Raw -1240323.676235 + Penalty 4412.707684 = -1235910.968551 nChanged 45 SP:Iteration 24Q (31514.590000 sec): 3 clusters Score: Raw -1240346.966394 + Penalty 4412.707684 = -1235934.258710 nChanged 36 SP:Iteration 25Q (31514.620000 sec): 3 clusters Score: Raw -1240363.554890 + Penalty 4412.707684 = -1235950.847206 nChanged 28 SP:Iteration 26Q (31514.640000 sec): 3 clusters Score: Raw -1240374.735381 + Penalty 4412.707684 = -1235962.027698 nChanged 20 SP:Iteration 27Q (31514.670000 sec): 3 clusters Score: Raw -1240381.544798 + Penalty 4412.707684 = -1235968.837114 nChanged 16 SP:Iteration 28Q (31514.690000 sec): 3 clusters Score: Raw -1240385.885863 + Penalty 4412.707684 = -1235973.178179 nChanged 17 SP:Iteration 29Q (31514.720000 sec): 3 clusters Score: Raw -1240390.494860 + Penalty 4412.707684 = -1235977.787176 nChanged 8 SP:Iteration 30Q (31514.740000 sec): 3 clusters Score: Raw -1240394.083578 + Penalty 4412.707684 = -1235981.375894 nChanged 10 SP:Iteration 31Q (31514.770000 sec): 3 clusters Score: Raw -1240396.777566 + Penalty 4412.707684 = -1235984.069882 nChanged 5 SP:Iteration 32Q (31514.790000 sec): 3 clusters Score: Raw -1240398.135824 + Penalty 4412.707684 = -1235985.428140 nChanged 3 SP:Iteration 33Q (31514.820000 sec): 3 clusters Score: Raw -1240399.193127 + Penalty 4412.707684 = -1235986.485443 nChanged 3 SP:Iteration 34Q (31514.840000 sec): 3 clusters Score: Raw -1240400.159792 + Penalty 4412.707684 = -1235987.452108 nChanged 2 SP:Iteration 35Q (31514.870000 sec): 3 clusters Score: Raw -1240400.756454 + Penalty 4412.707684 = -1235988.048771 nChanged 3 SP:Iteration 36Q (31514.890000 sec): 3 clusters Score: Raw -1240401.605514 + Penalty 4412.707684 = -1235988.897831 nChanged 3 SP:Iteration 37Q (31514.920000 sec): 3 clusters Score: Raw -1240402.767713 + Penalty 4412.707684 = -1235990.060029 nChanged 3 SP:Iteration 38Q (31514.940000 sec): 3 clusters Score: Raw -1240403.243842 + Penalty 4412.707684 = -1235990.536158 nChanged 1 SP:Iteration 39Q (31514.970000 sec): 3 clusters Score: Raw -1240403.371228 + Penalty 4412.707684 = -1235990.663544 nChanged 1 SP:Iteration 40F (31514.990000 sec): 3 clusters Score: Raw -1240403.664737 + Penalty 4412.707684 = -1235990.957053 nChanged 1 SP:Iteration 41Q (31515.020000 sec): 3 clusters Score: Raw -1240404.114680 + Penalty 4412.707684 = -1235991.406997 nChanged 2 SP:Iteration 42Q (31515.050000 sec): 3 clusters Score: Raw -1240404.581759 + Penalty 4412.707684 = -1235991.874075 nChanged 2 SP:Iteration 43Q (31515.070000 sec): 3 clusters Score: Raw -1240404.908351 + Penalty 4412.707684 = -1235992.200667 nChanged 1 SP:Iteration 44Q (31515.090000 sec): 3 clusters Score: Raw -1240405.405527 + Penalty 4412.707684 = -1235992.697844 nChanged 1 SP:Iteration 45Q (31515.120000 sec): 3 clusters Score: Raw -1240405.516583 + Penalty 4412.707684 = -1235992.808899 nChanged 0 SP:Iteration 46F (31515.150000 sec): 3 clusters Score: Raw -1240405.516583 + Penalty 4412.707684 = -1235992.808899 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31515.200000 sec): 2 clusters Score: Raw -2078873.811185 + Penalty 2332.726151 = -2076541.085034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31515.250000 sec): 3 clusters Score: Raw -2072131.657134 + Penalty 4665.452302 = -2067466.204831 nChanged 5229 SP:Iteration 1F (31515.290000 sec): 3 clusters Score: Raw -2074823.466899 + Penalty 4665.452302 = -2070158.014597 nChanged 778 SP:Iteration 2F (31515.340000 sec): 3 clusters Score: Raw -2075126.083891 + Penalty 4665.452302 = -2070460.631589 nChanged 559 SP:Iteration 3Q (31515.390000 sec): 3 clusters Score: Raw -2075321.454955 + Penalty 4665.452302 = -2070656.002652 nChanged 464 SP:Iteration 4Q (31515.440000 sec): 3 clusters Score: Raw -2075480.226368 + Penalty 4665.452302 = -2070814.774066 nChanged 390 SP:Iteration 5Q (31515.490000 sec): 3 clusters Score: Raw -2075601.989535 + Penalty 4665.452302 = -2070936.537232 nChanged 336 SP:Iteration 6Q (31515.530000 sec): 3 clusters Score: Raw -2075712.449287 + Penalty 4665.452302 = -2071046.996985 nChanged 332 SP:Iteration 7Q (31515.580000 sec): 3 clusters Score: Raw -2075821.044808 + Penalty 4665.452302 = -2071155.592505 nChanged 334 SP:Iteration 8Q (31515.630000 sec): 3 clusters Score: Raw -2075931.399135 + Penalty 4665.452302 = -2071265.946832 nChanged 343 SP:Iteration 9Q (31515.680000 sec): 3 clusters Score: Raw -2076063.516422 + Penalty 4665.452302 = -2071398.064120 nChanged 378 SP:Iteration 10Q (31515.730000 sec): 3 clusters Score: Raw -2076223.263866 + Penalty 4665.452302 = -2071557.811563 nChanged 406 SP:Iteration 11Q (31515.770000 sec): 3 clusters Score: Raw -2076405.326614 + Penalty 4665.452302 = -2071739.874311 nChanged 452 SP:Iteration 12Q (31515.820000 sec): 3 clusters Score: Raw -2076636.318869 + Penalty 4665.452302 = -2071970.866567 nChanged 486 SP:Iteration 13Q (31515.870000 sec): 3 clusters Score: Raw -2076898.898141 + Penalty 4665.452302 = -2072233.445838 nChanged 474 SP:Iteration 14Q (31515.920000 sec): 3 clusters Score: Raw -2077168.399993 + Penalty 4665.452302 = -2072502.947690 nChanged 479 SP:Iteration 15Q (31515.970000 sec): 3 clusters Score: Raw -2077462.163746 + Penalty 4665.452302 = -2072796.711443 nChanged 458 SP:Iteration 16Q (31516.010000 sec): 3 clusters Score: Raw -2077744.000092 + Penalty 4665.452302 = -2073078.547790 nChanged 437 SP:Iteration 17Q (31516.060000 sec): 3 clusters Score: Raw -2078032.655005 + Penalty 4665.452302 = -2073367.202702 nChanged 378 SP:Iteration 18Q (31516.110000 sec): 3 clusters Score: Raw -2078273.198716 + Penalty 4665.452302 = -2073607.746413 nChanged 329 SP:Iteration 19Q (31516.150000 sec): 3 clusters Score: Raw -2078468.269412 + Penalty 4665.452302 = -2073802.817109 nChanged 253 SP:Iteration 20F (31516.200000 sec): 3 clusters Score: Raw -2078617.524857 + Penalty 4665.452302 = -2073952.072554 nChanged 211 SP:Iteration 21Q (31516.250000 sec): 3 clusters Score: Raw -2078730.391560 + Penalty 4665.452302 = -2074064.939257 nChanged 166 SP:Iteration 22Q (31516.290000 sec): 3 clusters Score: Raw -2078817.197787 + Penalty 4665.452302 = -2074151.745485 nChanged 127 SP:Iteration 23Q (31516.340000 sec): 3 clusters Score: Raw -2078886.037090 + Penalty 4665.452302 = -2074220.584787 nChanged 103 SP:Iteration 24Q (31516.380000 sec): 3 clusters Score: Raw -2078943.582250 + Penalty 4665.452302 = -2074278.129947 nChanged 105 SP:Iteration 25Q (31516.430000 sec): 3 clusters Score: Raw -2078999.510490 + Penalty 4665.452302 = -2074334.058188 nChanged 87 SP:Iteration 26Q (31516.470000 sec): 3 clusters Score: Raw -2079045.557746 + Penalty 4665.452302 = -2074380.105444 nChanged 64 SP:Iteration 27Q (31516.510000 sec): 3 clusters Score: Raw -2079087.012152 + Penalty 4665.452302 = -2074421.559850 nChanged 63 SP:Iteration 28Q (31516.550000 sec): 3 clusters Score: Raw -2079118.945949 + Penalty 4665.452302 = -2074453.493646 nChanged 40 SP:Iteration 29Q (31516.590000 sec): 3 clusters Score: Raw -2079142.971951 + Penalty 4665.452302 = -2074477.519649 nChanged 32 SP:Iteration 30Q (31516.640000 sec): 3 clusters Score: Raw -2079164.507129 + Penalty 4665.452302 = -2074499.054826 nChanged 35 SP:Iteration 31Q (31516.680000 sec): 3 clusters Score: Raw -2079188.422530 + Penalty 4665.452302 = -2074522.970227 nChanged 28 SP:Iteration 32Q (31516.720000 sec): 3 clusters Score: Raw -2079207.241419 + Penalty 4665.452302 = -2074541.789116 nChanged 38 SP:Iteration 33Q (31516.760000 sec): 3 clusters Score: Raw -2079228.243849 + Penalty 4665.452302 = -2074562.791547 nChanged 21 SP:Iteration 34Q (31516.800000 sec): 3 clusters Score: Raw -2079241.077654 + Penalty 4665.452302 = -2074575.625351 nChanged 16 SP:Iteration 35Q (31516.840000 sec): 3 clusters Score: Raw -2079247.366774 + Penalty 4665.452302 = -2074581.914471 nChanged 10 SP:Iteration 36Q (31516.880000 sec): 3 clusters Score: Raw -2079251.988533 + Penalty 4665.452302 = -2074586.536231 nChanged 9 SP:Iteration 37Q (31516.920000 sec): 3 clusters Score: Raw -2079256.908492 + Penalty 4665.452302 = -2074591.456190 nChanged 9 SP:Iteration 38Q (31516.960000 sec): 3 clusters Score: Raw -2079261.651357 + Penalty 4665.452302 = -2074596.199055 nChanged 10 SP:Iteration 39Q (31517.000000 sec): 3 clusters Score: Raw -2079266.373348 + Penalty 4665.452302 = -2074600.921046 nChanged 6 SP:Iteration 40F (31517.050000 sec): 3 clusters Score: Raw -2079269.804830 + Penalty 4665.452302 = -2074604.352527 nChanged 11 SP:Iteration 41Q (31517.090000 sec): 3 clusters Score: Raw -2079276.383450 + Penalty 4665.452302 = -2074610.931148 nChanged 6 SP:Iteration 42Q (31517.130000 sec): 3 clusters Score: Raw -2079278.823691 + Penalty 4665.452302 = -2074613.371389 nChanged 1 SP:Iteration 43Q (31517.170000 sec): 3 clusters Score: Raw -2079279.212767 + Penalty 4665.452302 = -2074613.760464 nChanged 2 SP:Iteration 44Q (31517.210000 sec): 3 clusters Score: Raw -2079280.051743 + Penalty 4665.452302 = -2074614.599440 nChanged 4 SP:Iteration 45Q (31517.250000 sec): 3 clusters Score: Raw -2079282.931203 + Penalty 4665.452302 = -2074617.478901 nChanged 3 SP:Iteration 46Q (31517.290000 sec): 3 clusters Score: Raw -2079284.760763 + Penalty 4665.452302 = -2074619.308460 nChanged 2 SP:Iteration 47Q (31517.330000 sec): 3 clusters Score: Raw -2079287.378992 + Penalty 4665.452302 = -2074621.926690 nChanged 4 SP:Iteration 48Q (31517.360000 sec): 3 clusters Score: Raw -2079289.964594 + Penalty 4665.452302 = -2074624.512291 nChanged 1 SP:Iteration 49Q (31517.400000 sec): 3 clusters Score: Raw -2079290.361770 + Penalty 4665.452302 = -2074624.909468 nChanged 0 SP:Iteration 50F (31517.450000 sec): 3 clusters Score: Raw -2079290.361770 + Penalty 4665.452302 = -2074624.909468 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31517.530000 sec): 2 clusters Score: Raw -3501946.801572 + Penalty 2472.670365 = -3499474.131207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31517.610000 sec): 3 clusters Score: Raw -3489385.018103 + Penalty 4945.340730 = -3484439.677373 nChanged 9453 SP:Iteration 1F (31517.700000 sec): 3 clusters Score: Raw -3494475.754078 + Penalty 4945.340730 = -3489530.413348 nChanged 1080 SP:Iteration 2F (31517.790000 sec): 3 clusters Score: Raw -3494863.956293 + Penalty 4945.340730 = -3489918.615563 nChanged 927 SP:Iteration 3Q (31517.870000 sec): 3 clusters Score: Raw -3495200.429137 + Penalty 4945.340730 = -3490255.088407 nChanged 868 SP:Iteration 4Q (31517.960000 sec): 3 clusters Score: Raw -3495559.199127 + Penalty 4945.340730 = -3490613.858397 nChanged 918 SP:Iteration 5Q (31518.040000 sec): 3 clusters Score: Raw -3496010.343191 + Penalty 4945.340730 = -3491065.002461 nChanged 1029 SP:Iteration 6Q (31518.130000 sec): 3 clusters Score: Raw -3496620.518810 + Penalty 4945.340730 = -3491675.178079 nChanged 1131 SP:Iteration 7F (31518.210000 sec): 3 clusters Score: Raw -3497382.341004 + Penalty 4945.340730 = -3492437.000273 nChanged 1224 SP:Iteration 8F (31518.300000 sec): 3 clusters Score: Raw -3498276.574981 + Penalty 4945.340730 = -3493331.234251 nChanged 1173 SP:Iteration 9F (31518.380000 sec): 3 clusters Score: Raw -3499229.623341 + Penalty 4945.340730 = -3494284.282611 nChanged 1078 SP:Iteration 10F (31518.470000 sec): 3 clusters Score: Raw -3500108.842114 + Penalty 4945.340730 = -3495163.501384 nChanged 904 SP:Iteration 11Q (31518.550000 sec): 3 clusters Score: Raw -3500885.121993 + Penalty 4945.340730 = -3495939.781263 nChanged 669 SP:Iteration 12Q (31518.630000 sec): 3 clusters Score: Raw -3501440.800435 + Penalty 4945.340730 = -3496495.459704 nChanged 494 SP:Iteration 13Q (31518.700000 sec): 3 clusters Score: Raw -3501800.466100 + Penalty 4945.340730 = -3496855.125370 nChanged 364 SP:Iteration 14Q (31518.770000 sec): 3 clusters Score: Raw -3502057.574906 + Penalty 4945.340730 = -3497112.234176 nChanged 276 SP:Iteration 15Q (31518.850000 sec): 3 clusters Score: Raw -3502218.212289 + Penalty 4945.340730 = -3497272.871559 nChanged 202 SP:Iteration 16Q (31518.920000 sec): 3 clusters Score: Raw -3502317.247951 + Penalty 4945.340730 = -3497371.907221 nChanged 175 SP:Iteration 17Q (31518.990000 sec): 3 clusters Score: Raw -3502390.482518 + Penalty 4945.340730 = -3497445.141788 nChanged 124 SP:Iteration 18Q (31519.060000 sec): 3 clusters Score: Raw -3502434.879262 + Penalty 4945.340730 = -3497489.538532 nChanged 100 SP:Iteration 19Q (31519.120000 sec): 3 clusters Score: Raw -3502467.333698 + Penalty 4945.340730 = -3497521.992968 nChanged 76 SP:Iteration 20F (31519.210000 sec): 3 clusters Score: Raw -3502486.561697 + Penalty 4945.340730 = -3497541.220967 nChanged 55 SP:Iteration 21Q (31519.280000 sec): 3 clusters Score: Raw -3502500.337684 + Penalty 4945.340730 = -3497554.996953 nChanged 43 SP:Iteration 22Q (31519.340000 sec): 3 clusters Score: Raw -3502512.475064 + Penalty 4945.340730 = -3497567.134334 nChanged 36 SP:Iteration 23Q (31519.410000 sec): 3 clusters Score: Raw -3502523.831042 + Penalty 4945.340730 = -3497578.490312 nChanged 43 SP:Iteration 24Q (31519.480000 sec): 3 clusters Score: Raw -3502538.640237 + Penalty 4945.340730 = -3497593.299507 nChanged 43 SP:Iteration 25Q (31519.540000 sec): 3 clusters Score: Raw -3502551.775022 + Penalty 4945.340730 = -3497606.434292 nChanged 38 SP:Iteration 26Q (31519.610000 sec): 3 clusters Score: Raw -3502561.809476 + Penalty 4945.340730 = -3497616.468746 nChanged 33 SP:Iteration 27Q (31519.680000 sec): 3 clusters Score: Raw -3502569.808955 + Penalty 4945.340730 = -3497624.468225 nChanged 26 SP:Iteration 28Q (31519.740000 sec): 3 clusters Score: Raw -3502576.088498 + Penalty 4945.340730 = -3497630.747767 nChanged 23 SP:Iteration 29Q (31519.810000 sec): 3 clusters Score: Raw -3502581.426176 + Penalty 4945.340730 = -3497636.085445 nChanged 14 SP:Iteration 30Q (31519.870000 sec): 3 clusters Score: Raw -3502584.295773 + Penalty 4945.340730 = -3497638.955043 nChanged 8 SP:Iteration 31Q (31519.940000 sec): 3 clusters Score: Raw -3502586.200559 + Penalty 4945.340730 = -3497640.859829 nChanged 9 SP:Iteration 32Q (31520.000000 sec): 3 clusters Score: Raw -3502588.264486 + Penalty 4945.340730 = -3497642.923756 nChanged 3 SP:Iteration 33Q (31520.070000 sec): 3 clusters Score: Raw -3502588.770268 + Penalty 4945.340730 = -3497643.429538 nChanged 3 SP:Iteration 34Q (31520.140000 sec): 3 clusters Score: Raw -3502589.204879 + Penalty 4945.340730 = -3497643.864149 nChanged 4 SP:Iteration 35Q (31520.200000 sec): 3 clusters Score: Raw -3502589.960219 + Penalty 4945.340730 = -3497644.619489 nChanged 1 SP:Iteration 36Q (31520.270000 sec): 3 clusters Score: Raw -3502590.125546 + Penalty 4945.340730 = -3497644.784816 nChanged 1 SP:Iteration 37Q (31520.340000 sec): 3 clusters Score: Raw -3502590.308049 + Penalty 4945.340730 = -3497644.967319 nChanged 1 SP:Iteration 38Q (31520.400000 sec): 3 clusters Score: Raw -3502590.574754 + Penalty 4945.340730 = -3497645.234023 nChanged 4 SP:Iteration 39Q (31520.470000 sec): 3 clusters Score: Raw -3502591.554984 + Penalty 4945.340730 = -3497646.214253 nChanged 2 SP:Iteration 40F (31520.550000 sec): 3 clusters Score: Raw -3502591.709121 + Penalty 4945.340730 = -3497646.368391 nChanged 3 SP:Iteration 41Q (31520.620000 sec): 3 clusters Score: Raw -3502592.236133 + Penalty 4945.340730 = -3497646.895402 nChanged 3 SP:Iteration 42Q (31520.680000 sec): 3 clusters Score: Raw -3502592.628130 + Penalty 4945.340730 = -3497647.287400 nChanged 1 SP:Iteration 43Q (31520.750000 sec): 3 clusters Score: Raw -3502592.812624 + Penalty 4945.340730 = -3497647.471893 nChanged 2 SP:Iteration 44Q (31520.810000 sec): 3 clusters Score: Raw -3502593.085327 + Penalty 4945.340730 = -3497647.744597 nChanged 0 SP:Iteration 45F (31520.900000 sec): 3 clusters Score: Raw -3502593.085327 + Penalty 4945.340730 = -3497647.744597 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31520.910000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31520.910000 sec): 3 clusters Score: Raw -29275.108523 + Penalty 2605.127620 = -26669.980903 nChanged 15 SP:Iteration 1F (31520.920000 sec): 3 clusters Score: Raw -29343.944253 + Penalty 2605.127620 = -26738.816632 nChanged 4 SP:Iteration 2Q (31520.920000 sec): 3 clusters Score: Raw -29361.739637 + Penalty 2605.127620 = -26756.612017 nChanged 0 SP:Iteration 3F (31520.920000 sec): 3 clusters Score: Raw -29361.739637 + Penalty 2605.127620 = -26756.612017 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31520.920000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31520.930000 sec): 3 clusters Score: Raw -84019.100168 + Penalty 3098.068956 = -80921.031212 nChanged 88 SP:Iteration 1F (31520.930000 sec): 3 clusters Score: Raw -84200.102664 + Penalty 3098.068956 = -81102.033709 nChanged 21 SP:Iteration 2Q (31520.930000 sec): 3 clusters Score: Raw -84262.593418 + Penalty 3098.068956 = -81164.524463 nChanged 15 SP:Iteration 3Q (31520.930000 sec): 3 clusters Score: Raw -84299.515072 + Penalty 3098.068956 = -81201.446117 nChanged 7 SP:Iteration 4Q (31520.940000 sec): 3 clusters Score: Raw -84315.019173 + Penalty 3098.068956 = -81216.950218 nChanged 1 SP:Iteration 5Q (31520.940000 sec): 3 clusters Score: Raw -84316.857544 + Penalty 3098.068956 = -81218.788588 nChanged 0 SP:Iteration 6F (31520.940000 sec): 3 clusters Score: Raw -84316.857544 + Penalty 3098.068956 = -81218.788588 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31520.950000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31520.960000 sec): 3 clusters Score: Raw -184368.161577 + Penalty 3459.805308 = -180908.356269 nChanged 259 SP:Iteration 1F (31520.960000 sec): 3 clusters Score: Raw -184651.223094 + Penalty 3459.805308 = -181191.417786 nChanged 69 SP:Iteration 2F (31520.960000 sec): 3 clusters Score: Raw -184741.590067 + Penalty 3459.805308 = -181281.784759 nChanged 32 SP:Iteration 3Q (31520.970000 sec): 3 clusters Score: Raw -184798.173910 + Penalty 3459.805308 = -181338.368602 nChanged 30 SP:Iteration 4Q (31520.970000 sec): 3 clusters Score: Raw -184854.900515 + Penalty 3459.805308 = -181395.095207 nChanged 27 SP:Iteration 5Q (31520.980000 sec): 3 clusters Score: Raw -184903.104658 + Penalty 3459.805308 = -181443.299350 nChanged 24 SP:Iteration 6Q (31520.980000 sec): 3 clusters Score: Raw -184947.071074 + Penalty 3459.805308 = -181487.265766 nChanged 18 SP:Iteration 7Q (31520.980000 sec): 3 clusters Score: Raw -184972.059928 + Penalty 3459.805308 = -181512.254620 nChanged 16 SP:Iteration 8Q (31520.990000 sec): 3 clusters Score: Raw -184992.323840 + Penalty 3459.805308 = -181532.518532 nChanged 11 SP:Iteration 9Q (31520.990000 sec): 3 clusters Score: Raw -185003.202963 + Penalty 3459.805308 = -181543.397655 nChanged 8 SP:Iteration 10Q (31521.000000 sec): 3 clusters Score: Raw -185013.503253 + Penalty 3459.805308 = -181553.697945 nChanged 8 SP:Iteration 11Q (31521.000000 sec): 3 clusters Score: Raw -185024.027436 + Penalty 3459.805308 = -181564.222128 nChanged 8 SP:Iteration 12Q (31521.000000 sec): 3 clusters Score: Raw -185036.499074 + Penalty 3459.805308 = -181576.693766 nChanged 4 SP:Iteration 13Q (31521.010000 sec): 3 clusters Score: Raw -185040.423249 + Penalty 3459.805308 = -181580.617941 nChanged 2 SP:Iteration 14Q (31521.010000 sec): 3 clusters Score: Raw -185043.509734 + Penalty 3459.805308 = -181583.704426 nChanged 4 SP:Iteration 15Q (31521.020000 sec): 3 clusters Score: Raw -185048.375810 + Penalty 3459.805308 = -181588.570502 nChanged 7 SP:Iteration 16Q (31521.030000 sec): 3 clusters Score: Raw -185058.488787 + Penalty 3459.805308 = -181598.683479 nChanged 2 SP:Iteration 17Q (31521.030000 sec): 3 clusters Score: Raw -185063.342281 + Penalty 3459.805308 = -181603.536973 nChanged 5 SP:Iteration 18Q (31521.030000 sec): 3 clusters Score: Raw -185068.349567 + Penalty 3459.805308 = -181608.544259 nChanged 2 SP:Iteration 19Q (31521.040000 sec): 3 clusters Score: Raw -185073.624981 + Penalty 3459.805308 = -181613.819673 nChanged 1 SP:Iteration 20F (31521.040000 sec): 3 clusters Score: Raw -185074.157648 + Penalty 3459.805308 = -181614.352340 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31521.050000 sec): 2 clusters Score: Raw -283752.020802 + Penalty 1829.839161 = -281922.181641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31521.060000 sec): 3 clusters Score: Raw -283232.377270 + Penalty 3659.678322 = -279572.698948 nChanged 480 SP:Iteration 1F (31521.070000 sec): 3 clusters Score: Raw -283640.275709 + Penalty 3659.678322 = -279980.597387 nChanged 109 SP:Iteration 2F (31521.070000 sec): 3 clusters Score: Raw -283748.383783 + Penalty 3659.678322 = -280088.705461 nChanged 44 SP:Iteration 3Q (31521.080000 sec): 3 clusters Score: Raw -283782.785261 + Penalty 3659.678322 = -280123.106939 nChanged 33 SP:Iteration 4Q (31521.090000 sec): 3 clusters Score: Raw -283816.062169 + Penalty 3659.678322 = -280156.383847 nChanged 36 SP:Iteration 5Q (31521.090000 sec): 3 clusters Score: Raw -283852.976604 + Penalty 3659.678322 = -280193.298282 nChanged 20 SP:Iteration 6Q (31521.100000 sec): 3 clusters Score: Raw -283871.504577 + Penalty 3659.678322 = -280211.826255 nChanged 19 SP:Iteration 7Q (31521.110000 sec): 3 clusters Score: Raw -283888.746784 + Penalty 3659.678322 = -280229.068463 nChanged 19 SP:Iteration 8Q (31521.110000 sec): 3 clusters Score: Raw -283901.773102 + Penalty 3659.678322 = -280242.094780 nChanged 12 SP:Iteration 9Q (31521.120000 sec): 3 clusters Score: Raw -283913.137632 + Penalty 3659.678322 = -280253.459310 nChanged 8 SP:Iteration 10Q (31521.120000 sec): 3 clusters Score: Raw -283919.331914 + Penalty 3659.678322 = -280259.653592 nChanged 8 SP:Iteration 11Q (31521.130000 sec): 3 clusters Score: Raw -283926.716297 + Penalty 3659.678322 = -280267.037975 nChanged 10 SP:Iteration 12Q (31521.140000 sec): 3 clusters Score: Raw -283935.482289 + Penalty 3659.678322 = -280275.803968 nChanged 5 SP:Iteration 13Q (31521.140000 sec): 3 clusters Score: Raw -283937.706155 + Penalty 3659.678322 = -280278.027834 nChanged 1 SP:Iteration 14Q (31521.150000 sec): 3 clusters Score: Raw -283938.170466 + Penalty 3659.678322 = -280278.492144 nChanged 1 SP:Iteration 15Q (31521.150000 sec): 3 clusters Score: Raw -283938.747341 + Penalty 3659.678322 = -280279.069019 nChanged 0 SP:Iteration 16F (31521.160000 sec): 3 clusters Score: Raw -283938.747341 + Penalty 3659.678322 = -280279.069019 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31521.170000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31521.170000 sec): 3 clusters Score: Raw -17011.027781 + Penalty 2550.265124 = -14460.762657 nChanged 18 SP:Iteration 1F (31521.170000 sec): 3 clusters Score: Raw -17100.362570 + Penalty 2550.265124 = -14550.097446 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31521.250000 sec): 2 clusters Score: Raw -3261127.187022 + Penalty 2437.760525 = -3258689.426497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31521.320000 sec): 3 clusters Score: Raw -3250558.483678 + Penalty 4875.521050 = -3245682.962629 nChanged 8105 SP:Iteration 1F (31521.390000 sec): 3 clusters Score: Raw -3255092.019921 + Penalty 4875.521050 = -3250216.498871 nChanged 1368 SP:Iteration 2F (31521.470000 sec): 3 clusters Score: Raw -3256032.474778 + Penalty 4875.521050 = -3251156.953728 nChanged 1432 SP:Iteration 3F (31521.540000 sec): 3 clusters Score: Raw -3257071.469011 + Penalty 4875.521050 = -3252195.947961 nChanged 1333 SP:Iteration 4F (31521.610000 sec): 3 clusters Score: Raw -3257987.222331 + Penalty 4875.521050 = -3253111.701281 nChanged 1139 SP:Iteration 5F (31521.690000 sec): 3 clusters Score: Raw -3258682.737412 + Penalty 4875.521050 = -3253807.216363 nChanged 907 SP:Iteration 6Q (31521.760000 sec): 3 clusters Score: Raw -3259149.644113 + Penalty 4875.521050 = -3254274.123064 nChanged 699 SP:Iteration 7Q (31521.830000 sec): 3 clusters Score: Raw -3259477.404376 + Penalty 4875.521050 = -3254601.883326 nChanged 584 SP:Iteration 8Q (31521.910000 sec): 3 clusters Score: Raw -3259734.137087 + Penalty 4875.521050 = -3254858.616038 nChanged 462 SP:Iteration 9Q (31521.990000 sec): 3 clusters Score: Raw -3259908.110373 + Penalty 4875.521050 = -3255032.589323 nChanged 351 SP:Iteration 10Q (31522.060000 sec): 3 clusters Score: Raw -3260045.360445 + Penalty 4875.521050 = -3255169.839395 nChanged 288 SP:Iteration 11Q (31522.130000 sec): 3 clusters Score: Raw -3260151.971965 + Penalty 4875.521050 = -3255276.450916 nChanged 283 SP:Iteration 12Q (31522.200000 sec): 3 clusters Score: Raw -3260251.214147 + Penalty 4875.521050 = -3255375.693098 nChanged 253 SP:Iteration 13Q (31522.270000 sec): 3 clusters Score: Raw -3260360.530181 + Penalty 4875.521050 = -3255485.009132 nChanged 277 SP:Iteration 14Q (31522.350000 sec): 3 clusters Score: Raw -3260486.338237 + Penalty 4875.521050 = -3255610.817188 nChanged 294 SP:Iteration 15Q (31522.420000 sec): 3 clusters Score: Raw -3260620.472112 + Penalty 4875.521050 = -3255744.951063 nChanged 300 SP:Iteration 16Q (31522.490000 sec): 3 clusters Score: Raw -3260765.487944 + Penalty 4875.521050 = -3255889.966895 nChanged 317 SP:Iteration 17Q (31522.560000 sec): 3 clusters Score: Raw -3260938.455410 + Penalty 4875.521050 = -3256062.934360 nChanged 332 SP:Iteration 18Q (31522.630000 sec): 3 clusters Score: Raw -3261115.875931 + Penalty 4875.521050 = -3256240.354881 nChanged 293 SP:Iteration 19Q (31522.690000 sec): 3 clusters Score: Raw -3261274.009839 + Penalty 4875.521050 = -3256398.488789 nChanged 280 SP:Iteration 20F (31522.770000 sec): 3 clusters Score: Raw -3261427.309077 + Penalty 4875.521050 = -3256551.788028 nChanged 265 SP:Iteration 21Q (31522.840000 sec): 3 clusters Score: Raw -3261585.245994 + Penalty 4875.521050 = -3256709.724945 nChanged 279 SP:Iteration 22Q (31522.900000 sec): 3 clusters Score: Raw -3261732.455016 + Penalty 4875.521050 = -3256856.933967 nChanged 222 SP:Iteration 23Q (31522.970000 sec): 3 clusters Score: Raw -3261846.660428 + Penalty 4875.521050 = -3256971.139378 nChanged 206 SP:Iteration 24Q (31523.030000 sec): 3 clusters Score: Raw -3261944.595953 + Penalty 4875.521050 = -3257069.074903 nChanged 166 SP:Iteration 25Q (31523.100000 sec): 3 clusters Score: Raw -3262020.353792 + Penalty 4875.521050 = -3257144.832743 nChanged 169 SP:Iteration 26Q (31523.170000 sec): 3 clusters Score: Raw -3262087.271212 + Penalty 4875.521050 = -3257211.750162 nChanged 129 SP:Iteration 27Q (31523.230000 sec): 3 clusters Score: Raw -3262137.842699 + Penalty 4875.521050 = -3257262.321649 nChanged 131 SP:Iteration 28Q (31523.290000 sec): 3 clusters Score: Raw -3262184.234778 + Penalty 4875.521050 = -3257308.713729 nChanged 96 SP:Iteration 29Q (31523.350000 sec): 3 clusters Score: Raw -3262212.193073 + Penalty 4875.521050 = -3257336.672024 nChanged 73 SP:Iteration 30Q (31523.420000 sec): 3 clusters Score: Raw -3262231.787288 + Penalty 4875.521050 = -3257356.266238 nChanged 70 SP:Iteration 31Q (31523.480000 sec): 3 clusters Score: Raw -3262251.717085 + Penalty 4875.521050 = -3257376.196036 nChanged 70 SP:Iteration 32Q (31523.540000 sec): 3 clusters Score: Raw -3262271.322522 + Penalty 4875.521050 = -3257395.801472 nChanged 49 SP:Iteration 33Q (31523.600000 sec): 3 clusters Score: Raw -3262286.738824 + Penalty 4875.521050 = -3257411.217775 nChanged 33 SP:Iteration 34Q (31523.670000 sec): 3 clusters Score: Raw -3262294.532224 + Penalty 4875.521050 = -3257419.011174 nChanged 28 SP:Iteration 35Q (31523.730000 sec): 3 clusters Score: Raw -3262302.042499 + Penalty 4875.521050 = -3257426.521449 nChanged 26 SP:Iteration 36Q (31523.790000 sec): 3 clusters Score: Raw -3262308.018569 + Penalty 4875.521050 = -3257432.497519 nChanged 25 SP:Iteration 37Q (31523.850000 sec): 3 clusters Score: Raw -3262312.796708 + Penalty 4875.521050 = -3257437.275658 nChanged 18 SP:Iteration 38Q (31523.910000 sec): 3 clusters Score: Raw -3262317.295275 + Penalty 4875.521050 = -3257441.774225 nChanged 21 SP:Iteration 39Q (31523.970000 sec): 3 clusters Score: Raw -3262321.689017 + Penalty 4875.521050 = -3257446.167968 nChanged 23 SP:Iteration 40F (31524.050000 sec): 3 clusters Score: Raw -3262327.096650 + Penalty 4875.521050 = -3257451.575600 nChanged 23 SP:Iteration 41Q (31524.110000 sec): 3 clusters Score: Raw -3262332.779194 + Penalty 4875.521050 = -3257457.258144 nChanged 17 SP:Iteration 42Q (31524.170000 sec): 3 clusters Score: Raw -3262337.003973 + Penalty 4875.521050 = -3257461.482924 nChanged 22 SP:Iteration 43Q (31524.230000 sec): 3 clusters Score: Raw -3262342.308179 + Penalty 4875.521050 = -3257466.787130 nChanged 32 SP:Iteration 44Q (31524.290000 sec): 3 clusters Score: Raw -3262349.681874 + Penalty 4875.521050 = -3257474.160825 nChanged 32 SP:Iteration 45Q (31524.350000 sec): 3 clusters Score: Raw -3262357.920287 + Penalty 4875.521050 = -3257482.399237 nChanged 31 SP:Iteration 46Q (31524.410000 sec): 3 clusters Score: Raw -3262365.617613 + Penalty 4875.521050 = -3257490.096564 nChanged 29 SP:Iteration 47Q (31524.470000 sec): 3 clusters Score: Raw -3262371.190200 + Penalty 4875.521050 = -3257495.669150 nChanged 17 SP:Iteration 48Q (31524.530000 sec): 3 clusters Score: Raw -3262374.686923 + Penalty 4875.521050 = -3257499.165873 nChanged 17 SP:Iteration 49Q (31524.590000 sec): 3 clusters Score: Raw -3262378.657648 + Penalty 4875.521050 = -3257503.136598 nChanged 14 SP:Iteration 50Q (31524.650000 sec): 3 clusters Score: Raw -3262382.663550 + Penalty 4875.521050 = -3257507.142500 nChanged 21 SP:Iteration 51Q (31524.710000 sec): 3 clusters Score: Raw -3262388.654587 + Penalty 4875.521050 = -3257513.133537 nChanged 26 SP:Iteration 52Q (31524.770000 sec): 3 clusters Score: Raw -3262393.447680 + Penalty 4875.521050 = -3257517.926630 nChanged 13 SP:Iteration 53Q (31524.830000 sec): 3 clusters Score: Raw -3262396.562896 + Penalty 4875.521050 = -3257521.041847 nChanged 17 SP:Iteration 54Q (31524.890000 sec): 3 clusters Score: Raw -3262400.578902 + Penalty 4875.521050 = -3257525.057853 nChanged 14 SP:Iteration 55Q (31524.950000 sec): 3 clusters Score: Raw -3262403.893800 + Penalty 4875.521050 = -3257528.372751 nChanged 15 SP:Iteration 56Q (31525.010000 sec): 3 clusters Score: Raw -3262409.984299 + Penalty 4875.521050 = -3257534.463250 nChanged 21 SP:Iteration 57Q (31525.070000 sec): 3 clusters Score: Raw -3262417.860742 + Penalty 4875.521050 = -3257542.339692 nChanged 22 SP:Iteration 58Q (31525.130000 sec): 3 clusters Score: Raw -3262421.989535 + Penalty 4875.521050 = -3257546.468485 nChanged 14 SP:Iteration 59Q (31525.190000 sec): 3 clusters Score: Raw -3262426.001632 + Penalty 4875.521050 = -3257550.480582 nChanged 19 SP:Iteration 60F (31525.270000 sec): 3 clusters Score: Raw -3262430.559351 + Penalty 4875.521050 = -3257555.038302 nChanged 14 SP:Iteration 61Q (31525.330000 sec): 3 clusters Score: Raw -3262433.211179 + Penalty 4875.521050 = -3257557.690130 nChanged 12 SP:Iteration 62Q (31525.390000 sec): 3 clusters Score: Raw -3262435.225622 + Penalty 4875.521050 = -3257559.704573 nChanged 10 SP:Iteration 63Q (31525.450000 sec): 3 clusters Score: Raw -3262437.126046 + Penalty 4875.521050 = -3257561.604996 nChanged 7 SP:Iteration 64Q (31525.510000 sec): 3 clusters Score: Raw -3262438.211745 + Penalty 4875.521050 = -3257562.690695 nChanged 3 SP:Iteration 65Q (31525.570000 sec): 3 clusters Score: Raw -3262438.598571 + Penalty 4875.521050 = -3257563.077521 nChanged 2 SP:Iteration 66Q (31525.630000 sec): 3 clusters Score: Raw -3262438.894881 + Penalty 4875.521050 = -3257563.373831 nChanged 0 SP:Iteration 67F (31525.700000 sec): 3 clusters Score: Raw -3262438.894881 + Penalty 4875.521050 = -3257563.373831 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31525.710000 sec): 2 clusters Score: Raw -192826.477382 + Penalty 1730.597008 = -191095.880374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31525.720000 sec): 3 clusters Score: Raw -192582.102445 + Penalty 3461.194016 = -189120.908428 nChanged 283 SP:Iteration 1F (31525.720000 sec): 3 clusters Score: Raw -192914.511093 + Penalty 3461.194016 = -189453.317076 nChanged 75 SP:Iteration 2F (31525.730000 sec): 3 clusters Score: Raw -193035.721979 + Penalty 3461.194016 = -189574.527963 nChanged 49 SP:Iteration 3Q (31525.730000 sec): 3 clusters Score: Raw -193133.685754 + Penalty 3461.194016 = -189672.491738 nChanged 54 SP:Iteration 4F (31525.740000 sec): 3 clusters Score: Raw -193261.918535 + Penalty 3461.194016 = -189800.724518 nChanged 62 SP:Iteration 5F (31525.740000 sec): 3 clusters Score: Raw -193418.263026 + Penalty 3461.194016 = -189957.069010 nChanged 56 SP:Iteration 6F (31525.750000 sec): 3 clusters Score: Raw -193529.625690 + Penalty 3461.194016 = -190068.431673 nChanged 48 SP:Iteration 7Q (31525.750000 sec): 3 clusters Score: Raw -193628.704267 + Penalty 3461.194016 = -190167.510251 nChanged 38 SP:Iteration 8Q (31525.750000 sec): 3 clusters Score: Raw -193713.919306 + Penalty 3461.194016 = -190252.725289 nChanged 30 SP:Iteration 9Q (31525.760000 sec): 3 clusters Score: Raw -193770.579022 + Penalty 3461.194016 = -190309.385006 nChanged 21 SP:Iteration 10Q (31525.760000 sec): 3 clusters Score: Raw -193820.237918 + Penalty 3461.194016 = -190359.043902 nChanged 24 SP:Iteration 11Q (31525.770000 sec): 3 clusters Score: Raw -193858.643156 + Penalty 3461.194016 = -190397.449140 nChanged 17 SP:Iteration 12Q (31525.770000 sec): 3 clusters Score: Raw -193885.490915 + Penalty 3461.194016 = -190424.296899 nChanged 11 SP:Iteration 13Q (31525.770000 sec): 3 clusters Score: Raw -193899.139821 + Penalty 3461.194016 = -190437.945805 nChanged 3 SP:Iteration 14Q (31525.780000 sec): 3 clusters Score: Raw -193901.897507 + Penalty 3461.194016 = -190440.703490 nChanged 2 SP:Iteration 15Q (31525.780000 sec): 3 clusters Score: Raw -193904.526116 + Penalty 3461.194016 = -190443.332099 nChanged 1 SP:Iteration 16Q (31525.780000 sec): 3 clusters Score: Raw -193905.867598 + Penalty 3461.194016 = -190444.673581 nChanged 1 SP:Iteration 17Q (31525.790000 sec): 3 clusters Score: Raw -193906.259808 + Penalty 3461.194016 = -190445.065792 nChanged 0 SP:Iteration 18F (31525.790000 sec): 3 clusters Score: Raw -193906.259808 + Penalty 3461.194016 = -190445.065792 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31525.800000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31525.800000 sec): 3 clusters Score: Raw -28985.613065 + Penalty 2617.944871 = -26367.668194 nChanged 12 SP:Iteration 1F (31525.800000 sec): 3 clusters Score: Raw -29093.107916 + Penalty 2617.944871 = -26475.163045 nChanged 2 SP:Iteration 2Q (31525.800000 sec): 3 clusters Score: Raw -29111.846641 + Penalty 2617.944871 = -26493.901770 nChanged 1 SP:Iteration 3Q (31525.800000 sec): 3 clusters Score: Raw -29115.531461 + Penalty 2617.944871 = -26497.586590 nChanged 0 SP:Iteration 4F (31525.810000 sec): 3 clusters Score: Raw -29115.531461 + Penalty 2617.944871 = -26497.586590 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (211006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31526.550000 sec): 2 clusters Score: Raw -36564773.183495 + Penalty 3040.391178 = -36561732.792317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31527.420000 sec): 3 clusters Score: Raw -36426345.549215 + Penalty 6080.782357 = -36420264.766859 nChanged 101599 SP:Iteration 1F (31528.290000 sec): 3 clusters Score: Raw -36485493.396753 + Penalty 6080.782357 = -36479412.614396 nChanged 5242 SP:Iteration 2Q (31529.180000 sec): 3 clusters Score: Raw -36486453.953327 + Penalty 6080.782357 = -36480373.170970 nChanged 5496 SP:Iteration 3Q (31530.070000 sec): 3 clusters Score: Raw -36487619.694429 + Penalty 6080.782357 = -36481538.912073 nChanged 5994 SP:Iteration 4Q (31530.960000 sec): 3 clusters Score: Raw -36489104.863993 + Penalty 6080.782357 = -36483024.081636 nChanged 6648 SP:Iteration 5Q (31531.850000 sec): 3 clusters Score: Raw -36491026.440795 + Penalty 6080.782357 = -36484945.658438 nChanged 7467 SP:Iteration 6Q (31532.730000 sec): 3 clusters Score: Raw -36493594.930923 + Penalty 6080.782357 = -36487514.148566 nChanged 8718 SP:Iteration 7Q (31533.610000 sec): 3 clusters Score: Raw -36497192.369342 + Penalty 6080.782357 = -36491111.586986 nChanged 10183 SP:Iteration 8Q (31534.500000 sec): 3 clusters Score: Raw -36502218.862291 + Penalty 6080.782357 = -36496138.079934 nChanged 11699 SP:Iteration 9F (31535.370000 sec): 3 clusters Score: Raw -36508971.999453 + Penalty 6080.782357 = -36502891.217097 nChanged 12626 SP:Iteration 10F (31536.230000 sec): 3 clusters Score: Raw -36517243.347471 + Penalty 6080.782357 = -36511162.565114 nChanged 12629 SP:Iteration 11F (31537.100000 sec): 3 clusters Score: Raw -36526537.672711 + Penalty 6080.782357 = -36520456.890354 nChanged 11459 SP:Iteration 12F (31537.960000 sec): 3 clusters Score: Raw -36535602.652258 + Penalty 6080.782357 = -36529521.869902 nChanged 9428 SP:Iteration 13Q (31538.800000 sec): 3 clusters Score: Raw -36543119.104599 + Penalty 6080.782357 = -36537038.322242 nChanged 7206 SP:Iteration 14Q (31539.590000 sec): 3 clusters Score: Raw -36548592.145129 + Penalty 6080.782357 = -36542511.362772 nChanged 5568 SP:Iteration 15Q (31540.350000 sec): 3 clusters Score: Raw -36552627.786411 + Penalty 6080.782357 = -36546547.004054 nChanged 4560 SP:Iteration 16Q (31541.070000 sec): 3 clusters Score: Raw -36555743.558409 + Penalty 6080.782357 = -36549662.776052 nChanged 3798 SP:Iteration 17Q (31541.790000 sec): 3 clusters Score: Raw -36558189.839453 + Penalty 6080.782357 = -36552109.057097 nChanged 3103 SP:Iteration 18Q (31542.480000 sec): 3 clusters Score: Raw -36560042.952900 + Penalty 6080.782357 = -36553962.170543 nChanged 2588 SP:Iteration 19Q (31543.150000 sec): 3 clusters Score: Raw -36561462.183961 + Penalty 6080.782357 = -36555381.401604 nChanged 2129 SP:Iteration 20F (31544.010000 sec): 3 clusters Score: Raw -36562517.823657 + Penalty 6080.782357 = -36556437.041301 nChanged 1757 SP:Iteration 21Q (31544.670000 sec): 3 clusters Score: Raw -36563324.130781 + Penalty 6080.782357 = -36557243.348424 nChanged 1390 SP:Iteration 22Q (31545.320000 sec): 3 clusters Score: Raw -36563878.531577 + Penalty 6080.782357 = -36557797.749221 nChanged 1089 SP:Iteration 23Q (31545.970000 sec): 3 clusters Score: Raw -36564297.203325 + Penalty 6080.782357 = -36558216.420969 nChanged 874 SP:Iteration 24Q (31546.610000 sec): 3 clusters Score: Raw -36564600.991839 + Penalty 6080.782357 = -36558520.209483 nChanged 752 SP:Iteration 25Q (31547.240000 sec): 3 clusters Score: Raw -36564837.013091 + Penalty 6080.782357 = -36558756.230734 nChanged 605 SP:Iteration 26Q (31547.880000 sec): 3 clusters Score: Raw -36565012.968652 + Penalty 6080.782357 = -36558932.186296 nChanged 524 SP:Iteration 27Q (31548.510000 sec): 3 clusters Score: Raw -36565148.585793 + Penalty 6080.782357 = -36559067.803436 nChanged 442 SP:Iteration 28Q (31549.140000 sec): 3 clusters Score: Raw -36565253.655403 + Penalty 6080.782357 = -36559172.873046 nChanged 362 SP:Iteration 29Q (31549.760000 sec): 3 clusters Score: Raw -36565336.302703 + Penalty 6080.782357 = -36559255.520347 nChanged 304 SP:Iteration 30Q (31550.390000 sec): 3 clusters Score: Raw -36565402.174599 + Penalty 6080.782357 = -36559321.392243 nChanged 276 SP:Iteration 31Q (31551.020000 sec): 3 clusters Score: Raw -36565457.758570 + Penalty 6080.782357 = -36559376.976214 nChanged 218 SP:Iteration 32Q (31551.640000 sec): 3 clusters Score: Raw -36565496.247158 + Penalty 6080.782357 = -36559415.464801 nChanged 193 SP:Iteration 33Q (31552.260000 sec): 3 clusters Score: Raw -36565529.732449 + Penalty 6080.782357 = -36559448.950092 nChanged 171 SP:Iteration 34Q (31552.880000 sec): 3 clusters Score: Raw -36565558.999307 + Penalty 6080.782357 = -36559478.216951 nChanged 141 SP:Iteration 35Q (31553.500000 sec): 3 clusters Score: Raw -36565582.353037 + Penalty 6080.782357 = -36559501.570681 nChanged 128 SP:Iteration 36Q (31554.120000 sec): 3 clusters Score: Raw -36565599.922485 + Penalty 6080.782357 = -36559519.140129 nChanged 105 SP:Iteration 37Q (31554.740000 sec): 3 clusters Score: Raw -36565614.152655 + Penalty 6080.782357 = -36559533.370299 nChanged 104 SP:Iteration 38Q (31555.360000 sec): 3 clusters Score: Raw -36565628.625703 + Penalty 6080.782357 = -36559547.843346 nChanged 98 SP:Iteration 39Q (31555.980000 sec): 3 clusters Score: Raw -36565638.782899 + Penalty 6080.782357 = -36559558.000542 nChanged 62 SP:Iteration 40F (31556.830000 sec): 3 clusters Score: Raw -36565645.670578 + Penalty 6080.782357 = -36559564.888222 nChanged 60 SP:Iteration 41Q (31557.440000 sec): 3 clusters Score: Raw -36565651.974434 + Penalty 6080.782357 = -36559571.192077 nChanged 43 SP:Iteration 42Q (31558.070000 sec): 3 clusters Score: Raw -36565655.642827 + Penalty 6080.782357 = -36559574.860470 nChanged 30 SP:Iteration 43Q (31558.700000 sec): 3 clusters Score: Raw -36565658.125198 + Penalty 6080.782357 = -36559577.342842 nChanged 22 SP:Iteration 44Q (31559.330000 sec): 3 clusters Score: Raw -36565660.349277 + Penalty 6080.782357 = -36559579.566921 nChanged 24 SP:Iteration 45Q (31559.950000 sec): 3 clusters Score: Raw -36565662.174547 + Penalty 6080.782357 = -36559581.392190 nChanged 16 SP:Iteration 46Q (31560.560000 sec): 3 clusters Score: Raw -36565663.526229 + Penalty 6080.782357 = -36559582.743872 nChanged 17 SP:Iteration 47Q (31561.180000 sec): 3 clusters Score: Raw -36565665.104146 + Penalty 6080.782357 = -36559584.321790 nChanged 17 SP:Iteration 48Q (31561.800000 sec): 3 clusters Score: Raw -36565666.503367 + Penalty 6080.782357 = -36559585.721011 nChanged 24 SP:Iteration 49Q (31562.410000 sec): 3 clusters Score: Raw -36565668.788213 + Penalty 6080.782357 = -36559588.005857 nChanged 28 SP:Iteration 50Q (31563.030000 sec): 3 clusters Score: Raw -36565672.068919 + Penalty 6080.782357 = -36559591.286562 nChanged 46 SP:Iteration 51Q (31563.640000 sec): 3 clusters Score: Raw -36565677.313890 + Penalty 6080.782357 = -36559596.531533 nChanged 35 SP:Iteration 52Q (31564.260000 sec): 3 clusters Score: Raw -36565680.254997 + Penalty 6080.782357 = -36559599.472641 nChanged 27 SP:Iteration 53Q (31564.880000 sec): 3 clusters Score: Raw -36565682.265710 + Penalty 6080.782357 = -36559601.483353 nChanged 20 SP:Iteration 54Q (31565.490000 sec): 3 clusters Score: Raw -36565683.845691 + Penalty 6080.782357 = -36559603.063334 nChanged 18 SP:Iteration 55Q (31566.110000 sec): 3 clusters Score: Raw -36565685.822430 + Penalty 6080.782357 = -36559605.040073 nChanged 26 SP:Iteration 56Q (31566.720000 sec): 3 clusters Score: Raw -36565688.540117 + Penalty 6080.782357 = -36559607.757760 nChanged 28 SP:Iteration 57Q (31567.350000 sec): 3 clusters Score: Raw -36565690.754347 + Penalty 6080.782357 = -36559609.971990 nChanged 17 SP:Iteration 58Q (31567.960000 sec): 3 clusters Score: Raw -36565692.334232 + Penalty 6080.782357 = -36559611.551876 nChanged 15 SP:Iteration 59Q (31568.580000 sec): 3 clusters Score: Raw -36565693.382493 + Penalty 6080.782357 = -36559612.600137 nChanged 12 SP:Iteration 60F (31569.420000 sec): 3 clusters Score: Raw -36565694.163001 + Penalty 6080.782357 = -36559613.380644 nChanged 11 SP:Iteration 61Q (31570.040000 sec): 3 clusters Score: Raw -36565694.869805 + Penalty 6080.782357 = -36559614.087449 nChanged 10 SP:Iteration 62Q (31570.670000 sec): 3 clusters Score: Raw -36565695.623809 + Penalty 6080.782357 = -36559614.841452 nChanged 7 SP:Iteration 63Q (31571.290000 sec): 3 clusters Score: Raw -36565696.333873 + Penalty 6080.782357 = -36559615.551517 nChanged 8 SP:Iteration 64Q (31571.900000 sec): 3 clusters Score: Raw -36565697.217122 + Penalty 6080.782357 = -36559616.434765 nChanged 6 SP:Iteration 65Q (31572.510000 sec): 3 clusters Score: Raw -36565697.730543 + Penalty 6080.782357 = -36559616.948186 nChanged 7 SP:Iteration 66Q (31573.130000 sec): 3 clusters Score: Raw -36565698.164995 + Penalty 6080.782357 = -36559617.382639 nChanged 7 SP:Iteration 67Q (31573.740000 sec): 3 clusters Score: Raw -36565698.632701 + Penalty 6080.782357 = -36559617.850344 nChanged 9 SP:Iteration 68Q (31574.360000 sec): 3 clusters Score: Raw -36565699.375698 + Penalty 6080.782357 = -36559618.593341 nChanged 10 SP:Iteration 69Q (31574.970000 sec): 3 clusters Score: Raw -36565700.335043 + Penalty 6080.782357 = -36559619.552686 nChanged 11 SP:Iteration 70Q (31575.590000 sec): 3 clusters Score: Raw -36565701.206686 + Penalty 6080.782357 = -36559620.424329 nChanged 10 SP:Iteration 71Q (31576.200000 sec): 3 clusters Score: Raw -36565702.397006 + Penalty 6080.782357 = -36559621.614649 nChanged 17 SP:Iteration 72Q (31576.820000 sec): 3 clusters Score: Raw -36565704.095683 + Penalty 6080.782357 = -36559623.313326 nChanged 27 SP:Iteration 73Q (31577.430000 sec): 3 clusters Score: Raw -36565706.771704 + Penalty 6080.782357 = -36559625.989347 nChanged 25 SP:Iteration 74Q (31578.050000 sec): 3 clusters Score: Raw -36565709.161265 + Penalty 6080.782357 = -36559628.378908 nChanged 20 SP:Iteration 75Q (31578.660000 sec): 3 clusters Score: Raw -36565710.936216 + Penalty 6080.782357 = -36559630.153859 nChanged 16 SP:Iteration 76Q (31579.270000 sec): 3 clusters Score: Raw -36565712.248638 + Penalty 6080.782357 = -36559631.466281 nChanged 12 SP:Iteration 77Q (31579.890000 sec): 3 clusters Score: Raw -36565713.172881 + Penalty 6080.782357 = -36559632.390525 nChanged 17 SP:Iteration 78Q (31580.510000 sec): 3 clusters Score: Raw -36565714.879984 + Penalty 6080.782357 = -36559634.097628 nChanged 14 SP:Iteration 79Q (31581.120000 sec): 3 clusters Score: Raw -36565716.627953 + Penalty 6080.782357 = -36559635.845597 nChanged 13 SP:Iteration 80F (31581.970000 sec): 3 clusters Score: Raw -36565718.102701 + Penalty 6080.782357 = -36559637.320344 nChanged 21 SP:Iteration 81Q (31582.580000 sec): 3 clusters Score: Raw -36565719.725436 + Penalty 6080.782357 = -36559638.943079 nChanged 19 SP:Iteration 82Q (31583.200000 sec): 3 clusters Score: Raw -36565721.103448 + Penalty 6080.782357 = -36559640.321092 nChanged 10 SP:Iteration 83Q (31583.820000 sec): 3 clusters Score: Raw -36565721.811533 + Penalty 6080.782357 = -36559641.029176 nChanged 10 SP:Iteration 84Q (31584.430000 sec): 3 clusters Score: Raw -36565722.612314 + Penalty 6080.782357 = -36559641.829957 nChanged 8 SP:Iteration 85Q (31585.050000 sec): 3 clusters Score: Raw -36565723.178199 + Penalty 6080.782357 = -36559642.395843 nChanged 11 SP:Iteration 86Q (31585.660000 sec): 3 clusters Score: Raw -36565724.094503 + Penalty 6080.782357 = -36559643.312146 nChanged 5 SP:Iteration 87Q (31586.280000 sec): 3 clusters Score: Raw -36565724.407766 + Penalty 6080.782357 = -36559643.625409 nChanged 4 SP:Iteration 88Q (31586.890000 sec): 3 clusters Score: Raw -36565724.753771 + Penalty 6080.782357 = -36559643.971414 nChanged 5 SP:Iteration 89Q (31587.510000 sec): 3 clusters Score: Raw -36565725.425921 + Penalty 6080.782357 = -36559644.643564 nChanged 5 SP:Iteration 90Q (31588.120000 sec): 3 clusters Score: Raw -36565725.772321 + Penalty 6080.782357 = -36559644.989964 nChanged 8 SP:Iteration 91Q (31588.740000 sec): 3 clusters Score: Raw -36565726.349389 + Penalty 6080.782357 = -36559645.567032 nChanged 8 SP:Iteration 92Q (31589.350000 sec): 3 clusters Score: Raw -36565727.044008 + Penalty 6080.782357 = -36559646.261651 nChanged 4 SP:Iteration 93Q (31589.970000 sec): 3 clusters Score: Raw -36565727.346174 + Penalty 6080.782357 = -36559646.563817 nChanged 1 SP:Iteration 94Q (31590.580000 sec): 3 clusters Score: Raw -36565727.459415 + Penalty 6080.782357 = -36559646.677058 nChanged 2 SP:Iteration 95Q (31591.200000 sec): 3 clusters Score: Raw -36565727.588143 + Penalty 6080.782357 = -36559646.805786 nChanged 3 SP:Iteration 96Q (31591.810000 sec): 3 clusters Score: Raw -36565727.735185 + Penalty 6080.782357 = -36559646.952829 nChanged 3 SP:Iteration 97Q (31592.420000 sec): 3 clusters Score: Raw -36565727.986206 + Penalty 6080.782357 = -36559647.203850 nChanged 5 SP:Iteration 98Q (31593.040000 sec): 3 clusters Score: Raw -36565728.382032 + Penalty 6080.782357 = -36559647.599676 nChanged 4 SP:Iteration 99Q (31593.660000 sec): 3 clusters Score: Raw -36565728.851897 + Penalty 6080.782357 = -36559648.069540 nChanged 6 SP:Iteration 100F (31594.500000 sec): 3 clusters Score: Raw -36565729.437907 + Penalty 6080.782357 = -36559648.655550 nChanged 3 SP:Iteration 101Q (31595.120000 sec): 3 clusters Score: Raw -36565729.732308 + Penalty 6080.782357 = -36559648.949951 nChanged 3 SP:Iteration 102Q (31595.730000 sec): 3 clusters Score: Raw -36565729.896272 + Penalty 6080.782357 = -36559649.113915 nChanged 2 SP:Iteration 103Q (31596.340000 sec): 3 clusters Score: Raw -36565729.984534 + Penalty 6080.782357 = -36559649.202177 nChanged 2 SP:Iteration 104Q (31596.960000 sec): 3 clusters Score: Raw -36565730.133373 + Penalty 6080.782357 = -36559649.351016 nChanged 2 SP:Iteration 105Q (31597.570000 sec): 3 clusters Score: Raw -36565730.208633 + Penalty 6080.782357 = -36559649.426277 nChanged 0 SP:Iteration 106F (31598.440000 sec): 3 clusters Score: Raw -36565730.208633 + Penalty 6080.782357 = -36559649.426277 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31598.530000 sec): 2 clusters Score: Raw -260774.844720 + Penalty 1824.832051 = -258950.012669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31598.530000 sec): 3 clusters Score: Raw -260277.533460 + Penalty 3649.664101 = -256627.869359 nChanged 464 SP:Iteration 1F (31598.540000 sec): 3 clusters Score: Raw -260722.107533 + Penalty 3649.664101 = -257072.443432 nChanged 126 SP:Iteration 2F (31598.550000 sec): 3 clusters Score: Raw -260897.987042 + Penalty 3649.664101 = -257248.322940 nChanged 97 SP:Iteration 3F (31598.550000 sec): 3 clusters Score: Raw -261095.335468 + Penalty 3649.664101 = -257445.671367 nChanged 86 SP:Iteration 4F (31598.560000 sec): 3 clusters Score: Raw -261262.323430 + Penalty 3649.664101 = -257612.659329 nChanged 86 SP:Iteration 5F (31598.560000 sec): 3 clusters Score: Raw -261424.901494 + Penalty 3649.664101 = -257775.237393 nChanged 78 SP:Iteration 6Q (31598.570000 sec): 3 clusters Score: Raw -261626.418952 + Penalty 3649.664101 = -257976.754850 nChanged 89 SP:Iteration 7F (31598.580000 sec): 3 clusters Score: Raw -261851.169342 + Penalty 3649.664101 = -258201.505240 nChanged 74 SP:Iteration 8Q (31598.580000 sec): 3 clusters Score: Raw -262043.708643 + Penalty 3649.664101 = -258394.044542 nChanged 66 SP:Iteration 9Q (31598.590000 sec): 3 clusters Score: Raw -262198.316871 + Penalty 3649.664101 = -258548.652770 nChanged 52 SP:Iteration 10Q (31598.590000 sec): 3 clusters Score: Raw -262312.013270 + Penalty 3649.664101 = -258662.349169 nChanged 38 SP:Iteration 11Q (31598.600000 sec): 3 clusters Score: Raw -262378.063674 + Penalty 3649.664101 = -258728.399573 nChanged 20 SP:Iteration 12Q (31598.600000 sec): 3 clusters Score: Raw -262413.410384 + Penalty 3649.664101 = -258763.746283 nChanged 14 SP:Iteration 13Q (31598.610000 sec): 3 clusters Score: Raw -262433.746444 + Penalty 3649.664101 = -258784.082343 nChanged 9 SP:Iteration 14Q (31598.610000 sec): 3 clusters Score: Raw -262443.842454 + Penalty 3649.664101 = -258794.178353 nChanged 5 SP:Iteration 15Q (31598.620000 sec): 3 clusters Score: Raw -262449.120124 + Penalty 3649.664101 = -258799.456022 nChanged 3 SP:Iteration 16Q (31598.620000 sec): 3 clusters Score: Raw -262453.230595 + Penalty 3649.664101 = -258803.566494 nChanged 3 SP:Iteration 17Q (31598.630000 sec): 3 clusters Score: Raw -262455.756390 + Penalty 3649.664101 = -258806.092289 nChanged 1 SP:Iteration 18Q (31598.630000 sec): 3 clusters Score: Raw -262456.837602 + Penalty 3649.664101 = -258807.173500 nChanged 0 SP:Iteration 19F (31598.640000 sec): 3 clusters Score: Raw -262456.837602 + Penalty 3649.664101 = -258807.173500 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31599.070000 sec): 2 clusters Score: Raw -21134811.405331 + Penalty 2898.695806 = -21131912.709525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31599.560000 sec): 3 clusters Score: Raw -21057851.602680 + Penalty 5797.391612 = -21052054.211068 nChanged 56710 SP:Iteration 1F (31600.050000 sec): 3 clusters Score: Raw -21090600.923912 + Penalty 5797.391612 = -21084803.532299 nChanged 3902 SP:Iteration 2Q (31600.540000 sec): 3 clusters Score: Raw -21091566.034477 + Penalty 5797.391612 = -21085768.642865 nChanged 4088 SP:Iteration 3Q (31601.040000 sec): 3 clusters Score: Raw -21092738.820002 + Penalty 5797.391612 = -21086941.428390 nChanged 4429 SP:Iteration 4Q (31601.540000 sec): 3 clusters Score: Raw -21094314.826573 + Penalty 5797.391612 = -21088517.434960 nChanged 4951 SP:Iteration 5Q (31602.040000 sec): 3 clusters Score: Raw -21096583.779583 + Penalty 5797.391612 = -21090786.387971 nChanged 5775 SP:Iteration 6Q (31602.540000 sec): 3 clusters Score: Raw -21099955.816699 + Penalty 5797.391612 = -21094158.425086 nChanged 6775 SP:Iteration 7F (31603.020000 sec): 3 clusters Score: Raw -21104449.635608 + Penalty 5797.391612 = -21098652.243995 nChanged 7124 SP:Iteration 8F (31603.510000 sec): 3 clusters Score: Raw -21109365.270182 + Penalty 5797.391612 = -21103567.878569 nChanged 6985 SP:Iteration 9F (31604.000000 sec): 3 clusters Score: Raw -21113884.847434 + Penalty 5797.391612 = -21108087.455822 nChanged 6052 SP:Iteration 10F (31604.480000 sec): 3 clusters Score: Raw -21117177.501122 + Penalty 5797.391612 = -21111380.109509 nChanged 4728 SP:Iteration 11Q (31604.960000 sec): 3 clusters Score: Raw -21119276.463014 + Penalty 5797.391612 = -21113479.071401 nChanged 3581 SP:Iteration 12Q (31605.420000 sec): 3 clusters Score: Raw -21120546.040628 + Penalty 5797.391612 = -21114748.649015 nChanged 2667 SP:Iteration 13Q (31605.880000 sec): 3 clusters Score: Raw -21121408.374930 + Penalty 5797.391612 = -21115610.983317 nChanged 2149 SP:Iteration 14Q (31606.350000 sec): 3 clusters Score: Raw -21122076.406642 + Penalty 5797.391612 = -21116279.015030 nChanged 1889 SP:Iteration 15Q (31606.800000 sec): 3 clusters Score: Raw -21122675.602718 + Penalty 5797.391612 = -21116878.211106 nChanged 1762 SP:Iteration 16Q (31607.260000 sec): 3 clusters Score: Raw -21123234.702065 + Penalty 5797.391612 = -21117437.310453 nChanged 1682 SP:Iteration 17Q (31607.720000 sec): 3 clusters Score: Raw -21123744.765917 + Penalty 5797.391612 = -21117947.374305 nChanged 1558 SP:Iteration 18Q (31608.160000 sec): 3 clusters Score: Raw -21124188.888579 + Penalty 5797.391612 = -21118391.496966 nChanged 1437 SP:Iteration 19Q (31608.610000 sec): 3 clusters Score: Raw -21124583.783292 + Penalty 5797.391612 = -21118786.391680 nChanged 1297 SP:Iteration 20F (31609.100000 sec): 3 clusters Score: Raw -21124919.859309 + Penalty 5797.391612 = -21119122.467696 nChanged 1230 SP:Iteration 21Q (31609.540000 sec): 3 clusters Score: Raw -21125226.428018 + Penalty 5797.391612 = -21119429.036405 nChanged 1129 SP:Iteration 22Q (31609.980000 sec): 3 clusters Score: Raw -21125498.158332 + Penalty 5797.391612 = -21119700.766719 nChanged 1101 SP:Iteration 23Q (31610.420000 sec): 3 clusters Score: Raw -21125762.471305 + Penalty 5797.391612 = -21119965.079693 nChanged 1126 SP:Iteration 24Q (31610.860000 sec): 3 clusters Score: Raw -21126027.823154 + Penalty 5797.391612 = -21120230.431542 nChanged 1119 SP:Iteration 25Q (31611.290000 sec): 3 clusters Score: Raw -21126299.447195 + Penalty 5797.391612 = -21120502.055583 nChanged 1072 SP:Iteration 26Q (31611.720000 sec): 3 clusters Score: Raw -21126550.727026 + Penalty 5797.391612 = -21120753.335413 nChanged 1055 SP:Iteration 27Q (31612.150000 sec): 3 clusters Score: Raw -21126795.111869 + Penalty 5797.391612 = -21120997.720256 nChanged 1065 SP:Iteration 28Q (31612.580000 sec): 3 clusters Score: Raw -21127025.867209 + Penalty 5797.391612 = -21121228.475597 nChanged 1006 SP:Iteration 29Q (31613.010000 sec): 3 clusters Score: Raw -21127238.031277 + Penalty 5797.391612 = -21121440.639665 nChanged 1090 SP:Iteration 30Q (31613.430000 sec): 3 clusters Score: Raw -21127479.677863 + Penalty 5797.391612 = -21121682.286251 nChanged 1098 SP:Iteration 31Q (31613.850000 sec): 3 clusters Score: Raw -21127719.124211 + Penalty 5797.391612 = -21121921.732599 nChanged 1095 SP:Iteration 32Q (31614.270000 sec): 3 clusters Score: Raw -21127959.614223 + Penalty 5797.391612 = -21122162.222610 nChanged 1082 SP:Iteration 33Q (31614.680000 sec): 3 clusters Score: Raw -21128204.098286 + Penalty 5797.391612 = -21122406.706674 nChanged 1157 SP:Iteration 34Q (31615.100000 sec): 3 clusters Score: Raw -21128472.191760 + Penalty 5797.391612 = -21122674.800148 nChanged 1203 SP:Iteration 35Q (31615.510000 sec): 3 clusters Score: Raw -21128750.705579 + Penalty 5797.391612 = -21122953.313966 nChanged 1158 SP:Iteration 36Q (31615.920000 sec): 3 clusters Score: Raw -21129023.002577 + Penalty 5797.391612 = -21123225.610965 nChanged 1158 SP:Iteration 37Q (31616.320000 sec): 3 clusters Score: Raw -21129307.228640 + Penalty 5797.391612 = -21123509.837028 nChanged 1148 SP:Iteration 38Q (31616.730000 sec): 3 clusters Score: Raw -21129583.847878 + Penalty 5797.391612 = -21123786.456266 nChanged 1092 SP:Iteration 39Q (31617.120000 sec): 3 clusters Score: Raw -21129852.233219 + Penalty 5797.391612 = -21124054.841607 nChanged 1126 SP:Iteration 40F (31617.610000 sec): 3 clusters Score: Raw -21130144.440143 + Penalty 5797.391612 = -21124347.048531 nChanged 1117 SP:Iteration 41Q (31618.010000 sec): 3 clusters Score: Raw -21130424.050892 + Penalty 5797.391612 = -21124626.659280 nChanged 1063 SP:Iteration 42Q (31618.400000 sec): 3 clusters Score: Raw -21130692.290347 + Penalty 5797.391612 = -21124894.898734 nChanged 1045 SP:Iteration 43Q (31618.790000 sec): 3 clusters Score: Raw -21130949.431906 + Penalty 5797.391612 = -21125152.040294 nChanged 973 SP:Iteration 44Q (31619.170000 sec): 3 clusters Score: Raw -21131186.426785 + Penalty 5797.391612 = -21125389.035172 nChanged 966 SP:Iteration 45Q (31619.560000 sec): 3 clusters Score: Raw -21131425.543337 + Penalty 5797.391612 = -21125628.151725 nChanged 950 SP:Iteration 46Q (31619.950000 sec): 3 clusters Score: Raw -21131668.290648 + Penalty 5797.391612 = -21125870.899035 nChanged 939 SP:Iteration 47Q (31620.330000 sec): 3 clusters Score: Raw -21131906.214624 + Penalty 5797.391612 = -21126108.823011 nChanged 886 SP:Iteration 48Q (31620.710000 sec): 3 clusters Score: Raw -21132125.533210 + Penalty 5797.391612 = -21126328.141597 nChanged 846 SP:Iteration 49Q (31621.080000 sec): 3 clusters Score: Raw -21132340.768071 + Penalty 5797.391612 = -21126543.376459 nChanged 811 SP:Iteration 50Q (31621.450000 sec): 3 clusters Score: Raw -21132548.614439 + Penalty 5797.391612 = -21126751.222826 nChanged 813 SP:Iteration 51Q (31621.830000 sec): 3 clusters Score: Raw -21132763.274567 + Penalty 5797.391612 = -21126965.882955 nChanged 758 SP:Iteration 52Q (31622.200000 sec): 3 clusters Score: Raw -21132958.201678 + Penalty 5797.391612 = -21127160.810066 nChanged 718 SP:Iteration 53Q (31622.570000 sec): 3 clusters Score: Raw -21133140.373013 + Penalty 5797.391612 = -21127342.981401 nChanged 712 SP:Iteration 54Q (31622.940000 sec): 3 clusters Score: Raw -21133326.267071 + Penalty 5797.391612 = -21127528.875459 nChanged 698 SP:Iteration 55Q (31623.300000 sec): 3 clusters Score: Raw -21133520.493971 + Penalty 5797.391612 = -21127723.102359 nChanged 660 SP:Iteration 56Q (31623.670000 sec): 3 clusters Score: Raw -21133714.988325 + Penalty 5797.391612 = -21127917.596713 nChanged 616 SP:Iteration 57Q (31624.030000 sec): 3 clusters Score: Raw -21133892.560930 + Penalty 5797.391612 = -21128095.169318 nChanged 568 SP:Iteration 58Q (31624.390000 sec): 3 clusters Score: Raw -21134064.644695 + Penalty 5797.391612 = -21128267.253082 nChanged 505 SP:Iteration 59Q (31624.750000 sec): 3 clusters Score: Raw -21134210.057620 + Penalty 5797.391612 = -21128412.666008 nChanged 461 SP:Iteration 60F (31625.230000 sec): 3 clusters Score: Raw -21134340.740431 + Penalty 5797.391612 = -21128543.348819 nChanged 395 SP:Iteration 61Q (31625.590000 sec): 3 clusters Score: Raw -21134446.796114 + Penalty 5797.391612 = -21128649.404502 nChanged 361 SP:Iteration 62Q (31625.950000 sec): 3 clusters Score: Raw -21134548.924002 + Penalty 5797.391612 = -21128751.532389 nChanged 317 SP:Iteration 63Q (31626.300000 sec): 3 clusters Score: Raw -21134638.862437 + Penalty 5797.391612 = -21128841.470825 nChanged 288 SP:Iteration 64Q (31626.650000 sec): 3 clusters Score: Raw -21134719.555085 + Penalty 5797.391612 = -21128922.163472 nChanged 255 SP:Iteration 65Q (31627.000000 sec): 3 clusters Score: Raw -21134796.820559 + Penalty 5797.391612 = -21128999.428946 nChanged 247 SP:Iteration 66Q (31627.350000 sec): 3 clusters Score: Raw -21134872.659205 + Penalty 5797.391612 = -21129075.267592 nChanged 211 SP:Iteration 67Q (31627.700000 sec): 3 clusters Score: Raw -21134937.274045 + Penalty 5797.391612 = -21129139.882433 nChanged 180 SP:Iteration 68Q (31628.050000 sec): 3 clusters Score: Raw -21134991.772715 + Penalty 5797.391612 = -21129194.381103 nChanged 156 SP:Iteration 69Q (31628.400000 sec): 3 clusters Score: Raw -21135036.146675 + Penalty 5797.391612 = -21129238.755062 nChanged 104 SP:Iteration 70Q (31628.750000 sec): 3 clusters Score: Raw -21135064.670524 + Penalty 5797.391612 = -21129267.278911 nChanged 94 SP:Iteration 71Q (31629.090000 sec): 3 clusters Score: Raw -21135090.486861 + Penalty 5797.391612 = -21129293.095249 nChanged 93 SP:Iteration 72Q (31629.440000 sec): 3 clusters Score: Raw -21135119.727315 + Penalty 5797.391612 = -21129322.335702 nChanged 83 SP:Iteration 73Q (31629.790000 sec): 3 clusters Score: Raw -21135140.890260 + Penalty 5797.391612 = -21129343.498648 nChanged 76 SP:Iteration 74Q (31630.130000 sec): 3 clusters Score: Raw -21135163.605805 + Penalty 5797.391612 = -21129366.214192 nChanged 77 SP:Iteration 75Q (31630.480000 sec): 3 clusters Score: Raw -21135188.712348 + Penalty 5797.391612 = -21129391.320736 nChanged 74 SP:Iteration 76Q (31630.830000 sec): 3 clusters Score: Raw -21135208.381506 + Penalty 5797.391612 = -21129410.989894 nChanged 60 SP:Iteration 77Q (31631.170000 sec): 3 clusters Score: Raw -21135222.779804 + Penalty 5797.391612 = -21129425.388191 nChanged 51 SP:Iteration 78Q (31631.510000 sec): 3 clusters Score: Raw -21135233.825400 + Penalty 5797.391612 = -21129436.433787 nChanged 38 SP:Iteration 79Q (31631.860000 sec): 3 clusters Score: Raw -21135244.593905 + Penalty 5797.391612 = -21129447.202293 nChanged 47 SP:Iteration 80F (31632.340000 sec): 3 clusters Score: Raw -21135257.058692 + Penalty 5797.391612 = -21129459.667079 nChanged 40 SP:Iteration 81Q (31632.680000 sec): 3 clusters Score: Raw -21135266.871288 + Penalty 5797.391612 = -21129469.479675 nChanged 34 SP:Iteration 82Q (31633.030000 sec): 3 clusters Score: Raw -21135276.749601 + Penalty 5797.391612 = -21129479.357988 nChanged 46 SP:Iteration 83Q (31633.370000 sec): 3 clusters Score: Raw -21135289.244938 + Penalty 5797.391612 = -21129491.853325 nChanged 38 SP:Iteration 84Q (31633.720000 sec): 3 clusters Score: Raw -21135297.969977 + Penalty 5797.391612 = -21129500.578364 nChanged 32 SP:Iteration 85Q (31634.060000 sec): 3 clusters Score: Raw -21135305.668312 + Penalty 5797.391612 = -21129508.276700 nChanged 25 SP:Iteration 86Q (31634.400000 sec): 3 clusters Score: Raw -21135311.603733 + Penalty 5797.391612 = -21129514.212120 nChanged 23 SP:Iteration 87Q (31634.750000 sec): 3 clusters Score: Raw -21135318.881227 + Penalty 5797.391612 = -21129521.489615 nChanged 27 SP:Iteration 88Q (31635.090000 sec): 3 clusters Score: Raw -21135326.052186 + Penalty 5797.391612 = -21129528.660573 nChanged 13 SP:Iteration 89Q (31635.430000 sec): 3 clusters Score: Raw -21135328.600037 + Penalty 5797.391612 = -21129531.208425 nChanged 9 SP:Iteration 90Q (31635.780000 sec): 3 clusters Score: Raw -21135331.231876 + Penalty 5797.391612 = -21129533.840264 nChanged 11 SP:Iteration 91Q (31636.120000 sec): 3 clusters Score: Raw -21135334.188216 + Penalty 5797.391612 = -21129536.796604 nChanged 19 SP:Iteration 92Q (31636.460000 sec): 3 clusters Score: Raw -21135338.957514 + Penalty 5797.391612 = -21129541.565902 nChanged 13 SP:Iteration 93Q (31636.810000 sec): 3 clusters Score: Raw -21135342.047656 + Penalty 5797.391612 = -21129544.656043 nChanged 9 SP:Iteration 94Q (31637.150000 sec): 3 clusters Score: Raw -21135343.789617 + Penalty 5797.391612 = -21129546.398005 nChanged 10 SP:Iteration 95Q (31637.490000 sec): 3 clusters Score: Raw -21135346.615714 + Penalty 5797.391612 = -21129549.224102 nChanged 7 SP:Iteration 96Q (31637.830000 sec): 3 clusters Score: Raw -21135348.220220 + Penalty 5797.391612 = -21129550.828608 nChanged 4 SP:Iteration 97Q (31638.180000 sec): 3 clusters Score: Raw -21135349.039699 + Penalty 5797.391612 = -21129551.648087 nChanged 3 SP:Iteration 98Q (31638.520000 sec): 3 clusters Score: Raw -21135349.561738 + Penalty 5797.391612 = -21129552.170126 nChanged 1 SP:Iteration 99Q (31638.870000 sec): 3 clusters Score: Raw -21135349.794917 + Penalty 5797.391612 = -21129552.403305 nChanged 1 SP:Iteration 100F (31639.340000 sec): 3 clusters Score: Raw -21135349.902906 + Penalty 5797.391612 = -21129552.511293 nChanged 1 SP:Iteration 101Q (31639.690000 sec): 3 clusters Score: Raw -21135350.492153 + Penalty 5797.391612 = -21129553.100541 nChanged 0 SP:Iteration 102F (31640.160000 sec): 3 clusters Score: Raw -21135350.492153 + Penalty 5797.391612 = -21129553.100541 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31640.210000 sec): 2 clusters Score: Raw -397642.405742 + Penalty 1939.369421 = -395703.036321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31640.220000 sec): 3 clusters Score: Raw -396630.183141 + Penalty 3878.738843 = -392751.444298 nChanged 851 SP:Iteration 1F (31640.230000 sec): 3 clusters Score: Raw -397253.710194 + Penalty 3878.738843 = -393374.971351 nChanged 195 SP:Iteration 2F (31640.240000 sec): 3 clusters Score: Raw -397440.623542 + Penalty 3878.738843 = -393561.884699 nChanged 132 SP:Iteration 3F (31640.250000 sec): 3 clusters Score: Raw -397565.148376 + Penalty 3878.738843 = -393686.409534 nChanged 95 SP:Iteration 4Q (31640.260000 sec): 3 clusters Score: Raw -397666.370382 + Penalty 3878.738843 = -393787.631539 nChanged 97 SP:Iteration 5Q (31640.270000 sec): 3 clusters Score: Raw -397746.057236 + Penalty 3878.738843 = -393867.318394 nChanged 74 SP:Iteration 6Q (31640.280000 sec): 3 clusters Score: Raw -397807.995370 + Penalty 3878.738843 = -393929.256528 nChanged 55 SP:Iteration 7Q (31640.290000 sec): 3 clusters Score: Raw -397843.043942 + Penalty 3878.738843 = -393964.305099 nChanged 45 SP:Iteration 8Q (31640.300000 sec): 3 clusters Score: Raw -397873.148378 + Penalty 3878.738843 = -393994.409536 nChanged 27 SP:Iteration 9Q (31640.310000 sec): 3 clusters Score: Raw -397895.216470 + Penalty 3878.738843 = -394016.477627 nChanged 35 SP:Iteration 10Q (31640.320000 sec): 3 clusters Score: Raw -397916.711261 + Penalty 3878.738843 = -394037.972418 nChanged 35 SP:Iteration 11Q (31640.330000 sec): 3 clusters Score: Raw -397948.808976 + Penalty 3878.738843 = -394070.070133 nChanged 51 SP:Iteration 12Q (31640.340000 sec): 3 clusters Score: Raw -398006.145460 + Penalty 3878.738843 = -394127.406617 nChanged 58 SP:Iteration 13Q (31640.350000 sec): 3 clusters Score: Raw -398060.999586 + Penalty 3878.738843 = -394182.260744 nChanged 54 SP:Iteration 14Q (31640.360000 sec): 3 clusters Score: Raw -398112.912337 + Penalty 3878.738843 = -394234.173494 nChanged 47 SP:Iteration 15Q (31640.370000 sec): 3 clusters Score: Raw -398158.791568 + Penalty 3878.738843 = -394280.052726 nChanged 53 SP:Iteration 16Q (31640.380000 sec): 3 clusters Score: Raw -398202.061215 + Penalty 3878.738843 = -394323.322373 nChanged 52 SP:Iteration 17Q (31640.390000 sec): 3 clusters Score: Raw -398242.664292 + Penalty 3878.738843 = -394363.925449 nChanged 47 SP:Iteration 18Q (31640.390000 sec): 3 clusters Score: Raw -398285.413729 + Penalty 3878.738843 = -394406.674887 nChanged 36 SP:Iteration 19Q (31640.410000 sec): 3 clusters Score: Raw -398310.457895 + Penalty 3878.738843 = -394431.719053 nChanged 30 SP:Iteration 20F (31640.410000 sec): 3 clusters Score: Raw -398330.643680 + Penalty 3878.738843 = -394451.904837 nChanged 26 SP:Iteration 21Q (31640.420000 sec): 3 clusters Score: Raw -398348.467095 + Penalty 3878.738843 = -394469.728252 nChanged 30 SP:Iteration 22Q (31640.430000 sec): 3 clusters Score: Raw -398367.937714 + Penalty 3878.738843 = -394489.198871 nChanged 22 SP:Iteration 23Q (31640.440000 sec): 3 clusters Score: Raw -398381.729003 + Penalty 3878.738843 = -394502.990160 nChanged 20 SP:Iteration 24Q (31640.450000 sec): 3 clusters Score: Raw -398394.197587 + Penalty 3878.738843 = -394515.458744 nChanged 16 SP:Iteration 25Q (31640.460000 sec): 3 clusters Score: Raw -398401.608823 + Penalty 3878.738843 = -394522.869981 nChanged 10 SP:Iteration 26Q (31640.470000 sec): 3 clusters Score: Raw -398406.577877 + Penalty 3878.738843 = -394527.839034 nChanged 7 SP:Iteration 27Q (31640.480000 sec): 3 clusters Score: Raw -398411.150544 + Penalty 3878.738843 = -394532.411701 nChanged 7 SP:Iteration 28Q (31640.490000 sec): 3 clusters Score: Raw -398415.068151 + Penalty 3878.738843 = -394536.329308 nChanged 2 SP:Iteration 29Q (31640.500000 sec): 3 clusters Score: Raw -398416.208904 + Penalty 3878.738843 = -394537.470062 nChanged 2 SP:Iteration 30Q (31640.510000 sec): 3 clusters Score: Raw -398417.113805 + Penalty 3878.738843 = -394538.374962 nChanged 3 SP:Iteration 31Q (31640.510000 sec): 3 clusters Score: Raw -398418.272030 + Penalty 3878.738843 = -394539.533187 nChanged 3 SP:Iteration 32Q (31640.530000 sec): 3 clusters Score: Raw -398419.951540 + Penalty 3878.738843 = -394541.212697 nChanged 3 SP:Iteration 33Q (31640.530000 sec): 3 clusters Score: Raw -398422.213079 + Penalty 3878.738843 = -394543.474236 nChanged 2 SP:Iteration 34Q (31640.540000 sec): 3 clusters Score: Raw -398423.184203 + Penalty 3878.738843 = -394544.445360 nChanged 1 SP:Iteration 35Q (31640.550000 sec): 3 clusters Score: Raw -398423.351150 + Penalty 3878.738843 = -394544.612307 nChanged 0 SP:Iteration 36F (31640.560000 sec): 3 clusters Score: Raw -398423.351150 + Penalty 3878.738843 = -394544.612307 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31640.570000 sec): 2 clusters Score: Raw -10678.825835 + Penalty 1101.777512 = -9577.048323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31640.570000 sec): 3 clusters Score: Raw -11073.131386 + Penalty 2203.555023 = -8869.576363 nChanged 1 SP:Iteration 1Q (31640.570000 sec): 3 clusters Score: Raw -11098.476560 + Penalty 2203.555023 = -8894.921536 nChanged 0 SP:Iteration 2F (31640.570000 sec): 3 clusters Score: Raw -11098.476560 + Penalty 2203.555023 = -8894.921536 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31640.580000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31640.580000 sec): 3 clusters Score: Raw -89076.145366 + Penalty 3156.916375 = -85919.228991 nChanged 124 SP:Iteration 1F (31640.590000 sec): 3 clusters Score: Raw -89306.844513 + Penalty 3156.916375 = -86149.928137 nChanged 24 SP:Iteration 2Q (31640.590000 sec): 3 clusters Score: Raw -89364.216041 + Penalty 3156.916375 = -86207.299666 nChanged 19 SP:Iteration 3Q (31640.590000 sec): 3 clusters Score: Raw -89399.909181 + Penalty 3156.916375 = -86242.992805 nChanged 10 SP:Iteration 4Q (31640.590000 sec): 3 clusters Score: Raw -89435.689905 + Penalty 3156.916375 = -86278.773530 nChanged 11 SP:Iteration 5Q (31640.590000 sec): 3 clusters Score: Raw -89475.135676 + Penalty 3156.916375 = -86318.219301 nChanged 13 SP:Iteration 6Q (31640.590000 sec): 3 clusters Score: Raw -89543.415380 + Penalty 3156.916375 = -86386.499004 nChanged 15 SP:Iteration 7Q (31640.600000 sec): 3 clusters Score: Raw -89694.735614 + Penalty 3156.916375 = -86537.819239 nChanged 16 SP:Iteration 8Q (31640.600000 sec): 3 clusters Score: Raw -89879.514081 + Penalty 3156.916375 = -86722.597706 nChanged 19 SP:Iteration 9Q (31640.600000 sec): 3 clusters Score: Raw -90014.840501 + Penalty 3156.916375 = -86857.924126 nChanged 21 SP:Iteration 10Q (31640.600000 sec): 3 clusters Score: Raw -90107.002050 + Penalty 3156.916375 = -86950.085675 nChanged 14 SP:Iteration 11Q (31640.610000 sec): 3 clusters Score: Raw -90147.681255 + Penalty 3156.916375 = -86990.764880 nChanged 9 SP:Iteration 12Q (31640.610000 sec): 3 clusters Score: Raw -90168.959720 + Penalty 3156.916375 = -87012.043344 nChanged 7 SP:Iteration 13Q (31640.610000 sec): 3 clusters Score: Raw -90182.977117 + Penalty 3156.916375 = -87026.060742 nChanged 5 SP:Iteration 14Q (31640.610000 sec): 3 clusters Score: Raw -90194.485876 + Penalty 3156.916375 = -87037.569501 nChanged 5 SP:Iteration 15Q (31640.610000 sec): 3 clusters Score: Raw -90215.078260 + Penalty 3156.916375 = -87058.161885 nChanged 6 SP:Iteration 16Q (31640.610000 sec): 3 clusters Score: Raw -90241.429229 + Penalty 3156.916375 = -87084.512854 nChanged 4 SP:Iteration 17Q (31640.620000 sec): 3 clusters Score: Raw -90248.945198 + Penalty 3156.916375 = -87092.028822 nChanged 3 SP:Iteration 18Q (31640.620000 sec): 3 clusters Score: Raw -90256.410190 + Penalty 3156.916375 = -87099.493815 nChanged 2 SP:Iteration 19Q (31640.620000 sec): 3 clusters Score: Raw -90261.534720 + Penalty 3156.916375 = -87104.618345 nChanged 2 SP:Iteration 20F (31640.620000 sec): 3 clusters Score: Raw -90267.081281 + Penalty 3156.916375 = -87110.164905 nChanged 2 SP:Iteration 21Q (31640.630000 sec): 3 clusters Score: Raw -90275.478481 + Penalty 3156.916375 = -87118.562105 nChanged 1 SP:Iteration 22Q (31640.630000 sec): 3 clusters Score: Raw -90278.357106 + Penalty 3156.916375 = -87121.440730 nChanged 2 SP:Iteration 23Q (31640.630000 sec): 3 clusters Score: Raw -90284.896517 + Penalty 3156.916375 = -87127.980142 nChanged 0 SP:Iteration 24F (31640.630000 sec): 3 clusters Score: Raw -90284.896517 + Penalty 3156.916375 = -87127.980142 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1342967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31645.240000 sec): 2 clusters Score: Raw -234941619.119552 + Penalty 3499.377192 = -234938119.742360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31650.790000 sec): 3 clusters Score: Raw -234030627.635261 + Penalty 6998.754384 = -234023628.880877 nChanged 661822 SP:Iteration 1F (31656.310000 sec): 3 clusters Score: Raw -234441386.574770 + Penalty 6998.754384 = -234434387.820386 nChanged 43150 SP:Iteration 2Q (31661.960000 sec): 3 clusters Score: Raw -234453834.240059 + Penalty 6998.754384 = -234446835.485675 nChanged 57342 SP:Iteration 3Q (31667.610000 sec): 3 clusters Score: Raw -234476399.365150 + Penalty 6998.754384 = -234469400.610766 nChanged 75268 SP:Iteration 4F (31673.110000 sec): 3 clusters Score: Raw -234515910.440867 + Penalty 6998.754384 = -234508911.686483 nChanged 94113 SP:Iteration 5F (31678.590000 sec): 3 clusters Score: Raw -234578576.927901 + Penalty 6998.754384 = -234571578.173517 nChanged 106947 SP:Iteration 6F (31684.080000 sec): 3 clusters Score: Raw -234663779.958910 + Penalty 6998.754384 = -234656781.204526 nChanged 106417 SP:Iteration 7F (31689.540000 sec): 3 clusters Score: Raw -234758443.450838 + Penalty 6998.754384 = -234751444.696454 nChanged 89483 SP:Iteration 8F (31694.980000 sec): 3 clusters Score: Raw -234842622.662080 + Penalty 6998.754384 = -234835623.907696 nChanged 60373 SP:Iteration 9Q (31700.310000 sec): 3 clusters Score: Raw -234899961.056543 + Penalty 6998.754384 = -234892962.302159 nChanged 30770 SP:Iteration 10Q (31705.270000 sec): 3 clusters Score: Raw -234928173.378312 + Penalty 6998.754384 = -234921174.623928 nChanged 11318 SP:Iteration 11Q (31709.640000 sec): 3 clusters Score: Raw -234938018.365140 + Penalty 6998.754384 = -234931019.610756 nChanged 3251 SP:Iteration 12Q (31713.640000 sec): 3 clusters Score: Raw -234940816.821696 + Penalty 6998.754384 = -234933818.067312 nChanged 923 SP:Iteration 13Q (31717.470000 sec): 3 clusters Score: Raw -234941839.050227 + Penalty 6998.754384 = -234934840.295843 nChanged 450 SP:Iteration 14Q (31721.240000 sec): 3 clusters Score: Raw -234942521.650544 + Penalty 6998.754384 = -234935522.896160 nChanged 503 SP:Iteration 15Q (31724.990000 sec): 3 clusters Score: Raw -234943217.024581 + Penalty 6998.754384 = -234936218.270196 nChanged 614 SP:Iteration 16Q (31728.730000 sec): 3 clusters Score: Raw -234943866.704129 + Penalty 6998.754384 = -234936867.949745 nChanged 637 SP:Iteration 17Q (31732.480000 sec): 3 clusters Score: Raw -234944396.453723 + Penalty 6998.754384 = -234937397.699339 nChanged 604 SP:Iteration 18Q (31736.230000 sec): 3 clusters Score: Raw -234944820.475858 + Penalty 6998.754384 = -234937821.721474 nChanged 563 SP:Iteration 19Q (31739.960000 sec): 3 clusters Score: Raw -234945152.033240 + Penalty 6998.754384 = -234938153.278856 nChanged 524 SP:Iteration 20F (31745.340000 sec): 3 clusters Score: Raw -234945409.685106 + Penalty 6998.754384 = -234938410.930721 nChanged 483 SP:Iteration 21Q (31749.080000 sec): 3 clusters Score: Raw -234945609.882538 + Penalty 6998.754384 = -234938611.128154 nChanged 441 SP:Iteration 22Q (31752.840000 sec): 3 clusters Score: Raw -234945772.514058 + Penalty 6998.754384 = -234938773.759674 nChanged 432 SP:Iteration 23Q (31756.590000 sec): 3 clusters Score: Raw -234945903.262255 + Penalty 6998.754384 = -234938904.507871 nChanged 352 SP:Iteration 24Q (31760.340000 sec): 3 clusters Score: Raw -234945993.495146 + Penalty 6998.754384 = -234938994.740762 nChanged 311 SP:Iteration 25Q (31764.090000 sec): 3 clusters Score: Raw -234946059.510801 + Penalty 6998.754384 = -234939060.756417 nChanged 240 SP:Iteration 26Q (31767.840000 sec): 3 clusters Score: Raw -234946106.250436 + Penalty 6998.754384 = -234939107.496052 nChanged 232 SP:Iteration 27Q (31771.600000 sec): 3 clusters Score: Raw -234946142.897534 + Penalty 6998.754384 = -234939144.143150 nChanged 174 SP:Iteration 28Q (31775.350000 sec): 3 clusters Score: Raw -234946168.811755 + Penalty 6998.754384 = -234939170.057371 nChanged 163 SP:Iteration 29Q (31779.100000 sec): 3 clusters Score: Raw -234946191.789022 + Penalty 6998.754384 = -234939193.034638 nChanged 158 SP:Iteration 30Q (31782.860000 sec): 3 clusters Score: Raw -234946212.938148 + Penalty 6998.754384 = -234939214.183764 nChanged 120 SP:Iteration 31Q (31786.610000 sec): 3 clusters Score: Raw -234946226.086553 + Penalty 6998.754384 = -234939227.332169 nChanged 101 SP:Iteration 32Q (31790.360000 sec): 3 clusters Score: Raw -234946237.484731 + Penalty 6998.754384 = -234939238.730347 nChanged 97 SP:Iteration 33Q (31794.110000 sec): 3 clusters Score: Raw -234946246.782566 + Penalty 6998.754384 = -234939248.028182 nChanged 69 SP:Iteration 34Q (31797.870000 sec): 3 clusters Score: Raw -234946252.829044 + Penalty 6998.754384 = -234939254.074660 nChanged 52 SP:Iteration 35Q (31801.620000 sec): 3 clusters Score: Raw -234946256.710191 + Penalty 6998.754384 = -234939257.955807 nChanged 38 SP:Iteration 36Q (31805.370000 sec): 3 clusters Score: Raw -234946259.892888 + Penalty 6998.754384 = -234939261.138504 nChanged 34 SP:Iteration 37Q (31809.130000 sec): 3 clusters Score: Raw -234946261.860152 + Penalty 6998.754384 = -234939263.105768 nChanged 18 SP:Iteration 38Q (31812.890000 sec): 3 clusters Score: Raw -234946262.968915 + Penalty 6998.754384 = -234939264.214531 nChanged 13 SP:Iteration 39Q (31816.640000 sec): 3 clusters Score: Raw -234946263.810897 + Penalty 6998.754384 = -234939265.056513 nChanged 11 SP:Iteration 40F (31822.020000 sec): 3 clusters Score: Raw -234946264.920497 + Penalty 6998.754384 = -234939266.166113 nChanged 17 SP:Iteration 41Q (31825.800000 sec): 3 clusters Score: Raw -234946265.911331 + Penalty 6998.754384 = -234939267.156947 nChanged 17 SP:Iteration 42Q (31829.570000 sec): 3 clusters Score: Raw -234946266.909157 + Penalty 6998.754384 = -234939268.154773 nChanged 17 SP:Iteration 43Q (31833.350000 sec): 3 clusters Score: Raw -234946267.769278 + Penalty 6998.754384 = -234939269.014894 nChanged 8 SP:Iteration 44Q (31837.130000 sec): 3 clusters Score: Raw -234946268.151128 + Penalty 6998.754384 = -234939269.396744 nChanged 12 SP:Iteration 45Q (31840.900000 sec): 3 clusters Score: Raw -234946268.868186 + Penalty 6998.754384 = -234939270.113802 nChanged 12 SP:Iteration 46Q (31844.680000 sec): 3 clusters Score: Raw -234946269.777700 + Penalty 6998.754384 = -234939271.023316 nChanged 9 SP:Iteration 47Q (31848.450000 sec): 3 clusters Score: Raw -234946270.425046 + Penalty 6998.754384 = -234939271.670662 nChanged 11 SP:Iteration 48Q (31852.220000 sec): 3 clusters Score: Raw -234946271.016402 + Penalty 6998.754384 = -234939272.262018 nChanged 6 SP:Iteration 49Q (31856.000000 sec): 3 clusters Score: Raw -234946271.483828 + Penalty 6998.754384 = -234939272.729444 nChanged 8 SP:Iteration 50Q (31859.770000 sec): 3 clusters Score: Raw -234946271.939711 + Penalty 6998.754384 = -234939273.185327 nChanged 7 SP:Iteration 51Q (31863.540000 sec): 3 clusters Score: Raw -234946272.334186 + Penalty 6998.754384 = -234939273.579802 nChanged 4 SP:Iteration 52Q (31867.310000 sec): 3 clusters Score: Raw -234946272.548814 + Penalty 6998.754384 = -234939273.794430 nChanged 2 SP:Iteration 53Q (31871.090000 sec): 3 clusters Score: Raw -234946272.626076 + Penalty 6998.754384 = -234939273.871692 nChanged 1 SP:Iteration 54Q (31874.880000 sec): 3 clusters Score: Raw -234946272.655519 + Penalty 6998.754384 = -234939273.901135 nChanged 2 SP:Iteration 55Q (31878.660000 sec): 3 clusters Score: Raw -234946272.770656 + Penalty 6998.754384 = -234939274.016272 nChanged 5 SP:Iteration 56Q (31882.450000 sec): 3 clusters Score: Raw -234946272.947271 + Penalty 6998.754384 = -234939274.192886 nChanged 6 SP:Iteration 57Q (31886.230000 sec): 3 clusters Score: Raw -234946273.238978 + Penalty 6998.754384 = -234939274.484594 nChanged 5 SP:Iteration 58Q (31890.010000 sec): 3 clusters Score: Raw -234946273.501492 + Penalty 6998.754384 = -234939274.747108 nChanged 12 SP:Iteration 59Q (31893.810000 sec): 3 clusters Score: Raw -234946274.228111 + Penalty 6998.754384 = -234939275.473727 nChanged 12 SP:Iteration 60F (31899.190000 sec): 3 clusters Score: Raw -234946274.920918 + Penalty 6998.754384 = -234939276.166534 nChanged 10 SP:Iteration 61Q (31902.970000 sec): 3 clusters Score: Raw -234946275.414206 + Penalty 6998.754384 = -234939276.659822 nChanged 3 SP:Iteration 62Q (31906.750000 sec): 3 clusters Score: Raw -234946275.559734 + Penalty 6998.754384 = -234939276.805350 nChanged 4 SP:Iteration 63Q (31910.520000 sec): 3 clusters Score: Raw -234946275.718138 + Penalty 6998.754384 = -234939276.963754 nChanged 2 SP:Iteration 64Q (31914.300000 sec): 3 clusters Score: Raw -234946275.804951 + Penalty 6998.754384 = -234939277.050567 nChanged 1 SP:Iteration 65Q (31918.080000 sec): 3 clusters Score: Raw -234946275.819540 + Penalty 6998.754384 = -234939277.065156 nChanged 0 SP:Iteration 66F (31923.470000 sec): 3 clusters Score: Raw -234946275.819540 + Penalty 6998.754384 = -234939277.065156 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31923.960000 sec): 2 clusters Score: Raw -1565532.992501 + Penalty 2265.312076 = -1563267.680425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31924.000000 sec): 3 clusters Score: Raw -1560530.354825 + Penalty 4530.624151 = -1555999.730674 nChanged 3878 SP:Iteration 1F (31924.030000 sec): 3 clusters Score: Raw -1562670.788732 + Penalty 4530.624151 = -1558140.164581 nChanged 582 SP:Iteration 2F (31924.070000 sec): 3 clusters Score: Raw -1562974.333627 + Penalty 4530.624151 = -1558443.709476 nChanged 458 SP:Iteration 3Q (31924.110000 sec): 3 clusters Score: Raw -1563213.108504 + Penalty 4530.624151 = -1558682.484353 nChanged 399 SP:Iteration 4Q (31924.140000 sec): 3 clusters Score: Raw -1563410.045815 + Penalty 4530.624151 = -1558879.421663 nChanged 370 SP:Iteration 5Q (31924.180000 sec): 3 clusters Score: Raw -1563610.144059 + Penalty 4530.624151 = -1559079.519907 nChanged 372 SP:Iteration 6Q (31924.220000 sec): 3 clusters Score: Raw -1563815.639358 + Penalty 4530.624151 = -1559285.015207 nChanged 353 SP:Iteration 7Q (31924.250000 sec): 3 clusters Score: Raw -1563999.820405 + Penalty 4530.624151 = -1559469.196254 nChanged 351 SP:Iteration 8Q (31924.290000 sec): 3 clusters Score: Raw -1564187.209583 + Penalty 4530.624151 = -1559656.585431 nChanged 328 SP:Iteration 9Q (31924.320000 sec): 3 clusters Score: Raw -1564374.597384 + Penalty 4530.624151 = -1559843.973233 nChanged 354 SP:Iteration 10Q (31924.360000 sec): 3 clusters Score: Raw -1564567.151954 + Penalty 4530.624151 = -1560036.527803 nChanged 329 SP:Iteration 11Q (31924.400000 sec): 3 clusters Score: Raw -1564750.165870 + Penalty 4530.624151 = -1560219.541719 nChanged 317 SP:Iteration 12Q (31924.430000 sec): 3 clusters Score: Raw -1564918.141428 + Penalty 4530.624151 = -1560387.517277 nChanged 314 SP:Iteration 13Q (31924.470000 sec): 3 clusters Score: Raw -1565082.357527 + Penalty 4530.624151 = -1560551.733376 nChanged 289 SP:Iteration 14Q (31924.500000 sec): 3 clusters Score: Raw -1565230.569646 + Penalty 4530.624151 = -1560699.945494 nChanged 250 SP:Iteration 15Q (31924.540000 sec): 3 clusters Score: Raw -1565341.737166 + Penalty 4530.624151 = -1560811.113015 nChanged 199 SP:Iteration 16Q (31924.570000 sec): 3 clusters Score: Raw -1565431.432915 + Penalty 4530.624151 = -1560900.808764 nChanged 159 SP:Iteration 17Q (31924.610000 sec): 3 clusters Score: Raw -1565499.491891 + Penalty 4530.624151 = -1560968.867740 nChanged 143 SP:Iteration 18Q (31924.640000 sec): 3 clusters Score: Raw -1565555.626012 + Penalty 4530.624151 = -1561025.001861 nChanged 125 SP:Iteration 19Q (31924.680000 sec): 3 clusters Score: Raw -1565602.810235 + Penalty 4530.624151 = -1561072.186084 nChanged 108 SP:Iteration 20F (31924.720000 sec): 3 clusters Score: Raw -1565643.400265 + Penalty 4530.624151 = -1561112.776114 nChanged 96 SP:Iteration 21Q (31924.750000 sec): 3 clusters Score: Raw -1565680.116586 + Penalty 4530.624151 = -1561149.492434 nChanged 102 SP:Iteration 22Q (31924.780000 sec): 3 clusters Score: Raw -1565721.237485 + Penalty 4530.624151 = -1561190.613334 nChanged 96 SP:Iteration 23Q (31924.820000 sec): 3 clusters Score: Raw -1565756.789217 + Penalty 4530.624151 = -1561226.165065 nChanged 77 SP:Iteration 24Q (31924.860000 sec): 3 clusters Score: Raw -1565780.811877 + Penalty 4530.624151 = -1561250.187726 nChanged 60 SP:Iteration 25Q (31924.890000 sec): 3 clusters Score: Raw -1565800.035669 + Penalty 4530.624151 = -1561269.411517 nChanged 57 SP:Iteration 26Q (31924.920000 sec): 3 clusters Score: Raw -1565817.445599 + Penalty 4530.624151 = -1561286.821448 nChanged 54 SP:Iteration 27Q (31924.960000 sec): 3 clusters Score: Raw -1565836.545736 + Penalty 4530.624151 = -1561305.921584 nChanged 49 SP:Iteration 28Q (31925.000000 sec): 3 clusters Score: Raw -1565852.783134 + Penalty 4530.624151 = -1561322.158983 nChanged 43 SP:Iteration 29Q (31925.030000 sec): 3 clusters Score: Raw -1565863.650317 + Penalty 4530.624151 = -1561333.026166 nChanged 44 SP:Iteration 30Q (31925.060000 sec): 3 clusters Score: Raw -1565877.639455 + Penalty 4530.624151 = -1561347.015304 nChanged 49 SP:Iteration 31Q (31925.100000 sec): 3 clusters Score: Raw -1565890.783510 + Penalty 4530.624151 = -1561360.159359 nChanged 43 SP:Iteration 32Q (31925.130000 sec): 3 clusters Score: Raw -1565902.378562 + Penalty 4530.624151 = -1561371.754411 nChanged 44 SP:Iteration 33Q (31925.170000 sec): 3 clusters Score: Raw -1565912.883857 + Penalty 4530.624151 = -1561382.259705 nChanged 40 SP:Iteration 34Q (31925.200000 sec): 3 clusters Score: Raw -1565923.839275 + Penalty 4530.624151 = -1561393.215124 nChanged 33 SP:Iteration 35Q (31925.240000 sec): 3 clusters Score: Raw -1565932.520085 + Penalty 4530.624151 = -1561401.895934 nChanged 28 SP:Iteration 36Q (31925.270000 sec): 3 clusters Score: Raw -1565938.497774 + Penalty 4530.624151 = -1561407.873623 nChanged 23 SP:Iteration 37Q (31925.300000 sec): 3 clusters Score: Raw -1565944.335017 + Penalty 4530.624151 = -1561413.710866 nChanged 24 SP:Iteration 38Q (31925.340000 sec): 3 clusters Score: Raw -1565951.609581 + Penalty 4530.624151 = -1561420.985429 nChanged 28 SP:Iteration 39Q (31925.370000 sec): 3 clusters Score: Raw -1565961.306480 + Penalty 4530.624151 = -1561430.682329 nChanged 34 SP:Iteration 40F (31925.410000 sec): 3 clusters Score: Raw -1565972.078618 + Penalty 4530.624151 = -1561441.454467 nChanged 37 SP:Iteration 41Q (31925.440000 sec): 3 clusters Score: Raw -1565982.214136 + Penalty 4530.624151 = -1561451.589985 nChanged 33 SP:Iteration 42Q (31925.480000 sec): 3 clusters Score: Raw -1565990.840618 + Penalty 4530.624151 = -1561460.216467 nChanged 35 SP:Iteration 43Q (31925.510000 sec): 3 clusters Score: Raw -1566001.096033 + Penalty 4530.624151 = -1561470.471882 nChanged 32 SP:Iteration 44Q (31925.550000 sec): 3 clusters Score: Raw -1566010.099673 + Penalty 4530.624151 = -1561479.475522 nChanged 28 SP:Iteration 45Q (31925.580000 sec): 3 clusters Score: Raw -1566016.589048 + Penalty 4530.624151 = -1561485.964897 nChanged 27 SP:Iteration 46Q (31925.620000 sec): 3 clusters Score: Raw -1566024.082716 + Penalty 4530.624151 = -1561493.458564 nChanged 23 SP:Iteration 47Q (31925.650000 sec): 3 clusters Score: Raw -1566029.577792 + Penalty 4530.624151 = -1561498.953640 nChanged 21 SP:Iteration 48Q (31925.680000 sec): 3 clusters Score: Raw -1566034.796395 + Penalty 4530.624151 = -1561504.172244 nChanged 22 SP:Iteration 49Q (31925.720000 sec): 3 clusters Score: Raw -1566039.963977 + Penalty 4530.624151 = -1561509.339825 nChanged 20 SP:Iteration 50Q (31925.750000 sec): 3 clusters Score: Raw -1566045.521548 + Penalty 4530.624151 = -1561514.897396 nChanged 22 SP:Iteration 51Q (31925.780000 sec): 3 clusters Score: Raw -1566050.077406 + Penalty 4530.624151 = -1561519.453255 nChanged 21 SP:Iteration 52Q (31925.820000 sec): 3 clusters Score: Raw -1566054.156352 + Penalty 4530.624151 = -1561523.532200 nChanged 19 SP:Iteration 53Q (31925.850000 sec): 3 clusters Score: Raw -1566058.418614 + Penalty 4530.624151 = -1561527.794462 nChanged 24 SP:Iteration 54Q (31925.880000 sec): 3 clusters Score: Raw -1566064.102615 + Penalty 4530.624151 = -1561533.478463 nChanged 14 SP:Iteration 55Q (31925.920000 sec): 3 clusters Score: Raw -1566067.044322 + Penalty 4530.624151 = -1561536.420171 nChanged 13 SP:Iteration 56Q (31925.950000 sec): 3 clusters Score: Raw -1566070.963646 + Penalty 4530.624151 = -1561540.339495 nChanged 15 SP:Iteration 57Q (31925.980000 sec): 3 clusters Score: Raw -1566074.074722 + Penalty 4530.624151 = -1561543.450571 nChanged 10 SP:Iteration 58Q (31926.020000 sec): 3 clusters Score: Raw -1566076.391306 + Penalty 4530.624151 = -1561545.767155 nChanged 16 SP:Iteration 59Q (31926.050000 sec): 3 clusters Score: Raw -1566079.897455 + Penalty 4530.624151 = -1561549.273304 nChanged 13 SP:Iteration 60F (31926.090000 sec): 3 clusters Score: Raw -1566082.539906 + Penalty 4530.624151 = -1561551.915754 nChanged 14 SP:Iteration 61Q (31926.120000 sec): 3 clusters Score: Raw -1566085.560037 + Penalty 4530.624151 = -1561554.935886 nChanged 15 SP:Iteration 62Q (31926.150000 sec): 3 clusters Score: Raw -1566088.457424 + Penalty 4530.624151 = -1561557.833273 nChanged 17 SP:Iteration 63Q (31926.180000 sec): 3 clusters Score: Raw -1566091.275660 + Penalty 4530.624151 = -1561560.651509 nChanged 9 SP:Iteration 64Q (31926.220000 sec): 3 clusters Score: Raw -1566092.313961 + Penalty 4530.624151 = -1561561.689810 nChanged 6 SP:Iteration 65Q (31926.250000 sec): 3 clusters Score: Raw -1566093.232267 + Penalty 4530.624151 = -1561562.608115 nChanged 4 SP:Iteration 66Q (31926.280000 sec): 3 clusters Score: Raw -1566093.795022 + Penalty 4530.624151 = -1561563.170870 nChanged 6 SP:Iteration 67Q (31926.320000 sec): 3 clusters Score: Raw -1566095.436261 + Penalty 4530.624151 = -1561564.812109 nChanged 6 SP:Iteration 68Q (31926.350000 sec): 3 clusters Score: Raw -1566096.691588 + Penalty 4530.624151 = -1561566.067437 nChanged 4 SP:Iteration 69Q (31926.380000 sec): 3 clusters Score: Raw -1566097.327795 + Penalty 4530.624151 = -1561566.703643 nChanged 2 SP:Iteration 70Q (31926.420000 sec): 3 clusters Score: Raw -1566097.680716 + Penalty 4530.624151 = -1561567.056565 nChanged 1 SP:Iteration 71Q (31926.450000 sec): 3 clusters Score: Raw -1566097.774481 + Penalty 4530.624151 = -1561567.150330 nChanged 0 SP:Iteration 72F (31926.490000 sec): 3 clusters Score: Raw -1566097.774481 + Penalty 4530.624151 = -1561567.150330 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31926.500000 sec): 2 clusters Score: Raw -319749.915227 + Penalty 1882.531327 = -317867.383900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31926.510000 sec): 3 clusters Score: Raw -319055.097140 + Penalty 3765.062653 = -315290.034487 nChanged 668 SP:Iteration 1F (31926.520000 sec): 3 clusters Score: Raw -319864.061922 + Penalty 3765.062653 = -316098.999269 nChanged 239 SP:Iteration 2F (31926.530000 sec): 3 clusters Score: Raw -320420.215540 + Penalty 3765.062653 = -316655.152886 nChanged 208 SP:Iteration 3F (31926.540000 sec): 3 clusters Score: Raw -320850.213161 + Penalty 3765.062653 = -317085.150507 nChanged 146 SP:Iteration 4F (31926.540000 sec): 3 clusters Score: Raw -321099.775205 + Penalty 3765.062653 = -317334.712551 nChanged 88 SP:Iteration 5Q (31926.550000 sec): 3 clusters Score: Raw -321218.216341 + Penalty 3765.062653 = -317453.153688 nChanged 44 SP:Iteration 6Q (31926.560000 sec): 3 clusters Score: Raw -321270.808788 + Penalty 3765.062653 = -317505.746135 nChanged 28 SP:Iteration 7Q (31926.560000 sec): 3 clusters Score: Raw -321299.635158 + Penalty 3765.062653 = -317534.572504 nChanged 12 SP:Iteration 8Q (31926.570000 sec): 3 clusters Score: Raw -321310.955220 + Penalty 3765.062653 = -317545.892567 nChanged 9 SP:Iteration 9Q (31926.580000 sec): 3 clusters Score: Raw -321320.730690 + Penalty 3765.062653 = -317555.668036 nChanged 3 SP:Iteration 10Q (31926.580000 sec): 3 clusters Score: Raw -321323.289670 + Penalty 3765.062653 = -317558.227017 nChanged 0 SP:Iteration 11F (31926.590000 sec): 3 clusters Score: Raw -321323.289670 + Penalty 3765.062653 = -317558.227017 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31926.600000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31926.600000 sec): 3 clusters Score: Raw -60702.233679 + Penalty 3042.165429 = -57660.068250 nChanged 86 SP:Iteration 1F (31926.600000 sec): 3 clusters Score: Raw -60874.314376 + Penalty 3042.165429 = -57832.148947 nChanged 32 SP:Iteration 2F (31926.610000 sec): 3 clusters Score: Raw -60965.662786 + Penalty 3042.165429 = -57923.497357 nChanged 13 SP:Iteration 3Q (31926.610000 sec): 3 clusters Score: Raw -61004.216790 + Penalty 3042.165429 = -57962.051360 nChanged 13 SP:Iteration 4Q (31926.610000 sec): 3 clusters Score: Raw -61037.463025 + Penalty 3042.165429 = -57995.297596 nChanged 19 SP:Iteration 5Q (31926.610000 sec): 3 clusters Score: Raw -61114.680794 + Penalty 3042.165429 = -58072.515365 nChanged 24 SP:Iteration 6F (31926.620000 sec): 3 clusters Score: Raw -61188.915598 + Penalty 3042.165429 = -58146.750169 nChanged 21 SP:Iteration 7Q (31926.620000 sec): 3 clusters Score: Raw -61225.288729 + Penalty 3042.165429 = -58183.123299 nChanged 8 SP:Iteration 8Q (31926.620000 sec): 3 clusters Score: Raw -61238.687801 + Penalty 3042.165429 = -58196.522371 nChanged 8 SP:Iteration 9Q (31926.620000 sec): 3 clusters Score: Raw -61264.923641 + Penalty 3042.165429 = -58222.758211 nChanged 5 SP:Iteration 10Q (31926.620000 sec): 3 clusters Score: Raw -61279.154670 + Penalty 3042.165429 = -58236.989241 nChanged 5 SP:Iteration 11Q (31926.620000 sec): 3 clusters Score: Raw -61288.579367 + Penalty 3042.165429 = -58246.413937 nChanged 6 SP:Iteration 12Q (31926.620000 sec): 3 clusters Score: Raw -61312.069160 + Penalty 3042.165429 = -58269.903730 nChanged 3 SP:Iteration 13Q (31926.620000 sec): 3 clusters Score: Raw -61325.400562 + Penalty 3042.165429 = -58283.235133 nChanged 2 SP:Iteration 14Q (31926.630000 sec): 3 clusters Score: Raw -61342.055279 + Penalty 3042.165429 = -58299.889849 nChanged 3 SP:Iteration 15Q (31926.630000 sec): 3 clusters Score: Raw -61359.123234 + Penalty 3042.165429 = -58316.957805 nChanged 2 SP:Iteration 16Q (31926.630000 sec): 3 clusters Score: Raw -61396.501101 + Penalty 3042.165429 = -58354.335671 nChanged 5 SP:Iteration 17Q (31926.630000 sec): 3 clusters Score: Raw -61419.391043 + Penalty 3042.165429 = -58377.225614 nChanged 6 SP:Iteration 18Q (31926.630000 sec): 3 clusters Score: Raw -61492.967022 + Penalty 3042.165429 = -58450.801592 nChanged 6 SP:Iteration 19Q (31926.640000 sec): 3 clusters Score: Raw -61515.373485 + Penalty 3042.165429 = -58473.208056 nChanged 2 SP:Iteration 20F (31926.640000 sec): 3 clusters Score: Raw -61526.377425 + Penalty 3042.165429 = -58484.211995 nChanged 2 SP:Iteration 21Q (31926.640000 sec): 3 clusters Score: Raw -61556.223262 + Penalty 3042.165429 = -58514.057833 nChanged 4 SP:Iteration 22Q (31926.640000 sec): 3 clusters Score: Raw -61572.012318 + Penalty 3042.165429 = -58529.846889 nChanged 0 SP:Iteration 23F (31926.640000 sec): 3 clusters Score: Raw -61572.012318 + Penalty 3042.165429 = -58529.846889 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31926.650000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31926.650000 sec): 3 clusters Score: Raw -31191.561943 + Penalty 2672.979578 = -28518.582365 nChanged 29 SP:Iteration 1F (31926.650000 sec): 3 clusters Score: Raw -31436.696433 + Penalty 2672.979578 = -28763.716855 nChanged 8 SP:Iteration 2Q (31926.650000 sec): 3 clusters Score: Raw -31481.277737 + Penalty 2672.979578 = -28808.298159 nChanged 2 SP:Iteration 3Q (31926.650000 sec): 3 clusters Score: Raw -31490.587087 + Penalty 2672.979578 = -28817.607509 nChanged 2 SP:Iteration 4Q (31926.660000 sec): 3 clusters Score: Raw -31498.230965 + Penalty 2672.979578 = -28825.251387 nChanged 0 SP:Iteration 5F (31926.660000 sec): 3 clusters Score: Raw -31498.230965 + Penalty 2672.979578 = -28825.251387 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31926.660000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31926.660000 sec): 3 clusters Score: Raw -39875.801854 + Penalty 2773.129542 = -37102.672311 nChanged 36 SP:Iteration 1F (31926.670000 sec): 3 clusters Score: Raw -40037.638339 + Penalty 2773.129542 = -37264.508797 nChanged 7 SP:Iteration 2Q (31926.670000 sec): 3 clusters Score: Raw -40087.495639 + Penalty 2773.129542 = -37314.366097 nChanged 4 SP:Iteration 3Q (31926.670000 sec): 3 clusters Score: Raw -40109.380476 + Penalty 2773.129542 = -37336.250934 nChanged 2 SP:Iteration 4Q (31926.670000 sec): 3 clusters Score: Raw -40119.470214 + Penalty 2773.129542 = -37346.340672 nChanged 0 SP:Iteration 5F (31926.670000 sec): 3 clusters Score: Raw -40119.470214 + Penalty 2773.129542 = -37346.340672 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31926.710000 sec): 2 clusters Score: Raw -1365098.386503 + Penalty 2243.801358 = -1362854.585145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31926.740000 sec): 3 clusters Score: Raw -1360601.008974 + Penalty 4487.602716 = -1356113.406258 nChanged 3533 SP:Iteration 1F (31926.780000 sec): 3 clusters Score: Raw -1362597.171064 + Penalty 4487.602716 = -1358109.568348 nChanged 635 SP:Iteration 2F (31926.810000 sec): 3 clusters Score: Raw -1363029.542994 + Penalty 4487.602716 = -1358541.940278 nChanged 562 SP:Iteration 3F (31926.840000 sec): 3 clusters Score: Raw -1363412.382511 + Penalty 4487.602716 = -1358924.779795 nChanged 491 SP:Iteration 4F (31926.870000 sec): 3 clusters Score: Raw -1363782.602478 + Penalty 4487.602716 = -1359294.999762 nChanged 486 SP:Iteration 5F (31926.910000 sec): 3 clusters Score: Raw -1364169.876382 + Penalty 4487.602716 = -1359682.273666 nChanged 444 SP:Iteration 6F (31926.940000 sec): 3 clusters Score: Raw -1364556.540848 + Penalty 4487.602716 = -1360068.938132 nChanged 412 SP:Iteration 7Q (31926.970000 sec): 3 clusters Score: Raw -1364925.988659 + Penalty 4487.602716 = -1360438.385943 nChanged 359 SP:Iteration 8Q (31927.000000 sec): 3 clusters Score: Raw -1365258.152905 + Penalty 4487.602716 = -1360770.550189 nChanged 315 SP:Iteration 9Q (31927.030000 sec): 3 clusters Score: Raw -1365569.611574 + Penalty 4487.602716 = -1361082.008858 nChanged 274 SP:Iteration 10Q (31927.060000 sec): 3 clusters Score: Raw -1365807.052389 + Penalty 4487.602716 = -1361319.449673 nChanged 227 SP:Iteration 11Q (31927.100000 sec): 3 clusters Score: Raw -1365994.313177 + Penalty 4487.602716 = -1361506.710461 nChanged 160 SP:Iteration 12Q (31927.120000 sec): 3 clusters Score: Raw -1366116.198359 + Penalty 4487.602716 = -1361628.595643 nChanged 118 SP:Iteration 13Q (31927.150000 sec): 3 clusters Score: Raw -1366210.633215 + Penalty 4487.602716 = -1361723.030500 nChanged 107 SP:Iteration 14Q (31927.180000 sec): 3 clusters Score: Raw -1366280.520995 + Penalty 4487.602716 = -1361792.918279 nChanged 65 SP:Iteration 15Q (31927.210000 sec): 3 clusters Score: Raw -1366326.470470 + Penalty 4487.602716 = -1361838.867754 nChanged 54 SP:Iteration 16Q (31927.240000 sec): 3 clusters Score: Raw -1366361.129296 + Penalty 4487.602716 = -1361873.526580 nChanged 53 SP:Iteration 17Q (31927.270000 sec): 3 clusters Score: Raw -1366392.915446 + Penalty 4487.602716 = -1361905.312730 nChanged 41 SP:Iteration 18Q (31927.300000 sec): 3 clusters Score: Raw -1366408.093055 + Penalty 4487.602716 = -1361920.490339 nChanged 23 SP:Iteration 19Q (31927.320000 sec): 3 clusters Score: Raw -1366418.644056 + Penalty 4487.602716 = -1361931.041340 nChanged 28 SP:Iteration 20F (31927.360000 sec): 3 clusters Score: Raw -1366433.079273 + Penalty 4487.602716 = -1361945.476558 nChanged 26 SP:Iteration 21Q (31927.390000 sec): 3 clusters Score: Raw -1366448.899032 + Penalty 4487.602716 = -1361961.296316 nChanged 34 SP:Iteration 22Q (31927.420000 sec): 3 clusters Score: Raw -1366462.894670 + Penalty 4487.602716 = -1361975.291954 nChanged 25 SP:Iteration 23Q (31927.440000 sec): 3 clusters Score: Raw -1366472.547170 + Penalty 4487.602716 = -1361984.944454 nChanged 11 SP:Iteration 24Q (31927.470000 sec): 3 clusters Score: Raw -1366476.724376 + Penalty 4487.602716 = -1361989.121661 nChanged 11 SP:Iteration 25Q (31927.500000 sec): 3 clusters Score: Raw -1366479.428091 + Penalty 4487.602716 = -1361991.825375 nChanged 5 SP:Iteration 26Q (31927.530000 sec): 3 clusters Score: Raw -1366481.164623 + Penalty 4487.602716 = -1361993.561907 nChanged 6 SP:Iteration 27Q (31927.560000 sec): 3 clusters Score: Raw -1366483.096099 + Penalty 4487.602716 = -1361995.493383 nChanged 4 SP:Iteration 28Q (31927.580000 sec): 3 clusters Score: Raw -1366484.119163 + Penalty 4487.602716 = -1361996.516447 nChanged 4 SP:Iteration 29Q (31927.610000 sec): 3 clusters Score: Raw -1366484.866101 + Penalty 4487.602716 = -1361997.263385 nChanged 0 SP:Iteration 30F (31927.640000 sec): 3 clusters Score: Raw -1366484.866101 + Penalty 4487.602716 = -1361997.263385 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31927.660000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31927.660000 sec): 3 clusters Score: Raw -122354.579640 + Penalty 3302.373479 = -119052.206161 nChanged 184 SP:Iteration 1F (31927.660000 sec): 3 clusters Score: Raw -122687.639099 + Penalty 3302.373479 = -119385.265621 nChanged 65 SP:Iteration 2F (31927.660000 sec): 3 clusters Score: Raw -122885.494647 + Penalty 3302.373479 = -119583.121168 nChanged 39 SP:Iteration 3F (31927.670000 sec): 3 clusters Score: Raw -122996.208140 + Penalty 3302.373479 = -119693.834661 nChanged 35 SP:Iteration 4Q (31927.670000 sec): 3 clusters Score: Raw -123091.109199 + Penalty 3302.373479 = -119788.735720 nChanged 31 SP:Iteration 5Q (31927.680000 sec): 3 clusters Score: Raw -123187.910629 + Penalty 3302.373479 = -119885.537150 nChanged 19 SP:Iteration 6Q (31927.680000 sec): 3 clusters Score: Raw -123255.387160 + Penalty 3302.373479 = -119953.013681 nChanged 21 SP:Iteration 7Q (31927.680000 sec): 3 clusters Score: Raw -123303.974754 + Penalty 3302.373479 = -120001.601275 nChanged 11 SP:Iteration 8Q (31927.680000 sec): 3 clusters Score: Raw -123335.156400 + Penalty 3302.373479 = -120032.782922 nChanged 6 SP:Iteration 9Q (31927.680000 sec): 3 clusters Score: Raw -123348.668012 + Penalty 3302.373479 = -120046.294533 nChanged 5 SP:Iteration 10Q (31927.690000 sec): 3 clusters Score: Raw -123364.162332 + Penalty 3302.373479 = -120061.788854 nChanged 7 SP:Iteration 11Q (31927.690000 sec): 3 clusters Score: Raw -123377.266464 + Penalty 3302.373479 = -120074.892986 nChanged 7 SP:Iteration 12Q (31927.690000 sec): 3 clusters Score: Raw -123390.713184 + Penalty 3302.373479 = -120088.339705 nChanged 8 SP:Iteration 13Q (31927.700000 sec): 3 clusters Score: Raw -123405.958890 + Penalty 3302.373479 = -120103.585411 nChanged 5 SP:Iteration 14Q (31927.700000 sec): 3 clusters Score: Raw -123416.929990 + Penalty 3302.373479 = -120114.556511 nChanged 10 SP:Iteration 15Q (31927.700000 sec): 3 clusters Score: Raw -123451.240449 + Penalty 3302.373479 = -120148.866970 nChanged 9 SP:Iteration 16Q (31927.700000 sec): 3 clusters Score: Raw -123490.143140 + Penalty 3302.373479 = -120187.769661 nChanged 8 SP:Iteration 17Q (31927.700000 sec): 3 clusters Score: Raw -123524.450805 + Penalty 3302.373479 = -120222.077327 nChanged 6 SP:Iteration 18Q (31927.710000 sec): 3 clusters Score: Raw -123546.337146 + Penalty 3302.373479 = -120243.963667 nChanged 9 SP:Iteration 19Q (31927.710000 sec): 3 clusters Score: Raw -123566.907929 + Penalty 3302.373479 = -120264.534450 nChanged 6 SP:Iteration 20F (31927.720000 sec): 3 clusters Score: Raw -123577.612171 + Penalty 3302.373479 = -120275.238692 nChanged 3 SP:Iteration 21Q (31927.720000 sec): 3 clusters Score: Raw -123587.398972 + Penalty 3302.373479 = -120285.025494 nChanged 3 SP:Iteration 22Q (31927.720000 sec): 3 clusters Score: Raw -123596.452712 + Penalty 3302.373479 = -120294.079233 nChanged 2 SP:Iteration 23Q (31927.720000 sec): 3 clusters Score: Raw -123599.801958 + Penalty 3302.373479 = -120297.428479 nChanged 1 SP:Iteration 24Q (31927.720000 sec): 3 clusters Score: Raw -123600.896158 + Penalty 3302.373479 = -120298.522679 nChanged 0 SP:Iteration 25F (31927.730000 sec): 3 clusters Score: Raw -123600.896158 + Penalty 3302.373479 = -120298.522679 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31927.740000 sec): 2 clusters Score: Raw -210416.775575 + Penalty 1776.466753 = -208640.308822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31927.740000 sec): 3 clusters Score: Raw -210088.215835 + Penalty 3552.933506 = -206535.282329 nChanged 373 SP:Iteration 1F (31927.750000 sec): 3 clusters Score: Raw -210474.918832 + Penalty 3552.933506 = -206921.985326 nChanged 92 SP:Iteration 2F (31927.760000 sec): 3 clusters Score: Raw -210590.792381 + Penalty 3552.933506 = -207037.858875 nChanged 48 SP:Iteration 3Q (31927.760000 sec): 3 clusters Score: Raw -210638.620383 + Penalty 3552.933506 = -207085.686877 nChanged 38 SP:Iteration 4Q (31927.760000 sec): 3 clusters Score: Raw -210690.851147 + Penalty 3552.933506 = -207137.917641 nChanged 36 SP:Iteration 5Q (31927.770000 sec): 3 clusters Score: Raw -210734.020156 + Penalty 3552.933506 = -207181.086650 nChanged 30 SP:Iteration 6Q (31927.780000 sec): 3 clusters Score: Raw -210771.171311 + Penalty 3552.933506 = -207218.237805 nChanged 24 SP:Iteration 7Q (31927.780000 sec): 3 clusters Score: Raw -210802.695138 + Penalty 3552.933506 = -207249.761632 nChanged 16 SP:Iteration 8Q (31927.780000 sec): 3 clusters Score: Raw -210823.096699 + Penalty 3552.933506 = -207270.163193 nChanged 15 SP:Iteration 9Q (31927.790000 sec): 3 clusters Score: Raw -210840.090108 + Penalty 3552.933506 = -207287.156602 nChanged 14 SP:Iteration 10Q (31927.790000 sec): 3 clusters Score: Raw -210866.008293 + Penalty 3552.933506 = -207313.074787 nChanged 12 SP:Iteration 11Q (31927.800000 sec): 3 clusters Score: Raw -210883.734831 + Penalty 3552.933506 = -207330.801325 nChanged 12 SP:Iteration 12Q (31927.800000 sec): 3 clusters Score: Raw -210900.793212 + Penalty 3552.933506 = -207347.859706 nChanged 14 SP:Iteration 13Q (31927.810000 sec): 3 clusters Score: Raw -210934.424134 + Penalty 3552.933506 = -207381.490628 nChanged 21 SP:Iteration 14Q (31927.810000 sec): 3 clusters Score: Raw -210980.756860 + Penalty 3552.933506 = -207427.823354 nChanged 26 SP:Iteration 15Q (31927.820000 sec): 3 clusters Score: Raw -211034.327630 + Penalty 3552.933506 = -207481.394124 nChanged 29 SP:Iteration 16Q (31927.820000 sec): 3 clusters Score: Raw -211083.449652 + Penalty 3552.933506 = -207530.516146 nChanged 21 SP:Iteration 17Q (31927.830000 sec): 3 clusters Score: Raw -211130.862749 + Penalty 3552.933506 = -207577.929244 nChanged 19 SP:Iteration 18Q (31927.830000 sec): 3 clusters Score: Raw -211169.803548 + Penalty 3552.933506 = -207616.870042 nChanged 17 SP:Iteration 19Q (31927.840000 sec): 3 clusters Score: Raw -211203.005342 + Penalty 3552.933506 = -207650.071836 nChanged 25 SP:Iteration 20F (31927.840000 sec): 3 clusters Score: Raw -211254.888716 + Penalty 3552.933506 = -207701.955210 nChanged 25 SP:Iteration 21Q (31927.840000 sec): 3 clusters Score: Raw -211315.978222 + Penalty 3552.933506 = -207763.044716 nChanged 26 SP:Iteration 22Q (31927.850000 sec): 3 clusters Score: Raw -211366.151068 + Penalty 3552.933506 = -207813.217562 nChanged 22 SP:Iteration 23Q (31927.850000 sec): 3 clusters Score: Raw -211410.312330 + Penalty 3552.933506 = -207857.378824 nChanged 21 SP:Iteration 24Q (31927.860000 sec): 3 clusters Score: Raw -211451.041553 + Penalty 3552.933506 = -207898.108047 nChanged 16 SP:Iteration 25Q (31927.860000 sec): 3 clusters Score: Raw -211471.461714 + Penalty 3552.933506 = -207918.528208 nChanged 6 SP:Iteration 26Q (31927.870000 sec): 3 clusters Score: Raw -211480.557006 + Penalty 3552.933506 = -207927.623500 nChanged 7 SP:Iteration 27Q (31927.870000 sec): 3 clusters Score: Raw -211489.564046 + Penalty 3552.933506 = -207936.630540 nChanged 9 SP:Iteration 28Q (31927.880000 sec): 3 clusters Score: Raw -211501.703289 + Penalty 3552.933506 = -207948.769783 nChanged 5 SP:Iteration 29Q (31927.880000 sec): 3 clusters Score: Raw -211507.477850 + Penalty 3552.933506 = -207954.544344 nChanged 6 SP:Iteration 30Q (31927.880000 sec): 3 clusters Score: Raw -211513.133103 + Penalty 3552.933506 = -207960.199597 nChanged 2 SP:Iteration 31Q (31927.890000 sec): 3 clusters Score: Raw -211514.960858 + Penalty 3552.933506 = -207962.027352 nChanged 2 SP:Iteration 32Q (31927.890000 sec): 3 clusters Score: Raw -211516.134010 + Penalty 3552.933506 = -207963.200504 nChanged 3 SP:Iteration 33Q (31927.900000 sec): 3 clusters Score: Raw -211517.329196 + Penalty 3552.933506 = -207964.395690 nChanged 0 SP:Iteration 34F (31927.900000 sec): 3 clusters Score: Raw -211517.329196 + Penalty 3552.933506 = -207964.395690 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31927.910000 sec): 2 clusters Score: Raw -105295.678263 + Penalty 1600.108141 = -103695.570122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31927.910000 sec): 3 clusters Score: Raw -105260.637653 + Penalty 3200.216281 = -102060.421372 nChanged 122 SP:Iteration 1F (31927.920000 sec): 3 clusters Score: Raw -105427.284185 + Penalty 3200.216281 = -102227.067904 nChanged 30 SP:Iteration 2Q (31927.920000 sec): 3 clusters Score: Raw -105479.942553 + Penalty 3200.216281 = -102279.726271 nChanged 14 SP:Iteration 3Q (31927.920000 sec): 3 clusters Score: Raw -105504.544910 + Penalty 3200.216281 = -102304.328629 nChanged 6 SP:Iteration 4Q (31927.920000 sec): 3 clusters Score: Raw -105512.045109 + Penalty 3200.216281 = -102311.828828 nChanged 3 SP:Iteration 5Q (31927.920000 sec): 3 clusters Score: Raw -105515.712039 + Penalty 3200.216281 = -102315.495758 nChanged 2 SP:Iteration 6Q (31927.930000 sec): 3 clusters Score: Raw -105517.306338 + Penalty 3200.216281 = -102317.090057 nChanged 1 SP:Iteration 7Q (31927.930000 sec): 3 clusters Score: Raw -105519.623161 + Penalty 3200.216281 = -102319.406880 nChanged 1 SP:Iteration 8Q (31927.930000 sec): 3 clusters Score: Raw -105523.312006 + Penalty 3200.216281 = -102323.095725 nChanged 0 SP:Iteration 9F (31927.940000 sec): 3 clusters Score: Raw -105523.312006 + Penalty 3200.216281 = -102323.095725 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31927.940000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31927.940000 sec): 3 clusters Score: Raw -44574.258472 + Penalty 2975.472535 = -41598.785937 nChanged 80 SP:Iteration 1F (31927.950000 sec): 3 clusters Score: Raw -44892.631992 + Penalty 2975.472535 = -41917.159458 nChanged 42 SP:Iteration 2F (31927.950000 sec): 3 clusters Score: Raw -45099.475313 + Penalty 2975.472535 = -42124.002779 nChanged 25 SP:Iteration 3F (31927.950000 sec): 3 clusters Score: Raw -45245.584499 + Penalty 2975.472535 = -42270.111964 nChanged 11 SP:Iteration 4Q (31927.950000 sec): 3 clusters Score: Raw -45297.002575 + Penalty 2975.472535 = -42321.530040 nChanged 7 SP:Iteration 5Q (31927.950000 sec): 3 clusters Score: Raw -45338.198101 + Penalty 2975.472535 = -42362.725566 nChanged 6 SP:Iteration 6Q (31927.960000 sec): 3 clusters Score: Raw -45380.452995 + Penalty 2975.472535 = -42404.980461 nChanged 3 SP:Iteration 7Q (31927.960000 sec): 3 clusters Score: Raw -45397.648999 + Penalty 2975.472535 = -42422.176464 nChanged 4 SP:Iteration 8Q (31927.960000 sec): 3 clusters Score: Raw -45403.659361 + Penalty 2975.472535 = -42428.186826 nChanged 1 SP:Iteration 9Q (31927.960000 sec): 3 clusters Score: Raw -45427.046203 + Penalty 2975.472535 = -42451.573668 nChanged 2 SP:Iteration 10Q (31927.960000 sec): 3 clusters Score: Raw -45429.876771 + Penalty 2975.472535 = -42454.404236 nChanged 0 SP:Iteration 11F (31927.960000 sec): 3 clusters Score: Raw -45429.876771 + Penalty 2975.472535 = -42454.404236 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31927.980000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31927.980000 sec): 3 clusters Score: Raw -279319.921597 + Penalty 3683.568340 = -275636.353257 nChanged 522 SP:Iteration 1F (31927.990000 sec): 3 clusters Score: Raw -279839.229555 + Penalty 3683.568340 = -276155.661215 nChanged 138 SP:Iteration 2F (31928.000000 sec): 3 clusters Score: Raw -280067.937780 + Penalty 3683.568340 = -276384.369440 nChanged 115 SP:Iteration 3F (31928.000000 sec): 3 clusters Score: Raw -280331.566634 + Penalty 3683.568340 = -276647.998294 nChanged 127 SP:Iteration 4F (31928.010000 sec): 3 clusters Score: Raw -280624.776981 + Penalty 3683.568340 = -276941.208641 nChanged 117 SP:Iteration 5F (31928.020000 sec): 3 clusters Score: Raw -280846.853768 + Penalty 3683.568340 = -277163.285428 nChanged 76 SP:Iteration 6Q (31928.020000 sec): 3 clusters Score: Raw -280957.472119 + Penalty 3683.568340 = -277273.903779 nChanged 51 SP:Iteration 7Q (31928.030000 sec): 3 clusters Score: Raw -281016.832665 + Penalty 3683.568340 = -277333.264325 nChanged 24 SP:Iteration 8Q (31928.030000 sec): 3 clusters Score: Raw -281038.923354 + Penalty 3683.568340 = -277355.355014 nChanged 15 SP:Iteration 9Q (31928.040000 sec): 3 clusters Score: Raw -281053.609760 + Penalty 3683.568340 = -277370.041420 nChanged 10 SP:Iteration 10Q (31928.040000 sec): 3 clusters Score: Raw -281061.869777 + Penalty 3683.568340 = -277378.301437 nChanged 9 SP:Iteration 11Q (31928.050000 sec): 3 clusters Score: Raw -281072.122226 + Penalty 3683.568340 = -277388.553886 nChanged 9 SP:Iteration 12Q (31928.060000 sec): 3 clusters Score: Raw -281082.054231 + Penalty 3683.568340 = -277398.485891 nChanged 8 SP:Iteration 13Q (31928.060000 sec): 3 clusters Score: Raw -281087.092583 + Penalty 3683.568340 = -277403.524243 nChanged 5 SP:Iteration 14Q (31928.070000 sec): 3 clusters Score: Raw -281091.780995 + Penalty 3683.568340 = -277408.212655 nChanged 1 SP:Iteration 15Q (31928.080000 sec): 3 clusters Score: Raw -281092.477969 + Penalty 3683.568340 = -277408.909629 nChanged 2 SP:Iteration 16Q (31928.080000 sec): 3 clusters Score: Raw -281094.827181 + Penalty 3683.568340 = -277411.258841 nChanged 2 SP:Iteration 17Q (31928.090000 sec): 3 clusters Score: Raw -281096.787904 + Penalty 3683.568340 = -277413.219564 nChanged 0 SP:Iteration 18F (31928.090000 sec): 3 clusters Score: Raw -281096.787904 + Penalty 3683.568340 = -277413.219564 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.100000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.100000 sec): 3 clusters Score: Raw -54498.429387 + Penalty 2908.361063 = -51590.068324 nChanged 51 SP:Iteration 1F (31928.100000 sec): 3 clusters Score: Raw -54627.203794 + Penalty 2908.361063 = -51718.842731 nChanged 13 SP:Iteration 2Q (31928.110000 sec): 3 clusters Score: Raw -54668.714442 + Penalty 2908.361063 = -51760.353379 nChanged 8 SP:Iteration 3Q (31928.110000 sec): 3 clusters Score: Raw -54693.287331 + Penalty 2908.361063 = -51784.926267 nChanged 2 SP:Iteration 4Q (31928.110000 sec): 3 clusters Score: Raw -54698.408083 + Penalty 2908.361063 = -51790.047019 nChanged 2 SP:Iteration 5Q (31928.110000 sec): 3 clusters Score: Raw -54701.135966 + Penalty 2908.361063 = -51792.774903 nChanged 0 SP:Iteration 6F (31928.110000 sec): 3 clusters Score: Raw -54701.135966 + Penalty 2908.361063 = -51792.774903 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.130000 sec): 2 clusters Score: Raw -545733.189729 + Penalty 2014.200800 = -543718.988929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.140000 sec): 3 clusters Score: Raw -544257.966915 + Penalty 4028.401600 = -540229.565316 nChanged 1239 SP:Iteration 1F (31928.160000 sec): 3 clusters Score: Raw -545230.405662 + Penalty 4028.401600 = -541202.004062 nChanged 365 SP:Iteration 2F (31928.170000 sec): 3 clusters Score: Raw -545721.468503 + Penalty 4028.401600 = -541693.066903 nChanged 306 SP:Iteration 3F (31928.180000 sec): 3 clusters Score: Raw -546152.173247 + Penalty 4028.401600 = -542123.771647 nChanged 266 SP:Iteration 4F (31928.200000 sec): 3 clusters Score: Raw -546553.602051 + Penalty 4028.401600 = -542525.200451 nChanged 205 SP:Iteration 5F (31928.210000 sec): 3 clusters Score: Raw -546799.614613 + Penalty 4028.401600 = -542771.213013 nChanged 155 SP:Iteration 6Q (31928.220000 sec): 3 clusters Score: Raw -546931.372493 + Penalty 4028.401600 = -542902.970893 nChanged 95 SP:Iteration 7Q (31928.240000 sec): 3 clusters Score: Raw -546999.636333 + Penalty 4028.401600 = -542971.234733 nChanged 61 SP:Iteration 8Q (31928.250000 sec): 3 clusters Score: Raw -547036.296456 + Penalty 4028.401600 = -543007.894857 nChanged 42 SP:Iteration 9Q (31928.260000 sec): 3 clusters Score: Raw -547062.045252 + Penalty 4028.401600 = -543033.643652 nChanged 37 SP:Iteration 10Q (31928.280000 sec): 3 clusters Score: Raw -547090.676623 + Penalty 4028.401600 = -543062.275023 nChanged 36 SP:Iteration 11Q (31928.290000 sec): 3 clusters Score: Raw -547112.893639 + Penalty 4028.401600 = -543084.492039 nChanged 24 SP:Iteration 12Q (31928.300000 sec): 3 clusters Score: Raw -547127.259433 + Penalty 4028.401600 = -543098.857833 nChanged 28 SP:Iteration 13Q (31928.310000 sec): 3 clusters Score: Raw -547142.816423 + Penalty 4028.401600 = -543114.414823 nChanged 25 SP:Iteration 14Q (31928.320000 sec): 3 clusters Score: Raw -547158.534718 + Penalty 4028.401600 = -543130.133118 nChanged 22 SP:Iteration 15Q (31928.340000 sec): 3 clusters Score: Raw -547172.133833 + Penalty 4028.401600 = -543143.732233 nChanged 22 SP:Iteration 16Q (31928.350000 sec): 3 clusters Score: Raw -547182.592346 + Penalty 4028.401600 = -543154.190746 nChanged 19 SP:Iteration 17Q (31928.360000 sec): 3 clusters Score: Raw -547192.309334 + Penalty 4028.401600 = -543163.907734 nChanged 16 SP:Iteration 18Q (31928.380000 sec): 3 clusters Score: Raw -547201.004730 + Penalty 4028.401600 = -543172.603130 nChanged 13 SP:Iteration 19Q (31928.390000 sec): 3 clusters Score: Raw -547207.339830 + Penalty 4028.401600 = -543178.938230 nChanged 12 SP:Iteration 20F (31928.400000 sec): 3 clusters Score: Raw -547212.806690 + Penalty 4028.401600 = -543184.405090 nChanged 15 SP:Iteration 21Q (31928.420000 sec): 3 clusters Score: Raw -547220.486082 + Penalty 4028.401600 = -543192.084482 nChanged 18 SP:Iteration 22Q (31928.430000 sec): 3 clusters Score: Raw -547230.102775 + Penalty 4028.401600 = -543201.701175 nChanged 13 SP:Iteration 23Q (31928.440000 sec): 3 clusters Score: Raw -547235.035550 + Penalty 4028.401600 = -543206.633950 nChanged 5 SP:Iteration 24Q (31928.450000 sec): 3 clusters Score: Raw -547236.848210 + Penalty 4028.401600 = -543208.446610 nChanged 4 SP:Iteration 25Q (31928.460000 sec): 3 clusters Score: Raw -547237.975531 + Penalty 4028.401600 = -543209.573931 nChanged 1 SP:Iteration 26Q (31928.480000 sec): 3 clusters Score: Raw -547238.158596 + Penalty 4028.401600 = -543209.756996 nChanged 1 SP:Iteration 27Q (31928.490000 sec): 3 clusters Score: Raw -547238.366464 + Penalty 4028.401600 = -543209.964864 nChanged 0 SP:Iteration 28F (31928.500000 sec): 3 clusters Score: Raw -547238.366464 + Penalty 4028.401600 = -543209.964864 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.520000 sec): 2 clusters Score: Raw -258684.221557 + Penalty 1816.800261 = -256867.421296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.520000 sec): 3 clusters Score: Raw -258157.858905 + Penalty 3633.600521 = -254524.258384 nChanged 452 SP:Iteration 1F (31928.530000 sec): 3 clusters Score: Raw -258533.856408 + Penalty 3633.600521 = -254900.255886 nChanged 108 SP:Iteration 2F (31928.530000 sec): 3 clusters Score: Raw -258653.117055 + Penalty 3633.600521 = -255019.516533 nChanged 53 SP:Iteration 3Q (31928.540000 sec): 3 clusters Score: Raw -258719.289705 + Penalty 3633.600521 = -255085.689184 nChanged 41 SP:Iteration 4Q (31928.540000 sec): 3 clusters Score: Raw -258766.701089 + Penalty 3633.600521 = -255133.100567 nChanged 27 SP:Iteration 5Q (31928.550000 sec): 3 clusters Score: Raw -258794.734021 + Penalty 3633.600521 = -255161.133500 nChanged 23 SP:Iteration 6Q (31928.560000 sec): 3 clusters Score: Raw -258822.899321 + Penalty 3633.600521 = -255189.298800 nChanged 24 SP:Iteration 7Q (31928.560000 sec): 3 clusters Score: Raw -258856.452754 + Penalty 3633.600521 = -255222.852233 nChanged 17 SP:Iteration 8Q (31928.570000 sec): 3 clusters Score: Raw -258871.651834 + Penalty 3633.600521 = -255238.051313 nChanged 12 SP:Iteration 9Q (31928.580000 sec): 3 clusters Score: Raw -258885.231416 + Penalty 3633.600521 = -255251.630895 nChanged 8 SP:Iteration 10Q (31928.580000 sec): 3 clusters Score: Raw -258893.667984 + Penalty 3633.600521 = -255260.067463 nChanged 15 SP:Iteration 11Q (31928.590000 sec): 3 clusters Score: Raw -258905.565792 + Penalty 3633.600521 = -255271.965270 nChanged 16 SP:Iteration 12Q (31928.590000 sec): 3 clusters Score: Raw -258919.033662 + Penalty 3633.600521 = -255285.433140 nChanged 14 SP:Iteration 13Q (31928.600000 sec): 3 clusters Score: Raw -258934.995378 + Penalty 3633.600521 = -255301.394856 nChanged 12 SP:Iteration 14Q (31928.600000 sec): 3 clusters Score: Raw -258945.987764 + Penalty 3633.600521 = -255312.387242 nChanged 14 SP:Iteration 15Q (31928.610000 sec): 3 clusters Score: Raw -258959.605184 + Penalty 3633.600521 = -255326.004662 nChanged 15 SP:Iteration 16Q (31928.620000 sec): 3 clusters Score: Raw -258977.198264 + Penalty 3633.600521 = -255343.597743 nChanged 14 SP:Iteration 17Q (31928.620000 sec): 3 clusters Score: Raw -258993.625590 + Penalty 3633.600521 = -255360.025069 nChanged 17 SP:Iteration 18Q (31928.630000 sec): 3 clusters Score: Raw -259013.407784 + Penalty 3633.600521 = -255379.807263 nChanged 16 SP:Iteration 19Q (31928.630000 sec): 3 clusters Score: Raw -259027.389384 + Penalty 3633.600521 = -255393.788863 nChanged 14 SP:Iteration 20F (31928.640000 sec): 3 clusters Score: Raw -259039.091783 + Penalty 3633.600521 = -255405.491261 nChanged 14 SP:Iteration 21Q (31928.640000 sec): 3 clusters Score: Raw -259054.468297 + Penalty 3633.600521 = -255420.867776 nChanged 11 SP:Iteration 22Q (31928.650000 sec): 3 clusters Score: Raw -259064.419598 + Penalty 3633.600521 = -255430.819076 nChanged 9 SP:Iteration 23Q (31928.660000 sec): 3 clusters Score: Raw -259071.369002 + Penalty 3633.600521 = -255437.768481 nChanged 6 SP:Iteration 24Q (31928.660000 sec): 3 clusters Score: Raw -259077.171863 + Penalty 3633.600521 = -255443.571342 nChanged 7 SP:Iteration 25Q (31928.670000 sec): 3 clusters Score: Raw -259083.395524 + Penalty 3633.600521 = -255449.795003 nChanged 6 SP:Iteration 26Q (31928.680000 sec): 3 clusters Score: Raw -259087.838708 + Penalty 3633.600521 = -255454.238187 nChanged 1 SP:Iteration 27Q (31928.680000 sec): 3 clusters Score: Raw -259088.174473 + Penalty 3633.600521 = -255454.573952 nChanged 0 SP:Iteration 28F (31928.690000 sec): 3 clusters Score: Raw -259088.174473 + Penalty 3633.600521 = -255454.573952 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.700000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.700000 sec): 3 clusters Score: Raw -71730.296691 + Penalty 3100.944326 = -68629.352365 nChanged 110 SP:Iteration 1F (31928.700000 sec): 3 clusters Score: Raw -72052.364468 + Penalty 3100.944326 = -68951.420142 nChanged 43 SP:Iteration 2F (31928.700000 sec): 3 clusters Score: Raw -72256.568849 + Penalty 3100.944326 = -69155.624523 nChanged 27 SP:Iteration 3F (31928.700000 sec): 3 clusters Score: Raw -72411.768006 + Penalty 3100.944326 = -69310.823680 nChanged 27 SP:Iteration 4F (31928.710000 sec): 3 clusters Score: Raw -72566.276708 + Penalty 3100.944326 = -69465.332382 nChanged 17 SP:Iteration 5Q (31928.710000 sec): 3 clusters Score: Raw -72663.877510 + Penalty 3100.944326 = -69562.933184 nChanged 11 SP:Iteration 6Q (31928.710000 sec): 3 clusters Score: Raw -72744.146273 + Penalty 3100.944326 = -69643.201947 nChanged 8 SP:Iteration 7Q (31928.710000 sec): 3 clusters Score: Raw -72769.508925 + Penalty 3100.944326 = -69668.564599 nChanged 6 SP:Iteration 8Q (31928.710000 sec): 3 clusters Score: Raw -72790.983873 + Penalty 3100.944326 = -69690.039547 nChanged 8 SP:Iteration 9Q (31928.720000 sec): 3 clusters Score: Raw -72826.908376 + Penalty 3100.944326 = -69725.964050 nChanged 5 SP:Iteration 10Q (31928.720000 sec): 3 clusters Score: Raw -72843.914994 + Penalty 3100.944326 = -69742.970668 nChanged 2 SP:Iteration 11Q (31928.720000 sec): 3 clusters Score: Raw -72853.521183 + Penalty 3100.944326 = -69752.576857 nChanged 1 SP:Iteration 12Q (31928.720000 sec): 3 clusters Score: Raw -72857.591023 + Penalty 3100.944326 = -69756.646697 nChanged 1 SP:Iteration 13Q (31928.720000 sec): 3 clusters Score: Raw -72859.862239 + Penalty 3100.944326 = -69758.917913 nChanged 0 SP:Iteration 14F (31928.720000 sec): 3 clusters Score: Raw -72859.862239 + Penalty 3100.944326 = -69758.917913 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.730000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.740000 sec): 3 clusters Score: Raw -85060.912335 + Penalty 3102.852021 = -81958.060314 nChanged 99 SP:Iteration 1F (31928.740000 sec): 3 clusters Score: Raw -85267.941649 + Penalty 3102.852021 = -82165.089628 nChanged 29 SP:Iteration 2F (31928.740000 sec): 3 clusters Score: Raw -85361.407447 + Penalty 3102.852021 = -82258.555426 nChanged 11 SP:Iteration 3Q (31928.740000 sec): 3 clusters Score: Raw -85391.650498 + Penalty 3102.852021 = -82288.798478 nChanged 6 SP:Iteration 4Q (31928.740000 sec): 3 clusters Score: Raw -85401.894880 + Penalty 3102.852021 = -82299.042859 nChanged 7 SP:Iteration 5Q (31928.740000 sec): 3 clusters Score: Raw -85422.807715 + Penalty 3102.852021 = -82319.955694 nChanged 9 SP:Iteration 6Q (31928.750000 sec): 3 clusters Score: Raw -85448.779989 + Penalty 3102.852021 = -82345.927968 nChanged 10 SP:Iteration 7Q (31928.750000 sec): 3 clusters Score: Raw -85487.532307 + Penalty 3102.852021 = -82384.680286 nChanged 10 SP:Iteration 8Q (31928.750000 sec): 3 clusters Score: Raw -85533.155923 + Penalty 3102.852021 = -82430.303903 nChanged 13 SP:Iteration 9Q (31928.750000 sec): 3 clusters Score: Raw -85579.134385 + Penalty 3102.852021 = -82476.282364 nChanged 11 SP:Iteration 10Q (31928.760000 sec): 3 clusters Score: Raw -85610.249210 + Penalty 3102.852021 = -82507.397189 nChanged 3 SP:Iteration 11Q (31928.760000 sec): 3 clusters Score: Raw -85619.494312 + Penalty 3102.852021 = -82516.642291 nChanged 5 SP:Iteration 12Q (31928.760000 sec): 3 clusters Score: Raw -85630.484522 + Penalty 3102.852021 = -82527.632502 nChanged 1 SP:Iteration 13Q (31928.760000 sec): 3 clusters Score: Raw -85632.652155 + Penalty 3102.852021 = -82529.800134 nChanged 0 SP:Iteration 14F (31928.760000 sec): 3 clusters Score: Raw -85632.652155 + Penalty 3102.852021 = -82529.800134 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.770000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.770000 sec): 3 clusters Score: Raw -54097.783009 + Penalty 2880.838675 = -51216.944334 nChanged 34 SP:Iteration 1F (31928.770000 sec): 3 clusters Score: Raw -54228.786387 + Penalty 2880.838675 = -51347.947712 nChanged 18 SP:Iteration 2F (31928.780000 sec): 3 clusters Score: Raw -54282.926723 + Penalty 2880.838675 = -51402.088048 nChanged 5 SP:Iteration 3Q (31928.780000 sec): 3 clusters Score: Raw -54299.355297 + Penalty 2880.838675 = -51418.516622 nChanged 2 SP:Iteration 4Q (31928.780000 sec): 3 clusters Score: Raw -54311.727996 + Penalty 2880.838675 = -51430.889321 nChanged 1 SP:Iteration 5Q (31928.780000 sec): 3 clusters Score: Raw -54314.155750 + Penalty 2880.838675 = -51433.317075 nChanged 0 SP:Iteration 6F (31928.780000 sec): 3 clusters Score: Raw -54314.155750 + Penalty 2880.838675 = -51433.317075 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.790000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.790000 sec): 3 clusters Score: Raw -89507.407600 + Penalty 3143.942663 = -86363.464937 nChanged 101 SP:Iteration 1F (31928.790000 sec): 3 clusters Score: Raw -89674.379789 + Penalty 3143.942663 = -86530.437127 nChanged 30 SP:Iteration 2F (31928.800000 sec): 3 clusters Score: Raw -89732.759743 + Penalty 3143.942663 = -86588.817080 nChanged 11 SP:Iteration 3Q (31928.800000 sec): 3 clusters Score: Raw -89761.427350 + Penalty 3143.942663 = -86617.484687 nChanged 12 SP:Iteration 4Q (31928.800000 sec): 3 clusters Score: Raw -89782.007047 + Penalty 3143.942663 = -86638.064384 nChanged 6 SP:Iteration 5Q (31928.800000 sec): 3 clusters Score: Raw -89796.163051 + Penalty 3143.942663 = -86652.220389 nChanged 6 SP:Iteration 6Q (31928.800000 sec): 3 clusters Score: Raw -89809.957812 + Penalty 3143.942663 = -86666.015149 nChanged 0 SP:Iteration 7F (31928.810000 sec): 3 clusters Score: Raw -89809.957812 + Penalty 3143.942663 = -86666.015149 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.820000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.820000 sec): 3 clusters Score: Raw -180276.951161 + Penalty 3473.520468 = -176803.430693 nChanged 292 SP:Iteration 1F (31928.830000 sec): 3 clusters Score: Raw -180589.901612 + Penalty 3473.520468 = -177116.381144 nChanged 75 SP:Iteration 2F (31928.830000 sec): 3 clusters Score: Raw -180682.653318 + Penalty 3473.520468 = -177209.132851 nChanged 39 SP:Iteration 3Q (31928.840000 sec): 3 clusters Score: Raw -180732.533244 + Penalty 3473.520468 = -177259.012776 nChanged 21 SP:Iteration 4Q (31928.840000 sec): 3 clusters Score: Raw -180756.795604 + Penalty 3473.520468 = -177283.275136 nChanged 12 SP:Iteration 5Q (31928.840000 sec): 3 clusters Score: Raw -180774.242637 + Penalty 3473.520468 = -177300.722170 nChanged 8 SP:Iteration 6Q (31928.850000 sec): 3 clusters Score: Raw -180783.440523 + Penalty 3473.520468 = -177309.920056 nChanged 5 SP:Iteration 7Q (31928.850000 sec): 3 clusters Score: Raw -180791.922530 + Penalty 3473.520468 = -177318.402062 nChanged 5 SP:Iteration 8Q (31928.860000 sec): 3 clusters Score: Raw -180797.148754 + Penalty 3473.520468 = -177323.628286 nChanged 4 SP:Iteration 9Q (31928.860000 sec): 3 clusters Score: Raw -180801.422729 + Penalty 3473.520468 = -177327.902261 nChanged 4 SP:Iteration 10Q (31928.860000 sec): 3 clusters Score: Raw -180805.540182 + Penalty 3473.520468 = -177332.019715 nChanged 5 SP:Iteration 11Q (31928.870000 sec): 3 clusters Score: Raw -180813.240677 + Penalty 3473.520468 = -177339.720209 nChanged 2 SP:Iteration 12Q (31928.880000 sec): 3 clusters Score: Raw -180816.133616 + Penalty 3473.520468 = -177342.613148 nChanged 0 SP:Iteration 13F (31928.880000 sec): 3 clusters Score: Raw -180816.133616 + Penalty 3473.520468 = -177342.613148 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.890000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.890000 sec): 3 clusters Score: Raw -29344.659183 + Penalty 2630.439234 = -26714.219949 nChanged 26 SP:Iteration 1F (31928.890000 sec): 3 clusters Score: Raw -29526.111768 + Penalty 2630.439234 = -26895.672534 nChanged 8 SP:Iteration 2Q (31928.890000 sec): 3 clusters Score: Raw -29624.677430 + Penalty 2630.439234 = -26994.238196 nChanged 4 SP:Iteration 3Q (31928.890000 sec): 3 clusters Score: Raw -29649.220823 + Penalty 2630.439234 = -27018.781589 nChanged 3 SP:Iteration 4Q (31928.890000 sec): 3 clusters Score: Raw -29671.917591 + Penalty 2630.439234 = -27041.478357 nChanged 1 SP:Iteration 5Q (31928.890000 sec): 3 clusters Score: Raw -29679.521788 + Penalty 2630.439234 = -27049.082554 nChanged 0 SP:Iteration 6F (31928.890000 sec): 3 clusters Score: Raw -29679.521788 + Penalty 2630.439234 = -27049.082554 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.900000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.900000 sec): 3 clusters Score: Raw -117330.981207 + Penalty 3290.778145 = -114040.203062 nChanged 192 SP:Iteration 1F (31928.910000 sec): 3 clusters Score: Raw -117586.414597 + Penalty 3290.778145 = -114295.636451 nChanged 58 SP:Iteration 2F (31928.910000 sec): 3 clusters Score: Raw -117696.381421 + Penalty 3290.778145 = -114405.603275 nChanged 27 SP:Iteration 3Q (31928.920000 sec): 3 clusters Score: Raw -117743.752377 + Penalty 3290.778145 = -114452.974232 nChanged 15 SP:Iteration 4Q (31928.920000 sec): 3 clusters Score: Raw -117761.947929 + Penalty 3290.778145 = -114471.169783 nChanged 6 SP:Iteration 5Q (31928.920000 sec): 3 clusters Score: Raw -117769.059016 + Penalty 3290.778145 = -114478.280871 nChanged 5 SP:Iteration 6Q (31928.920000 sec): 3 clusters Score: Raw -117776.425613 + Penalty 3290.778145 = -114485.647468 nChanged 2 SP:Iteration 7Q (31928.920000 sec): 3 clusters Score: Raw -117787.094286 + Penalty 3290.778145 = -114496.316140 nChanged 2 SP:Iteration 8Q (31928.930000 sec): 3 clusters Score: Raw -117790.868548 + Penalty 3290.778145 = -114500.090403 nChanged 2 SP:Iteration 9Q (31928.930000 sec): 3 clusters Score: Raw -117793.073696 + Penalty 3290.778145 = -114502.295550 nChanged 0 SP:Iteration 10F (31928.940000 sec): 3 clusters Score: Raw -117793.073696 + Penalty 3290.778145 = -114502.295550 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.940000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.950000 sec): 3 clusters Score: Raw -127611.374482 + Penalty 3297.896337 = -124313.478145 nChanged 174 SP:Iteration 1F (31928.950000 sec): 3 clusters Score: Raw -127875.569530 + Penalty 3297.896337 = -124577.673193 nChanged 44 SP:Iteration 2F (31928.950000 sec): 3 clusters Score: Raw -127950.058244 + Penalty 3297.896337 = -124652.161907 nChanged 21 SP:Iteration 3Q (31928.960000 sec): 3 clusters Score: Raw -127980.928052 + Penalty 3297.896337 = -124683.031715 nChanged 14 SP:Iteration 4Q (31928.960000 sec): 3 clusters Score: Raw -128003.884252 + Penalty 3297.896337 = -124705.987915 nChanged 5 SP:Iteration 5Q (31928.960000 sec): 3 clusters Score: Raw -128012.259523 + Penalty 3297.896337 = -124714.363186 nChanged 2 SP:Iteration 6Q (31928.960000 sec): 3 clusters Score: Raw -128013.515513 + Penalty 3297.896337 = -124715.619177 nChanged 1 SP:Iteration 7Q (31928.970000 sec): 3 clusters Score: Raw -128014.099393 + Penalty 3297.896337 = -124716.203056 nChanged 2 SP:Iteration 8Q (31928.970000 sec): 3 clusters Score: Raw -128015.660021 + Penalty 3297.896337 = -124717.763685 nChanged 0 SP:Iteration 9F (31928.980000 sec): 3 clusters Score: Raw -128015.660021 + Penalty 3297.896337 = -124717.763685 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31928.980000 sec): 2 clusters Score: Raw -33831.535855 + Penalty 1345.387604 = -32486.148251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31928.980000 sec): 3 clusters Score: Raw -34131.200761 + Penalty 2690.775209 = -31440.425553 nChanged 22 SP:Iteration 1F (31928.980000 sec): 3 clusters Score: Raw -34203.616141 + Penalty 2690.775209 = -31512.840933 nChanged 14 SP:Iteration 2F (31928.980000 sec): 3 clusters Score: Raw -34248.718853 + Penalty 2690.775209 = -31557.943645 nChanged 5 SP:Iteration 3Q (31928.990000 sec): 3 clusters Score: Raw -34262.956133 + Penalty 2690.775209 = -31572.180924 nChanged 4 SP:Iteration 4Q (31928.990000 sec): 3 clusters Score: Raw -34302.706348 + Penalty 2690.775209 = -31611.931139 nChanged 2 SP:Iteration 5Q (31928.990000 sec): 3 clusters Score: Raw -34305.684524 + Penalty 2690.775209 = -31614.909316 nChanged 0 SP:Iteration 6F (31928.990000 sec): 3 clusters Score: Raw -34305.684524 + Penalty 2690.775209 = -31614.909316 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.000000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.000000 sec): 3 clusters Score: Raw -23217.849882 + Penalty 2817.365614 = -20400.484268 nChanged 63 SP:Iteration 1F (31929.000000 sec): 3 clusters Score: Raw -23495.108552 + Penalty 2817.365614 = -20677.742938 nChanged 27 SP:Iteration 2F (31929.000000 sec): 3 clusters Score: Raw -23761.440326 + Penalty 2817.365614 = -20944.074712 nChanged 15 SP:Iteration 3F (31929.000000 sec): 3 clusters Score: Raw -23882.234286 + Penalty 2817.365614 = -21064.868672 nChanged 10 SP:Iteration 4Q (31929.000000 sec): 3 clusters Score: Raw -23973.961503 + Penalty 2817.365614 = -21156.595889 nChanged 8 SP:Iteration 5Q (31929.000000 sec): 3 clusters Score: Raw -24063.436261 + Penalty 2817.365614 = -21246.070647 nChanged 1 SP:Iteration 6Q (31929.000000 sec): 3 clusters Score: Raw -24068.638785 + Penalty 2817.365614 = -21251.273171 nChanged 0 SP:Iteration 7F (31929.010000 sec): 3 clusters Score: Raw -24068.638785 + Penalty 2817.365614 = -21251.273171 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.020000 sec): 2 clusters Score: Raw -52663.966650 + Penalty 1464.529738 = -51199.436912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.020000 sec): 3 clusters Score: Raw -52863.451388 + Penalty 2929.059477 = -49934.391911 nChanged 69 SP:Iteration 1F (31929.020000 sec): 3 clusters Score: Raw -53067.467847 + Penalty 2929.059477 = -50138.408370 nChanged 20 SP:Iteration 2F (31929.020000 sec): 3 clusters Score: Raw -53165.805368 + Penalty 2929.059477 = -50236.745891 nChanged 13 SP:Iteration 3Q (31929.020000 sec): 3 clusters Score: Raw -53241.718595 + Penalty 2929.059477 = -50312.659118 nChanged 7 SP:Iteration 4Q (31929.020000 sec): 3 clusters Score: Raw -53261.286421 + Penalty 2929.059477 = -50332.226944 nChanged 3 SP:Iteration 5Q (31929.020000 sec): 3 clusters Score: Raw -53275.476631 + Penalty 2929.059477 = -50346.417155 nChanged 0 SP:Iteration 6F (31929.020000 sec): 3 clusters Score: Raw -53275.476631 + Penalty 2929.059477 = -50346.417155 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.040000 sec): 2 clusters Score: Raw -76050.003428 + Penalty 1529.544090 = -74520.459338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.040000 sec): 3 clusters Score: Raw -76112.887587 + Penalty 3059.088179 = -73053.799407 nChanged 99 SP:Iteration 1F (31929.040000 sec): 3 clusters Score: Raw -76295.281172 + Penalty 3059.088179 = -73236.192993 nChanged 25 SP:Iteration 2F (31929.040000 sec): 3 clusters Score: Raw -76351.848169 + Penalty 3059.088179 = -73292.759990 nChanged 15 SP:Iteration 3Q (31929.040000 sec): 3 clusters Score: Raw -76412.106345 + Penalty 3059.088179 = -73353.018166 nChanged 14 SP:Iteration 4Q (31929.040000 sec): 3 clusters Score: Raw -76450.842927 + Penalty 3059.088179 = -73391.754748 nChanged 10 SP:Iteration 5Q (31929.050000 sec): 3 clusters Score: Raw -76469.777319 + Penalty 3059.088179 = -73410.689140 nChanged 8 SP:Iteration 6Q (31929.050000 sec): 3 clusters Score: Raw -76486.228750 + Penalty 3059.088179 = -73427.140571 nChanged 6 SP:Iteration 7Q (31929.050000 sec): 3 clusters Score: Raw -76501.919237 + Penalty 3059.088179 = -73442.831057 nChanged 7 SP:Iteration 8Q (31929.050000 sec): 3 clusters Score: Raw -76511.789102 + Penalty 3059.088179 = -73452.700923 nChanged 2 SP:Iteration 9Q (31929.050000 sec): 3 clusters Score: Raw -76515.892806 + Penalty 3059.088179 = -73456.804627 nChanged 3 SP:Iteration 10Q (31929.060000 sec): 3 clusters Score: Raw -76531.989707 + Penalty 3059.088179 = -73472.901527 nChanged 3 SP:Iteration 11Q (31929.060000 sec): 3 clusters Score: Raw -76538.928688 + Penalty 3059.088179 = -73479.840509 nChanged 1 SP:Iteration 12Q (31929.060000 sec): 3 clusters Score: Raw -76542.637311 + Penalty 3059.088179 = -73483.549132 nChanged 0 SP:Iteration 13F (31929.060000 sec): 3 clusters Score: Raw -76542.637311 + Penalty 3059.088179 = -73483.549132 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.070000 sec): 2 clusters Score: Raw -45265.222897 + Penalty 1461.811903 = -43803.410994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.070000 sec): 3 clusters Score: Raw -45672.727854 + Penalty 2923.623806 = -42749.104048 nChanged 71 SP:Iteration 1F (31929.070000 sec): 3 clusters Score: Raw -45869.519954 + Penalty 2923.623806 = -42945.896149 nChanged 30 SP:Iteration 2F (31929.070000 sec): 3 clusters Score: Raw -46008.259107 + Penalty 2923.623806 = -43084.635301 nChanged 46 SP:Iteration 3F (31929.080000 sec): 3 clusters Score: Raw -46251.725803 + Penalty 2923.623806 = -43328.101997 nChanged 26 SP:Iteration 4F (31929.080000 sec): 3 clusters Score: Raw -46434.898342 + Penalty 2923.623806 = -43511.274536 nChanged 9 SP:Iteration 5Q (31929.080000 sec): 3 clusters Score: Raw -46528.491962 + Penalty 2923.623806 = -43604.868156 nChanged 8 SP:Iteration 6Q (31929.080000 sec): 3 clusters Score: Raw -46566.680324 + Penalty 2923.623806 = -43643.056519 nChanged 4 SP:Iteration 7Q (31929.080000 sec): 3 clusters Score: Raw -46579.536923 + Penalty 2923.623806 = -43655.913118 nChanged 2 SP:Iteration 8Q (31929.080000 sec): 3 clusters Score: Raw -46584.977261 + Penalty 2923.623806 = -43661.353455 nChanged 0 SP:Iteration 9F (31929.080000 sec): 3 clusters Score: Raw -46584.977261 + Penalty 2923.623806 = -43661.353455 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.090000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.090000 sec): 3 clusters Score: Raw -33242.342518 + Penalty 2659.200914 = -30583.141604 nChanged 18 SP:Iteration 1F (31929.090000 sec): 3 clusters Score: Raw -33329.600659 + Penalty 2659.200914 = -30670.399745 nChanged 10 SP:Iteration 2Q (31929.090000 sec): 3 clusters Score: Raw -33373.602211 + Penalty 2659.200914 = -30714.401297 nChanged 1 SP:Iteration 3Q (31929.100000 sec): 3 clusters Score: Raw -33380.827389 + Penalty 2659.200914 = -30721.626475 nChanged 0 SP:Iteration 4F (31929.100000 sec): 3 clusters Score: Raw -33380.827389 + Penalty 2659.200914 = -30721.626475 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.100000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.100000 sec): 3 clusters Score: Raw -41192.705784 + Penalty 2911.171269 = -38281.534515 nChanged 54 SP:Iteration 1F (31929.110000 sec): 3 clusters Score: Raw -41333.953742 + Penalty 2911.171269 = -38422.782473 nChanged 23 SP:Iteration 2F (31929.110000 sec): 3 clusters Score: Raw -41395.291895 + Penalty 2911.171269 = -38484.120626 nChanged 11 SP:Iteration 3Q (31929.110000 sec): 3 clusters Score: Raw -41425.484660 + Penalty 2911.171269 = -38514.313391 nChanged 5 SP:Iteration 4Q (31929.110000 sec): 3 clusters Score: Raw -41438.377181 + Penalty 2911.171269 = -38527.205912 nChanged 4 SP:Iteration 5Q (31929.110000 sec): 3 clusters Score: Raw -41447.087975 + Penalty 2911.171269 = -38535.916707 nChanged 3 SP:Iteration 6Q (31929.110000 sec): 3 clusters Score: Raw -41452.146568 + Penalty 2911.171269 = -38540.975299 nChanged 3 SP:Iteration 7Q (31929.120000 sec): 3 clusters Score: Raw -41478.004139 + Penalty 2911.171269 = -38566.832870 nChanged 4 SP:Iteration 8Q (31929.120000 sec): 3 clusters Score: Raw -41497.921226 + Penalty 2911.171269 = -38586.749957 nChanged 3 SP:Iteration 9Q (31929.120000 sec): 3 clusters Score: Raw -41521.339240 + Penalty 2911.171269 = -38610.167971 nChanged 1 SP:Iteration 10Q (31929.120000 sec): 3 clusters Score: Raw -41523.708774 + Penalty 2911.171269 = -38612.537506 nChanged 0 SP:Iteration 11F (31929.120000 sec): 3 clusters Score: Raw -41523.708774 + Penalty 2911.171269 = -38612.537506 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.130000 sec): 2 clusters Score: Raw -34376.430190 + Penalty 1358.162961 = -33018.267229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.130000 sec): 3 clusters Score: Raw -34568.030623 + Penalty 2716.325922 = -31851.704701 nChanged 21 SP:Iteration 1F (31929.130000 sec): 3 clusters Score: Raw -34641.170110 + Penalty 2716.325922 = -31924.844188 nChanged 6 SP:Iteration 2Q (31929.130000 sec): 3 clusters Score: Raw -34666.578542 + Penalty 2716.325922 = -31950.252620 nChanged 1 SP:Iteration 3Q (31929.130000 sec): 3 clusters Score: Raw -34671.045537 + Penalty 2716.325922 = -31954.719615 nChanged 0 SP:Iteration 4F (31929.130000 sec): 3 clusters Score: Raw -34671.045537 + Penalty 2716.325922 = -31954.719615 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 62 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (31929.150000 sec): 2 clusters Score: Raw -33054.189356 + Penalty 1360.229640 = -31693.959717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (31929.150000 sec): 3 clusters Score: Raw -33268.098505 + Penalty 2720.459279 = -30547.639226 nChanged 20 SP:Iteration 1F (31929.150000 sec): 3 clusters Score: Raw -33351.077839 + Penalty 2720.459279 = -30630.618560 nChanged 8 SP:Iteration 2Q (31929.150000 sec): 3 clusters Score: Raw -33379.224160 + Penalty 2720.459279 = -30658.764881 nChanged 3 SP:Iteration 3Q (31929.150000 sec): 3 clusters Score: Raw -33391.957097 + Penalty 2720.459279 = -30671.497818 nChanged 1 SP:Iteration 4Q (31929.150000 sec): 3 clusters Score: Raw -33395.714435 + Penalty 2720.459279 = -30675.255156 nChanged 0 SP:Iteration 5F (31929.150000 sec): 3 clusters Score: Raw -33395.714435 + Penalty 2720.459279 = -30675.255156 nChanged 0 Iteration 535F (32128.370000 sec): 64 clusters Score: Raw -378653594.519439 + Penalty 228068.176748 = -378425526.342691 nChanged 3621 Iteration 536Q (32170.400000 sec): 64 clusters Score: Raw -378653744.579660 + Penalty 228068.176748 = -378425676.402912 nChanged 1568 Iteration 537Q (32212.250000 sec): 64 clusters Score: Raw -378653784.650344 + Penalty 228068.176748 = -378425716.473596 nChanged 1095 Iteration 538Q (32254.060000 sec): 64 clusters Score: Raw -378653810.280749 + Penalty 228068.176748 = -378425742.104001 nChanged 786 Writing temp clu file Because OldScore, -378425716.473596, is greater than current (better) Score,-378425742.104001 Compute initial score before splitting: Score: Raw -378653810.280749 + Penalty 228068.176748 = -378425742.104001 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32254.470000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32254.470000 sec): 3 clusters Score: Raw -81498.721704 + Penalty 3104.752406 = -78393.969298 nChanged 97 SP:Iteration 1F (32254.470000 sec): 3 clusters Score: Raw -81666.964009 + Penalty 3104.752406 = -78562.211603 nChanged 24 SP:Iteration 2Q (32254.470000 sec): 3 clusters Score: Raw -81727.177865 + Penalty 3104.752406 = -78622.425459 nChanged 13 SP:Iteration 3Q (32254.470000 sec): 3 clusters Score: Raw -81752.028435 + Penalty 3104.752406 = -78647.276029 nChanged 3 SP:Iteration 4Q (32254.480000 sec): 3 clusters Score: Raw -81755.932589 + Penalty 3104.752406 = -78651.180183 nChanged 2 SP:Iteration 5Q (32254.480000 sec): 3 clusters Score: Raw -81759.759467 + Penalty 3104.752406 = -78655.007061 nChanged 2 SP:Iteration 6Q (32254.480000 sec): 3 clusters Score: Raw -81765.801821 + Penalty 3104.752406 = -78661.049415 nChanged 3 SP:Iteration 7Q (32254.480000 sec): 3 clusters Score: Raw -81775.199300 + Penalty 3104.752406 = -78670.446893 nChanged 2 SP:Iteration 8Q (32254.490000 sec): 3 clusters Score: Raw -81781.426679 + Penalty 3104.752406 = -78676.674273 nChanged 2 SP:Iteration 9Q (32254.490000 sec): 3 clusters Score: Raw -81786.399532 + Penalty 3104.752406 = -78681.647126 nChanged 2 SP:Iteration 10Q (32254.490000 sec): 3 clusters Score: Raw -81790.044354 + Penalty 3104.752406 = -78685.291947 nChanged 1 SP:Iteration 11Q (32254.490000 sec): 3 clusters Score: Raw -81791.857515 + Penalty 3104.752406 = -78687.105109 nChanged 1 SP:Iteration 12Q (32254.490000 sec): 3 clusters Score: Raw -81792.824887 + Penalty 3104.752406 = -78688.072481 nChanged 0 SP:Iteration 13F (32254.490000 sec): 3 clusters Score: Raw -81792.824887 + Penalty 3104.752406 = -78688.072481 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32254.510000 sec): 2 clusters Score: Raw -67242.775360 + Penalty 1509.520132 = -65733.255228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32254.510000 sec): 3 clusters Score: Raw -67322.743798 + Penalty 3019.040265 = -64303.703533 nChanged 84 SP:Iteration 1F (32254.510000 sec): 3 clusters Score: Raw -67593.575794 + Penalty 3019.040265 = -64574.535529 nChanged 26 SP:Iteration 2F (32254.510000 sec): 3 clusters Score: Raw -67716.233939 + Penalty 3019.040265 = -64697.193675 nChanged 18 SP:Iteration 3Q (32254.510000 sec): 3 clusters Score: Raw -67910.380907 + Penalty 3019.040265 = -64891.340642 nChanged 18 SP:Iteration 4Q (32254.510000 sec): 3 clusters Score: Raw -68076.031990 + Penalty 3019.040265 = -65056.991726 nChanged 11 SP:Iteration 5Q (32254.510000 sec): 3 clusters Score: Raw -68153.297507 + Penalty 3019.040265 = -65134.257243 nChanged 5 SP:Iteration 6Q (32254.520000 sec): 3 clusters Score: Raw -68183.524536 + Penalty 3019.040265 = -65164.484271 nChanged 3 SP:Iteration 7Q (32254.520000 sec): 3 clusters Score: Raw -68192.316525 + Penalty 3019.040265 = -65173.276260 nChanged 2 SP:Iteration 8Q (32254.520000 sec): 3 clusters Score: Raw -68197.202868 + Penalty 3019.040265 = -65178.162603 nChanged 1 SP:Iteration 9Q (32254.520000 sec): 3 clusters Score: Raw -68199.605344 + Penalty 3019.040265 = -65180.565079 nChanged 2 SP:Iteration 10Q (32254.520000 sec): 3 clusters Score: Raw -68206.119074 + Penalty 3019.040265 = -65187.078810 nChanged 1 SP:Iteration 11Q (32254.520000 sec): 3 clusters Score: Raw -68208.322296 + Penalty 3019.040265 = -65189.282031 nChanged 0 SP:Iteration 12F (32254.530000 sec): 3 clusters Score: Raw -68208.322296 + Penalty 3019.040265 = -65189.282031 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (224688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32255.310000 sec): 2 clusters Score: Raw -41764470.908463 + Penalty 3055.972077 = -41761414.936386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32256.240000 sec): 3 clusters Score: Raw -41616770.564883 + Penalty 6111.944154 = -41610658.620729 nChanged 108137 SP:Iteration 1F (32257.170000 sec): 3 clusters Score: Raw -41681781.210806 + Penalty 6111.944154 = -41675669.266653 nChanged 7871 SP:Iteration 2Q (32258.110000 sec): 3 clusters Score: Raw -41684391.312815 + Penalty 6111.944154 = -41678279.368661 nChanged 9396 SP:Iteration 3Q (32259.060000 sec): 3 clusters Score: Raw -41688470.112791 + Penalty 6111.944154 = -41682358.168637 nChanged 11527 SP:Iteration 4F (32259.980000 sec): 3 clusters Score: Raw -41694924.318086 + Penalty 6111.944154 = -41688812.373932 nChanged 14026 SP:Iteration 5F (32260.910000 sec): 3 clusters Score: Raw -41704635.368752 + Penalty 6111.944154 = -41698523.424599 nChanged 15852 SP:Iteration 6F (32261.830000 sec): 3 clusters Score: Raw -41717441.533857 + Penalty 6111.944154 = -41711329.589703 nChanged 16178 SP:Iteration 7F (32262.750000 sec): 3 clusters Score: Raw -41731530.951195 + Penalty 6111.944154 = -41725419.007042 nChanged 14116 SP:Iteration 8F (32263.670000 sec): 3 clusters Score: Raw -41744149.459689 + Penalty 6111.944154 = -41738037.515535 nChanged 10749 SP:Iteration 9Q (32264.520000 sec): 3 clusters Score: Raw -41753660.566547 + Penalty 6111.944154 = -41747548.622393 nChanged 6811 SP:Iteration 10Q (32265.300000 sec): 3 clusters Score: Raw -41759458.993422 + Penalty 6111.944154 = -41753347.049268 nChanged 3648 SP:Iteration 11Q (32266.020000 sec): 3 clusters Score: Raw -41762360.049486 + Penalty 6111.944154 = -41756248.105332 nChanged 1708 SP:Iteration 12Q (32266.700000 sec): 3 clusters Score: Raw -41763650.595540 + Penalty 6111.944154 = -41757538.651386 nChanged 728 SP:Iteration 13Q (32267.360000 sec): 3 clusters Score: Raw -41764196.084712 + Penalty 6111.944154 = -41758084.140559 nChanged 344 SP:Iteration 14Q (32268.000000 sec): 3 clusters Score: Raw -41764471.461212 + Penalty 6111.944154 = -41758359.517058 nChanged 177 SP:Iteration 15Q (32268.650000 sec): 3 clusters Score: Raw -41764628.573917 + Penalty 6111.944154 = -41758516.629763 nChanged 90 SP:Iteration 16Q (32269.280000 sec): 3 clusters Score: Raw -41764707.770742 + Penalty 6111.944154 = -41758595.826588 nChanged 59 SP:Iteration 17Q (32269.920000 sec): 3 clusters Score: Raw -41764757.293702 + Penalty 6111.944154 = -41758645.349548 nChanged 32 SP:Iteration 18Q (32270.540000 sec): 3 clusters Score: Raw -41764789.566540 + Penalty 6111.944154 = -41758677.622386 nChanged 31 SP:Iteration 19Q (32271.180000 sec): 3 clusters Score: Raw -41764810.956974 + Penalty 6111.944154 = -41758699.012820 nChanged 20 SP:Iteration 20F (32272.080000 sec): 3 clusters Score: Raw -41764827.260035 + Penalty 6111.944154 = -41758715.315881 nChanged 18 SP:Iteration 21Q (32272.710000 sec): 3 clusters Score: Raw -41764841.426358 + Penalty 6111.944154 = -41758729.482205 nChanged 11 SP:Iteration 22Q (32273.340000 sec): 3 clusters Score: Raw -41764849.996551 + Penalty 6111.944154 = -41758738.052397 nChanged 8 SP:Iteration 23Q (32273.970000 sec): 3 clusters Score: Raw -41764855.975926 + Penalty 6111.944154 = -41758744.031772 nChanged 4 SP:Iteration 24Q (32274.600000 sec): 3 clusters Score: Raw -41764857.975466 + Penalty 6111.944154 = -41758746.031312 nChanged 4 SP:Iteration 25Q (32275.230000 sec): 3 clusters Score: Raw -41764860.702846 + Penalty 6111.944154 = -41758748.758692 nChanged 3 SP:Iteration 26Q (32275.860000 sec): 3 clusters Score: Raw -41764863.230143 + Penalty 6111.944154 = -41758751.285989 nChanged 2 SP:Iteration 27Q (32276.480000 sec): 3 clusters Score: Raw -41764865.320313 + Penalty 6111.944154 = -41758753.376160 nChanged 1 SP:Iteration 28Q (32277.110000 sec): 3 clusters Score: Raw -41764866.110881 + Penalty 6111.944154 = -41758754.166727 nChanged 1 SP:Iteration 29Q (32277.740000 sec): 3 clusters Score: Raw -41764866.678031 + Penalty 6111.944154 = -41758754.733877 nChanged 1 SP:Iteration 30Q (32278.370000 sec): 3 clusters Score: Raw -41764867.384496 + Penalty 6111.944154 = -41758755.440342 nChanged 0 SP:Iteration 31F (32279.280000 sec): 3 clusters Score: Raw -41764867.384496 + Penalty 6111.944154 = -41758755.440342 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32279.360000 sec): 2 clusters Score: Raw -399345.023957 + Penalty 1912.130888 = -397432.893069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32279.370000 sec): 3 clusters Score: Raw -398452.919524 + Penalty 3824.261776 = -394628.657747 nChanged 738 SP:Iteration 1F (32279.380000 sec): 3 clusters Score: Raw -398981.397572 + Penalty 3824.261776 = -395157.135796 nChanged 185 SP:Iteration 2F (32279.390000 sec): 3 clusters Score: Raw -399211.764725 + Penalty 3824.261776 = -395387.502949 nChanged 146 SP:Iteration 3F (32279.400000 sec): 3 clusters Score: Raw -399451.013388 + Penalty 3824.261776 = -395626.751611 nChanged 158 SP:Iteration 4F (32279.410000 sec): 3 clusters Score: Raw -399740.286727 + Penalty 3824.261776 = -395916.024951 nChanged 156 SP:Iteration 5F (32279.420000 sec): 3 clusters Score: Raw -400057.801290 + Penalty 3824.261776 = -396233.539514 nChanged 132 SP:Iteration 6F (32279.420000 sec): 3 clusters Score: Raw -400340.913513 + Penalty 3824.261776 = -396516.651736 nChanged 96 SP:Iteration 7Q (32279.430000 sec): 3 clusters Score: Raw -400463.191710 + Penalty 3824.261776 = -396638.929934 nChanged 67 SP:Iteration 8Q (32279.440000 sec): 3 clusters Score: Raw -400535.027172 + Penalty 3824.261776 = -396710.765396 nChanged 42 SP:Iteration 9Q (32279.450000 sec): 3 clusters Score: Raw -400579.614580 + Penalty 3824.261776 = -396755.352804 nChanged 27 SP:Iteration 10Q (32279.460000 sec): 3 clusters Score: Raw -400608.742912 + Penalty 3824.261776 = -396784.481135 nChanged 21 SP:Iteration 11Q (32279.460000 sec): 3 clusters Score: Raw -400625.015701 + Penalty 3824.261776 = -396800.753924 nChanged 11 SP:Iteration 12Q (32279.470000 sec): 3 clusters Score: Raw -400631.459142 + Penalty 3824.261776 = -396807.197366 nChanged 8 SP:Iteration 13Q (32279.480000 sec): 3 clusters Score: Raw -400637.227642 + Penalty 3824.261776 = -396812.965866 nChanged 5 SP:Iteration 14Q (32279.490000 sec): 3 clusters Score: Raw -400641.249821 + Penalty 3824.261776 = -396816.988045 nChanged 5 SP:Iteration 15Q (32279.500000 sec): 3 clusters Score: Raw -400644.224297 + Penalty 3824.261776 = -396819.962521 nChanged 4 SP:Iteration 16Q (32279.500000 sec): 3 clusters Score: Raw -400646.841914 + Penalty 3824.261776 = -396822.580138 nChanged 3 SP:Iteration 17Q (32279.510000 sec): 3 clusters Score: Raw -400649.330003 + Penalty 3824.261776 = -396825.068227 nChanged 3 SP:Iteration 18Q (32279.520000 sec): 3 clusters Score: Raw -400651.789856 + Penalty 3824.261776 = -396827.528080 nChanged 0 SP:Iteration 19F (32279.530000 sec): 3 clusters Score: Raw -400651.789856 + Penalty 3824.261776 = -396827.528080 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32279.540000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32279.540000 sec): 3 clusters Score: Raw -50772.971047 + Penalty 2868.777290 = -47904.193757 nChanged 58 SP:Iteration 1F (32279.540000 sec): 3 clusters Score: Raw -50920.627563 + Penalty 2868.777290 = -48051.850272 nChanged 14 SP:Iteration 2Q (32279.540000 sec): 3 clusters Score: Raw -50953.767948 + Penalty 2868.777290 = -48084.990657 nChanged 8 SP:Iteration 3Q (32279.540000 sec): 3 clusters Score: Raw -51004.025441 + Penalty 2868.777290 = -48135.248150 nChanged 9 SP:Iteration 4Q (32279.540000 sec): 3 clusters Score: Raw -51033.208770 + Penalty 2868.777290 = -48164.431479 nChanged 4 SP:Iteration 5Q (32279.550000 sec): 3 clusters Score: Raw -51040.890746 + Penalty 2868.777290 = -48172.113455 nChanged 1 SP:Iteration 6Q (32279.550000 sec): 3 clusters Score: Raw -51043.092681 + Penalty 2868.777290 = -48174.315391 nChanged 1 SP:Iteration 7Q (32279.550000 sec): 3 clusters Score: Raw -51049.833808 + Penalty 2868.777290 = -48181.056517 nChanged 0 SP:Iteration 8F (32279.550000 sec): 3 clusters Score: Raw -51049.833808 + Penalty 2868.777290 = -48181.056517 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32279.580000 sec): 2 clusters Score: Raw -999994.690997 + Penalty 2156.568653 = -997838.122344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32279.600000 sec): 3 clusters Score: Raw -997009.755291 + Penalty 4313.137306 = -992696.617985 nChanged 2302 SP:Iteration 1F (32279.620000 sec): 3 clusters Score: Raw -998244.703294 + Penalty 4313.137306 = -993931.565988 nChanged 445 SP:Iteration 2F (32279.650000 sec): 3 clusters Score: Raw -998496.954429 + Penalty 4313.137306 = -994183.817123 nChanged 297 SP:Iteration 3Q (32279.670000 sec): 3 clusters Score: Raw -998646.275549 + Penalty 4313.137306 = -994333.138243 nChanged 214 SP:Iteration 4Q (32279.700000 sec): 3 clusters Score: Raw -998741.782045 + Penalty 4313.137306 = -994428.644739 nChanged 154 SP:Iteration 5Q (32279.720000 sec): 3 clusters Score: Raw -998808.298491 + Penalty 4313.137306 = -994495.161185 nChanged 150 SP:Iteration 6Q (32279.740000 sec): 3 clusters Score: Raw -998869.502722 + Penalty 4313.137306 = -994556.365416 nChanged 125 SP:Iteration 7Q (32279.770000 sec): 3 clusters Score: Raw -998933.723499 + Penalty 4313.137306 = -994620.586193 nChanged 132 SP:Iteration 8Q (32279.790000 sec): 3 clusters Score: Raw -998996.644596 + Penalty 4313.137306 = -994683.507290 nChanged 138 SP:Iteration 9Q (32279.810000 sec): 3 clusters Score: Raw -999070.082729 + Penalty 4313.137306 = -994756.945423 nChanged 132 SP:Iteration 10Q (32279.840000 sec): 3 clusters Score: Raw -999138.978426 + Penalty 4313.137306 = -994825.841120 nChanged 137 SP:Iteration 11Q (32279.860000 sec): 3 clusters Score: Raw -999215.144583 + Penalty 4313.137306 = -994902.007277 nChanged 135 SP:Iteration 12Q (32279.880000 sec): 3 clusters Score: Raw -999286.127797 + Penalty 4313.137306 = -994972.990491 nChanged 136 SP:Iteration 13Q (32279.910000 sec): 3 clusters Score: Raw -999355.827595 + Penalty 4313.137306 = -995042.690289 nChanged 136 SP:Iteration 14Q (32279.930000 sec): 3 clusters Score: Raw -999434.851375 + Penalty 4313.137306 = -995121.714069 nChanged 147 SP:Iteration 15Q (32279.950000 sec): 3 clusters Score: Raw -999530.684933 + Penalty 4313.137306 = -995217.547627 nChanged 157 SP:Iteration 16Q (32279.980000 sec): 3 clusters Score: Raw -999645.818827 + Penalty 4313.137306 = -995332.681521 nChanged 146 SP:Iteration 17Q (32280.000000 sec): 3 clusters Score: Raw -999737.174897 + Penalty 4313.137306 = -995424.037591 nChanged 129 SP:Iteration 18Q (32280.020000 sec): 3 clusters Score: Raw -999828.814896 + Penalty 4313.137306 = -995515.677589 nChanged 121 SP:Iteration 19Q (32280.040000 sec): 3 clusters Score: Raw -999908.349179 + Penalty 4313.137306 = -995595.211873 nChanged 92 SP:Iteration 20F (32280.060000 sec): 3 clusters Score: Raw -999968.442454 + Penalty 4313.137306 = -995655.305148 nChanged 82 SP:Iteration 21Q (32280.080000 sec): 3 clusters Score: Raw -1000021.537613 + Penalty 4313.137306 = -995708.400307 nChanged 69 SP:Iteration 22Q (32280.110000 sec): 3 clusters Score: Raw -1000068.748362 + Penalty 4313.137306 = -995755.611056 nChanged 60 SP:Iteration 23Q (32280.130000 sec): 3 clusters Score: Raw -1000107.672941 + Penalty 4313.137306 = -995794.535635 nChanged 55 SP:Iteration 24Q (32280.150000 sec): 3 clusters Score: Raw -1000153.615302 + Penalty 4313.137306 = -995840.477996 nChanged 67 SP:Iteration 25Q (32280.170000 sec): 3 clusters Score: Raw -1000200.721326 + Penalty 4313.137306 = -995887.584020 nChanged 42 SP:Iteration 26Q (32280.190000 sec): 3 clusters Score: Raw -1000224.297554 + Penalty 4313.137306 = -995911.160248 nChanged 29 SP:Iteration 27Q (32280.210000 sec): 3 clusters Score: Raw -1000243.630350 + Penalty 4313.137306 = -995930.493044 nChanged 23 SP:Iteration 28Q (32280.230000 sec): 3 clusters Score: Raw -1000256.394430 + Penalty 4313.137306 = -995943.257124 nChanged 16 SP:Iteration 29Q (32280.250000 sec): 3 clusters Score: Raw -1000264.655018 + Penalty 4313.137306 = -995951.517712 nChanged 10 SP:Iteration 30Q (32280.270000 sec): 3 clusters Score: Raw -1000270.518785 + Penalty 4313.137306 = -995957.381479 nChanged 3 SP:Iteration 31Q (32280.290000 sec): 3 clusters Score: Raw -1000272.214173 + Penalty 4313.137306 = -995959.076867 nChanged 3 SP:Iteration 32Q (32280.310000 sec): 3 clusters Score: Raw -1000274.359289 + Penalty 4313.137306 = -995961.221983 nChanged 7 SP:Iteration 33Q (32280.330000 sec): 3 clusters Score: Raw -1000277.589457 + Penalty 4313.137306 = -995964.452151 nChanged 4 SP:Iteration 34Q (32280.350000 sec): 3 clusters Score: Raw -1000280.082159 + Penalty 4313.137306 = -995966.944853 nChanged 8 SP:Iteration 35Q (32280.370000 sec): 3 clusters Score: Raw -1000286.380157 + Penalty 4313.137306 = -995973.242851 nChanged 4 SP:Iteration 36Q (32280.390000 sec): 3 clusters Score: Raw -1000289.616418 + Penalty 4313.137306 = -995976.479112 nChanged 8 SP:Iteration 37Q (32280.410000 sec): 3 clusters Score: Raw -1000294.738419 + Penalty 4313.137306 = -995981.601113 nChanged 7 SP:Iteration 38Q (32280.430000 sec): 3 clusters Score: Raw -1000301.092619 + Penalty 4313.137306 = -995987.955313 nChanged 10 SP:Iteration 39Q (32280.450000 sec): 3 clusters Score: Raw -1000307.904139 + Penalty 4313.137306 = -995994.766833 nChanged 6 SP:Iteration 40F (32280.470000 sec): 3 clusters Score: Raw -1000313.861337 + Penalty 4313.137306 = -996000.724031 nChanged 8 SP:Iteration 41Q (32280.490000 sec): 3 clusters Score: Raw -1000320.325831 + Penalty 4313.137306 = -996007.188525 nChanged 6 SP:Iteration 42Q (32280.510000 sec): 3 clusters Score: Raw -1000325.481913 + Penalty 4313.137306 = -996012.344607 nChanged 7 SP:Iteration 43Q (32280.530000 sec): 3 clusters Score: Raw -1000330.821784 + Penalty 4313.137306 = -996017.684478 nChanged 5 SP:Iteration 44Q (32280.550000 sec): 3 clusters Score: Raw -1000333.539542 + Penalty 4313.137306 = -996020.402236 nChanged 4 SP:Iteration 45Q (32280.570000 sec): 3 clusters Score: Raw -1000335.502119 + Penalty 4313.137306 = -996022.364813 nChanged 1 SP:Iteration 46Q (32280.590000 sec): 3 clusters Score: Raw -1000337.096658 + Penalty 4313.137306 = -996023.959352 nChanged 1 SP:Iteration 47Q (32280.610000 sec): 3 clusters Score: Raw -1000337.361986 + Penalty 4313.137306 = -996024.224680 nChanged 0 SP:Iteration 48F (32280.630000 sec): 3 clusters Score: Raw -1000337.361986 + Penalty 4313.137306 = -996024.224680 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32280.640000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32280.640000 sec): 3 clusters Score: Raw -18689.253347 + Penalty 2491.844738 = -16197.408608 nChanged 15 SP:Iteration 1F (32280.640000 sec): 3 clusters Score: Raw -18762.835414 + Penalty 2491.844738 = -16270.990676 nChanged 8 SP:Iteration 2F (32280.640000 sec): 3 clusters Score: Raw -18812.160480 + Penalty 2491.844738 = -16320.315742 nChanged 6 SP:Iteration 3Q (32280.640000 sec): 3 clusters Score: Raw -18852.100298 + Penalty 2491.844738 = -16360.255560 nChanged 2 SP:Iteration 4Q (32280.640000 sec): 3 clusters Score: Raw -18863.012144 + Penalty 2491.844738 = -16371.167405 nChanged 2 SP:Iteration 5Q (32280.640000 sec): 3 clusters Score: Raw -18894.529688 + Penalty 2491.844738 = -16402.684949 nChanged 0 SP:Iteration 6F (32280.640000 sec): 3 clusters Score: Raw -18894.529688 + Penalty 2491.844738 = -16402.684949 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32280.770000 sec): 2 clusters Score: Raw -5471895.959130 + Penalty 2572.385447 = -5469323.573684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32280.900000 sec): 3 clusters Score: Raw -5452585.089954 + Penalty 5144.770893 = -5447440.319061 nChanged 14473 SP:Iteration 1F (32281.020000 sec): 3 clusters Score: Raw -5460527.205731 + Penalty 5144.770893 = -5455382.434837 nChanged 1558 SP:Iteration 2Q (32281.150000 sec): 3 clusters Score: Raw -5461085.767068 + Penalty 5144.770893 = -5455940.996175 nChanged 1453 SP:Iteration 3Q (32281.280000 sec): 3 clusters Score: Raw -5461615.874225 + Penalty 5144.770893 = -5456471.103332 nChanged 1364 SP:Iteration 4Q (32281.410000 sec): 3 clusters Score: Raw -5462153.689855 + Penalty 5144.770893 = -5457008.918961 nChanged 1433 SP:Iteration 5Q (32281.540000 sec): 3 clusters Score: Raw -5462783.299868 + Penalty 5144.770893 = -5457638.528974 nChanged 1549 SP:Iteration 6Q (32281.670000 sec): 3 clusters Score: Raw -5463574.944509 + Penalty 5144.770893 = -5458430.173615 nChanged 1632 SP:Iteration 7F (32281.800000 sec): 3 clusters Score: Raw -5464423.314274 + Penalty 5144.770893 = -5459278.543380 nChanged 1598 SP:Iteration 8Q (32281.920000 sec): 3 clusters Score: Raw -5465309.731058 + Penalty 5144.770893 = -5460164.960164 nChanged 1613 SP:Iteration 9F (32282.050000 sec): 3 clusters Score: Raw -5466262.235424 + Penalty 5144.770893 = -5461117.464531 nChanged 1558 SP:Iteration 10Q (32282.180000 sec): 3 clusters Score: Raw -5467227.636787 + Penalty 5144.770893 = -5462082.865894 nChanged 1388 SP:Iteration 11Q (32282.300000 sec): 3 clusters Score: Raw -5468057.411992 + Penalty 5144.770893 = -5462912.641098 nChanged 1148 SP:Iteration 12Q (32282.430000 sec): 3 clusters Score: Raw -5468681.945497 + Penalty 5144.770893 = -5463537.174604 nChanged 892 SP:Iteration 13Q (32282.550000 sec): 3 clusters Score: Raw -5469060.671073 + Penalty 5144.770893 = -5463915.900179 nChanged 634 SP:Iteration 14Q (32282.680000 sec): 3 clusters Score: Raw -5469262.939546 + Penalty 5144.770893 = -5464118.168652 nChanged 442 SP:Iteration 15Q (32282.800000 sec): 3 clusters Score: Raw -5469388.159093 + Penalty 5144.770893 = -5464243.388199 nChanged 354 SP:Iteration 16Q (32282.920000 sec): 3 clusters Score: Raw -5469490.101738 + Penalty 5144.770893 = -5464345.330845 nChanged 324 SP:Iteration 17Q (32283.040000 sec): 3 clusters Score: Raw -5469578.926229 + Penalty 5144.770893 = -5464434.155336 nChanged 305 SP:Iteration 18Q (32283.150000 sec): 3 clusters Score: Raw -5469661.305282 + Penalty 5144.770893 = -5464516.534389 nChanged 309 SP:Iteration 19Q (32283.270000 sec): 3 clusters Score: Raw -5469741.297232 + Penalty 5144.770893 = -5464596.526339 nChanged 290 SP:Iteration 20F (32283.400000 sec): 3 clusters Score: Raw -5469815.964478 + Penalty 5144.770893 = -5464671.193585 nChanged 293 SP:Iteration 21Q (32283.520000 sec): 3 clusters Score: Raw -5469892.088869 + Penalty 5144.770893 = -5464747.317975 nChanged 306 SP:Iteration 22Q (32283.640000 sec): 3 clusters Score: Raw -5469973.016927 + Penalty 5144.770893 = -5464828.246034 nChanged 323 SP:Iteration 23Q (32283.750000 sec): 3 clusters Score: Raw -5470062.129231 + Penalty 5144.770893 = -5464917.358338 nChanged 313 SP:Iteration 24Q (32283.860000 sec): 3 clusters Score: Raw -5470148.499764 + Penalty 5144.770893 = -5465003.728870 nChanged 344 SP:Iteration 25Q (32283.980000 sec): 3 clusters Score: Raw -5470245.864441 + Penalty 5144.770893 = -5465101.093548 nChanged 333 SP:Iteration 26Q (32284.090000 sec): 3 clusters Score: Raw -5470342.577344 + Penalty 5144.770893 = -5465197.806451 nChanged 334 SP:Iteration 27Q (32284.200000 sec): 3 clusters Score: Raw -5470437.377610 + Penalty 5144.770893 = -5465292.606716 nChanged 294 SP:Iteration 28Q (32284.320000 sec): 3 clusters Score: Raw -5470520.717222 + Penalty 5144.770893 = -5465375.946328 nChanged 296 SP:Iteration 29Q (32284.430000 sec): 3 clusters Score: Raw -5470606.270571 + Penalty 5144.770893 = -5465461.499678 nChanged 262 SP:Iteration 30Q (32284.540000 sec): 3 clusters Score: Raw -5470672.973519 + Penalty 5144.770893 = -5465528.202625 nChanged 235 SP:Iteration 31Q (32284.640000 sec): 3 clusters Score: Raw -5470740.894544 + Penalty 5144.770893 = -5465596.123650 nChanged 251 SP:Iteration 32Q (32284.750000 sec): 3 clusters Score: Raw -5470818.069895 + Penalty 5144.770893 = -5465673.299002 nChanged 265 SP:Iteration 33Q (32284.860000 sec): 3 clusters Score: Raw -5470908.595466 + Penalty 5144.770893 = -5465763.824573 nChanged 270 SP:Iteration 34Q (32284.970000 sec): 3 clusters Score: Raw -5470997.270682 + Penalty 5144.770893 = -5465852.499788 nChanged 255 SP:Iteration 35Q (32285.070000 sec): 3 clusters Score: Raw -5471078.677211 + Penalty 5144.770893 = -5465933.906318 nChanged 253 SP:Iteration 36Q (32285.180000 sec): 3 clusters Score: Raw -5471160.188762 + Penalty 5144.770893 = -5466015.417869 nChanged 231 SP:Iteration 37Q (32285.280000 sec): 3 clusters Score: Raw -5471237.915440 + Penalty 5144.770893 = -5466093.144546 nChanged 224 SP:Iteration 38Q (32285.390000 sec): 3 clusters Score: Raw -5471316.282263 + Penalty 5144.770893 = -5466171.511370 nChanged 231 SP:Iteration 39Q (32285.490000 sec): 3 clusters Score: Raw -5471398.829713 + Penalty 5144.770893 = -5466254.058819 nChanged 209 SP:Iteration 40F (32285.620000 sec): 3 clusters Score: Raw -5471484.069220 + Penalty 5144.770893 = -5466339.298327 nChanged 198 SP:Iteration 41Q (32285.720000 sec): 3 clusters Score: Raw -5471565.336288 + Penalty 5144.770893 = -5466420.565395 nChanged 167 SP:Iteration 42Q (32285.820000 sec): 3 clusters Score: Raw -5471631.957513 + Penalty 5144.770893 = -5466487.186619 nChanged 146 SP:Iteration 43Q (32285.920000 sec): 3 clusters Score: Raw -5471681.000602 + Penalty 5144.770893 = -5466536.229709 nChanged 140 SP:Iteration 44Q (32286.020000 sec): 3 clusters Score: Raw -5471734.390732 + Penalty 5144.770893 = -5466589.619839 nChanged 119 SP:Iteration 45Q (32286.120000 sec): 3 clusters Score: Raw -5471774.004029 + Penalty 5144.770893 = -5466629.233135 nChanged 96 SP:Iteration 46Q (32286.210000 sec): 3 clusters Score: Raw -5471806.499295 + Penalty 5144.770893 = -5466661.728401 nChanged 93 SP:Iteration 47Q (32286.310000 sec): 3 clusters Score: Raw -5471838.049544 + Penalty 5144.770893 = -5466693.278651 nChanged 91 SP:Iteration 48Q (32286.410000 sec): 3 clusters Score: Raw -5471869.454434 + Penalty 5144.770893 = -5466724.683540 nChanged 87 SP:Iteration 49Q (32286.500000 sec): 3 clusters Score: Raw -5471901.143985 + Penalty 5144.770893 = -5466756.373091 nChanged 86 SP:Iteration 50Q (32286.600000 sec): 3 clusters Score: Raw -5471931.204216 + Penalty 5144.770893 = -5466786.433323 nChanged 74 SP:Iteration 51Q (32286.700000 sec): 3 clusters Score: Raw -5471956.241514 + Penalty 5144.770893 = -5466811.470620 nChanged 62 SP:Iteration 52Q (32286.800000 sec): 3 clusters Score: Raw -5471980.748942 + Penalty 5144.770893 = -5466835.978048 nChanged 60 SP:Iteration 53Q (32286.890000 sec): 3 clusters Score: Raw -5472000.235885 + Penalty 5144.770893 = -5466855.464991 nChanged 55 SP:Iteration 54Q (32286.990000 sec): 3 clusters Score: Raw -5472019.697591 + Penalty 5144.770893 = -5466874.926698 nChanged 39 SP:Iteration 55Q (32287.080000 sec): 3 clusters Score: Raw -5472035.293557 + Penalty 5144.770893 = -5466890.522664 nChanged 37 SP:Iteration 56Q (32287.180000 sec): 3 clusters Score: Raw -5472049.488390 + Penalty 5144.770893 = -5466904.717496 nChanged 34 SP:Iteration 57Q (32287.270000 sec): 3 clusters Score: Raw -5472060.707297 + Penalty 5144.770893 = -5466915.936403 nChanged 31 SP:Iteration 58Q (32287.370000 sec): 3 clusters Score: Raw -5472071.977823 + Penalty 5144.770893 = -5466927.206930 nChanged 35 SP:Iteration 59Q (32287.460000 sec): 3 clusters Score: Raw -5472085.640557 + Penalty 5144.770893 = -5466940.869664 nChanged 34 SP:Iteration 60F (32287.590000 sec): 3 clusters Score: Raw -5472095.633043 + Penalty 5144.770893 = -5466950.862150 nChanged 34 SP:Iteration 61Q (32287.690000 sec): 3 clusters Score: Raw -5472105.378249 + Penalty 5144.770893 = -5466960.607356 nChanged 29 SP:Iteration 62Q (32287.780000 sec): 3 clusters Score: Raw -5472117.302351 + Penalty 5144.770893 = -5466972.531458 nChanged 19 SP:Iteration 63Q (32287.870000 sec): 3 clusters Score: Raw -5472123.465288 + Penalty 5144.770893 = -5466978.694395 nChanged 20 SP:Iteration 64Q (32287.970000 sec): 3 clusters Score: Raw -5472131.359530 + Penalty 5144.770893 = -5466986.588637 nChanged 22 SP:Iteration 65Q (32288.060000 sec): 3 clusters Score: Raw -5472140.227848 + Penalty 5144.770893 = -5466995.456954 nChanged 21 SP:Iteration 66Q (32288.150000 sec): 3 clusters Score: Raw -5472148.745009 + Penalty 5144.770893 = -5467003.974116 nChanged 24 SP:Iteration 67Q (32288.250000 sec): 3 clusters Score: Raw -5472157.058321 + Penalty 5144.770893 = -5467012.287428 nChanged 23 SP:Iteration 68Q (32288.340000 sec): 3 clusters Score: Raw -5472164.550994 + Penalty 5144.770893 = -5467019.780101 nChanged 23 SP:Iteration 69Q (32288.440000 sec): 3 clusters Score: Raw -5472171.753794 + Penalty 5144.770893 = -5467026.982901 nChanged 16 SP:Iteration 70Q (32288.530000 sec): 3 clusters Score: Raw -5472176.418343 + Penalty 5144.770893 = -5467031.647450 nChanged 12 SP:Iteration 71Q (32288.620000 sec): 3 clusters Score: Raw -5472180.690680 + Penalty 5144.770893 = -5467035.919787 nChanged 16 SP:Iteration 72Q (32288.720000 sec): 3 clusters Score: Raw -5472185.732784 + Penalty 5144.770893 = -5467040.961890 nChanged 11 SP:Iteration 73Q (32288.810000 sec): 3 clusters Score: Raw -5472189.527368 + Penalty 5144.770893 = -5467044.756474 nChanged 9 SP:Iteration 74Q (32288.900000 sec): 3 clusters Score: Raw -5472191.972536 + Penalty 5144.770893 = -5467047.201642 nChanged 3 SP:Iteration 75Q (32288.990000 sec): 3 clusters Score: Raw -5472192.637073 + Penalty 5144.770893 = -5467047.866180 nChanged 2 SP:Iteration 76Q (32289.090000 sec): 3 clusters Score: Raw -5472193.196339 + Penalty 5144.770893 = -5467048.425446 nChanged 7 SP:Iteration 77Q (32289.180000 sec): 3 clusters Score: Raw -5472196.042494 + Penalty 5144.770893 = -5467051.271600 nChanged 8 SP:Iteration 78Q (32289.270000 sec): 3 clusters Score: Raw -5472200.093227 + Penalty 5144.770893 = -5467055.322333 nChanged 10 SP:Iteration 79Q (32289.370000 sec): 3 clusters Score: Raw -5472203.179945 + Penalty 5144.770893 = -5467058.409052 nChanged 5 SP:Iteration 80F (32289.490000 sec): 3 clusters Score: Raw -5472205.609722 + Penalty 5144.770893 = -5467060.838829 nChanged 7 SP:Iteration 81Q (32289.590000 sec): 3 clusters Score: Raw -5472207.570491 + Penalty 5144.770893 = -5467062.799598 nChanged 6 SP:Iteration 82Q (32289.680000 sec): 3 clusters Score: Raw -5472209.472334 + Penalty 5144.770893 = -5467064.701441 nChanged 6 SP:Iteration 83Q (32289.770000 sec): 3 clusters Score: Raw -5472211.851277 + Penalty 5144.770893 = -5467067.080384 nChanged 6 SP:Iteration 84Q (32289.870000 sec): 3 clusters Score: Raw -5472214.328376 + Penalty 5144.770893 = -5467069.557483 nChanged 6 SP:Iteration 85Q (32289.960000 sec): 3 clusters Score: Raw -5472216.031811 + Penalty 5144.770893 = -5467071.260918 nChanged 4 SP:Iteration 86Q (32290.050000 sec): 3 clusters Score: Raw -5472217.562748 + Penalty 5144.770893 = -5467072.791855 nChanged 3 SP:Iteration 87Q (32290.150000 sec): 3 clusters Score: Raw -5472219.335360 + Penalty 5144.770893 = -5467074.564466 nChanged 8 SP:Iteration 88Q (32290.240000 sec): 3 clusters Score: Raw -5472222.368866 + Penalty 5144.770893 = -5467077.597973 nChanged 5 SP:Iteration 89Q (32290.330000 sec): 3 clusters Score: Raw -5472224.102750 + Penalty 5144.770893 = -5467079.331856 nChanged 5 SP:Iteration 90Q (32290.430000 sec): 3 clusters Score: Raw -5472225.813509 + Penalty 5144.770893 = -5467081.042615 nChanged 6 SP:Iteration 91Q (32290.520000 sec): 3 clusters Score: Raw -5472228.051846 + Penalty 5144.770893 = -5467083.280953 nChanged 4 SP:Iteration 92Q (32290.610000 sec): 3 clusters Score: Raw -5472229.553342 + Penalty 5144.770893 = -5467084.782448 nChanged 2 SP:Iteration 93Q (32290.700000 sec): 3 clusters Score: Raw -5472230.013659 + Penalty 5144.770893 = -5467085.242765 nChanged 0 SP:Iteration 94F (32290.830000 sec): 3 clusters Score: Raw -5472230.013659 + Penalty 5144.770893 = -5467085.242765 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32291.000000 sec): 2 clusters Score: Raw -8344317.190853 + Penalty 2682.485261 = -8341634.705592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32291.210000 sec): 3 clusters Score: Raw -8313392.101725 + Penalty 5364.970522 = -8308027.131203 nChanged 23052 SP:Iteration 1F (32291.410000 sec): 3 clusters Score: Raw -8325950.629660 + Penalty 5364.970522 = -8320585.659138 nChanged 1971 SP:Iteration 2Q (32291.610000 sec): 3 clusters Score: Raw -8326484.420599 + Penalty 5364.970522 = -8321119.450076 nChanged 1895 SP:Iteration 3Q (32291.810000 sec): 3 clusters Score: Raw -8327008.480059 + Penalty 5364.970522 = -8321643.509536 nChanged 1828 SP:Iteration 4Q (32292.020000 sec): 3 clusters Score: Raw -8327522.281547 + Penalty 5364.970522 = -8322157.311025 nChanged 1859 SP:Iteration 5Q (32292.220000 sec): 3 clusters Score: Raw -8328106.153906 + Penalty 5364.970522 = -8322741.183384 nChanged 2015 SP:Iteration 6Q (32292.430000 sec): 3 clusters Score: Raw -8328841.154455 + Penalty 5364.970522 = -8323476.183932 nChanged 2347 SP:Iteration 7Q (32292.630000 sec): 3 clusters Score: Raw -8329827.757918 + Penalty 5364.970522 = -8324462.787395 nChanged 2563 SP:Iteration 8F (32292.830000 sec): 3 clusters Score: Raw -8331077.066688 + Penalty 5364.970522 = -8325712.096165 nChanged 2812 SP:Iteration 9F (32293.030000 sec): 3 clusters Score: Raw -8332662.636304 + Penalty 5364.970522 = -8327297.665782 nChanged 2968 SP:Iteration 10F (32293.230000 sec): 3 clusters Score: Raw -8334630.329269 + Penalty 5364.970522 = -8329265.358746 nChanged 2880 SP:Iteration 11F (32293.430000 sec): 3 clusters Score: Raw -8336788.091605 + Penalty 5364.970522 = -8331423.121082 nChanged 2596 SP:Iteration 12F (32293.630000 sec): 3 clusters Score: Raw -8338914.137497 + Penalty 5364.970522 = -8333549.166974 nChanged 2077 SP:Iteration 13Q (32293.830000 sec): 3 clusters Score: Raw -8340791.477269 + Penalty 5364.970522 = -8335426.506746 nChanged 1450 SP:Iteration 14Q (32294.020000 sec): 3 clusters Score: Raw -8342177.193762 + Penalty 5364.970522 = -8336812.223240 nChanged 915 SP:Iteration 15Q (32294.190000 sec): 3 clusters Score: Raw -8343081.962286 + Penalty 5364.970522 = -8337716.991764 nChanged 563 SP:Iteration 16Q (32294.350000 sec): 3 clusters Score: Raw -8343620.023600 + Penalty 5364.970522 = -8338255.053078 nChanged 418 SP:Iteration 17Q (32294.510000 sec): 3 clusters Score: Raw -8343987.007141 + Penalty 5364.970522 = -8338622.036619 nChanged 306 SP:Iteration 18Q (32294.660000 sec): 3 clusters Score: Raw -8344197.300068 + Penalty 5364.970522 = -8338832.329546 nChanged 235 SP:Iteration 19Q (32294.810000 sec): 3 clusters Score: Raw -8344334.667361 + Penalty 5364.970522 = -8338969.696838 nChanged 176 SP:Iteration 20F (32295.000000 sec): 3 clusters Score: Raw -8344414.468940 + Penalty 5364.970522 = -8339049.498418 nChanged 125 SP:Iteration 21Q (32295.150000 sec): 3 clusters Score: Raw -8344470.890968 + Penalty 5364.970522 = -8339105.920445 nChanged 108 SP:Iteration 22Q (32295.290000 sec): 3 clusters Score: Raw -8344519.732666 + Penalty 5364.970522 = -8339154.762144 nChanged 86 SP:Iteration 23Q (32295.440000 sec): 3 clusters Score: Raw -8344555.181373 + Penalty 5364.970522 = -8339190.210851 nChanged 72 SP:Iteration 24Q (32295.580000 sec): 3 clusters Score: Raw -8344581.244676 + Penalty 5364.970522 = -8339216.274153 nChanged 69 SP:Iteration 25Q (32295.730000 sec): 3 clusters Score: Raw -8344604.712688 + Penalty 5364.970522 = -8339239.742166 nChanged 67 SP:Iteration 26Q (32295.870000 sec): 3 clusters Score: Raw -8344630.441579 + Penalty 5364.970522 = -8339265.471056 nChanged 61 SP:Iteration 27Q (32296.010000 sec): 3 clusters Score: Raw -8344652.609182 + Penalty 5364.970522 = -8339287.638659 nChanged 54 SP:Iteration 28Q (32296.160000 sec): 3 clusters Score: Raw -8344672.495630 + Penalty 5364.970522 = -8339307.525108 nChanged 39 SP:Iteration 29Q (32296.300000 sec): 3 clusters Score: Raw -8344682.018007 + Penalty 5364.970522 = -8339317.047485 nChanged 24 SP:Iteration 30Q (32296.450000 sec): 3 clusters Score: Raw -8344687.707948 + Penalty 5364.970522 = -8339322.737425 nChanged 13 SP:Iteration 31Q (32296.590000 sec): 3 clusters Score: Raw -8344690.654115 + Penalty 5364.970522 = -8339325.683592 nChanged 10 SP:Iteration 32Q (32296.730000 sec): 3 clusters Score: Raw -8344693.838596 + Penalty 5364.970522 = -8339328.868074 nChanged 16 SP:Iteration 33Q (32296.880000 sec): 3 clusters Score: Raw -8344698.792143 + Penalty 5364.970522 = -8339333.821621 nChanged 20 SP:Iteration 34Q (32297.020000 sec): 3 clusters Score: Raw -8344705.402389 + Penalty 5364.970522 = -8339340.431866 nChanged 18 SP:Iteration 35Q (32297.160000 sec): 3 clusters Score: Raw -8344711.470103 + Penalty 5364.970522 = -8339346.499580 nChanged 22 SP:Iteration 36Q (32297.310000 sec): 3 clusters Score: Raw -8344717.065043 + Penalty 5364.970522 = -8339352.094521 nChanged 15 SP:Iteration 37Q (32297.450000 sec): 3 clusters Score: Raw -8344720.670582 + Penalty 5364.970522 = -8339355.700060 nChanged 13 SP:Iteration 38Q (32297.590000 sec): 3 clusters Score: Raw -8344724.336599 + Penalty 5364.970522 = -8339359.366077 nChanged 11 SP:Iteration 39Q (32297.730000 sec): 3 clusters Score: Raw -8344727.623172 + Penalty 5364.970522 = -8339362.652650 nChanged 12 SP:Iteration 40F (32297.930000 sec): 3 clusters Score: Raw -8344730.174364 + Penalty 5364.970522 = -8339365.203842 nChanged 4 SP:Iteration 41Q (32298.080000 sec): 3 clusters Score: Raw -8344731.147854 + Penalty 5364.970522 = -8339366.177331 nChanged 10 SP:Iteration 42Q (32298.220000 sec): 3 clusters Score: Raw -8344734.502581 + Penalty 5364.970522 = -8339369.532059 nChanged 8 SP:Iteration 43Q (32298.360000 sec): 3 clusters Score: Raw -8344736.501402 + Penalty 5364.970522 = -8339371.530880 nChanged 4 SP:Iteration 44Q (32298.510000 sec): 3 clusters Score: Raw -8344737.406989 + Penalty 5364.970522 = -8339372.436467 nChanged 1 SP:Iteration 45Q (32298.650000 sec): 3 clusters Score: Raw -8344737.806113 + Penalty 5364.970522 = -8339372.835591 nChanged 1 SP:Iteration 46Q (32298.790000 sec): 3 clusters Score: Raw -8344738.048427 + Penalty 5364.970522 = -8339373.077905 nChanged 2 SP:Iteration 47Q (32298.930000 sec): 3 clusters Score: Raw -8344738.572588 + Penalty 5364.970522 = -8339373.602066 nChanged 1 SP:Iteration 48Q (32299.080000 sec): 3 clusters Score: Raw -8344738.874477 + Penalty 5364.970522 = -8339373.903954 nChanged 2 SP:Iteration 49Q (32299.220000 sec): 3 clusters Score: Raw -8344739.404402 + Penalty 5364.970522 = -8339374.433879 nChanged 3 SP:Iteration 50Q (32299.370000 sec): 3 clusters Score: Raw -8344739.876447 + Penalty 5364.970522 = -8339374.905925 nChanged 2 SP:Iteration 51Q (32299.510000 sec): 3 clusters Score: Raw -8344740.163035 + Penalty 5364.970522 = -8339375.192512 nChanged 2 SP:Iteration 52Q (32299.650000 sec): 3 clusters Score: Raw -8344740.920894 + Penalty 5364.970522 = -8339375.950372 nChanged 3 SP:Iteration 53Q (32299.800000 sec): 3 clusters Score: Raw -8344741.642437 + Penalty 5364.970522 = -8339376.671915 nChanged 4 SP:Iteration 54Q (32299.940000 sec): 3 clusters Score: Raw -8344742.805094 + Penalty 5364.970522 = -8339377.834571 nChanged 6 SP:Iteration 55Q (32300.080000 sec): 3 clusters Score: Raw -8344744.375402 + Penalty 5364.970522 = -8339379.404879 nChanged 2 SP:Iteration 56Q (32300.230000 sec): 3 clusters Score: Raw -8344744.744310 + Penalty 5364.970522 = -8339379.773788 nChanged 3 SP:Iteration 57Q (32300.370000 sec): 3 clusters Score: Raw -8344745.478227 + Penalty 5364.970522 = -8339380.507704 nChanged 4 SP:Iteration 58Q (32300.510000 sec): 3 clusters Score: Raw -8344746.472345 + Penalty 5364.970522 = -8339381.501823 nChanged 7 SP:Iteration 59Q (32300.650000 sec): 3 clusters Score: Raw -8344747.797723 + Penalty 5364.970522 = -8339382.827201 nChanged 6 SP:Iteration 60F (32300.850000 sec): 3 clusters Score: Raw -8344749.549625 + Penalty 5364.970522 = -8339384.579103 nChanged 6 SP:Iteration 61Q (32300.990000 sec): 3 clusters Score: Raw -8344751.297778 + Penalty 5364.970522 = -8339386.327255 nChanged 8 SP:Iteration 62Q (32301.130000 sec): 3 clusters Score: Raw -8344754.064194 + Penalty 5364.970522 = -8339389.093672 nChanged 11 SP:Iteration 63Q (32301.270000 sec): 3 clusters Score: Raw -8344757.172271 + Penalty 5364.970522 = -8339392.201748 nChanged 7 SP:Iteration 64Q (32301.410000 sec): 3 clusters Score: Raw -8344758.567203 + Penalty 5364.970522 = -8339393.596680 nChanged 4 SP:Iteration 65Q (32301.560000 sec): 3 clusters Score: Raw -8344759.458953 + Penalty 5364.970522 = -8339394.488431 nChanged 4 SP:Iteration 66Q (32301.700000 sec): 3 clusters Score: Raw -8344760.692271 + Penalty 5364.970522 = -8339395.721749 nChanged 3 SP:Iteration 67Q (32301.840000 sec): 3 clusters Score: Raw -8344761.713053 + Penalty 5364.970522 = -8339396.742531 nChanged 4 SP:Iteration 68Q (32301.980000 sec): 3 clusters Score: Raw -8344763.429474 + Penalty 5364.970522 = -8339398.458951 nChanged 8 SP:Iteration 69Q (32302.120000 sec): 3 clusters Score: Raw -8344765.626295 + Penalty 5364.970522 = -8339400.655773 nChanged 8 SP:Iteration 70Q (32302.260000 sec): 3 clusters Score: Raw -8344768.028936 + Penalty 5364.970522 = -8339403.058413 nChanged 11 SP:Iteration 71Q (32302.410000 sec): 3 clusters Score: Raw -8344771.101976 + Penalty 5364.970522 = -8339406.131454 nChanged 11 SP:Iteration 72Q (32302.550000 sec): 3 clusters Score: Raw -8344774.183896 + Penalty 5364.970522 = -8339409.213374 nChanged 6 SP:Iteration 73Q (32302.690000 sec): 3 clusters Score: Raw -8344775.829302 + Penalty 5364.970522 = -8339410.858780 nChanged 7 SP:Iteration 74Q (32302.830000 sec): 3 clusters Score: Raw -8344778.170611 + Penalty 5364.970522 = -8339413.200089 nChanged 7 SP:Iteration 75Q (32302.970000 sec): 3 clusters Score: Raw -8344779.949643 + Penalty 5364.970522 = -8339414.979120 nChanged 5 SP:Iteration 76Q (32303.110000 sec): 3 clusters Score: Raw -8344781.724719 + Penalty 5364.970522 = -8339416.754196 nChanged 3 SP:Iteration 77Q (32303.250000 sec): 3 clusters Score: Raw -8344782.525619 + Penalty 5364.970522 = -8339417.555097 nChanged 4 SP:Iteration 78Q (32303.390000 sec): 3 clusters Score: Raw -8344783.487575 + Penalty 5364.970522 = -8339418.517052 nChanged 1 SP:Iteration 79Q (32303.530000 sec): 3 clusters Score: Raw -8344783.671600 + Penalty 5364.970522 = -8339418.701077 nChanged 1 SP:Iteration 80F (32303.730000 sec): 3 clusters Score: Raw -8344783.845174 + Penalty 5364.970522 = -8339418.874652 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32303.750000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32303.750000 sec): 3 clusters Score: Raw -58212.844628 + Penalty 2946.324941 = -55266.519687 nChanged 57 SP:Iteration 1F (32303.760000 sec): 3 clusters Score: Raw -58362.981579 + Penalty 2946.324941 = -55416.656638 nChanged 15 SP:Iteration 2Q (32303.760000 sec): 3 clusters Score: Raw -58408.041714 + Penalty 2946.324941 = -55461.716772 nChanged 6 SP:Iteration 3Q (32303.760000 sec): 3 clusters Score: Raw -58428.308319 + Penalty 2946.324941 = -55481.983377 nChanged 6 SP:Iteration 4Q (32303.760000 sec): 3 clusters Score: Raw -58442.677750 + Penalty 2946.324941 = -55496.352809 nChanged 3 SP:Iteration 5Q (32303.760000 sec): 3 clusters Score: Raw -58464.099032 + Penalty 2946.324941 = -55517.774090 nChanged 1 SP:Iteration 6Q (32303.770000 sec): 3 clusters Score: Raw -58466.359908 + Penalty 2946.324941 = -55520.034967 nChanged 0 SP:Iteration 7F (32303.770000 sec): 3 clusters Score: Raw -58466.359908 + Penalty 2946.324941 = -55520.034967 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32303.790000 sec): 2 clusters Score: Raw -597806.289391 + Penalty 2021.530668 = -595784.758723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32303.800000 sec): 3 clusters Score: Raw -596313.753874 + Penalty 4043.061336 = -592270.692538 nChanged 1196 SP:Iteration 1F (32303.810000 sec): 3 clusters Score: Raw -597089.242836 + Penalty 4043.061336 = -593046.181500 nChanged 262 SP:Iteration 2F (32303.830000 sec): 3 clusters Score: Raw -597264.172137 + Penalty 4043.061336 = -593221.110802 nChanged 156 SP:Iteration 3Q (32303.840000 sec): 3 clusters Score: Raw -597356.962372 + Penalty 4043.061336 = -593313.901037 nChanged 120 SP:Iteration 4Q (32303.850000 sec): 3 clusters Score: Raw -597433.072472 + Penalty 4043.061336 = -593390.011137 nChanged 105 SP:Iteration 5Q (32303.870000 sec): 3 clusters Score: Raw -597503.324285 + Penalty 4043.061336 = -593460.262949 nChanged 89 SP:Iteration 6Q (32303.880000 sec): 3 clusters Score: Raw -597559.688291 + Penalty 4043.061336 = -593516.626956 nChanged 88 SP:Iteration 7Q (32303.890000 sec): 3 clusters Score: Raw -597611.225996 + Penalty 4043.061336 = -593568.164661 nChanged 75 SP:Iteration 8Q (32303.910000 sec): 3 clusters Score: Raw -597655.203276 + Penalty 4043.061336 = -593612.141940 nChanged 69 SP:Iteration 9Q (32303.920000 sec): 3 clusters Score: Raw -597696.231982 + Penalty 4043.061336 = -593653.170646 nChanged 62 SP:Iteration 10Q (32303.930000 sec): 3 clusters Score: Raw -597734.064985 + Penalty 4043.061336 = -593691.003649 nChanged 59 SP:Iteration 11Q (32303.950000 sec): 3 clusters Score: Raw -597774.196869 + Penalty 4043.061336 = -593731.135533 nChanged 60 SP:Iteration 12Q (32303.960000 sec): 3 clusters Score: Raw -597811.954197 + Penalty 4043.061336 = -593768.892861 nChanged 45 SP:Iteration 13Q (32303.980000 sec): 3 clusters Score: Raw -597837.562481 + Penalty 4043.061336 = -593794.501145 nChanged 47 SP:Iteration 14Q (32303.990000 sec): 3 clusters Score: Raw -597867.549822 + Penalty 4043.061336 = -593824.488486 nChanged 48 SP:Iteration 15Q (32304.000000 sec): 3 clusters Score: Raw -597900.054403 + Penalty 4043.061336 = -593856.993068 nChanged 38 SP:Iteration 16Q (32304.020000 sec): 3 clusters Score: Raw -597924.026112 + Penalty 4043.061336 = -593880.964776 nChanged 34 SP:Iteration 17Q (32304.030000 sec): 3 clusters Score: Raw -597942.117033 + Penalty 4043.061336 = -593899.055697 nChanged 25 SP:Iteration 18Q (32304.050000 sec): 3 clusters Score: Raw -597955.765596 + Penalty 4043.061336 = -593912.704261 nChanged 16 SP:Iteration 19Q (32304.060000 sec): 3 clusters Score: Raw -597965.118832 + Penalty 4043.061336 = -593922.057497 nChanged 16 SP:Iteration 20F (32304.070000 sec): 3 clusters Score: Raw -597974.392767 + Penalty 4043.061336 = -593931.331431 nChanged 16 SP:Iteration 21Q (32304.090000 sec): 3 clusters Score: Raw -597981.501196 + Penalty 4043.061336 = -593938.439860 nChanged 13 SP:Iteration 22Q (32304.100000 sec): 3 clusters Score: Raw -597987.263587 + Penalty 4043.061336 = -593944.202251 nChanged 14 SP:Iteration 23Q (32304.110000 sec): 3 clusters Score: Raw -597993.886892 + Penalty 4043.061336 = -593950.825557 nChanged 9 SP:Iteration 24Q (32304.130000 sec): 3 clusters Score: Raw -597997.754679 + Penalty 4043.061336 = -593954.693343 nChanged 5 SP:Iteration 25Q (32304.140000 sec): 3 clusters Score: Raw -597999.781892 + Penalty 4043.061336 = -593956.720557 nChanged 5 SP:Iteration 26Q (32304.150000 sec): 3 clusters Score: Raw -598002.518483 + Penalty 4043.061336 = -593959.457147 nChanged 5 SP:Iteration 27Q (32304.170000 sec): 3 clusters Score: Raw -598006.488179 + Penalty 4043.061336 = -593963.426843 nChanged 9 SP:Iteration 28Q (32304.180000 sec): 3 clusters Score: Raw -598012.103735 + Penalty 4043.061336 = -593969.042400 nChanged 10 SP:Iteration 29Q (32304.190000 sec): 3 clusters Score: Raw -598018.235185 + Penalty 4043.061336 = -593975.173849 nChanged 11 SP:Iteration 30Q (32304.210000 sec): 3 clusters Score: Raw -598026.124747 + Penalty 4043.061336 = -593983.063411 nChanged 7 SP:Iteration 31Q (32304.220000 sec): 3 clusters Score: Raw -598030.154583 + Penalty 4043.061336 = -593987.093247 nChanged 7 SP:Iteration 32Q (32304.230000 sec): 3 clusters Score: Raw -598033.284497 + Penalty 4043.061336 = -593990.223161 nChanged 7 SP:Iteration 33Q (32304.250000 sec): 3 clusters Score: Raw -598037.546002 + Penalty 4043.061336 = -593994.484667 nChanged 6 SP:Iteration 34Q (32304.260000 sec): 3 clusters Score: Raw -598039.615532 + Penalty 4043.061336 = -593996.554197 nChanged 3 SP:Iteration 35Q (32304.270000 sec): 3 clusters Score: Raw -598040.417396 + Penalty 4043.061336 = -593997.356061 nChanged 2 SP:Iteration 36Q (32304.290000 sec): 3 clusters Score: Raw -598041.142377 + Penalty 4043.061336 = -593998.081041 nChanged 2 SP:Iteration 37Q (32304.300000 sec): 3 clusters Score: Raw -598042.215423 + Penalty 4043.061336 = -593999.154088 nChanged 4 SP:Iteration 38Q (32304.310000 sec): 3 clusters Score: Raw -598044.147545 + Penalty 4043.061336 = -594001.086210 nChanged 3 SP:Iteration 39Q (32304.330000 sec): 3 clusters Score: Raw -598046.053237 + Penalty 4043.061336 = -594002.991901 nChanged 5 SP:Iteration 40F (32304.340000 sec): 3 clusters Score: Raw -598048.068531 + Penalty 4043.061336 = -594005.007195 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32304.370000 sec): 2 clusters Score: Raw -1011499.794973 + Penalty 2141.782535 = -1009358.012438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32304.390000 sec): 3 clusters Score: Raw -1008649.313807 + Penalty 4283.565069 = -1004365.748737 nChanged 2214 SP:Iteration 1F (32304.410000 sec): 3 clusters Score: Raw -1009836.396597 + Penalty 4283.565069 = -1005552.831528 nChanged 389 SP:Iteration 2F (32304.430000 sec): 3 clusters Score: Raw -1010047.929849 + Penalty 4283.565069 = -1005764.364780 nChanged 294 SP:Iteration 3F (32304.450000 sec): 3 clusters Score: Raw -1010207.395381 + Penalty 4283.565069 = -1005923.830311 nChanged 226 SP:Iteration 4Q (32304.480000 sec): 3 clusters Score: Raw -1010317.971482 + Penalty 4283.565069 = -1006034.406413 nChanged 180 SP:Iteration 5Q (32304.500000 sec): 3 clusters Score: Raw -1010403.176030 + Penalty 4283.565069 = -1006119.610961 nChanged 162 SP:Iteration 6Q (32304.520000 sec): 3 clusters Score: Raw -1010483.501764 + Penalty 4283.565069 = -1006199.936695 nChanged 156 SP:Iteration 7Q (32304.540000 sec): 3 clusters Score: Raw -1010558.836396 + Penalty 4283.565069 = -1006275.271326 nChanged 140 SP:Iteration 8Q (32304.570000 sec): 3 clusters Score: Raw -1010623.948462 + Penalty 4283.565069 = -1006340.383392 nChanged 143 SP:Iteration 9Q (32304.590000 sec): 3 clusters Score: Raw -1010701.983774 + Penalty 4283.565069 = -1006418.418705 nChanged 169 SP:Iteration 10Q (32304.610000 sec): 3 clusters Score: Raw -1010821.332617 + Penalty 4283.565069 = -1006537.767548 nChanged 190 SP:Iteration 11Q (32304.630000 sec): 3 clusters Score: Raw -1010967.613433 + Penalty 4283.565069 = -1006684.048363 nChanged 202 SP:Iteration 12Q (32304.650000 sec): 3 clusters Score: Raw -1011152.649582 + Penalty 4283.565069 = -1006869.084513 nChanged 244 SP:Iteration 13Q (32304.670000 sec): 3 clusters Score: Raw -1011402.984029 + Penalty 4283.565069 = -1007119.418960 nChanged 291 SP:Iteration 14F (32304.700000 sec): 3 clusters Score: Raw -1011765.293057 + Penalty 4283.565069 = -1007481.727988 nChanged 323 SP:Iteration 15F (32304.720000 sec): 3 clusters Score: Raw -1012138.478226 + Penalty 4283.565069 = -1007854.913157 nChanged 281 SP:Iteration 16Q (32304.740000 sec): 3 clusters Score: Raw -1012408.113954 + Penalty 4283.565069 = -1008124.548885 nChanged 204 SP:Iteration 17Q (32304.760000 sec): 3 clusters Score: Raw -1012561.992599 + Penalty 4283.565069 = -1008278.427529 nChanged 122 SP:Iteration 18Q (32304.780000 sec): 3 clusters Score: Raw -1012632.633884 + Penalty 4283.565069 = -1008349.068815 nChanged 85 SP:Iteration 19Q (32304.810000 sec): 3 clusters Score: Raw -1012677.238338 + Penalty 4283.565069 = -1008393.673269 nChanged 72 SP:Iteration 20F (32304.830000 sec): 3 clusters Score: Raw -1012716.121644 + Penalty 4283.565069 = -1008432.556575 nChanged 56 SP:Iteration 21Q (32304.850000 sec): 3 clusters Score: Raw -1012741.641956 + Penalty 4283.565069 = -1008458.076887 nChanged 38 SP:Iteration 22Q (32304.870000 sec): 3 clusters Score: Raw -1012756.707386 + Penalty 4283.565069 = -1008473.142316 nChanged 27 SP:Iteration 23Q (32304.890000 sec): 3 clusters Score: Raw -1012764.421014 + Penalty 4283.565069 = -1008480.855945 nChanged 16 SP:Iteration 24Q (32304.910000 sec): 3 clusters Score: Raw -1012770.080828 + Penalty 4283.565069 = -1008486.515759 nChanged 17 SP:Iteration 25Q (32304.930000 sec): 3 clusters Score: Raw -1012775.002579 + Penalty 4283.565069 = -1008491.437509 nChanged 19 SP:Iteration 26Q (32304.950000 sec): 3 clusters Score: Raw -1012781.503812 + Penalty 4283.565069 = -1008497.938743 nChanged 21 SP:Iteration 27Q (32304.970000 sec): 3 clusters Score: Raw -1012787.127603 + Penalty 4283.565069 = -1008503.562533 nChanged 9 SP:Iteration 28Q (32304.990000 sec): 3 clusters Score: Raw -1012790.113837 + Penalty 4283.565069 = -1008506.548768 nChanged 6 SP:Iteration 29Q (32305.010000 sec): 3 clusters Score: Raw -1012791.795616 + Penalty 4283.565069 = -1008508.230547 nChanged 3 SP:Iteration 30Q (32305.030000 sec): 3 clusters Score: Raw -1012792.487633 + Penalty 4283.565069 = -1008508.922564 nChanged 5 SP:Iteration 31Q (32305.050000 sec): 3 clusters Score: Raw -1012793.533310 + Penalty 4283.565069 = -1008509.968240 nChanged 4 SP:Iteration 32Q (32305.070000 sec): 3 clusters Score: Raw -1012794.737250 + Penalty 4283.565069 = -1008511.172181 nChanged 4 SP:Iteration 33Q (32305.090000 sec): 3 clusters Score: Raw -1012795.775939 + Penalty 4283.565069 = -1008512.210870 nChanged 1 SP:Iteration 34Q (32305.120000 sec): 3 clusters Score: Raw -1012796.071874 + Penalty 4283.565069 = -1008512.506805 nChanged 2 SP:Iteration 35Q (32305.140000 sec): 3 clusters Score: Raw -1012796.795458 + Penalty 4283.565069 = -1008513.230389 nChanged 1 SP:Iteration 36Q (32305.160000 sec): 3 clusters Score: Raw -1012797.138513 + Penalty 4283.565069 = -1008513.573444 nChanged 1 SP:Iteration 37Q (32305.180000 sec): 3 clusters Score: Raw -1012797.313851 + Penalty 4283.565069 = -1008513.748782 nChanged 1 SP:Iteration 38Q (32305.200000 sec): 3 clusters Score: Raw -1012797.462141 + Penalty 4283.565069 = -1008513.897071 nChanged 2 SP:Iteration 39Q (32305.220000 sec): 3 clusters Score: Raw -1012797.985783 + Penalty 4283.565069 = -1008514.420714 nChanged 0 SP:Iteration 40F (32305.240000 sec): 3 clusters Score: Raw -1012797.985783 + Penalty 4283.565069 = -1008514.420714 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (75428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32305.510000 sec): 2 clusters Score: Raw -12867238.447213 + Penalty 2785.271592 = -12864453.175621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32305.820000 sec): 3 clusters Score: Raw -12819506.091469 + Penalty 5570.543184 = -12813935.548285 nChanged 35244 SP:Iteration 1F (32306.130000 sec): 3 clusters Score: Raw -12839561.098085 + Penalty 5570.543184 = -12833990.554902 nChanged 2718 SP:Iteration 2Q (32306.440000 sec): 3 clusters Score: Raw -12840362.776775 + Penalty 5570.543184 = -12834792.233592 nChanged 3195 SP:Iteration 3Q (32306.760000 sec): 3 clusters Score: Raw -12841587.404224 + Penalty 5570.543184 = -12836016.861040 nChanged 4114 SP:Iteration 4F (32307.060000 sec): 3 clusters Score: Raw -12843727.759389 + Penalty 5570.543184 = -12838157.216205 nChanged 5463 SP:Iteration 5F (32307.370000 sec): 3 clusters Score: Raw -12847489.579087 + Penalty 5570.543184 = -12841919.035904 nChanged 6772 SP:Iteration 6F (32307.670000 sec): 3 clusters Score: Raw -12853452.712689 + Penalty 5570.543184 = -12847882.169505 nChanged 6604 SP:Iteration 7F (32307.980000 sec): 3 clusters Score: Raw -12859994.176146 + Penalty 5570.543184 = -12854423.632962 nChanged 4525 SP:Iteration 8F (32308.280000 sec): 3 clusters Score: Raw -12864562.061069 + Penalty 5570.543184 = -12858991.517886 nChanged 2007 SP:Iteration 9Q (32308.560000 sec): 3 clusters Score: Raw -12866502.317521 + Penalty 5570.543184 = -12860931.774338 nChanged 597 SP:Iteration 10Q (32308.800000 sec): 3 clusters Score: Raw -12867094.569875 + Penalty 5570.543184 = -12861524.026691 nChanged 150 SP:Iteration 11Q (32309.020000 sec): 3 clusters Score: Raw -12867306.861473 + Penalty 5570.543184 = -12861736.318290 nChanged 55 SP:Iteration 12Q (32309.230000 sec): 3 clusters Score: Raw -12867407.067198 + Penalty 5570.543184 = -12861836.524015 nChanged 31 SP:Iteration 13Q (32309.450000 sec): 3 clusters Score: Raw -12867468.025667 + Penalty 5570.543184 = -12861897.482484 nChanged 15 SP:Iteration 14Q (32309.650000 sec): 3 clusters Score: Raw -12867499.070298 + Penalty 5570.543184 = -12861928.527115 nChanged 11 SP:Iteration 15Q (32309.870000 sec): 3 clusters Score: Raw -12867517.059861 + Penalty 5570.543184 = -12861946.516678 nChanged 5 SP:Iteration 16Q (32310.070000 sec): 3 clusters Score: Raw -12867525.369110 + Penalty 5570.543184 = -12861954.825926 nChanged 1 SP:Iteration 17Q (32310.280000 sec): 3 clusters Score: Raw -12867528.917368 + Penalty 5570.543184 = -12861958.374184 nChanged 1 SP:Iteration 18Q (32310.490000 sec): 3 clusters Score: Raw -12867531.197252 + Penalty 5570.543184 = -12861960.654069 nChanged 2 SP:Iteration 19Q (32310.690000 sec): 3 clusters Score: Raw -12867535.753950 + Penalty 5570.543184 = -12861965.210766 nChanged 2 SP:Iteration 20F (32310.990000 sec): 3 clusters Score: Raw -12867537.677931 + Penalty 5570.543184 = -12861967.134747 nChanged 1 SP:Iteration 21Q (32311.200000 sec): 3 clusters Score: Raw -12867539.645719 + Penalty 5570.543184 = -12861969.102535 nChanged 0 SP:Iteration 22F (32311.510000 sec): 3 clusters Score: Raw -12867539.645719 + Penalty 5570.543184 = -12861969.102535 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32311.560000 sec): 2 clusters Score: Raw -1239341.171511 + Penalty 2206.319899 = -1237134.851611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32311.590000 sec): 3 clusters Score: Raw -1235468.904808 + Penalty 4412.639799 = -1231056.265009 nChanged 2992 SP:Iteration 1F (32311.610000 sec): 3 clusters Score: Raw -1236996.470784 + Penalty 4412.639799 = -1232583.830986 nChanged 525 SP:Iteration 2F (32311.640000 sec): 3 clusters Score: Raw -1237265.452035 + Penalty 4412.639799 = -1232852.812236 nChanged 409 SP:Iteration 3F (32311.670000 sec): 3 clusters Score: Raw -1237493.562129 + Penalty 4412.639799 = -1233080.922330 nChanged 347 SP:Iteration 4Q (32311.700000 sec): 3 clusters Score: Raw -1237683.018106 + Penalty 4412.639799 = -1233270.378307 nChanged 311 SP:Iteration 5Q (32311.730000 sec): 3 clusters Score: Raw -1237861.496611 + Penalty 4412.639799 = -1233448.856812 nChanged 292 SP:Iteration 6Q (32311.760000 sec): 3 clusters Score: Raw -1238084.183895 + Penalty 4412.639799 = -1233671.544096 nChanged 338 SP:Iteration 7Q (32311.790000 sec): 3 clusters Score: Raw -1238330.850366 + Penalty 4412.639799 = -1233918.210567 nChanged 317 SP:Iteration 8Q (32311.820000 sec): 3 clusters Score: Raw -1238558.817465 + Penalty 4412.639799 = -1234146.177666 nChanged 308 SP:Iteration 9Q (32311.850000 sec): 3 clusters Score: Raw -1238766.274493 + Penalty 4412.639799 = -1234353.634694 nChanged 297 SP:Iteration 10Q (32311.870000 sec): 3 clusters Score: Raw -1238976.317315 + Penalty 4412.639799 = -1234563.677516 nChanged 283 SP:Iteration 11Q (32311.900000 sec): 3 clusters Score: Raw -1239172.401894 + Penalty 4412.639799 = -1234759.762095 nChanged 266 SP:Iteration 12Q (32311.930000 sec): 3 clusters Score: Raw -1239366.172702 + Penalty 4412.639799 = -1234953.532903 nChanged 244 SP:Iteration 13Q (32311.960000 sec): 3 clusters Score: Raw -1239518.356953 + Penalty 4412.639799 = -1235105.717154 nChanged 204 SP:Iteration 14Q (32311.990000 sec): 3 clusters Score: Raw -1239643.861546 + Penalty 4412.639799 = -1235231.221747 nChanged 197 SP:Iteration 15Q (32312.010000 sec): 3 clusters Score: Raw -1239762.299865 + Penalty 4412.639799 = -1235349.660066 nChanged 150 SP:Iteration 16Q (32312.030000 sec): 3 clusters Score: Raw -1239853.001879 + Penalty 4412.639799 = -1235440.362080 nChanged 112 SP:Iteration 17Q (32312.060000 sec): 3 clusters Score: Raw -1239926.577145 + Penalty 4412.639799 = -1235513.937347 nChanged 112 SP:Iteration 18Q (32312.090000 sec): 3 clusters Score: Raw -1239985.446897 + Penalty 4412.639799 = -1235572.807098 nChanged 89 SP:Iteration 19Q (32312.120000 sec): 3 clusters Score: Raw -1240029.313719 + Penalty 4412.639799 = -1235616.673920 nChanged 55 SP:Iteration 20F (32312.150000 sec): 3 clusters Score: Raw -1240055.510300 + Penalty 4412.639799 = -1235642.870501 nChanged 48 SP:Iteration 21Q (32312.170000 sec): 3 clusters Score: Raw -1240078.816495 + Penalty 4412.639799 = -1235666.176696 nChanged 48 SP:Iteration 22Q (32312.200000 sec): 3 clusters Score: Raw -1240103.469168 + Penalty 4412.639799 = -1235690.829369 nChanged 39 SP:Iteration 23Q (32312.230000 sec): 3 clusters Score: Raw -1240123.036059 + Penalty 4412.639799 = -1235710.396260 nChanged 39 SP:Iteration 24Q (32312.250000 sec): 3 clusters Score: Raw -1240143.285907 + Penalty 4412.639799 = -1235730.646109 nChanged 37 SP:Iteration 25Q (32312.280000 sec): 3 clusters Score: Raw -1240156.130115 + Penalty 4412.639799 = -1235743.490316 nChanged 30 SP:Iteration 26Q (32312.310000 sec): 3 clusters Score: Raw -1240166.055909 + Penalty 4412.639799 = -1235753.416110 nChanged 25 SP:Iteration 27Q (32312.340000 sec): 3 clusters Score: Raw -1240172.833127 + Penalty 4412.639799 = -1235760.193329 nChanged 21 SP:Iteration 28Q (32312.360000 sec): 3 clusters Score: Raw -1240179.623306 + Penalty 4412.639799 = -1235766.983507 nChanged 16 SP:Iteration 29Q (32312.390000 sec): 3 clusters Score: Raw -1240185.696681 + Penalty 4412.639799 = -1235773.056882 nChanged 8 SP:Iteration 30Q (32312.420000 sec): 3 clusters Score: Raw -1240187.504670 + Penalty 4412.639799 = -1235774.864871 nChanged 3 SP:Iteration 31Q (32312.440000 sec): 3 clusters Score: Raw -1240188.041676 + Penalty 4412.639799 = -1235775.401877 nChanged 0 SP:Iteration 32F (32312.470000 sec): 3 clusters Score: Raw -1240188.041676 + Penalty 4412.639799 = -1235775.401877 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32312.520000 sec): 2 clusters Score: Raw -2073899.718747 + Penalty 2332.134144 = -2071567.584603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32312.570000 sec): 3 clusters Score: Raw -2067142.589044 + Penalty 4664.268287 = -2062478.320757 nChanged 5173 SP:Iteration 1F (32312.620000 sec): 3 clusters Score: Raw -2069892.095286 + Penalty 4664.268287 = -2065227.826999 nChanged 719 SP:Iteration 2F (32312.670000 sec): 3 clusters Score: Raw -2070171.300989 + Penalty 4664.268287 = -2065507.032701 nChanged 551 SP:Iteration 3Q (32312.710000 sec): 3 clusters Score: Raw -2070369.473519 + Penalty 4664.268287 = -2065705.205232 nChanged 453 SP:Iteration 4Q (32312.760000 sec): 3 clusters Score: Raw -2070521.186457 + Penalty 4664.268287 = -2065856.918170 nChanged 373 SP:Iteration 5Q (32312.810000 sec): 3 clusters Score: Raw -2070644.394574 + Penalty 4664.268287 = -2065980.126287 nChanged 337 SP:Iteration 6Q (32312.860000 sec): 3 clusters Score: Raw -2070747.078875 + Penalty 4664.268287 = -2066082.810587 nChanged 294 SP:Iteration 7Q (32312.910000 sec): 3 clusters Score: Raw -2070833.600007 + Penalty 4664.268287 = -2066169.331720 nChanged 292 SP:Iteration 8Q (32312.950000 sec): 3 clusters Score: Raw -2070923.356439 + Penalty 4664.268287 = -2066259.088151 nChanged 241 SP:Iteration 9Q (32313.000000 sec): 3 clusters Score: Raw -2071001.405984 + Penalty 4664.268287 = -2066337.137696 nChanged 259 SP:Iteration 10Q (32313.050000 sec): 3 clusters Score: Raw -2071093.133908 + Penalty 4664.268287 = -2066428.865621 nChanged 285 SP:Iteration 11Q (32313.090000 sec): 3 clusters Score: Raw -2071207.537206 + Penalty 4664.268287 = -2066543.268918 nChanged 313 SP:Iteration 12Q (32313.140000 sec): 3 clusters Score: Raw -2071331.377064 + Penalty 4664.268287 = -2066667.108777 nChanged 327 SP:Iteration 13Q (32313.190000 sec): 3 clusters Score: Raw -2071467.952734 + Penalty 4664.268287 = -2066803.684447 nChanged 366 SP:Iteration 14Q (32313.240000 sec): 3 clusters Score: Raw -2071626.318997 + Penalty 4664.268287 = -2066962.050710 nChanged 392 SP:Iteration 15Q (32313.290000 sec): 3 clusters Score: Raw -2071815.861678 + Penalty 4664.268287 = -2067151.593391 nChanged 417 SP:Iteration 16Q (32313.330000 sec): 3 clusters Score: Raw -2072007.936336 + Penalty 4664.268287 = -2067343.668048 nChanged 393 SP:Iteration 17Q (32313.380000 sec): 3 clusters Score: Raw -2072186.064189 + Penalty 4664.268287 = -2067521.795902 nChanged 387 SP:Iteration 18Q (32313.430000 sec): 3 clusters Score: Raw -2072351.569606 + Penalty 4664.268287 = -2067687.301319 nChanged 366 SP:Iteration 19Q (32313.480000 sec): 3 clusters Score: Raw -2072502.007147 + Penalty 4664.268287 = -2067837.738860 nChanged 355 SP:Iteration 20F (32313.520000 sec): 3 clusters Score: Raw -2072649.347234 + Penalty 4664.268287 = -2067985.078946 nChanged 339 SP:Iteration 21Q (32313.570000 sec): 3 clusters Score: Raw -2072787.937297 + Penalty 4664.268287 = -2068123.669009 nChanged 293 SP:Iteration 22Q (32313.620000 sec): 3 clusters Score: Raw -2072902.295722 + Penalty 4664.268287 = -2068238.027435 nChanged 269 SP:Iteration 23Q (32313.670000 sec): 3 clusters Score: Raw -2073010.948183 + Penalty 4664.268287 = -2068346.679896 nChanged 252 SP:Iteration 24Q (32313.710000 sec): 3 clusters Score: Raw -2073112.307968 + Penalty 4664.268287 = -2068448.039681 nChanged 208 SP:Iteration 25Q (32313.760000 sec): 3 clusters Score: Raw -2073198.073485 + Penalty 4664.268287 = -2068533.805197 nChanged 206 SP:Iteration 26Q (32313.810000 sec): 3 clusters Score: Raw -2073276.368375 + Penalty 4664.268287 = -2068612.100087 nChanged 193 SP:Iteration 27Q (32313.850000 sec): 3 clusters Score: Raw -2073350.916753 + Penalty 4664.268287 = -2068686.648466 nChanged 185 SP:Iteration 28Q (32313.900000 sec): 3 clusters Score: Raw -2073423.634791 + Penalty 4664.268287 = -2068759.366503 nChanged 174 SP:Iteration 29Q (32313.950000 sec): 3 clusters Score: Raw -2073489.219654 + Penalty 4664.268287 = -2068824.951367 nChanged 142 SP:Iteration 30Q (32313.990000 sec): 3 clusters Score: Raw -2073537.752552 + Penalty 4664.268287 = -2068873.484265 nChanged 138 SP:Iteration 31Q (32314.040000 sec): 3 clusters Score: Raw -2073590.831745 + Penalty 4664.268287 = -2068926.563458 nChanged 127 SP:Iteration 32Q (32314.090000 sec): 3 clusters Score: Raw -2073636.768840 + Penalty 4664.268287 = -2068972.500553 nChanged 119 SP:Iteration 33Q (32314.130000 sec): 3 clusters Score: Raw -2073679.909315 + Penalty 4664.268287 = -2069015.641027 nChanged 110 SP:Iteration 34Q (32314.180000 sec): 3 clusters Score: Raw -2073722.942664 + Penalty 4664.268287 = -2069058.674376 nChanged 100 SP:Iteration 35Q (32314.230000 sec): 3 clusters Score: Raw -2073757.912239 + Penalty 4664.268287 = -2069093.643951 nChanged 99 SP:Iteration 36Q (32314.270000 sec): 3 clusters Score: Raw -2073797.282863 + Penalty 4664.268287 = -2069133.014575 nChanged 97 SP:Iteration 37Q (32314.310000 sec): 3 clusters Score: Raw -2073836.192813 + Penalty 4664.268287 = -2069171.924525 nChanged 86 SP:Iteration 38Q (32314.360000 sec): 3 clusters Score: Raw -2073876.427558 + Penalty 4664.268287 = -2069212.159271 nChanged 95 SP:Iteration 39Q (32314.410000 sec): 3 clusters Score: Raw -2073921.153842 + Penalty 4664.268287 = -2069256.885555 nChanged 90 SP:Iteration 40F (32314.450000 sec): 3 clusters Score: Raw -2073963.156319 + Penalty 4664.268287 = -2069298.888031 nChanged 78 SP:Iteration 41Q (32314.490000 sec): 3 clusters Score: Raw -2073997.344880 + Penalty 4664.268287 = -2069333.076593 nChanged 52 SP:Iteration 42Q (32314.540000 sec): 3 clusters Score: Raw -2074016.609510 + Penalty 4664.268287 = -2069352.341222 nChanged 37 SP:Iteration 43Q (32314.580000 sec): 3 clusters Score: Raw -2074028.664881 + Penalty 4664.268287 = -2069364.396594 nChanged 27 SP:Iteration 44Q (32314.630000 sec): 3 clusters Score: Raw -2074037.324055 + Penalty 4664.268287 = -2069373.055767 nChanged 31 SP:Iteration 45Q (32314.670000 sec): 3 clusters Score: Raw -2074049.273462 + Penalty 4664.268287 = -2069385.005175 nChanged 28 SP:Iteration 46Q (32314.710000 sec): 3 clusters Score: Raw -2074060.169215 + Penalty 4664.268287 = -2069395.900928 nChanged 23 SP:Iteration 47Q (32314.760000 sec): 3 clusters Score: Raw -2074071.988615 + Penalty 4664.268287 = -2069407.720327 nChanged 27 SP:Iteration 48Q (32314.800000 sec): 3 clusters Score: Raw -2074082.954274 + Penalty 4664.268287 = -2069418.685987 nChanged 21 SP:Iteration 49Q (32314.840000 sec): 3 clusters Score: Raw -2074092.195779 + Penalty 4664.268287 = -2069427.927492 nChanged 23 SP:Iteration 50Q (32314.890000 sec): 3 clusters Score: Raw -2074103.259915 + Penalty 4664.268287 = -2069438.991627 nChanged 24 SP:Iteration 51Q (32314.930000 sec): 3 clusters Score: Raw -2074114.808277 + Penalty 4664.268287 = -2069450.539990 nChanged 25 SP:Iteration 52Q (32314.970000 sec): 3 clusters Score: Raw -2074129.080553 + Penalty 4664.268287 = -2069464.812265 nChanged 29 SP:Iteration 53Q (32315.010000 sec): 3 clusters Score: Raw -2074142.138416 + Penalty 4664.268287 = -2069477.870128 nChanged 25 SP:Iteration 54Q (32315.050000 sec): 3 clusters Score: Raw -2074150.944282 + Penalty 4664.268287 = -2069486.675995 nChanged 23 SP:Iteration 55Q (32315.090000 sec): 3 clusters Score: Raw -2074161.324378 + Penalty 4664.268287 = -2069497.056090 nChanged 19 SP:Iteration 56Q (32315.140000 sec): 3 clusters Score: Raw -2074168.548522 + Penalty 4664.268287 = -2069504.280235 nChanged 20 SP:Iteration 57Q (32315.180000 sec): 3 clusters Score: Raw -2074177.557883 + Penalty 4664.268287 = -2069513.289595 nChanged 17 SP:Iteration 58Q (32315.220000 sec): 3 clusters Score: Raw -2074185.860246 + Penalty 4664.268287 = -2069521.591959 nChanged 14 SP:Iteration 59Q (32315.260000 sec): 3 clusters Score: Raw -2074191.809881 + Penalty 4664.268287 = -2069527.541593 nChanged 10 SP:Iteration 60F (32315.310000 sec): 3 clusters Score: Raw -2074196.409701 + Penalty 4664.268287 = -2069532.141414 nChanged 7 SP:Iteration 61Q (32315.350000 sec): 3 clusters Score: Raw -2074198.861926 + Penalty 4664.268287 = -2069534.593638 nChanged 8 SP:Iteration 62Q (32315.390000 sec): 3 clusters Score: Raw -2074201.456720 + Penalty 4664.268287 = -2069537.188432 nChanged 8 SP:Iteration 63Q (32315.430000 sec): 3 clusters Score: Raw -2074206.050376 + Penalty 4664.268287 = -2069541.782089 nChanged 7 SP:Iteration 64Q (32315.470000 sec): 3 clusters Score: Raw -2074209.627822 + Penalty 4664.268287 = -2069545.359535 nChanged 5 SP:Iteration 65Q (32315.510000 sec): 3 clusters Score: Raw -2074211.961231 + Penalty 4664.268287 = -2069547.692944 nChanged 5 SP:Iteration 66Q (32315.560000 sec): 3 clusters Score: Raw -2074214.348464 + Penalty 4664.268287 = -2069550.080176 nChanged 6 SP:Iteration 67Q (32315.600000 sec): 3 clusters Score: Raw -2074218.441359 + Penalty 4664.268287 = -2069554.173072 nChanged 9 SP:Iteration 68Q (32315.640000 sec): 3 clusters Score: Raw -2074221.258093 + Penalty 4664.268287 = -2069556.989806 nChanged 3 SP:Iteration 69Q (32315.680000 sec): 3 clusters Score: Raw -2074222.161014 + Penalty 4664.268287 = -2069557.892726 nChanged 5 SP:Iteration 70Q (32315.720000 sec): 3 clusters Score: Raw -2074224.513697 + Penalty 4664.268287 = -2069560.245409 nChanged 2 SP:Iteration 71Q (32315.760000 sec): 3 clusters Score: Raw -2074225.674556 + Penalty 4664.268287 = -2069561.406268 nChanged 6 SP:Iteration 72Q (32315.800000 sec): 3 clusters Score: Raw -2074228.789270 + Penalty 4664.268287 = -2069564.520982 nChanged 9 SP:Iteration 73Q (32315.840000 sec): 3 clusters Score: Raw -2074231.988493 + Penalty 4664.268287 = -2069567.720206 nChanged 4 SP:Iteration 74Q (32315.880000 sec): 3 clusters Score: Raw -2074233.509387 + Penalty 4664.268287 = -2069569.241100 nChanged 7 SP:Iteration 75Q (32315.920000 sec): 3 clusters Score: Raw -2074236.059795 + Penalty 4664.268287 = -2069571.791508 nChanged 7 SP:Iteration 76Q (32315.970000 sec): 3 clusters Score: Raw -2074238.777140 + Penalty 4664.268287 = -2069574.508852 nChanged 4 SP:Iteration 77Q (32316.010000 sec): 3 clusters Score: Raw -2074240.541313 + Penalty 4664.268287 = -2069576.273026 nChanged 4 SP:Iteration 78Q (32316.050000 sec): 3 clusters Score: Raw -2074242.546439 + Penalty 4664.268287 = -2069578.278152 nChanged 6 SP:Iteration 79Q (32316.090000 sec): 3 clusters Score: Raw -2074246.532070 + Penalty 4664.268287 = -2069582.263783 nChanged 6 SP:Iteration 80F (32316.130000 sec): 3 clusters Score: Raw -2074249.968866 + Penalty 4664.268287 = -2069585.700578 nChanged 5 SP:Iteration 81Q (32316.170000 sec): 3 clusters Score: Raw -2074252.606459 + Penalty 4664.268287 = -2069588.338172 nChanged 5 SP:Iteration 82Q (32316.210000 sec): 3 clusters Score: Raw -2074255.661932 + Penalty 4664.268287 = -2069591.393644 nChanged 7 SP:Iteration 83Q (32316.250000 sec): 3 clusters Score: Raw -2074259.807492 + Penalty 4664.268287 = -2069595.539205 nChanged 4 SP:Iteration 84Q (32316.290000 sec): 3 clusters Score: Raw -2074261.186701 + Penalty 4664.268287 = -2069596.918413 nChanged 4 SP:Iteration 85Q (32316.330000 sec): 3 clusters Score: Raw -2074262.380906 + Penalty 4664.268287 = -2069598.112619 nChanged 1 SP:Iteration 86Q (32316.370000 sec): 3 clusters Score: Raw -2074262.687639 + Penalty 4664.268287 = -2069598.419351 nChanged 1 SP:Iteration 87Q (32316.410000 sec): 3 clusters Score: Raw -2074262.933729 + Penalty 4664.268287 = -2069598.665442 nChanged 0 SP:Iteration 88F (32316.460000 sec): 3 clusters Score: Raw -2074262.933729 + Penalty 4664.268287 = -2069598.665442 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32316.540000 sec): 2 clusters Score: Raw -3519791.500939 + Penalty 2473.919680 = -3517317.581259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32316.630000 sec): 3 clusters Score: Raw -3507040.402422 + Penalty 4947.839360 = -3502092.563062 nChanged 9583 SP:Iteration 1F (32316.710000 sec): 3 clusters Score: Raw -3512396.322126 + Penalty 4947.839360 = -3507448.482766 nChanged 1230 SP:Iteration 2F (32316.800000 sec): 3 clusters Score: Raw -3512910.698180 + Penalty 4947.839360 = -3507962.858820 nChanged 1134 SP:Iteration 3F (32316.890000 sec): 3 clusters Score: Raw -3513462.503560 + Penalty 4947.839360 = -3508514.664201 nChanged 1075 SP:Iteration 4F (32316.970000 sec): 3 clusters Score: Raw -3514080.959356 + Penalty 4947.839360 = -3509133.119997 nChanged 1061 SP:Iteration 5Q (32317.060000 sec): 3 clusters Score: Raw -3514761.987468 + Penalty 4947.839360 = -3509814.148109 nChanged 1069 SP:Iteration 6Q (32317.140000 sec): 3 clusters Score: Raw -3515414.807609 + Penalty 4947.839360 = -3510466.968250 nChanged 1047 SP:Iteration 7Q (32317.230000 sec): 3 clusters Score: Raw -3516096.674960 + Penalty 4947.839360 = -3511148.835600 nChanged 1040 SP:Iteration 8Q (32317.310000 sec): 3 clusters Score: Raw -3516826.287303 + Penalty 4947.839360 = -3511878.447944 nChanged 1009 SP:Iteration 9Q (32317.400000 sec): 3 clusters Score: Raw -3517581.132124 + Penalty 4947.839360 = -3512633.292764 nChanged 932 SP:Iteration 10Q (32317.480000 sec): 3 clusters Score: Raw -3518299.277286 + Penalty 4947.839360 = -3513351.437927 nChanged 743 SP:Iteration 11Q (32317.560000 sec): 3 clusters Score: Raw -3518883.101872 + Penalty 4947.839360 = -3513935.262512 nChanged 515 SP:Iteration 12Q (32317.630000 sec): 3 clusters Score: Raw -3519284.780779 + Penalty 4947.839360 = -3514336.941420 nChanged 364 SP:Iteration 13Q (32317.710000 sec): 3 clusters Score: Raw -3519574.017664 + Penalty 4947.839360 = -3514626.178304 nChanged 256 SP:Iteration 14Q (32317.780000 sec): 3 clusters Score: Raw -3519786.801013 + Penalty 4947.839360 = -3514838.961654 nChanged 146 SP:Iteration 15Q (32317.850000 sec): 3 clusters Score: Raw -3519902.640079 + Penalty 4947.839360 = -3514954.800719 nChanged 100 SP:Iteration 16Q (32317.910000 sec): 3 clusters Score: Raw -3519984.753398 + Penalty 4947.839360 = -3515036.914038 nChanged 72 SP:Iteration 17Q (32317.980000 sec): 3 clusters Score: Raw -3520039.666093 + Penalty 4947.839360 = -3515091.826734 nChanged 42 SP:Iteration 18Q (32318.040000 sec): 3 clusters Score: Raw -3520070.216375 + Penalty 4947.839360 = -3515122.377015 nChanged 26 SP:Iteration 19Q (32318.110000 sec): 3 clusters Score: Raw -3520092.677035 + Penalty 4947.839360 = -3515144.837676 nChanged 21 SP:Iteration 20F (32318.190000 sec): 3 clusters Score: Raw -3520113.259929 + Penalty 4947.839360 = -3515165.420570 nChanged 20 SP:Iteration 21Q (32318.250000 sec): 3 clusters Score: Raw -3520132.250885 + Penalty 4947.839360 = -3515184.411525 nChanged 14 SP:Iteration 22Q (32318.310000 sec): 3 clusters Score: Raw -3520143.706266 + Penalty 4947.839360 = -3515195.866907 nChanged 9 SP:Iteration 23Q (32318.380000 sec): 3 clusters Score: Raw -3520149.890656 + Penalty 4947.839360 = -3515202.051297 nChanged 7 SP:Iteration 24Q (32318.440000 sec): 3 clusters Score: Raw -3520155.244825 + Penalty 4947.839360 = -3515207.405465 nChanged 6 SP:Iteration 25Q (32318.500000 sec): 3 clusters Score: Raw -3520159.963851 + Penalty 4947.839360 = -3515212.124492 nChanged 9 SP:Iteration 26Q (32318.560000 sec): 3 clusters Score: Raw -3520169.319672 + Penalty 4947.839360 = -3515221.480313 nChanged 8 SP:Iteration 27Q (32318.620000 sec): 3 clusters Score: Raw -3520174.454590 + Penalty 4947.839360 = -3515226.615230 nChanged 4 SP:Iteration 28Q (32318.690000 sec): 3 clusters Score: Raw -3520177.476166 + Penalty 4947.839360 = -3515229.636806 nChanged 7 SP:Iteration 29Q (32318.750000 sec): 3 clusters Score: Raw -3520182.083552 + Penalty 4947.839360 = -3515234.244192 nChanged 4 SP:Iteration 30Q (32318.810000 sec): 3 clusters Score: Raw -3520185.053286 + Penalty 4947.839360 = -3515237.213927 nChanged 5 SP:Iteration 31Q (32318.870000 sec): 3 clusters Score: Raw -3520188.642571 + Penalty 4947.839360 = -3515240.803211 nChanged 4 SP:Iteration 32Q (32318.930000 sec): 3 clusters Score: Raw -3520191.256412 + Penalty 4947.839360 = -3515243.417052 nChanged 4 SP:Iteration 33Q (32318.990000 sec): 3 clusters Score: Raw -3520193.764868 + Penalty 4947.839360 = -3515245.925509 nChanged 3 SP:Iteration 34Q (32319.050000 sec): 3 clusters Score: Raw -3520196.529806 + Penalty 4947.839360 = -3515248.690447 nChanged 2 SP:Iteration 35Q (32319.110000 sec): 3 clusters Score: Raw -3520197.983763 + Penalty 4947.839360 = -3515250.144404 nChanged 0 SP:Iteration 36F (32319.200000 sec): 3 clusters Score: Raw -3520197.983763 + Penalty 4947.839360 = -3515250.144404 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32319.210000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32319.210000 sec): 3 clusters Score: Raw -29299.952483 + Penalty 2605.127620 = -26694.824863 nChanged 10 SP:Iteration 1F (32319.220000 sec): 3 clusters Score: Raw -29341.340130 + Penalty 2605.127620 = -26736.212510 nChanged 4 SP:Iteration 2Q (32319.220000 sec): 3 clusters Score: Raw -29363.200685 + Penalty 2605.127620 = -26758.073064 nChanged 0 SP:Iteration 3F (32319.220000 sec): 3 clusters Score: Raw -29363.200685 + Penalty 2605.127620 = -26758.073064 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32319.220000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32319.230000 sec): 3 clusters Score: Raw -83994.630884 + Penalty 3098.068956 = -80896.561929 nChanged 94 SP:Iteration 1F (32319.230000 sec): 3 clusters Score: Raw -84199.027810 + Penalty 3098.068956 = -81100.958854 nChanged 29 SP:Iteration 2F (32319.230000 sec): 3 clusters Score: Raw -84266.940725 + Penalty 3098.068956 = -81168.871769 nChanged 11 SP:Iteration 3Q (32319.230000 sec): 3 clusters Score: Raw -84286.428245 + Penalty 3098.068956 = -81188.359289 nChanged 5 SP:Iteration 4Q (32319.240000 sec): 3 clusters Score: Raw -84300.595474 + Penalty 3098.068956 = -81202.526518 nChanged 7 SP:Iteration 5Q (32319.240000 sec): 3 clusters Score: Raw -84318.639874 + Penalty 3098.068956 = -81220.570918 nChanged 5 SP:Iteration 6Q (32319.240000 sec): 3 clusters Score: Raw -84336.719330 + Penalty 3098.068956 = -81238.650375 nChanged 3 SP:Iteration 7Q (32319.240000 sec): 3 clusters Score: Raw -84344.030831 + Penalty 3098.068956 = -81245.961875 nChanged 0 SP:Iteration 8F (32319.240000 sec): 3 clusters Score: Raw -84344.030831 + Penalty 3098.068956 = -81245.961875 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32319.250000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32319.260000 sec): 3 clusters Score: Raw -184382.720395 + Penalty 3459.805308 = -180922.915087 nChanged 281 SP:Iteration 1F (32319.260000 sec): 3 clusters Score: Raw -184693.729975 + Penalty 3459.805308 = -181233.924667 nChanged 72 SP:Iteration 2F (32319.270000 sec): 3 clusters Score: Raw -184792.922820 + Penalty 3459.805308 = -181333.117512 nChanged 32 SP:Iteration 3Q (32319.270000 sec): 3 clusters Score: Raw -184834.517731 + Penalty 3459.805308 = -181374.712423 nChanged 17 SP:Iteration 4Q (32319.280000 sec): 3 clusters Score: Raw -184860.115798 + Penalty 3459.805308 = -181400.310490 nChanged 12 SP:Iteration 5Q (32319.280000 sec): 3 clusters Score: Raw -184885.565626 + Penalty 3459.805308 = -181425.760318 nChanged 17 SP:Iteration 6Q (32319.280000 sec): 3 clusters Score: Raw -184908.193714 + Penalty 3459.805308 = -181448.388406 nChanged 11 SP:Iteration 7Q (32319.290000 sec): 3 clusters Score: Raw -184930.272094 + Penalty 3459.805308 = -181470.466786 nChanged 15 SP:Iteration 8Q (32319.290000 sec): 3 clusters Score: Raw -184958.380288 + Penalty 3459.805308 = -181498.574980 nChanged 18 SP:Iteration 9Q (32319.300000 sec): 3 clusters Score: Raw -185002.027290 + Penalty 3459.805308 = -181542.221982 nChanged 16 SP:Iteration 10Q (32319.300000 sec): 3 clusters Score: Raw -185045.750036 + Penalty 3459.805308 = -181585.944728 nChanged 22 SP:Iteration 11Q (32319.300000 sec): 3 clusters Score: Raw -185090.070333 + Penalty 3459.805308 = -181630.265025 nChanged 16 SP:Iteration 12Q (32319.310000 sec): 3 clusters Score: Raw -185111.562595 + Penalty 3459.805308 = -181651.757287 nChanged 19 SP:Iteration 13Q (32319.310000 sec): 3 clusters Score: Raw -185144.520701 + Penalty 3459.805308 = -181684.715393 nChanged 16 SP:Iteration 14Q (32319.320000 sec): 3 clusters Score: Raw -185177.838225 + Penalty 3459.805308 = -181718.032917 nChanged 20 SP:Iteration 15Q (32319.320000 sec): 3 clusters Score: Raw -185215.811632 + Penalty 3459.805308 = -181756.006324 nChanged 18 SP:Iteration 16Q (32319.320000 sec): 3 clusters Score: Raw -185246.853761 + Penalty 3459.805308 = -181787.048453 nChanged 17 SP:Iteration 17Q (32319.330000 sec): 3 clusters Score: Raw -185270.160418 + Penalty 3459.805308 = -181810.355110 nChanged 10 SP:Iteration 18Q (32319.330000 sec): 3 clusters Score: Raw -185281.006936 + Penalty 3459.805308 = -181821.201628 nChanged 8 SP:Iteration 19Q (32319.340000 sec): 3 clusters Score: Raw -185292.590490 + Penalty 3459.805308 = -181832.785182 nChanged 8 SP:Iteration 20F (32319.340000 sec): 3 clusters Score: Raw -185308.807808 + Penalty 3459.805308 = -181849.002500 nChanged 9 SP:Iteration 21Q (32319.340000 sec): 3 clusters Score: Raw -185320.300110 + Penalty 3459.805308 = -181860.494802 nChanged 5 SP:Iteration 22Q (32319.340000 sec): 3 clusters Score: Raw -185325.914458 + Penalty 3459.805308 = -181866.109150 nChanged 6 SP:Iteration 23Q (32319.350000 sec): 3 clusters Score: Raw -185335.243014 + Penalty 3459.805308 = -181875.437706 nChanged 9 SP:Iteration 24Q (32319.350000 sec): 3 clusters Score: Raw -185352.330833 + Penalty 3459.805308 = -181892.525525 nChanged 11 SP:Iteration 25Q (32319.360000 sec): 3 clusters Score: Raw -185370.048071 + Penalty 3459.805308 = -181910.242763 nChanged 5 SP:Iteration 26Q (32319.360000 sec): 3 clusters Score: Raw -185378.322504 + Penalty 3459.805308 = -181918.517196 nChanged 6 SP:Iteration 27Q (32319.360000 sec): 3 clusters Score: Raw -185385.065339 + Penalty 3459.805308 = -181925.260031 nChanged 5 SP:Iteration 28Q (32319.370000 sec): 3 clusters Score: Raw -185392.530078 + Penalty 3459.805308 = -181932.724770 nChanged 11 SP:Iteration 29Q (32319.370000 sec): 3 clusters Score: Raw -185415.101644 + Penalty 3459.805308 = -181955.296336 nChanged 11 SP:Iteration 30Q (32319.380000 sec): 3 clusters Score: Raw -185434.463269 + Penalty 3459.805308 = -181974.657961 nChanged 20 SP:Iteration 31Q (32319.380000 sec): 3 clusters Score: Raw -185471.289090 + Penalty 3459.805308 = -182011.483782 nChanged 17 SP:Iteration 32Q (32319.380000 sec): 3 clusters Score: Raw -185517.749423 + Penalty 3459.805308 = -182057.944115 nChanged 17 SP:Iteration 33Q (32319.390000 sec): 3 clusters Score: Raw -185558.466955 + Penalty 3459.805308 = -182098.661647 nChanged 10 SP:Iteration 34Q (32319.390000 sec): 3 clusters Score: Raw -185582.566663 + Penalty 3459.805308 = -182122.761355 nChanged 9 SP:Iteration 35Q (32319.390000 sec): 3 clusters Score: Raw -185604.673600 + Penalty 3459.805308 = -182144.868292 nChanged 4 SP:Iteration 36Q (32319.400000 sec): 3 clusters Score: Raw -185607.590187 + Penalty 3459.805308 = -182147.784879 nChanged 4 SP:Iteration 37Q (32319.400000 sec): 3 clusters Score: Raw -185612.351477 + Penalty 3459.805308 = -182152.546169 nChanged 4 SP:Iteration 38Q (32319.400000 sec): 3 clusters Score: Raw -185618.311793 + Penalty 3459.805308 = -182158.506485 nChanged 5 SP:Iteration 39Q (32319.410000 sec): 3 clusters Score: Raw -185629.592984 + Penalty 3459.805308 = -182169.787676 nChanged 10 SP:Iteration 40F (32319.410000 sec): 3 clusters Score: Raw -185645.028760 + Penalty 3459.805308 = -182185.223452 nChanged 7 SP:Iteration 41Q (32319.420000 sec): 3 clusters Score: Raw -185653.846214 + Penalty 3459.805308 = -182194.040906 nChanged 5 SP:Iteration 42Q (32319.420000 sec): 3 clusters Score: Raw -185660.001621 + Penalty 3459.805308 = -182200.196313 nChanged 5 SP:Iteration 43Q (32319.420000 sec): 3 clusters Score: Raw -185669.650472 + Penalty 3459.805308 = -182209.845164 nChanged 2 SP:Iteration 44Q (32319.420000 sec): 3 clusters Score: Raw -185671.627031 + Penalty 3459.805308 = -182211.821723 nChanged 1 SP:Iteration 45Q (32319.430000 sec): 3 clusters Score: Raw -185672.563831 + Penalty 3459.805308 = -182212.758523 nChanged 1 SP:Iteration 46Q (32319.430000 sec): 3 clusters Score: Raw -185673.585656 + Penalty 3459.805308 = -182213.780348 nChanged 0 SP:Iteration 47F (32319.440000 sec): 3 clusters Score: Raw -185673.585656 + Penalty 3459.805308 = -182213.780348 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1601 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32319.450000 sec): 2 clusters Score: Raw -283752.020802 + Penalty 1829.839161 = -281922.181641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32319.460000 sec): 3 clusters Score: Raw -283221.827593 + Penalty 3659.678322 = -279562.149272 nChanged 453 SP:Iteration 1F (32319.460000 sec): 3 clusters Score: Raw -283593.497589 + Penalty 3659.678322 = -279933.819267 nChanged 116 SP:Iteration 2F (32319.470000 sec): 3 clusters Score: Raw -283701.951202 + Penalty 3659.678322 = -280042.272880 nChanged 59 SP:Iteration 3Q (32319.480000 sec): 3 clusters Score: Raw -283751.851406 + Penalty 3659.678322 = -280092.173085 nChanged 38 SP:Iteration 4Q (32319.480000 sec): 3 clusters Score: Raw -283785.527469 + Penalty 3659.678322 = -280125.849147 nChanged 21 SP:Iteration 5Q (32319.490000 sec): 3 clusters Score: Raw -283806.312819 + Penalty 3659.678322 = -280146.634497 nChanged 17 SP:Iteration 6Q (32319.500000 sec): 3 clusters Score: Raw -283822.369161 + Penalty 3659.678322 = -280162.690839 nChanged 12 SP:Iteration 7Q (32319.500000 sec): 3 clusters Score: Raw -283832.202447 + Penalty 3659.678322 = -280172.524125 nChanged 8 SP:Iteration 8Q (32319.510000 sec): 3 clusters Score: Raw -283839.547447 + Penalty 3659.678322 = -280179.869125 nChanged 14 SP:Iteration 9Q (32319.510000 sec): 3 clusters Score: Raw -283856.106636 + Penalty 3659.678322 = -280196.428315 nChanged 12 SP:Iteration 10Q (32319.520000 sec): 3 clusters Score: Raw -283864.640802 + Penalty 3659.678322 = -280204.962480 nChanged 7 SP:Iteration 11Q (32319.520000 sec): 3 clusters Score: Raw -283871.783116 + Penalty 3659.678322 = -280212.104794 nChanged 8 SP:Iteration 12Q (32319.530000 sec): 3 clusters Score: Raw -283882.531730 + Penalty 3659.678322 = -280222.853408 nChanged 11 SP:Iteration 13Q (32319.540000 sec): 3 clusters Score: Raw -283889.009308 + Penalty 3659.678322 = -280229.330986 nChanged 8 SP:Iteration 14Q (32319.540000 sec): 3 clusters Score: Raw -283896.495683 + Penalty 3659.678322 = -280236.817361 nChanged 8 SP:Iteration 15Q (32319.550000 sec): 3 clusters Score: Raw -283902.097586 + Penalty 3659.678322 = -280242.419264 nChanged 6 SP:Iteration 16Q (32319.560000 sec): 3 clusters Score: Raw -283906.432045 + Penalty 3659.678322 = -280246.753723 nChanged 8 SP:Iteration 17Q (32319.560000 sec): 3 clusters Score: Raw -283911.323752 + Penalty 3659.678322 = -280251.645431 nChanged 5 SP:Iteration 18Q (32319.570000 sec): 3 clusters Score: Raw -283915.024318 + Penalty 3659.678322 = -280255.345997 nChanged 3 SP:Iteration 19Q (32319.580000 sec): 3 clusters Score: Raw -283917.218631 + Penalty 3659.678322 = -280257.540310 nChanged 3 SP:Iteration 20F (32319.580000 sec): 3 clusters Score: Raw -283918.776440 + Penalty 3659.678322 = -280259.098118 nChanged 1 SP:Iteration 21Q (32319.590000 sec): 3 clusters Score: Raw -283919.646916 + Penalty 3659.678322 = -280259.968595 nChanged 2 SP:Iteration 22Q (32319.590000 sec): 3 clusters Score: Raw -283920.284888 + Penalty 3659.678322 = -280260.606567 nChanged 2 SP:Iteration 23Q (32319.600000 sec): 3 clusters Score: Raw -283921.080336 + Penalty 3659.678322 = -280261.402014 nChanged 1 SP:Iteration 24Q (32319.600000 sec): 3 clusters Score: Raw -283921.428071 + Penalty 3659.678322 = -280261.749750 nChanged 1 SP:Iteration 25Q (32319.610000 sec): 3 clusters Score: Raw -283923.357646 + Penalty 3659.678322 = -280263.679324 nChanged 3 SP:Iteration 26Q (32319.620000 sec): 3 clusters Score: Raw -283925.739825 + Penalty 3659.678322 = -280266.061503 nChanged 1 SP:Iteration 27Q (32319.620000 sec): 3 clusters Score: Raw -283926.261825 + Penalty 3659.678322 = -280266.583503 nChanged 1 SP:Iteration 28Q (32319.630000 sec): 3 clusters Score: Raw -283926.843894 + Penalty 3659.678322 = -280267.165572 nChanged 1 SP:Iteration 29Q (32319.640000 sec): 3 clusters Score: Raw -283927.370532 + Penalty 3659.678322 = -280267.692211 nChanged 1 SP:Iteration 30Q (32319.640000 sec): 3 clusters Score: Raw -283927.942588 + Penalty 3659.678322 = -280268.264267 nChanged 1 SP:Iteration 31Q (32319.650000 sec): 3 clusters Score: Raw -283928.605384 + Penalty 3659.678322 = -280268.927062 nChanged 0 SP:Iteration 32F (32319.660000 sec): 3 clusters Score: Raw -283928.605384 + Penalty 3659.678322 = -280268.927062 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32319.660000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32319.660000 sec): 3 clusters Score: Raw -17012.553645 + Penalty 2550.265124 = -14462.288521 nChanged 13 SP:Iteration 1F (32319.660000 sec): 3 clusters Score: Raw -17080.589024 + Penalty 2550.265124 = -14530.323900 nChanged 3 SP:Iteration 2Q (32319.660000 sec): 3 clusters Score: Raw -17093.506967 + Penalty 2550.265124 = -14543.241843 nChanged 3 SP:Iteration 3Q (32319.670000 sec): 3 clusters Score: Raw -17108.364437 + Penalty 2550.265124 = -14558.099313 nChanged 1 SP:Iteration 4Q (32319.670000 sec): 3 clusters Score: Raw -17112.101336 + Penalty 2550.265124 = -14561.836212 nChanged 0 SP:Iteration 5F (32319.670000 sec): 3 clusters Score: Raw -17112.101336 + Penalty 2550.265124 = -14561.836212 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32319.740000 sec): 2 clusters Score: Raw -3261897.746299 + Penalty 2437.827265 = -3259459.919034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32319.820000 sec): 3 clusters Score: Raw -3251123.694519 + Penalty 4875.654530 = -3246248.039989 nChanged 8163 SP:Iteration 1F (32319.890000 sec): 3 clusters Score: Raw -3255435.877817 + Penalty 4875.654530 = -3250560.223287 nChanged 1138 SP:Iteration 2F (32319.960000 sec): 3 clusters Score: Raw -3255963.124463 + Penalty 4875.654530 = -3251087.469933 nChanged 1066 SP:Iteration 3F (32320.040000 sec): 3 clusters Score: Raw -3256524.698109 + Penalty 4875.654530 = -3251649.043579 nChanged 1164 SP:Iteration 4F (32320.110000 sec): 3 clusters Score: Raw -3257265.098420 + Penalty 4875.654530 = -3252389.443890 nChanged 1283 SP:Iteration 5F (32320.180000 sec): 3 clusters Score: Raw -3258151.952590 + Penalty 4875.654530 = -3253276.298060 nChanged 1260 SP:Iteration 6F (32320.260000 sec): 3 clusters Score: Raw -3259029.330879 + Penalty 4875.654530 = -3254153.676349 nChanged 1090 SP:Iteration 7F (32320.330000 sec): 3 clusters Score: Raw -3259779.545071 + Penalty 4875.654530 = -3254903.890541 nChanged 840 SP:Iteration 8Q (32320.400000 sec): 3 clusters Score: Raw -3260295.463266 + Penalty 4875.654530 = -3255419.808736 nChanged 596 SP:Iteration 9Q (32320.480000 sec): 3 clusters Score: Raw -3260621.867794 + Penalty 4875.654530 = -3255746.213264 nChanged 417 SP:Iteration 10Q (32320.550000 sec): 3 clusters Score: Raw -3260859.589906 + Penalty 4875.654530 = -3255983.935376 nChanged 342 SP:Iteration 11Q (32320.620000 sec): 3 clusters Score: Raw -3261046.623584 + Penalty 4875.654530 = -3256170.969054 nChanged 298 SP:Iteration 12Q (32320.700000 sec): 3 clusters Score: Raw -3261245.463518 + Penalty 4875.654530 = -3256369.808988 nChanged 299 SP:Iteration 13Q (32320.770000 sec): 3 clusters Score: Raw -3261464.641636 + Penalty 4875.654530 = -3256588.987106 nChanged 293 SP:Iteration 14Q (32320.840000 sec): 3 clusters Score: Raw -3261690.918540 + Penalty 4875.654530 = -3256815.264010 nChanged 257 SP:Iteration 15Q (32320.910000 sec): 3 clusters Score: Raw -3261873.200987 + Penalty 4875.654530 = -3256997.546457 nChanged 215 SP:Iteration 16Q (32320.970000 sec): 3 clusters Score: Raw -3261995.510402 + Penalty 4875.654530 = -3257119.855872 nChanged 157 SP:Iteration 17Q (32321.040000 sec): 3 clusters Score: Raw -3262074.391938 + Penalty 4875.654530 = -3257198.737408 nChanged 133 SP:Iteration 18Q (32321.100000 sec): 3 clusters Score: Raw -3262127.541140 + Penalty 4875.654530 = -3257251.886610 nChanged 99 SP:Iteration 19Q (32321.160000 sec): 3 clusters Score: Raw -3262166.336842 + Penalty 4875.654530 = -3257290.682312 nChanged 85 SP:Iteration 20F (32321.240000 sec): 3 clusters Score: Raw -3262198.557815 + Penalty 4875.654530 = -3257322.903285 nChanged 75 SP:Iteration 21Q (32321.310000 sec): 3 clusters Score: Raw -3262227.698253 + Penalty 4875.654530 = -3257352.043723 nChanged 71 SP:Iteration 22Q (32321.370000 sec): 3 clusters Score: Raw -3262251.122565 + Penalty 4875.654530 = -3257375.468035 nChanged 55 SP:Iteration 23Q (32321.430000 sec): 3 clusters Score: Raw -3262267.631283 + Penalty 4875.654530 = -3257391.976753 nChanged 54 SP:Iteration 24Q (32321.490000 sec): 3 clusters Score: Raw -3262286.490735 + Penalty 4875.654530 = -3257410.836205 nChanged 48 SP:Iteration 25Q (32321.550000 sec): 3 clusters Score: Raw -3262303.643962 + Penalty 4875.654530 = -3257427.989432 nChanged 40 SP:Iteration 26Q (32321.610000 sec): 3 clusters Score: Raw -3262318.442774 + Penalty 4875.654530 = -3257442.788244 nChanged 37 SP:Iteration 27Q (32321.670000 sec): 3 clusters Score: Raw -3262331.491757 + Penalty 4875.654530 = -3257455.837227 nChanged 33 SP:Iteration 28Q (32321.730000 sec): 3 clusters Score: Raw -3262342.803683 + Penalty 4875.654530 = -3257467.149153 nChanged 35 SP:Iteration 29Q (32321.790000 sec): 3 clusters Score: Raw -3262355.431233 + Penalty 4875.654530 = -3257479.776703 nChanged 26 SP:Iteration 30Q (32321.850000 sec): 3 clusters Score: Raw -3262364.482489 + Penalty 4875.654530 = -3257488.827959 nChanged 30 SP:Iteration 31Q (32321.910000 sec): 3 clusters Score: Raw -3262374.791745 + Penalty 4875.654530 = -3257499.137215 nChanged 30 SP:Iteration 32Q (32321.970000 sec): 3 clusters Score: Raw -3262388.293869 + Penalty 4875.654530 = -3257512.639339 nChanged 22 SP:Iteration 33Q (32322.030000 sec): 3 clusters Score: Raw -3262395.149645 + Penalty 4875.654530 = -3257519.495115 nChanged 17 SP:Iteration 34Q (32322.090000 sec): 3 clusters Score: Raw -3262399.827235 + Penalty 4875.654530 = -3257524.172705 nChanged 16 SP:Iteration 35Q (32322.150000 sec): 3 clusters Score: Raw -3262405.747399 + Penalty 4875.654530 = -3257530.092869 nChanged 18 SP:Iteration 36Q (32322.210000 sec): 3 clusters Score: Raw -3262411.781453 + Penalty 4875.654530 = -3257536.126923 nChanged 16 SP:Iteration 37Q (32322.270000 sec): 3 clusters Score: Raw -3262417.002164 + Penalty 4875.654530 = -3257541.347634 nChanged 15 SP:Iteration 38Q (32322.330000 sec): 3 clusters Score: Raw -3262422.549585 + Penalty 4875.654530 = -3257546.895055 nChanged 11 SP:Iteration 39Q (32322.390000 sec): 3 clusters Score: Raw -3262426.185407 + Penalty 4875.654530 = -3257550.530877 nChanged 7 SP:Iteration 40F (32322.460000 sec): 3 clusters Score: Raw -3262427.448361 + Penalty 4875.654530 = -3257551.793831 nChanged 6 SP:Iteration 41Q (32322.520000 sec): 3 clusters Score: Raw -3262428.868995 + Penalty 4875.654530 = -3257553.214465 nChanged 5 SP:Iteration 42Q (32322.570000 sec): 3 clusters Score: Raw -3262430.669829 + Penalty 4875.654530 = -3257555.015299 nChanged 7 SP:Iteration 43Q (32322.630000 sec): 3 clusters Score: Raw -3262434.870291 + Penalty 4875.654530 = -3257559.215761 nChanged 12 SP:Iteration 44Q (32322.690000 sec): 3 clusters Score: Raw -3262439.458442 + Penalty 4875.654530 = -3257563.803912 nChanged 17 SP:Iteration 45Q (32322.750000 sec): 3 clusters Score: Raw -3262445.768984 + Penalty 4875.654530 = -3257570.114454 nChanged 16 SP:Iteration 46Q (32322.810000 sec): 3 clusters Score: Raw -3262451.906193 + Penalty 4875.654530 = -3257576.251663 nChanged 15 SP:Iteration 47Q (32322.870000 sec): 3 clusters Score: Raw -3262456.905700 + Penalty 4875.654530 = -3257581.251170 nChanged 14 SP:Iteration 48Q (32322.930000 sec): 3 clusters Score: Raw -3262460.878734 + Penalty 4875.654530 = -3257585.224204 nChanged 13 SP:Iteration 49Q (32322.990000 sec): 3 clusters Score: Raw -3262464.832403 + Penalty 4875.654530 = -3257589.177873 nChanged 9 SP:Iteration 50Q (32323.040000 sec): 3 clusters Score: Raw -3262467.253860 + Penalty 4875.654530 = -3257591.599330 nChanged 9 SP:Iteration 51Q (32323.100000 sec): 3 clusters Score: Raw -3262470.138222 + Penalty 4875.654530 = -3257594.483692 nChanged 10 SP:Iteration 52Q (32323.160000 sec): 3 clusters Score: Raw -3262473.082041 + Penalty 4875.654530 = -3257597.427511 nChanged 10 SP:Iteration 53Q (32323.220000 sec): 3 clusters Score: Raw -3262475.535037 + Penalty 4875.654530 = -3257599.880507 nChanged 7 SP:Iteration 54Q (32323.280000 sec): 3 clusters Score: Raw -3262478.546077 + Penalty 4875.654530 = -3257602.891547 nChanged 12 SP:Iteration 55Q (32323.330000 sec): 3 clusters Score: Raw -3262483.828310 + Penalty 4875.654530 = -3257608.173780 nChanged 14 SP:Iteration 56Q (32323.390000 sec): 3 clusters Score: Raw -3262489.520273 + Penalty 4875.654530 = -3257613.865743 nChanged 17 SP:Iteration 57Q (32323.450000 sec): 3 clusters Score: Raw -3262496.318854 + Penalty 4875.654530 = -3257620.664324 nChanged 18 SP:Iteration 58Q (32323.510000 sec): 3 clusters Score: Raw -3262503.914797 + Penalty 4875.654530 = -3257628.260267 nChanged 17 SP:Iteration 59Q (32323.570000 sec): 3 clusters Score: Raw -3262511.066970 + Penalty 4875.654530 = -3257635.412440 nChanged 18 SP:Iteration 60F (32323.640000 sec): 3 clusters Score: Raw -3262519.949124 + Penalty 4875.654530 = -3257644.294594 nChanged 24 SP:Iteration 61Q (32323.700000 sec): 3 clusters Score: Raw -3262530.334857 + Penalty 4875.654530 = -3257654.680327 nChanged 19 SP:Iteration 62Q (32323.750000 sec): 3 clusters Score: Raw -3262536.586438 + Penalty 4875.654530 = -3257660.931908 nChanged 17 SP:Iteration 63Q (32323.810000 sec): 3 clusters Score: Raw -3262543.129736 + Penalty 4875.654530 = -3257667.475206 nChanged 19 SP:Iteration 64Q (32323.870000 sec): 3 clusters Score: Raw -3262550.312769 + Penalty 4875.654530 = -3257674.658239 nChanged 15 SP:Iteration 65Q (32323.930000 sec): 3 clusters Score: Raw -3262555.328990 + Penalty 4875.654530 = -3257679.674460 nChanged 14 SP:Iteration 66Q (32323.980000 sec): 3 clusters Score: Raw -3262560.614385 + Penalty 4875.654530 = -3257684.959855 nChanged 15 SP:Iteration 67Q (32324.040000 sec): 3 clusters Score: Raw -3262565.690331 + Penalty 4875.654530 = -3257690.035801 nChanged 12 SP:Iteration 68Q (32324.100000 sec): 3 clusters Score: Raw -3262570.157130 + Penalty 4875.654530 = -3257694.502600 nChanged 12 SP:Iteration 69Q (32324.150000 sec): 3 clusters Score: Raw -3262574.721700 + Penalty 4875.654530 = -3257699.067170 nChanged 14 SP:Iteration 70Q (32324.210000 sec): 3 clusters Score: Raw -3262578.806407 + Penalty 4875.654530 = -3257703.151877 nChanged 9 SP:Iteration 71Q (32324.270000 sec): 3 clusters Score: Raw -3262581.719879 + Penalty 4875.654530 = -3257706.065349 nChanged 7 SP:Iteration 72Q (32324.330000 sec): 3 clusters Score: Raw -3262584.817189 + Penalty 4875.654530 = -3257709.162659 nChanged 12 SP:Iteration 73Q (32324.380000 sec): 3 clusters Score: Raw -3262588.588401 + Penalty 4875.654530 = -3257712.933871 nChanged 8 SP:Iteration 74Q (32324.440000 sec): 3 clusters Score: Raw -3262590.401278 + Penalty 4875.654530 = -3257714.746748 nChanged 2 SP:Iteration 75Q (32324.490000 sec): 3 clusters Score: Raw -3262591.090669 + Penalty 4875.654530 = -3257715.436139 nChanged 2 SP:Iteration 76Q (32324.550000 sec): 3 clusters Score: Raw -3262591.528318 + Penalty 4875.654530 = -3257715.873788 nChanged 5 SP:Iteration 77Q (32324.610000 sec): 3 clusters Score: Raw -3262593.480666 + Penalty 4875.654530 = -3257717.826136 nChanged 5 SP:Iteration 78Q (32324.670000 sec): 3 clusters Score: Raw -3262594.853389 + Penalty 4875.654530 = -3257719.198859 nChanged 3 SP:Iteration 79Q (32324.720000 sec): 3 clusters Score: Raw -3262595.584666 + Penalty 4875.654530 = -3257719.930136 nChanged 3 SP:Iteration 80F (32324.790000 sec): 3 clusters Score: Raw -3262596.442816 + Penalty 4875.654530 = -3257720.788286 nChanged 2 SP:Iteration 81Q (32324.850000 sec): 3 clusters Score: Raw -3262597.075652 + Penalty 4875.654530 = -3257721.421122 nChanged 1 SP:Iteration 82Q (32324.910000 sec): 3 clusters Score: Raw -3262597.439722 + Penalty 4875.654530 = -3257721.785192 nChanged 3 SP:Iteration 83Q (32324.970000 sec): 3 clusters Score: Raw -3262598.158547 + Penalty 4875.654530 = -3257722.504017 nChanged 1 SP:Iteration 84Q (32325.020000 sec): 3 clusters Score: Raw -3262598.367932 + Penalty 4875.654530 = -3257722.713402 nChanged 1 SP:Iteration 85Q (32325.080000 sec): 3 clusters Score: Raw -3262598.629894 + Penalty 4875.654530 = -3257722.975364 nChanged 1 SP:Iteration 86Q (32325.140000 sec): 3 clusters Score: Raw -3262598.925520 + Penalty 4875.654530 = -3257723.270990 nChanged 0 SP:Iteration 87F (32325.210000 sec): 3 clusters Score: Raw -3262598.925520 + Penalty 4875.654530 = -3257723.270990 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32325.230000 sec): 2 clusters Score: Raw -172396.078186 + Penalty 1702.999455 = -170693.078731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32325.230000 sec): 3 clusters Score: Raw -172170.098219 + Penalty 3405.998909 = -168764.099310 nChanged 256 SP:Iteration 1F (32325.230000 sec): 3 clusters Score: Raw -172482.834439 + Penalty 3405.998909 = -169076.835530 nChanged 76 SP:Iteration 2F (32325.240000 sec): 3 clusters Score: Raw -172602.223099 + Penalty 3405.998909 = -169196.224190 nChanged 36 SP:Iteration 3Q (32325.240000 sec): 3 clusters Score: Raw -172649.470042 + Penalty 3405.998909 = -169243.471133 nChanged 25 SP:Iteration 4Q (32325.250000 sec): 3 clusters Score: Raw -172689.796067 + Penalty 3405.998909 = -169283.797158 nChanged 24 SP:Iteration 5Q (32325.250000 sec): 3 clusters Score: Raw -172717.559550 + Penalty 3405.998909 = -169311.560640 nChanged 18 SP:Iteration 6Q (32325.250000 sec): 3 clusters Score: Raw -172746.419645 + Penalty 3405.998909 = -169340.420736 nChanged 21 SP:Iteration 7Q (32325.250000 sec): 3 clusters Score: Raw -172776.886058 + Penalty 3405.998909 = -169370.887149 nChanged 13 SP:Iteration 8Q (32325.260000 sec): 3 clusters Score: Raw -172789.174951 + Penalty 3405.998909 = -169383.176041 nChanged 13 SP:Iteration 9Q (32325.260000 sec): 3 clusters Score: Raw -172800.868147 + Penalty 3405.998909 = -169394.869237 nChanged 13 SP:Iteration 10Q (32325.270000 sec): 3 clusters Score: Raw -172825.953034 + Penalty 3405.998909 = -169419.954125 nChanged 14 SP:Iteration 11Q (32325.270000 sec): 3 clusters Score: Raw -172849.148605 + Penalty 3405.998909 = -169443.149696 nChanged 19 SP:Iteration 12Q (32325.270000 sec): 3 clusters Score: Raw -172877.386012 + Penalty 3405.998909 = -169471.387103 nChanged 24 SP:Iteration 13Q (32325.280000 sec): 3 clusters Score: Raw -172923.459189 + Penalty 3405.998909 = -169517.460280 nChanged 18 SP:Iteration 14Q (32325.280000 sec): 3 clusters Score: Raw -172984.962941 + Penalty 3405.998909 = -169578.964032 nChanged 25 SP:Iteration 15Q (32325.290000 sec): 3 clusters Score: Raw -173079.500532 + Penalty 3405.998909 = -169673.501623 nChanged 36 SP:Iteration 16Q (32325.290000 sec): 3 clusters Score: Raw -173211.540033 + Penalty 3405.998909 = -169805.541124 nChanged 30 SP:Iteration 17Q (32325.290000 sec): 3 clusters Score: Raw -173281.017407 + Penalty 3405.998909 = -169875.018498 nChanged 20 SP:Iteration 18Q (32325.290000 sec): 3 clusters Score: Raw -173324.523562 + Penalty 3405.998909 = -169918.524653 nChanged 12 SP:Iteration 19Q (32325.300000 sec): 3 clusters Score: Raw -173367.955481 + Penalty 3405.998909 = -169961.956572 nChanged 12 SP:Iteration 20F (32325.300000 sec): 3 clusters Score: Raw -173399.290464 + Penalty 3405.998909 = -169993.291555 nChanged 12 SP:Iteration 21Q (32325.310000 sec): 3 clusters Score: Raw -173423.025517 + Penalty 3405.998909 = -170017.026608 nChanged 8 SP:Iteration 22Q (32325.310000 sec): 3 clusters Score: Raw -173439.770528 + Penalty 3405.998909 = -170033.771618 nChanged 6 SP:Iteration 23Q (32325.310000 sec): 3 clusters Score: Raw -173454.536530 + Penalty 3405.998909 = -170048.537620 nChanged 2 SP:Iteration 24Q (32325.310000 sec): 3 clusters Score: Raw -173458.362308 + Penalty 3405.998909 = -170052.363399 nChanged 0 SP:Iteration 25F (32325.320000 sec): 3 clusters Score: Raw -173458.362308 + Penalty 3405.998909 = -170052.363399 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32325.330000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32325.330000 sec): 3 clusters Score: Raw -29000.801068 + Penalty 2617.944871 = -26382.856197 nChanged 20 SP:Iteration 1F (32325.330000 sec): 3 clusters Score: Raw -29115.767480 + Penalty 2617.944871 = -26497.822609 nChanged 4 SP:Iteration 2Q (32325.330000 sec): 3 clusters Score: Raw -29148.296697 + Penalty 2617.944871 = -26530.351826 nChanged 2 SP:Iteration 3Q (32325.330000 sec): 3 clusters Score: Raw -29158.778934 + Penalty 2617.944871 = -26540.834063 nChanged 0 SP:Iteration 4F (32325.330000 sec): 3 clusters Score: Raw -29158.778934 + Penalty 2617.944871 = -26540.834063 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (209673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32326.070000 sec): 2 clusters Score: Raw -36331673.701950 + Penalty 3038.819504 = -36328634.882446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32326.940000 sec): 3 clusters Score: Raw -36194379.209270 + Penalty 6077.639009 = -36188301.570261 nChanged 100790 SP:Iteration 1F (32327.800000 sec): 3 clusters Score: Raw -36253199.657200 + Penalty 6077.639009 = -36247122.018191 nChanged 5256 SP:Iteration 2Q (32328.690000 sec): 3 clusters Score: Raw -36254151.921975 + Penalty 6077.639009 = -36248074.282967 nChanged 5508 SP:Iteration 3Q (32329.570000 sec): 3 clusters Score: Raw -36255271.878202 + Penalty 6077.639009 = -36249194.239193 nChanged 5878 SP:Iteration 4Q (32330.460000 sec): 3 clusters Score: Raw -36256659.265005 + Penalty 6077.639009 = -36250581.625996 nChanged 6538 SP:Iteration 5Q (32331.340000 sec): 3 clusters Score: Raw -36258443.520813 + Penalty 6077.639009 = -36252365.881805 nChanged 7314 SP:Iteration 6Q (32332.230000 sec): 3 clusters Score: Raw -36260802.925291 + Penalty 6077.639009 = -36254725.286282 nChanged 8270 SP:Iteration 7Q (32333.110000 sec): 3 clusters Score: Raw -36263881.273574 + Penalty 6077.639009 = -36257803.634565 nChanged 9196 SP:Iteration 8Q (32334.000000 sec): 3 clusters Score: Raw -36267545.027895 + Penalty 6077.639009 = -36261467.388886 nChanged 9689 SP:Iteration 9Q (32334.880000 sec): 3 clusters Score: Raw -36271607.977264 + Penalty 6077.639009 = -36265530.338255 nChanged 9935 SP:Iteration 10Q (32335.760000 sec): 3 clusters Score: Raw -36275898.636675 + Penalty 6077.639009 = -36269820.997666 nChanged 9766 SP:Iteration 11Q (32336.640000 sec): 3 clusters Score: Raw -36280205.735618 + Penalty 6077.639009 = -36274128.096609 nChanged 9438 SP:Iteration 12Q (32337.520000 sec): 3 clusters Score: Raw -36284351.457388 + Penalty 6077.639009 = -36278273.818379 nChanged 8859 SP:Iteration 13Q (32338.390000 sec): 3 clusters Score: Raw -36288512.145416 + Penalty 6077.639009 = -36282434.506407 nChanged 8531 SP:Iteration 14Q (32339.270000 sec): 3 clusters Score: Raw -36292668.936203 + Penalty 6077.639009 = -36286591.297194 nChanged 8175 SP:Iteration 15Q (32340.130000 sec): 3 clusters Score: Raw -36296574.466820 + Penalty 6077.639009 = -36290496.827812 nChanged 7339 SP:Iteration 16Q (32341.000000 sec): 3 clusters Score: Raw -36299715.493226 + Penalty 6077.639009 = -36293637.854217 nChanged 6274 SP:Iteration 17Q (32341.850000 sec): 3 clusters Score: Raw -36301974.928162 + Penalty 6077.639009 = -36295897.289153 nChanged 5152 SP:Iteration 18Q (32342.700000 sec): 3 clusters Score: Raw -36303528.970091 + Penalty 6077.639009 = -36297451.331082 nChanged 4176 SP:Iteration 19Q (32343.550000 sec): 3 clusters Score: Raw -36304642.753727 + Penalty 6077.639009 = -36298565.114718 nChanged 3633 SP:Iteration 20F (32344.410000 sec): 3 clusters Score: Raw -36305580.339106 + Penalty 6077.639009 = -36299502.700097 nChanged 3369 SP:Iteration 21Q (32345.240000 sec): 3 clusters Score: Raw -36306460.497916 + Penalty 6077.639009 = -36300382.858907 nChanged 3330 SP:Iteration 22Q (32346.070000 sec): 3 clusters Score: Raw -36307359.179706 + Penalty 6077.639009 = -36301281.540697 nChanged 3370 SP:Iteration 23Q (32346.880000 sec): 3 clusters Score: Raw -36308316.027445 + Penalty 6077.639009 = -36302238.388436 nChanged 3433 SP:Iteration 24Q (32347.690000 sec): 3 clusters Score: Raw -36309313.493395 + Penalty 6077.639009 = -36303235.854386 nChanged 3448 SP:Iteration 25Q (32348.500000 sec): 3 clusters Score: Raw -36310370.792150 + Penalty 6077.639009 = -36304293.153141 nChanged 3610 SP:Iteration 26Q (32349.290000 sec): 3 clusters Score: Raw -36311540.984238 + Penalty 6077.639009 = -36305463.345229 nChanged 3648 SP:Iteration 27Q (32350.090000 sec): 3 clusters Score: Raw -36312771.841323 + Penalty 6077.639009 = -36306694.202314 nChanged 3617 SP:Iteration 28Q (32350.850000 sec): 3 clusters Score: Raw -36314064.122133 + Penalty 6077.639009 = -36307986.483125 nChanged 3619 SP:Iteration 29Q (32351.630000 sec): 3 clusters Score: Raw -36315420.260386 + Penalty 6077.639009 = -36309342.621377 nChanged 3569 SP:Iteration 30Q (32352.390000 sec): 3 clusters Score: Raw -36316832.463181 + Penalty 6077.639009 = -36310754.824172 nChanged 3605 SP:Iteration 31Q (32353.130000 sec): 3 clusters Score: Raw -36318364.745654 + Penalty 6077.639009 = -36312287.106645 nChanged 3490 SP:Iteration 32Q (32353.870000 sec): 3 clusters Score: Raw -36319954.624673 + Penalty 6077.639009 = -36313876.985664 nChanged 3364 SP:Iteration 33Q (32354.600000 sec): 3 clusters Score: Raw -36321605.519947 + Penalty 6077.639009 = -36315527.880938 nChanged 3156 SP:Iteration 34Q (32355.320000 sec): 3 clusters Score: Raw -36323229.860754 + Penalty 6077.639009 = -36317152.221745 nChanged 2888 SP:Iteration 35Q (32356.010000 sec): 3 clusters Score: Raw -36324777.353951 + Penalty 6077.639009 = -36318699.714942 nChanged 2589 SP:Iteration 36Q (32356.700000 sec): 3 clusters Score: Raw -36326206.910203 + Penalty 6077.639009 = -36320129.271194 nChanged 2235 SP:Iteration 37Q (32357.380000 sec): 3 clusters Score: Raw -36327398.238280 + Penalty 6077.639009 = -36321320.599271 nChanged 1932 SP:Iteration 38Q (32358.050000 sec): 3 clusters Score: Raw -36328389.773223 + Penalty 6077.639009 = -36322312.134215 nChanged 1646 SP:Iteration 39Q (32358.710000 sec): 3 clusters Score: Raw -36329209.333809 + Penalty 6077.639009 = -36323131.694800 nChanged 1335 SP:Iteration 40F (32359.560000 sec): 3 clusters Score: Raw -36329916.592865 + Penalty 6077.639009 = -36323838.953856 nChanged 1231 SP:Iteration 41Q (32360.210000 sec): 3 clusters Score: Raw -36330518.240564 + Penalty 6077.639009 = -36324440.601556 nChanged 1045 SP:Iteration 42Q (32360.850000 sec): 3 clusters Score: Raw -36330954.867704 + Penalty 6077.639009 = -36324877.228695 nChanged 869 SP:Iteration 43Q (32361.500000 sec): 3 clusters Score: Raw -36331298.679924 + Penalty 6077.639009 = -36325221.040915 nChanged 771 SP:Iteration 44Q (32362.120000 sec): 3 clusters Score: Raw -36331603.472913 + Penalty 6077.639009 = -36325525.833904 nChanged 673 SP:Iteration 45Q (32362.750000 sec): 3 clusters Score: Raw -36331849.914217 + Penalty 6077.639009 = -36325772.275208 nChanged 536 SP:Iteration 46Q (32363.380000 sec): 3 clusters Score: Raw -36332034.466535 + Penalty 6077.639009 = -36325956.827526 nChanged 442 SP:Iteration 47Q (32364.010000 sec): 3 clusters Score: Raw -36332172.630470 + Penalty 6077.639009 = -36326094.991461 nChanged 376 SP:Iteration 48Q (32364.640000 sec): 3 clusters Score: Raw -36332277.623717 + Penalty 6077.639009 = -36326199.984708 nChanged 310 SP:Iteration 49Q (32365.250000 sec): 3 clusters Score: Raw -36332356.001962 + Penalty 6077.639009 = -36326278.362954 nChanged 253 SP:Iteration 50Q (32365.870000 sec): 3 clusters Score: Raw -36332417.185204 + Penalty 6077.639009 = -36326339.546196 nChanged 194 SP:Iteration 51Q (32366.490000 sec): 3 clusters Score: Raw -36332460.268643 + Penalty 6077.639009 = -36326382.629634 nChanged 183 SP:Iteration 52Q (32367.100000 sec): 3 clusters Score: Raw -36332495.520651 + Penalty 6077.639009 = -36326417.881642 nChanged 163 SP:Iteration 53Q (32367.720000 sec): 3 clusters Score: Raw -36332522.992021 + Penalty 6077.639009 = -36326445.353012 nChanged 143 SP:Iteration 54Q (32368.330000 sec): 3 clusters Score: Raw -36332542.252937 + Penalty 6077.639009 = -36326464.613928 nChanged 104 SP:Iteration 55Q (32368.940000 sec): 3 clusters Score: Raw -36332555.485531 + Penalty 6077.639009 = -36326477.846522 nChanged 84 SP:Iteration 56Q (32369.560000 sec): 3 clusters Score: Raw -36332568.694223 + Penalty 6077.639009 = -36326491.055214 nChanged 72 SP:Iteration 57Q (32370.170000 sec): 3 clusters Score: Raw -36332578.371693 + Penalty 6077.639009 = -36326500.732684 nChanged 69 SP:Iteration 58Q (32370.780000 sec): 3 clusters Score: Raw -36332586.494545 + Penalty 6077.639009 = -36326508.855536 nChanged 48 SP:Iteration 59Q (32371.400000 sec): 3 clusters Score: Raw -36332592.259257 + Penalty 6077.639009 = -36326514.620248 nChanged 46 SP:Iteration 60F (32372.240000 sec): 3 clusters Score: Raw -36332597.360774 + Penalty 6077.639009 = -36326519.721765 nChanged 40 SP:Iteration 61Q (32372.850000 sec): 3 clusters Score: Raw -36332601.260560 + Penalty 6077.639009 = -36326523.621551 nChanged 29 SP:Iteration 62Q (32373.460000 sec): 3 clusters Score: Raw -36332604.684258 + Penalty 6077.639009 = -36326527.045249 nChanged 38 SP:Iteration 63Q (32374.080000 sec): 3 clusters Score: Raw -36332608.594819 + Penalty 6077.639009 = -36326530.955810 nChanged 37 SP:Iteration 64Q (32374.690000 sec): 3 clusters Score: Raw -36332613.358694 + Penalty 6077.639009 = -36326535.719685 nChanged 37 SP:Iteration 65Q (32375.300000 sec): 3 clusters Score: Raw -36332616.618483 + Penalty 6077.639009 = -36326538.979474 nChanged 25 SP:Iteration 66Q (32375.910000 sec): 3 clusters Score: Raw -36332619.306950 + Penalty 6077.639009 = -36326541.667941 nChanged 28 SP:Iteration 67Q (32376.520000 sec): 3 clusters Score: Raw -36332621.919147 + Penalty 6077.639009 = -36326544.280138 nChanged 23 SP:Iteration 68Q (32377.140000 sec): 3 clusters Score: Raw -36332624.109805 + Penalty 6077.639009 = -36326546.470796 nChanged 22 SP:Iteration 69Q (32377.750000 sec): 3 clusters Score: Raw -36332626.607198 + Penalty 6077.639009 = -36326548.968189 nChanged 21 SP:Iteration 70Q (32378.360000 sec): 3 clusters Score: Raw -36332629.236375 + Penalty 6077.639009 = -36326551.597366 nChanged 33 SP:Iteration 71Q (32378.970000 sec): 3 clusters Score: Raw -36332633.178620 + Penalty 6077.639009 = -36326555.539611 nChanged 42 SP:Iteration 72Q (32379.580000 sec): 3 clusters Score: Raw -36332637.838095 + Penalty 6077.639009 = -36326560.199087 nChanged 31 SP:Iteration 73Q (32380.190000 sec): 3 clusters Score: Raw -36332641.167158 + Penalty 6077.639009 = -36326563.528149 nChanged 28 SP:Iteration 74Q (32380.800000 sec): 3 clusters Score: Raw -36332644.149892 + Penalty 6077.639009 = -36326566.510883 nChanged 30 SP:Iteration 75Q (32381.420000 sec): 3 clusters Score: Raw -36332646.755756 + Penalty 6077.639009 = -36326569.116747 nChanged 21 SP:Iteration 76Q (32382.030000 sec): 3 clusters Score: Raw -36332648.507465 + Penalty 6077.639009 = -36326570.868457 nChanged 18 SP:Iteration 77Q (32382.640000 sec): 3 clusters Score: Raw -36332649.947315 + Penalty 6077.639009 = -36326572.308306 nChanged 16 SP:Iteration 78Q (32383.250000 sec): 3 clusters Score: Raw -36332651.123962 + Penalty 6077.639009 = -36326573.484954 nChanged 12 SP:Iteration 79Q (32383.860000 sec): 3 clusters Score: Raw -36332652.158358 + Penalty 6077.639009 = -36326574.519349 nChanged 10 SP:Iteration 80F (32384.710000 sec): 3 clusters Score: Raw -36332653.334659 + Penalty 6077.639009 = -36326575.695650 nChanged 10 SP:Iteration 81Q (32385.320000 sec): 3 clusters Score: Raw -36332654.256407 + Penalty 6077.639009 = -36326576.617398 nChanged 4 SP:Iteration 82Q (32385.930000 sec): 3 clusters Score: Raw -36332654.479259 + Penalty 6077.639009 = -36326576.840250 nChanged 3 SP:Iteration 83Q (32386.540000 sec): 3 clusters Score: Raw -36332654.606226 + Penalty 6077.639009 = -36326576.967217 nChanged 0 SP:Iteration 84F (32387.380000 sec): 3 clusters Score: Raw -36332654.606226 + Penalty 6077.639009 = -36326576.967217 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32387.460000 sec): 2 clusters Score: Raw -260599.964692 + Penalty 1824.673938 = -258775.290754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32387.470000 sec): 3 clusters Score: Raw -260145.050855 + Penalty 3649.347876 = -256495.702979 nChanged 466 SP:Iteration 1F (32387.470000 sec): 3 clusters Score: Raw -260596.177747 + Penalty 3649.347876 = -256946.829871 nChanged 136 SP:Iteration 2F (32387.480000 sec): 3 clusters Score: Raw -260818.959828 + Penalty 3649.347876 = -257169.611953 nChanged 111 SP:Iteration 3F (32387.490000 sec): 3 clusters Score: Raw -260997.193723 + Penalty 3649.347876 = -257347.845847 nChanged 81 SP:Iteration 4F (32387.490000 sec): 3 clusters Score: Raw -261137.633894 + Penalty 3649.347876 = -257488.286018 nChanged 62 SP:Iteration 5Q (32387.500000 sec): 3 clusters Score: Raw -261245.291803 + Penalty 3649.347876 = -257595.943927 nChanged 60 SP:Iteration 6Q (32387.510000 sec): 3 clusters Score: Raw -261370.713979 + Penalty 3649.347876 = -257721.366103 nChanged 53 SP:Iteration 7Q (32387.510000 sec): 3 clusters Score: Raw -261501.621859 + Penalty 3649.347876 = -257852.273984 nChanged 60 SP:Iteration 8Q (32387.520000 sec): 3 clusters Score: Raw -261665.055901 + Penalty 3649.347876 = -258015.708026 nChanged 34 SP:Iteration 9Q (32387.520000 sec): 3 clusters Score: Raw -261755.209206 + Penalty 3649.347876 = -258105.861330 nChanged 33 SP:Iteration 10Q (32387.530000 sec): 3 clusters Score: Raw -261856.108103 + Penalty 3649.347876 = -258206.760227 nChanged 27 SP:Iteration 11Q (32387.530000 sec): 3 clusters Score: Raw -261912.925426 + Penalty 3649.347876 = -258263.577550 nChanged 22 SP:Iteration 12Q (32387.540000 sec): 3 clusters Score: Raw -261942.242608 + Penalty 3649.347876 = -258292.894733 nChanged 18 SP:Iteration 13Q (32387.550000 sec): 3 clusters Score: Raw -261968.002838 + Penalty 3649.347876 = -258318.654963 nChanged 17 SP:Iteration 14Q (32387.550000 sec): 3 clusters Score: Raw -261993.780818 + Penalty 3649.347876 = -258344.432943 nChanged 15 SP:Iteration 15Q (32387.550000 sec): 3 clusters Score: Raw -262017.519288 + Penalty 3649.347876 = -258368.171412 nChanged 16 SP:Iteration 16Q (32387.560000 sec): 3 clusters Score: Raw -262044.774758 + Penalty 3649.347876 = -258395.426883 nChanged 22 SP:Iteration 17Q (32387.570000 sec): 3 clusters Score: Raw -262072.012121 + Penalty 3649.347876 = -258422.664246 nChanged 16 SP:Iteration 18Q (32387.570000 sec): 3 clusters Score: Raw -262097.083611 + Penalty 3649.347876 = -258447.735736 nChanged 14 SP:Iteration 19Q (32387.570000 sec): 3 clusters Score: Raw -262132.386339 + Penalty 3649.347876 = -258483.038463 nChanged 20 SP:Iteration 20F (32387.580000 sec): 3 clusters Score: Raw -262176.768459 + Penalty 3649.347876 = -258527.420584 nChanged 15 SP:Iteration 21Q (32387.590000 sec): 3 clusters Score: Raw -262210.656382 + Penalty 3649.347876 = -258561.308506 nChanged 16 SP:Iteration 22Q (32387.590000 sec): 3 clusters Score: Raw -262232.647317 + Penalty 3649.347876 = -258583.299441 nChanged 11 SP:Iteration 23Q (32387.600000 sec): 3 clusters Score: Raw -262247.235808 + Penalty 3649.347876 = -258597.887932 nChanged 6 SP:Iteration 24Q (32387.600000 sec): 3 clusters Score: Raw -262256.178309 + Penalty 3649.347876 = -258606.830433 nChanged 4 SP:Iteration 25Q (32387.610000 sec): 3 clusters Score: Raw -262262.243700 + Penalty 3649.347876 = -258612.895825 nChanged 6 SP:Iteration 26Q (32387.610000 sec): 3 clusters Score: Raw -262270.012094 + Penalty 3649.347876 = -258620.664218 nChanged 5 SP:Iteration 27Q (32387.620000 sec): 3 clusters Score: Raw -262275.407211 + Penalty 3649.347876 = -258626.059335 nChanged 4 SP:Iteration 28Q (32387.620000 sec): 3 clusters Score: Raw -262280.746884 + Penalty 3649.347876 = -258631.399008 nChanged 5 SP:Iteration 29Q (32387.630000 sec): 3 clusters Score: Raw -262286.395643 + Penalty 3649.347876 = -258637.047767 nChanged 5 SP:Iteration 30Q (32387.630000 sec): 3 clusters Score: Raw -262291.844212 + Penalty 3649.347876 = -258642.496337 nChanged 5 SP:Iteration 31Q (32387.640000 sec): 3 clusters Score: Raw -262298.881858 + Penalty 3649.347876 = -258649.533982 nChanged 5 SP:Iteration 32Q (32387.640000 sec): 3 clusters Score: Raw -262303.857919 + Penalty 3649.347876 = -258654.510044 nChanged 3 SP:Iteration 33Q (32387.650000 sec): 3 clusters Score: Raw -262306.062194 + Penalty 3649.347876 = -258656.714318 nChanged 2 SP:Iteration 34Q (32387.650000 sec): 3 clusters Score: Raw -262307.792678 + Penalty 3649.347876 = -258658.444803 nChanged 3 SP:Iteration 35Q (32387.660000 sec): 3 clusters Score: Raw -262310.345351 + Penalty 3649.347876 = -258660.997475 nChanged 2 SP:Iteration 36Q (32387.660000 sec): 3 clusters Score: Raw -262312.580660 + Penalty 3649.347876 = -258663.232784 nChanged 0 SP:Iteration 37F (32387.670000 sec): 3 clusters Score: Raw -262312.580660 + Penalty 3649.347876 = -258663.232784 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32388.090000 sec): 2 clusters Score: Raw -21128169.397131 + Penalty 2898.620875 = -21125270.776255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32388.590000 sec): 3 clusters Score: Raw -21051363.821598 + Penalty 5797.241751 = -21045566.579847 nChanged 56635 SP:Iteration 1F (32389.070000 sec): 3 clusters Score: Raw -21083605.226543 + Penalty 5797.241751 = -21077807.984792 nChanged 3314 SP:Iteration 2Q (32389.570000 sec): 3 clusters Score: Raw -21084273.668186 + Penalty 5797.241751 = -21078476.426435 nChanged 3666 SP:Iteration 3Q (32390.070000 sec): 3 clusters Score: Raw -21085159.807892 + Penalty 5797.241751 = -21079362.566141 nChanged 4335 SP:Iteration 4Q (32390.570000 sec): 3 clusters Score: Raw -21086543.839034 + Penalty 5797.241751 = -21080746.597283 nChanged 5551 SP:Iteration 5Q (32391.060000 sec): 3 clusters Score: Raw -21088932.848907 + Penalty 5797.241751 = -21083135.607156 nChanged 7147 SP:Iteration 6F (32391.550000 sec): 3 clusters Score: Raw -21092907.242417 + Penalty 5797.241751 = -21087110.000666 nChanged 8503 SP:Iteration 7F (32392.040000 sec): 3 clusters Score: Raw -21098662.252477 + Penalty 5797.241751 = -21092865.010726 nChanged 9226 SP:Iteration 8F (32392.530000 sec): 3 clusters Score: Raw -21105916.498513 + Penalty 5797.241751 = -21100119.256762 nChanged 8865 SP:Iteration 9F (32393.010000 sec): 3 clusters Score: Raw -21113751.005585 + Penalty 5797.241751 = -21107953.763834 nChanged 7268 SP:Iteration 10F (32393.500000 sec): 3 clusters Score: Raw -21120695.769874 + Penalty 5797.241751 = -21114898.528123 nChanged 4744 SP:Iteration 11Q (32393.980000 sec): 3 clusters Score: Raw -21125283.083653 + Penalty 5797.241751 = -21119485.841902 nChanged 2263 SP:Iteration 12Q (32394.430000 sec): 3 clusters Score: Raw -21127381.144235 + Penalty 5797.241751 = -21121583.902484 nChanged 769 SP:Iteration 13Q (32394.830000 sec): 3 clusters Score: Raw -21128050.064976 + Penalty 5797.241751 = -21122252.823225 nChanged 245 SP:Iteration 14Q (32395.200000 sec): 3 clusters Score: Raw -21128271.177470 + Penalty 5797.241751 = -21122473.935719 nChanged 89 SP:Iteration 15Q (32395.550000 sec): 3 clusters Score: Raw -21128374.317781 + Penalty 5797.241751 = -21122577.076030 nChanged 51 SP:Iteration 16Q (32395.900000 sec): 3 clusters Score: Raw -21128442.201455 + Penalty 5797.241751 = -21122644.959704 nChanged 40 SP:Iteration 17Q (32396.250000 sec): 3 clusters Score: Raw -21128492.091778 + Penalty 5797.241751 = -21122694.850027 nChanged 25 SP:Iteration 18Q (32396.590000 sec): 3 clusters Score: Raw -21128524.820574 + Penalty 5797.241751 = -21122727.578823 nChanged 19 SP:Iteration 19Q (32396.930000 sec): 3 clusters Score: Raw -21128544.561210 + Penalty 5797.241751 = -21122747.319459 nChanged 12 SP:Iteration 20F (32397.410000 sec): 3 clusters Score: Raw -21128558.578840 + Penalty 5797.241751 = -21122761.337089 nChanged 4 SP:Iteration 21Q (32397.760000 sec): 3 clusters Score: Raw -21128562.505983 + Penalty 5797.241751 = -21122765.264232 nChanged 2 SP:Iteration 22Q (32398.100000 sec): 3 clusters Score: Raw -21128563.492492 + Penalty 5797.241751 = -21122766.250741 nChanged 0 SP:Iteration 23F (32398.580000 sec): 3 clusters Score: Raw -21128563.492492 + Penalty 5797.241751 = -21122766.250741 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32398.630000 sec): 2 clusters Score: Raw -397803.612925 + Penalty 1939.469000 = -395864.143926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32398.640000 sec): 3 clusters Score: Raw -396815.286537 + Penalty 3878.938000 = -392936.348537 nChanged 832 SP:Iteration 1F (32398.650000 sec): 3 clusters Score: Raw -397422.076231 + Penalty 3878.938000 = -393543.138232 nChanged 198 SP:Iteration 2F (32398.660000 sec): 3 clusters Score: Raw -397590.184340 + Penalty 3878.938000 = -393711.246341 nChanged 119 SP:Iteration 3Q (32398.670000 sec): 3 clusters Score: Raw -397707.754389 + Penalty 3878.938000 = -393828.816389 nChanged 90 SP:Iteration 4Q (32398.670000 sec): 3 clusters Score: Raw -397820.349251 + Penalty 3878.938000 = -393941.411251 nChanged 92 SP:Iteration 5Q (32398.690000 sec): 3 clusters Score: Raw -397923.711557 + Penalty 3878.938000 = -394044.773557 nChanged 91 SP:Iteration 6Q (32398.690000 sec): 3 clusters Score: Raw -398005.752725 + Penalty 3878.938000 = -394126.814725 nChanged 65 SP:Iteration 7Q (32398.710000 sec): 3 clusters Score: Raw -398067.911165 + Penalty 3878.938000 = -394188.973166 nChanged 63 SP:Iteration 8Q (32398.710000 sec): 3 clusters Score: Raw -398125.824291 + Penalty 3878.938000 = -394246.886291 nChanged 53 SP:Iteration 9Q (32398.720000 sec): 3 clusters Score: Raw -398171.016880 + Penalty 3878.938000 = -394292.078880 nChanged 45 SP:Iteration 10Q (32398.730000 sec): 3 clusters Score: Raw -398203.209204 + Penalty 3878.938000 = -394324.271204 nChanged 44 SP:Iteration 11Q (32398.740000 sec): 3 clusters Score: Raw -398240.769001 + Penalty 3878.938000 = -394361.831002 nChanged 46 SP:Iteration 12Q (32398.750000 sec): 3 clusters Score: Raw -398278.159846 + Penalty 3878.938000 = -394399.221847 nChanged 40 SP:Iteration 13Q (32398.760000 sec): 3 clusters Score: Raw -398314.397966 + Penalty 3878.938000 = -394435.459966 nChanged 39 SP:Iteration 14Q (32398.770000 sec): 3 clusters Score: Raw -398348.596745 + Penalty 3878.938000 = -394469.658745 nChanged 36 SP:Iteration 15Q (32398.780000 sec): 3 clusters Score: Raw -398380.837681 + Penalty 3878.938000 = -394501.899681 nChanged 46 SP:Iteration 16Q (32398.790000 sec): 3 clusters Score: Raw -398427.875530 + Penalty 3878.938000 = -394548.937531 nChanged 48 SP:Iteration 17Q (32398.800000 sec): 3 clusters Score: Raw -398470.789280 + Penalty 3878.938000 = -394591.851281 nChanged 35 SP:Iteration 18Q (32398.810000 sec): 3 clusters Score: Raw -398500.043707 + Penalty 3878.938000 = -394621.105707 nChanged 39 SP:Iteration 19Q (32398.810000 sec): 3 clusters Score: Raw -398534.607339 + Penalty 3878.938000 = -394655.669340 nChanged 32 SP:Iteration 20F (32398.830000 sec): 3 clusters Score: Raw -398564.929972 + Penalty 3878.938000 = -394685.991972 nChanged 34 SP:Iteration 21Q (32398.830000 sec): 3 clusters Score: Raw -398590.687023 + Penalty 3878.938000 = -394711.749023 nChanged 19 SP:Iteration 22Q (32398.840000 sec): 3 clusters Score: Raw -398603.754320 + Penalty 3878.938000 = -394724.816320 nChanged 15 SP:Iteration 23Q (32398.850000 sec): 3 clusters Score: Raw -398613.469420 + Penalty 3878.938000 = -394734.531420 nChanged 10 SP:Iteration 24Q (32398.860000 sec): 3 clusters Score: Raw -398621.125626 + Penalty 3878.938000 = -394742.187626 nChanged 13 SP:Iteration 25Q (32398.870000 sec): 3 clusters Score: Raw -398630.340898 + Penalty 3878.938000 = -394751.402898 nChanged 13 SP:Iteration 26Q (32398.880000 sec): 3 clusters Score: Raw -398637.607355 + Penalty 3878.938000 = -394758.669356 nChanged 5 SP:Iteration 27Q (32398.890000 sec): 3 clusters Score: Raw -398639.901684 + Penalty 3878.938000 = -394760.963684 nChanged 8 SP:Iteration 28Q (32398.900000 sec): 3 clusters Score: Raw -398642.346485 + Penalty 3878.938000 = -394763.408485 nChanged 1 SP:Iteration 29Q (32398.910000 sec): 3 clusters Score: Raw -398642.764185 + Penalty 3878.938000 = -394763.826185 nChanged 0 SP:Iteration 30F (32398.920000 sec): 3 clusters Score: Raw -398642.764185 + Penalty 3878.938000 = -394763.826185 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32398.930000 sec): 2 clusters Score: Raw -10678.825835 + Penalty 1101.777512 = -9577.048323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32398.930000 sec): 3 clusters Score: Raw -11075.752352 + Penalty 2203.555023 = -8872.197329 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32398.930000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32398.940000 sec): 3 clusters Score: Raw -89066.373106 + Penalty 3156.916375 = -85909.456731 nChanged 107 SP:Iteration 1F (32398.940000 sec): 3 clusters Score: Raw -89304.295719 + Penalty 3156.916375 = -86147.379343 nChanged 34 SP:Iteration 2F (32398.940000 sec): 3 clusters Score: Raw -89431.906806 + Penalty 3156.916375 = -86274.990431 nChanged 28 SP:Iteration 3Q (32398.940000 sec): 3 clusters Score: Raw -89681.945883 + Penalty 3156.916375 = -86525.029507 nChanged 42 SP:Iteration 4F (32398.950000 sec): 3 clusters Score: Raw -89912.301042 + Penalty 3156.916375 = -86755.384667 nChanged 24 SP:Iteration 5Q (32398.950000 sec): 3 clusters Score: Raw -89979.687708 + Penalty 3156.916375 = -86822.771333 nChanged 11 SP:Iteration 6Q (32398.950000 sec): 3 clusters Score: Raw -90008.966473 + Penalty 3156.916375 = -86852.050098 nChanged 11 SP:Iteration 7Q (32398.950000 sec): 3 clusters Score: Raw -90044.852513 + Penalty 3156.916375 = -86887.936138 nChanged 8 SP:Iteration 8Q (32398.950000 sec): 3 clusters Score: Raw -90066.487217 + Penalty 3156.916375 = -86909.570841 nChanged 6 SP:Iteration 9Q (32398.950000 sec): 3 clusters Score: Raw -90082.577218 + Penalty 3156.916375 = -86925.660842 nChanged 5 SP:Iteration 10Q (32398.960000 sec): 3 clusters Score: Raw -90096.049514 + Penalty 3156.916375 = -86939.133139 nChanged 7 SP:Iteration 11Q (32398.960000 sec): 3 clusters Score: Raw -90114.228535 + Penalty 3156.916375 = -86957.312160 nChanged 5 SP:Iteration 12Q (32398.960000 sec): 3 clusters Score: Raw -90140.152385 + Penalty 3156.916375 = -86983.236010 nChanged 7 SP:Iteration 13Q (32398.960000 sec): 3 clusters Score: Raw -90170.878184 + Penalty 3156.916375 = -87013.961809 nChanged 4 SP:Iteration 14Q (32398.970000 sec): 3 clusters Score: Raw -90188.947776 + Penalty 3156.916375 = -87032.031400 nChanged 3 SP:Iteration 15Q (32398.970000 sec): 3 clusters Score: Raw -90198.494099 + Penalty 3156.916375 = -87041.577723 nChanged 0 SP:Iteration 16F (32398.970000 sec): 3 clusters Score: Raw -90198.494099 + Penalty 3156.916375 = -87041.577723 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1335514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32403.570000 sec): 2 clusters Score: Raw -233650746.258699 + Penalty 3497.997045 = -233647248.261654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32409.080000 sec): 3 clusters Score: Raw -232744556.162222 + Penalty 6995.994090 = -232737560.168132 nChanged 658301 SP:Iteration 1F (32414.570000 sec): 3 clusters Score: Raw -233155089.538488 + Penalty 6995.994090 = -233148093.544398 nChanged 46601 SP:Iteration 2Q (32420.120000 sec): 3 clusters Score: Raw -233170394.472780 + Penalty 6995.994090 = -233163398.478690 nChanged 63743 SP:Iteration 3Q (32425.710000 sec): 3 clusters Score: Raw -233199604.614798 + Penalty 6995.994090 = -233192608.620708 nChanged 84969 SP:Iteration 4F (32431.160000 sec): 3 clusters Score: Raw -233251342.477247 + Penalty 6995.994090 = -233244346.483157 nChanged 104853 SP:Iteration 5F (32436.630000 sec): 3 clusters Score: Raw -233331556.813811 + Penalty 6995.994090 = -233324560.819721 nChanged 113173 SP:Iteration 6F (32442.100000 sec): 3 clusters Score: Raw -233432363.785076 + Penalty 6995.994090 = -233425367.790985 nChanged 101325 SP:Iteration 7F (32447.510000 sec): 3 clusters Score: Raw -233529492.236332 + Penalty 6995.994090 = -233522496.242242 nChanged 71366 SP:Iteration 8F (32452.930000 sec): 3 clusters Score: Raw -233598347.400821 + Penalty 6995.994090 = -233591351.406731 nChanged 37531 SP:Iteration 9Q (32457.970000 sec): 3 clusters Score: Raw -233633527.142565 + Penalty 6995.994090 = -233626531.148475 nChanged 14294 SP:Iteration 10Q (32462.460000 sec): 3 clusters Score: Raw -233646216.723687 + Penalty 6995.994090 = -233639220.729597 nChanged 4109 SP:Iteration 11Q (32466.490000 sec): 3 clusters Score: Raw -233649641.460976 + Penalty 6995.994090 = -233642645.466886 nChanged 1049 SP:Iteration 12Q (32470.310000 sec): 3 clusters Score: Raw -233650544.775867 + Penalty 6995.994090 = -233643548.781777 nChanged 310 SP:Iteration 13Q (32474.060000 sec): 3 clusters Score: Raw -233650844.502783 + Penalty 6995.994090 = -233643848.508693 nChanged 119 SP:Iteration 14Q (32477.780000 sec): 3 clusters Score: Raw -233650965.103209 + Penalty 6995.994090 = -233643969.109119 nChanged 67 SP:Iteration 15Q (32481.490000 sec): 3 clusters Score: Raw -233651029.490432 + Penalty 6995.994090 = -233644033.496342 nChanged 50 SP:Iteration 16Q (32485.200000 sec): 3 clusters Score: Raw -233651069.701904 + Penalty 6995.994090 = -233644073.707814 nChanged 41 SP:Iteration 17Q (32488.900000 sec): 3 clusters Score: Raw -233651102.919270 + Penalty 6995.994090 = -233644106.925180 nChanged 40 SP:Iteration 18Q (32492.600000 sec): 3 clusters Score: Raw -233651139.304436 + Penalty 6995.994090 = -233644143.310346 nChanged 25 SP:Iteration 19Q (32496.300000 sec): 3 clusters Score: Raw -233651158.047375 + Penalty 6995.994090 = -233644162.053285 nChanged 15 SP:Iteration 20F (32501.640000 sec): 3 clusters Score: Raw -233651170.494637 + Penalty 6995.994090 = -233644174.500547 nChanged 16 SP:Iteration 21Q (32505.340000 sec): 3 clusters Score: Raw -233651180.102301 + Penalty 6995.994090 = -233644184.108211 nChanged 9 SP:Iteration 22Q (32509.040000 sec): 3 clusters Score: Raw -233651187.946261 + Penalty 6995.994090 = -233644191.952171 nChanged 13 SP:Iteration 23Q (32512.730000 sec): 3 clusters Score: Raw -233651197.425420 + Penalty 6995.994090 = -233644201.431330 nChanged 12 SP:Iteration 24Q (32516.430000 sec): 3 clusters Score: Raw -233651204.265310 + Penalty 6995.994090 = -233644208.271220 nChanged 6 SP:Iteration 25Q (32520.140000 sec): 3 clusters Score: Raw -233651208.785144 + Penalty 6995.994090 = -233644212.791054 nChanged 3 SP:Iteration 26Q (32523.840000 sec): 3 clusters Score: Raw -233651210.971871 + Penalty 6995.994090 = -233644214.977781 nChanged 1 SP:Iteration 27Q (32527.530000 sec): 3 clusters Score: Raw -233651211.236763 + Penalty 6995.994090 = -233644215.242673 nChanged 1 SP:Iteration 28Q (32531.230000 sec): 3 clusters Score: Raw -233651211.919621 + Penalty 6995.994090 = -233644215.925531 nChanged 1 SP:Iteration 29Q (32534.930000 sec): 3 clusters Score: Raw -233651212.215131 + Penalty 6995.994090 = -233644216.221041 nChanged 0 SP:Iteration 30F (32540.310000 sec): 3 clusters Score: Raw -233651212.215131 + Penalty 6995.994090 = -233644216.221041 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32540.770000 sec): 2 clusters Score: Raw -1565365.579941 + Penalty 2265.285315 = -1563100.294625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32540.810000 sec): 3 clusters Score: Raw -1560356.507898 + Penalty 4530.570631 = -1555825.937267 nChanged 3865 SP:Iteration 1F (32540.850000 sec): 3 clusters Score: Raw -1562521.120398 + Penalty 4530.570631 = -1557990.549767 nChanged 640 SP:Iteration 2F (32540.890000 sec): 3 clusters Score: Raw -1562852.332622 + Penalty 4530.570631 = -1558321.761991 nChanged 472 SP:Iteration 3F (32540.920000 sec): 3 clusters Score: Raw -1563088.988712 + Penalty 4530.570631 = -1558558.418081 nChanged 387 SP:Iteration 4Q (32540.960000 sec): 3 clusters Score: Raw -1563268.093608 + Penalty 4530.570631 = -1558737.522977 nChanged 313 SP:Iteration 5Q (32540.990000 sec): 3 clusters Score: Raw -1563417.466574 + Penalty 4530.570631 = -1558886.895944 nChanged 310 SP:Iteration 6Q (32541.030000 sec): 3 clusters Score: Raw -1563570.475060 + Penalty 4530.570631 = -1559039.904429 nChanged 299 SP:Iteration 7Q (32541.070000 sec): 3 clusters Score: Raw -1563711.110259 + Penalty 4530.570631 = -1559180.539628 nChanged 279 SP:Iteration 8Q (32541.100000 sec): 3 clusters Score: Raw -1563846.829588 + Penalty 4530.570631 = -1559316.258957 nChanged 269 SP:Iteration 9Q (32541.140000 sec): 3 clusters Score: Raw -1563979.821594 + Penalty 4530.570631 = -1559449.250963 nChanged 278 SP:Iteration 10Q (32541.170000 sec): 3 clusters Score: Raw -1564136.956473 + Penalty 4530.570631 = -1559606.385842 nChanged 287 SP:Iteration 11Q (32541.210000 sec): 3 clusters Score: Raw -1564315.042013 + Penalty 4530.570631 = -1559784.471382 nChanged 323 SP:Iteration 12Q (32541.250000 sec): 3 clusters Score: Raw -1564523.311478 + Penalty 4530.570631 = -1559992.740847 nChanged 318 SP:Iteration 13Q (32541.280000 sec): 3 clusters Score: Raw -1564713.579356 + Penalty 4530.570631 = -1560183.008725 nChanged 276 SP:Iteration 14Q (32541.320000 sec): 3 clusters Score: Raw -1564891.348348 + Penalty 4530.570631 = -1560360.777718 nChanged 285 SP:Iteration 15Q (32541.350000 sec): 3 clusters Score: Raw -1565063.665657 + Penalty 4530.570631 = -1560533.095026 nChanged 272 SP:Iteration 16Q (32541.390000 sec): 3 clusters Score: Raw -1565209.013892 + Penalty 4530.570631 = -1560678.443261 nChanged 228 SP:Iteration 17Q (32541.420000 sec): 3 clusters Score: Raw -1565326.223227 + Penalty 4530.570631 = -1560795.652596 nChanged 195 SP:Iteration 18Q (32541.450000 sec): 3 clusters Score: Raw -1565415.331460 + Penalty 4530.570631 = -1560884.760829 nChanged 150 SP:Iteration 19Q (32541.490000 sec): 3 clusters Score: Raw -1565479.272316 + Penalty 4530.570631 = -1560948.701685 nChanged 135 SP:Iteration 20F (32541.530000 sec): 3 clusters Score: Raw -1565535.853044 + Penalty 4530.570631 = -1561005.282413 nChanged 116 SP:Iteration 21Q (32541.560000 sec): 3 clusters Score: Raw -1565584.250383 + Penalty 4530.570631 = -1561053.679753 nChanged 90 SP:Iteration 22Q (32541.590000 sec): 3 clusters Score: Raw -1565615.156392 + Penalty 4530.570631 = -1561084.585761 nChanged 75 SP:Iteration 23Q (32541.620000 sec): 3 clusters Score: Raw -1565642.245485 + Penalty 4530.570631 = -1561111.674854 nChanged 73 SP:Iteration 24Q (32541.660000 sec): 3 clusters Score: Raw -1565673.163654 + Penalty 4530.570631 = -1561142.593023 nChanged 69 SP:Iteration 25Q (32541.690000 sec): 3 clusters Score: Raw -1565702.352588 + Penalty 4530.570631 = -1561171.781957 nChanged 66 SP:Iteration 26Q (32541.720000 sec): 3 clusters Score: Raw -1565726.944918 + Penalty 4530.570631 = -1561196.374288 nChanged 56 SP:Iteration 27Q (32541.750000 sec): 3 clusters Score: Raw -1565749.051138 + Penalty 4530.570631 = -1561218.480507 nChanged 50 SP:Iteration 28Q (32541.790000 sec): 3 clusters Score: Raw -1565766.738376 + Penalty 4530.570631 = -1561236.167745 nChanged 46 SP:Iteration 29Q (32541.820000 sec): 3 clusters Score: Raw -1565783.566349 + Penalty 4530.570631 = -1561252.995718 nChanged 49 SP:Iteration 30Q (32541.850000 sec): 3 clusters Score: Raw -1565802.694907 + Penalty 4530.570631 = -1561272.124276 nChanged 52 SP:Iteration 31Q (32541.880000 sec): 3 clusters Score: Raw -1565821.079193 + Penalty 4530.570631 = -1561290.508562 nChanged 41 SP:Iteration 32Q (32541.910000 sec): 3 clusters Score: Raw -1565834.943411 + Penalty 4530.570631 = -1561304.372780 nChanged 37 SP:Iteration 33Q (32541.940000 sec): 3 clusters Score: Raw -1565849.231547 + Penalty 4530.570631 = -1561318.660917 nChanged 27 SP:Iteration 34Q (32541.970000 sec): 3 clusters Score: Raw -1565857.709872 + Penalty 4530.570631 = -1561327.139241 nChanged 20 SP:Iteration 35Q (32542.010000 sec): 3 clusters Score: Raw -1565864.065406 + Penalty 4530.570631 = -1561333.494775 nChanged 14 SP:Iteration 36Q (32542.030000 sec): 3 clusters Score: Raw -1565867.582428 + Penalty 4530.570631 = -1561337.011797 nChanged 8 SP:Iteration 37Q (32542.070000 sec): 3 clusters Score: Raw -1565869.170696 + Penalty 4530.570631 = -1561338.600066 nChanged 4 SP:Iteration 38Q (32542.100000 sec): 3 clusters Score: Raw -1565870.256362 + Penalty 4530.570631 = -1561339.685731 nChanged 4 SP:Iteration 39Q (32542.130000 sec): 3 clusters Score: Raw -1565871.535945 + Penalty 4530.570631 = -1561340.965315 nChanged 5 SP:Iteration 40F (32542.170000 sec): 3 clusters Score: Raw -1565872.974556 + Penalty 4530.570631 = -1561342.403925 nChanged 7 SP:Iteration 41Q (32542.190000 sec): 3 clusters Score: Raw -1565874.701186 + Penalty 4530.570631 = -1561344.130555 nChanged 7 SP:Iteration 42Q (32542.230000 sec): 3 clusters Score: Raw -1565876.574495 + Penalty 4530.570631 = -1561346.003864 nChanged 5 SP:Iteration 43Q (32542.260000 sec): 3 clusters Score: Raw -1565878.217275 + Penalty 4530.570631 = -1561347.646644 nChanged 8 SP:Iteration 44Q (32542.290000 sec): 3 clusters Score: Raw -1565882.872283 + Penalty 4530.570631 = -1561352.301652 nChanged 16 SP:Iteration 45Q (32542.320000 sec): 3 clusters Score: Raw -1565890.017605 + Penalty 4530.570631 = -1561359.446974 nChanged 15 SP:Iteration 46Q (32542.350000 sec): 3 clusters Score: Raw -1565895.805188 + Penalty 4530.570631 = -1561365.234557 nChanged 16 SP:Iteration 47Q (32542.380000 sec): 3 clusters Score: Raw -1565901.200311 + Penalty 4530.570631 = -1561370.629680 nChanged 16 SP:Iteration 48Q (32542.410000 sec): 3 clusters Score: Raw -1565905.248356 + Penalty 4530.570631 = -1561374.677725 nChanged 15 SP:Iteration 49Q (32542.440000 sec): 3 clusters Score: Raw -1565910.359085 + Penalty 4530.570631 = -1561379.788454 nChanged 15 SP:Iteration 50Q (32542.470000 sec): 3 clusters Score: Raw -1565917.481633 + Penalty 4530.570631 = -1561386.911003 nChanged 14 SP:Iteration 51Q (32542.510000 sec): 3 clusters Score: Raw -1565921.262915 + Penalty 4530.570631 = -1561390.692284 nChanged 10 SP:Iteration 52Q (32542.530000 sec): 3 clusters Score: Raw -1565924.100825 + Penalty 4530.570631 = -1561393.530194 nChanged 7 SP:Iteration 53Q (32542.570000 sec): 3 clusters Score: Raw -1565926.605769 + Penalty 4530.570631 = -1561396.035138 nChanged 6 SP:Iteration 54Q (32542.590000 sec): 3 clusters Score: Raw -1565928.159794 + Penalty 4530.570631 = -1561397.589163 nChanged 3 SP:Iteration 55Q (32542.630000 sec): 3 clusters Score: Raw -1565929.318239 + Penalty 4530.570631 = -1561398.747608 nChanged 3 SP:Iteration 56Q (32542.660000 sec): 3 clusters Score: Raw -1565930.418968 + Penalty 4530.570631 = -1561399.848337 nChanged 5 SP:Iteration 57Q (32542.690000 sec): 3 clusters Score: Raw -1565932.754691 + Penalty 4530.570631 = -1561402.184060 nChanged 7 SP:Iteration 58Q (32542.720000 sec): 3 clusters Score: Raw -1565935.035071 + Penalty 4530.570631 = -1561404.464440 nChanged 7 SP:Iteration 59Q (32542.750000 sec): 3 clusters Score: Raw -1565937.696871 + Penalty 4530.570631 = -1561407.126240 nChanged 3 SP:Iteration 60F (32542.790000 sec): 3 clusters Score: Raw -1565938.117548 + Penalty 4530.570631 = -1561407.546917 nChanged 1 SP:Iteration 61Q (32542.810000 sec): 3 clusters Score: Raw -1565938.512706 + Penalty 4530.570631 = -1561407.942075 nChanged 1 SP:Iteration 62Q (32542.850000 sec): 3 clusters Score: Raw -1565938.674305 + Penalty 4530.570631 = -1561408.103674 nChanged 0 SP:Iteration 63F (32542.890000 sec): 3 clusters Score: Raw -1565938.674305 + Penalty 4530.570631 = -1561408.103674 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32542.900000 sec): 2 clusters Score: Raw -319918.715931 + Penalty 1882.656548 = -318036.059384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32542.910000 sec): 3 clusters Score: Raw -319186.387019 + Penalty 3765.313095 = -315421.073924 nChanged 669 SP:Iteration 1F (32542.920000 sec): 3 clusters Score: Raw -319801.031678 + Penalty 3765.313095 = -316035.718583 nChanged 178 SP:Iteration 2F (32542.930000 sec): 3 clusters Score: Raw -320092.713135 + Penalty 3765.313095 = -316327.400040 nChanged 139 SP:Iteration 3F (32542.940000 sec): 3 clusters Score: Raw -320319.516408 + Penalty 3765.313095 = -316554.203313 nChanged 109 SP:Iteration 4F (32542.940000 sec): 3 clusters Score: Raw -320466.207502 + Penalty 3765.313095 = -316700.894407 nChanged 101 SP:Iteration 5F (32542.950000 sec): 3 clusters Score: Raw -320649.413896 + Penalty 3765.313095 = -316884.100801 nChanged 107 SP:Iteration 6F (32542.960000 sec): 3 clusters Score: Raw -320975.831468 + Penalty 3765.313095 = -317210.518373 nChanged 119 SP:Iteration 7F (32542.970000 sec): 3 clusters Score: Raw -321223.541960 + Penalty 3765.313095 = -317458.228864 nChanged 95 SP:Iteration 8Q (32542.980000 sec): 3 clusters Score: Raw -321356.630928 + Penalty 3765.313095 = -317591.317832 nChanged 52 SP:Iteration 9Q (32542.980000 sec): 3 clusters Score: Raw -321422.681082 + Penalty 3765.313095 = -317657.367987 nChanged 32 SP:Iteration 10Q (32542.990000 sec): 3 clusters Score: Raw -321451.857911 + Penalty 3765.313095 = -317686.544816 nChanged 10 SP:Iteration 11Q (32543.000000 sec): 3 clusters Score: Raw -321462.529145 + Penalty 3765.313095 = -317697.216050 nChanged 13 SP:Iteration 12Q (32543.010000 sec): 3 clusters Score: Raw -321477.858248 + Penalty 3765.313095 = -317712.545153 nChanged 14 SP:Iteration 13Q (32543.010000 sec): 3 clusters Score: Raw -321495.491089 + Penalty 3765.313095 = -317730.177994 nChanged 9 SP:Iteration 14Q (32543.020000 sec): 3 clusters Score: Raw -321504.446711 + Penalty 3765.313095 = -317739.133616 nChanged 9 SP:Iteration 15Q (32543.030000 sec): 3 clusters Score: Raw -321512.054081 + Penalty 3765.313095 = -317746.740986 nChanged 8 SP:Iteration 16Q (32543.030000 sec): 3 clusters Score: Raw -321516.858738 + Penalty 3765.313095 = -317751.545643 nChanged 3 SP:Iteration 17Q (32543.040000 sec): 3 clusters Score: Raw -321521.949768 + Penalty 3765.313095 = -317756.636673 nChanged 3 SP:Iteration 18Q (32543.050000 sec): 3 clusters Score: Raw -321525.478270 + Penalty 3765.313095 = -317760.165175 nChanged 1 SP:Iteration 19Q (32543.050000 sec): 3 clusters Score: Raw -321526.351277 + Penalty 3765.313095 = -317761.038181 nChanged 0 SP:Iteration 20F (32543.060000 sec): 3 clusters Score: Raw -321526.351277 + Penalty 3765.313095 = -317761.038181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32543.070000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32543.070000 sec): 3 clusters Score: Raw -60758.857091 + Penalty 3042.165429 = -57716.691662 nChanged 96 SP:Iteration 1F (32543.070000 sec): 3 clusters Score: Raw -61019.656193 + Penalty 3042.165429 = -57977.490763 nChanged 32 SP:Iteration 2F (32543.080000 sec): 3 clusters Score: Raw -61121.124693 + Penalty 3042.165429 = -58078.959263 nChanged 25 SP:Iteration 3F (32543.080000 sec): 3 clusters Score: Raw -61223.959679 + Penalty 3042.165429 = -58181.794249 nChanged 19 SP:Iteration 4Q (32543.080000 sec): 3 clusters Score: Raw -61289.898925 + Penalty 3042.165429 = -58247.733496 nChanged 15 SP:Iteration 5Q (32543.080000 sec): 3 clusters Score: Raw -61345.728040 + Penalty 3042.165429 = -58303.562610 nChanged 8 SP:Iteration 6Q (32543.080000 sec): 3 clusters Score: Raw -61379.321340 + Penalty 3042.165429 = -58337.155911 nChanged 6 SP:Iteration 7Q (32543.090000 sec): 3 clusters Score: Raw -61395.561535 + Penalty 3042.165429 = -58353.396106 nChanged 2 SP:Iteration 8Q (32543.090000 sec): 3 clusters Score: Raw -61401.449655 + Penalty 3042.165429 = -58359.284226 nChanged 0 SP:Iteration 9F (32543.090000 sec): 3 clusters Score: Raw -61401.449655 + Penalty 3042.165429 = -58359.284226 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32543.100000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32543.100000 sec): 3 clusters Score: Raw -31183.138048 + Penalty 2672.979578 = -28510.158470 nChanged 12 SP:Iteration 1F (32543.100000 sec): 3 clusters Score: Raw -31234.961903 + Penalty 2672.979578 = -28561.982325 nChanged 6 SP:Iteration 2Q (32543.100000 sec): 3 clusters Score: Raw -31271.207841 + Penalty 2672.979578 = -28598.228263 nChanged 2 SP:Iteration 3Q (32543.100000 sec): 3 clusters Score: Raw -31283.369545 + Penalty 2672.979578 = -28610.389967 nChanged 2 SP:Iteration 4Q (32543.100000 sec): 3 clusters Score: Raw -31294.105281 + Penalty 2672.979578 = -28621.125703 nChanged 1 SP:Iteration 5Q (32543.100000 sec): 3 clusters Score: Raw -31300.991180 + Penalty 2672.979578 = -28628.011602 nChanged 2 SP:Iteration 6Q (32543.100000 sec): 3 clusters Score: Raw -31313.462352 + Penalty 2672.979578 = -28640.482774 nChanged 0 SP:Iteration 7F (32543.100000 sec): 3 clusters Score: Raw -31313.462352 + Penalty 2672.979578 = -28640.482774 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32543.110000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32543.110000 sec): 3 clusters Score: Raw -39900.269470 + Penalty 2773.129542 = -37127.139928 nChanged 30 SP:Iteration 1F (32543.110000 sec): 3 clusters Score: Raw -40024.898303 + Penalty 2773.129542 = -37251.768761 nChanged 10 SP:Iteration 2Q (32543.110000 sec): 3 clusters Score: Raw -40064.916861 + Penalty 2773.129542 = -37291.787319 nChanged 2 SP:Iteration 3Q (32543.110000 sec): 3 clusters Score: Raw -40072.484751 + Penalty 2773.129542 = -37299.355208 nChanged 4 SP:Iteration 4Q (32543.120000 sec): 3 clusters Score: Raw -40089.300283 + Penalty 2773.129542 = -37316.170741 nChanged 1 SP:Iteration 5Q (32543.120000 sec): 3 clusters Score: Raw -40094.359691 + Penalty 2773.129542 = -37321.230148 nChanged 0 SP:Iteration 6F (32543.120000 sec): 3 clusters Score: Raw -40094.359691 + Penalty 2773.129542 = -37321.230148 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32543.160000 sec): 2 clusters Score: Raw -1365099.886419 + Penalty 2243.801358 = -1362856.085061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32543.190000 sec): 3 clusters Score: Raw -1360686.215963 + Penalty 4487.602716 = -1356198.613247 nChanged 3471 SP:Iteration 1F (32543.220000 sec): 3 clusters Score: Raw -1362789.814683 + Penalty 4487.602716 = -1358302.211967 nChanged 754 SP:Iteration 2F (32543.260000 sec): 3 clusters Score: Raw -1363460.371610 + Penalty 4487.602716 = -1358972.768894 nChanged 716 SP:Iteration 3F (32543.290000 sec): 3 clusters Score: Raw -1364114.961603 + Penalty 4487.602716 = -1359627.358887 nChanged 659 SP:Iteration 4F (32543.320000 sec): 3 clusters Score: Raw -1364683.135247 + Penalty 4487.602716 = -1360195.532531 nChanged 551 SP:Iteration 5F (32543.350000 sec): 3 clusters Score: Raw -1365091.084688 + Penalty 4487.602716 = -1360603.481972 nChanged 442 SP:Iteration 6F (32543.390000 sec): 3 clusters Score: Raw -1365410.930054 + Penalty 4487.602716 = -1360923.327339 nChanged 370 SP:Iteration 7Q (32543.420000 sec): 3 clusters Score: Raw -1365660.558474 + Penalty 4487.602716 = -1361172.955758 nChanged 301 SP:Iteration 8Q (32543.450000 sec): 3 clusters Score: Raw -1365868.833981 + Penalty 4487.602716 = -1361381.231265 nChanged 240 SP:Iteration 9Q (32543.490000 sec): 3 clusters Score: Raw -1366028.326413 + Penalty 4487.602716 = -1361540.723697 nChanged 200 SP:Iteration 10Q (32543.520000 sec): 3 clusters Score: Raw -1366161.375542 + Penalty 4487.602716 = -1361673.772826 nChanged 170 SP:Iteration 11Q (32543.550000 sec): 3 clusters Score: Raw -1366269.406265 + Penalty 4487.602716 = -1361781.803550 nChanged 122 SP:Iteration 12Q (32543.590000 sec): 3 clusters Score: Raw -1366346.114193 + Penalty 4487.602716 = -1361858.511477 nChanged 101 SP:Iteration 13Q (32543.620000 sec): 3 clusters Score: Raw -1366409.471506 + Penalty 4487.602716 = -1361921.868790 nChanged 99 SP:Iteration 14Q (32543.650000 sec): 3 clusters Score: Raw -1366480.179329 + Penalty 4487.602716 = -1361992.576613 nChanged 93 SP:Iteration 15Q (32543.680000 sec): 3 clusters Score: Raw -1366533.795828 + Penalty 4487.602716 = -1362046.193112 nChanged 63 SP:Iteration 16Q (32543.710000 sec): 3 clusters Score: Raw -1366578.137970 + Penalty 4487.602716 = -1362090.535254 nChanged 57 SP:Iteration 17Q (32543.740000 sec): 3 clusters Score: Raw -1366608.853065 + Penalty 4487.602716 = -1362121.250349 nChanged 37 SP:Iteration 18Q (32543.770000 sec): 3 clusters Score: Raw -1366630.776619 + Penalty 4487.602716 = -1362143.173903 nChanged 34 SP:Iteration 19Q (32543.810000 sec): 3 clusters Score: Raw -1366648.897543 + Penalty 4487.602716 = -1362161.294828 nChanged 31 SP:Iteration 20F (32543.840000 sec): 3 clusters Score: Raw -1366664.230298 + Penalty 4487.602716 = -1362176.627582 nChanged 33 SP:Iteration 21Q (32543.870000 sec): 3 clusters Score: Raw -1366682.043880 + Penalty 4487.602716 = -1362194.441164 nChanged 24 SP:Iteration 22Q (32543.900000 sec): 3 clusters Score: Raw -1366691.809888 + Penalty 4487.602716 = -1362204.207173 nChanged 20 SP:Iteration 23Q (32543.930000 sec): 3 clusters Score: Raw -1366700.544883 + Penalty 4487.602716 = -1362212.942167 nChanged 16 SP:Iteration 24Q (32543.960000 sec): 3 clusters Score: Raw -1366707.630853 + Penalty 4487.602716 = -1362220.028137 nChanged 6 SP:Iteration 25Q (32543.990000 sec): 3 clusters Score: Raw -1366711.211615 + Penalty 4487.602716 = -1362223.608899 nChanged 7 SP:Iteration 26Q (32544.020000 sec): 3 clusters Score: Raw -1366713.509602 + Penalty 4487.602716 = -1362225.906886 nChanged 4 SP:Iteration 27Q (32544.050000 sec): 3 clusters Score: Raw -1366715.581611 + Penalty 4487.602716 = -1362227.978895 nChanged 4 SP:Iteration 28Q (32544.080000 sec): 3 clusters Score: Raw -1366717.315842 + Penalty 4487.602716 = -1362229.713126 nChanged 3 SP:Iteration 29Q (32544.110000 sec): 3 clusters Score: Raw -1366717.934961 + Penalty 4487.602716 = -1362230.332245 nChanged 0 SP:Iteration 30F (32544.140000 sec): 3 clusters Score: Raw -1366717.934961 + Penalty 4487.602716 = -1362230.332245 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32544.150000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32544.150000 sec): 3 clusters Score: Raw -122356.245844 + Penalty 3302.373479 = -119053.872365 nChanged 187 SP:Iteration 1F (32544.160000 sec): 3 clusters Score: Raw -122628.056994 + Penalty 3302.373479 = -119325.683515 nChanged 38 SP:Iteration 2Q (32544.160000 sec): 3 clusters Score: Raw -122698.826525 + Penalty 3302.373479 = -119396.453046 nChanged 23 SP:Iteration 3Q (32544.170000 sec): 3 clusters Score: Raw -122753.536907 + Penalty 3302.373479 = -119451.163428 nChanged 19 SP:Iteration 4Q (32544.170000 sec): 3 clusters Score: Raw -122792.185708 + Penalty 3302.373479 = -119489.812229 nChanged 9 SP:Iteration 5Q (32544.170000 sec): 3 clusters Score: Raw -122805.627048 + Penalty 3302.373479 = -119503.253570 nChanged 5 SP:Iteration 6Q (32544.170000 sec): 3 clusters Score: Raw -122813.687382 + Penalty 3302.373479 = -119511.313903 nChanged 5 SP:Iteration 7Q (32544.170000 sec): 3 clusters Score: Raw -122821.124459 + Penalty 3302.373479 = -119518.750980 nChanged 4 SP:Iteration 8Q (32544.180000 sec): 3 clusters Score: Raw -122829.004331 + Penalty 3302.373479 = -119526.630852 nChanged 5 SP:Iteration 9Q (32544.180000 sec): 3 clusters Score: Raw -122837.723168 + Penalty 3302.373479 = -119535.349689 nChanged 6 SP:Iteration 10Q (32544.190000 sec): 3 clusters Score: Raw -122851.472730 + Penalty 3302.373479 = -119549.099251 nChanged 11 SP:Iteration 11Q (32544.190000 sec): 3 clusters Score: Raw -122872.866490 + Penalty 3302.373479 = -119570.493011 nChanged 7 SP:Iteration 12Q (32544.190000 sec): 3 clusters Score: Raw -122889.338813 + Penalty 3302.373479 = -119586.965334 nChanged 10 SP:Iteration 13Q (32544.190000 sec): 3 clusters Score: Raw -122909.781465 + Penalty 3302.373479 = -119607.407987 nChanged 10 SP:Iteration 14Q (32544.200000 sec): 3 clusters Score: Raw -122935.132161 + Penalty 3302.373479 = -119632.758682 nChanged 9 SP:Iteration 15Q (32544.200000 sec): 3 clusters Score: Raw -122950.290701 + Penalty 3302.373479 = -119647.917222 nChanged 4 SP:Iteration 16Q (32544.200000 sec): 3 clusters Score: Raw -122960.532410 + Penalty 3302.373479 = -119658.158932 nChanged 5 SP:Iteration 17Q (32544.210000 sec): 3 clusters Score: Raw -122970.557736 + Penalty 3302.373479 = -119668.184257 nChanged 4 SP:Iteration 18Q (32544.210000 sec): 3 clusters Score: Raw -122975.344507 + Penalty 3302.373479 = -119672.971028 nChanged 4 SP:Iteration 19Q (32544.210000 sec): 3 clusters Score: Raw -122984.319666 + Penalty 3302.373479 = -119681.946187 nChanged 7 SP:Iteration 20F (32544.210000 sec): 3 clusters Score: Raw -123000.233894 + Penalty 3302.373479 = -119697.860415 nChanged 3 SP:Iteration 21Q (32544.220000 sec): 3 clusters Score: Raw -123006.111734 + Penalty 3302.373479 = -119703.738255 nChanged 4 SP:Iteration 22Q (32544.220000 sec): 3 clusters Score: Raw -123021.491855 + Penalty 3302.373479 = -119719.118376 nChanged 7 SP:Iteration 23Q (32544.220000 sec): 3 clusters Score: Raw -123043.446286 + Penalty 3302.373479 = -119741.072807 nChanged 8 SP:Iteration 24Q (32544.230000 sec): 3 clusters Score: Raw -123063.279078 + Penalty 3302.373479 = -119760.905599 nChanged 5 SP:Iteration 25Q (32544.230000 sec): 3 clusters Score: Raw -123072.724390 + Penalty 3302.373479 = -119770.350912 nChanged 3 SP:Iteration 26Q (32544.230000 sec): 3 clusters Score: Raw -123083.932241 + Penalty 3302.373479 = -119781.558762 nChanged 5 SP:Iteration 27Q (32544.230000 sec): 3 clusters Score: Raw -123110.064584 + Penalty 3302.373479 = -119807.691105 nChanged 7 SP:Iteration 28Q (32544.230000 sec): 3 clusters Score: Raw -123128.936251 + Penalty 3302.373479 = -119826.562772 nChanged 5 SP:Iteration 29Q (32544.240000 sec): 3 clusters Score: Raw -123142.312762 + Penalty 3302.373479 = -119839.939283 nChanged 8 SP:Iteration 30Q (32544.240000 sec): 3 clusters Score: Raw -123164.590563 + Penalty 3302.373479 = -119862.217084 nChanged 7 SP:Iteration 31Q (32544.240000 sec): 3 clusters Score: Raw -123191.930783 + Penalty 3302.373479 = -119889.557305 nChanged 7 SP:Iteration 32Q (32544.250000 sec): 3 clusters Score: Raw -123240.290259 + Penalty 3302.373479 = -119937.916780 nChanged 10 SP:Iteration 33Q (32544.250000 sec): 3 clusters Score: Raw -123301.587061 + Penalty 3302.373479 = -119999.213583 nChanged 15 SP:Iteration 34Q (32544.250000 sec): 3 clusters Score: Raw -123397.408160 + Penalty 3302.373479 = -120095.034681 nChanged 14 SP:Iteration 35Q (32544.250000 sec): 3 clusters Score: Raw -123498.840009 + Penalty 3302.373479 = -120196.466530 nChanged 17 SP:Iteration 36Q (32544.260000 sec): 3 clusters Score: Raw -123546.602298 + Penalty 3302.373479 = -120244.228819 nChanged 12 SP:Iteration 37Q (32544.260000 sec): 3 clusters Score: Raw -123587.415143 + Penalty 3302.373479 = -120285.041664 nChanged 16 SP:Iteration 38Q (32544.260000 sec): 3 clusters Score: Raw -123657.596185 + Penalty 3302.373479 = -120355.222706 nChanged 16 SP:Iteration 39Q (32544.260000 sec): 3 clusters Score: Raw -123723.724385 + Penalty 3302.373479 = -120421.350907 nChanged 15 SP:Iteration 40F (32544.270000 sec): 3 clusters Score: Raw -123779.108015 + Penalty 3302.373479 = -120476.734537 nChanged 6 SP:Iteration 41Q (32544.270000 sec): 3 clusters Score: Raw -123796.439125 + Penalty 3302.373479 = -120494.065646 nChanged 3 SP:Iteration 42Q (32544.270000 sec): 3 clusters Score: Raw -123803.788262 + Penalty 3302.373479 = -120501.414783 nChanged 4 SP:Iteration 43Q (32544.270000 sec): 3 clusters Score: Raw -123810.355997 + Penalty 3302.373479 = -120507.982518 nChanged 2 SP:Iteration 44Q (32544.280000 sec): 3 clusters Score: Raw -123814.857426 + Penalty 3302.373479 = -120512.483948 nChanged 2 SP:Iteration 45Q (32544.280000 sec): 3 clusters Score: Raw -123818.854444 + Penalty 3302.373479 = -120516.480966 nChanged 0 SP:Iteration 46F (32544.280000 sec): 3 clusters Score: Raw -123818.854444 + Penalty 3302.373479 = -120516.480966 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32544.290000 sec): 2 clusters Score: Raw -210416.775575 + Penalty 1776.466753 = -208640.308822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32544.300000 sec): 3 clusters Score: Raw -210026.935372 + Penalty 3552.933506 = -206474.001866 nChanged 348 SP:Iteration 1F (32544.300000 sec): 3 clusters Score: Raw -210345.932893 + Penalty 3552.933506 = -206792.999387 nChanged 87 SP:Iteration 2F (32544.310000 sec): 3 clusters Score: Raw -210448.210958 + Penalty 3552.933506 = -206895.277452 nChanged 55 SP:Iteration 3Q (32544.310000 sec): 3 clusters Score: Raw -210529.879477 + Penalty 3552.933506 = -206976.945971 nChanged 35 SP:Iteration 4Q (32544.320000 sec): 3 clusters Score: Raw -210585.689771 + Penalty 3552.933506 = -207032.756266 nChanged 32 SP:Iteration 5Q (32544.330000 sec): 3 clusters Score: Raw -210626.442335 + Penalty 3552.933506 = -207073.508829 nChanged 37 SP:Iteration 6Q (32544.330000 sec): 3 clusters Score: Raw -210683.349953 + Penalty 3552.933506 = -207130.416447 nChanged 28 SP:Iteration 7Q (32544.330000 sec): 3 clusters Score: Raw -210726.388614 + Penalty 3552.933506 = -207173.455108 nChanged 30 SP:Iteration 8Q (32544.340000 sec): 3 clusters Score: Raw -210764.272514 + Penalty 3552.933506 = -207211.339008 nChanged 28 SP:Iteration 9Q (32544.350000 sec): 3 clusters Score: Raw -210801.070861 + Penalty 3552.933506 = -207248.137355 nChanged 26 SP:Iteration 10Q (32544.350000 sec): 3 clusters Score: Raw -210846.382247 + Penalty 3552.933506 = -207293.448742 nChanged 27 SP:Iteration 11Q (32544.350000 sec): 3 clusters Score: Raw -210890.956647 + Penalty 3552.933506 = -207338.023141 nChanged 36 SP:Iteration 12Q (32544.360000 sec): 3 clusters Score: Raw -210963.741820 + Penalty 3552.933506 = -207410.808315 nChanged 37 SP:Iteration 13Q (32544.360000 sec): 3 clusters Score: Raw -211041.749320 + Penalty 3552.933506 = -207488.815814 nChanged 44 SP:Iteration 14Q (32544.370000 sec): 3 clusters Score: Raw -211191.543379 + Penalty 3552.933506 = -207638.609873 nChanged 43 SP:Iteration 15Q (32544.370000 sec): 3 clusters Score: Raw -211308.941536 + Penalty 3552.933506 = -207756.008030 nChanged 34 SP:Iteration 16Q (32544.380000 sec): 3 clusters Score: Raw -211363.262666 + Penalty 3552.933506 = -207810.329160 nChanged 20 SP:Iteration 17Q (32544.380000 sec): 3 clusters Score: Raw -211397.961125 + Penalty 3552.933506 = -207845.027620 nChanged 16 SP:Iteration 18Q (32544.390000 sec): 3 clusters Score: Raw -211425.132581 + Penalty 3552.933506 = -207872.199075 nChanged 13 SP:Iteration 19Q (32544.390000 sec): 3 clusters Score: Raw -211447.768418 + Penalty 3552.933506 = -207894.834912 nChanged 16 SP:Iteration 20F (32544.390000 sec): 3 clusters Score: Raw -211465.806402 + Penalty 3552.933506 = -207912.872896 nChanged 8 SP:Iteration 21Q (32544.400000 sec): 3 clusters Score: Raw -211475.575622 + Penalty 3552.933506 = -207922.642116 nChanged 7 SP:Iteration 22Q (32544.400000 sec): 3 clusters Score: Raw -211481.433703 + Penalty 3552.933506 = -207928.500197 nChanged 5 SP:Iteration 23Q (32544.410000 sec): 3 clusters Score: Raw -211486.749618 + Penalty 3552.933506 = -207933.816112 nChanged 2 SP:Iteration 24Q (32544.410000 sec): 3 clusters Score: Raw -211487.887155 + Penalty 3552.933506 = -207934.953649 nChanged 3 SP:Iteration 25Q (32544.420000 sec): 3 clusters Score: Raw -211491.634373 + Penalty 3552.933506 = -207938.700868 nChanged 4 SP:Iteration 26Q (32544.420000 sec): 3 clusters Score: Raw -211495.824070 + Penalty 3552.933506 = -207942.890564 nChanged 1 SP:Iteration 27Q (32544.430000 sec): 3 clusters Score: Raw -211497.277683 + Penalty 3552.933506 = -207944.344177 nChanged 3 SP:Iteration 28Q (32544.430000 sec): 3 clusters Score: Raw -211501.389476 + Penalty 3552.933506 = -207948.455970 nChanged 4 SP:Iteration 29Q (32544.430000 sec): 3 clusters Score: Raw -211507.530535 + Penalty 3552.933506 = -207954.597029 nChanged 5 SP:Iteration 30Q (32544.440000 sec): 3 clusters Score: Raw -211512.256567 + Penalty 3552.933506 = -207959.323062 nChanged 2 SP:Iteration 31Q (32544.440000 sec): 3 clusters Score: Raw -211513.750113 + Penalty 3552.933506 = -207960.816608 nChanged 2 SP:Iteration 32Q (32544.450000 sec): 3 clusters Score: Raw -211514.785644 + Penalty 3552.933506 = -207961.852138 nChanged 0 SP:Iteration 33F (32544.450000 sec): 3 clusters Score: Raw -211514.785644 + Penalty 3552.933506 = -207961.852138 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32544.460000 sec): 2 clusters Score: Raw -105295.678263 + Penalty 1600.108141 = -103695.570122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32544.460000 sec): 3 clusters Score: Raw -105288.323869 + Penalty 3200.216281 = -102088.107588 nChanged 121 SP:Iteration 1F (32544.470000 sec): 3 clusters Score: Raw -105496.079556 + Penalty 3200.216281 = -102295.863275 nChanged 30 SP:Iteration 2Q (32544.470000 sec): 3 clusters Score: Raw -105574.450308 + Penalty 3200.216281 = -102374.234027 nChanged 10 SP:Iteration 3Q (32544.470000 sec): 3 clusters Score: Raw -105603.163071 + Penalty 3200.216281 = -102402.946790 nChanged 6 SP:Iteration 4Q (32544.470000 sec): 3 clusters Score: Raw -105616.298748 + Penalty 3200.216281 = -102416.082467 nChanged 3 SP:Iteration 5Q (32544.470000 sec): 3 clusters Score: Raw -105621.874027 + Penalty 3200.216281 = -102421.657746 nChanged 3 SP:Iteration 6Q (32544.480000 sec): 3 clusters Score: Raw -105631.248107 + Penalty 3200.216281 = -102431.031826 nChanged 2 SP:Iteration 7Q (32544.480000 sec): 3 clusters Score: Raw -105632.763512 + Penalty 3200.216281 = -102432.547230 nChanged 1 SP:Iteration 8Q (32544.480000 sec): 3 clusters Score: Raw -105633.917923 + Penalty 3200.216281 = -102433.701642 nChanged 1 SP:Iteration 9Q (32544.490000 sec): 3 clusters Score: Raw -105635.734537 + Penalty 3200.216281 = -102435.518255 nChanged 0 SP:Iteration 10F (32544.490000 sec): 3 clusters Score: Raw -105635.734537 + Penalty 3200.216281 = -102435.518255 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32544.500000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32544.500000 sec): 3 clusters Score: Raw -44551.553047 + Penalty 2975.472535 = -41576.080513 nChanged 61 SP:Iteration 1F (32544.500000 sec): 3 clusters Score: Raw -44718.041548 + Penalty 2975.472535 = -41742.569014 nChanged 30 SP:Iteration 2F (32544.500000 sec): 3 clusters Score: Raw -44825.632648 + Penalty 2975.472535 = -41850.160113 nChanged 13 SP:Iteration 3Q (32544.500000 sec): 3 clusters Score: Raw -44871.751965 + Penalty 2975.472535 = -41896.279430 nChanged 11 SP:Iteration 4Q (32544.510000 sec): 3 clusters Score: Raw -44945.832066 + Penalty 2975.472535 = -41970.359531 nChanged 11 SP:Iteration 5Q (32544.510000 sec): 3 clusters Score: Raw -44972.981051 + Penalty 2975.472535 = -41997.508517 nChanged 8 SP:Iteration 6Q (32544.510000 sec): 3 clusters Score: Raw -45006.219684 + Penalty 2975.472535 = -42030.747149 nChanged 10 SP:Iteration 7Q (32544.510000 sec): 3 clusters Score: Raw -45034.105369 + Penalty 2975.472535 = -42058.632834 nChanged 5 SP:Iteration 8Q (32544.510000 sec): 3 clusters Score: Raw -45074.139712 + Penalty 2975.472535 = -42098.667177 nChanged 1 SP:Iteration 9Q (32544.510000 sec): 3 clusters Score: Raw -45080.344476 + Penalty 2975.472535 = -42104.871942 nChanged 1 SP:Iteration 10Q (32544.510000 sec): 3 clusters Score: Raw -45081.965922 + Penalty 2975.472535 = -42106.493387 nChanged 2 SP:Iteration 11Q (32544.510000 sec): 3 clusters Score: Raw -45090.392271 + Penalty 2975.472535 = -42114.919736 nChanged 2 SP:Iteration 12Q (32544.510000 sec): 3 clusters Score: Raw -45098.474085 + Penalty 2975.472535 = -42123.001551 nChanged 2 SP:Iteration 13Q (32544.510000 sec): 3 clusters Score: Raw -45100.872752 + Penalty 2975.472535 = -42125.400217 nChanged 0 SP:Iteration 14F (32544.510000 sec): 3 clusters Score: Raw -45101.257711 + Penalty 2975.472535 = -42125.785177 nChanged 1 SP:Iteration 15Q (32544.520000 sec): 3 clusters Score: Raw -45114.904013 + Penalty 2975.472535 = -42139.431479 nChanged 3 SP:Iteration 16Q (32544.520000 sec): 3 clusters Score: Raw -45134.477865 + Penalty 2975.472535 = -42159.005330 nChanged 2 SP:Iteration 17Q (32544.520000 sec): 3 clusters Score: Raw -45145.177414 + Penalty 2975.472535 = -42169.704879 nChanged 3 SP:Iteration 18Q (32544.520000 sec): 3 clusters Score: Raw -45166.743893 + Penalty 2975.472535 = -42191.271358 nChanged 2 SP:Iteration 19Q (32544.520000 sec): 3 clusters Score: Raw -45174.474535 + Penalty 2975.472535 = -42199.002000 nChanged 2 SP:Iteration 20F (32544.520000 sec): 3 clusters Score: Raw -45183.976651 + Penalty 2975.472535 = -42208.504117 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32544.540000 sec): 2 clusters Score: Raw -279876.959851 + Penalty 1841.784170 = -278035.175681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32544.540000 sec): 3 clusters Score: Raw -279322.055311 + Penalty 3683.568340 = -275638.486971 nChanged 528 SP:Iteration 1F (32544.550000 sec): 3 clusters Score: Raw -279804.587360 + Penalty 3683.568340 = -276121.019020 nChanged 132 SP:Iteration 2F (32544.560000 sec): 3 clusters Score: Raw -279943.685691 + Penalty 3683.568340 = -276260.117351 nChanged 78 SP:Iteration 3Q (32544.560000 sec): 3 clusters Score: Raw -280030.250447 + Penalty 3683.568340 = -276346.682107 nChanged 74 SP:Iteration 4Q (32544.570000 sec): 3 clusters Score: Raw -280112.003863 + Penalty 3683.568340 = -276428.435523 nChanged 44 SP:Iteration 5Q (32544.570000 sec): 3 clusters Score: Raw -280160.110218 + Penalty 3683.568340 = -276476.541879 nChanged 37 SP:Iteration 6Q (32544.580000 sec): 3 clusters Score: Raw -280195.906357 + Penalty 3683.568340 = -276512.338017 nChanged 28 SP:Iteration 7Q (32544.590000 sec): 3 clusters Score: Raw -280235.109601 + Penalty 3683.568340 = -276551.541261 nChanged 31 SP:Iteration 8Q (32544.590000 sec): 3 clusters Score: Raw -280268.062822 + Penalty 3683.568340 = -276584.494483 nChanged 25 SP:Iteration 9Q (32544.600000 sec): 3 clusters Score: Raw -280294.640323 + Penalty 3683.568340 = -276611.071984 nChanged 27 SP:Iteration 10Q (32544.610000 sec): 3 clusters Score: Raw -280320.707754 + Penalty 3683.568340 = -276637.139414 nChanged 23 SP:Iteration 11Q (32544.610000 sec): 3 clusters Score: Raw -280339.222048 + Penalty 3683.568340 = -276655.653708 nChanged 16 SP:Iteration 12Q (32544.620000 sec): 3 clusters Score: Raw -280355.986102 + Penalty 3683.568340 = -276672.417762 nChanged 15 SP:Iteration 13Q (32544.630000 sec): 3 clusters Score: Raw -280375.856386 + Penalty 3683.568340 = -276692.288046 nChanged 10 SP:Iteration 14Q (32544.630000 sec): 3 clusters Score: Raw -280395.350758 + Penalty 3683.568340 = -276711.782418 nChanged 9 SP:Iteration 15Q (32544.640000 sec): 3 clusters Score: Raw -280414.396911 + Penalty 3683.568340 = -276730.828572 nChanged 12 SP:Iteration 16Q (32544.650000 sec): 3 clusters Score: Raw -280425.276980 + Penalty 3683.568340 = -276741.708640 nChanged 8 SP:Iteration 17Q (32544.650000 sec): 3 clusters Score: Raw -280431.107956 + Penalty 3683.568340 = -276747.539617 nChanged 3 SP:Iteration 18Q (32544.660000 sec): 3 clusters Score: Raw -280437.404196 + Penalty 3683.568340 = -276753.835856 nChanged 11 SP:Iteration 19Q (32544.670000 sec): 3 clusters Score: Raw -280446.012154 + Penalty 3683.568340 = -276762.443814 nChanged 9 SP:Iteration 20F (32544.670000 sec): 3 clusters Score: Raw -280455.767518 + Penalty 3683.568340 = -276772.199178 nChanged 11 SP:Iteration 21Q (32544.680000 sec): 3 clusters Score: Raw -280470.999619 + Penalty 3683.568340 = -276787.431280 nChanged 16 SP:Iteration 22Q (32544.690000 sec): 3 clusters Score: Raw -280493.522062 + Penalty 3683.568340 = -276809.953722 nChanged 11 SP:Iteration 23Q (32544.690000 sec): 3 clusters Score: Raw -280509.141347 + Penalty 3683.568340 = -276825.573007 nChanged 13 SP:Iteration 24Q (32544.700000 sec): 3 clusters Score: Raw -280526.154824 + Penalty 3683.568340 = -276842.586484 nChanged 9 SP:Iteration 25Q (32544.710000 sec): 3 clusters Score: Raw -280539.010774 + Penalty 3683.568340 = -276855.442435 nChanged 7 SP:Iteration 26Q (32544.710000 sec): 3 clusters Score: Raw -280551.938644 + Penalty 3683.568340 = -276868.370304 nChanged 9 SP:Iteration 27Q (32544.720000 sec): 3 clusters Score: Raw -280572.487635 + Penalty 3683.568340 = -276888.919295 nChanged 12 SP:Iteration 28Q (32544.720000 sec): 3 clusters Score: Raw -280590.327488 + Penalty 3683.568340 = -276906.759148 nChanged 15 SP:Iteration 29Q (32544.730000 sec): 3 clusters Score: Raw -280612.982581 + Penalty 3683.568340 = -276929.414241 nChanged 14 SP:Iteration 30Q (32544.730000 sec): 3 clusters Score: Raw -280632.201596 + Penalty 3683.568340 = -276948.633256 nChanged 15 SP:Iteration 31Q (32544.740000 sec): 3 clusters Score: Raw -280650.877855 + Penalty 3683.568340 = -276967.309515 nChanged 11 SP:Iteration 32Q (32544.750000 sec): 3 clusters Score: Raw -280662.442180 + Penalty 3683.568340 = -276978.873840 nChanged 8 SP:Iteration 33Q (32544.750000 sec): 3 clusters Score: Raw -280671.754372 + Penalty 3683.568340 = -276988.186032 nChanged 7 SP:Iteration 34Q (32544.760000 sec): 3 clusters Score: Raw -280681.315625 + Penalty 3683.568340 = -276997.747285 nChanged 3 SP:Iteration 35Q (32544.770000 sec): 3 clusters Score: Raw -280684.457082 + Penalty 3683.568340 = -277000.888743 nChanged 4 SP:Iteration 36Q (32544.770000 sec): 3 clusters Score: Raw -280687.736564 + Penalty 3683.568340 = -277004.168224 nChanged 1 SP:Iteration 37Q (32544.780000 sec): 3 clusters Score: Raw -280688.192132 + Penalty 3683.568340 = -277004.623792 nChanged 0 SP:Iteration 38F (32544.790000 sec): 3 clusters Score: Raw -280688.192132 + Penalty 3683.568340 = -277004.623792 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32544.790000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32544.800000 sec): 3 clusters Score: Raw -54501.325774 + Penalty 2908.361063 = -51592.964711 nChanged 47 SP:Iteration 1F (32544.800000 sec): 3 clusters Score: Raw -54619.448633 + Penalty 2908.361063 = -51711.087570 nChanged 10 SP:Iteration 2Q (32544.800000 sec): 3 clusters Score: Raw -54656.141855 + Penalty 2908.361063 = -51747.780792 nChanged 9 SP:Iteration 3Q (32544.800000 sec): 3 clusters Score: Raw -54693.405200 + Penalty 2908.361063 = -51785.044137 nChanged 5 SP:Iteration 4Q (32544.800000 sec): 3 clusters Score: Raw -54714.517057 + Penalty 2908.361063 = -51806.155994 nChanged 5 SP:Iteration 5Q (32544.800000 sec): 3 clusters Score: Raw -54727.134386 + Penalty 2908.361063 = -51818.773323 nChanged 3 SP:Iteration 6Q (32544.810000 sec): 3 clusters Score: Raw -54735.046543 + Penalty 2908.361063 = -51826.685480 nChanged 3 SP:Iteration 7Q (32544.810000 sec): 3 clusters Score: Raw -54751.122746 + Penalty 2908.361063 = -51842.761683 nChanged 5 SP:Iteration 8Q (32544.810000 sec): 3 clusters Score: Raw -54763.696732 + Penalty 2908.361063 = -51855.335669 nChanged 1 SP:Iteration 9Q (32544.810000 sec): 3 clusters Score: Raw -54765.419007 + Penalty 2908.361063 = -51857.057944 nChanged 0 SP:Iteration 10F (32544.810000 sec): 3 clusters Score: Raw -54765.419007 + Penalty 2908.361063 = -51857.057944 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32544.830000 sec): 2 clusters Score: Raw -545733.189729 + Penalty 2014.200800 = -543718.988929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32544.840000 sec): 3 clusters Score: Raw -544381.849540 + Penalty 4028.401600 = -540353.447940 nChanged 1182 SP:Iteration 1F (32544.850000 sec): 3 clusters Score: Raw -545329.110182 + Penalty 4028.401600 = -541300.708582 nChanged 305 SP:Iteration 2F (32544.870000 sec): 3 clusters Score: Raw -545655.458826 + Penalty 4028.401600 = -541627.057226 nChanged 234 SP:Iteration 3F (32544.880000 sec): 3 clusters Score: Raw -545938.232053 + Penalty 4028.401600 = -541909.830453 nChanged 214 SP:Iteration 4F (32544.890000 sec): 3 clusters Score: Raw -546167.537764 + Penalty 4028.401600 = -542139.136165 nChanged 177 SP:Iteration 5F (32544.910000 sec): 3 clusters Score: Raw -546335.625237 + Penalty 4028.401600 = -542307.223637 nChanged 124 SP:Iteration 6Q (32544.920000 sec): 3 clusters Score: Raw -546430.961436 + Penalty 4028.401600 = -542402.559836 nChanged 96 SP:Iteration 7Q (32544.930000 sec): 3 clusters Score: Raw -546505.134670 + Penalty 4028.401600 = -542476.733070 nChanged 82 SP:Iteration 8Q (32544.950000 sec): 3 clusters Score: Raw -546561.185407 + Penalty 4028.401600 = -542532.783807 nChanged 68 SP:Iteration 9Q (32544.960000 sec): 3 clusters Score: Raw -546609.031179 + Penalty 4028.401600 = -542580.629579 nChanged 62 SP:Iteration 10Q (32544.970000 sec): 3 clusters Score: Raw -546656.353060 + Penalty 4028.401600 = -542627.951460 nChanged 63 SP:Iteration 11Q (32544.990000 sec): 3 clusters Score: Raw -546704.695173 + Penalty 4028.401600 = -542676.293573 nChanged 66 SP:Iteration 12Q (32545.000000 sec): 3 clusters Score: Raw -546758.055493 + Penalty 4028.401600 = -542729.653893 nChanged 56 SP:Iteration 13Q (32545.010000 sec): 3 clusters Score: Raw -546795.859660 + Penalty 4028.401600 = -542767.458060 nChanged 56 SP:Iteration 14Q (32545.020000 sec): 3 clusters Score: Raw -546833.290585 + Penalty 4028.401600 = -542804.888985 nChanged 54 SP:Iteration 15Q (32545.030000 sec): 3 clusters Score: Raw -546870.644408 + Penalty 4028.401600 = -542842.242808 nChanged 45 SP:Iteration 16Q (32545.050000 sec): 3 clusters Score: Raw -546901.391830 + Penalty 4028.401600 = -542872.990231 nChanged 56 SP:Iteration 17Q (32545.060000 sec): 3 clusters Score: Raw -546941.593298 + Penalty 4028.401600 = -542913.191698 nChanged 39 SP:Iteration 18Q (32545.070000 sec): 3 clusters Score: Raw -546974.578013 + Penalty 4028.401600 = -542946.176414 nChanged 46 SP:Iteration 19Q (32545.080000 sec): 3 clusters Score: Raw -547002.955466 + Penalty 4028.401600 = -542974.553866 nChanged 44 SP:Iteration 20F (32545.100000 sec): 3 clusters Score: Raw -547029.541579 + Penalty 4028.401600 = -543001.139979 nChanged 30 SP:Iteration 21Q (32545.110000 sec): 3 clusters Score: Raw -547046.847134 + Penalty 4028.401600 = -543018.445534 nChanged 18 SP:Iteration 22Q (32545.120000 sec): 3 clusters Score: Raw -547058.314795 + Penalty 4028.401600 = -543029.913195 nChanged 26 SP:Iteration 23Q (32545.130000 sec): 3 clusters Score: Raw -547070.878540 + Penalty 4028.401600 = -543042.476941 nChanged 19 SP:Iteration 24Q (32545.150000 sec): 3 clusters Score: Raw -547080.048545 + Penalty 4028.401600 = -543051.646945 nChanged 19 SP:Iteration 25Q (32545.160000 sec): 3 clusters Score: Raw -547090.085715 + Penalty 4028.401600 = -543061.684115 nChanged 22 SP:Iteration 26Q (32545.170000 sec): 3 clusters Score: Raw -547105.739931 + Penalty 4028.401600 = -543077.338331 nChanged 18 SP:Iteration 27Q (32545.180000 sec): 3 clusters Score: Raw -547115.627439 + Penalty 4028.401600 = -543087.225839 nChanged 13 SP:Iteration 28Q (32545.190000 sec): 3 clusters Score: Raw -547122.441106 + Penalty 4028.401600 = -543094.039506 nChanged 12 SP:Iteration 29Q (32545.210000 sec): 3 clusters Score: Raw -547127.939994 + Penalty 4028.401600 = -543099.538395 nChanged 10 SP:Iteration 30Q (32545.220000 sec): 3 clusters Score: Raw -547133.767971 + Penalty 4028.401600 = -543105.366371 nChanged 9 SP:Iteration 31Q (32545.230000 sec): 3 clusters Score: Raw -547138.651396 + Penalty 4028.401600 = -543110.249796 nChanged 7 SP:Iteration 32Q (32545.250000 sec): 3 clusters Score: Raw -547142.115868 + Penalty 4028.401600 = -543113.714268 nChanged 11 SP:Iteration 33Q (32545.260000 sec): 3 clusters Score: Raw -547148.562823 + Penalty 4028.401600 = -543120.161223 nChanged 9 SP:Iteration 34Q (32545.270000 sec): 3 clusters Score: Raw -547154.379744 + Penalty 4028.401600 = -543125.978144 nChanged 8 SP:Iteration 35Q (32545.280000 sec): 3 clusters Score: Raw -547159.743404 + Penalty 4028.401600 = -543131.341804 nChanged 11 SP:Iteration 36Q (32545.290000 sec): 3 clusters Score: Raw -547165.753897 + Penalty 4028.401600 = -543137.352297 nChanged 8 SP:Iteration 37Q (32545.310000 sec): 3 clusters Score: Raw -547169.390767 + Penalty 4028.401600 = -543140.989167 nChanged 2 SP:Iteration 38Q (32545.320000 sec): 3 clusters Score: Raw -547170.123718 + Penalty 4028.401600 = -543141.722118 nChanged 4 SP:Iteration 39Q (32545.330000 sec): 3 clusters Score: Raw -547171.391516 + Penalty 4028.401600 = -543142.989916 nChanged 5 SP:Iteration 40F (32545.340000 sec): 3 clusters Score: Raw -547174.162474 + Penalty 4028.401600 = -543145.760874 nChanged 4 SP:Iteration 41Q (32545.350000 sec): 3 clusters Score: Raw -547175.564052 + Penalty 4028.401600 = -543147.162452 nChanged 2 SP:Iteration 42Q (32545.370000 sec): 3 clusters Score: Raw -547176.634998 + Penalty 4028.401600 = -543148.233398 nChanged 3 SP:Iteration 43Q (32545.380000 sec): 3 clusters Score: Raw -547177.788978 + Penalty 4028.401600 = -543149.387379 nChanged 2 SP:Iteration 44Q (32545.390000 sec): 3 clusters Score: Raw -547179.646350 + Penalty 4028.401600 = -543151.244750 nChanged 1 SP:Iteration 45Q (32545.400000 sec): 3 clusters Score: Raw -547179.940747 + Penalty 4028.401600 = -543151.539148 nChanged 1 SP:Iteration 46Q (32545.410000 sec): 3 clusters Score: Raw -547180.214876 + Penalty 4028.401600 = -543151.813276 nChanged 3 SP:Iteration 47Q (32545.430000 sec): 3 clusters Score: Raw -547182.272169 + Penalty 4028.401600 = -543153.870569 nChanged 2 SP:Iteration 48Q (32545.440000 sec): 3 clusters Score: Raw -547183.469803 + Penalty 4028.401600 = -543155.068203 nChanged 0 SP:Iteration 49F (32545.450000 sec): 3 clusters Score: Raw -547183.469803 + Penalty 4028.401600 = -543155.068203 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.470000 sec): 2 clusters Score: Raw -258684.221557 + Penalty 1816.800261 = -256867.421296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.470000 sec): 3 clusters Score: Raw -258161.073769 + Penalty 3633.600521 = -254527.473248 nChanged 460 SP:Iteration 1F (32545.480000 sec): 3 clusters Score: Raw -258541.919501 + Penalty 3633.600521 = -254908.318980 nChanged 125 SP:Iteration 2F (32545.490000 sec): 3 clusters Score: Raw -258655.722087 + Penalty 3633.600521 = -255022.121566 nChanged 49 SP:Iteration 3Q (32545.490000 sec): 3 clusters Score: Raw -258697.109658 + Penalty 3633.600521 = -255063.509137 nChanged 32 SP:Iteration 4Q (32545.500000 sec): 3 clusters Score: Raw -258725.792676 + Penalty 3633.600521 = -255092.192154 nChanged 17 SP:Iteration 5Q (32545.500000 sec): 3 clusters Score: Raw -258740.871759 + Penalty 3633.600521 = -255107.271238 nChanged 12 SP:Iteration 6Q (32545.510000 sec): 3 clusters Score: Raw -258750.139628 + Penalty 3633.600521 = -255116.539107 nChanged 12 SP:Iteration 7Q (32545.510000 sec): 3 clusters Score: Raw -258757.729080 + Penalty 3633.600521 = -255124.128559 nChanged 16 SP:Iteration 8Q (32545.520000 sec): 3 clusters Score: Raw -258771.203388 + Penalty 3633.600521 = -255137.602867 nChanged 22 SP:Iteration 9Q (32545.530000 sec): 3 clusters Score: Raw -258790.169436 + Penalty 3633.600521 = -255156.568915 nChanged 11 SP:Iteration 10Q (32545.530000 sec): 3 clusters Score: Raw -258800.280097 + Penalty 3633.600521 = -255166.679575 nChanged 17 SP:Iteration 11Q (32545.540000 sec): 3 clusters Score: Raw -258814.469267 + Penalty 3633.600521 = -255180.868746 nChanged 15 SP:Iteration 12Q (32545.550000 sec): 3 clusters Score: Raw -258829.573556 + Penalty 3633.600521 = -255195.973035 nChanged 12 SP:Iteration 13Q (32545.550000 sec): 3 clusters Score: Raw -258842.320674 + Penalty 3633.600521 = -255208.720153 nChanged 7 SP:Iteration 14Q (32545.560000 sec): 3 clusters Score: Raw -258853.451782 + Penalty 3633.600521 = -255219.851261 nChanged 11 SP:Iteration 15Q (32545.560000 sec): 3 clusters Score: Raw -258868.954848 + Penalty 3633.600521 = -255235.354327 nChanged 22 SP:Iteration 16Q (32545.570000 sec): 3 clusters Score: Raw -258895.729525 + Penalty 3633.600521 = -255262.129004 nChanged 18 SP:Iteration 17Q (32545.570000 sec): 3 clusters Score: Raw -258910.116063 + Penalty 3633.600521 = -255276.515541 nChanged 17 SP:Iteration 18Q (32545.580000 sec): 3 clusters Score: Raw -258938.719483 + Penalty 3633.600521 = -255305.118962 nChanged 23 SP:Iteration 19Q (32545.590000 sec): 3 clusters Score: Raw -258963.882772 + Penalty 3633.600521 = -255330.282251 nChanged 20 SP:Iteration 20F (32545.590000 sec): 3 clusters Score: Raw -258982.146489 + Penalty 3633.600521 = -255348.545968 nChanged 20 SP:Iteration 21Q (32545.600000 sec): 3 clusters Score: Raw -259007.697471 + Penalty 3633.600521 = -255374.096950 nChanged 26 SP:Iteration 22Q (32545.600000 sec): 3 clusters Score: Raw -259035.085069 + Penalty 3633.600521 = -255401.484548 nChanged 22 SP:Iteration 23Q (32545.610000 sec): 3 clusters Score: Raw -259054.160132 + Penalty 3633.600521 = -255420.559611 nChanged 21 SP:Iteration 24Q (32545.610000 sec): 3 clusters Score: Raw -259072.384618 + Penalty 3633.600521 = -255438.784097 nChanged 17 SP:Iteration 25Q (32545.620000 sec): 3 clusters Score: Raw -259093.040354 + Penalty 3633.600521 = -255459.439832 nChanged 20 SP:Iteration 26Q (32545.630000 sec): 3 clusters Score: Raw -259118.041269 + Penalty 3633.600521 = -255484.440748 nChanged 16 SP:Iteration 27Q (32545.630000 sec): 3 clusters Score: Raw -259138.954581 + Penalty 3633.600521 = -255505.354060 nChanged 21 SP:Iteration 28Q (32545.640000 sec): 3 clusters Score: Raw -259166.428120 + Penalty 3633.600521 = -255532.827598 nChanged 21 SP:Iteration 29Q (32545.640000 sec): 3 clusters Score: Raw -259192.848855 + Penalty 3633.600521 = -255559.248334 nChanged 16 SP:Iteration 30Q (32545.650000 sec): 3 clusters Score: Raw -259214.287446 + Penalty 3633.600521 = -255580.686924 nChanged 11 SP:Iteration 31Q (32545.650000 sec): 3 clusters Score: Raw -259237.688448 + Penalty 3633.600521 = -255604.087927 nChanged 15 SP:Iteration 32Q (32545.660000 sec): 3 clusters Score: Raw -259256.658685 + Penalty 3633.600521 = -255623.058164 nChanged 12 SP:Iteration 33Q (32545.670000 sec): 3 clusters Score: Raw -259275.081560 + Penalty 3633.600521 = -255641.481038 nChanged 13 SP:Iteration 34Q (32545.670000 sec): 3 clusters Score: Raw -259290.326617 + Penalty 3633.600521 = -255656.726096 nChanged 14 SP:Iteration 35Q (32545.680000 sec): 3 clusters Score: Raw -259313.248583 + Penalty 3633.600521 = -255679.648062 nChanged 11 SP:Iteration 36Q (32545.680000 sec): 3 clusters Score: Raw -259324.021298 + Penalty 3633.600521 = -255690.420777 nChanged 6 SP:Iteration 37Q (32545.690000 sec): 3 clusters Score: Raw -259330.015978 + Penalty 3633.600521 = -255696.415456 nChanged 6 SP:Iteration 38Q (32545.690000 sec): 3 clusters Score: Raw -259338.169003 + Penalty 3633.600521 = -255704.568481 nChanged 7 SP:Iteration 39Q (32545.700000 sec): 3 clusters Score: Raw -259345.389775 + Penalty 3633.600521 = -255711.789254 nChanged 3 SP:Iteration 40F (32545.710000 sec): 3 clusters Score: Raw -259347.599590 + Penalty 3633.600521 = -255713.999068 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.710000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.720000 sec): 3 clusters Score: Raw -71696.299175 + Penalty 3100.944326 = -68595.354848 nChanged 125 SP:Iteration 1F (32545.720000 sec): 3 clusters Score: Raw -71920.527201 + Penalty 3100.944326 = -68819.582875 nChanged 36 SP:Iteration 2F (32545.720000 sec): 3 clusters Score: Raw -71992.720670 + Penalty 3100.944326 = -68891.776344 nChanged 11 SP:Iteration 3Q (32545.720000 sec): 3 clusters Score: Raw -72043.727268 + Penalty 3100.944326 = -68942.782942 nChanged 16 SP:Iteration 4Q (32545.730000 sec): 3 clusters Score: Raw -72116.959492 + Penalty 3100.944326 = -69016.015166 nChanged 20 SP:Iteration 5Q (32545.730000 sec): 3 clusters Score: Raw -72166.132786 + Penalty 3100.944326 = -69065.188460 nChanged 17 SP:Iteration 6Q (32545.730000 sec): 3 clusters Score: Raw -72214.565765 + Penalty 3100.944326 = -69113.621439 nChanged 13 SP:Iteration 7Q (32545.730000 sec): 3 clusters Score: Raw -72230.778853 + Penalty 3100.944326 = -69129.834527 nChanged 7 SP:Iteration 8Q (32545.730000 sec): 3 clusters Score: Raw -72243.081330 + Penalty 3100.944326 = -69142.137004 nChanged 3 SP:Iteration 9Q (32545.730000 sec): 3 clusters Score: Raw -72259.134828 + Penalty 3100.944326 = -69158.190502 nChanged 4 SP:Iteration 10Q (32545.740000 sec): 3 clusters Score: Raw -72284.377468 + Penalty 3100.944326 = -69183.433142 nChanged 5 SP:Iteration 11Q (32545.740000 sec): 3 clusters Score: Raw -72302.948706 + Penalty 3100.944326 = -69202.004380 nChanged 3 SP:Iteration 12Q (32545.740000 sec): 3 clusters Score: Raw -72317.918318 + Penalty 3100.944326 = -69216.973992 nChanged 2 SP:Iteration 13Q (32545.740000 sec): 3 clusters Score: Raw -72319.420127 + Penalty 3100.944326 = -69218.475801 nChanged 1 SP:Iteration 14Q (32545.750000 sec): 3 clusters Score: Raw -72320.894705 + Penalty 3100.944326 = -69219.950379 nChanged 1 SP:Iteration 15Q (32545.750000 sec): 3 clusters Score: Raw -72321.636340 + Penalty 3100.944326 = -69220.692014 nChanged 0 SP:Iteration 16F (32545.750000 sec): 3 clusters Score: Raw -72321.636340 + Penalty 3100.944326 = -69220.692014 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.760000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.760000 sec): 3 clusters Score: Raw -85042.083264 + Penalty 3102.852021 = -81939.231243 nChanged 113 SP:Iteration 1F (32545.760000 sec): 3 clusters Score: Raw -85274.656391 + Penalty 3102.852021 = -82171.804370 nChanged 36 SP:Iteration 2F (32545.760000 sec): 3 clusters Score: Raw -85374.992363 + Penalty 3102.852021 = -82272.140342 nChanged 21 SP:Iteration 3Q (32545.770000 sec): 3 clusters Score: Raw -85417.009029 + Penalty 3102.852021 = -82314.157008 nChanged 7 SP:Iteration 4Q (32545.770000 sec): 3 clusters Score: Raw -85429.969911 + Penalty 3102.852021 = -82327.117891 nChanged 4 SP:Iteration 5Q (32545.770000 sec): 3 clusters Score: Raw -85437.763725 + Penalty 3102.852021 = -82334.911704 nChanged 4 SP:Iteration 6Q (32545.770000 sec): 3 clusters Score: Raw -85448.069336 + Penalty 3102.852021 = -82345.217315 nChanged 4 SP:Iteration 7Q (32545.770000 sec): 3 clusters Score: Raw -85456.649146 + Penalty 3102.852021 = -82353.797125 nChanged 2 SP:Iteration 8Q (32545.770000 sec): 3 clusters Score: Raw -85467.810769 + Penalty 3102.852021 = -82364.958749 nChanged 2 SP:Iteration 9Q (32545.780000 sec): 3 clusters Score: Raw -85473.636565 + Penalty 3102.852021 = -82370.784544 nChanged 1 SP:Iteration 10Q (32545.780000 sec): 3 clusters Score: Raw -85475.485931 + Penalty 3102.852021 = -82372.633911 nChanged 3 SP:Iteration 11Q (32545.780000 sec): 3 clusters Score: Raw -85481.071535 + Penalty 3102.852021 = -82378.219515 nChanged 2 SP:Iteration 12Q (32545.780000 sec): 3 clusters Score: Raw -85486.369852 + Penalty 3102.852021 = -82383.517831 nChanged 4 SP:Iteration 13Q (32545.790000 sec): 3 clusters Score: Raw -85495.547649 + Penalty 3102.852021 = -82392.695628 nChanged 0 SP:Iteration 14F (32545.790000 sec): 3 clusters Score: Raw -85495.547649 + Penalty 3102.852021 = -82392.695628 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.790000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.800000 sec): 3 clusters Score: Raw -54107.273756 + Penalty 2880.838675 = -51226.435081 nChanged 44 SP:Iteration 1F (32545.800000 sec): 3 clusters Score: Raw -54245.068539 + Penalty 2880.838675 = -51364.229864 nChanged 5 SP:Iteration 2Q (32545.800000 sec): 3 clusters Score: Raw -54264.080394 + Penalty 2880.838675 = -51383.241719 nChanged 1 SP:Iteration 3Q (32545.800000 sec): 3 clusters Score: Raw -54268.196685 + Penalty 2880.838675 = -51387.358010 nChanged 2 SP:Iteration 4Q (32545.800000 sec): 3 clusters Score: Raw -54276.198834 + Penalty 2880.838675 = -51395.360159 nChanged 1 SP:Iteration 5Q (32545.800000 sec): 3 clusters Score: Raw -54278.987258 + Penalty 2880.838675 = -51398.148583 nChanged 1 SP:Iteration 6Q (32545.810000 sec): 3 clusters Score: Raw -54282.247874 + Penalty 2880.838675 = -51401.409199 nChanged 0 SP:Iteration 7F (32545.810000 sec): 3 clusters Score: Raw -54282.247874 + Penalty 2880.838675 = -51401.409199 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.810000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.820000 sec): 3 clusters Score: Raw -89523.722530 + Penalty 3143.942663 = -86379.779867 nChanged 113 SP:Iteration 1F (32545.820000 sec): 3 clusters Score: Raw -89704.438212 + Penalty 3143.942663 = -86560.495549 nChanged 22 SP:Iteration 2Q (32545.820000 sec): 3 clusters Score: Raw -89737.721659 + Penalty 3143.942663 = -86593.778996 nChanged 6 SP:Iteration 3Q (32545.830000 sec): 3 clusters Score: Raw -89747.280733 + Penalty 3143.942663 = -86603.338070 nChanged 2 SP:Iteration 4Q (32545.830000 sec): 3 clusters Score: Raw -89753.366888 + Penalty 3143.942663 = -86609.424225 nChanged 3 SP:Iteration 5Q (32545.830000 sec): 3 clusters Score: Raw -89763.812719 + Penalty 3143.942663 = -86619.870056 nChanged 5 SP:Iteration 6Q (32545.830000 sec): 3 clusters Score: Raw -89774.775089 + Penalty 3143.942663 = -86630.832427 nChanged 4 SP:Iteration 7Q (32545.830000 sec): 3 clusters Score: Raw -89782.252611 + Penalty 3143.942663 = -86638.309948 nChanged 1 SP:Iteration 8Q (32545.830000 sec): 3 clusters Score: Raw -89784.688435 + Penalty 3143.942663 = -86640.745773 nChanged 0 SP:Iteration 9F (32545.840000 sec): 3 clusters Score: Raw -89784.688435 + Penalty 3143.942663 = -86640.745773 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.850000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.850000 sec): 3 clusters Score: Raw -180294.009205 + Penalty 3473.520468 = -176820.488737 nChanged 277 SP:Iteration 1F (32545.860000 sec): 3 clusters Score: Raw -180596.172097 + Penalty 3473.520468 = -177122.651630 nChanged 79 SP:Iteration 2F (32545.860000 sec): 3 clusters Score: Raw -180708.553581 + Penalty 3473.520468 = -177235.033113 nChanged 45 SP:Iteration 3Q (32545.870000 sec): 3 clusters Score: Raw -180779.571300 + Penalty 3473.520468 = -177306.050833 nChanged 40 SP:Iteration 4Q (32545.870000 sec): 3 clusters Score: Raw -180862.383545 + Penalty 3473.520468 = -177388.863077 nChanged 40 SP:Iteration 5Q (32545.870000 sec): 3 clusters Score: Raw -180931.031002 + Penalty 3473.520468 = -177457.510535 nChanged 34 SP:Iteration 6Q (32545.880000 sec): 3 clusters Score: Raw -180998.184057 + Penalty 3473.520468 = -177524.663590 nChanged 18 SP:Iteration 7Q (32545.880000 sec): 3 clusters Score: Raw -181031.090337 + Penalty 3473.520468 = -177557.569869 nChanged 16 SP:Iteration 8Q (32545.890000 sec): 3 clusters Score: Raw -181062.629802 + Penalty 3473.520468 = -177589.109334 nChanged 16 SP:Iteration 9Q (32545.890000 sec): 3 clusters Score: Raw -181099.168024 + Penalty 3473.520468 = -177625.647556 nChanged 18 SP:Iteration 10Q (32545.890000 sec): 3 clusters Score: Raw -181129.281787 + Penalty 3473.520468 = -177655.761319 nChanged 16 SP:Iteration 11Q (32545.900000 sec): 3 clusters Score: Raw -181156.048404 + Penalty 3473.520468 = -177682.527936 nChanged 19 SP:Iteration 12Q (32545.900000 sec): 3 clusters Score: Raw -181194.713220 + Penalty 3473.520468 = -177721.192753 nChanged 20 SP:Iteration 13Q (32545.910000 sec): 3 clusters Score: Raw -181227.868175 + Penalty 3473.520468 = -177754.347707 nChanged 12 SP:Iteration 14Q (32545.910000 sec): 3 clusters Score: Raw -181248.570058 + Penalty 3473.520468 = -177775.049591 nChanged 9 SP:Iteration 15Q (32545.910000 sec): 3 clusters Score: Raw -181264.714929 + Penalty 3473.520468 = -177791.194462 nChanged 13 SP:Iteration 16Q (32545.920000 sec): 3 clusters Score: Raw -181289.665625 + Penalty 3473.520468 = -177816.145158 nChanged 13 SP:Iteration 17Q (32545.920000 sec): 3 clusters Score: Raw -181331.585189 + Penalty 3473.520468 = -177858.064721 nChanged 18 SP:Iteration 18Q (32545.930000 sec): 3 clusters Score: Raw -181362.991206 + Penalty 3473.520468 = -177889.470738 nChanged 13 SP:Iteration 19Q (32545.930000 sec): 3 clusters Score: Raw -181382.450181 + Penalty 3473.520468 = -177908.929714 nChanged 11 SP:Iteration 20F (32545.930000 sec): 3 clusters Score: Raw -181404.048530 + Penalty 3473.520468 = -177930.528063 nChanged 11 SP:Iteration 21Q (32545.940000 sec): 3 clusters Score: Raw -181423.466894 + Penalty 3473.520468 = -177949.946427 nChanged 8 SP:Iteration 22Q (32545.940000 sec): 3 clusters Score: Raw -181436.126708 + Penalty 3473.520468 = -177962.606240 nChanged 5 SP:Iteration 23Q (32545.950000 sec): 3 clusters Score: Raw -181442.827769 + Penalty 3473.520468 = -177969.307301 nChanged 2 SP:Iteration 24Q (32545.950000 sec): 3 clusters Score: Raw -181446.003508 + Penalty 3473.520468 = -177972.483040 nChanged 1 SP:Iteration 25Q (32545.950000 sec): 3 clusters Score: Raw -181447.373784 + Penalty 3473.520468 = -177973.853317 nChanged 1 SP:Iteration 26Q (32545.960000 sec): 3 clusters Score: Raw -181451.094143 + Penalty 3473.520468 = -177977.573676 nChanged 1 SP:Iteration 27Q (32545.960000 sec): 3 clusters Score: Raw -181456.118409 + Penalty 3473.520468 = -177982.597941 nChanged 2 SP:Iteration 28Q (32545.960000 sec): 3 clusters Score: Raw -181459.028916 + Penalty 3473.520468 = -177985.508449 nChanged 0 SP:Iteration 29F (32545.970000 sec): 3 clusters Score: Raw -181459.028916 + Penalty 3473.520468 = -177985.508449 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.970000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.980000 sec): 3 clusters Score: Raw -29299.175069 + Penalty 2630.439234 = -26668.735835 nChanged 15 SP:Iteration 1F (32545.980000 sec): 3 clusters Score: Raw -29391.276599 + Penalty 2630.439234 = -26760.837365 nChanged 11 SP:Iteration 2F (32545.980000 sec): 3 clusters Score: Raw -29445.973801 + Penalty 2630.439234 = -26815.534567 nChanged 7 SP:Iteration 3Q (32545.980000 sec): 3 clusters Score: Raw -29479.305418 + Penalty 2630.439234 = -26848.866183 nChanged 1 SP:Iteration 4Q (32545.980000 sec): 3 clusters Score: Raw -29491.837121 + Penalty 2630.439234 = -26861.397886 nChanged 0 SP:Iteration 5F (32545.980000 sec): 3 clusters Score: Raw -29491.837121 + Penalty 2630.439234 = -26861.397886 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32545.990000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32545.990000 sec): 3 clusters Score: Raw -117409.348521 + Penalty 3290.778145 = -114118.570375 nChanged 202 SP:Iteration 1F (32546.000000 sec): 3 clusters Score: Raw -117800.447332 + Penalty 3290.778145 = -114509.669187 nChanged 57 SP:Iteration 2F (32546.000000 sec): 3 clusters Score: Raw -117927.592309 + Penalty 3290.778145 = -114636.814163 nChanged 35 SP:Iteration 3Q (32546.000000 sec): 3 clusters Score: Raw -117994.309351 + Penalty 3290.778145 = -114703.531206 nChanged 16 SP:Iteration 4Q (32546.010000 sec): 3 clusters Score: Raw -118028.006889 + Penalty 3290.778145 = -114737.228744 nChanged 7 SP:Iteration 5Q (32546.010000 sec): 3 clusters Score: Raw -118049.040445 + Penalty 3290.778145 = -114758.262300 nChanged 9 SP:Iteration 6Q (32546.010000 sec): 3 clusters Score: Raw -118070.745714 + Penalty 3290.778145 = -114779.967569 nChanged 12 SP:Iteration 7Q (32546.010000 sec): 3 clusters Score: Raw -118089.234981 + Penalty 3290.778145 = -114798.456836 nChanged 8 SP:Iteration 8Q (32546.020000 sec): 3 clusters Score: Raw -118109.682818 + Penalty 3290.778145 = -114818.904672 nChanged 6 SP:Iteration 9Q (32546.020000 sec): 3 clusters Score: Raw -118123.196588 + Penalty 3290.778145 = -114832.418443 nChanged 6 SP:Iteration 10Q (32546.020000 sec): 3 clusters Score: Raw -118134.231585 + Penalty 3290.778145 = -114843.453439 nChanged 3 SP:Iteration 11Q (32546.030000 sec): 3 clusters Score: Raw -118139.572931 + Penalty 3290.778145 = -114848.794786 nChanged 3 SP:Iteration 12Q (32546.030000 sec): 3 clusters Score: Raw -118146.033734 + Penalty 3290.778145 = -114855.255589 nChanged 4 SP:Iteration 13Q (32546.030000 sec): 3 clusters Score: Raw -118152.141650 + Penalty 3290.778145 = -114861.363504 nChanged 3 SP:Iteration 14Q (32546.030000 sec): 3 clusters Score: Raw -118157.302328 + Penalty 3290.778145 = -114866.524183 nChanged 1 SP:Iteration 15Q (32546.030000 sec): 3 clusters Score: Raw -118158.580259 + Penalty 3290.778145 = -114867.802114 nChanged 4 SP:Iteration 16Q (32546.040000 sec): 3 clusters Score: Raw -118176.441265 + Penalty 3290.778145 = -114885.663120 nChanged 3 SP:Iteration 17Q (32546.040000 sec): 3 clusters Score: Raw -118181.063689 + Penalty 3290.778145 = -114890.285543 nChanged 2 SP:Iteration 18Q (32546.050000 sec): 3 clusters Score: Raw -118186.373486 + Penalty 3290.778145 = -114895.595340 nChanged 2 SP:Iteration 19Q (32546.050000 sec): 3 clusters Score: Raw -118189.540205 + Penalty 3290.778145 = -114898.762060 nChanged 2 SP:Iteration 20F (32546.050000 sec): 3 clusters Score: Raw -118193.578052 + Penalty 3290.778145 = -114902.799907 nChanged 1 SP:Iteration 21Q (32546.050000 sec): 3 clusters Score: Raw -118195.345141 + Penalty 3290.778145 = -114904.566995 nChanged 0 SP:Iteration 22F (32546.050000 sec): 3 clusters Score: Raw -118195.345141 + Penalty 3290.778145 = -114904.566995 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.070000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.070000 sec): 3 clusters Score: Raw -127622.957131 + Penalty 3297.896337 = -124325.060794 nChanged 160 SP:Iteration 1F (32546.070000 sec): 3 clusters Score: Raw -127851.270948 + Penalty 3297.896337 = -124553.374611 nChanged 53 SP:Iteration 2F (32546.070000 sec): 3 clusters Score: Raw -127938.238533 + Penalty 3297.896337 = -124640.342197 nChanged 20 SP:Iteration 3Q (32546.080000 sec): 3 clusters Score: Raw -127980.773252 + Penalty 3297.896337 = -124682.876915 nChanged 26 SP:Iteration 4Q (32546.080000 sec): 3 clusters Score: Raw -128033.425022 + Penalty 3297.896337 = -124735.528685 nChanged 19 SP:Iteration 5Q (32546.080000 sec): 3 clusters Score: Raw -128087.226771 + Penalty 3297.896337 = -124789.330434 nChanged 16 SP:Iteration 6Q (32546.090000 sec): 3 clusters Score: Raw -128127.590183 + Penalty 3297.896337 = -124829.693846 nChanged 19 SP:Iteration 7Q (32546.090000 sec): 3 clusters Score: Raw -128158.268201 + Penalty 3297.896337 = -124860.371864 nChanged 11 SP:Iteration 8Q (32546.090000 sec): 3 clusters Score: Raw -128182.208750 + Penalty 3297.896337 = -124884.312413 nChanged 11 SP:Iteration 9Q (32546.090000 sec): 3 clusters Score: Raw -128204.256535 + Penalty 3297.896337 = -124906.360198 nChanged 10 SP:Iteration 10Q (32546.100000 sec): 3 clusters Score: Raw -128230.301361 + Penalty 3297.896337 = -124932.405024 nChanged 9 SP:Iteration 11Q (32546.100000 sec): 3 clusters Score: Raw -128248.311091 + Penalty 3297.896337 = -124950.414754 nChanged 10 SP:Iteration 12Q (32546.100000 sec): 3 clusters Score: Raw -128264.395731 + Penalty 3297.896337 = -124966.499394 nChanged 6 SP:Iteration 13Q (32546.110000 sec): 3 clusters Score: Raw -128275.969790 + Penalty 3297.896337 = -124978.073453 nChanged 4 SP:Iteration 14Q (32546.110000 sec): 3 clusters Score: Raw -128282.739556 + Penalty 3297.896337 = -124984.843219 nChanged 2 SP:Iteration 15Q (32546.110000 sec): 3 clusters Score: Raw -128286.798460 + Penalty 3297.896337 = -124988.902123 nChanged 2 SP:Iteration 16Q (32546.110000 sec): 3 clusters Score: Raw -128292.177159 + Penalty 3297.896337 = -124994.280822 nChanged 2 SP:Iteration 17Q (32546.120000 sec): 3 clusters Score: Raw -128294.897246 + Penalty 3297.896337 = -124997.000909 nChanged 3 SP:Iteration 18Q (32546.120000 sec): 3 clusters Score: Raw -128298.917729 + Penalty 3297.896337 = -125001.021393 nChanged 1 SP:Iteration 19Q (32546.120000 sec): 3 clusters Score: Raw -128301.924957 + Penalty 3297.896337 = -125004.028620 nChanged 1 SP:Iteration 20F (32546.130000 sec): 3 clusters Score: Raw -128302.253498 + Penalty 3297.896337 = -125004.357161 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.130000 sec): 2 clusters Score: Raw -33988.238500 + Penalty 1346.477716 = -32641.760784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.130000 sec): 3 clusters Score: Raw -34317.209869 + Penalty 2692.955432 = -31624.254437 nChanged 32 SP:Iteration 1F (32546.140000 sec): 3 clusters Score: Raw -34428.747725 + Penalty 2692.955432 = -31735.792293 nChanged 11 SP:Iteration 2Q (32546.140000 sec): 3 clusters Score: Raw -34528.814274 + Penalty 2692.955432 = -31835.858842 nChanged 4 SP:Iteration 3Q (32546.140000 sec): 3 clusters Score: Raw -34546.010925 + Penalty 2692.955432 = -31853.055493 nChanged 1 SP:Iteration 4Q (32546.140000 sec): 3 clusters Score: Raw -34546.585161 + Penalty 2692.955432 = -31853.629729 nChanged 2 SP:Iteration 5Q (32546.140000 sec): 3 clusters Score: Raw -34549.227568 + Penalty 2692.955432 = -31856.272136 nChanged 0 SP:Iteration 6F (32546.140000 sec): 3 clusters Score: Raw -34549.227568 + Penalty 2692.955432 = -31856.272136 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.150000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.150000 sec): 3 clusters Score: Raw -23316.792802 + Penalty 2817.365614 = -20499.427188 nChanged 62 SP:Iteration 1F (32546.150000 sec): 3 clusters Score: Raw -23557.443320 + Penalty 2817.365614 = -20740.077706 nChanged 19 SP:Iteration 2F (32546.150000 sec): 3 clusters Score: Raw -23639.627308 + Penalty 2817.365614 = -20822.261694 nChanged 10 SP:Iteration 3Q (32546.150000 sec): 3 clusters Score: Raw -23712.693590 + Penalty 2817.365614 = -20895.327976 nChanged 6 SP:Iteration 4Q (32546.150000 sec): 3 clusters Score: Raw -23745.171813 + Penalty 2817.365614 = -20927.806199 nChanged 5 SP:Iteration 5Q (32546.160000 sec): 3 clusters Score: Raw -23767.889480 + Penalty 2817.365614 = -20950.523866 nChanged 3 SP:Iteration 6Q (32546.160000 sec): 3 clusters Score: Raw -23808.984341 + Penalty 2817.365614 = -20991.618727 nChanged 1 SP:Iteration 7Q (32546.160000 sec): 3 clusters Score: Raw -23827.680178 + Penalty 2817.365614 = -21010.314564 nChanged 1 SP:Iteration 8Q (32546.160000 sec): 3 clusters Score: Raw -23829.012772 + Penalty 2817.365614 = -21011.647158 nChanged 0 SP:Iteration 9F (32546.160000 sec): 3 clusters Score: Raw -23829.012772 + Penalty 2817.365614 = -21011.647158 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.170000 sec): 2 clusters Score: Raw -52663.966650 + Penalty 1464.529738 = -51199.436912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.170000 sec): 3 clusters Score: Raw -52832.766659 + Penalty 2929.059477 = -49903.707182 nChanged 82 SP:Iteration 1F (32546.170000 sec): 3 clusters Score: Raw -53097.788768 + Penalty 2929.059477 = -50168.729292 nChanged 28 SP:Iteration 2F (32546.170000 sec): 3 clusters Score: Raw -53255.905403 + Penalty 2929.059477 = -50326.845927 nChanged 13 SP:Iteration 3Q (32546.170000 sec): 3 clusters Score: Raw -53325.035114 + Penalty 2929.059477 = -50395.975637 nChanged 9 SP:Iteration 4Q (32546.180000 sec): 3 clusters Score: Raw -53347.974365 + Penalty 2929.059477 = -50418.914888 nChanged 7 SP:Iteration 5Q (32546.180000 sec): 3 clusters Score: Raw -53380.163742 + Penalty 2929.059477 = -50451.104266 nChanged 4 SP:Iteration 6Q (32546.180000 sec): 3 clusters Score: Raw -53455.522950 + Penalty 2929.059477 = -50526.463473 nChanged 6 SP:Iteration 7Q (32546.180000 sec): 3 clusters Score: Raw -53477.969258 + Penalty 2929.059477 = -50548.909781 nChanged 2 SP:Iteration 8Q (32546.180000 sec): 3 clusters Score: Raw -53492.771457 + Penalty 2929.059477 = -50563.711980 nChanged 0 SP:Iteration 9F (32546.180000 sec): 3 clusters Score: Raw -53492.771457 + Penalty 2929.059477 = -50563.711980 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.190000 sec): 2 clusters Score: Raw -76050.003428 + Penalty 1529.544090 = -74520.459338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.190000 sec): 3 clusters Score: Raw -76107.725956 + Penalty 3059.088179 = -73048.637777 nChanged 93 SP:Iteration 1F (32546.200000 sec): 3 clusters Score: Raw -76298.445288 + Penalty 3059.088179 = -73239.357109 nChanged 30 SP:Iteration 2F (32546.200000 sec): 3 clusters Score: Raw -76389.135857 + Penalty 3059.088179 = -73330.047677 nChanged 24 SP:Iteration 3F (32546.200000 sec): 3 clusters Score: Raw -76462.753850 + Penalty 3059.088179 = -73403.665671 nChanged 17 SP:Iteration 4Q (32546.200000 sec): 3 clusters Score: Raw -76513.644162 + Penalty 3059.088179 = -73454.555983 nChanged 6 SP:Iteration 5Q (32546.200000 sec): 3 clusters Score: Raw -76539.350776 + Penalty 3059.088179 = -73480.262596 nChanged 10 SP:Iteration 6Q (32546.210000 sec): 3 clusters Score: Raw -76574.019628 + Penalty 3059.088179 = -73514.931449 nChanged 6 SP:Iteration 7Q (32546.210000 sec): 3 clusters Score: Raw -76592.290739 + Penalty 3059.088179 = -73533.202559 nChanged 5 SP:Iteration 8Q (32546.210000 sec): 3 clusters Score: Raw -76601.122182 + Penalty 3059.088179 = -73542.034002 nChanged 1 SP:Iteration 9Q (32546.210000 sec): 3 clusters Score: Raw -76604.453669 + Penalty 3059.088179 = -73545.365490 nChanged 1 SP:Iteration 10Q (32546.210000 sec): 3 clusters Score: Raw -76618.871812 + Penalty 3059.088179 = -73559.783633 nChanged 2 SP:Iteration 11Q (32546.210000 sec): 3 clusters Score: Raw -76623.554971 + Penalty 3059.088179 = -73564.466792 nChanged 7 SP:Iteration 12Q (32546.210000 sec): 3 clusters Score: Raw -76641.153404 + Penalty 3059.088179 = -73582.065225 nChanged 3 SP:Iteration 13Q (32546.220000 sec): 3 clusters Score: Raw -76648.007960 + Penalty 3059.088179 = -73588.919780 nChanged 1 SP:Iteration 14Q (32546.220000 sec): 3 clusters Score: Raw -76651.963089 + Penalty 3059.088179 = -73592.874910 nChanged 0 SP:Iteration 15F (32546.220000 sec): 3 clusters Score: Raw -76651.963089 + Penalty 3059.088179 = -73592.874910 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.230000 sec): 2 clusters Score: Raw -45265.222897 + Penalty 1461.811903 = -43803.410994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.230000 sec): 3 clusters Score: Raw -45738.433480 + Penalty 2923.623806 = -42814.809674 nChanged 99 SP:Iteration 1F (32546.230000 sec): 3 clusters Score: Raw -46076.727850 + Penalty 2923.623806 = -43153.104044 nChanged 22 SP:Iteration 2F (32546.230000 sec): 3 clusters Score: Raw -46187.302030 + Penalty 2923.623806 = -43263.678225 nChanged 13 SP:Iteration 3Q (32546.230000 sec): 3 clusters Score: Raw -46205.867372 + Penalty 2923.623806 = -43282.243566 nChanged 11 SP:Iteration 4Q (32546.240000 sec): 3 clusters Score: Raw -46227.264332 + Penalty 2923.623806 = -43303.640526 nChanged 17 SP:Iteration 5Q (32546.240000 sec): 3 clusters Score: Raw -46271.440855 + Penalty 2923.623806 = -43347.817049 nChanged 13 SP:Iteration 6Q (32546.240000 sec): 3 clusters Score: Raw -46301.837289 + Penalty 2923.623806 = -43378.213483 nChanged 10 SP:Iteration 7Q (32546.240000 sec): 3 clusters Score: Raw -46335.998822 + Penalty 2923.623806 = -43412.375016 nChanged 10 SP:Iteration 8Q (32546.240000 sec): 3 clusters Score: Raw -46363.237524 + Penalty 2923.623806 = -43439.613718 nChanged 5 SP:Iteration 9Q (32546.240000 sec): 3 clusters Score: Raw -46390.056577 + Penalty 2923.623806 = -43466.432772 nChanged 2 SP:Iteration 10Q (32546.250000 sec): 3 clusters Score: Raw -46396.621227 + Penalty 2923.623806 = -43472.997422 nChanged 2 SP:Iteration 11Q (32546.250000 sec): 3 clusters Score: Raw -46409.631564 + Penalty 2923.623806 = -43486.007758 nChanged 2 SP:Iteration 12Q (32546.250000 sec): 3 clusters Score: Raw -46418.446807 + Penalty 2923.623806 = -43494.823001 nChanged 0 SP:Iteration 13F (32546.250000 sec): 3 clusters Score: Raw -46418.446807 + Penalty 2923.623806 = -43494.823001 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.260000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.260000 sec): 3 clusters Score: Raw -33235.489895 + Penalty 2659.200914 = -30576.288980 nChanged 25 SP:Iteration 1F (32546.260000 sec): 3 clusters Score: Raw -33310.874007 + Penalty 2659.200914 = -30651.673093 nChanged 1 SP:Iteration 2Q (32546.260000 sec): 3 clusters Score: Raw -33313.699911 + Penalty 2659.200914 = -30654.498997 nChanged 0 SP:Iteration 3F (32546.260000 sec): 3 clusters Score: Raw -33313.699911 + Penalty 2659.200914 = -30654.498997 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.270000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.270000 sec): 3 clusters Score: Raw -41236.660108 + Penalty 2911.171269 = -38325.488839 nChanged 62 SP:Iteration 1F (32546.270000 sec): 3 clusters Score: Raw -41375.018051 + Penalty 2911.171269 = -38463.846782 nChanged 12 SP:Iteration 2Q (32546.270000 sec): 3 clusters Score: Raw -41407.877209 + Penalty 2911.171269 = -38496.705940 nChanged 10 SP:Iteration 3Q (32546.270000 sec): 3 clusters Score: Raw -41432.625422 + Penalty 2911.171269 = -38521.454153 nChanged 9 SP:Iteration 4Q (32546.270000 sec): 3 clusters Score: Raw -41453.827070 + Penalty 2911.171269 = -38542.655801 nChanged 6 SP:Iteration 5Q (32546.280000 sec): 3 clusters Score: Raw -41481.160985 + Penalty 2911.171269 = -38569.989716 nChanged 3 SP:Iteration 6Q (32546.280000 sec): 3 clusters Score: Raw -41489.143445 + Penalty 2911.171269 = -38577.972176 nChanged 2 SP:Iteration 7Q (32546.280000 sec): 3 clusters Score: Raw -41493.948502 + Penalty 2911.171269 = -38582.777233 nChanged 3 SP:Iteration 8Q (32546.280000 sec): 3 clusters Score: Raw -41498.854481 + Penalty 2911.171269 = -38587.683212 nChanged 2 SP:Iteration 9Q (32546.280000 sec): 3 clusters Score: Raw -41503.678782 + Penalty 2911.171269 = -38592.507513 nChanged 2 SP:Iteration 10Q (32546.280000 sec): 3 clusters Score: Raw -41515.310269 + Penalty 2911.171269 = -38604.139000 nChanged 1 SP:Iteration 11Q (32546.290000 sec): 3 clusters Score: Raw -41521.362296 + Penalty 2911.171269 = -38610.191027 nChanged 1 SP:Iteration 12Q (32546.290000 sec): 3 clusters Score: Raw -41523.990525 + Penalty 2911.171269 = -38612.819256 nChanged 0 SP:Iteration 13F (32546.290000 sec): 3 clusters Score: Raw -41523.990525 + Penalty 2911.171269 = -38612.819256 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.290000 sec): 2 clusters Score: Raw -34376.430190 + Penalty 1358.162961 = -33018.267229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.300000 sec): 3 clusters Score: Raw -34573.494439 + Penalty 2716.325922 = -31857.168518 nChanged 28 SP:Iteration 1F (32546.300000 sec): 3 clusters Score: Raw -34687.829828 + Penalty 2716.325922 = -31971.503906 nChanged 9 SP:Iteration 2Q (32546.300000 sec): 3 clusters Score: Raw -34722.596905 + Penalty 2716.325922 = -32006.270983 nChanged 1 SP:Iteration 3Q (32546.300000 sec): 3 clusters Score: Raw -34727.804063 + Penalty 2716.325922 = -32011.478141 nChanged 0 SP:Iteration 4F (32546.300000 sec): 3 clusters Score: Raw -34727.804063 + Penalty 2716.325922 = -32011.478141 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 62 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.310000 sec): 2 clusters Score: Raw -33054.189356 + Penalty 1360.229640 = -31693.959717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.310000 sec): 3 clusters Score: Raw -33268.439778 + Penalty 2720.459279 = -30547.980499 nChanged 18 SP:Iteration 1F (32546.310000 sec): 3 clusters Score: Raw -33343.403892 + Penalty 2720.459279 = -30622.944613 nChanged 7 SP:Iteration 2Q (32546.310000 sec): 3 clusters Score: Raw -33389.967758 + Penalty 2720.459279 = -30669.508479 nChanged 5 SP:Iteration 3Q (32546.310000 sec): 3 clusters Score: Raw -33413.904707 + Penalty 2720.459279 = -30693.445428 nChanged 5 SP:Iteration 4Q (32546.310000 sec): 3 clusters Score: Raw -33442.305144 + Penalty 2720.459279 = -30721.845865 nChanged 1 SP:Iteration 5Q (32546.310000 sec): 3 clusters Score: Raw -33454.589207 + Penalty 2720.459279 = -30734.129928 nChanged 2 SP:Iteration 6Q (32546.310000 sec): 3 clusters Score: Raw -33471.688018 + Penalty 2720.459279 = -30751.228739 nChanged 1 SP:Iteration 7Q (32546.310000 sec): 3 clusters Score: Raw -33486.932039 + Penalty 2720.459279 = -30766.472760 nChanged 2 SP:Iteration 8Q (32546.320000 sec): 3 clusters Score: Raw -33508.394592 + Penalty 2720.459279 = -30787.935313 nChanged 2 SP:Iteration 9Q (32546.320000 sec): 3 clusters Score: Raw -33517.563363 + Penalty 2720.459279 = -30797.104084 nChanged 1 SP:Iteration 10Q (32546.320000 sec): 3 clusters Score: Raw -33536.051317 + Penalty 2720.459279 = -30815.592038 nChanged 1 SP:Iteration 11Q (32546.320000 sec): 3 clusters Score: Raw -33564.517009 + Penalty 2720.459279 = -30844.057730 nChanged 2 SP:Iteration 12Q (32546.320000 sec): 3 clusters Score: Raw -33616.043306 + Penalty 2720.459279 = -30895.584027 nChanged 2 SP:Iteration 13Q (32546.320000 sec): 3 clusters Score: Raw -33620.469155 + Penalty 2720.459279 = -30900.009876 nChanged 1 SP:Iteration 14Q (32546.320000 sec): 3 clusters Score: Raw -33622.219492 + Penalty 2720.459279 = -30901.760213 nChanged 0 SP:Iteration 15F (32546.320000 sec): 3 clusters Score: Raw -33622.219492 + Penalty 2720.459279 = -30901.760213 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 63 (7945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (32546.360000 sec): 2 clusters Score: Raw -1427770.270273 + Penalty 2227.113924 = -1425543.156350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (32546.390000 sec): 3 clusters Score: Raw -1423605.814619 + Penalty 4454.227847 = -1419151.586772 nChanged 3249 SP:Iteration 1F (32546.420000 sec): 3 clusters Score: Raw -1425429.975690 + Penalty 4454.227847 = -1420975.747843 nChanged 566 SP:Iteration 2F (32546.450000 sec): 3 clusters Score: Raw -1425699.056456 + Penalty 4454.227847 = -1421244.828608 nChanged 384 SP:Iteration 3Q (32546.490000 sec): 3 clusters Score: Raw -1425858.892553 + Penalty 4454.227847 = -1421404.664706 nChanged 283 SP:Iteration 4Q (32546.510000 sec): 3 clusters Score: Raw -1425971.001862 + Penalty 4454.227847 = -1421516.774015 nChanged 210 SP:Iteration 5Q (32546.550000 sec): 3 clusters Score: Raw -1426052.566660 + Penalty 4454.227847 = -1421598.338813 nChanged 167 SP:Iteration 6Q (32546.580000 sec): 3 clusters Score: Raw -1426117.633343 + Penalty 4454.227847 = -1421663.405496 nChanged 171 SP:Iteration 7Q (32546.610000 sec): 3 clusters Score: Raw -1426181.874220 + Penalty 4454.227847 = -1421727.646373 nChanged 133 SP:Iteration 8Q (32546.640000 sec): 3 clusters Score: Raw -1426230.793571 + Penalty 4454.227847 = -1421776.565723 nChanged 121 SP:Iteration 9Q (32546.670000 sec): 3 clusters Score: Raw -1426280.199099 + Penalty 4454.227847 = -1421825.971252 nChanged 142 SP:Iteration 10Q (32546.700000 sec): 3 clusters Score: Raw -1426341.486684 + Penalty 4454.227847 = -1421887.258837 nChanged 135 SP:Iteration 11Q (32546.730000 sec): 3 clusters Score: Raw -1426400.442397 + Penalty 4454.227847 = -1421946.214550 nChanged 153 SP:Iteration 12Q (32546.770000 sec): 3 clusters Score: Raw -1426463.444748 + Penalty 4454.227847 = -1422009.216901 nChanged 143 SP:Iteration 13Q (32546.800000 sec): 3 clusters Score: Raw -1426524.311294 + Penalty 4454.227847 = -1422070.083447 nChanged 141 SP:Iteration 14Q (32546.830000 sec): 3 clusters Score: Raw -1426589.006340 + Penalty 4454.227847 = -1422134.778493 nChanged 150 SP:Iteration 15Q (32546.860000 sec): 3 clusters Score: Raw -1426649.695131 + Penalty 4454.227847 = -1422195.467284 nChanged 151 SP:Iteration 16Q (32546.890000 sec): 3 clusters Score: Raw -1426716.427046 + Penalty 4454.227847 = -1422262.199199 nChanged 139 SP:Iteration 17Q (32546.920000 sec): 3 clusters Score: Raw -1426781.069333 + Penalty 4454.227847 = -1422326.841486 nChanged 154 SP:Iteration 18Q (32546.950000 sec): 3 clusters Score: Raw -1426853.660100 + Penalty 4454.227847 = -1422399.432253 nChanged 145 SP:Iteration 19Q (32546.980000 sec): 3 clusters Score: Raw -1426918.453041 + Penalty 4454.227847 = -1422464.225194 nChanged 161 SP:Iteration 20F (32547.010000 sec): 3 clusters Score: Raw -1426992.010682 + Penalty 4454.227847 = -1422537.782835 nChanged 150 SP:Iteration 21Q (32547.040000 sec): 3 clusters Score: Raw -1427070.039543 + Penalty 4454.227847 = -1422615.811695 nChanged 156 SP:Iteration 22Q (32547.070000 sec): 3 clusters Score: Raw -1427138.895655 + Penalty 4454.227847 = -1422684.667808 nChanged 148 SP:Iteration 23Q (32547.100000 sec): 3 clusters Score: Raw -1427198.026023 + Penalty 4454.227847 = -1422743.798176 nChanged 114 SP:Iteration 24Q (32547.130000 sec): 3 clusters Score: Raw -1427250.520453 + Penalty 4454.227847 = -1422796.292606 nChanged 116 SP:Iteration 25Q (32547.160000 sec): 3 clusters Score: Raw -1427298.446287 + Penalty 4454.227847 = -1422844.218440 nChanged 92 SP:Iteration 26Q (32547.190000 sec): 3 clusters Score: Raw -1427330.274144 + Penalty 4454.227847 = -1422876.046297 nChanged 90 SP:Iteration 27Q (32547.220000 sec): 3 clusters Score: Raw -1427363.530310 + Penalty 4454.227847 = -1422909.302463 nChanged 78 SP:Iteration 28Q (32547.250000 sec): 3 clusters Score: Raw -1427394.507327 + Penalty 4454.227847 = -1422940.279480 nChanged 84 SP:Iteration 29Q (32547.280000 sec): 3 clusters Score: Raw -1427428.164456 + Penalty 4454.227847 = -1422973.936609 nChanged 96 SP:Iteration 30Q (32547.310000 sec): 3 clusters Score: Raw -1427465.301773 + Penalty 4454.227847 = -1423011.073926 nChanged 92 SP:Iteration 31Q (32547.330000 sec): 3 clusters Score: Raw -1427502.019599 + Penalty 4454.227847 = -1423047.791752 nChanged 78 SP:Iteration 32Q (32547.360000 sec): 3 clusters Score: Raw -1427533.502867 + Penalty 4454.227847 = -1423079.275019 nChanged 79 SP:Iteration 33Q (32547.390000 sec): 3 clusters Score: Raw -1427560.715002 + Penalty 4454.227847 = -1423106.487155 nChanged 64 SP:Iteration 34Q (32547.420000 sec): 3 clusters Score: Raw -1427585.055756 + Penalty 4454.227847 = -1423130.827909 nChanged 60 SP:Iteration 35Q (32547.450000 sec): 3 clusters Score: Raw -1427604.159641 + Penalty 4454.227847 = -1423149.931794 nChanged 46 SP:Iteration 36Q (32547.480000 sec): 3 clusters Score: Raw -1427618.646325 + Penalty 4454.227847 = -1423164.418478 nChanged 53 SP:Iteration 37Q (32547.510000 sec): 3 clusters Score: Raw -1427635.222758 + Penalty 4454.227847 = -1423180.994911 nChanged 43 SP:Iteration 38Q (32547.530000 sec): 3 clusters Score: Raw -1427645.986112 + Penalty 4454.227847 = -1423191.758265 nChanged 28 SP:Iteration 39Q (32547.560000 sec): 3 clusters Score: Raw -1427653.290557 + Penalty 4454.227847 = -1423199.062710 nChanged 29 SP:Iteration 40F (32547.590000 sec): 3 clusters Score: Raw -1427662.547473 + Penalty 4454.227847 = -1423208.319626 nChanged 36 SP:Iteration 41Q (32547.620000 sec): 3 clusters Score: Raw -1427674.783100 + Penalty 4454.227847 = -1423220.555253 nChanged 40 SP:Iteration 42Q (32547.650000 sec): 3 clusters Score: Raw -1427687.964396 + Penalty 4454.227847 = -1423233.736549 nChanged 40 SP:Iteration 43Q (32547.670000 sec): 3 clusters Score: Raw -1427701.699566 + Penalty 4454.227847 = -1423247.471719 nChanged 35 SP:Iteration 44Q (32547.700000 sec): 3 clusters Score: Raw -1427710.951507 + Penalty 4454.227847 = -1423256.723660 nChanged 32 SP:Iteration 45Q (32547.730000 sec): 3 clusters Score: Raw -1427720.028898 + Penalty 4454.227847 = -1423265.801051 nChanged 24 SP:Iteration 46Q (32547.760000 sec): 3 clusters Score: Raw -1427726.950783 + Penalty 4454.227847 = -1423272.722936 nChanged 27 SP:Iteration 47Q (32547.790000 sec): 3 clusters Score: Raw -1427736.418363 + Penalty 4454.227847 = -1423282.190516 nChanged 27 SP:Iteration 48Q (32547.810000 sec): 3 clusters Score: Raw -1427745.748326 + Penalty 4454.227847 = -1423291.520479 nChanged 27 SP:Iteration 49Q (32547.840000 sec): 3 clusters Score: Raw -1427753.994087 + Penalty 4454.227847 = -1423299.766240 nChanged 17 SP:Iteration 50Q (32547.870000 sec): 3 clusters Score: Raw -1427758.630643 + Penalty 4454.227847 = -1423304.402796 nChanged 14 SP:Iteration 51Q (32547.890000 sec): 3 clusters Score: Raw -1427762.694520 + Penalty 4454.227847 = -1423308.466673 nChanged 12 SP:Iteration 52Q (32547.920000 sec): 3 clusters Score: Raw -1427765.840957 + Penalty 4454.227847 = -1423311.613110 nChanged 6 SP:Iteration 53Q (32547.950000 sec): 3 clusters Score: Raw -1427767.250709 + Penalty 4454.227847 = -1423313.022861 nChanged 4 SP:Iteration 54Q (32547.970000 sec): 3 clusters Score: Raw -1427768.243268 + Penalty 4454.227847 = -1423314.015420 nChanged 6 SP:Iteration 55Q (32548.000000 sec): 3 clusters Score: Raw -1427769.799468 + Penalty 4454.227847 = -1423315.571621 nChanged 6 SP:Iteration 56Q (32548.030000 sec): 3 clusters Score: Raw -1427770.966533 + Penalty 4454.227847 = -1423316.738686 nChanged 7 SP:Iteration 57Q (32548.050000 sec): 3 clusters Score: Raw -1427772.563736 + Penalty 4454.227847 = -1423318.335889 nChanged 7 SP:Iteration 58Q (32548.080000 sec): 3 clusters Score: Raw -1427774.352167 + Penalty 4454.227847 = -1423320.124319 nChanged 5 SP:Iteration 59Q (32548.110000 sec): 3 clusters Score: Raw -1427775.554170 + Penalty 4454.227847 = -1423321.326323 nChanged 8 SP:Iteration 60F (32548.140000 sec): 3 clusters Score: Raw -1427777.883955 + Penalty 4454.227847 = -1423323.656108 nChanged 12 SP:Iteration 61Q (32548.170000 sec): 3 clusters Score: Raw -1427781.387275 + Penalty 4454.227847 = -1423327.159428 nChanged 9 SP:Iteration 62Q (32548.190000 sec): 3 clusters Score: Raw -1427784.521299 + Penalty 4454.227847 = -1423330.293452 nChanged 13 SP:Iteration 63Q (32548.220000 sec): 3 clusters Score: Raw -1427790.226013 + Penalty 4454.227847 = -1423335.998165 nChanged 14 SP:Iteration 64Q (32548.250000 sec): 3 clusters Score: Raw -1427793.968503 + Penalty 4454.227847 = -1423339.740656 nChanged 10 SP:Iteration 65Q (32548.270000 sec): 3 clusters Score: Raw -1427796.251249 + Penalty 4454.227847 = -1423342.023401 nChanged 4 SP:Iteration 66Q (32548.300000 sec): 3 clusters Score: Raw -1427796.919801 + Penalty 4454.227847 = -1423342.691954 nChanged 4 SP:Iteration 67Q (32548.330000 sec): 3 clusters Score: Raw -1427798.040017 + Penalty 4454.227847 = -1423343.812170 nChanged 6 SP:Iteration 68Q (32548.360000 sec): 3 clusters Score: Raw -1427799.752591 + Penalty 4454.227847 = -1423345.524744 nChanged 4 SP:Iteration 69Q (32548.380000 sec): 3 clusters Score: Raw -1427800.481020 + Penalty 4454.227847 = -1423346.253172 nChanged 1 SP:Iteration 70Q (32548.410000 sec): 3 clusters Score: Raw -1427800.693088 + Penalty 4454.227847 = -1423346.465241 nChanged 3 SP:Iteration 71Q (32548.440000 sec): 3 clusters Score: Raw -1427801.212952 + Penalty 4454.227847 = -1423346.985105 nChanged 4 SP:Iteration 72Q (32548.470000 sec): 3 clusters Score: Raw -1427802.223736 + Penalty 4454.227847 = -1423347.995889 nChanged 8 SP:Iteration 73Q (32548.490000 sec): 3 clusters Score: Raw -1427804.031270 + Penalty 4454.227847 = -1423349.803423 nChanged 6 SP:Iteration 74Q (32548.520000 sec): 3 clusters Score: Raw -1427805.312051 + Penalty 4454.227847 = -1423351.084204 nChanged 5 SP:Iteration 75Q (32548.550000 sec): 3 clusters Score: Raw -1427806.790770 + Penalty 4454.227847 = -1423352.562923 nChanged 11 SP:Iteration 76Q (32548.570000 sec): 3 clusters Score: Raw -1427809.697154 + Penalty 4454.227847 = -1423355.469307 nChanged 9 SP:Iteration 77Q (32548.600000 sec): 3 clusters Score: Raw -1427812.389286 + Penalty 4454.227847 = -1423358.161439 nChanged 13 SP:Iteration 78Q (32548.630000 sec): 3 clusters Score: Raw -1427815.942534 + Penalty 4454.227847 = -1423361.714687 nChanged 12 SP:Iteration 79Q (32548.650000 sec): 3 clusters Score: Raw -1427820.193134 + Penalty 4454.227847 = -1423365.965287 nChanged 12 SP:Iteration 80F (32548.680000 sec): 3 clusters Score: Raw -1427823.638105 + Penalty 4454.227847 = -1423369.410258 nChanged 15 SP:Iteration 81Q (32548.710000 sec): 3 clusters Score: Raw -1427828.524018 + Penalty 4454.227847 = -1423374.296171 nChanged 12 SP:Iteration 82Q (32548.740000 sec): 3 clusters Score: Raw -1427831.747809 + Penalty 4454.227847 = -1423377.519962 nChanged 7 SP:Iteration 83Q (32548.760000 sec): 3 clusters Score: Raw -1427833.592793 + Penalty 4454.227847 = -1423379.364946 nChanged 6 SP:Iteration 84Q (32548.790000 sec): 3 clusters Score: Raw -1427834.886267 + Penalty 4454.227847 = -1423380.658419 nChanged 3 SP:Iteration 85Q (32548.820000 sec): 3 clusters Score: Raw -1427835.721163 + Penalty 4454.227847 = -1423381.493316 nChanged 5 SP:Iteration 86Q (32548.840000 sec): 3 clusters Score: Raw -1427837.414411 + Penalty 4454.227847 = -1423383.186563 nChanged 5 SP:Iteration 87Q (32548.870000 sec): 3 clusters Score: Raw -1427838.831029 + Penalty 4454.227847 = -1423384.603182 nChanged 5 SP:Iteration 88Q (32548.900000 sec): 3 clusters Score: Raw -1427839.937351 + Penalty 4454.227847 = -1423385.709504 nChanged 7 SP:Iteration 89Q (32548.920000 sec): 3 clusters Score: Raw -1427842.033010 + Penalty 4454.227847 = -1423387.805163 nChanged 4 SP:Iteration 90Q (32548.950000 sec): 3 clusters Score: Raw -1427843.249277 + Penalty 4454.227847 = -1423389.021430 nChanged 8 SP:Iteration 91Q (32548.980000 sec): 3 clusters Score: Raw -1427846.260547 + Penalty 4454.227847 = -1423392.032700 nChanged 7 SP:Iteration 92Q (32549.000000 sec): 3 clusters Score: Raw -1427848.761796 + Penalty 4454.227847 = -1423394.533949 nChanged 6 SP:Iteration 93Q (32549.030000 sec): 3 clusters Score: Raw -1427850.780917 + Penalty 4454.227847 = -1423396.553069 nChanged 9 SP:Iteration 94Q (32549.060000 sec): 3 clusters Score: Raw -1427853.116252 + Penalty 4454.227847 = -1423398.888405 nChanged 8 SP:Iteration 95Q (32549.080000 sec): 3 clusters Score: Raw -1427855.646233 + Penalty 4454.227847 = -1423401.418386 nChanged 9 SP:Iteration 96Q (32549.110000 sec): 3 clusters Score: Raw -1427858.790361 + Penalty 4454.227847 = -1423404.562514 nChanged 9 SP:Iteration 97Q (32549.140000 sec): 3 clusters Score: Raw -1427860.710288 + Penalty 4454.227847 = -1423406.482441 nChanged 7 SP:Iteration 98Q (32549.160000 sec): 3 clusters Score: Raw -1427862.338300 + Penalty 4454.227847 = -1423408.110453 nChanged 10 SP:Iteration 99Q (32549.190000 sec): 3 clusters Score: Raw -1427864.721796 + Penalty 4454.227847 = -1423410.493949 nChanged 7 SP:Iteration 100F (32549.220000 sec): 3 clusters Score: Raw -1427866.480624 + Penalty 4454.227847 = -1423412.252777 nChanged 8 SP:Iteration 101Q (32549.250000 sec): 3 clusters Score: Raw -1427868.704003 + Penalty 4454.227847 = -1423414.476156 nChanged 6 SP:Iteration 102Q (32549.270000 sec): 3 clusters Score: Raw -1427870.165886 + Penalty 4454.227847 = -1423415.938039 nChanged 10 SP:Iteration 103Q (32549.300000 sec): 3 clusters Score: Raw -1427873.962984 + Penalty 4454.227847 = -1423419.735137 nChanged 12 SP:Iteration 104Q (32549.330000 sec): 3 clusters Score: Raw -1427877.711795 + Penalty 4454.227847 = -1423423.483948 nChanged 12 SP:Iteration 105Q (32549.350000 sec): 3 clusters Score: Raw -1427883.603445 + Penalty 4454.227847 = -1423429.375598 nChanged 11 SP:Iteration 106Q (32549.380000 sec): 3 clusters Score: Raw -1427887.979390 + Penalty 4454.227847 = -1423433.751543 nChanged 14 SP:Iteration 107Q (32549.410000 sec): 3 clusters Score: Raw -1427892.413394 + Penalty 4454.227847 = -1423438.185547 nChanged 9 SP:Iteration 108Q (32549.430000 sec): 3 clusters Score: Raw -1427895.088504 + Penalty 4454.227847 = -1423440.860657 nChanged 9 SP:Iteration 109Q (32549.460000 sec): 3 clusters Score: Raw -1427898.594395 + Penalty 4454.227847 = -1423444.366548 nChanged 14 SP:Iteration 110Q (32549.490000 sec): 3 clusters Score: Raw -1427905.056834 + Penalty 4454.227847 = -1423450.828986 nChanged 23 SP:Iteration 111Q (32549.510000 sec): 3 clusters Score: Raw -1427917.609126 + Penalty 4454.227847 = -1423463.381279 nChanged 26 SP:Iteration 112Q (32549.540000 sec): 3 clusters Score: Raw -1427928.652156 + Penalty 4454.227847 = -1423474.424309 nChanged 23 SP:Iteration 113Q (32549.570000 sec): 3 clusters Score: Raw -1427937.223076 + Penalty 4454.227847 = -1423482.995229 nChanged 17 SP:Iteration 114Q (32549.590000 sec): 3 clusters Score: Raw -1427942.539986 + Penalty 4454.227847 = -1423488.312139 nChanged 21 SP:Iteration 115Q (32549.620000 sec): 3 clusters Score: Raw -1427950.273855 + Penalty 4454.227847 = -1423496.046007 nChanged 18 SP:Iteration 116Q (32549.640000 sec): 3 clusters Score: Raw -1427957.748334 + Penalty 4454.227847 = -1423503.520487 nChanged 13 SP:Iteration 117Q (32549.670000 sec): 3 clusters Score: Raw -1427962.273036 + Penalty 4454.227847 = -1423508.045189 nChanged 11 SP:Iteration 118Q (32549.690000 sec): 3 clusters Score: Raw -1427965.708288 + Penalty 4454.227847 = -1423511.480441 nChanged 6 SP:Iteration 119Q (32549.720000 sec): 3 clusters Score: Raw -1427967.265423 + Penalty 4454.227847 = -1423513.037576 nChanged 3 SP:Iteration 120F (32549.750000 sec): 3 clusters Score: Raw -1427968.430537 + Penalty 4454.227847 = -1423514.202689 nChanged 6 SP:Iteration 121Q (32549.780000 sec): 3 clusters Score: Raw -1427970.123551 + Penalty 4454.227847 = -1423515.895703 nChanged 3 SP:Iteration 122Q (32549.800000 sec): 3 clusters Score: Raw -1427971.019903 + Penalty 4454.227847 = -1423516.792056 nChanged 2 SP:Iteration 123Q (32549.830000 sec): 3 clusters Score: Raw -1427972.205687 + Penalty 4454.227847 = -1423517.977840 nChanged 3 SP:Iteration 124Q (32549.860000 sec): 3 clusters Score: Raw -1427974.003877 + Penalty 4454.227847 = -1423519.776030 nChanged 8 SP:Iteration 125Q (32549.880000 sec): 3 clusters Score: Raw -1427976.831733 + Penalty 4454.227847 = -1423522.603886 nChanged 7 SP:Iteration 126Q (32549.910000 sec): 3 clusters Score: Raw -1427978.776831 + Penalty 4454.227847 = -1423524.548983 nChanged 2 SP:Iteration 127Q (32549.930000 sec): 3 clusters Score: Raw -1427979.378610 + Penalty 4454.227847 = -1423525.150763 nChanged 3 SP:Iteration 128Q (32549.960000 sec): 3 clusters Score: Raw -1427980.549677 + Penalty 4454.227847 = -1423526.321830 nChanged 1 SP:Iteration 129Q (32549.990000 sec): 3 clusters Score: Raw -1427980.850122 + Penalty 4454.227847 = -1423526.622274 nChanged 4 SP:Iteration 130Q (32550.010000 sec): 3 clusters Score: Raw -1427982.418278 + Penalty 4454.227847 = -1423528.190431 nChanged 4 SP:Iteration 131Q (32550.040000 sec): 3 clusters Score: Raw -1427983.511149 + Penalty 4454.227847 = -1423529.283302 nChanged 1 SP:Iteration 132Q (32550.060000 sec): 3 clusters Score: Raw -1427983.942903 + Penalty 4454.227847 = -1423529.715056 nChanged 2 SP:Iteration 133Q (32550.090000 sec): 3 clusters Score: Raw -1427984.557754 + Penalty 4454.227847 = -1423530.329907 nChanged 0 SP:Iteration 134F (32550.120000 sec): 3 clusters Score: Raw -1427984.557754 + Penalty 4454.227847 = -1423530.329907 nChanged 0 Iteration 539Q (32592.090000 sec): 64 clusters Score: Raw -378653825.533505 + Penalty 228068.176748 = -378425757.356757 nChanged 618 Iteration 540F (32791.470000 sec): 64 clusters Score: Raw -378653836.756726 + Penalty 228068.176748 = -378425768.579978 nChanged 530 Iteration 541Q (32833.530000 sec): 64 clusters Score: Raw -378653846.606369 + Penalty 228068.176748 = -378425778.429621 nChanged 453 Iteration 542Q (32875.570000 sec): 64 clusters Score: Raw -378653855.030681 + Penalty 228068.176748 = -378425786.853933 nChanged 423 Iteration 543Q (32917.530000 sec): 64 clusters Score: Raw -378653862.169439 + Penalty 228068.176748 = -378425793.992691 nChanged 364 Iteration 544Q (32959.480000 sec): 64 clusters Score: Raw -378653868.514847 + Penalty 228068.176748 = -378425800.338099 nChanged 343 Iteration 545Q (33001.300000 sec): 64 clusters Score: Raw -378653875.293405 + Penalty 228068.176748 = -378425807.116657 nChanged 329 Iteration 546Q (33043.030000 sec): 64 clusters Score: Raw -378653881.811866 + Penalty 228068.176748 = -378425813.635118 nChanged 324 Iteration 547Q (33084.750000 sec): 64 clusters Score: Raw -378653887.625948 + Penalty 228068.176748 = -378425819.449200 nChanged 323 Iteration 548Q (33126.500000 sec): 64 clusters Score: Raw -378653893.378101 + Penalty 228068.176748 = -378425825.201353 nChanged 312 Iteration 549Q (33168.220000 sec): 64 clusters Score: Raw -378653897.834163 + Penalty 228068.176748 = -378425829.657416 nChanged 259 Iteration 550Q (33209.960000 sec): 64 clusters Score: Raw -378653901.592418 + Penalty 228068.176748 = -378425833.415670 nChanged 221 Iteration 551Q (33251.700000 sec): 64 clusters Score: Raw -378653905.026603 + Penalty 228068.176748 = -378425836.849855 nChanged 194 Iteration 552Q (33293.400000 sec): 64 clusters Score: Raw -378653908.163438 + Penalty 228068.176748 = -378425839.986690 nChanged 180 Iteration 553Q (33335.120000 sec): 64 clusters Score: Raw -378653910.905117 + Penalty 228068.176748 = -378425842.728369 nChanged 142 Iteration 554Q (33376.840000 sec): 64 clusters Score: Raw -378653912.887149 + Penalty 228068.176748 = -378425844.710401 nChanged 121 Iteration 555Q (33418.550000 sec): 64 clusters Score: Raw -378653914.537614 + Penalty 228068.176748 = -378425846.360866 nChanged 110 Iteration 556Q (33460.230000 sec): 64 clusters Score: Raw -378653916.153999 + Penalty 228068.176748 = -378425847.977251 nChanged 101 Iteration 557Q (33501.930000 sec): 64 clusters Score: Raw -378653917.572106 + Penalty 228068.176748 = -378425849.395358 nChanged 92 Iteration 558Q (33543.610000 sec): 64 clusters Score: Raw -378653918.763386 + Penalty 228068.176748 = -378425850.586638 nChanged 80 Iteration 559Q (33585.300000 sec): 64 clusters Score: Raw -378653919.849615 + Penalty 228068.176748 = -378425851.672867 nChanged 80 Iteration 560F (33784.560000 sec): 64 clusters Score: Raw -378653921.331012 + Penalty 228068.176748 = -378425853.154264 nChanged 66 Iteration 561Q (33826.360000 sec): 64 clusters Score: Raw -378653922.369972 + Penalty 228068.176748 = -378425854.193224 nChanged 73 Iteration 562Q (33868.100000 sec): 64 clusters Score: Raw -378653923.251398 + Penalty 228068.176748 = -378425855.074650 nChanged 61 Iteration 563Q (33909.830000 sec): 64 clusters Score: Raw -378653924.007035 + Penalty 228068.176748 = -378425855.830287 nChanged 48 Iteration 564Q (33951.580000 sec): 64 clusters Score: Raw -378653924.412825 + Penalty 228068.176748 = -378425856.236077 nChanged 47 Iteration 565Q (33993.300000 sec): 64 clusters Score: Raw -378653925.224685 + Penalty 228068.176748 = -378425857.047937 nChanged 54 Iteration 566Q (34035.010000 sec): 64 clusters Score: Raw -378653926.049379 + Penalty 228068.176748 = -378425857.872631 nChanged 55 Iteration 567Q (34076.710000 sec): 64 clusters Score: Raw -378653926.762156 + Penalty 228068.176748 = -378425858.585408 nChanged 58 Iteration 568Q (34118.440000 sec): 64 clusters Score: Raw -378653927.756228 + Penalty 228068.176748 = -378425859.579480 nChanged 60 Iteration 569Q (34160.140000 sec): 64 clusters Score: Raw -378653928.388503 + Penalty 228068.176748 = -378425860.211755 nChanged 69 Iteration 570Q (34201.820000 sec): 64 clusters Score: Raw -378653928.829139 + Penalty 228068.176748 = -378425860.652391 nChanged 71 Iteration 571Q (34243.500000 sec): 64 clusters Score: Raw -378653929.284022 + Penalty 228068.176748 = -378425861.107274 nChanged 51 Iteration 572Q (34285.170000 sec): 64 clusters Score: Raw -378653929.519085 + Penalty 228068.176748 = -378425861.342337 nChanged 35 Iteration 573Q (34326.840000 sec): 64 clusters Score: Raw -378653929.639744 + Penalty 228068.176748 = -378425861.462996 nChanged 26 Iteration 574Q (34368.510000 sec): 64 clusters Score: Raw -378653929.725479 + Penalty 228068.176748 = -378425861.548731 nChanged 27 Iteration 575Q (34410.190000 sec): 64 clusters Score: Raw -378653929.863022 + Penalty 228068.176748 = -378425861.686274 nChanged 18 Iteration 576Q (34451.860000 sec): 64 clusters Score: Raw -378653929.918836 + Penalty 228068.176748 = -378425861.742088 nChanged 17 Iteration 577Q (34493.540000 sec): 64 clusters Score: Raw -378653929.976253 + Penalty 228068.176748 = -378425861.799505 nChanged 14 Iteration 578Q (34535.210000 sec): 64 clusters Score: Raw -378653930.032815 + Penalty 228068.176748 = -378425861.856067 nChanged 15 Writing temp clu file Because OldScore, -378425861.799505, is greater than current (better) Score,-378425861.856067 Compute initial score before splitting: Score: Raw -378653930.032815 + Penalty 228068.176748 = -378425861.856067 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34535.610000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34535.610000 sec): 3 clusters Score: Raw -81483.833721 + Penalty 3104.752406 = -78379.081315 nChanged 101 SP:Iteration 1F (34535.620000 sec): 3 clusters Score: Raw -81676.762960 + Penalty 3104.752406 = -78572.010554 nChanged 23 SP:Iteration 2Q (34535.620000 sec): 3 clusters Score: Raw -81718.449541 + Penalty 3104.752406 = -78613.697135 nChanged 13 SP:Iteration 3Q (34535.620000 sec): 3 clusters Score: Raw -81745.874496 + Penalty 3104.752406 = -78641.122089 nChanged 3 SP:Iteration 4Q (34535.620000 sec): 3 clusters Score: Raw -81750.465448 + Penalty 3104.752406 = -78645.713042 nChanged 4 SP:Iteration 5Q (34535.620000 sec): 3 clusters Score: Raw -81758.946603 + Penalty 3104.752406 = -78654.194197 nChanged 4 SP:Iteration 6Q (34535.620000 sec): 3 clusters Score: Raw -81768.138558 + Penalty 3104.752406 = -78663.386152 nChanged 1 SP:Iteration 7Q (34535.630000 sec): 3 clusters Score: Raw -81769.815562 + Penalty 3104.752406 = -78665.063156 nChanged 1 SP:Iteration 8Q (34535.630000 sec): 3 clusters Score: Raw -81771.847926 + Penalty 3104.752406 = -78667.095520 nChanged 1 SP:Iteration 9Q (34535.630000 sec): 3 clusters Score: Raw -81775.700724 + Penalty 3104.752406 = -78670.948317 nChanged 2 SP:Iteration 10Q (34535.630000 sec): 3 clusters Score: Raw -81780.695605 + Penalty 3104.752406 = -78675.943199 nChanged 0 SP:Iteration 11F (34535.640000 sec): 3 clusters Score: Raw -81780.695605 + Penalty 3104.752406 = -78675.943199 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34535.640000 sec): 2 clusters Score: Raw -67242.775360 + Penalty 1509.520132 = -65733.255228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34535.640000 sec): 3 clusters Score: Raw -67269.356125 + Penalty 3019.040265 = -64250.315860 nChanged 74 SP:Iteration 1F (34535.650000 sec): 3 clusters Score: Raw -67523.500902 + Penalty 3019.040265 = -64504.460638 nChanged 34 SP:Iteration 2F (34535.650000 sec): 3 clusters Score: Raw -67692.158292 + Penalty 3019.040265 = -64673.118027 nChanged 23 SP:Iteration 3F (34535.650000 sec): 3 clusters Score: Raw -67808.890875 + Penalty 3019.040265 = -64789.850611 nChanged 13 SP:Iteration 4Q (34535.650000 sec): 3 clusters Score: Raw -67880.284555 + Penalty 3019.040265 = -64861.244291 nChanged 4 SP:Iteration 5Q (34535.660000 sec): 3 clusters Score: Raw -67893.720370 + Penalty 3019.040265 = -64874.680106 nChanged 1 SP:Iteration 6Q (34535.660000 sec): 3 clusters Score: Raw -67899.077120 + Penalty 3019.040265 = -64880.036856 nChanged 1 SP:Iteration 7Q (34535.660000 sec): 3 clusters Score: Raw -67904.893966 + Penalty 3019.040265 = -64885.853702 nChanged 1 SP:Iteration 8Q (34535.660000 sec): 3 clusters Score: Raw -67910.565799 + Penalty 3019.040265 = -64891.525535 nChanged 2 SP:Iteration 9Q (34535.660000 sec): 3 clusters Score: Raw -67924.307562 + Penalty 3019.040265 = -64905.267298 nChanged 2 SP:Iteration 10Q (34535.660000 sec): 3 clusters Score: Raw -67938.967154 + Penalty 3019.040265 = -64919.926890 nChanged 7 SP:Iteration 11Q (34535.660000 sec): 3 clusters Score: Raw -67965.513126 + Penalty 3019.040265 = -64946.472862 nChanged 7 SP:Iteration 12Q (34535.660000 sec): 3 clusters Score: Raw -68025.573138 + Penalty 3019.040265 = -65006.532874 nChanged 8 SP:Iteration 13Q (34535.670000 sec): 3 clusters Score: Raw -68076.450043 + Penalty 3019.040265 = -65057.409778 nChanged 5 SP:Iteration 14Q (34535.670000 sec): 3 clusters Score: Raw -68113.132095 + Penalty 3019.040265 = -65094.091830 nChanged 7 SP:Iteration 15Q (34535.670000 sec): 3 clusters Score: Raw -68144.954584 + Penalty 3019.040265 = -65125.914319 nChanged 5 SP:Iteration 16Q (34535.670000 sec): 3 clusters Score: Raw -68177.179890 + Penalty 3019.040265 = -65158.139626 nChanged 4 SP:Iteration 17Q (34535.670000 sec): 3 clusters Score: Raw -68186.649830 + Penalty 3019.040265 = -65167.609565 nChanged 2 SP:Iteration 18Q (34535.670000 sec): 3 clusters Score: Raw -68192.847920 + Penalty 3019.040265 = -65173.807655 nChanged 2 SP:Iteration 19Q (34535.680000 sec): 3 clusters Score: Raw -68199.339944 + Penalty 3019.040265 = -65180.299679 nChanged 1 SP:Iteration 20F (34535.680000 sec): 3 clusters Score: Raw -68202.158051 + Penalty 3019.040265 = -65183.117786 nChanged 1 SP:Iteration 21Q (34535.680000 sec): 3 clusters Score: Raw -68203.379334 + Penalty 3019.040265 = -65184.339069 nChanged 1 SP:Iteration 22Q (34535.680000 sec): 3 clusters Score: Raw -68204.889478 + Penalty 3019.040265 = -65185.849213 nChanged 0 SP:Iteration 23F (34535.680000 sec): 3 clusters Score: Raw -68204.889478 + Penalty 3019.040265 = -65185.849213 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (226113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34536.480000 sec): 2 clusters Score: Raw -42023656.891168 + Penalty 3057.539958 = -42020599.351210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34537.410000 sec): 3 clusters Score: Raw -41874572.597431 + Penalty 6115.079916 = -41868457.517515 nChanged 109043 SP:Iteration 1F (34538.340000 sec): 3 clusters Score: Raw -41939105.630140 + Penalty 6115.079916 = -41932990.550224 nChanged 6684 SP:Iteration 2Q (34539.280000 sec): 3 clusters Score: Raw -41940684.378213 + Penalty 6115.079916 = -41934569.298297 nChanged 7962 SP:Iteration 3Q (34540.230000 sec): 3 clusters Score: Raw -41943202.713039 + Penalty 6115.079916 = -41937087.633123 nChanged 10414 SP:Iteration 4Q (34541.170000 sec): 3 clusters Score: Raw -41947809.384670 + Penalty 6115.079916 = -41941694.304754 nChanged 14389 SP:Iteration 5F (34542.100000 sec): 3 clusters Score: Raw -41956573.988444 + Penalty 6115.079916 = -41950458.908528 nChanged 19197 SP:Iteration 6F (34543.030000 sec): 3 clusters Score: Raw -41971878.935982 + Penalty 6115.079916 = -41965763.856066 nChanged 21276 SP:Iteration 7F (34543.950000 sec): 3 clusters Score: Raw -41992266.385134 + Penalty 6115.079916 = -41986151.305218 nChanged 17752 SP:Iteration 8F (34544.870000 sec): 3 clusters Score: Raw -42010408.734825 + Penalty 6115.079916 = -42004293.654909 nChanged 9464 SP:Iteration 9Q (34545.740000 sec): 3 clusters Score: Raw -42019732.766803 + Penalty 6115.079916 = -42013617.686887 nChanged 3276 SP:Iteration 10Q (34546.500000 sec): 3 clusters Score: Raw -42022706.937895 + Penalty 6115.079916 = -42016591.857979 nChanged 908 SP:Iteration 11Q (34547.190000 sec): 3 clusters Score: Raw -42023514.678570 + Penalty 6115.079916 = -42017399.598654 nChanged 252 SP:Iteration 12Q (34547.850000 sec): 3 clusters Score: Raw -42023747.916553 + Penalty 6115.079916 = -42017632.836637 nChanged 107 SP:Iteration 13Q (34548.490000 sec): 3 clusters Score: Raw -42023853.206926 + Penalty 6115.079916 = -42017738.127010 nChanged 62 SP:Iteration 14Q (34549.130000 sec): 3 clusters Score: Raw -42023921.733896 + Penalty 6115.079916 = -42017806.653979 nChanged 40 SP:Iteration 15Q (34549.770000 sec): 3 clusters Score: Raw -42023971.079785 + Penalty 6115.079916 = -42017855.999869 nChanged 27 SP:Iteration 16Q (34550.400000 sec): 3 clusters Score: Raw -42024001.483605 + Penalty 6115.079916 = -42017886.403689 nChanged 26 SP:Iteration 17Q (34551.040000 sec): 3 clusters Score: Raw -42024029.313561 + Penalty 6115.079916 = -42017914.233645 nChanged 11 SP:Iteration 18Q (34551.670000 sec): 3 clusters Score: Raw -42024043.493936 + Penalty 6115.079916 = -42017928.414020 nChanged 7 SP:Iteration 19Q (34552.300000 sec): 3 clusters Score: Raw -42024049.872918 + Penalty 6115.079916 = -42017934.793002 nChanged 4 SP:Iteration 20F (34553.210000 sec): 3 clusters Score: Raw -42024054.626736 + Penalty 6115.079916 = -42017939.546820 nChanged 3 SP:Iteration 21Q (34553.840000 sec): 3 clusters Score: Raw -42024057.601554 + Penalty 6115.079916 = -42017942.521638 nChanged 2 SP:Iteration 22Q (34554.470000 sec): 3 clusters Score: Raw -42024059.882530 + Penalty 6115.079916 = -42017944.802614 nChanged 4 SP:Iteration 23Q (34555.110000 sec): 3 clusters Score: Raw -42024065.663053 + Penalty 6115.079916 = -42017950.583137 nChanged 6 SP:Iteration 24Q (34555.740000 sec): 3 clusters Score: Raw -42024073.571968 + Penalty 6115.079916 = -42017958.492052 nChanged 6 SP:Iteration 25Q (34556.370000 sec): 3 clusters Score: Raw -42024082.573325 + Penalty 6115.079916 = -42017967.493409 nChanged 4 SP:Iteration 26Q (34557.000000 sec): 3 clusters Score: Raw -42024087.030212 + Penalty 6115.079916 = -42017971.950296 nChanged 1 SP:Iteration 27Q (34557.630000 sec): 3 clusters Score: Raw -42024088.026359 + Penalty 6115.079916 = -42017972.946443 nChanged 0 SP:Iteration 28F (34558.540000 sec): 3 clusters Score: Raw -42024088.026359 + Penalty 6115.079916 = -42017972.946443 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34558.630000 sec): 2 clusters Score: Raw -399162.412011 + Penalty 1912.019702 = -397250.392309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34558.640000 sec): 3 clusters Score: Raw -398273.406298 + Penalty 3824.039405 = -394449.366893 nChanged 754 SP:Iteration 1F (34558.640000 sec): 3 clusters Score: Raw -398812.923892 + Penalty 3824.039405 = -394988.884487 nChanged 203 SP:Iteration 2F (34558.650000 sec): 3 clusters Score: Raw -399025.028739 + Penalty 3824.039405 = -395200.989334 nChanged 129 SP:Iteration 3F (34558.660000 sec): 3 clusters Score: Raw -399176.732615 + Penalty 3824.039405 = -395352.693210 nChanged 111 SP:Iteration 4Q (34558.670000 sec): 3 clusters Score: Raw -399362.931100 + Penalty 3824.039405 = -395538.891695 nChanged 117 SP:Iteration 5F (34558.680000 sec): 3 clusters Score: Raw -399593.079949 + Penalty 3824.039405 = -395769.040544 nChanged 141 SP:Iteration 6F (34558.690000 sec): 3 clusters Score: Raw -399838.369218 + Penalty 3824.039405 = -396014.329814 nChanged 152 SP:Iteration 7F (34558.700000 sec): 3 clusters Score: Raw -400095.620732 + Penalty 3824.039405 = -396271.581328 nChanged 117 SP:Iteration 8F (34558.710000 sec): 3 clusters Score: Raw -400250.515159 + Penalty 3824.039405 = -396426.475755 nChanged 74 SP:Iteration 9Q (34558.720000 sec): 3 clusters Score: Raw -400337.611528 + Penalty 3824.039405 = -396513.572123 nChanged 48 SP:Iteration 10Q (34558.720000 sec): 3 clusters Score: Raw -400378.222560 + Penalty 3824.039405 = -396554.183155 nChanged 29 SP:Iteration 11Q (34558.730000 sec): 3 clusters Score: Raw -400401.986358 + Penalty 3824.039405 = -396577.946953 nChanged 20 SP:Iteration 12Q (34558.740000 sec): 3 clusters Score: Raw -400419.700853 + Penalty 3824.039405 = -396595.661448 nChanged 13 SP:Iteration 13Q (34558.750000 sec): 3 clusters Score: Raw -400430.336207 + Penalty 3824.039405 = -396606.296802 nChanged 10 SP:Iteration 14Q (34558.760000 sec): 3 clusters Score: Raw -400440.815958 + Penalty 3824.039405 = -396616.776554 nChanged 8 SP:Iteration 15Q (34558.760000 sec): 3 clusters Score: Raw -400445.317416 + Penalty 3824.039405 = -396621.278012 nChanged 3 SP:Iteration 16Q (34558.770000 sec): 3 clusters Score: Raw -400447.312955 + Penalty 3824.039405 = -396623.273550 nChanged 2 SP:Iteration 17Q (34558.780000 sec): 3 clusters Score: Raw -400448.467239 + Penalty 3824.039405 = -396624.427834 nChanged 2 SP:Iteration 18Q (34558.790000 sec): 3 clusters Score: Raw -400450.085559 + Penalty 3824.039405 = -396626.046154 nChanged 3 SP:Iteration 19Q (34558.800000 sec): 3 clusters Score: Raw -400452.376549 + Penalty 3824.039405 = -396628.337144 nChanged 0 SP:Iteration 20F (34558.800000 sec): 3 clusters Score: Raw -400452.376549 + Penalty 3824.039405 = -396628.337144 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34558.810000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34558.810000 sec): 3 clusters Score: Raw -50846.789259 + Penalty 2868.777290 = -47978.011969 nChanged 57 SP:Iteration 1F (34558.820000 sec): 3 clusters Score: Raw -51000.985454 + Penalty 2868.777290 = -48132.208163 nChanged 10 SP:Iteration 2Q (34558.820000 sec): 3 clusters Score: Raw -51058.975511 + Penalty 2868.777290 = -48190.198220 nChanged 8 SP:Iteration 3Q (34558.820000 sec): 3 clusters Score: Raw -51085.386311 + Penalty 2868.777290 = -48216.609021 nChanged 6 SP:Iteration 4Q (34558.820000 sec): 3 clusters Score: Raw -51111.865910 + Penalty 2868.777290 = -48243.088620 nChanged 6 SP:Iteration 5Q (34558.820000 sec): 3 clusters Score: Raw -51128.709011 + Penalty 2868.777290 = -48259.931720 nChanged 5 SP:Iteration 6Q (34558.820000 sec): 3 clusters Score: Raw -51151.182066 + Penalty 2868.777290 = -48282.404775 nChanged 4 SP:Iteration 7Q (34558.820000 sec): 3 clusters Score: Raw -51159.966140 + Penalty 2868.777290 = -48291.188850 nChanged 7 SP:Iteration 8Q (34558.820000 sec): 3 clusters Score: Raw -51181.312164 + Penalty 2868.777290 = -48312.534873 nChanged 3 SP:Iteration 9Q (34558.820000 sec): 3 clusters Score: Raw -51189.518351 + Penalty 2868.777290 = -48320.741060 nChanged 2 SP:Iteration 10Q (34558.820000 sec): 3 clusters Score: Raw -51197.066967 + Penalty 2868.777290 = -48328.289677 nChanged 2 SP:Iteration 11Q (34558.830000 sec): 3 clusters Score: Raw -51201.049890 + Penalty 2868.777290 = -48332.272600 nChanged 1 SP:Iteration 12Q (34558.830000 sec): 3 clusters Score: Raw -51203.960025 + Penalty 2868.777290 = -48335.182734 nChanged 0 SP:Iteration 13F (34558.830000 sec): 3 clusters Score: Raw -51203.960025 + Penalty 2868.777290 = -48335.182734 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34558.860000 sec): 2 clusters Score: Raw -1001157.535724 + Penalty 2156.858881 = -999000.676843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34558.880000 sec): 3 clusters Score: Raw -998204.750175 + Penalty 4313.717763 = -993891.032413 nChanged 2379 SP:Iteration 1F (34558.900000 sec): 3 clusters Score: Raw -999512.865687 + Penalty 4313.717763 = -995199.147925 nChanged 419 SP:Iteration 2F (34558.930000 sec): 3 clusters Score: Raw -999771.316772 + Penalty 4313.717763 = -995457.599009 nChanged 323 SP:Iteration 3F (34558.950000 sec): 3 clusters Score: Raw -999970.424421 + Penalty 4313.717763 = -995656.706659 nChanged 234 SP:Iteration 4Q (34558.980000 sec): 3 clusters Score: Raw -1000085.248179 + Penalty 4313.717763 = -995771.530416 nChanged 176 SP:Iteration 5Q (34559.000000 sec): 3 clusters Score: Raw -1000170.451652 + Penalty 4313.717763 = -995856.733889 nChanged 145 SP:Iteration 6Q (34559.020000 sec): 3 clusters Score: Raw -1000234.338626 + Penalty 4313.717763 = -995920.620864 nChanged 117 SP:Iteration 7Q (34559.040000 sec): 3 clusters Score: Raw -1000277.907638 + Penalty 4313.717763 = -995964.189875 nChanged 92 SP:Iteration 8Q (34559.070000 sec): 3 clusters Score: Raw -1000315.744886 + Penalty 4313.717763 = -996002.027124 nChanged 98 SP:Iteration 9Q (34559.090000 sec): 3 clusters Score: Raw -1000357.362982 + Penalty 4313.717763 = -996043.645220 nChanged 106 SP:Iteration 10Q (34559.120000 sec): 3 clusters Score: Raw -1000401.390193 + Penalty 4313.717763 = -996087.672431 nChanged 84 SP:Iteration 11Q (34559.140000 sec): 3 clusters Score: Raw -1000435.922132 + Penalty 4313.717763 = -996122.204369 nChanged 80 SP:Iteration 12Q (34559.170000 sec): 3 clusters Score: Raw -1000469.174474 + Penalty 4313.717763 = -996155.456712 nChanged 70 SP:Iteration 13Q (34559.190000 sec): 3 clusters Score: Raw -1000499.345886 + Penalty 4313.717763 = -996185.628123 nChanged 65 SP:Iteration 14Q (34559.210000 sec): 3 clusters Score: Raw -1000523.170551 + Penalty 4313.717763 = -996209.452788 nChanged 62 SP:Iteration 15Q (34559.230000 sec): 3 clusters Score: Raw -1000545.914880 + Penalty 4313.717763 = -996232.197118 nChanged 57 SP:Iteration 16Q (34559.260000 sec): 3 clusters Score: Raw -1000573.202132 + Penalty 4313.717763 = -996259.484369 nChanged 59 SP:Iteration 17Q (34559.280000 sec): 3 clusters Score: Raw -1000603.833568 + Penalty 4313.717763 = -996290.115805 nChanged 63 SP:Iteration 18Q (34559.300000 sec): 3 clusters Score: Raw -1000627.613599 + Penalty 4313.717763 = -996313.895836 nChanged 59 SP:Iteration 19Q (34559.330000 sec): 3 clusters Score: Raw -1000648.451321 + Penalty 4313.717763 = -996334.733559 nChanged 57 SP:Iteration 20F (34559.350000 sec): 3 clusters Score: Raw -1000668.130210 + Penalty 4313.717763 = -996354.412448 nChanged 52 SP:Iteration 21Q (34559.370000 sec): 3 clusters Score: Raw -1000686.017779 + Penalty 4313.717763 = -996372.300017 nChanged 55 SP:Iteration 22Q (34559.390000 sec): 3 clusters Score: Raw -1000704.828878 + Penalty 4313.717763 = -996391.111116 nChanged 42 SP:Iteration 23Q (34559.420000 sec): 3 clusters Score: Raw -1000719.831649 + Penalty 4313.717763 = -996406.113887 nChanged 51 SP:Iteration 24Q (34559.440000 sec): 3 clusters Score: Raw -1000737.733944 + Penalty 4313.717763 = -996424.016182 nChanged 42 SP:Iteration 25Q (34559.460000 sec): 3 clusters Score: Raw -1000754.348493 + Penalty 4313.717763 = -996440.630731 nChanged 54 SP:Iteration 26Q (34559.490000 sec): 3 clusters Score: Raw -1000776.300568 + Penalty 4313.717763 = -996462.582806 nChanged 53 SP:Iteration 27Q (34559.510000 sec): 3 clusters Score: Raw -1000802.053820 + Penalty 4313.717763 = -996488.336057 nChanged 50 SP:Iteration 28Q (34559.530000 sec): 3 clusters Score: Raw -1000820.938360 + Penalty 4313.717763 = -996507.220597 nChanged 46 SP:Iteration 29Q (34559.550000 sec): 3 clusters Score: Raw -1000837.053531 + Penalty 4313.717763 = -996523.335768 nChanged 44 SP:Iteration 30Q (34559.580000 sec): 3 clusters Score: Raw -1000850.975729 + Penalty 4313.717763 = -996537.257967 nChanged 34 SP:Iteration 31Q (34559.600000 sec): 3 clusters Score: Raw -1000863.500425 + Penalty 4313.717763 = -996549.782662 nChanged 37 SP:Iteration 32Q (34559.620000 sec): 3 clusters Score: Raw -1000875.605347 + Penalty 4313.717763 = -996561.887585 nChanged 26 SP:Iteration 33Q (34559.640000 sec): 3 clusters Score: Raw -1000883.483681 + Penalty 4313.717763 = -996569.765919 nChanged 28 SP:Iteration 34Q (34559.670000 sec): 3 clusters Score: Raw -1000891.798503 + Penalty 4313.717763 = -996578.080741 nChanged 18 SP:Iteration 35Q (34559.690000 sec): 3 clusters Score: Raw -1000897.127737 + Penalty 4313.717763 = -996583.409975 nChanged 19 SP:Iteration 36Q (34559.710000 sec): 3 clusters Score: Raw -1000902.961831 + Penalty 4313.717763 = -996589.244068 nChanged 15 SP:Iteration 37Q (34559.730000 sec): 3 clusters Score: Raw -1000907.321295 + Penalty 4313.717763 = -996593.603532 nChanged 19 SP:Iteration 38Q (34559.750000 sec): 3 clusters Score: Raw -1000912.574696 + Penalty 4313.717763 = -996598.856934 nChanged 14 SP:Iteration 39Q (34559.780000 sec): 3 clusters Score: Raw -1000916.965543 + Penalty 4313.717763 = -996603.247780 nChanged 16 SP:Iteration 40F (34559.800000 sec): 3 clusters Score: Raw -1000921.726992 + Penalty 4313.717763 = -996608.009229 nChanged 23 SP:Iteration 41Q (34559.830000 sec): 3 clusters Score: Raw -1000929.765922 + Penalty 4313.717763 = -996616.048160 nChanged 25 SP:Iteration 42Q (34559.850000 sec): 3 clusters Score: Raw -1000939.699665 + Penalty 4313.717763 = -996625.981902 nChanged 28 SP:Iteration 43Q (34559.870000 sec): 3 clusters Score: Raw -1000949.063016 + Penalty 4313.717763 = -996635.345254 nChanged 21 SP:Iteration 44Q (34559.890000 sec): 3 clusters Score: Raw -1000955.255475 + Penalty 4313.717763 = -996641.537712 nChanged 25 SP:Iteration 45Q (34559.910000 sec): 3 clusters Score: Raw -1000963.915213 + Penalty 4313.717763 = -996650.197450 nChanged 31 SP:Iteration 46Q (34559.930000 sec): 3 clusters Score: Raw -1000974.310197 + Penalty 4313.717763 = -996660.592434 nChanged 40 SP:Iteration 47Q (34559.960000 sec): 3 clusters Score: Raw -1000987.540853 + Penalty 4313.717763 = -996673.823091 nChanged 43 SP:Iteration 48Q (34559.980000 sec): 3 clusters Score: Raw -1001004.931816 + Penalty 4313.717763 = -996691.214053 nChanged 51 SP:Iteration 49Q (34560.000000 sec): 3 clusters Score: Raw -1001027.062301 + Penalty 4313.717763 = -996713.344538 nChanged 53 SP:Iteration 50Q (34560.030000 sec): 3 clusters Score: Raw -1001048.369234 + Penalty 4313.717763 = -996734.651472 nChanged 45 SP:Iteration 51Q (34560.050000 sec): 3 clusters Score: Raw -1001066.027988 + Penalty 4313.717763 = -996752.310226 nChanged 49 SP:Iteration 52Q (34560.070000 sec): 3 clusters Score: Raw -1001086.549023 + Penalty 4313.717763 = -996772.831260 nChanged 45 SP:Iteration 53Q (34560.090000 sec): 3 clusters Score: Raw -1001104.589551 + Penalty 4313.717763 = -996790.871789 nChanged 40 SP:Iteration 54Q (34560.110000 sec): 3 clusters Score: Raw -1001122.820492 + Penalty 4313.717763 = -996809.102729 nChanged 39 SP:Iteration 55Q (34560.130000 sec): 3 clusters Score: Raw -1001139.378121 + Penalty 4313.717763 = -996825.660359 nChanged 45 SP:Iteration 56Q (34560.150000 sec): 3 clusters Score: Raw -1001156.695798 + Penalty 4313.717763 = -996842.978035 nChanged 44 SP:Iteration 57Q (34560.180000 sec): 3 clusters Score: Raw -1001173.578364 + Penalty 4313.717763 = -996859.860601 nChanged 49 SP:Iteration 58Q (34560.200000 sec): 3 clusters Score: Raw -1001197.187054 + Penalty 4313.717763 = -996883.469292 nChanged 50 SP:Iteration 59Q (34560.220000 sec): 3 clusters Score: Raw -1001217.148663 + Penalty 4313.717763 = -996903.430900 nChanged 35 SP:Iteration 60F (34560.240000 sec): 3 clusters Score: Raw -1001232.374142 + Penalty 4313.717763 = -996918.656379 nChanged 33 SP:Iteration 61Q (34560.270000 sec): 3 clusters Score: Raw -1001247.624464 + Penalty 4313.717763 = -996933.906702 nChanged 41 SP:Iteration 62Q (34560.290000 sec): 3 clusters Score: Raw -1001263.609602 + Penalty 4313.717763 = -996949.891840 nChanged 28 SP:Iteration 63Q (34560.310000 sec): 3 clusters Score: Raw -1001273.724697 + Penalty 4313.717763 = -996960.006934 nChanged 22 SP:Iteration 64Q (34560.330000 sec): 3 clusters Score: Raw -1001281.941523 + Penalty 4313.717763 = -996968.223760 nChanged 20 SP:Iteration 65Q (34560.350000 sec): 3 clusters Score: Raw -1001289.884854 + Penalty 4313.717763 = -996976.167091 nChanged 28 SP:Iteration 66Q (34560.370000 sec): 3 clusters Score: Raw -1001301.565100 + Penalty 4313.717763 = -996987.847338 nChanged 28 SP:Iteration 67Q (34560.390000 sec): 3 clusters Score: Raw -1001314.083824 + Penalty 4313.717763 = -997000.366062 nChanged 36 SP:Iteration 68Q (34560.410000 sec): 3 clusters Score: Raw -1001331.091269 + Penalty 4313.717763 = -997017.373507 nChanged 33 SP:Iteration 69Q (34560.430000 sec): 3 clusters Score: Raw -1001343.810532 + Penalty 4313.717763 = -997030.092769 nChanged 28 SP:Iteration 70Q (34560.450000 sec): 3 clusters Score: Raw -1001358.990944 + Penalty 4313.717763 = -997045.273182 nChanged 31 SP:Iteration 71Q (34560.470000 sec): 3 clusters Score: Raw -1001373.696380 + Penalty 4313.717763 = -997059.978617 nChanged 19 SP:Iteration 72Q (34560.500000 sec): 3 clusters Score: Raw -1001379.863187 + Penalty 4313.717763 = -997066.145424 nChanged 11 SP:Iteration 73Q (34560.520000 sec): 3 clusters Score: Raw -1001384.224787 + Penalty 4313.717763 = -997070.507024 nChanged 14 SP:Iteration 74Q (34560.540000 sec): 3 clusters Score: Raw -1001389.708925 + Penalty 4313.717763 = -997075.991163 nChanged 13 SP:Iteration 75Q (34560.560000 sec): 3 clusters Score: Raw -1001396.057717 + Penalty 4313.717763 = -997082.339954 nChanged 15 SP:Iteration 76Q (34560.580000 sec): 3 clusters Score: Raw -1001402.555301 + Penalty 4313.717763 = -997088.837539 nChanged 13 SP:Iteration 77Q (34560.600000 sec): 3 clusters Score: Raw -1001408.551578 + Penalty 4313.717763 = -997094.833815 nChanged 11 SP:Iteration 78Q (34560.620000 sec): 3 clusters Score: Raw -1001413.249693 + Penalty 4313.717763 = -997099.531930 nChanged 15 SP:Iteration 79Q (34560.640000 sec): 3 clusters Score: Raw -1001419.290002 + Penalty 4313.717763 = -997105.572240 nChanged 15 SP:Iteration 80F (34560.670000 sec): 3 clusters Score: Raw -1001426.547966 + Penalty 4313.717763 = -997112.830203 nChanged 18 SP:Iteration 81Q (34560.690000 sec): 3 clusters Score: Raw -1001434.126825 + Penalty 4313.717763 = -997120.409063 nChanged 18 SP:Iteration 82Q (34560.710000 sec): 3 clusters Score: Raw -1001441.420529 + Penalty 4313.717763 = -997127.702766 nChanged 13 SP:Iteration 83Q (34560.730000 sec): 3 clusters Score: Raw -1001445.774386 + Penalty 4313.717763 = -997132.056624 nChanged 7 SP:Iteration 84Q (34560.750000 sec): 3 clusters Score: Raw -1001448.050438 + Penalty 4313.717763 = -997134.332675 nChanged 10 SP:Iteration 85Q (34560.770000 sec): 3 clusters Score: Raw -1001453.514226 + Penalty 4313.717763 = -997139.796464 nChanged 15 SP:Iteration 86Q (34560.790000 sec): 3 clusters Score: Raw -1001460.207592 + Penalty 4313.717763 = -997146.489829 nChanged 15 SP:Iteration 87Q (34560.810000 sec): 3 clusters Score: Raw -1001466.925351 + Penalty 4313.717763 = -997153.207588 nChanged 13 SP:Iteration 88Q (34560.830000 sec): 3 clusters Score: Raw -1001472.067337 + Penalty 4313.717763 = -997158.349575 nChanged 12 SP:Iteration 89Q (34560.850000 sec): 3 clusters Score: Raw -1001476.630069 + Penalty 4313.717763 = -997162.912306 nChanged 8 SP:Iteration 90Q (34560.870000 sec): 3 clusters Score: Raw -1001480.690521 + Penalty 4313.717763 = -997166.972758 nChanged 10 SP:Iteration 91Q (34560.890000 sec): 3 clusters Score: Raw -1001485.130155 + Penalty 4313.717763 = -997171.412393 nChanged 8 SP:Iteration 92Q (34560.910000 sec): 3 clusters Score: Raw -1001487.811323 + Penalty 4313.717763 = -997174.093561 nChanged 7 SP:Iteration 93Q (34560.930000 sec): 3 clusters Score: Raw -1001490.603580 + Penalty 4313.717763 = -997176.885817 nChanged 6 SP:Iteration 94Q (34560.950000 sec): 3 clusters Score: Raw -1001493.466043 + Penalty 4313.717763 = -997179.748280 nChanged 4 SP:Iteration 95Q (34560.970000 sec): 3 clusters Score: Raw -1001495.068019 + Penalty 4313.717763 = -997181.350256 nChanged 5 SP:Iteration 96Q (34560.990000 sec): 3 clusters Score: Raw -1001496.995761 + Penalty 4313.717763 = -997183.277999 nChanged 5 SP:Iteration 97Q (34561.010000 sec): 3 clusters Score: Raw -1001499.514140 + Penalty 4313.717763 = -997185.796378 nChanged 10 SP:Iteration 98Q (34561.030000 sec): 3 clusters Score: Raw -1001505.866198 + Penalty 4313.717763 = -997192.148436 nChanged 4 SP:Iteration 99Q (34561.050000 sec): 3 clusters Score: Raw -1001507.289300 + Penalty 4313.717763 = -997193.571537 nChanged 3 SP:Iteration 100F (34561.070000 sec): 3 clusters Score: Raw -1001508.440670 + Penalty 4313.717763 = -997194.722908 nChanged 1 SP:Iteration 101Q (34561.090000 sec): 3 clusters Score: Raw -1001508.973319 + Penalty 4313.717763 = -997195.255556 nChanged 1 SP:Iteration 102Q (34561.110000 sec): 3 clusters Score: Raw -1001509.210139 + Penalty 4313.717763 = -997195.492377 nChanged 2 SP:Iteration 103Q (34561.130000 sec): 3 clusters Score: Raw -1001509.757141 + Penalty 4313.717763 = -997196.039379 nChanged 1 SP:Iteration 104Q (34561.150000 sec): 3 clusters Score: Raw -1001510.218058 + Penalty 4313.717763 = -997196.500296 nChanged 2 SP:Iteration 105Q (34561.170000 sec): 3 clusters Score: Raw -1001510.969684 + Penalty 4313.717763 = -997197.251922 nChanged 3 SP:Iteration 106Q (34561.190000 sec): 3 clusters Score: Raw -1001512.109222 + Penalty 4313.717763 = -997198.391459 nChanged 5 SP:Iteration 107Q (34561.210000 sec): 3 clusters Score: Raw -1001514.199436 + Penalty 4313.717763 = -997200.481674 nChanged 4 SP:Iteration 108Q (34561.230000 sec): 3 clusters Score: Raw -1001515.648008 + Penalty 4313.717763 = -997201.930245 nChanged 3 SP:Iteration 109Q (34561.250000 sec): 3 clusters Score: Raw -1001516.983816 + Penalty 4313.717763 = -997203.266054 nChanged 3 SP:Iteration 110Q (34561.270000 sec): 3 clusters Score: Raw -1001517.968127 + Penalty 4313.717763 = -997204.250364 nChanged 1 SP:Iteration 111Q (34561.290000 sec): 3 clusters Score: Raw -1001518.495185 + Penalty 4313.717763 = -997204.777423 nChanged 0 SP:Iteration 112F (34561.320000 sec): 3 clusters Score: Raw -1001518.495185 + Penalty 4313.717763 = -997204.777423 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34561.330000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34561.330000 sec): 3 clusters Score: Raw -18665.077394 + Penalty 2491.844738 = -16173.232656 nChanged 18 SP:Iteration 1F (34561.330000 sec): 3 clusters Score: Raw -18774.377953 + Penalty 2491.844738 = -16282.533214 nChanged 7 SP:Iteration 2Q (34561.330000 sec): 3 clusters Score: Raw -18843.163411 + Penalty 2491.844738 = -16351.318672 nChanged 3 SP:Iteration 3Q (34561.330000 sec): 3 clusters Score: Raw -18863.981114 + Penalty 2491.844738 = -16372.136375 nChanged 1 SP:Iteration 4Q (34561.330000 sec): 3 clusters Score: Raw -18882.211265 + Penalty 2491.844738 = -16390.366527 nChanged 0 SP:Iteration 5F (34561.330000 sec): 3 clusters Score: Raw -18882.211265 + Penalty 2491.844738 = -16390.366527 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34561.450000 sec): 2 clusters Score: Raw -5407912.611907 + Penalty 2569.459182 = -5405343.152725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34561.580000 sec): 3 clusters Score: Raw -5388819.599506 + Penalty 5138.918364 = -5383680.681142 nChanged 14338 SP:Iteration 1F (34561.710000 sec): 3 clusters Score: Raw -5396745.327799 + Penalty 5138.918364 = -5391606.409435 nChanged 1639 SP:Iteration 2F (34561.830000 sec): 3 clusters Score: Raw -5397443.449808 + Penalty 5138.918364 = -5392304.531444 nChanged 1632 SP:Iteration 3F (34561.960000 sec): 3 clusters Score: Raw -5398272.428677 + Penalty 5138.918364 = -5393133.510313 nChanged 1781 SP:Iteration 4F (34562.080000 sec): 3 clusters Score: Raw -5399252.686094 + Penalty 5138.918364 = -5394113.767730 nChanged 1856 SP:Iteration 5F (34562.210000 sec): 3 clusters Score: Raw -5400310.264905 + Penalty 5138.918364 = -5395171.346541 nChanged 1781 SP:Iteration 6F (34562.340000 sec): 3 clusters Score: Raw -5401347.095675 + Penalty 5138.918364 = -5396208.177311 nChanged 1626 SP:Iteration 7F (34562.460000 sec): 3 clusters Score: Raw -5402278.969095 + Penalty 5138.918364 = -5397140.050731 nChanged 1523 SP:Iteration 8Q (34562.590000 sec): 3 clusters Score: Raw -5403216.252178 + Penalty 5138.918364 = -5398077.333814 nChanged 1343 SP:Iteration 9Q (34562.710000 sec): 3 clusters Score: Raw -5404101.994987 + Penalty 5138.918364 = -5398963.076623 nChanged 1220 SP:Iteration 10Q (34562.830000 sec): 3 clusters Score: Raw -5404857.862718 + Penalty 5138.918364 = -5399718.944354 nChanged 964 SP:Iteration 11Q (34562.950000 sec): 3 clusters Score: Raw -5405356.085567 + Penalty 5138.918364 = -5400217.167203 nChanged 716 SP:Iteration 12Q (34563.070000 sec): 3 clusters Score: Raw -5405657.834983 + Penalty 5138.918364 = -5400518.916619 nChanged 536 SP:Iteration 13Q (34563.190000 sec): 3 clusters Score: Raw -5405837.918125 + Penalty 5138.918364 = -5400698.999761 nChanged 399 SP:Iteration 14Q (34563.300000 sec): 3 clusters Score: Raw -5405974.226352 + Penalty 5138.918364 = -5400835.307988 nChanged 374 SP:Iteration 15Q (34563.420000 sec): 3 clusters Score: Raw -5406087.984234 + Penalty 5138.918364 = -5400949.065870 nChanged 308 SP:Iteration 16Q (34563.530000 sec): 3 clusters Score: Raw -5406186.510190 + Penalty 5138.918364 = -5401047.591826 nChanged 316 SP:Iteration 17Q (34563.640000 sec): 3 clusters Score: Raw -5406285.993792 + Penalty 5138.918364 = -5401147.075428 nChanged 268 SP:Iteration 18Q (34563.750000 sec): 3 clusters Score: Raw -5406368.210033 + Penalty 5138.918364 = -5401229.291668 nChanged 289 SP:Iteration 19Q (34563.860000 sec): 3 clusters Score: Raw -5406456.218319 + Penalty 5138.918364 = -5401317.299955 nChanged 269 SP:Iteration 20F (34563.990000 sec): 3 clusters Score: Raw -5406536.010256 + Penalty 5138.918364 = -5401397.091892 nChanged 264 SP:Iteration 21Q (34564.100000 sec): 3 clusters Score: Raw -5406616.822423 + Penalty 5138.918364 = -5401477.904059 nChanged 245 SP:Iteration 22Q (34564.210000 sec): 3 clusters Score: Raw -5406689.639403 + Penalty 5138.918364 = -5401550.721039 nChanged 237 SP:Iteration 23Q (34564.310000 sec): 3 clusters Score: Raw -5406764.018345 + Penalty 5138.918364 = -5401625.099981 nChanged 243 SP:Iteration 24Q (34564.420000 sec): 3 clusters Score: Raw -5406841.693580 + Penalty 5138.918364 = -5401702.775216 nChanged 241 SP:Iteration 25Q (34564.520000 sec): 3 clusters Score: Raw -5406915.684654 + Penalty 5138.918364 = -5401776.766290 nChanged 234 SP:Iteration 26Q (34564.630000 sec): 3 clusters Score: Raw -5406989.938462 + Penalty 5138.918364 = -5401851.020098 nChanged 236 SP:Iteration 27Q (34564.730000 sec): 3 clusters Score: Raw -5407066.615806 + Penalty 5138.918364 = -5401927.697442 nChanged 219 SP:Iteration 28Q (34564.830000 sec): 3 clusters Score: Raw -5407133.248868 + Penalty 5138.918364 = -5401994.330504 nChanged 204 SP:Iteration 29Q (34564.940000 sec): 3 clusters Score: Raw -5407199.943834 + Penalty 5138.918364 = -5402061.025470 nChanged 185 SP:Iteration 30Q (34565.040000 sec): 3 clusters Score: Raw -5407259.060198 + Penalty 5138.918364 = -5402120.141834 nChanged 155 SP:Iteration 31Q (34565.140000 sec): 3 clusters Score: Raw -5407313.748252 + Penalty 5138.918364 = -5402174.829888 nChanged 181 SP:Iteration 32Q (34565.240000 sec): 3 clusters Score: Raw -5407376.167832 + Penalty 5138.918364 = -5402237.249468 nChanged 178 SP:Iteration 33Q (34565.340000 sec): 3 clusters Score: Raw -5407434.447808 + Penalty 5138.918364 = -5402295.529444 nChanged 158 SP:Iteration 34Q (34565.440000 sec): 3 clusters Score: Raw -5407489.046085 + Penalty 5138.918364 = -5402350.127721 nChanged 153 SP:Iteration 35Q (34565.540000 sec): 3 clusters Score: Raw -5407541.428552 + Penalty 5138.918364 = -5402402.510188 nChanged 144 SP:Iteration 36Q (34565.640000 sec): 3 clusters Score: Raw -5407595.524412 + Penalty 5138.918364 = -5402456.606048 nChanged 150 SP:Iteration 37Q (34565.730000 sec): 3 clusters Score: Raw -5407651.774872 + Penalty 5138.918364 = -5402512.856508 nChanged 152 SP:Iteration 38Q (34565.830000 sec): 3 clusters Score: Raw -5407712.767396 + Penalty 5138.918364 = -5402573.849032 nChanged 133 SP:Iteration 39Q (34565.930000 sec): 3 clusters Score: Raw -5407763.576071 + Penalty 5138.918364 = -5402624.657707 nChanged 118 SP:Iteration 40F (34566.050000 sec): 3 clusters Score: Raw -5407816.048110 + Penalty 5138.918364 = -5402677.129746 nChanged 123 SP:Iteration 41Q (34566.150000 sec): 3 clusters Score: Raw -5407871.767040 + Penalty 5138.918364 = -5402732.848676 nChanged 121 SP:Iteration 42Q (34566.250000 sec): 3 clusters Score: Raw -5407927.508239 + Penalty 5138.918364 = -5402788.589875 nChanged 110 SP:Iteration 43Q (34566.340000 sec): 3 clusters Score: Raw -5407975.472238 + Penalty 5138.918364 = -5402836.553874 nChanged 78 SP:Iteration 44Q (34566.440000 sec): 3 clusters Score: Raw -5408007.523210 + Penalty 5138.918364 = -5402868.604846 nChanged 54 SP:Iteration 45Q (34566.530000 sec): 3 clusters Score: Raw -5408030.914038 + Penalty 5138.918364 = -5402891.995674 nChanged 55 SP:Iteration 46Q (34566.630000 sec): 3 clusters Score: Raw -5408052.064676 + Penalty 5138.918364 = -5402913.146312 nChanged 53 SP:Iteration 47Q (34566.720000 sec): 3 clusters Score: Raw -5408072.076782 + Penalty 5138.918364 = -5402933.158417 nChanged 46 SP:Iteration 48Q (34566.810000 sec): 3 clusters Score: Raw -5408089.888844 + Penalty 5138.918364 = -5402950.970480 nChanged 47 SP:Iteration 49Q (34566.910000 sec): 3 clusters Score: Raw -5408110.203469 + Penalty 5138.918364 = -5402971.285105 nChanged 39 SP:Iteration 50Q (34567.000000 sec): 3 clusters Score: Raw -5408126.330589 + Penalty 5138.918364 = -5402987.412225 nChanged 41 SP:Iteration 51Q (34567.090000 sec): 3 clusters Score: Raw -5408148.336956 + Penalty 5138.918364 = -5403009.418592 nChanged 48 SP:Iteration 52Q (34567.190000 sec): 3 clusters Score: Raw -5408170.496516 + Penalty 5138.918364 = -5403031.578152 nChanged 39 SP:Iteration 53Q (34567.280000 sec): 3 clusters Score: Raw -5408189.363104 + Penalty 5138.918364 = -5403050.444740 nChanged 38 SP:Iteration 54Q (34567.370000 sec): 3 clusters Score: Raw -5408204.821801 + Penalty 5138.918364 = -5403065.903437 nChanged 20 SP:Iteration 55Q (34567.460000 sec): 3 clusters Score: Raw -5408214.371729 + Penalty 5138.918364 = -5403075.453365 nChanged 21 SP:Iteration 56Q (34567.560000 sec): 3 clusters Score: Raw -5408225.666421 + Penalty 5138.918364 = -5403086.748057 nChanged 24 SP:Iteration 57Q (34567.650000 sec): 3 clusters Score: Raw -5408237.382499 + Penalty 5138.918364 = -5403098.464135 nChanged 20 SP:Iteration 58Q (34567.740000 sec): 3 clusters Score: Raw -5408246.828346 + Penalty 5138.918364 = -5403107.909982 nChanged 19 SP:Iteration 59Q (34567.830000 sec): 3 clusters Score: Raw -5408252.892766 + Penalty 5138.918364 = -5403113.974402 nChanged 14 SP:Iteration 60F (34567.950000 sec): 3 clusters Score: Raw -5408258.368860 + Penalty 5138.918364 = -5403119.450496 nChanged 9 SP:Iteration 61Q (34568.050000 sec): 3 clusters Score: Raw -5408261.893007 + Penalty 5138.918364 = -5403122.974643 nChanged 10 SP:Iteration 62Q (34568.140000 sec): 3 clusters Score: Raw -5408265.959886 + Penalty 5138.918364 = -5403127.041522 nChanged 12 SP:Iteration 63Q (34568.230000 sec): 3 clusters Score: Raw -5408270.986586 + Penalty 5138.918364 = -5403132.068222 nChanged 8 SP:Iteration 64Q (34568.320000 sec): 3 clusters Score: Raw -5408273.749172 + Penalty 5138.918364 = -5403134.830807 nChanged 13 SP:Iteration 65Q (34568.410000 sec): 3 clusters Score: Raw -5408278.436788 + Penalty 5138.918364 = -5403139.518424 nChanged 5 SP:Iteration 66Q (34568.500000 sec): 3 clusters Score: Raw -5408280.398011 + Penalty 5138.918364 = -5403141.479647 nChanged 8 SP:Iteration 67Q (34568.590000 sec): 3 clusters Score: Raw -5408283.405764 + Penalty 5138.918364 = -5403144.487400 nChanged 9 SP:Iteration 68Q (34568.680000 sec): 3 clusters Score: Raw -5408285.941004 + Penalty 5138.918364 = -5403147.022640 nChanged 5 SP:Iteration 69Q (34568.770000 sec): 3 clusters Score: Raw -5408287.773280 + Penalty 5138.918364 = -5403148.854916 nChanged 4 SP:Iteration 70Q (34568.860000 sec): 3 clusters Score: Raw -5408289.505797 + Penalty 5138.918364 = -5403150.587433 nChanged 3 SP:Iteration 71Q (34568.950000 sec): 3 clusters Score: Raw -5408290.229616 + Penalty 5138.918364 = -5403151.311252 nChanged 1 SP:Iteration 72Q (34569.040000 sec): 3 clusters Score: Raw -5408290.471801 + Penalty 5138.918364 = -5403151.553437 nChanged 0 SP:Iteration 73F (34569.170000 sec): 3 clusters Score: Raw -5408290.471801 + Penalty 5138.918364 = -5403151.553437 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34569.340000 sec): 2 clusters Score: Raw -8355616.189104 + Penalty 2682.798578 = -8352933.390527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34569.550000 sec): 3 clusters Score: Raw -8324504.770925 + Penalty 5365.597156 = -8319139.173770 nChanged 23027 SP:Iteration 1F (34569.750000 sec): 3 clusters Score: Raw -8337139.742503 + Penalty 5365.597156 = -8331774.145348 nChanged 1964 SP:Iteration 2Q (34569.950000 sec): 3 clusters Score: Raw -8337701.992632 + Penalty 5365.597156 = -8332336.395476 nChanged 1968 SP:Iteration 3Q (34570.160000 sec): 3 clusters Score: Raw -8338286.534409 + Penalty 5365.597156 = -8332920.937253 nChanged 1901 SP:Iteration 4Q (34570.360000 sec): 3 clusters Score: Raw -8338856.029441 + Penalty 5365.597156 = -8333490.432286 nChanged 1823 SP:Iteration 5Q (34570.560000 sec): 3 clusters Score: Raw -8339423.189834 + Penalty 5365.597156 = -8334057.592678 nChanged 1882 SP:Iteration 6Q (34570.770000 sec): 3 clusters Score: Raw -8340039.601790 + Penalty 5365.597156 = -8334674.004634 nChanged 1906 SP:Iteration 7Q (34570.970000 sec): 3 clusters Score: Raw -8340675.688277 + Penalty 5365.597156 = -8335310.091121 nChanged 1803 SP:Iteration 8Q (34571.170000 sec): 3 clusters Score: Raw -8341306.228948 + Penalty 5365.597156 = -8335940.631792 nChanged 1898 SP:Iteration 9Q (34571.380000 sec): 3 clusters Score: Raw -8341982.661335 + Penalty 5365.597156 = -8336617.064179 nChanged 1911 SP:Iteration 10Q (34571.580000 sec): 3 clusters Score: Raw -8342670.843943 + Penalty 5365.597156 = -8337305.246788 nChanged 1814 SP:Iteration 11Q (34571.780000 sec): 3 clusters Score: Raw -8343322.413908 + Penalty 5365.597156 = -8337956.816752 nChanged 1738 SP:Iteration 12Q (34571.980000 sec): 3 clusters Score: Raw -8343962.487943 + Penalty 5365.597156 = -8338596.890787 nChanged 1682 SP:Iteration 13Q (34572.190000 sec): 3 clusters Score: Raw -8344598.503563 + Penalty 5365.597156 = -8339232.906407 nChanged 1726 SP:Iteration 14Q (34572.390000 sec): 3 clusters Score: Raw -8345277.407868 + Penalty 5365.597156 = -8339911.810712 nChanged 1731 SP:Iteration 15Q (34572.590000 sec): 3 clusters Score: Raw -8346038.974459 + Penalty 5365.597156 = -8340673.377304 nChanged 1786 SP:Iteration 16Q (34572.790000 sec): 3 clusters Score: Raw -8346837.373365 + Penalty 5365.597156 = -8341471.776209 nChanged 1846 SP:Iteration 17Q (34572.990000 sec): 3 clusters Score: Raw -8347721.705533 + Penalty 5365.597156 = -8342356.108377 nChanged 1941 SP:Iteration 18Q (34573.190000 sec): 3 clusters Score: Raw -8348728.162212 + Penalty 5365.597156 = -8343362.565056 nChanged 1969 SP:Iteration 19Q (34573.380000 sec): 3 clusters Score: Raw -8349788.910847 + Penalty 5365.597156 = -8344423.313692 nChanged 1905 SP:Iteration 20F (34573.580000 sec): 3 clusters Score: Raw -8350849.665361 + Penalty 5365.597156 = -8345484.068205 nChanged 1791 SP:Iteration 21Q (34573.760000 sec): 3 clusters Score: Raw -8351891.477556 + Penalty 5365.597156 = -8346525.880400 nChanged 1561 SP:Iteration 22Q (34573.940000 sec): 3 clusters Score: Raw -8352830.602456 + Penalty 5365.597156 = -8347465.005301 nChanged 1364 SP:Iteration 23Q (34574.120000 sec): 3 clusters Score: Raw -8353672.602029 + Penalty 5365.597156 = -8348307.004873 nChanged 1063 SP:Iteration 24Q (34574.290000 sec): 3 clusters Score: Raw -8354344.878194 + Penalty 5365.597156 = -8348979.281039 nChanged 809 SP:Iteration 25Q (34574.450000 sec): 3 clusters Score: Raw -8354880.577130 + Penalty 5365.597156 = -8349514.979974 nChanged 617 SP:Iteration 26Q (34574.610000 sec): 3 clusters Score: Raw -8355302.357984 + Penalty 5365.597156 = -8349936.760828 nChanged 422 SP:Iteration 27Q (34574.770000 sec): 3 clusters Score: Raw -8355570.186749 + Penalty 5365.597156 = -8350204.589593 nChanged 263 SP:Iteration 28Q (34574.920000 sec): 3 clusters Score: Raw -8355744.112844 + Penalty 5365.597156 = -8350378.515689 nChanged 187 SP:Iteration 29Q (34575.060000 sec): 3 clusters Score: Raw -8355863.076945 + Penalty 5365.597156 = -8350497.479789 nChanged 132 SP:Iteration 30Q (34575.210000 sec): 3 clusters Score: Raw -8355936.983769 + Penalty 5365.597156 = -8350571.386613 nChanged 91 SP:Iteration 31Q (34575.350000 sec): 3 clusters Score: Raw -8355994.107273 + Penalty 5365.597156 = -8350628.510118 nChanged 62 SP:Iteration 32Q (34575.490000 sec): 3 clusters Score: Raw -8356027.561478 + Penalty 5365.597156 = -8350661.964323 nChanged 51 SP:Iteration 33Q (34575.630000 sec): 3 clusters Score: Raw -8356054.614484 + Penalty 5365.597156 = -8350689.017329 nChanged 44 SP:Iteration 34Q (34575.770000 sec): 3 clusters Score: Raw -8356078.471766 + Penalty 5365.597156 = -8350712.874610 nChanged 34 SP:Iteration 35Q (34575.910000 sec): 3 clusters Score: Raw -8356097.215690 + Penalty 5365.597156 = -8350731.618534 nChanged 29 SP:Iteration 36Q (34576.050000 sec): 3 clusters Score: Raw -8356117.020028 + Penalty 5365.597156 = -8350751.422872 nChanged 34 SP:Iteration 37Q (34576.190000 sec): 3 clusters Score: Raw -8356136.995010 + Penalty 5365.597156 = -8350771.397854 nChanged 22 SP:Iteration 38Q (34576.330000 sec): 3 clusters Score: Raw -8356148.242492 + Penalty 5365.597156 = -8350782.645336 nChanged 15 SP:Iteration 39Q (34576.470000 sec): 3 clusters Score: Raw -8356156.724229 + Penalty 5365.597156 = -8350791.127073 nChanged 20 SP:Iteration 40F (34576.670000 sec): 3 clusters Score: Raw -8356167.418529 + Penalty 5365.597156 = -8350801.821374 nChanged 17 SP:Iteration 41Q (34576.810000 sec): 3 clusters Score: Raw -8356179.043986 + Penalty 5365.597156 = -8350813.446830 nChanged 14 SP:Iteration 42Q (34576.950000 sec): 3 clusters Score: Raw -8356186.700025 + Penalty 5365.597156 = -8350821.102869 nChanged 16 SP:Iteration 43Q (34577.080000 sec): 3 clusters Score: Raw -8356193.696405 + Penalty 5365.597156 = -8350828.099249 nChanged 5 SP:Iteration 44Q (34577.220000 sec): 3 clusters Score: Raw -8356196.589485 + Penalty 5365.597156 = -8350830.992330 nChanged 5 SP:Iteration 45Q (34577.360000 sec): 3 clusters Score: Raw -8356198.445475 + Penalty 5365.597156 = -8350832.848319 nChanged 2 SP:Iteration 46Q (34577.500000 sec): 3 clusters Score: Raw -8356199.448566 + Penalty 5365.597156 = -8350833.851410 nChanged 1 SP:Iteration 47Q (34577.640000 sec): 3 clusters Score: Raw -8356200.038671 + Penalty 5365.597156 = -8350834.441515 nChanged 3 SP:Iteration 48Q (34577.780000 sec): 3 clusters Score: Raw -8356202.465697 + Penalty 5365.597156 = -8350836.868541 nChanged 3 SP:Iteration 49Q (34577.920000 sec): 3 clusters Score: Raw -8356204.179346 + Penalty 5365.597156 = -8350838.582191 nChanged 4 SP:Iteration 50Q (34578.060000 sec): 3 clusters Score: Raw -8356205.722134 + Penalty 5365.597156 = -8350840.124978 nChanged 2 SP:Iteration 51Q (34578.190000 sec): 3 clusters Score: Raw -8356206.886170 + Penalty 5365.597156 = -8350841.289015 nChanged 0 SP:Iteration 52F (34578.390000 sec): 3 clusters Score: Raw -8356206.886170 + Penalty 5365.597156 = -8350841.289015 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34578.420000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34578.420000 sec): 3 clusters Score: Raw -58282.275307 + Penalty 2946.324941 = -55335.950365 nChanged 56 SP:Iteration 1F (34578.420000 sec): 3 clusters Score: Raw -58429.710346 + Penalty 2946.324941 = -55483.385405 nChanged 11 SP:Iteration 2Q (34578.420000 sec): 3 clusters Score: Raw -58470.113761 + Penalty 2946.324941 = -55523.788819 nChanged 4 SP:Iteration 3Q (34578.420000 sec): 3 clusters Score: Raw -58480.586624 + Penalty 2946.324941 = -55534.261683 nChanged 4 SP:Iteration 4Q (34578.420000 sec): 3 clusters Score: Raw -58497.699781 + Penalty 2946.324941 = -55551.374839 nChanged 5 SP:Iteration 5Q (34578.420000 sec): 3 clusters Score: Raw -58509.001812 + Penalty 2946.324941 = -55562.676871 nChanged 5 SP:Iteration 6Q (34578.420000 sec): 3 clusters Score: Raw -58532.125670 + Penalty 2946.324941 = -55585.800729 nChanged 4 SP:Iteration 7Q (34578.430000 sec): 3 clusters Score: Raw -58587.297567 + Penalty 2946.324941 = -55640.972626 nChanged 6 SP:Iteration 8Q (34578.430000 sec): 3 clusters Score: Raw -58613.852012 + Penalty 2946.324941 = -55667.527070 nChanged 7 SP:Iteration 9Q (34578.430000 sec): 3 clusters Score: Raw -58630.295186 + Penalty 2946.324941 = -55683.970245 nChanged 3 SP:Iteration 10Q (34578.430000 sec): 3 clusters Score: Raw -58635.903060 + Penalty 2946.324941 = -55689.578118 nChanged 1 SP:Iteration 11Q (34578.430000 sec): 3 clusters Score: Raw -58639.032074 + Penalty 2946.324941 = -55692.707132 nChanged 0 SP:Iteration 12F (34578.440000 sec): 3 clusters Score: Raw -58639.032074 + Penalty 2946.324941 = -55692.707132 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34578.450000 sec): 2 clusters Score: Raw -597806.289391 + Penalty 2021.530668 = -595784.758723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34578.470000 sec): 3 clusters Score: Raw -596259.657704 + Penalty 4043.061336 = -592216.596368 nChanged 1258 SP:Iteration 1F (34578.480000 sec): 3 clusters Score: Raw -597014.247858 + Penalty 4043.061336 = -592971.186522 nChanged 254 SP:Iteration 2F (34578.500000 sec): 3 clusters Score: Raw -597172.509463 + Penalty 4043.061336 = -593129.448127 nChanged 167 SP:Iteration 3Q (34578.510000 sec): 3 clusters Score: Raw -597270.269526 + Penalty 4043.061336 = -593227.208190 nChanged 119 SP:Iteration 4Q (34578.520000 sec): 3 clusters Score: Raw -597339.977209 + Penalty 4043.061336 = -593296.915873 nChanged 89 SP:Iteration 5Q (34578.540000 sec): 3 clusters Score: Raw -597400.612870 + Penalty 4043.061336 = -593357.551535 nChanged 84 SP:Iteration 6Q (34578.550000 sec): 3 clusters Score: Raw -597449.705942 + Penalty 4043.061336 = -593406.644606 nChanged 83 SP:Iteration 7Q (34578.560000 sec): 3 clusters Score: Raw -597488.686263 + Penalty 4043.061336 = -593445.624927 nChanged 53 SP:Iteration 8Q (34578.580000 sec): 3 clusters Score: Raw -597513.841550 + Penalty 4043.061336 = -593470.780214 nChanged 37 SP:Iteration 9Q (34578.590000 sec): 3 clusters Score: Raw -597531.785815 + Penalty 4043.061336 = -593488.724479 nChanged 34 SP:Iteration 10Q (34578.600000 sec): 3 clusters Score: Raw -597544.776984 + Penalty 4043.061336 = -593501.715648 nChanged 26 SP:Iteration 11Q (34578.620000 sec): 3 clusters Score: Raw -597557.190106 + Penalty 4043.061336 = -593514.128770 nChanged 25 SP:Iteration 12Q (34578.630000 sec): 3 clusters Score: Raw -597567.437476 + Penalty 4043.061336 = -593524.376140 nChanged 29 SP:Iteration 13Q (34578.640000 sec): 3 clusters Score: Raw -597579.585393 + Penalty 4043.061336 = -593536.524058 nChanged 26 SP:Iteration 14Q (34578.660000 sec): 3 clusters Score: Raw -597592.222058 + Penalty 4043.061336 = -593549.160722 nChanged 28 SP:Iteration 15Q (34578.670000 sec): 3 clusters Score: Raw -597602.127006 + Penalty 4043.061336 = -593559.065671 nChanged 23 SP:Iteration 16Q (34578.680000 sec): 3 clusters Score: Raw -597609.833710 + Penalty 4043.061336 = -593566.772375 nChanged 18 SP:Iteration 17Q (34578.700000 sec): 3 clusters Score: Raw -597616.011237 + Penalty 4043.061336 = -593572.949901 nChanged 20 SP:Iteration 18Q (34578.710000 sec): 3 clusters Score: Raw -597622.455062 + Penalty 4043.061336 = -593579.393727 nChanged 21 SP:Iteration 19Q (34578.720000 sec): 3 clusters Score: Raw -597631.306563 + Penalty 4043.061336 = -593588.245228 nChanged 18 SP:Iteration 20F (34578.740000 sec): 3 clusters Score: Raw -597638.704668 + Penalty 4043.061336 = -593595.643332 nChanged 17 SP:Iteration 21Q (34578.750000 sec): 3 clusters Score: Raw -597644.411228 + Penalty 4043.061336 = -593601.349893 nChanged 11 SP:Iteration 22Q (34578.770000 sec): 3 clusters Score: Raw -597648.436488 + Penalty 4043.061336 = -593605.375153 nChanged 13 SP:Iteration 23Q (34578.780000 sec): 3 clusters Score: Raw -597653.598050 + Penalty 4043.061336 = -593610.536714 nChanged 15 SP:Iteration 24Q (34578.790000 sec): 3 clusters Score: Raw -597658.680965 + Penalty 4043.061336 = -593615.619629 nChanged 14 SP:Iteration 25Q (34578.810000 sec): 3 clusters Score: Raw -597664.528191 + Penalty 4043.061336 = -593621.466855 nChanged 18 SP:Iteration 26Q (34578.820000 sec): 3 clusters Score: Raw -597669.920634 + Penalty 4043.061336 = -593626.859298 nChanged 19 SP:Iteration 27Q (34578.830000 sec): 3 clusters Score: Raw -597677.026746 + Penalty 4043.061336 = -593633.965410 nChanged 18 SP:Iteration 28Q (34578.850000 sec): 3 clusters Score: Raw -597682.921820 + Penalty 4043.061336 = -593639.860484 nChanged 14 SP:Iteration 29Q (34578.860000 sec): 3 clusters Score: Raw -597687.759000 + Penalty 4043.061336 = -593644.697664 nChanged 13 SP:Iteration 30Q (34578.880000 sec): 3 clusters Score: Raw -597691.452376 + Penalty 4043.061336 = -593648.391040 nChanged 13 SP:Iteration 31Q (34578.890000 sec): 3 clusters Score: Raw -597697.098925 + Penalty 4043.061336 = -593654.037589 nChanged 19 SP:Iteration 32Q (34578.900000 sec): 3 clusters Score: Raw -597703.850665 + Penalty 4043.061336 = -593660.789329 nChanged 18 SP:Iteration 33Q (34578.920000 sec): 3 clusters Score: Raw -597710.092036 + Penalty 4043.061336 = -593667.030701 nChanged 19 SP:Iteration 34Q (34578.930000 sec): 3 clusters Score: Raw -597715.822021 + Penalty 4043.061336 = -593672.760685 nChanged 12 SP:Iteration 35Q (34578.940000 sec): 3 clusters Score: Raw -597719.681826 + Penalty 4043.061336 = -593676.620491 nChanged 12 SP:Iteration 36Q (34578.960000 sec): 3 clusters Score: Raw -597724.251879 + Penalty 4043.061336 = -593681.190543 nChanged 10 SP:Iteration 37Q (34578.970000 sec): 3 clusters Score: Raw -597729.188720 + Penalty 4043.061336 = -593686.127384 nChanged 13 SP:Iteration 38Q (34578.980000 sec): 3 clusters Score: Raw -597735.055930 + Penalty 4043.061336 = -593691.994595 nChanged 8 SP:Iteration 39Q (34579.000000 sec): 3 clusters Score: Raw -597739.508144 + Penalty 4043.061336 = -593696.446808 nChanged 16 SP:Iteration 40F (34579.010000 sec): 3 clusters Score: Raw -597749.901419 + Penalty 4043.061336 = -593706.840084 nChanged 19 SP:Iteration 41Q (34579.020000 sec): 3 clusters Score: Raw -597762.074613 + Penalty 4043.061336 = -593719.013277 nChanged 22 SP:Iteration 42Q (34579.040000 sec): 3 clusters Score: Raw -597774.198667 + Penalty 4043.061336 = -593731.137331 nChanged 27 SP:Iteration 43Q (34579.050000 sec): 3 clusters Score: Raw -597792.881462 + Penalty 4043.061336 = -593749.820126 nChanged 33 SP:Iteration 44Q (34579.060000 sec): 3 clusters Score: Raw -597811.428789 + Penalty 4043.061336 = -593768.367454 nChanged 28 SP:Iteration 45Q (34579.080000 sec): 3 clusters Score: Raw -597824.401257 + Penalty 4043.061336 = -593781.339922 nChanged 22 SP:Iteration 46Q (34579.090000 sec): 3 clusters Score: Raw -597834.912620 + Penalty 4043.061336 = -593791.851284 nChanged 23 SP:Iteration 47Q (34579.100000 sec): 3 clusters Score: Raw -597846.791462 + Penalty 4043.061336 = -593803.730126 nChanged 25 SP:Iteration 48Q (34579.120000 sec): 3 clusters Score: Raw -597861.575371 + Penalty 4043.061336 = -593818.514035 nChanged 30 SP:Iteration 49Q (34579.130000 sec): 3 clusters Score: Raw -597883.082199 + Penalty 4043.061336 = -593840.020864 nChanged 29 SP:Iteration 50Q (34579.140000 sec): 3 clusters Score: Raw -597897.544264 + Penalty 4043.061336 = -593854.482929 nChanged 23 SP:Iteration 51Q (34579.160000 sec): 3 clusters Score: Raw -597912.504499 + Penalty 4043.061336 = -593869.443163 nChanged 30 SP:Iteration 52Q (34579.170000 sec): 3 clusters Score: Raw -597931.868432 + Penalty 4043.061336 = -593888.807096 nChanged 23 SP:Iteration 53Q (34579.180000 sec): 3 clusters Score: Raw -597944.980946 + Penalty 4043.061336 = -593901.919611 nChanged 18 SP:Iteration 54Q (34579.200000 sec): 3 clusters Score: Raw -597956.615704 + Penalty 4043.061336 = -593913.554368 nChanged 27 SP:Iteration 55Q (34579.210000 sec): 3 clusters Score: Raw -597972.592807 + Penalty 4043.061336 = -593929.531471 nChanged 27 SP:Iteration 56Q (34579.220000 sec): 3 clusters Score: Raw -597988.860589 + Penalty 4043.061336 = -593945.799253 nChanged 24 SP:Iteration 57Q (34579.240000 sec): 3 clusters Score: Raw -598004.332385 + Penalty 4043.061336 = -593961.271049 nChanged 26 SP:Iteration 58Q (34579.250000 sec): 3 clusters Score: Raw -598018.577497 + Penalty 4043.061336 = -593975.516161 nChanged 22 SP:Iteration 59Q (34579.260000 sec): 3 clusters Score: Raw -598033.138618 + Penalty 4043.061336 = -593990.077283 nChanged 30 SP:Iteration 60F (34579.280000 sec): 3 clusters Score: Raw -598050.980143 + Penalty 4043.061336 = -594007.918807 nChanged 18 SP:Iteration 61Q (34579.290000 sec): 3 clusters Score: Raw -598065.097667 + Penalty 4043.061336 = -594022.036331 nChanged 10 SP:Iteration 62Q (34579.300000 sec): 3 clusters Score: Raw -598072.555655 + Penalty 4043.061336 = -594029.494320 nChanged 11 SP:Iteration 63Q (34579.310000 sec): 3 clusters Score: Raw -598079.965859 + Penalty 4043.061336 = -594036.904523 nChanged 12 SP:Iteration 64Q (34579.330000 sec): 3 clusters Score: Raw -598085.161498 + Penalty 4043.061336 = -594042.100163 nChanged 8 SP:Iteration 65Q (34579.340000 sec): 3 clusters Score: Raw -598089.324607 + Penalty 4043.061336 = -594046.263272 nChanged 9 SP:Iteration 66Q (34579.350000 sec): 3 clusters Score: Raw -598095.096464 + Penalty 4043.061336 = -594052.035129 nChanged 9 SP:Iteration 67Q (34579.360000 sec): 3 clusters Score: Raw -598100.621535 + Penalty 4043.061336 = -594057.560199 nChanged 7 SP:Iteration 68Q (34579.380000 sec): 3 clusters Score: Raw -598103.742931 + Penalty 4043.061336 = -594060.681596 nChanged 5 SP:Iteration 69Q (34579.390000 sec): 3 clusters Score: Raw -598105.835109 + Penalty 4043.061336 = -594062.773774 nChanged 3 SP:Iteration 70Q (34579.400000 sec): 3 clusters Score: Raw -598107.249079 + Penalty 4043.061336 = -594064.187743 nChanged 2 SP:Iteration 71Q (34579.420000 sec): 3 clusters Score: Raw -598107.988820 + Penalty 4043.061336 = -594064.927485 nChanged 2 SP:Iteration 72Q (34579.430000 sec): 3 clusters Score: Raw -598108.820280 + Penalty 4043.061336 = -594065.758944 nChanged 1 SP:Iteration 73Q (34579.440000 sec): 3 clusters Score: Raw -598108.983328 + Penalty 4043.061336 = -594065.921992 nChanged 0 SP:Iteration 74F (34579.460000 sec): 3 clusters Score: Raw -598108.983328 + Penalty 4043.061336 = -594065.921992 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34579.480000 sec): 2 clusters Score: Raw -1006134.566558 + Penalty 2140.457981 = -1003994.108577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34579.500000 sec): 3 clusters Score: Raw -1003335.930718 + Penalty 4280.915962 = -999055.014756 nChanged 2212 SP:Iteration 1F (34579.520000 sec): 3 clusters Score: Raw -1004590.890710 + Penalty 4280.915962 = -1000309.974748 nChanged 451 SP:Iteration 2F (34579.540000 sec): 3 clusters Score: Raw -1004893.808413 + Penalty 4280.915962 = -1000612.892451 nChanged 329 SP:Iteration 3F (34579.570000 sec): 3 clusters Score: Raw -1005170.313077 + Penalty 4280.915962 = -1000889.397115 nChanged 348 SP:Iteration 4F (34579.590000 sec): 3 clusters Score: Raw -1005462.558557 + Penalty 4280.915962 = -1001181.642595 nChanged 348 SP:Iteration 5F (34579.610000 sec): 3 clusters Score: Raw -1005767.373712 + Penalty 4280.915962 = -1001486.457750 nChanged 334 SP:Iteration 6F (34579.630000 sec): 3 clusters Score: Raw -1006081.262352 + Penalty 4280.915962 = -1001800.346390 nChanged 305 SP:Iteration 7F (34579.660000 sec): 3 clusters Score: Raw -1006395.593279 + Penalty 4280.915962 = -1002114.677317 nChanged 279 SP:Iteration 8Q (34579.680000 sec): 3 clusters Score: Raw -1006683.320957 + Penalty 4280.915962 = -1002402.404995 nChanged 237 SP:Iteration 9Q (34579.700000 sec): 3 clusters Score: Raw -1006902.554505 + Penalty 4280.915962 = -1002621.638543 nChanged 191 SP:Iteration 10Q (34579.720000 sec): 3 clusters Score: Raw -1007063.244985 + Penalty 4280.915962 = -1002782.329023 nChanged 147 SP:Iteration 11Q (34579.740000 sec): 3 clusters Score: Raw -1007166.590393 + Penalty 4280.915962 = -1002885.674431 nChanged 98 SP:Iteration 12Q (34579.760000 sec): 3 clusters Score: Raw -1007231.390954 + Penalty 4280.915962 = -1002950.474992 nChanged 76 SP:Iteration 13Q (34579.780000 sec): 3 clusters Score: Raw -1007273.453666 + Penalty 4280.915962 = -1002992.537704 nChanged 58 SP:Iteration 14Q (34579.800000 sec): 3 clusters Score: Raw -1007306.193956 + Penalty 4280.915962 = -1003025.277994 nChanged 59 SP:Iteration 15Q (34579.820000 sec): 3 clusters Score: Raw -1007330.606104 + Penalty 4280.915962 = -1003049.690142 nChanged 37 SP:Iteration 16Q (34579.840000 sec): 3 clusters Score: Raw -1007342.840390 + Penalty 4280.915962 = -1003061.924428 nChanged 20 SP:Iteration 17Q (34579.860000 sec): 3 clusters Score: Raw -1007350.148147 + Penalty 4280.915962 = -1003069.232185 nChanged 15 SP:Iteration 18Q (34579.880000 sec): 3 clusters Score: Raw -1007355.409300 + Penalty 4280.915962 = -1003074.493338 nChanged 12 SP:Iteration 19Q (34579.900000 sec): 3 clusters Score: Raw -1007360.196582 + Penalty 4280.915962 = -1003079.280620 nChanged 13 SP:Iteration 20F (34579.930000 sec): 3 clusters Score: Raw -1007363.743765 + Penalty 4280.915962 = -1003082.827803 nChanged 7 SP:Iteration 21Q (34579.950000 sec): 3 clusters Score: Raw -1007366.083886 + Penalty 4280.915962 = -1003085.167924 nChanged 6 SP:Iteration 22Q (34579.970000 sec): 3 clusters Score: Raw -1007368.002041 + Penalty 4280.915962 = -1003087.086079 nChanged 7 SP:Iteration 23Q (34579.990000 sec): 3 clusters Score: Raw -1007369.876592 + Penalty 4280.915962 = -1003088.960630 nChanged 7 SP:Iteration 24Q (34580.010000 sec): 3 clusters Score: Raw -1007371.904625 + Penalty 4280.915962 = -1003090.988663 nChanged 9 SP:Iteration 25Q (34580.030000 sec): 3 clusters Score: Raw -1007375.130966 + Penalty 4280.915962 = -1003094.215004 nChanged 6 SP:Iteration 26Q (34580.050000 sec): 3 clusters Score: Raw -1007376.913409 + Penalty 4280.915962 = -1003095.997447 nChanged 5 SP:Iteration 27Q (34580.070000 sec): 3 clusters Score: Raw -1007378.122402 + Penalty 4280.915962 = -1003097.206440 nChanged 4 SP:Iteration 28Q (34580.090000 sec): 3 clusters Score: Raw -1007379.416700 + Penalty 4280.915962 = -1003098.500738 nChanged 4 SP:Iteration 29Q (34580.120000 sec): 3 clusters Score: Raw -1007381.112314 + Penalty 4280.915962 = -1003100.196352 nChanged 7 SP:Iteration 30Q (34580.140000 sec): 3 clusters Score: Raw -1007382.493627 + Penalty 4280.915962 = -1003101.577665 nChanged 6 SP:Iteration 31Q (34580.160000 sec): 3 clusters Score: Raw -1007383.584846 + Penalty 4280.915962 = -1003102.668884 nChanged 3 SP:Iteration 32Q (34580.180000 sec): 3 clusters Score: Raw -1007384.621118 + Penalty 4280.915962 = -1003103.705156 nChanged 7 SP:Iteration 33Q (34580.200000 sec): 3 clusters Score: Raw -1007387.524942 + Penalty 4280.915962 = -1003106.608980 nChanged 8 SP:Iteration 34Q (34580.220000 sec): 3 clusters Score: Raw -1007389.507538 + Penalty 4280.915962 = -1003108.591576 nChanged 8 SP:Iteration 35Q (34580.240000 sec): 3 clusters Score: Raw -1007393.108916 + Penalty 4280.915962 = -1003112.192954 nChanged 7 SP:Iteration 36Q (34580.260000 sec): 3 clusters Score: Raw -1007395.280078 + Penalty 4280.915962 = -1003114.364116 nChanged 6 SP:Iteration 37Q (34580.280000 sec): 3 clusters Score: Raw -1007396.911400 + Penalty 4280.915962 = -1003115.995438 nChanged 4 SP:Iteration 38Q (34580.300000 sec): 3 clusters Score: Raw -1007397.864095 + Penalty 4280.915962 = -1003116.948133 nChanged 2 SP:Iteration 39Q (34580.330000 sec): 3 clusters Score: Raw -1007398.645903 + Penalty 4280.915962 = -1003117.729941 nChanged 4 SP:Iteration 40F (34580.350000 sec): 3 clusters Score: Raw -1007399.442892 + Penalty 4280.915962 = -1003118.526930 nChanged 1 SP:Iteration 41Q (34580.370000 sec): 3 clusters Score: Raw -1007399.787433 + Penalty 4280.915962 = -1003118.871470 nChanged 1 SP:Iteration 42Q (34580.390000 sec): 3 clusters Score: Raw -1007399.957689 + Penalty 4280.915962 = -1003119.041727 nChanged 1 SP:Iteration 43Q (34580.410000 sec): 3 clusters Score: Raw -1007400.072376 + Penalty 4280.915962 = -1003119.156414 nChanged 1 SP:Iteration 44Q (34580.430000 sec): 3 clusters Score: Raw -1007400.198258 + Penalty 4280.915962 = -1003119.282296 nChanged 0 SP:Iteration 45F (34580.450000 sec): 3 clusters Score: Raw -1007400.198258 + Penalty 4280.915962 = -1003119.282296 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (75288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34580.720000 sec): 2 clusters Score: Raw -12844284.772876 + Penalty 2784.810858 = -12841499.962019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34581.030000 sec): 3 clusters Score: Raw -12796974.193389 + Penalty 5569.621715 = -12791404.571674 nChanged 35032 SP:Iteration 1F (34581.330000 sec): 3 clusters Score: Raw -12816678.628747 + Penalty 5569.621715 = -12811109.007032 nChanged 2752 SP:Iteration 2Q (34581.650000 sec): 3 clusters Score: Raw -12817397.656338 + Penalty 5569.621715 = -12811828.034623 nChanged 2767 SP:Iteration 3Q (34581.960000 sec): 3 clusters Score: Raw -12818207.251723 + Penalty 5569.621715 = -12812637.630008 nChanged 2966 SP:Iteration 4Q (34582.270000 sec): 3 clusters Score: Raw -12819245.526113 + Penalty 5569.621715 = -12813675.904398 nChanged 3408 SP:Iteration 5Q (34582.590000 sec): 3 clusters Score: Raw -12820779.326692 + Penalty 5569.621715 = -12815209.704977 nChanged 4197 SP:Iteration 6F (34582.890000 sec): 3 clusters Score: Raw -12823183.254813 + Penalty 5569.621715 = -12817613.633098 nChanged 5158 SP:Iteration 7F (34583.190000 sec): 3 clusters Score: Raw -12826905.282826 + Penalty 5569.621715 = -12821335.661111 nChanged 5733 SP:Iteration 8F (34583.490000 sec): 3 clusters Score: Raw -12831806.133097 + Penalty 5569.621715 = -12826236.511382 nChanged 5475 SP:Iteration 9F (34583.800000 sec): 3 clusters Score: Raw -12836951.493198 + Penalty 5569.621715 = -12831381.871483 nChanged 3927 SP:Iteration 10F (34584.100000 sec): 3 clusters Score: Raw -12840722.192690 + Penalty 5569.621715 = -12835152.570974 nChanged 2163 SP:Iteration 11Q (34584.370000 sec): 3 clusters Score: Raw -12842745.227054 + Penalty 5569.621715 = -12837175.605339 nChanged 1023 SP:Iteration 12Q (34584.600000 sec): 3 clusters Score: Raw -12843689.706594 + Penalty 5569.621715 = -12838120.084878 nChanged 479 SP:Iteration 13Q (34584.830000 sec): 3 clusters Score: Raw -12844097.592951 + Penalty 5569.621715 = -12838527.971236 nChanged 244 SP:Iteration 14Q (34585.050000 sec): 3 clusters Score: Raw -12844302.155855 + Penalty 5569.621715 = -12838732.534139 nChanged 132 SP:Iteration 15Q (34585.260000 sec): 3 clusters Score: Raw -12844419.540603 + Penalty 5569.621715 = -12838849.918888 nChanged 81 SP:Iteration 16Q (34585.470000 sec): 3 clusters Score: Raw -12844481.892966 + Penalty 5569.621715 = -12838912.271251 nChanged 48 SP:Iteration 17Q (34585.680000 sec): 3 clusters Score: Raw -12844524.712636 + Penalty 5569.621715 = -12838955.090921 nChanged 24 SP:Iteration 18Q (34585.890000 sec): 3 clusters Score: Raw -12844543.593953 + Penalty 5569.621715 = -12838973.972238 nChanged 17 SP:Iteration 19Q (34586.100000 sec): 3 clusters Score: Raw -12844558.715235 + Penalty 5569.621715 = -12838989.093520 nChanged 21 SP:Iteration 20F (34586.400000 sec): 3 clusters Score: Raw -12844576.324758 + Penalty 5569.621715 = -12839006.703043 nChanged 17 SP:Iteration 21Q (34586.610000 sec): 3 clusters Score: Raw -12844590.147066 + Penalty 5569.621715 = -12839020.525350 nChanged 11 SP:Iteration 22Q (34586.820000 sec): 3 clusters Score: Raw -12844597.787840 + Penalty 5569.621715 = -12839028.166125 nChanged 7 SP:Iteration 23Q (34587.030000 sec): 3 clusters Score: Raw -12844602.550412 + Penalty 5569.621715 = -12839032.928697 nChanged 5 SP:Iteration 24Q (34587.230000 sec): 3 clusters Score: Raw -12844606.108013 + Penalty 5569.621715 = -12839036.486298 nChanged 10 SP:Iteration 25Q (34587.450000 sec): 3 clusters Score: Raw -12844615.725178 + Penalty 5569.621715 = -12839046.103463 nChanged 6 SP:Iteration 26Q (34587.650000 sec): 3 clusters Score: Raw -12844619.658220 + Penalty 5569.621715 = -12839050.036505 nChanged 6 SP:Iteration 27Q (34587.860000 sec): 3 clusters Score: Raw -12844625.798127 + Penalty 5569.621715 = -12839056.176412 nChanged 6 SP:Iteration 28Q (34588.070000 sec): 3 clusters Score: Raw -12844631.012024 + Penalty 5569.621715 = -12839061.390309 nChanged 7 SP:Iteration 29Q (34588.280000 sec): 3 clusters Score: Raw -12844638.681727 + Penalty 5569.621715 = -12839069.060012 nChanged 10 SP:Iteration 30Q (34588.490000 sec): 3 clusters Score: Raw -12844648.363509 + Penalty 5569.621715 = -12839078.741794 nChanged 7 SP:Iteration 31Q (34588.690000 sec): 3 clusters Score: Raw -12844652.912395 + Penalty 5569.621715 = -12839083.290680 nChanged 2 SP:Iteration 32Q (34588.900000 sec): 3 clusters Score: Raw -12844654.155348 + Penalty 5569.621715 = -12839084.533633 nChanged 1 SP:Iteration 33Q (34589.110000 sec): 3 clusters Score: Raw -12844654.733495 + Penalty 5569.621715 = -12839085.111780 nChanged 2 SP:Iteration 34Q (34589.320000 sec): 3 clusters Score: Raw -12844656.358035 + Penalty 5569.621715 = -12839086.736320 nChanged 3 SP:Iteration 35Q (34589.530000 sec): 3 clusters Score: Raw -12844660.206163 + Penalty 5569.621715 = -12839090.584448 nChanged 2 SP:Iteration 36Q (34589.730000 sec): 3 clusters Score: Raw -12844660.821024 + Penalty 5569.621715 = -12839091.199309 nChanged 0 SP:Iteration 37F (34590.030000 sec): 3 clusters Score: Raw -12844660.821024 + Penalty 5569.621715 = -12839091.199309 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34590.090000 sec): 2 clusters Score: Raw -1234929.129416 + Penalty 2205.435763 = -1232723.693653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34590.110000 sec): 3 clusters Score: Raw -1231188.935864 + Penalty 4410.871526 = -1226778.064338 nChanged 2931 SP:Iteration 1F (34590.140000 sec): 3 clusters Score: Raw -1232739.966974 + Penalty 4410.871526 = -1228329.095448 nChanged 555 SP:Iteration 2F (34590.170000 sec): 3 clusters Score: Raw -1233033.931229 + Penalty 4410.871526 = -1228623.059703 nChanged 380 SP:Iteration 3F (34590.200000 sec): 3 clusters Score: Raw -1233218.205095 + Penalty 4410.871526 = -1228807.333569 nChanged 258 SP:Iteration 4Q (34590.230000 sec): 3 clusters Score: Raw -1233354.965022 + Penalty 4410.871526 = -1228944.093496 nChanged 228 SP:Iteration 5Q (34590.260000 sec): 3 clusters Score: Raw -1233478.911318 + Penalty 4410.871526 = -1229068.039792 nChanged 227 SP:Iteration 6Q (34590.290000 sec): 3 clusters Score: Raw -1233607.135883 + Penalty 4410.871526 = -1229196.264357 nChanged 227 SP:Iteration 7Q (34590.310000 sec): 3 clusters Score: Raw -1233742.709951 + Penalty 4410.871526 = -1229331.838425 nChanged 209 SP:Iteration 8Q (34590.340000 sec): 3 clusters Score: Raw -1233872.317368 + Penalty 4410.871526 = -1229461.445842 nChanged 210 SP:Iteration 9Q (34590.370000 sec): 3 clusters Score: Raw -1233989.915549 + Penalty 4410.871526 = -1229579.044023 nChanged 225 SP:Iteration 10Q (34590.400000 sec): 3 clusters Score: Raw -1234130.599108 + Penalty 4410.871526 = -1229719.727582 nChanged 235 SP:Iteration 11Q (34590.430000 sec): 3 clusters Score: Raw -1234300.718326 + Penalty 4410.871526 = -1229889.846800 nChanged 244 SP:Iteration 12Q (34590.450000 sec): 3 clusters Score: Raw -1234455.522788 + Penalty 4410.871526 = -1230044.651262 nChanged 255 SP:Iteration 13Q (34590.480000 sec): 3 clusters Score: Raw -1234608.716910 + Penalty 4410.871526 = -1230197.845384 nChanged 242 SP:Iteration 14Q (34590.510000 sec): 3 clusters Score: Raw -1234746.684362 + Penalty 4410.871526 = -1230335.812836 nChanged 227 SP:Iteration 15Q (34590.540000 sec): 3 clusters Score: Raw -1234874.460990 + Penalty 4410.871526 = -1230463.589464 nChanged 210 SP:Iteration 16Q (34590.570000 sec): 3 clusters Score: Raw -1234980.978058 + Penalty 4410.871526 = -1230570.106532 nChanged 176 SP:Iteration 17Q (34590.590000 sec): 3 clusters Score: Raw -1235076.818764 + Penalty 4410.871526 = -1230665.947238 nChanged 176 SP:Iteration 18Q (34590.620000 sec): 3 clusters Score: Raw -1235177.565257 + Penalty 4410.871526 = -1230766.693731 nChanged 168 SP:Iteration 19Q (34590.650000 sec): 3 clusters Score: Raw -1235271.414655 + Penalty 4410.871526 = -1230860.543129 nChanged 159 SP:Iteration 20F (34590.670000 sec): 3 clusters Score: Raw -1235359.270883 + Penalty 4410.871526 = -1230948.399356 nChanged 136 SP:Iteration 21Q (34590.700000 sec): 3 clusters Score: Raw -1235425.587756 + Penalty 4410.871526 = -1231014.716230 nChanged 102 SP:Iteration 22Q (34590.730000 sec): 3 clusters Score: Raw -1235472.984814 + Penalty 4410.871526 = -1231062.113288 nChanged 98 SP:Iteration 23Q (34590.750000 sec): 3 clusters Score: Raw -1235517.168678 + Penalty 4410.871526 = -1231106.297152 nChanged 77 SP:Iteration 24Q (34590.780000 sec): 3 clusters Score: Raw -1235548.642030 + Penalty 4410.871526 = -1231137.770504 nChanged 58 SP:Iteration 25Q (34590.810000 sec): 3 clusters Score: Raw -1235569.666780 + Penalty 4410.871526 = -1231158.795254 nChanged 48 SP:Iteration 26Q (34590.830000 sec): 3 clusters Score: Raw -1235585.790009 + Penalty 4410.871526 = -1231174.918483 nChanged 38 SP:Iteration 27Q (34590.860000 sec): 3 clusters Score: Raw -1235597.377940 + Penalty 4410.871526 = -1231186.506414 nChanged 32 SP:Iteration 28Q (34590.890000 sec): 3 clusters Score: Raw -1235608.622363 + Penalty 4410.871526 = -1231197.750837 nChanged 36 SP:Iteration 29Q (34590.920000 sec): 3 clusters Score: Raw -1235621.654315 + Penalty 4410.871526 = -1231210.782789 nChanged 35 SP:Iteration 30Q (34590.940000 sec): 3 clusters Score: Raw -1235631.840430 + Penalty 4410.871526 = -1231220.968904 nChanged 27 SP:Iteration 31Q (34590.970000 sec): 3 clusters Score: Raw -1235638.683267 + Penalty 4410.871526 = -1231227.811741 nChanged 27 SP:Iteration 32Q (34591.000000 sec): 3 clusters Score: Raw -1235647.174249 + Penalty 4410.871526 = -1231236.302723 nChanged 25 SP:Iteration 33Q (34591.020000 sec): 3 clusters Score: Raw -1235655.070366 + Penalty 4410.871526 = -1231244.198840 nChanged 25 SP:Iteration 34Q (34591.050000 sec): 3 clusters Score: Raw -1235662.281204 + Penalty 4410.871526 = -1231251.409678 nChanged 26 SP:Iteration 35Q (34591.080000 sec): 3 clusters Score: Raw -1235669.717258 + Penalty 4410.871526 = -1231258.845732 nChanged 18 SP:Iteration 36Q (34591.110000 sec): 3 clusters Score: Raw -1235674.477473 + Penalty 4410.871526 = -1231263.605947 nChanged 16 SP:Iteration 37Q (34591.130000 sec): 3 clusters Score: Raw -1235678.850509 + Penalty 4410.871526 = -1231267.978983 nChanged 14 SP:Iteration 38Q (34591.160000 sec): 3 clusters Score: Raw -1235682.549887 + Penalty 4410.871526 = -1231271.678361 nChanged 12 SP:Iteration 39Q (34591.190000 sec): 3 clusters Score: Raw -1235685.579349 + Penalty 4410.871526 = -1231274.707822 nChanged 12 SP:Iteration 40F (34591.220000 sec): 3 clusters Score: Raw -1235688.791454 + Penalty 4410.871526 = -1231277.919928 nChanged 17 SP:Iteration 41Q (34591.240000 sec): 3 clusters Score: Raw -1235692.654462 + Penalty 4410.871526 = -1231281.782935 nChanged 11 SP:Iteration 42Q (34591.270000 sec): 3 clusters Score: Raw -1235695.643137 + Penalty 4410.871526 = -1231284.771611 nChanged 11 SP:Iteration 43Q (34591.300000 sec): 3 clusters Score: Raw -1235699.555557 + Penalty 4410.871526 = -1231288.684031 nChanged 10 SP:Iteration 44Q (34591.320000 sec): 3 clusters Score: Raw -1235701.932986 + Penalty 4410.871526 = -1231291.061460 nChanged 4 SP:Iteration 45Q (34591.350000 sec): 3 clusters Score: Raw -1235702.570300 + Penalty 4410.871526 = -1231291.698774 nChanged 1 SP:Iteration 46Q (34591.380000 sec): 3 clusters Score: Raw -1235702.812355 + Penalty 4410.871526 = -1231291.940829 nChanged 1 SP:Iteration 47Q (34591.410000 sec): 3 clusters Score: Raw -1235702.881107 + Penalty 4410.871526 = -1231292.009581 nChanged 1 SP:Iteration 48Q (34591.430000 sec): 3 clusters Score: Raw -1235703.183123 + Penalty 4410.871526 = -1231292.311597 nChanged 2 SP:Iteration 49Q (34591.460000 sec): 3 clusters Score: Raw -1235703.504829 + Penalty 4410.871526 = -1231292.633303 nChanged 1 SP:Iteration 50Q (34591.490000 sec): 3 clusters Score: Raw -1235703.572198 + Penalty 4410.871526 = -1231292.700672 nChanged 0 SP:Iteration 51F (34591.520000 sec): 3 clusters Score: Raw -1235703.572198 + Penalty 4410.871526 = -1231292.700672 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34591.560000 sec): 2 clusters Score: Raw -2071814.618530 + Penalty 2331.888761 = -2069482.729769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34591.610000 sec): 3 clusters Score: Raw -2065161.656837 + Penalty 4663.777522 = -2060497.879315 nChanged 5138 SP:Iteration 1F (34591.660000 sec): 3 clusters Score: Raw -2067878.252957 + Penalty 4663.777522 = -2063214.475435 nChanged 753 SP:Iteration 2F (34591.700000 sec): 3 clusters Score: Raw -2068230.123273 + Penalty 4663.777522 = -2063566.345751 nChanged 608 SP:Iteration 3F (34591.750000 sec): 3 clusters Score: Raw -2068492.504774 + Penalty 4663.777522 = -2063828.727252 nChanged 559 SP:Iteration 4Q (34591.800000 sec): 3 clusters Score: Raw -2068721.551213 + Penalty 4663.777522 = -2064057.773690 nChanged 486 SP:Iteration 5Q (34591.850000 sec): 3 clusters Score: Raw -2068934.333084 + Penalty 4663.777522 = -2064270.555562 nChanged 468 SP:Iteration 6Q (34591.900000 sec): 3 clusters Score: Raw -2069144.485844 + Penalty 4663.777522 = -2064480.708322 nChanged 433 SP:Iteration 7Q (34591.940000 sec): 3 clusters Score: Raw -2069343.476224 + Penalty 4663.777522 = -2064679.698702 nChanged 420 SP:Iteration 8Q (34591.990000 sec): 3 clusters Score: Raw -2069534.615982 + Penalty 4663.777522 = -2064870.838460 nChanged 432 SP:Iteration 9Q (34592.040000 sec): 3 clusters Score: Raw -2069747.963208 + Penalty 4663.777522 = -2065084.185686 nChanged 432 SP:Iteration 10Q (34592.080000 sec): 3 clusters Score: Raw -2069949.920075 + Penalty 4663.777522 = -2065286.142552 nChanged 394 SP:Iteration 11Q (34592.130000 sec): 3 clusters Score: Raw -2070110.019844 + Penalty 4663.777522 = -2065446.242322 nChanged 347 SP:Iteration 12Q (34592.180000 sec): 3 clusters Score: Raw -2070241.104530 + Penalty 4663.777522 = -2065577.327007 nChanged 304 SP:Iteration 13Q (34592.230000 sec): 3 clusters Score: Raw -2070346.917211 + Penalty 4663.777522 = -2065683.139689 nChanged 255 SP:Iteration 14Q (34592.280000 sec): 3 clusters Score: Raw -2070433.501254 + Penalty 4663.777522 = -2065769.723732 nChanged 229 SP:Iteration 15Q (34592.330000 sec): 3 clusters Score: Raw -2070503.899361 + Penalty 4663.777522 = -2065840.121839 nChanged 210 SP:Iteration 16Q (34592.380000 sec): 3 clusters Score: Raw -2070562.995767 + Penalty 4663.777522 = -2065899.218245 nChanged 176 SP:Iteration 17Q (34592.430000 sec): 3 clusters Score: Raw -2070610.164616 + Penalty 4663.777522 = -2065946.387094 nChanged 170 SP:Iteration 18Q (34592.480000 sec): 3 clusters Score: Raw -2070653.886344 + Penalty 4663.777522 = -2065990.108821 nChanged 145 SP:Iteration 19Q (34592.520000 sec): 3 clusters Score: Raw -2070690.772948 + Penalty 4663.777522 = -2066026.995426 nChanged 129 SP:Iteration 20F (34592.580000 sec): 3 clusters Score: Raw -2070724.070885 + Penalty 4663.777522 = -2066060.293363 nChanged 123 SP:Iteration 21Q (34592.620000 sec): 3 clusters Score: Raw -2070760.394901 + Penalty 4663.777522 = -2066096.617379 nChanged 139 SP:Iteration 22Q (34592.670000 sec): 3 clusters Score: Raw -2070800.563239 + Penalty 4663.777522 = -2066136.785717 nChanged 135 SP:Iteration 23Q (34592.720000 sec): 3 clusters Score: Raw -2070841.001258 + Penalty 4663.777522 = -2066177.223736 nChanged 140 SP:Iteration 24Q (34592.770000 sec): 3 clusters Score: Raw -2070882.867821 + Penalty 4663.777522 = -2066219.090299 nChanged 150 SP:Iteration 25Q (34592.820000 sec): 3 clusters Score: Raw -2070931.449198 + Penalty 4663.777522 = -2066267.671676 nChanged 163 SP:Iteration 26Q (34592.870000 sec): 3 clusters Score: Raw -2070977.712061 + Penalty 4663.777522 = -2066313.934539 nChanged 165 SP:Iteration 27Q (34592.920000 sec): 3 clusters Score: Raw -2071027.160461 + Penalty 4663.777522 = -2066363.382939 nChanged 153 SP:Iteration 28Q (34592.970000 sec): 3 clusters Score: Raw -2071073.348171 + Penalty 4663.777522 = -2066409.570649 nChanged 151 SP:Iteration 29Q (34593.020000 sec): 3 clusters Score: Raw -2071124.470261 + Penalty 4663.777522 = -2066460.692739 nChanged 152 SP:Iteration 30Q (34593.060000 sec): 3 clusters Score: Raw -2071172.721310 + Penalty 4663.777522 = -2066508.943788 nChanged 155 SP:Iteration 31Q (34593.110000 sec): 3 clusters Score: Raw -2071222.211156 + Penalty 4663.777522 = -2066558.433634 nChanged 165 SP:Iteration 32Q (34593.160000 sec): 3 clusters Score: Raw -2071275.937035 + Penalty 4663.777522 = -2066612.159513 nChanged 162 SP:Iteration 33Q (34593.210000 sec): 3 clusters Score: Raw -2071329.531602 + Penalty 4663.777522 = -2066665.754080 nChanged 153 SP:Iteration 34Q (34593.260000 sec): 3 clusters Score: Raw -2071383.781706 + Penalty 4663.777522 = -2066720.004184 nChanged 148 SP:Iteration 35Q (34593.300000 sec): 3 clusters Score: Raw -2071432.633789 + Penalty 4663.777522 = -2066768.856267 nChanged 121 SP:Iteration 36Q (34593.350000 sec): 3 clusters Score: Raw -2071472.986253 + Penalty 4663.777522 = -2066809.208731 nChanged 133 SP:Iteration 37Q (34593.400000 sec): 3 clusters Score: Raw -2071520.133932 + Penalty 4663.777522 = -2066856.356410 nChanged 124 SP:Iteration 38Q (34593.450000 sec): 3 clusters Score: Raw -2071567.548566 + Penalty 4663.777522 = -2066903.771044 nChanged 109 SP:Iteration 39Q (34593.500000 sec): 3 clusters Score: Raw -2071607.388763 + Penalty 4663.777522 = -2066943.611240 nChanged 108 SP:Iteration 40F (34593.540000 sec): 3 clusters Score: Raw -2071648.858996 + Penalty 4663.777522 = -2066985.081474 nChanged 104 SP:Iteration 41Q (34593.590000 sec): 3 clusters Score: Raw -2071690.691760 + Penalty 4663.777522 = -2067026.914238 nChanged 89 SP:Iteration 42Q (34593.640000 sec): 3 clusters Score: Raw -2071731.128377 + Penalty 4663.777522 = -2067067.350855 nChanged 90 SP:Iteration 43Q (34593.680000 sec): 3 clusters Score: Raw -2071769.398641 + Penalty 4663.777522 = -2067105.621119 nChanged 94 SP:Iteration 44Q (34593.720000 sec): 3 clusters Score: Raw -2071812.803544 + Penalty 4663.777522 = -2067149.026022 nChanged 87 SP:Iteration 45Q (34593.770000 sec): 3 clusters Score: Raw -2071852.503344 + Penalty 4663.777522 = -2067188.725822 nChanged 81 SP:Iteration 46Q (34593.810000 sec): 3 clusters Score: Raw -2071888.140664 + Penalty 4663.777522 = -2067224.363142 nChanged 69 SP:Iteration 47Q (34593.860000 sec): 3 clusters Score: Raw -2071915.163819 + Penalty 4663.777522 = -2067251.386297 nChanged 51 SP:Iteration 48Q (34593.900000 sec): 3 clusters Score: Raw -2071933.459709 + Penalty 4663.777522 = -2067269.682187 nChanged 47 SP:Iteration 49Q (34593.940000 sec): 3 clusters Score: Raw -2071953.692360 + Penalty 4663.777522 = -2067289.914838 nChanged 42 SP:Iteration 50Q (34593.990000 sec): 3 clusters Score: Raw -2071970.093110 + Penalty 4663.777522 = -2067306.315587 nChanged 34 SP:Iteration 51Q (34594.030000 sec): 3 clusters Score: Raw -2071983.317670 + Penalty 4663.777522 = -2067319.540148 nChanged 26 SP:Iteration 52Q (34594.070000 sec): 3 clusters Score: Raw -2071994.792227 + Penalty 4663.777522 = -2067331.014705 nChanged 33 SP:Iteration 53Q (34594.120000 sec): 3 clusters Score: Raw -2072007.050135 + Penalty 4663.777522 = -2067343.272613 nChanged 20 SP:Iteration 54Q (34594.160000 sec): 3 clusters Score: Raw -2072015.738718 + Penalty 4663.777522 = -2067351.961196 nChanged 22 SP:Iteration 55Q (34594.200000 sec): 3 clusters Score: Raw -2072022.945187 + Penalty 4663.777522 = -2067359.167664 nChanged 19 SP:Iteration 56Q (34594.240000 sec): 3 clusters Score: Raw -2072029.324880 + Penalty 4663.777522 = -2067365.547357 nChanged 22 SP:Iteration 57Q (34594.280000 sec): 3 clusters Score: Raw -2072039.192552 + Penalty 4663.777522 = -2067375.415030 nChanged 30 SP:Iteration 58Q (34594.330000 sec): 3 clusters Score: Raw -2072053.651292 + Penalty 4663.777522 = -2067389.873770 nChanged 26 SP:Iteration 59Q (34594.370000 sec): 3 clusters Score: Raw -2072064.964862 + Penalty 4663.777522 = -2067401.187339 nChanged 18 SP:Iteration 60F (34594.420000 sec): 3 clusters Score: Raw -2072074.793404 + Penalty 4663.777522 = -2067411.015882 nChanged 13 SP:Iteration 61Q (34594.460000 sec): 3 clusters Score: Raw -2072079.673798 + Penalty 4663.777522 = -2067415.896276 nChanged 13 SP:Iteration 62Q (34594.500000 sec): 3 clusters Score: Raw -2072087.780070 + Penalty 4663.777522 = -2067424.002548 nChanged 18 SP:Iteration 63Q (34594.540000 sec): 3 clusters Score: Raw -2072097.411480 + Penalty 4663.777522 = -2067433.633958 nChanged 22 SP:Iteration 64Q (34594.580000 sec): 3 clusters Score: Raw -2072109.009880 + Penalty 4663.777522 = -2067445.232358 nChanged 17 SP:Iteration 65Q (34594.620000 sec): 3 clusters Score: Raw -2072116.913620 + Penalty 4663.777522 = -2067453.136098 nChanged 18 SP:Iteration 66Q (34594.660000 sec): 3 clusters Score: Raw -2072126.672750 + Penalty 4663.777522 = -2067462.895228 nChanged 15 SP:Iteration 67Q (34594.700000 sec): 3 clusters Score: Raw -2072132.616631 + Penalty 4663.777522 = -2067468.839109 nChanged 9 SP:Iteration 68Q (34594.750000 sec): 3 clusters Score: Raw -2072135.622745 + Penalty 4663.777522 = -2067471.845223 nChanged 5 SP:Iteration 69Q (34594.790000 sec): 3 clusters Score: Raw -2072137.978735 + Penalty 4663.777522 = -2067474.201213 nChanged 6 SP:Iteration 70Q (34594.830000 sec): 3 clusters Score: Raw -2072140.500862 + Penalty 4663.777522 = -2067476.723340 nChanged 8 SP:Iteration 71Q (34594.870000 sec): 3 clusters Score: Raw -2072144.145064 + Penalty 4663.777522 = -2067480.367542 nChanged 6 SP:Iteration 72Q (34594.910000 sec): 3 clusters Score: Raw -2072146.455529 + Penalty 4663.777522 = -2067482.678007 nChanged 6 SP:Iteration 73Q (34594.950000 sec): 3 clusters Score: Raw -2072149.309456 + Penalty 4663.777522 = -2067485.531934 nChanged 7 SP:Iteration 74Q (34594.990000 sec): 3 clusters Score: Raw -2072153.108950 + Penalty 4663.777522 = -2067489.331428 nChanged 11 SP:Iteration 75Q (34595.030000 sec): 3 clusters Score: Raw -2072158.395735 + Penalty 4663.777522 = -2067494.618212 nChanged 9 SP:Iteration 76Q (34595.070000 sec): 3 clusters Score: Raw -2072163.036284 + Penalty 4663.777522 = -2067499.258762 nChanged 9 SP:Iteration 77Q (34595.110000 sec): 3 clusters Score: Raw -2072167.037217 + Penalty 4663.777522 = -2067503.259695 nChanged 4 SP:Iteration 78Q (34595.150000 sec): 3 clusters Score: Raw -2072168.074944 + Penalty 4663.777522 = -2067504.297422 nChanged 3 SP:Iteration 79Q (34595.190000 sec): 3 clusters Score: Raw -2072168.891967 + Penalty 4663.777522 = -2067505.114444 nChanged 3 SP:Iteration 80F (34595.240000 sec): 3 clusters Score: Raw -2072169.632181 + Penalty 4663.777522 = -2067505.854659 nChanged 2 SP:Iteration 81Q (34595.280000 sec): 3 clusters Score: Raw -2072170.415955 + Penalty 4663.777522 = -2067506.638433 nChanged 3 SP:Iteration 82Q (34595.320000 sec): 3 clusters Score: Raw -2072171.133670 + Penalty 4663.777522 = -2067507.356148 nChanged 2 SP:Iteration 83Q (34595.360000 sec): 3 clusters Score: Raw -2072171.881694 + Penalty 4663.777522 = -2067508.104172 nChanged 5 SP:Iteration 84Q (34595.400000 sec): 3 clusters Score: Raw -2072173.461205 + Penalty 4663.777522 = -2067509.683683 nChanged 4 SP:Iteration 85Q (34595.440000 sec): 3 clusters Score: Raw -2072175.806063 + Penalty 4663.777522 = -2067512.028541 nChanged 4 SP:Iteration 86Q (34595.480000 sec): 3 clusters Score: Raw -2072177.143655 + Penalty 4663.777522 = -2067513.366132 nChanged 2 SP:Iteration 87Q (34595.520000 sec): 3 clusters Score: Raw -2072177.822716 + Penalty 4663.777522 = -2067514.045193 nChanged 2 SP:Iteration 88Q (34595.560000 sec): 3 clusters Score: Raw -2072178.271001 + Penalty 4663.777522 = -2067514.493479 nChanged 2 SP:Iteration 89Q (34595.600000 sec): 3 clusters Score: Raw -2072178.764226 + Penalty 4663.777522 = -2067514.986703 nChanged 0 SP:Iteration 90F (34595.650000 sec): 3 clusters Score: Raw -2072178.764226 + Penalty 4663.777522 = -2067514.986703 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34595.730000 sec): 2 clusters Score: Raw -3522950.050912 + Penalty 2474.138817 = -3520475.912095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34595.820000 sec): 3 clusters Score: Raw -3510538.232830 + Penalty 4948.277634 = -3505589.955196 nChanged 9382 SP:Iteration 1F (34595.900000 sec): 3 clusters Score: Raw -3515788.052770 + Penalty 4948.277634 = -3510839.775135 nChanged 1341 SP:Iteration 2F (34595.990000 sec): 3 clusters Score: Raw -3516507.740173 + Penalty 4948.277634 = -3511559.462538 nChanged 1292 SP:Iteration 3F (34596.070000 sec): 3 clusters Score: Raw -3517237.930961 + Penalty 4948.277634 = -3512289.653327 nChanged 1173 SP:Iteration 4F (34596.160000 sec): 3 clusters Score: Raw -3517906.455261 + Penalty 4948.277634 = -3512958.177627 nChanged 1181 SP:Iteration 5F (34596.240000 sec): 3 clusters Score: Raw -3518598.997674 + Penalty 4948.277634 = -3513650.720040 nChanged 1116 SP:Iteration 6F (34596.330000 sec): 3 clusters Score: Raw -3519347.313591 + Penalty 4948.277634 = -3514399.035957 nChanged 1100 SP:Iteration 7F (34596.410000 sec): 3 clusters Score: Raw -3520163.153412 + Penalty 4948.277634 = -3515214.875778 nChanged 1071 SP:Iteration 8Q (34596.500000 sec): 3 clusters Score: Raw -3520985.958347 + Penalty 4948.277634 = -3516037.680713 nChanged 905 SP:Iteration 9Q (34596.580000 sec): 3 clusters Score: Raw -3521655.475155 + Penalty 4948.277634 = -3516707.197521 nChanged 691 SP:Iteration 10Q (34596.660000 sec): 3 clusters Score: Raw -3522148.685569 + Penalty 4948.277634 = -3517200.407935 nChanged 540 SP:Iteration 11Q (34596.740000 sec): 3 clusters Score: Raw -3522470.026662 + Penalty 4948.277634 = -3517521.749028 nChanged 379 SP:Iteration 12Q (34596.820000 sec): 3 clusters Score: Raw -3522657.937857 + Penalty 4948.277634 = -3517709.660223 nChanged 316 SP:Iteration 13Q (34596.900000 sec): 3 clusters Score: Raw -3522792.261879 + Penalty 4948.277634 = -3517843.984245 nChanged 273 SP:Iteration 14Q (34596.980000 sec): 3 clusters Score: Raw -3522897.931707 + Penalty 4948.277634 = -3517949.654073 nChanged 254 SP:Iteration 15Q (34597.050000 sec): 3 clusters Score: Raw -3522992.475948 + Penalty 4948.277634 = -3518044.198314 nChanged 220 SP:Iteration 16Q (34597.130000 sec): 3 clusters Score: Raw -3523074.815257 + Penalty 4948.277634 = -3518126.537623 nChanged 192 SP:Iteration 17Q (34597.200000 sec): 3 clusters Score: Raw -3523136.178547 + Penalty 4948.277634 = -3518187.900913 nChanged 170 SP:Iteration 18Q (34597.280000 sec): 3 clusters Score: Raw -3523186.386645 + Penalty 4948.277634 = -3518238.109010 nChanged 158 SP:Iteration 19Q (34597.350000 sec): 3 clusters Score: Raw -3523237.458161 + Penalty 4948.277634 = -3518289.180527 nChanged 153 SP:Iteration 20F (34597.440000 sec): 3 clusters Score: Raw -3523289.135964 + Penalty 4948.277634 = -3518340.858330 nChanged 154 SP:Iteration 21Q (34597.510000 sec): 3 clusters Score: Raw -3523335.394422 + Penalty 4948.277634 = -3518387.116788 nChanged 121 SP:Iteration 22Q (34597.580000 sec): 3 clusters Score: Raw -3523368.432229 + Penalty 4948.277634 = -3518420.154595 nChanged 102 SP:Iteration 23Q (34597.650000 sec): 3 clusters Score: Raw -3523393.197805 + Penalty 4948.277634 = -3518444.920171 nChanged 88 SP:Iteration 24Q (34597.720000 sec): 3 clusters Score: Raw -3523414.995094 + Penalty 4948.277634 = -3518466.717459 nChanged 84 SP:Iteration 25Q (34597.790000 sec): 3 clusters Score: Raw -3523436.223784 + Penalty 4948.277634 = -3518487.946150 nChanged 71 SP:Iteration 26Q (34597.860000 sec): 3 clusters Score: Raw -3523453.149762 + Penalty 4948.277634 = -3518504.872128 nChanged 68 SP:Iteration 27Q (34597.930000 sec): 3 clusters Score: Raw -3523471.469030 + Penalty 4948.277634 = -3518523.191395 nChanged 75 SP:Iteration 28Q (34598.000000 sec): 3 clusters Score: Raw -3523491.193946 + Penalty 4948.277634 = -3518542.916312 nChanged 72 SP:Iteration 29Q (34598.070000 sec): 3 clusters Score: Raw -3523509.542085 + Penalty 4948.277634 = -3518561.264451 nChanged 55 SP:Iteration 30Q (34598.140000 sec): 3 clusters Score: Raw -3523521.663588 + Penalty 4948.277634 = -3518573.385953 nChanged 53 SP:Iteration 31Q (34598.200000 sec): 3 clusters Score: Raw -3523532.077169 + Penalty 4948.277634 = -3518583.799535 nChanged 42 SP:Iteration 32Q (34598.270000 sec): 3 clusters Score: Raw -3523541.097564 + Penalty 4948.277634 = -3518592.819930 nChanged 39 SP:Iteration 33Q (34598.340000 sec): 3 clusters Score: Raw -3523550.593642 + Penalty 4948.277634 = -3518602.316008 nChanged 47 SP:Iteration 34Q (34598.420000 sec): 3 clusters Score: Raw -3523564.094304 + Penalty 4948.277634 = -3518615.816670 nChanged 38 SP:Iteration 35Q (34598.480000 sec): 3 clusters Score: Raw -3523573.436483 + Penalty 4948.277634 = -3518625.158849 nChanged 32 SP:Iteration 36Q (34598.550000 sec): 3 clusters Score: Raw -3523579.737565 + Penalty 4948.277634 = -3518631.459931 nChanged 30 SP:Iteration 37Q (34598.620000 sec): 3 clusters Score: Raw -3523586.143994 + Penalty 4948.277634 = -3518637.866360 nChanged 20 SP:Iteration 38Q (34598.690000 sec): 3 clusters Score: Raw -3523590.509809 + Penalty 4948.277634 = -3518642.232175 nChanged 23 SP:Iteration 39Q (34598.760000 sec): 3 clusters Score: Raw -3523596.766789 + Penalty 4948.277634 = -3518648.489155 nChanged 16 SP:Iteration 40F (34598.840000 sec): 3 clusters Score: Raw -3523600.892947 + Penalty 4948.277634 = -3518652.615313 nChanged 14 SP:Iteration 41Q (34598.910000 sec): 3 clusters Score: Raw -3523603.862435 + Penalty 4948.277634 = -3518655.584801 nChanged 19 SP:Iteration 42Q (34598.980000 sec): 3 clusters Score: Raw -3523606.941398 + Penalty 4948.277634 = -3518658.663764 nChanged 16 SP:Iteration 43Q (34599.040000 sec): 3 clusters Score: Raw -3523610.113955 + Penalty 4948.277634 = -3518661.836321 nChanged 10 SP:Iteration 44Q (34599.110000 sec): 3 clusters Score: Raw -3523612.267781 + Penalty 4948.277634 = -3518663.990147 nChanged 10 SP:Iteration 45Q (34599.180000 sec): 3 clusters Score: Raw -3523614.138068 + Penalty 4948.277634 = -3518665.860434 nChanged 8 SP:Iteration 46Q (34599.240000 sec): 3 clusters Score: Raw -3523615.866849 + Penalty 4948.277634 = -3518667.589214 nChanged 4 SP:Iteration 47Q (34599.310000 sec): 3 clusters Score: Raw -3523616.981653 + Penalty 4948.277634 = -3518668.704019 nChanged 4 SP:Iteration 48Q (34599.370000 sec): 3 clusters Score: Raw -3523617.957324 + Penalty 4948.277634 = -3518669.679689 nChanged 5 SP:Iteration 49Q (34599.440000 sec): 3 clusters Score: Raw -3523618.784624 + Penalty 4948.277634 = -3518670.506990 nChanged 2 SP:Iteration 50Q (34599.500000 sec): 3 clusters Score: Raw -3523619.202601 + Penalty 4948.277634 = -3518670.924967 nChanged 4 SP:Iteration 51Q (34599.570000 sec): 3 clusters Score: Raw -3523619.755165 + Penalty 4948.277634 = -3518671.477531 nChanged 5 SP:Iteration 52Q (34599.640000 sec): 3 clusters Score: Raw -3523620.651558 + Penalty 4948.277634 = -3518672.373924 nChanged 3 SP:Iteration 53Q (34599.700000 sec): 3 clusters Score: Raw -3523621.386028 + Penalty 4948.277634 = -3518673.108394 nChanged 2 SP:Iteration 54Q (34599.770000 sec): 3 clusters Score: Raw -3523621.712589 + Penalty 4948.277634 = -3518673.434955 nChanged 2 SP:Iteration 55Q (34599.840000 sec): 3 clusters Score: Raw -3523622.204671 + Penalty 4948.277634 = -3518673.927037 nChanged 2 SP:Iteration 56Q (34599.900000 sec): 3 clusters Score: Raw -3523622.536197 + Penalty 4948.277634 = -3518674.258563 nChanged 2 SP:Iteration 57Q (34599.970000 sec): 3 clusters Score: Raw -3523622.807644 + Penalty 4948.277634 = -3518674.530010 nChanged 1 SP:Iteration 58Q (34600.040000 sec): 3 clusters Score: Raw -3523623.017024 + Penalty 4948.277634 = -3518674.739389 nChanged 1 SP:Iteration 59Q (34600.100000 sec): 3 clusters Score: Raw -3523623.420134 + Penalty 4948.277634 = -3518675.142500 nChanged 0 SP:Iteration 60F (34600.190000 sec): 3 clusters Score: Raw -3523623.420134 + Penalty 4948.277634 = -3518675.142500 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34600.200000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34600.200000 sec): 3 clusters Score: Raw -29306.325878 + Penalty 2605.127620 = -26701.198258 nChanged 15 SP:Iteration 1F (34600.200000 sec): 3 clusters Score: Raw -29379.626272 + Penalty 2605.127620 = -26774.498652 nChanged 7 SP:Iteration 2Q (34600.200000 sec): 3 clusters Score: Raw -29410.526003 + Penalty 2605.127620 = -26805.398382 nChanged 6 SP:Iteration 3Q (34600.200000 sec): 3 clusters Score: Raw -29435.489676 + Penalty 2605.127620 = -26830.362055 nChanged 1 SP:Iteration 4Q (34600.200000 sec): 3 clusters Score: Raw -29442.328773 + Penalty 2605.127620 = -26837.201153 nChanged 0 SP:Iteration 5F (34600.210000 sec): 3 clusters Score: Raw -29442.328773 + Penalty 2605.127620 = -26837.201153 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34600.220000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34600.220000 sec): 3 clusters Score: Raw -83984.703474 + Penalty 3098.068956 = -80886.634519 nChanged 76 SP:Iteration 1F (34600.220000 sec): 3 clusters Score: Raw -84136.322790 + Penalty 3098.068956 = -81038.253834 nChanged 24 SP:Iteration 2Q (34600.220000 sec): 3 clusters Score: Raw -84202.747018 + Penalty 3098.068956 = -81104.678063 nChanged 14 SP:Iteration 3Q (34600.220000 sec): 3 clusters Score: Raw -84237.001110 + Penalty 3098.068956 = -81138.932155 nChanged 6 SP:Iteration 4Q (34600.220000 sec): 3 clusters Score: Raw -84255.231002 + Penalty 3098.068956 = -81157.162047 nChanged 5 SP:Iteration 5Q (34600.230000 sec): 3 clusters Score: Raw -84266.267955 + Penalty 3098.068956 = -81168.198999 nChanged 5 SP:Iteration 6Q (34600.230000 sec): 3 clusters Score: Raw -84274.190545 + Penalty 3098.068956 = -81176.121589 nChanged 1 SP:Iteration 7Q (34600.230000 sec): 3 clusters Score: Raw -84275.599136 + Penalty 3098.068956 = -81177.530180 nChanged 0 SP:Iteration 8F (34600.230000 sec): 3 clusters Score: Raw -84275.599136 + Penalty 3098.068956 = -81177.530180 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34600.240000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34600.250000 sec): 3 clusters Score: Raw -184326.430802 + Penalty 3459.805308 = -180866.625494 nChanged 280 SP:Iteration 1F (34600.250000 sec): 3 clusters Score: Raw -184643.399767 + Penalty 3459.805308 = -181183.594459 nChanged 81 SP:Iteration 2F (34600.260000 sec): 3 clusters Score: Raw -184763.651256 + Penalty 3459.805308 = -181303.845948 nChanged 36 SP:Iteration 3Q (34600.260000 sec): 3 clusters Score: Raw -184815.284197 + Penalty 3459.805308 = -181355.478889 nChanged 35 SP:Iteration 4Q (34600.260000 sec): 3 clusters Score: Raw -184866.301085 + Penalty 3459.805308 = -181406.495777 nChanged 21 SP:Iteration 5Q (34600.270000 sec): 3 clusters Score: Raw -184893.134904 + Penalty 3459.805308 = -181433.329596 nChanged 16 SP:Iteration 6Q (34600.270000 sec): 3 clusters Score: Raw -184913.678754 + Penalty 3459.805308 = -181453.873446 nChanged 14 SP:Iteration 7Q (34600.280000 sec): 3 clusters Score: Raw -184931.277739 + Penalty 3459.805308 = -181471.472431 nChanged 11 SP:Iteration 8Q (34600.280000 sec): 3 clusters Score: Raw -184943.926036 + Penalty 3459.805308 = -181484.120728 nChanged 5 SP:Iteration 9Q (34600.290000 sec): 3 clusters Score: Raw -184951.760523 + Penalty 3459.805308 = -181491.955215 nChanged 4 SP:Iteration 10Q (34600.290000 sec): 3 clusters Score: Raw -184963.122872 + Penalty 3459.805308 = -181503.317564 nChanged 6 SP:Iteration 11Q (34600.300000 sec): 3 clusters Score: Raw -184974.106567 + Penalty 3459.805308 = -181514.301259 nChanged 8 SP:Iteration 12Q (34600.300000 sec): 3 clusters Score: Raw -184987.811050 + Penalty 3459.805308 = -181528.005742 nChanged 5 SP:Iteration 13Q (34600.300000 sec): 3 clusters Score: Raw -184995.507876 + Penalty 3459.805308 = -181535.702568 nChanged 5 SP:Iteration 14Q (34600.310000 sec): 3 clusters Score: Raw -184999.935212 + Penalty 3459.805308 = -181540.129904 nChanged 5 SP:Iteration 15Q (34600.310000 sec): 3 clusters Score: Raw -185004.374958 + Penalty 3459.805308 = -181544.569650 nChanged 4 SP:Iteration 16Q (34600.320000 sec): 3 clusters Score: Raw -185009.682718 + Penalty 3459.805308 = -181549.877410 nChanged 1 SP:Iteration 17Q (34600.320000 sec): 3 clusters Score: Raw -185010.345824 + Penalty 3459.805308 = -181550.540516 nChanged 3 SP:Iteration 18Q (34600.320000 sec): 3 clusters Score: Raw -185014.862355 + Penalty 3459.805308 = -181555.057047 nChanged 1 SP:Iteration 19Q (34600.330000 sec): 3 clusters Score: Raw -185015.202474 + Penalty 3459.805308 = -181555.397166 nChanged 0 SP:Iteration 20F (34600.330000 sec): 3 clusters Score: Raw -185015.202474 + Penalty 3459.805308 = -181555.397166 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34600.340000 sec): 2 clusters Score: Raw -283934.444914 + Penalty 1829.994016 = -282104.450898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34600.350000 sec): 3 clusters Score: Raw -283434.686023 + Penalty 3659.988031 = -279774.697991 nChanged 459 SP:Iteration 1F (34600.360000 sec): 3 clusters Score: Raw -283815.294256 + Penalty 3659.988031 = -280155.306225 nChanged 141 SP:Iteration 2F (34600.360000 sec): 3 clusters Score: Raw -283966.853424 + Penalty 3659.988031 = -280306.865393 nChanged 81 SP:Iteration 3F (34600.370000 sec): 3 clusters Score: Raw -284047.132281 + Penalty 3659.988031 = -280387.144250 nChanged 45 SP:Iteration 4Q (34600.380000 sec): 3 clusters Score: Raw -284091.476330 + Penalty 3659.988031 = -280431.488299 nChanged 35 SP:Iteration 5Q (34600.380000 sec): 3 clusters Score: Raw -284130.533744 + Penalty 3659.988031 = -280470.545713 nChanged 33 SP:Iteration 6Q (34600.390000 sec): 3 clusters Score: Raw -284158.721653 + Penalty 3659.988031 = -280498.733622 nChanged 31 SP:Iteration 7Q (34600.390000 sec): 3 clusters Score: Raw -284188.217570 + Penalty 3659.988031 = -280528.229539 nChanged 19 SP:Iteration 8Q (34600.400000 sec): 3 clusters Score: Raw -284206.625801 + Penalty 3659.988031 = -280546.637770 nChanged 23 SP:Iteration 9Q (34600.410000 sec): 3 clusters Score: Raw -284230.300780 + Penalty 3659.988031 = -280570.312749 nChanged 20 SP:Iteration 10Q (34600.410000 sec): 3 clusters Score: Raw -284245.679982 + Penalty 3659.988031 = -280585.691950 nChanged 17 SP:Iteration 11Q (34600.420000 sec): 3 clusters Score: Raw -284258.614812 + Penalty 3659.988031 = -280598.626781 nChanged 9 SP:Iteration 12Q (34600.420000 sec): 3 clusters Score: Raw -284265.758463 + Penalty 3659.988031 = -280605.770431 nChanged 10 SP:Iteration 13Q (34600.430000 sec): 3 clusters Score: Raw -284273.477886 + Penalty 3659.988031 = -280613.489855 nChanged 6 SP:Iteration 14Q (34600.440000 sec): 3 clusters Score: Raw -284278.280375 + Penalty 3659.988031 = -280618.292343 nChanged 6 SP:Iteration 15Q (34600.440000 sec): 3 clusters Score: Raw -284285.536792 + Penalty 3659.988031 = -280625.548760 nChanged 4 SP:Iteration 16Q (34600.450000 sec): 3 clusters Score: Raw -284288.168899 + Penalty 3659.988031 = -280628.180868 nChanged 0 SP:Iteration 17F (34600.460000 sec): 3 clusters Score: Raw -284288.168899 + Penalty 3659.988031 = -280628.180868 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34600.460000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34600.460000 sec): 3 clusters Score: Raw -17081.143243 + Penalty 2550.265124 = -14530.878119 nChanged 11 SP:Iteration 1F (34600.460000 sec): 3 clusters Score: Raw -17124.190347 + Penalty 2550.265124 = -14573.925223 nChanged 3 SP:Iteration 2Q (34600.470000 sec): 3 clusters Score: Raw -17145.869184 + Penalty 2550.265124 = -14595.604060 nChanged 0 SP:Iteration 3F (34600.470000 sec): 3 clusters Score: Raw -17145.869184 + Penalty 2550.265124 = -14595.604060 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34600.540000 sec): 2 clusters Score: Raw -3258009.728462 + Penalty 2437.533474 = -3255572.194988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34600.620000 sec): 3 clusters Score: Raw -3247199.634350 + Penalty 4875.066947 = -3242324.567403 nChanged 8219 SP:Iteration 1F (34600.690000 sec): 3 clusters Score: Raw -3251744.902931 + Penalty 4875.066947 = -3246869.835983 nChanged 1225 SP:Iteration 2F (34600.760000 sec): 3 clusters Score: Raw -3252358.536756 + Penalty 4875.066947 = -3247483.469809 nChanged 1100 SP:Iteration 3F (34600.840000 sec): 3 clusters Score: Raw -3252966.295704 + Penalty 4875.066947 = -3248091.228757 nChanged 1146 SP:Iteration 4F (34600.910000 sec): 3 clusters Score: Raw -3253694.941251 + Penalty 4875.066947 = -3248819.874304 nChanged 1156 SP:Iteration 5F (34600.980000 sec): 3 clusters Score: Raw -3254530.365202 + Penalty 4875.066947 = -3249655.298255 nChanged 1169 SP:Iteration 6F (34601.060000 sec): 3 clusters Score: Raw -3255398.774167 + Penalty 4875.066947 = -3250523.707220 nChanged 1122 SP:Iteration 7F (34601.130000 sec): 3 clusters Score: Raw -3256154.677732 + Penalty 4875.066947 = -3251279.610785 nChanged 905 SP:Iteration 8Q (34601.200000 sec): 3 clusters Score: Raw -3256680.424673 + Penalty 4875.066947 = -3251805.357726 nChanged 688 SP:Iteration 9Q (34601.280000 sec): 3 clusters Score: Raw -3257006.383154 + Penalty 4875.066947 = -3252131.316207 nChanged 521 SP:Iteration 10Q (34601.350000 sec): 3 clusters Score: Raw -3257226.344646 + Penalty 4875.066947 = -3252351.277699 nChanged 377 SP:Iteration 11Q (34601.420000 sec): 3 clusters Score: Raw -3257356.823272 + Penalty 4875.066947 = -3252481.756325 nChanged 304 SP:Iteration 12Q (34601.490000 sec): 3 clusters Score: Raw -3257453.731068 + Penalty 4875.066947 = -3252578.664121 nChanged 249 SP:Iteration 13Q (34601.560000 sec): 3 clusters Score: Raw -3257527.731268 + Penalty 4875.066947 = -3252652.664321 nChanged 209 SP:Iteration 14Q (34601.640000 sec): 3 clusters Score: Raw -3257581.516450 + Penalty 4875.066947 = -3252706.449503 nChanged 171 SP:Iteration 15Q (34601.710000 sec): 3 clusters Score: Raw -3257625.410468 + Penalty 4875.066947 = -3252750.343521 nChanged 145 SP:Iteration 16Q (34601.780000 sec): 3 clusters Score: Raw -3257660.807828 + Penalty 4875.066947 = -3252785.740881 nChanged 138 SP:Iteration 17Q (34601.850000 sec): 3 clusters Score: Raw -3257692.099675 + Penalty 4875.066947 = -3252817.032728 nChanged 137 SP:Iteration 18Q (34601.920000 sec): 3 clusters Score: Raw -3257719.896127 + Penalty 4875.066947 = -3252844.829180 nChanged 104 SP:Iteration 19Q (34601.990000 sec): 3 clusters Score: Raw -3257738.538144 + Penalty 4875.066947 = -3252863.471197 nChanged 94 SP:Iteration 20F (34602.070000 sec): 3 clusters Score: Raw -3257754.969422 + Penalty 4875.066947 = -3252879.902475 nChanged 90 SP:Iteration 21Q (34602.140000 sec): 3 clusters Score: Raw -3257770.822504 + Penalty 4875.066947 = -3252895.755556 nChanged 73 SP:Iteration 22Q (34602.210000 sec): 3 clusters Score: Raw -3257781.602537 + Penalty 4875.066947 = -3252906.535590 nChanged 56 SP:Iteration 23Q (34602.280000 sec): 3 clusters Score: Raw -3257789.551237 + Penalty 4875.066947 = -3252914.484290 nChanged 52 SP:Iteration 24Q (34602.350000 sec): 3 clusters Score: Raw -3257797.325339 + Penalty 4875.066947 = -3252922.258392 nChanged 40 SP:Iteration 25Q (34602.420000 sec): 3 clusters Score: Raw -3257803.068870 + Penalty 4875.066947 = -3252928.001923 nChanged 46 SP:Iteration 26Q (34602.490000 sec): 3 clusters Score: Raw -3257810.505903 + Penalty 4875.066947 = -3252935.438956 nChanged 58 SP:Iteration 27Q (34602.560000 sec): 3 clusters Score: Raw -3257818.634726 + Penalty 4875.066947 = -3252943.567779 nChanged 49 SP:Iteration 28Q (34602.630000 sec): 3 clusters Score: Raw -3257826.503973 + Penalty 4875.066947 = -3252951.437026 nChanged 38 SP:Iteration 29Q (34602.700000 sec): 3 clusters Score: Raw -3257832.038653 + Penalty 4875.066947 = -3252956.971706 nChanged 41 SP:Iteration 30Q (34602.770000 sec): 3 clusters Score: Raw -3257837.943131 + Penalty 4875.066947 = -3252962.876184 nChanged 34 SP:Iteration 31Q (34602.840000 sec): 3 clusters Score: Raw -3257842.875543 + Penalty 4875.066947 = -3252967.808596 nChanged 32 SP:Iteration 32Q (34602.910000 sec): 3 clusters Score: Raw -3257847.705935 + Penalty 4875.066947 = -3252972.638988 nChanged 36 SP:Iteration 33Q (34602.980000 sec): 3 clusters Score: Raw -3257853.585269 + Penalty 4875.066947 = -3252978.518322 nChanged 31 SP:Iteration 34Q (34603.050000 sec): 3 clusters Score: Raw -3257858.592270 + Penalty 4875.066947 = -3252983.525323 nChanged 32 SP:Iteration 35Q (34603.120000 sec): 3 clusters Score: Raw -3257863.189955 + Penalty 4875.066947 = -3252988.123008 nChanged 30 SP:Iteration 36Q (34603.190000 sec): 3 clusters Score: Raw -3257866.270862 + Penalty 4875.066947 = -3252991.203915 nChanged 29 SP:Iteration 37Q (34603.260000 sec): 3 clusters Score: Raw -3257868.251729 + Penalty 4875.066947 = -3252993.184782 nChanged 16 SP:Iteration 38Q (34603.330000 sec): 3 clusters Score: Raw -3257869.509438 + Penalty 4875.066947 = -3252994.442491 nChanged 10 SP:Iteration 39Q (34603.400000 sec): 3 clusters Score: Raw -3257870.543661 + Penalty 4875.066947 = -3252995.476714 nChanged 6 SP:Iteration 40F (34603.470000 sec): 3 clusters Score: Raw -3257871.118214 + Penalty 4875.066947 = -3252996.051267 nChanged 10 SP:Iteration 41Q (34603.540000 sec): 3 clusters Score: Raw -3257871.922544 + Penalty 4875.066947 = -3252996.855597 nChanged 10 SP:Iteration 42Q (34603.610000 sec): 3 clusters Score: Raw -3257872.780868 + Penalty 4875.066947 = -3252997.713921 nChanged 10 SP:Iteration 43Q (34603.680000 sec): 3 clusters Score: Raw -3257873.392207 + Penalty 4875.066947 = -3252998.325260 nChanged 6 SP:Iteration 44Q (34603.750000 sec): 3 clusters Score: Raw -3257873.915351 + Penalty 4875.066947 = -3252998.848404 nChanged 6 SP:Iteration 45Q (34603.820000 sec): 3 clusters Score: Raw -3257874.386286 + Penalty 4875.066947 = -3252999.319339 nChanged 7 SP:Iteration 46Q (34603.890000 sec): 3 clusters Score: Raw -3257874.676994 + Penalty 4875.066947 = -3252999.610047 nChanged 3 SP:Iteration 47Q (34603.960000 sec): 3 clusters Score: Raw -3257874.841996 + Penalty 4875.066947 = -3252999.775048 nChanged 3 SP:Iteration 48Q (34604.030000 sec): 3 clusters Score: Raw -3257875.025491 + Penalty 4875.066947 = -3252999.958544 nChanged 2 SP:Iteration 49Q (34604.100000 sec): 3 clusters Score: Raw -3257875.151011 + Penalty 4875.066947 = -3253000.084064 nChanged 1 SP:Iteration 50Q (34604.170000 sec): 3 clusters Score: Raw -3257875.195922 + Penalty 4875.066947 = -3253000.128975 nChanged 3 SP:Iteration 51Q (34604.240000 sec): 3 clusters Score: Raw -3257875.394618 + Penalty 4875.066947 = -3253000.327670 nChanged 3 SP:Iteration 52Q (34604.300000 sec): 3 clusters Score: Raw -3257875.686922 + Penalty 4875.066947 = -3253000.619975 nChanged 2 SP:Iteration 53Q (34604.380000 sec): 3 clusters Score: Raw -3257875.853856 + Penalty 4875.066947 = -3253000.786908 nChanged 2 SP:Iteration 54Q (34604.440000 sec): 3 clusters Score: Raw -3257875.968196 + Penalty 4875.066947 = -3253000.901249 nChanged 2 SP:Iteration 55Q (34604.520000 sec): 3 clusters Score: Raw -3257876.063920 + Penalty 4875.066947 = -3253000.996973 nChanged 1 SP:Iteration 56Q (34604.580000 sec): 3 clusters Score: Raw -3257876.081179 + Penalty 4875.066947 = -3253001.014232 nChanged 0 SP:Iteration 57F (34604.660000 sec): 3 clusters Score: Raw -3257876.081179 + Penalty 4875.066947 = -3253001.014232 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34604.680000 sec): 2 clusters Score: Raw -172396.078186 + Penalty 1702.999455 = -170693.078731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34604.680000 sec): 3 clusters Score: Raw -172182.590609 + Penalty 3405.998909 = -168776.591699 nChanged 229 SP:Iteration 1F (34604.680000 sec): 3 clusters Score: Raw -172452.136352 + Penalty 3405.998909 = -169046.137442 nChanged 71 SP:Iteration 2F (34604.690000 sec): 3 clusters Score: Raw -172550.398620 + Penalty 3405.998909 = -169144.399711 nChanged 25 SP:Iteration 3Q (34604.690000 sec): 3 clusters Score: Raw -172591.871356 + Penalty 3405.998909 = -169185.872447 nChanged 15 SP:Iteration 4Q (34604.690000 sec): 3 clusters Score: Raw -172608.417866 + Penalty 3405.998909 = -169202.418957 nChanged 3 SP:Iteration 5Q (34604.700000 sec): 3 clusters Score: Raw -172613.955054 + Penalty 3405.998909 = -169207.956145 nChanged 2 SP:Iteration 6Q (34604.700000 sec): 3 clusters Score: Raw -172620.953438 + Penalty 3405.998909 = -169214.954529 nChanged 3 SP:Iteration 7Q (34604.700000 sec): 3 clusters Score: Raw -172626.257343 + Penalty 3405.998909 = -169220.258434 nChanged 3 SP:Iteration 8Q (34604.710000 sec): 3 clusters Score: Raw -172629.780564 + Penalty 3405.998909 = -169223.781655 nChanged 2 SP:Iteration 9Q (34604.710000 sec): 3 clusters Score: Raw -172631.418448 + Penalty 3405.998909 = -169225.419538 nChanged 1 SP:Iteration 10Q (34604.720000 sec): 3 clusters Score: Raw -172631.927851 + Penalty 3405.998909 = -169225.928942 nChanged 1 SP:Iteration 11Q (34604.720000 sec): 3 clusters Score: Raw -172632.973513 + Penalty 3405.998909 = -169226.974604 nChanged 0 SP:Iteration 12F (34604.720000 sec): 3 clusters Score: Raw -172632.973513 + Penalty 3405.998909 = -169226.974604 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34604.730000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34604.730000 sec): 3 clusters Score: Raw -29009.762787 + Penalty 2617.944871 = -26391.817917 nChanged 18 SP:Iteration 1F (34604.730000 sec): 3 clusters Score: Raw -29133.467832 + Penalty 2617.944871 = -26515.522961 nChanged 2 SP:Iteration 2Q (34604.730000 sec): 3 clusters Score: Raw -29139.991877 + Penalty 2617.944871 = -26522.047007 nChanged 1 SP:Iteration 3Q (34604.740000 sec): 3 clusters Score: Raw -29150.101880 + Penalty 2617.944871 = -26532.157009 nChanged 1 SP:Iteration 4Q (34604.740000 sec): 3 clusters Score: Raw -29154.792515 + Penalty 2617.944871 = -26536.847644 nChanged 1 SP:Iteration 5Q (34604.740000 sec): 3 clusters Score: Raw -29158.065853 + Penalty 2617.944871 = -26540.120982 nChanged 0 SP:Iteration 6F (34604.740000 sec): 3 clusters Score: Raw -29158.065853 + Penalty 2617.944871 = -26540.120982 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (207855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34605.470000 sec): 2 clusters Score: Raw -36013766.988834 + Penalty 3036.659808 = -36010730.329026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34606.330000 sec): 3 clusters Score: Raw -35877421.887550 + Penalty 6073.319616 = -35871348.567934 nChanged 100022 SP:Iteration 1F (34607.180000 sec): 3 clusters Score: Raw -35935576.612234 + Penalty 6073.319616 = -35929503.292618 nChanged 5397 SP:Iteration 2Q (34608.060000 sec): 3 clusters Score: Raw -35936707.016521 + Penalty 6073.319616 = -35930633.696905 nChanged 6193 SP:Iteration 3Q (34608.930000 sec): 3 clusters Score: Raw -35938367.826863 + Penalty 6073.319616 = -35932294.507247 nChanged 7747 SP:Iteration 4Q (34609.810000 sec): 3 clusters Score: Raw -35941178.248095 + Penalty 6073.319616 = -35935104.928479 nChanged 10633 SP:Iteration 5F (34610.660000 sec): 3 clusters Score: Raw -35946437.885344 + Penalty 6073.319616 = -35940364.565728 nChanged 14616 SP:Iteration 6F (34611.510000 sec): 3 clusters Score: Raw -35956126.642710 + Penalty 6073.319616 = -35950053.323094 nChanged 18439 SP:Iteration 7F (34612.360000 sec): 3 clusters Score: Raw -35971589.964881 + Penalty 6073.319616 = -35965516.645265 nChanged 19175 SP:Iteration 8F (34613.210000 sec): 3 clusters Score: Raw -35990353.244650 + Penalty 6073.319616 = -35984279.925033 nChanged 14097 SP:Iteration 9F (34614.050000 sec): 3 clusters Score: Raw -36004721.045563 + Penalty 6073.319616 = -35998647.725947 nChanged 6708 SP:Iteration 10Q (34614.830000 sec): 3 clusters Score: Raw -36011241.049152 + Penalty 6073.319616 = -36005167.729536 nChanged 2137 SP:Iteration 11Q (34615.510000 sec): 3 clusters Score: Raw -36013177.005142 + Penalty 6073.319616 = -36007103.685526 nChanged 574 SP:Iteration 12Q (34616.140000 sec): 3 clusters Score: Raw -36013701.905055 + Penalty 6073.319616 = -36007628.585439 nChanged 178 SP:Iteration 13Q (34616.740000 sec): 3 clusters Score: Raw -36013903.039178 + Penalty 6073.319616 = -36007829.719562 nChanged 76 SP:Iteration 14Q (34617.330000 sec): 3 clusters Score: Raw -36014007.351163 + Penalty 6073.319616 = -36007934.031547 nChanged 37 SP:Iteration 15Q (34617.920000 sec): 3 clusters Score: Raw -36014056.754338 + Penalty 6073.319616 = -36007983.434721 nChanged 25 SP:Iteration 16Q (34618.500000 sec): 3 clusters Score: Raw -36014091.690101 + Penalty 6073.319616 = -36008018.370485 nChanged 12 SP:Iteration 17Q (34619.080000 sec): 3 clusters Score: Raw -36014105.314688 + Penalty 6073.319616 = -36008031.995072 nChanged 7 SP:Iteration 18Q (34619.670000 sec): 3 clusters Score: Raw -36014115.255575 + Penalty 6073.319616 = -36008041.935959 nChanged 6 SP:Iteration 19Q (34620.260000 sec): 3 clusters Score: Raw -36014120.975272 + Penalty 6073.319616 = -36008047.655656 nChanged 1 SP:Iteration 20F (34621.090000 sec): 3 clusters Score: Raw -36014123.391645 + Penalty 6073.319616 = -36008050.072029 nChanged 4 SP:Iteration 21Q (34621.670000 sec): 3 clusters Score: Raw -36014131.361211 + Penalty 6073.319616 = -36008058.041595 nChanged 3 SP:Iteration 22Q (34622.260000 sec): 3 clusters Score: Raw -36014137.302998 + Penalty 6073.319616 = -36008063.983382 nChanged 1 SP:Iteration 23Q (34622.840000 sec): 3 clusters Score: Raw -36014138.969809 + Penalty 6073.319616 = -36008065.650193 nChanged 0 SP:Iteration 24F (34623.680000 sec): 3 clusters Score: Raw -36014138.969809 + Penalty 6073.319616 = -36008065.650193 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34623.760000 sec): 2 clusters Score: Raw -260438.356770 + Penalty 1824.515724 = -258613.841046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34623.760000 sec): 3 clusters Score: Raw -259933.198626 + Penalty 3649.031448 = -256284.167177 nChanged 466 SP:Iteration 1F (34623.770000 sec): 3 clusters Score: Raw -260305.120554 + Penalty 3649.031448 = -256656.089105 nChanged 124 SP:Iteration 2F (34623.770000 sec): 3 clusters Score: Raw -260435.355846 + Penalty 3649.031448 = -256786.324398 nChanged 66 SP:Iteration 3Q (34623.780000 sec): 3 clusters Score: Raw -260509.087844 + Penalty 3649.031448 = -256860.056395 nChanged 51 SP:Iteration 4Q (34623.790000 sec): 3 clusters Score: Raw -260573.812644 + Penalty 3649.031448 = -256924.781196 nChanged 49 SP:Iteration 5Q (34623.790000 sec): 3 clusters Score: Raw -260685.797173 + Penalty 3649.031448 = -257036.765725 nChanged 71 SP:Iteration 6Q (34623.800000 sec): 3 clusters Score: Raw -260823.315556 + Penalty 3649.031448 = -257174.284107 nChanged 71 SP:Iteration 7Q (34623.810000 sec): 3 clusters Score: Raw -260946.900061 + Penalty 3649.031448 = -257297.868613 nChanged 69 SP:Iteration 8Q (34623.810000 sec): 3 clusters Score: Raw -261046.536676 + Penalty 3649.031448 = -257397.505228 nChanged 65 SP:Iteration 9Q (34623.820000 sec): 3 clusters Score: Raw -261168.966122 + Penalty 3649.031448 = -257519.934674 nChanged 75 SP:Iteration 10Q (34623.820000 sec): 3 clusters Score: Raw -261281.056431 + Penalty 3649.031448 = -257632.024983 nChanged 53 SP:Iteration 11Q (34623.830000 sec): 3 clusters Score: Raw -261372.778540 + Penalty 3649.031448 = -257723.747092 nChanged 49 SP:Iteration 12Q (34623.830000 sec): 3 clusters Score: Raw -261475.366703 + Penalty 3649.031448 = -257826.335255 nChanged 53 SP:Iteration 13Q (34623.840000 sec): 3 clusters Score: Raw -261599.572495 + Penalty 3649.031448 = -257950.541047 nChanged 51 SP:Iteration 14Q (34623.850000 sec): 3 clusters Score: Raw -261735.619865 + Penalty 3649.031448 = -258086.588417 nChanged 54 SP:Iteration 15Q (34623.850000 sec): 3 clusters Score: Raw -261843.314800 + Penalty 3649.031448 = -258194.283351 nChanged 39 SP:Iteration 16Q (34623.860000 sec): 3 clusters Score: Raw -261920.521328 + Penalty 3649.031448 = -258271.489880 nChanged 21 SP:Iteration 17Q (34623.860000 sec): 3 clusters Score: Raw -261985.616608 + Penalty 3649.031448 = -258336.585160 nChanged 25 SP:Iteration 18Q (34623.870000 sec): 3 clusters Score: Raw -262049.392544 + Penalty 3649.031448 = -258400.361096 nChanged 18 SP:Iteration 19Q (34623.870000 sec): 3 clusters Score: Raw -262084.735035 + Penalty 3649.031448 = -258435.703587 nChanged 16 SP:Iteration 20F (34623.880000 sec): 3 clusters Score: Raw -262107.993845 + Penalty 3649.031448 = -258458.962397 nChanged 7 SP:Iteration 21Q (34623.880000 sec): 3 clusters Score: Raw -262114.453383 + Penalty 3649.031448 = -258465.421935 nChanged 3 SP:Iteration 22Q (34623.890000 sec): 3 clusters Score: Raw -262117.391663 + Penalty 3649.031448 = -258468.360215 nChanged 1 SP:Iteration 23Q (34623.890000 sec): 3 clusters Score: Raw -262118.241000 + Penalty 3649.031448 = -258469.209552 nChanged 0 SP:Iteration 24F (34623.900000 sec): 3 clusters Score: Raw -262118.241000 + Penalty 3649.031448 = -258469.209552 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34624.330000 sec): 2 clusters Score: Raw -21134214.535207 + Penalty 2898.691644 = -21131315.843563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34624.820000 sec): 3 clusters Score: Raw -21057490.294849 + Penalty 5797.383288 = -21051692.911561 nChanged 56592 SP:Iteration 1F (34625.310000 sec): 3 clusters Score: Raw -21089850.598488 + Penalty 5797.383288 = -21084053.215200 nChanged 3224 SP:Iteration 2Q (34625.810000 sec): 3 clusters Score: Raw -21090428.218840 + Penalty 5797.383288 = -21084630.835552 nChanged 3075 SP:Iteration 3Q (34626.310000 sec): 3 clusters Score: Raw -21090987.866888 + Penalty 5797.383288 = -21085190.483600 nChanged 3025 SP:Iteration 4Q (34626.810000 sec): 3 clusters Score: Raw -21091527.485602 + Penalty 5797.383288 = -21085730.102314 nChanged 2988 SP:Iteration 5Q (34627.300000 sec): 3 clusters Score: Raw -21092121.414296 + Penalty 5797.383288 = -21086324.031008 nChanged 3282 SP:Iteration 6Q (34627.800000 sec): 3 clusters Score: Raw -21092848.710638 + Penalty 5797.383288 = -21087051.327350 nChanged 3631 SP:Iteration 7Q (34628.300000 sec): 3 clusters Score: Raw -21093791.089212 + Penalty 5797.383288 = -21087993.705924 nChanged 4124 SP:Iteration 8Q (34628.790000 sec): 3 clusters Score: Raw -21094978.907800 + Penalty 5797.383288 = -21089181.524512 nChanged 4524 SP:Iteration 9Q (34629.290000 sec): 3 clusters Score: Raw -21096446.041853 + Penalty 5797.383288 = -21090648.658565 nChanged 5124 SP:Iteration 10Q (34629.790000 sec): 3 clusters Score: Raw -21098360.597558 + Penalty 5797.383288 = -21092563.214270 nChanged 5711 SP:Iteration 11Q (34630.290000 sec): 3 clusters Score: Raw -21100835.949898 + Penalty 5797.383288 = -21095038.566610 nChanged 6303 SP:Iteration 12F (34630.770000 sec): 3 clusters Score: Raw -21104007.474099 + Penalty 5797.383288 = -21098210.090811 nChanged 6763 SP:Iteration 13F (34631.260000 sec): 3 clusters Score: Raw -21108073.978305 + Penalty 5797.383288 = -21102276.595017 nChanged 7126 SP:Iteration 14F (34631.750000 sec): 3 clusters Score: Raw -21112962.066802 + Penalty 5797.383288 = -21107164.683514 nChanged 6933 SP:Iteration 15F (34632.240000 sec): 3 clusters Score: Raw -21118165.371953 + Penalty 5797.383288 = -21112367.988665 nChanged 6092 SP:Iteration 16F (34632.720000 sec): 3 clusters Score: Raw -21122911.106628 + Penalty 5797.383288 = -21117113.723340 nChanged 4986 SP:Iteration 17Q (34633.190000 sec): 3 clusters Score: Raw -21126918.468082 + Penalty 5797.383288 = -21121121.084794 nChanged 3679 SP:Iteration 18Q (34633.630000 sec): 3 clusters Score: Raw -21129863.275119 + Penalty 5797.383288 = -21124065.891831 nChanged 2556 SP:Iteration 19Q (34634.050000 sec): 3 clusters Score: Raw -21131900.451816 + Penalty 5797.383288 = -21126103.068528 nChanged 1599 SP:Iteration 20F (34634.520000 sec): 3 clusters Score: Raw -21133152.910683 + Penalty 5797.383288 = -21127355.527395 nChanged 894 SP:Iteration 21Q (34634.890000 sec): 3 clusters Score: Raw -21133867.656137 + Penalty 5797.383288 = -21128070.272849 nChanged 449 SP:Iteration 22Q (34635.250000 sec): 3 clusters Score: Raw -21134243.873278 + Penalty 5797.383288 = -21128446.489990 nChanged 230 SP:Iteration 23Q (34635.610000 sec): 3 clusters Score: Raw -21134436.657131 + Penalty 5797.383288 = -21128639.273843 nChanged 116 SP:Iteration 24Q (34635.950000 sec): 3 clusters Score: Raw -21134536.710453 + Penalty 5797.383288 = -21128739.327165 nChanged 61 SP:Iteration 25Q (34636.300000 sec): 3 clusters Score: Raw -21134586.873133 + Penalty 5797.383288 = -21128789.489845 nChanged 37 SP:Iteration 26Q (34636.640000 sec): 3 clusters Score: Raw -21134618.529569 + Penalty 5797.383288 = -21128821.146281 nChanged 23 SP:Iteration 27Q (34636.990000 sec): 3 clusters Score: Raw -21134638.237798 + Penalty 5797.383288 = -21128840.854510 nChanged 10 SP:Iteration 28Q (34637.330000 sec): 3 clusters Score: Raw -21134646.190677 + Penalty 5797.383288 = -21128848.807389 nChanged 9 SP:Iteration 29Q (34637.670000 sec): 3 clusters Score: Raw -21134653.171831 + Penalty 5797.383288 = -21128855.788543 nChanged 4 SP:Iteration 30Q (34638.020000 sec): 3 clusters Score: Raw -21134655.782021 + Penalty 5797.383288 = -21128858.398733 nChanged 3 SP:Iteration 31Q (34638.360000 sec): 3 clusters Score: Raw -21134657.542878 + Penalty 5797.383288 = -21128860.159590 nChanged 4 SP:Iteration 32Q (34638.700000 sec): 3 clusters Score: Raw -21134661.428889 + Penalty 5797.383288 = -21128864.045601 nChanged 6 SP:Iteration 33Q (34639.040000 sec): 3 clusters Score: Raw -21134665.651063 + Penalty 5797.383288 = -21128868.267775 nChanged 6 SP:Iteration 34Q (34639.380000 sec): 3 clusters Score: Raw -21134671.628665 + Penalty 5797.383288 = -21128874.245377 nChanged 9 SP:Iteration 35Q (34639.720000 sec): 3 clusters Score: Raw -21134677.969308 + Penalty 5797.383288 = -21128880.586020 nChanged 6 SP:Iteration 36Q (34640.060000 sec): 3 clusters Score: Raw -21134683.273547 + Penalty 5797.383288 = -21128885.890259 nChanged 2 SP:Iteration 37Q (34640.400000 sec): 3 clusters Score: Raw -21134684.106237 + Penalty 5797.383288 = -21128886.722949 nChanged 0 SP:Iteration 38F (34640.880000 sec): 3 clusters Score: Raw -21134684.106237 + Penalty 5797.383288 = -21128886.722949 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34640.930000 sec): 2 clusters Score: Raw -397329.460314 + Penalty 1939.170145 = -395390.290169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34640.940000 sec): 3 clusters Score: Raw -396350.971960 + Penalty 3878.340289 = -392472.631671 nChanged 852 SP:Iteration 1F (34640.950000 sec): 3 clusters Score: Raw -397039.425331 + Penalty 3878.340289 = -393161.085042 nChanged 210 SP:Iteration 2F (34640.960000 sec): 3 clusters Score: Raw -397262.838509 + Penalty 3878.340289 = -393384.498220 nChanged 135 SP:Iteration 3F (34640.970000 sec): 3 clusters Score: Raw -397426.509679 + Penalty 3878.340289 = -393548.169390 nChanged 97 SP:Iteration 4Q (34640.980000 sec): 3 clusters Score: Raw -397518.518357 + Penalty 3878.340289 = -393640.178068 nChanged 88 SP:Iteration 5Q (34640.990000 sec): 3 clusters Score: Raw -397586.053444 + Penalty 3878.340289 = -393707.713155 nChanged 69 SP:Iteration 6Q (34641.000000 sec): 3 clusters Score: Raw -397640.980761 + Penalty 3878.340289 = -393762.640472 nChanged 54 SP:Iteration 7Q (34641.010000 sec): 3 clusters Score: Raw -397686.181828 + Penalty 3878.340289 = -393807.841539 nChanged 43 SP:Iteration 8Q (34641.020000 sec): 3 clusters Score: Raw -397724.999022 + Penalty 3878.340289 = -393846.658733 nChanged 41 SP:Iteration 9Q (34641.020000 sec): 3 clusters Score: Raw -397752.225288 + Penalty 3878.340289 = -393873.884999 nChanged 38 SP:Iteration 10Q (34641.040000 sec): 3 clusters Score: Raw -397781.366862 + Penalty 3878.340289 = -393903.026573 nChanged 43 SP:Iteration 11Q (34641.040000 sec): 3 clusters Score: Raw -397819.083161 + Penalty 3878.340289 = -393940.742872 nChanged 41 SP:Iteration 12Q (34641.050000 sec): 3 clusters Score: Raw -397848.501390 + Penalty 3878.340289 = -393970.161101 nChanged 29 SP:Iteration 13Q (34641.060000 sec): 3 clusters Score: Raw -397865.189540 + Penalty 3878.340289 = -393986.849250 nChanged 18 SP:Iteration 14Q (34641.070000 sec): 3 clusters Score: Raw -397878.127635 + Penalty 3878.340289 = -393999.787346 nChanged 19 SP:Iteration 15Q (34641.080000 sec): 3 clusters Score: Raw -397888.278777 + Penalty 3878.340289 = -394009.938488 nChanged 18 SP:Iteration 16Q (34641.090000 sec): 3 clusters Score: Raw -397899.732034 + Penalty 3878.340289 = -394021.391745 nChanged 16 SP:Iteration 17Q (34641.100000 sec): 3 clusters Score: Raw -397911.285661 + Penalty 3878.340289 = -394032.945372 nChanged 20 SP:Iteration 18Q (34641.110000 sec): 3 clusters Score: Raw -397921.611525 + Penalty 3878.340289 = -394043.271236 nChanged 14 SP:Iteration 19Q (34641.120000 sec): 3 clusters Score: Raw -397928.963499 + Penalty 3878.340289 = -394050.623210 nChanged 12 SP:Iteration 20F (34641.130000 sec): 3 clusters Score: Raw -397937.116880 + Penalty 3878.340289 = -394058.776591 nChanged 7 SP:Iteration 21Q (34641.140000 sec): 3 clusters Score: Raw -397941.854660 + Penalty 3878.340289 = -394063.514371 nChanged 3 SP:Iteration 22Q (34641.150000 sec): 3 clusters Score: Raw -397945.997046 + Penalty 3878.340289 = -394067.656757 nChanged 8 SP:Iteration 23Q (34641.160000 sec): 3 clusters Score: Raw -397951.562930 + Penalty 3878.340289 = -394073.222641 nChanged 3 SP:Iteration 24Q (34641.160000 sec): 3 clusters Score: Raw -397952.884275 + Penalty 3878.340289 = -394074.543986 nChanged 4 SP:Iteration 25Q (34641.180000 sec): 3 clusters Score: Raw -397955.245431 + Penalty 3878.340289 = -394076.905142 nChanged 5 SP:Iteration 26Q (34641.180000 sec): 3 clusters Score: Raw -397958.284044 + Penalty 3878.340289 = -394079.943755 nChanged 6 SP:Iteration 27Q (34641.190000 sec): 3 clusters Score: Raw -397961.445148 + Penalty 3878.340289 = -394083.104859 nChanged 6 SP:Iteration 28Q (34641.200000 sec): 3 clusters Score: Raw -397967.565220 + Penalty 3878.340289 = -394089.224931 nChanged 8 SP:Iteration 29Q (34641.210000 sec): 3 clusters Score: Raw -397972.753433 + Penalty 3878.340289 = -394094.413144 nChanged 8 SP:Iteration 30Q (34641.220000 sec): 3 clusters Score: Raw -397978.591693 + Penalty 3878.340289 = -394100.251404 nChanged 7 SP:Iteration 31Q (34641.230000 sec): 3 clusters Score: Raw -397982.500610 + Penalty 3878.340289 = -394104.160321 nChanged 6 SP:Iteration 32Q (34641.240000 sec): 3 clusters Score: Raw -397988.873692 + Penalty 3878.340289 = -394110.533403 nChanged 7 SP:Iteration 33Q (34641.250000 sec): 3 clusters Score: Raw -397993.486534 + Penalty 3878.340289 = -394115.146245 nChanged 3 SP:Iteration 34Q (34641.260000 sec): 3 clusters Score: Raw -397994.886495 + Penalty 3878.340289 = -394116.546206 nChanged 3 SP:Iteration 35Q (34641.270000 sec): 3 clusters Score: Raw -397996.949122 + Penalty 3878.340289 = -394118.608832 nChanged 6 SP:Iteration 36Q (34641.280000 sec): 3 clusters Score: Raw -398000.256205 + Penalty 3878.340289 = -394121.915916 nChanged 3 SP:Iteration 37Q (34641.280000 sec): 3 clusters Score: Raw -398001.926386 + Penalty 3878.340289 = -394123.586097 nChanged 0 SP:Iteration 38F (34641.300000 sec): 3 clusters Score: Raw -398001.926386 + Penalty 3878.340289 = -394123.586097 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34641.300000 sec): 2 clusters Score: Raw -10678.825835 + Penalty 1101.777512 = -9577.048323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34641.300000 sec): 3 clusters Score: Raw -11138.840995 + Penalty 2203.555023 = -8935.285972 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34641.310000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34641.320000 sec): 3 clusters Score: Raw -89078.657601 + Penalty 3156.916375 = -85921.741226 nChanged 111 SP:Iteration 1F (34641.320000 sec): 3 clusters Score: Raw -89310.707543 + Penalty 3156.916375 = -86153.791168 nChanged 33 SP:Iteration 2F (34641.320000 sec): 3 clusters Score: Raw -89407.863525 + Penalty 3156.916375 = -86250.947149 nChanged 19 SP:Iteration 3Q (34641.320000 sec): 3 clusters Score: Raw -89464.331746 + Penalty 3156.916375 = -86307.415371 nChanged 17 SP:Iteration 4Q (34641.320000 sec): 3 clusters Score: Raw -89523.667924 + Penalty 3156.916375 = -86366.751549 nChanged 20 SP:Iteration 5Q (34641.330000 sec): 3 clusters Score: Raw -89643.670173 + Penalty 3156.916375 = -86486.753797 nChanged 17 SP:Iteration 6Q (34641.330000 sec): 3 clusters Score: Raw -89840.466841 + Penalty 3156.916375 = -86683.550465 nChanged 19 SP:Iteration 7Q (34641.330000 sec): 3 clusters Score: Raw -89980.053884 + Penalty 3156.916375 = -86823.137509 nChanged 23 SP:Iteration 8Q (34641.330000 sec): 3 clusters Score: Raw -90040.625281 + Penalty 3156.916375 = -86883.708905 nChanged 14 SP:Iteration 9Q (34641.340000 sec): 3 clusters Score: Raw -90071.476959 + Penalty 3156.916375 = -86914.560584 nChanged 8 SP:Iteration 10Q (34641.340000 sec): 3 clusters Score: Raw -90095.832888 + Penalty 3156.916375 = -86938.916513 nChanged 7 SP:Iteration 11Q (34641.340000 sec): 3 clusters Score: Raw -90110.994404 + Penalty 3156.916375 = -86954.078028 nChanged 4 SP:Iteration 12Q (34641.340000 sec): 3 clusters Score: Raw -90119.975527 + Penalty 3156.916375 = -86963.059152 nChanged 1 SP:Iteration 13Q (34641.340000 sec): 3 clusters Score: Raw -90122.372713 + Penalty 3156.916375 = -86965.456338 nChanged 0 SP:Iteration 14F (34641.340000 sec): 3 clusters Score: Raw -90122.372713 + Penalty 3156.916375 = -86965.456338 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1335438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34645.940000 sec): 2 clusters Score: Raw -233623282.034874 + Penalty 3497.982932 = -233619784.051942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34651.470000 sec): 3 clusters Score: Raw -232716767.271196 + Penalty 6995.965863 = -232709771.305332 nChanged 658610 SP:Iteration 1F (34656.960000 sec): 3 clusters Score: Raw -233121410.133878 + Penalty 6995.965863 = -233114414.168015 nChanged 33554 SP:Iteration 2Q (34662.550000 sec): 3 clusters Score: Raw -233129229.008417 + Penalty 6995.965863 = -233122233.042553 nChanged 43123 SP:Iteration 3Q (34668.240000 sec): 3 clusters Score: Raw -233143098.424792 + Penalty 6995.965863 = -233136102.458928 nChanged 58172 SP:Iteration 4Q (34673.820000 sec): 3 clusters Score: Raw -233168912.599421 + Penalty 6995.965863 = -233161916.633558 nChanged 77914 SP:Iteration 5F (34679.300000 sec): 3 clusters Score: Raw -233215350.437338 + Penalty 6995.965863 = -233208354.471475 nChanged 98557 SP:Iteration 6F (34684.780000 sec): 3 clusters Score: Raw -233288981.337997 + Penalty 6995.965863 = -233281985.372134 nChanged 109971 SP:Iteration 7F (34690.240000 sec): 3 clusters Score: Raw -233383488.188103 + Penalty 6995.965863 = -233376492.222240 nChanged 103442 SP:Iteration 8F (34695.680000 sec): 3 clusters Score: Raw -233478536.700527 + Penalty 6995.965863 = -233471540.734664 nChanged 78232 SP:Iteration 9F (34701.100000 sec): 3 clusters Score: Raw -233551797.076332 + Penalty 6995.965863 = -233544801.110468 nChanged 46597 SP:Iteration 10Q (34705.880000 sec): 3 clusters Score: Raw -233594724.441310 + Penalty 6995.965863 = -233587728.475447 nChanged 21526 SP:Iteration 11Q (34710.200000 sec): 3 clusters Score: Raw -233613662.149952 + Penalty 6995.965863 = -233606666.184088 nChanged 7930 SP:Iteration 12Q (34714.210000 sec): 3 clusters Score: Raw -233620215.567406 + Penalty 6995.965863 = -233613219.601542 nChanged 2654 SP:Iteration 13Q (34718.040000 sec): 3 clusters Score: Raw -233622288.739541 + Penalty 6995.965863 = -233615292.773677 nChanged 963 SP:Iteration 14Q (34721.810000 sec): 3 clusters Score: Raw -233623024.184414 + Penalty 6995.965863 = -233616028.218550 nChanged 425 SP:Iteration 15Q (34725.550000 sec): 3 clusters Score: Raw -233623379.914390 + Penalty 6995.965863 = -233616383.948527 nChanged 237 SP:Iteration 16Q (34729.270000 sec): 3 clusters Score: Raw -233623547.685320 + Penalty 6995.965863 = -233616551.719456 nChanged 153 SP:Iteration 17Q (34732.980000 sec): 3 clusters Score: Raw -233623650.316986 + Penalty 6995.965863 = -233616654.351122 nChanged 105 SP:Iteration 18Q (34736.690000 sec): 3 clusters Score: Raw -233623715.712311 + Penalty 6995.965863 = -233616719.746447 nChanged 77 SP:Iteration 19Q (34740.400000 sec): 3 clusters Score: Raw -233623764.056637 + Penalty 6995.965863 = -233616768.090773 nChanged 66 SP:Iteration 20F (34745.780000 sec): 3 clusters Score: Raw -233623802.611345 + Penalty 6995.965863 = -233616806.645482 nChanged 48 SP:Iteration 21Q (34749.490000 sec): 3 clusters Score: Raw -233623833.181249 + Penalty 6995.965863 = -233616837.215385 nChanged 46 SP:Iteration 22Q (34753.200000 sec): 3 clusters Score: Raw -233623857.270320 + Penalty 6995.965863 = -233616861.304456 nChanged 25 SP:Iteration 23Q (34756.900000 sec): 3 clusters Score: Raw -233623873.502333 + Penalty 6995.965863 = -233616877.536470 nChanged 24 SP:Iteration 24Q (34760.600000 sec): 3 clusters Score: Raw -233623888.601223 + Penalty 6995.965863 = -233616892.635360 nChanged 20 SP:Iteration 25Q (34764.300000 sec): 3 clusters Score: Raw -233623900.778260 + Penalty 6995.965863 = -233616904.812397 nChanged 15 SP:Iteration 26Q (34768.000000 sec): 3 clusters Score: Raw -233623910.893721 + Penalty 6995.965863 = -233616914.927858 nChanged 22 SP:Iteration 27Q (34771.720000 sec): 3 clusters Score: Raw -233623923.893406 + Penalty 6995.965863 = -233616927.927542 nChanged 19 SP:Iteration 28Q (34775.430000 sec): 3 clusters Score: Raw -233623934.562706 + Penalty 6995.965863 = -233616938.596842 nChanged 15 SP:Iteration 29Q (34779.140000 sec): 3 clusters Score: Raw -233623943.643144 + Penalty 6995.965863 = -233616947.677281 nChanged 11 SP:Iteration 30Q (34782.860000 sec): 3 clusters Score: Raw -233623949.736217 + Penalty 6995.965863 = -233616953.770354 nChanged 15 SP:Iteration 31Q (34786.580000 sec): 3 clusters Score: Raw -233623958.236918 + Penalty 6995.965863 = -233616962.271054 nChanged 14 SP:Iteration 32Q (34790.290000 sec): 3 clusters Score: Raw -233623967.263428 + Penalty 6995.965863 = -233616971.297564 nChanged 16 SP:Iteration 33Q (34794.000000 sec): 3 clusters Score: Raw -233623976.424030 + Penalty 6995.965863 = -233616980.458167 nChanged 15 SP:Iteration 34Q (34797.720000 sec): 3 clusters Score: Raw -233623984.733597 + Penalty 6995.965863 = -233616988.767734 nChanged 10 SP:Iteration 35Q (34801.430000 sec): 3 clusters Score: Raw -233623989.587356 + Penalty 6995.965863 = -233616993.621493 nChanged 8 SP:Iteration 36Q (34805.150000 sec): 3 clusters Score: Raw -233623993.318780 + Penalty 6995.965863 = -233616997.352916 nChanged 8 SP:Iteration 37Q (34808.860000 sec): 3 clusters Score: Raw -233623997.251151 + Penalty 6995.965863 = -233617001.285288 nChanged 4 SP:Iteration 38Q (34812.570000 sec): 3 clusters Score: Raw -233623999.103141 + Penalty 6995.965863 = -233617003.137277 nChanged 3 SP:Iteration 39Q (34816.300000 sec): 3 clusters Score: Raw -233624001.325131 + Penalty 6995.965863 = -233617005.359267 nChanged 7 SP:Iteration 40F (34821.700000 sec): 3 clusters Score: Raw -233624005.711851 + Penalty 6995.965863 = -233617009.745988 nChanged 7 SP:Iteration 41Q (34825.410000 sec): 3 clusters Score: Raw -233624008.591929 + Penalty 6995.965863 = -233617012.626066 nChanged 6 SP:Iteration 42Q (34829.130000 sec): 3 clusters Score: Raw -233624011.859015 + Penalty 6995.965863 = -233617015.893151 nChanged 2 SP:Iteration 43Q (34832.840000 sec): 3 clusters Score: Raw -233624012.843445 + Penalty 6995.965863 = -233617016.877582 nChanged 3 SP:Iteration 44Q (34836.530000 sec): 3 clusters Score: Raw -233624014.246439 + Penalty 6995.965863 = -233617018.280575 nChanged 2 SP:Iteration 45Q (34840.230000 sec): 3 clusters Score: Raw -233624015.291745 + Penalty 6995.965863 = -233617019.325882 nChanged 0 SP:Iteration 46F (34845.600000 sec): 3 clusters Score: Raw -233624015.291745 + Penalty 6995.965863 = -233617019.325882 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34846.070000 sec): 2 clusters Score: Raw -1568232.590595 + Penalty 2265.739846 = -1565966.850749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34846.100000 sec): 3 clusters Score: Raw -1563197.149745 + Penalty 4531.479693 = -1558665.670053 nChanged 3851 SP:Iteration 1F (34846.140000 sec): 3 clusters Score: Raw -1565205.899777 + Penalty 4531.479693 = -1560674.420085 nChanged 666 SP:Iteration 2F (34846.180000 sec): 3 clusters Score: Raw -1565517.649560 + Penalty 4531.479693 = -1560986.169867 nChanged 484 SP:Iteration 3F (34846.220000 sec): 3 clusters Score: Raw -1565729.771768 + Penalty 4531.479693 = -1561198.292075 nChanged 384 SP:Iteration 4Q (34846.250000 sec): 3 clusters Score: Raw -1565889.097580 + Penalty 4531.479693 = -1561357.617888 nChanged 309 SP:Iteration 5Q (34846.290000 sec): 3 clusters Score: Raw -1566035.806286 + Penalty 4531.479693 = -1561504.326594 nChanged 307 SP:Iteration 6Q (34846.320000 sec): 3 clusters Score: Raw -1566179.725990 + Penalty 4531.479693 = -1561648.246298 nChanged 294 SP:Iteration 7Q (34846.360000 sec): 3 clusters Score: Raw -1566297.064621 + Penalty 4531.479693 = -1561765.584928 nChanged 244 SP:Iteration 8Q (34846.400000 sec): 3 clusters Score: Raw -1566400.262090 + Penalty 4531.479693 = -1561868.782397 nChanged 250 SP:Iteration 9Q (34846.430000 sec): 3 clusters Score: Raw -1566512.076154 + Penalty 4531.479693 = -1561980.596461 nChanged 262 SP:Iteration 10Q (34846.470000 sec): 3 clusters Score: Raw -1566645.629876 + Penalty 4531.479693 = -1562114.150183 nChanged 282 SP:Iteration 11Q (34846.510000 sec): 3 clusters Score: Raw -1566807.972861 + Penalty 4531.479693 = -1562276.493168 nChanged 296 SP:Iteration 12Q (34846.540000 sec): 3 clusters Score: Raw -1566982.515760 + Penalty 4531.479693 = -1562451.036068 nChanged 306 SP:Iteration 13Q (34846.580000 sec): 3 clusters Score: Raw -1567151.859979 + Penalty 4531.479693 = -1562620.380286 nChanged 287 SP:Iteration 14Q (34846.620000 sec): 3 clusters Score: Raw -1567329.834954 + Penalty 4531.479693 = -1562798.355261 nChanged 333 SP:Iteration 15Q (34846.650000 sec): 3 clusters Score: Raw -1567536.383533 + Penalty 4531.479693 = -1563004.903840 nChanged 320 SP:Iteration 16Q (34846.680000 sec): 3 clusters Score: Raw -1567701.876541 + Penalty 4531.479693 = -1563170.396848 nChanged 279 SP:Iteration 17Q (34846.720000 sec): 3 clusters Score: Raw -1567836.472518 + Penalty 4531.479693 = -1563304.992826 nChanged 253 SP:Iteration 18Q (34846.760000 sec): 3 clusters Score: Raw -1567945.073212 + Penalty 4531.479693 = -1563413.593520 nChanged 189 SP:Iteration 19Q (34846.790000 sec): 3 clusters Score: Raw -1568017.656652 + Penalty 4531.479693 = -1563486.176959 nChanged 162 SP:Iteration 20F (34846.830000 sec): 3 clusters Score: Raw -1568071.541686 + Penalty 4531.479693 = -1563540.061993 nChanged 132 SP:Iteration 21Q (34846.860000 sec): 3 clusters Score: Raw -1568107.826066 + Penalty 4531.479693 = -1563576.346373 nChanged 103 SP:Iteration 22Q (34846.900000 sec): 3 clusters Score: Raw -1568137.409447 + Penalty 4531.479693 = -1563605.929754 nChanged 94 SP:Iteration 23Q (34846.930000 sec): 3 clusters Score: Raw -1568161.874918 + Penalty 4531.479693 = -1563630.395225 nChanged 67 SP:Iteration 24Q (34846.970000 sec): 3 clusters Score: Raw -1568175.564319 + Penalty 4531.479693 = -1563644.084626 nChanged 49 SP:Iteration 25Q (34847.000000 sec): 3 clusters Score: Raw -1568185.497448 + Penalty 4531.479693 = -1563654.017755 nChanged 45 SP:Iteration 26Q (34847.040000 sec): 3 clusters Score: Raw -1568195.199680 + Penalty 4531.479693 = -1563663.719987 nChanged 41 SP:Iteration 27Q (34847.070000 sec): 3 clusters Score: Raw -1568202.850092 + Penalty 4531.479693 = -1563671.370399 nChanged 36 SP:Iteration 28Q (34847.110000 sec): 3 clusters Score: Raw -1568210.674519 + Penalty 4531.479693 = -1563679.194827 nChanged 40 SP:Iteration 29Q (34847.140000 sec): 3 clusters Score: Raw -1568218.381910 + Penalty 4531.479693 = -1563686.902218 nChanged 34 SP:Iteration 30Q (34847.180000 sec): 3 clusters Score: Raw -1568225.043559 + Penalty 4531.479693 = -1563693.563866 nChanged 25 SP:Iteration 31Q (34847.210000 sec): 3 clusters Score: Raw -1568229.357305 + Penalty 4531.479693 = -1563697.877612 nChanged 21 SP:Iteration 32Q (34847.250000 sec): 3 clusters Score: Raw -1568233.654210 + Penalty 4531.479693 = -1563702.174517 nChanged 22 SP:Iteration 33Q (34847.280000 sec): 3 clusters Score: Raw -1568238.635280 + Penalty 4531.479693 = -1563707.155587 nChanged 23 SP:Iteration 34Q (34847.310000 sec): 3 clusters Score: Raw -1568243.081080 + Penalty 4531.479693 = -1563711.601387 nChanged 23 SP:Iteration 35Q (34847.350000 sec): 3 clusters Score: Raw -1568247.557269 + Penalty 4531.479693 = -1563716.077576 nChanged 20 SP:Iteration 36Q (34847.390000 sec): 3 clusters Score: Raw -1568252.229848 + Penalty 4531.479693 = -1563720.750156 nChanged 20 SP:Iteration 37Q (34847.420000 sec): 3 clusters Score: Raw -1568256.252187 + Penalty 4531.479693 = -1563724.772495 nChanged 14 SP:Iteration 38Q (34847.450000 sec): 3 clusters Score: Raw -1568258.653033 + Penalty 4531.479693 = -1563727.173341 nChanged 11 SP:Iteration 39Q (34847.490000 sec): 3 clusters Score: Raw -1568260.287731 + Penalty 4531.479693 = -1563728.808038 nChanged 10 SP:Iteration 40F (34847.530000 sec): 3 clusters Score: Raw -1568261.774449 + Penalty 4531.479693 = -1563730.294756 nChanged 8 SP:Iteration 41Q (34847.560000 sec): 3 clusters Score: Raw -1568263.522150 + Penalty 4531.479693 = -1563732.042457 nChanged 14 SP:Iteration 42Q (34847.590000 sec): 3 clusters Score: Raw -1568266.165199 + Penalty 4531.479693 = -1563734.685506 nChanged 18 SP:Iteration 43Q (34847.630000 sec): 3 clusters Score: Raw -1568269.270247 + Penalty 4531.479693 = -1563737.790555 nChanged 11 SP:Iteration 44Q (34847.660000 sec): 3 clusters Score: Raw -1568271.147424 + Penalty 4531.479693 = -1563739.667731 nChanged 13 SP:Iteration 45Q (34847.700000 sec): 3 clusters Score: Raw -1568273.611579 + Penalty 4531.479693 = -1563742.131886 nChanged 15 SP:Iteration 46Q (34847.730000 sec): 3 clusters Score: Raw -1568275.756861 + Penalty 4531.479693 = -1563744.277168 nChanged 11 SP:Iteration 47Q (34847.770000 sec): 3 clusters Score: Raw -1568277.353651 + Penalty 4531.479693 = -1563745.873958 nChanged 13 SP:Iteration 48Q (34847.800000 sec): 3 clusters Score: Raw -1568279.024293 + Penalty 4531.479693 = -1563747.544601 nChanged 12 SP:Iteration 49Q (34847.830000 sec): 3 clusters Score: Raw -1568280.618925 + Penalty 4531.479693 = -1563749.139233 nChanged 10 SP:Iteration 50Q (34847.870000 sec): 3 clusters Score: Raw -1568282.188765 + Penalty 4531.479693 = -1563750.709072 nChanged 12 SP:Iteration 51Q (34847.910000 sec): 3 clusters Score: Raw -1568284.072354 + Penalty 4531.479693 = -1563752.592662 nChanged 9 SP:Iteration 52Q (34847.940000 sec): 3 clusters Score: Raw -1568285.199898 + Penalty 4531.479693 = -1563753.720206 nChanged 9 SP:Iteration 53Q (34847.970000 sec): 3 clusters Score: Raw -1568287.312754 + Penalty 4531.479693 = -1563755.833062 nChanged 14 SP:Iteration 54Q (34848.010000 sec): 3 clusters Score: Raw -1568289.708095 + Penalty 4531.479693 = -1563758.228403 nChanged 11 SP:Iteration 55Q (34848.050000 sec): 3 clusters Score: Raw -1568291.676926 + Penalty 4531.479693 = -1563760.197233 nChanged 6 SP:Iteration 56Q (34848.080000 sec): 3 clusters Score: Raw -1568292.562992 + Penalty 4531.479693 = -1563761.083299 nChanged 4 SP:Iteration 57Q (34848.110000 sec): 3 clusters Score: Raw -1568293.022852 + Penalty 4531.479693 = -1563761.543160 nChanged 1 SP:Iteration 58Q (34848.150000 sec): 3 clusters Score: Raw -1568293.158752 + Penalty 4531.479693 = -1563761.679060 nChanged 1 SP:Iteration 59Q (34848.180000 sec): 3 clusters Score: Raw -1568293.231495 + Penalty 4531.479693 = -1563761.751802 nChanged 0 SP:Iteration 60F (34848.220000 sec): 3 clusters Score: Raw -1568293.231495 + Penalty 4531.479693 = -1563761.751802 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34848.230000 sec): 2 clusters Score: Raw -321751.741042 + Penalty 1884.029821 = -319867.711221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34848.240000 sec): 3 clusters Score: Raw -321060.014349 + Penalty 3768.059641 = -317291.954708 nChanged 643 SP:Iteration 1F (34848.250000 sec): 3 clusters Score: Raw -321677.516926 + Penalty 3768.059641 = -317909.457285 nChanged 205 SP:Iteration 2F (34848.260000 sec): 3 clusters Score: Raw -322040.603387 + Penalty 3768.059641 = -318272.543746 nChanged 188 SP:Iteration 3F (34848.270000 sec): 3 clusters Score: Raw -322437.255628 + Penalty 3768.059641 = -318669.195987 nChanged 181 SP:Iteration 4F (34848.270000 sec): 3 clusters Score: Raw -322820.153075 + Penalty 3768.059641 = -319052.093433 nChanged 139 SP:Iteration 5F (34848.280000 sec): 3 clusters Score: Raw -323093.736142 + Penalty 3768.059641 = -319325.676500 nChanged 92 SP:Iteration 6Q (34848.290000 sec): 3 clusters Score: Raw -323236.043626 + Penalty 3768.059641 = -319467.983984 nChanged 48 SP:Iteration 7Q (34848.300000 sec): 3 clusters Score: Raw -323289.223705 + Penalty 3768.059641 = -319521.164064 nChanged 23 SP:Iteration 8Q (34848.310000 sec): 3 clusters Score: Raw -323308.859415 + Penalty 3768.059641 = -319540.799774 nChanged 4 SP:Iteration 9Q (34848.310000 sec): 3 clusters Score: Raw -323312.381323 + Penalty 3768.059641 = -319544.321682 nChanged 3 SP:Iteration 10Q (34848.320000 sec): 3 clusters Score: Raw -323315.011305 + Penalty 3768.059641 = -319546.951664 nChanged 2 SP:Iteration 11Q (34848.330000 sec): 3 clusters Score: Raw -323315.906395 + Penalty 3768.059641 = -319547.846754 nChanged 1 SP:Iteration 12Q (34848.330000 sec): 3 clusters Score: Raw -323316.208930 + Penalty 3768.059641 = -319548.149289 nChanged 0 SP:Iteration 13F (34848.340000 sec): 3 clusters Score: Raw -323316.208930 + Penalty 3768.059641 = -319548.149289 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34848.350000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34848.350000 sec): 3 clusters Score: Raw -60796.154258 + Penalty 3042.165429 = -57753.988828 nChanged 102 SP:Iteration 1F (34848.350000 sec): 3 clusters Score: Raw -61085.865718 + Penalty 3042.165429 = -58043.700289 nChanged 49 SP:Iteration 2F (34848.360000 sec): 3 clusters Score: Raw -61272.681394 + Penalty 3042.165429 = -58230.515964 nChanged 28 SP:Iteration 3F (34848.360000 sec): 3 clusters Score: Raw -61393.508152 + Penalty 3042.165429 = -58351.342723 nChanged 19 SP:Iteration 4Q (34848.360000 sec): 3 clusters Score: Raw -61478.518978 + Penalty 3042.165429 = -58436.353549 nChanged 12 SP:Iteration 5Q (34848.360000 sec): 3 clusters Score: Raw -61513.527686 + Penalty 3042.165429 = -58471.362257 nChanged 4 SP:Iteration 6Q (34848.360000 sec): 3 clusters Score: Raw -61531.932283 + Penalty 3042.165429 = -58489.766854 nChanged 2 SP:Iteration 7Q (34848.370000 sec): 3 clusters Score: Raw -61538.870543 + Penalty 3042.165429 = -58496.705114 nChanged 3 SP:Iteration 8Q (34848.370000 sec): 3 clusters Score: Raw -61552.053116 + Penalty 3042.165429 = -58509.887686 nChanged 3 SP:Iteration 9Q (34848.370000 sec): 3 clusters Score: Raw -61568.851322 + Penalty 3042.165429 = -58526.685893 nChanged 4 SP:Iteration 10Q (34848.370000 sec): 3 clusters Score: Raw -61585.807253 + Penalty 3042.165429 = -58543.641824 nChanged 1 SP:Iteration 11Q (34848.370000 sec): 3 clusters Score: Raw -61588.286143 + Penalty 3042.165429 = -58546.120713 nChanged 0 SP:Iteration 12F (34848.370000 sec): 3 clusters Score: Raw -61588.286143 + Penalty 3042.165429 = -58546.120713 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34848.380000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34848.380000 sec): 3 clusters Score: Raw -31119.862162 + Penalty 2672.979578 = -28446.882584 nChanged 23 SP:Iteration 1F (34848.380000 sec): 3 clusters Score: Raw -31240.308720 + Penalty 2672.979578 = -28567.329142 nChanged 6 SP:Iteration 2Q (34848.380000 sec): 3 clusters Score: Raw -31268.653089 + Penalty 2672.979578 = -28595.673511 nChanged 3 SP:Iteration 3Q (34848.380000 sec): 3 clusters Score: Raw -31288.417001 + Penalty 2672.979578 = -28615.437423 nChanged 2 SP:Iteration 4Q (34848.390000 sec): 3 clusters Score: Raw -31301.299478 + Penalty 2672.979578 = -28628.319900 nChanged 1 SP:Iteration 5Q (34848.390000 sec): 3 clusters Score: Raw -31308.833521 + Penalty 2672.979578 = -28635.853943 nChanged 1 SP:Iteration 6Q (34848.390000 sec): 3 clusters Score: Raw -31316.475582 + Penalty 2672.979578 = -28643.496004 nChanged 1 SP:Iteration 7Q (34848.390000 sec): 3 clusters Score: Raw -31320.050769 + Penalty 2672.979578 = -28647.071191 nChanged 2 SP:Iteration 8Q (34848.390000 sec): 3 clusters Score: Raw -31329.557728 + Penalty 2672.979578 = -28656.578150 nChanged 2 SP:Iteration 9Q (34848.390000 sec): 3 clusters Score: Raw -31343.464327 + Penalty 2672.979578 = -28670.484749 nChanged 2 SP:Iteration 10Q (34848.390000 sec): 3 clusters Score: Raw -31353.817771 + Penalty 2672.979578 = -28680.838193 nChanged 0 SP:Iteration 11F (34848.390000 sec): 3 clusters Score: Raw -31353.817771 + Penalty 2672.979578 = -28680.838193 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34848.400000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34848.400000 sec): 3 clusters Score: Raw -39868.677185 + Penalty 2773.129542 = -37095.547643 nChanged 22 SP:Iteration 1F (34848.400000 sec): 3 clusters Score: Raw -39988.507526 + Penalty 2773.129542 = -37215.377984 nChanged 15 SP:Iteration 2F (34848.400000 sec): 3 clusters Score: Raw -40050.501702 + Penalty 2773.129542 = -37277.372160 nChanged 10 SP:Iteration 3Q (34848.400000 sec): 3 clusters Score: Raw -40116.819127 + Penalty 2773.129542 = -37343.689584 nChanged 3 SP:Iteration 4Q (34848.410000 sec): 3 clusters Score: Raw -40134.065045 + Penalty 2773.129542 = -37360.935503 nChanged 2 SP:Iteration 5Q (34848.410000 sec): 3 clusters Score: Raw -40145.731360 + Penalty 2773.129542 = -37372.601818 nChanged 0 SP:Iteration 6F (34848.410000 sec): 3 clusters Score: Raw -40145.731360 + Penalty 2773.129542 = -37372.601818 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34848.440000 sec): 2 clusters Score: Raw -1376871.242226 + Penalty 2245.893707 = -1374625.348519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34848.480000 sec): 3 clusters Score: Raw -1372397.077262 + Penalty 4491.787414 = -1367905.289848 nChanged 3541 SP:Iteration 1F (34848.510000 sec): 3 clusters Score: Raw -1374503.188430 + Penalty 4491.787414 = -1370011.401016 nChanged 761 SP:Iteration 2F (34848.550000 sec): 3 clusters Score: Raw -1375037.355093 + Penalty 4491.787414 = -1370545.567680 nChanged 612 SP:Iteration 3F (34848.580000 sec): 3 clusters Score: Raw -1375411.967075 + Penalty 4491.787414 = -1370920.179661 nChanged 488 SP:Iteration 4F (34848.610000 sec): 3 clusters Score: Raw -1375693.361884 + Penalty 4491.787414 = -1371201.574470 nChanged 399 SP:Iteration 5Q (34848.650000 sec): 3 clusters Score: Raw -1375935.987350 + Penalty 4491.787414 = -1371444.199936 nChanged 354 SP:Iteration 6Q (34848.680000 sec): 3 clusters Score: Raw -1376164.115844 + Penalty 4491.787414 = -1371672.328430 nChanged 351 SP:Iteration 7Q (34848.710000 sec): 3 clusters Score: Raw -1376378.120534 + Penalty 4491.787414 = -1371886.333120 nChanged 328 SP:Iteration 8Q (34848.750000 sec): 3 clusters Score: Raw -1376587.992452 + Penalty 4491.787414 = -1372096.205038 nChanged 327 SP:Iteration 9Q (34848.780000 sec): 3 clusters Score: Raw -1376808.974915 + Penalty 4491.787414 = -1372317.187501 nChanged 303 SP:Iteration 10Q (34848.810000 sec): 3 clusters Score: Raw -1377012.233184 + Penalty 4491.787414 = -1372520.445770 nChanged 287 SP:Iteration 11Q (34848.840000 sec): 3 clusters Score: Raw -1377225.496126 + Penalty 4491.787414 = -1372733.708712 nChanged 270 SP:Iteration 12Q (34848.870000 sec): 3 clusters Score: Raw -1377444.442768 + Penalty 4491.787414 = -1372952.655354 nChanged 243 SP:Iteration 13Q (34848.910000 sec): 3 clusters Score: Raw -1377629.480864 + Penalty 4491.787414 = -1373137.693450 nChanged 209 SP:Iteration 14Q (34848.940000 sec): 3 clusters Score: Raw -1377781.213251 + Penalty 4491.787414 = -1373289.425837 nChanged 175 SP:Iteration 15Q (34848.970000 sec): 3 clusters Score: Raw -1377923.871676 + Penalty 4491.787414 = -1373432.084262 nChanged 148 SP:Iteration 16Q (34849.000000 sec): 3 clusters Score: Raw -1378061.466370 + Penalty 4491.787414 = -1373569.678956 nChanged 109 SP:Iteration 17Q (34849.030000 sec): 3 clusters Score: Raw -1378162.063651 + Penalty 4491.787414 = -1373670.276237 nChanged 87 SP:Iteration 18Q (34849.070000 sec): 3 clusters Score: Raw -1378232.445098 + Penalty 4491.787414 = -1373740.657684 nChanged 66 SP:Iteration 19Q (34849.090000 sec): 3 clusters Score: Raw -1378290.424021 + Penalty 4491.787414 = -1373798.636607 nChanged 56 SP:Iteration 20F (34849.130000 sec): 3 clusters Score: Raw -1378341.071047 + Penalty 4491.787414 = -1373849.283634 nChanged 50 SP:Iteration 21Q (34849.160000 sec): 3 clusters Score: Raw -1378380.334406 + Penalty 4491.787414 = -1373888.546993 nChanged 35 SP:Iteration 22Q (34849.190000 sec): 3 clusters Score: Raw -1378407.623353 + Penalty 4491.787414 = -1373915.835939 nChanged 27 SP:Iteration 23Q (34849.210000 sec): 3 clusters Score: Raw -1378422.534111 + Penalty 4491.787414 = -1373930.746697 nChanged 25 SP:Iteration 24Q (34849.250000 sec): 3 clusters Score: Raw -1378438.094082 + Penalty 4491.787414 = -1373946.306668 nChanged 19 SP:Iteration 25Q (34849.270000 sec): 3 clusters Score: Raw -1378446.425554 + Penalty 4491.787414 = -1373954.638140 nChanged 7 SP:Iteration 26Q (34849.300000 sec): 3 clusters Score: Raw -1378448.581595 + Penalty 4491.787414 = -1373956.794181 nChanged 4 SP:Iteration 27Q (34849.330000 sec): 3 clusters Score: Raw -1378450.997666 + Penalty 4491.787414 = -1373959.210253 nChanged 3 SP:Iteration 28Q (34849.360000 sec): 3 clusters Score: Raw -1378452.620765 + Penalty 4491.787414 = -1373960.833351 nChanged 1 SP:Iteration 29Q (34849.390000 sec): 3 clusters Score: Raw -1378452.835236 + Penalty 4491.787414 = -1373961.047822 nChanged 0 SP:Iteration 30F (34849.420000 sec): 3 clusters Score: Raw -1378452.835236 + Penalty 4491.787414 = -1373961.047822 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34849.430000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34849.430000 sec): 3 clusters Score: Raw -122373.028611 + Penalty 3302.373479 = -119070.655132 nChanged 198 SP:Iteration 1F (34849.440000 sec): 3 clusters Score: Raw -122636.236939 + Penalty 3302.373479 = -119333.863460 nChanged 45 SP:Iteration 2F (34849.440000 sec): 3 clusters Score: Raw -122731.890513 + Penalty 3302.373479 = -119429.517034 nChanged 22 SP:Iteration 3Q (34849.450000 sec): 3 clusters Score: Raw -122777.632620 + Penalty 3302.373479 = -119475.259141 nChanged 20 SP:Iteration 4Q (34849.450000 sec): 3 clusters Score: Raw -122824.743755 + Penalty 3302.373479 = -119522.370276 nChanged 16 SP:Iteration 5Q (34849.450000 sec): 3 clusters Score: Raw -122871.103230 + Penalty 3302.373479 = -119568.729752 nChanged 13 SP:Iteration 6Q (34849.450000 sec): 3 clusters Score: Raw -122906.881755 + Penalty 3302.373479 = -119604.508276 nChanged 5 SP:Iteration 7Q (34849.460000 sec): 3 clusters Score: Raw -122929.659858 + Penalty 3302.373479 = -119627.286379 nChanged 10 SP:Iteration 8Q (34849.460000 sec): 3 clusters Score: Raw -122946.028638 + Penalty 3302.373479 = -119643.655159 nChanged 8 SP:Iteration 9Q (34849.460000 sec): 3 clusters Score: Raw -122957.984090 + Penalty 3302.373479 = -119655.610611 nChanged 6 SP:Iteration 10Q (34849.470000 sec): 3 clusters Score: Raw -122965.912088 + Penalty 3302.373479 = -119663.538609 nChanged 2 SP:Iteration 11Q (34849.470000 sec): 3 clusters Score: Raw -122969.022430 + Penalty 3302.373479 = -119666.648951 nChanged 1 SP:Iteration 12Q (34849.470000 sec): 3 clusters Score: Raw -122969.695990 + Penalty 3302.373479 = -119667.322511 nChanged 0 SP:Iteration 13F (34849.470000 sec): 3 clusters Score: Raw -122969.695990 + Penalty 3302.373479 = -119667.322511 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34849.490000 sec): 2 clusters Score: Raw -210416.775575 + Penalty 1776.466753 = -208640.308822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34849.490000 sec): 3 clusters Score: Raw -210060.395164 + Penalty 3552.933506 = -206507.461659 nChanged 372 SP:Iteration 1F (34849.490000 sec): 3 clusters Score: Raw -210423.905222 + Penalty 3552.933506 = -206870.971717 nChanged 103 SP:Iteration 2F (34849.500000 sec): 3 clusters Score: Raw -210544.818566 + Penalty 3552.933506 = -206991.885060 nChanged 53 SP:Iteration 3Q (34849.510000 sec): 3 clusters Score: Raw -210626.102836 + Penalty 3552.933506 = -207073.169331 nChanged 50 SP:Iteration 4Q (34849.510000 sec): 3 clusters Score: Raw -210692.447584 + Penalty 3552.933506 = -207139.514079 nChanged 30 SP:Iteration 5Q (34849.510000 sec): 3 clusters Score: Raw -210743.902019 + Penalty 3552.933506 = -207190.968513 nChanged 30 SP:Iteration 6Q (34849.520000 sec): 3 clusters Score: Raw -210800.178938 + Penalty 3552.933506 = -207247.245432 nChanged 39 SP:Iteration 7Q (34849.530000 sec): 3 clusters Score: Raw -210904.847905 + Penalty 3552.933506 = -207351.914399 nChanged 53 SP:Iteration 8Q (34849.530000 sec): 3 clusters Score: Raw -211033.841854 + Penalty 3552.933506 = -207480.908348 nChanged 45 SP:Iteration 9Q (34849.530000 sec): 3 clusters Score: Raw -211158.338475 + Penalty 3552.933506 = -207605.404969 nChanged 51 SP:Iteration 10Q (34849.540000 sec): 3 clusters Score: Raw -211313.085819 + Penalty 3552.933506 = -207760.152313 nChanged 40 SP:Iteration 11Q (34849.550000 sec): 3 clusters Score: Raw -211390.406775 + Penalty 3552.933506 = -207837.473269 nChanged 32 SP:Iteration 12Q (34849.550000 sec): 3 clusters Score: Raw -211467.853491 + Penalty 3552.933506 = -207914.919985 nChanged 27 SP:Iteration 13Q (34849.550000 sec): 3 clusters Score: Raw -211514.367795 + Penalty 3552.933506 = -207961.434289 nChanged 23 SP:Iteration 14Q (34849.560000 sec): 3 clusters Score: Raw -211545.126636 + Penalty 3552.933506 = -207992.193130 nChanged 17 SP:Iteration 15Q (34849.560000 sec): 3 clusters Score: Raw -211568.685319 + Penalty 3552.933506 = -208015.751813 nChanged 14 SP:Iteration 16Q (34849.570000 sec): 3 clusters Score: Raw -211584.890026 + Penalty 3552.933506 = -208031.956521 nChanged 5 SP:Iteration 17Q (34849.570000 sec): 3 clusters Score: Raw -211590.577870 + Penalty 3552.933506 = -208037.644364 nChanged 6 SP:Iteration 18Q (34849.570000 sec): 3 clusters Score: Raw -211596.071111 + Penalty 3552.933506 = -208043.137605 nChanged 4 SP:Iteration 19Q (34849.580000 sec): 3 clusters Score: Raw -211600.541917 + Penalty 3552.933506 = -208047.608411 nChanged 1 SP:Iteration 20F (34849.580000 sec): 3 clusters Score: Raw -211601.396344 + Penalty 3552.933506 = -208048.462839 nChanged 2 SP:Iteration 21Q (34849.590000 sec): 3 clusters Score: Raw -211603.043486 + Penalty 3552.933506 = -208050.109980 nChanged 2 SP:Iteration 22Q (34849.590000 sec): 3 clusters Score: Raw -211604.440497 + Penalty 3552.933506 = -208051.506991 nChanged 2 SP:Iteration 23Q (34849.590000 sec): 3 clusters Score: Raw -211605.832942 + Penalty 3552.933506 = -208052.899436 nChanged 2 SP:Iteration 24Q (34849.600000 sec): 3 clusters Score: Raw -211607.754179 + Penalty 3552.933506 = -208054.820674 nChanged 1 SP:Iteration 25Q (34849.600000 sec): 3 clusters Score: Raw -211608.087007 + Penalty 3552.933506 = -208055.153501 nChanged 1 SP:Iteration 26Q (34849.610000 sec): 3 clusters Score: Raw -211608.746970 + Penalty 3552.933506 = -208055.813464 nChanged 2 SP:Iteration 27Q (34849.610000 sec): 3 clusters Score: Raw -211611.507601 + Penalty 3552.933506 = -208058.574095 nChanged 3 SP:Iteration 28Q (34849.610000 sec): 3 clusters Score: Raw -211614.774121 + Penalty 3552.933506 = -208061.840616 nChanged 1 SP:Iteration 29Q (34849.620000 sec): 3 clusters Score: Raw -211615.746490 + Penalty 3552.933506 = -208062.812985 nChanged 0 SP:Iteration 30F (34849.620000 sec): 3 clusters Score: Raw -211615.746490 + Penalty 3552.933506 = -208062.812985 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34849.630000 sec): 2 clusters Score: Raw -105295.678263 + Penalty 1600.108141 = -103695.570122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34849.640000 sec): 3 clusters Score: Raw -105254.407578 + Penalty 3200.216281 = -102054.191297 nChanged 135 SP:Iteration 1F (34849.640000 sec): 3 clusters Score: Raw -105435.200526 + Penalty 3200.216281 = -102234.984245 nChanged 37 SP:Iteration 2F (34849.640000 sec): 3 clusters Score: Raw -105498.941862 + Penalty 3200.216281 = -102298.725581 nChanged 15 SP:Iteration 3Q (34849.640000 sec): 3 clusters Score: Raw -105525.306654 + Penalty 3200.216281 = -102325.090373 nChanged 10 SP:Iteration 4Q (34849.650000 sec): 3 clusters Score: Raw -105541.741634 + Penalty 3200.216281 = -102341.525353 nChanged 6 SP:Iteration 5Q (34849.650000 sec): 3 clusters Score: Raw -105548.311190 + Penalty 3200.216281 = -102348.094909 nChanged 1 SP:Iteration 6Q (34849.650000 sec): 3 clusters Score: Raw -105549.454050 + Penalty 3200.216281 = -102349.237769 nChanged 0 SP:Iteration 7F (34849.650000 sec): 3 clusters Score: Raw -105549.454050 + Penalty 3200.216281 = -102349.237769 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34849.660000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34849.660000 sec): 3 clusters Score: Raw -44517.742565 + Penalty 2975.472535 = -41542.270031 nChanged 78 SP:Iteration 1F (34849.670000 sec): 3 clusters Score: Raw -44722.201076 + Penalty 2975.472535 = -41746.728541 nChanged 25 SP:Iteration 2F (34849.670000 sec): 3 clusters Score: Raw -44795.878457 + Penalty 2975.472535 = -41820.405922 nChanged 19 SP:Iteration 3Q (34849.670000 sec): 3 clusters Score: Raw -44894.165182 + Penalty 2975.472535 = -41918.692647 nChanged 19 SP:Iteration 4Q (34849.670000 sec): 3 clusters Score: Raw -44982.258846 + Penalty 2975.472535 = -42006.786311 nChanged 22 SP:Iteration 5F (34849.670000 sec): 3 clusters Score: Raw -45072.661553 + Penalty 2975.472535 = -42097.189018 nChanged 12 SP:Iteration 6Q (34849.670000 sec): 3 clusters Score: Raw -45110.609751 + Penalty 2975.472535 = -42135.137216 nChanged 9 SP:Iteration 7Q (34849.670000 sec): 3 clusters Score: Raw -45150.692745 + Penalty 2975.472535 = -42175.220210 nChanged 6 SP:Iteration 8Q (34849.680000 sec): 3 clusters Score: Raw -45180.088017 + Penalty 2975.472535 = -42204.615482 nChanged 3 SP:Iteration 9Q (34849.680000 sec): 3 clusters Score: Raw -45195.198672 + Penalty 2975.472535 = -42219.726137 nChanged 3 SP:Iteration 10Q (34849.680000 sec): 3 clusters Score: Raw -45213.788874 + Penalty 2975.472535 = -42238.316339 nChanged 4 SP:Iteration 11Q (34849.680000 sec): 3 clusters Score: Raw -45252.273345 + Penalty 2975.472535 = -42276.800810 nChanged 4 SP:Iteration 12Q (34849.680000 sec): 3 clusters Score: Raw -45272.131039 + Penalty 2975.472535 = -42296.658504 nChanged 3 SP:Iteration 13Q (34849.680000 sec): 3 clusters Score: Raw -45287.069853 + Penalty 2975.472535 = -42311.597318 nChanged 4 SP:Iteration 14Q (34849.690000 sec): 3 clusters Score: Raw -45317.816088 + Penalty 2975.472535 = -42342.343553 nChanged 8 SP:Iteration 15Q (34849.690000 sec): 3 clusters Score: Raw -45379.814876 + Penalty 2975.472535 = -42404.342341 nChanged 3 SP:Iteration 16Q (34849.690000 sec): 3 clusters Score: Raw -45388.311284 + Penalty 2975.472535 = -42412.838750 nChanged 5 SP:Iteration 17Q (34849.690000 sec): 3 clusters Score: Raw -45423.257035 + Penalty 2975.472535 = -42447.784500 nChanged 5 SP:Iteration 18Q (34849.690000 sec): 3 clusters Score: Raw -45448.510585 + Penalty 2975.472535 = -42473.038050 nChanged 2 SP:Iteration 19Q (34849.690000 sec): 3 clusters Score: Raw -45452.176835 + Penalty 2975.472535 = -42476.704300 nChanged 0 SP:Iteration 20F (34849.690000 sec): 3 clusters Score: Raw -45453.535648 + Penalty 2975.472535 = -42478.063113 nChanged 1 SP:Iteration 21Q (34849.690000 sec): 3 clusters Score: Raw -45458.554834 + Penalty 2975.472535 = -42483.082300 nChanged 1 SP:Iteration 22Q (34849.690000 sec): 3 clusters Score: Raw -45461.603949 + Penalty 2975.472535 = -42486.131414 nChanged 1 SP:Iteration 23Q (34849.700000 sec): 3 clusters Score: Raw -45464.321305 + Penalty 2975.472535 = -42488.848770 nChanged 1 SP:Iteration 24Q (34849.700000 sec): 3 clusters Score: Raw -45468.976409 + Penalty 2975.472535 = -42493.503875 nChanged 1 SP:Iteration 25Q (34849.700000 sec): 3 clusters Score: Raw -45471.541544 + Penalty 2975.472535 = -42496.069009 nChanged 1 SP:Iteration 26Q (34849.700000 sec): 3 clusters Score: Raw -45472.972933 + Penalty 2975.472535 = -42497.500399 nChanged 0 SP:Iteration 27F (34849.700000 sec): 3 clusters Score: Raw -45472.972933 + Penalty 2975.472535 = -42497.500399 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34849.710000 sec): 2 clusters Score: Raw -279710.883902 + Penalty 1841.636507 = -277869.247395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34849.720000 sec): 3 clusters Score: Raw -279143.124960 + Penalty 3683.273014 = -275459.851947 nChanged 503 SP:Iteration 1F (34849.730000 sec): 3 clusters Score: Raw -279579.407624 + Penalty 3683.273014 = -275896.134611 nChanged 152 SP:Iteration 2F (34849.730000 sec): 3 clusters Score: Raw -279757.928560 + Penalty 3683.273014 = -276074.655546 nChanged 85 SP:Iteration 3F (34849.740000 sec): 3 clusters Score: Raw -279863.217482 + Penalty 3683.273014 = -276179.944468 nChanged 77 SP:Iteration 4Q (34849.750000 sec): 3 clusters Score: Raw -279979.607826 + Penalty 3683.273014 = -276296.334812 nChanged 78 SP:Iteration 5Q (34849.750000 sec): 3 clusters Score: Raw -280118.308197 + Penalty 3683.273014 = -276435.035183 nChanged 78 SP:Iteration 6Q (34849.760000 sec): 3 clusters Score: Raw -280282.165101 + Penalty 3683.273014 = -276598.892087 nChanged 77 SP:Iteration 7Q (34849.770000 sec): 3 clusters Score: Raw -280439.435745 + Penalty 3683.273014 = -276756.162731 nChanged 67 SP:Iteration 8Q (34849.770000 sec): 3 clusters Score: Raw -280552.998587 + Penalty 3683.273014 = -276869.725574 nChanged 56 SP:Iteration 9Q (34849.780000 sec): 3 clusters Score: Raw -280657.004332 + Penalty 3683.273014 = -276973.731318 nChanged 53 SP:Iteration 10Q (34849.790000 sec): 3 clusters Score: Raw -280752.061430 + Penalty 3683.273014 = -277068.788416 nChanged 39 SP:Iteration 11Q (34849.790000 sec): 3 clusters Score: Raw -280812.659576 + Penalty 3683.273014 = -277129.386562 nChanged 34 SP:Iteration 12Q (34849.800000 sec): 3 clusters Score: Raw -280858.387169 + Penalty 3683.273014 = -277175.114155 nChanged 29 SP:Iteration 13Q (34849.810000 sec): 3 clusters Score: Raw -280890.802128 + Penalty 3683.273014 = -277207.529114 nChanged 17 SP:Iteration 14Q (34849.810000 sec): 3 clusters Score: Raw -280905.175369 + Penalty 3683.273014 = -277221.902355 nChanged 16 SP:Iteration 15Q (34849.820000 sec): 3 clusters Score: Raw -280918.707106 + Penalty 3683.273014 = -277235.434092 nChanged 11 SP:Iteration 16Q (34849.820000 sec): 3 clusters Score: Raw -280927.520100 + Penalty 3683.273014 = -277244.247086 nChanged 11 SP:Iteration 17Q (34849.830000 sec): 3 clusters Score: Raw -280935.808241 + Penalty 3683.273014 = -277252.535227 nChanged 9 SP:Iteration 18Q (34849.830000 sec): 3 clusters Score: Raw -280943.595408 + Penalty 3683.273014 = -277260.322395 nChanged 7 SP:Iteration 19Q (34849.840000 sec): 3 clusters Score: Raw -280951.056065 + Penalty 3683.273014 = -277267.783051 nChanged 6 SP:Iteration 20F (34849.850000 sec): 3 clusters Score: Raw -280958.019322 + Penalty 3683.273014 = -277274.746308 nChanged 9 SP:Iteration 21Q (34849.850000 sec): 3 clusters Score: Raw -280971.570110 + Penalty 3683.273014 = -277288.297096 nChanged 8 SP:Iteration 22Q (34849.860000 sec): 3 clusters Score: Raw -280977.931269 + Penalty 3683.273014 = -277294.658255 nChanged 7 SP:Iteration 23Q (34849.870000 sec): 3 clusters Score: Raw -280983.838039 + Penalty 3683.273014 = -277300.565025 nChanged 8 SP:Iteration 24Q (34849.870000 sec): 3 clusters Score: Raw -280989.588530 + Penalty 3683.273014 = -277306.315516 nChanged 2 SP:Iteration 25Q (34849.880000 sec): 3 clusters Score: Raw -280990.712807 + Penalty 3683.273014 = -277307.439794 nChanged 1 SP:Iteration 26Q (34849.880000 sec): 3 clusters Score: Raw -280992.058051 + Penalty 3683.273014 = -277308.785038 nChanged 1 SP:Iteration 27Q (34849.890000 sec): 3 clusters Score: Raw -280993.282489 + Penalty 3683.273014 = -277310.009475 nChanged 0 SP:Iteration 28F (34849.890000 sec): 3 clusters Score: Raw -280993.282489 + Penalty 3683.273014 = -277310.009475 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34849.900000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34849.910000 sec): 3 clusters Score: Raw -54469.565336 + Penalty 2908.361063 = -51561.204273 nChanged 52 SP:Iteration 1F (34849.910000 sec): 3 clusters Score: Raw -54618.658611 + Penalty 2908.361063 = -51710.297548 nChanged 20 SP:Iteration 2F (34849.910000 sec): 3 clusters Score: Raw -54670.846147 + Penalty 2908.361063 = -51762.485084 nChanged 10 SP:Iteration 3Q (34849.910000 sec): 3 clusters Score: Raw -54697.679474 + Penalty 2908.361063 = -51789.318411 nChanged 6 SP:Iteration 4Q (34849.910000 sec): 3 clusters Score: Raw -54723.214265 + Penalty 2908.361063 = -51814.853202 nChanged 7 SP:Iteration 5Q (34849.910000 sec): 3 clusters Score: Raw -54761.047048 + Penalty 2908.361063 = -51852.685985 nChanged 10 SP:Iteration 6Q (34849.910000 sec): 3 clusters Score: Raw -54805.742906 + Penalty 2908.361063 = -51897.381843 nChanged 11 SP:Iteration 7Q (34849.910000 sec): 3 clusters Score: Raw -54847.840805 + Penalty 2908.361063 = -51939.479742 nChanged 6 SP:Iteration 8Q (34849.920000 sec): 3 clusters Score: Raw -54876.180158 + Penalty 2908.361063 = -51967.819095 nChanged 4 SP:Iteration 9Q (34849.920000 sec): 3 clusters Score: Raw -54899.288313 + Penalty 2908.361063 = -51990.927249 nChanged 1 SP:Iteration 10Q (34849.920000 sec): 3 clusters Score: Raw -54903.322923 + Penalty 2908.361063 = -51994.961860 nChanged 1 SP:Iteration 11Q (34849.920000 sec): 3 clusters Score: Raw -54906.028379 + Penalty 2908.361063 = -51997.667316 nChanged 0 SP:Iteration 12F (34849.920000 sec): 3 clusters Score: Raw -54906.028379 + Penalty 2908.361063 = -51997.667316 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34849.940000 sec): 2 clusters Score: Raw -545760.278166 + Penalty 2014.200800 = -543746.077366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34849.950000 sec): 3 clusters Score: Raw -544327.100064 + Penalty 4028.401600 = -540298.698464 nChanged 1249 SP:Iteration 1F (34849.970000 sec): 3 clusters Score: Raw -545263.072226 + Penalty 4028.401600 = -541234.670626 nChanged 334 SP:Iteration 2F (34849.980000 sec): 3 clusters Score: Raw -545656.182345 + Penalty 4028.401600 = -541627.780745 nChanged 267 SP:Iteration 3F (34849.990000 sec): 3 clusters Score: Raw -545978.543122 + Penalty 4028.401600 = -541950.141522 nChanged 235 SP:Iteration 4F (34850.010000 sec): 3 clusters Score: Raw -546266.363937 + Penalty 4028.401600 = -542237.962337 nChanged 205 SP:Iteration 5F (34850.020000 sec): 3 clusters Score: Raw -546510.632374 + Penalty 4028.401600 = -542482.230774 nChanged 185 SP:Iteration 6F (34850.030000 sec): 3 clusters Score: Raw -546722.120984 + Penalty 4028.401600 = -542693.719384 nChanged 149 SP:Iteration 7Q (34850.050000 sec): 3 clusters Score: Raw -546878.632164 + Penalty 4028.401600 = -542850.230564 nChanged 111 SP:Iteration 8Q (34850.060000 sec): 3 clusters Score: Raw -546968.724720 + Penalty 4028.401600 = -542940.323120 nChanged 79 SP:Iteration 9Q (34850.070000 sec): 3 clusters Score: Raw -547033.905862 + Penalty 4028.401600 = -543005.504262 nChanged 61 SP:Iteration 10Q (34850.090000 sec): 3 clusters Score: Raw -547082.948017 + Penalty 4028.401600 = -543054.546417 nChanged 50 SP:Iteration 11Q (34850.100000 sec): 3 clusters Score: Raw -547117.460441 + Penalty 4028.401600 = -543089.058841 nChanged 47 SP:Iteration 12Q (34850.110000 sec): 3 clusters Score: Raw -547148.971505 + Penalty 4028.401600 = -543120.569905 nChanged 33 SP:Iteration 13Q (34850.120000 sec): 3 clusters Score: Raw -547171.863562 + Penalty 4028.401600 = -543143.461962 nChanged 28 SP:Iteration 14Q (34850.130000 sec): 3 clusters Score: Raw -547187.808358 + Penalty 4028.401600 = -543159.406759 nChanged 18 SP:Iteration 15Q (34850.150000 sec): 3 clusters Score: Raw -547199.337812 + Penalty 4028.401600 = -543170.936212 nChanged 18 SP:Iteration 16Q (34850.160000 sec): 3 clusters Score: Raw -547209.871678 + Penalty 4028.401600 = -543181.470079 nChanged 23 SP:Iteration 17Q (34850.170000 sec): 3 clusters Score: Raw -547222.465633 + Penalty 4028.401600 = -543194.064033 nChanged 23 SP:Iteration 18Q (34850.190000 sec): 3 clusters Score: Raw -547234.132352 + Penalty 4028.401600 = -543205.730752 nChanged 19 SP:Iteration 19Q (34850.200000 sec): 3 clusters Score: Raw -547245.141537 + Penalty 4028.401600 = -543216.739937 nChanged 12 SP:Iteration 20F (34850.210000 sec): 3 clusters Score: Raw -547250.921800 + Penalty 4028.401600 = -543222.520200 nChanged 8 SP:Iteration 21Q (34850.230000 sec): 3 clusters Score: Raw -547255.123849 + Penalty 4028.401600 = -543226.722250 nChanged 4 SP:Iteration 22Q (34850.240000 sec): 3 clusters Score: Raw -547256.972447 + Penalty 4028.401600 = -543228.570847 nChanged 3 SP:Iteration 23Q (34850.250000 sec): 3 clusters Score: Raw -547258.120329 + Penalty 4028.401600 = -543229.718729 nChanged 2 SP:Iteration 24Q (34850.260000 sec): 3 clusters Score: Raw -547258.976887 + Penalty 4028.401600 = -543230.575287 nChanged 1 SP:Iteration 25Q (34850.270000 sec): 3 clusters Score: Raw -547259.284892 + Penalty 4028.401600 = -543230.883292 nChanged 0 SP:Iteration 26F (34850.290000 sec): 3 clusters Score: Raw -547259.284892 + Penalty 4028.401600 = -543230.883292 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.300000 sec): 2 clusters Score: Raw -258863.293953 + Penalty 1816.963472 = -257046.330481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.310000 sec): 3 clusters Score: Raw -258388.900186 + Penalty 3633.926944 = -254754.973241 nChanged 458 SP:Iteration 1F (34850.310000 sec): 3 clusters Score: Raw -258730.301292 + Penalty 3633.926944 = -255096.374348 nChanged 85 SP:Iteration 2F (34850.320000 sec): 3 clusters Score: Raw -258819.497335 + Penalty 3633.926944 = -255185.570390 nChanged 63 SP:Iteration 3Q (34850.330000 sec): 3 clusters Score: Raw -258875.131110 + Penalty 3633.926944 = -255241.204166 nChanged 29 SP:Iteration 4Q (34850.330000 sec): 3 clusters Score: Raw -258899.409699 + Penalty 3633.926944 = -255265.482754 nChanged 19 SP:Iteration 5Q (34850.340000 sec): 3 clusters Score: Raw -258912.601458 + Penalty 3633.926944 = -255278.674514 nChanged 13 SP:Iteration 6Q (34850.340000 sec): 3 clusters Score: Raw -258927.132400 + Penalty 3633.926944 = -255293.205455 nChanged 13 SP:Iteration 7Q (34850.350000 sec): 3 clusters Score: Raw -258943.424670 + Penalty 3633.926944 = -255309.497725 nChanged 18 SP:Iteration 8Q (34850.350000 sec): 3 clusters Score: Raw -258958.939044 + Penalty 3633.926944 = -255325.012100 nChanged 14 SP:Iteration 9Q (34850.360000 sec): 3 clusters Score: Raw -258970.579862 + Penalty 3633.926944 = -255336.652917 nChanged 14 SP:Iteration 10Q (34850.370000 sec): 3 clusters Score: Raw -258980.895419 + Penalty 3633.926944 = -255346.968474 nChanged 9 SP:Iteration 11Q (34850.370000 sec): 3 clusters Score: Raw -258987.528626 + Penalty 3633.926944 = -255353.601682 nChanged 6 SP:Iteration 12Q (34850.380000 sec): 3 clusters Score: Raw -258993.217033 + Penalty 3633.926944 = -255359.290089 nChanged 2 SP:Iteration 13Q (34850.390000 sec): 3 clusters Score: Raw -258995.645018 + Penalty 3633.926944 = -255361.718074 nChanged 2 SP:Iteration 14Q (34850.390000 sec): 3 clusters Score: Raw -258998.318849 + Penalty 3633.926944 = -255364.391905 nChanged 7 SP:Iteration 15Q (34850.400000 sec): 3 clusters Score: Raw -259003.117203 + Penalty 3633.926944 = -255369.190259 nChanged 5 SP:Iteration 16Q (34850.400000 sec): 3 clusters Score: Raw -259006.251649 + Penalty 3633.926944 = -255372.324705 nChanged 4 SP:Iteration 17Q (34850.410000 sec): 3 clusters Score: Raw -259008.386643 + Penalty 3633.926944 = -255374.459698 nChanged 0 SP:Iteration 18F (34850.410000 sec): 3 clusters Score: Raw -259008.386643 + Penalty 3633.926944 = -255374.459698 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.430000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.430000 sec): 3 clusters Score: Raw -71706.768250 + Penalty 3100.944326 = -68605.823924 nChanged 112 SP:Iteration 1F (34850.430000 sec): 3 clusters Score: Raw -71891.974693 + Penalty 3100.944326 = -68791.030367 nChanged 19 SP:Iteration 2Q (34850.430000 sec): 3 clusters Score: Raw -71952.976920 + Penalty 3100.944326 = -68852.032594 nChanged 15 SP:Iteration 3Q (34850.430000 sec): 3 clusters Score: Raw -72001.635791 + Penalty 3100.944326 = -68900.691465 nChanged 14 SP:Iteration 4Q (34850.430000 sec): 3 clusters Score: Raw -72032.641635 + Penalty 3100.944326 = -68931.697309 nChanged 9 SP:Iteration 5Q (34850.440000 sec): 3 clusters Score: Raw -72059.562549 + Penalty 3100.944326 = -68958.618222 nChanged 13 SP:Iteration 6Q (34850.440000 sec): 3 clusters Score: Raw -72096.946587 + Penalty 3100.944326 = -68996.002261 nChanged 10 SP:Iteration 7Q (34850.440000 sec): 3 clusters Score: Raw -72131.093243 + Penalty 3100.944326 = -69030.148917 nChanged 11 SP:Iteration 8Q (34850.440000 sec): 3 clusters Score: Raw -72172.687161 + Penalty 3100.944326 = -69071.742835 nChanged 10 SP:Iteration 9Q (34850.450000 sec): 3 clusters Score: Raw -72200.059672 + Penalty 3100.944326 = -69099.115346 nChanged 8 SP:Iteration 10Q (34850.450000 sec): 3 clusters Score: Raw -72241.420491 + Penalty 3100.944326 = -69140.476165 nChanged 9 SP:Iteration 11Q (34850.450000 sec): 3 clusters Score: Raw -72270.625623 + Penalty 3100.944326 = -69169.681297 nChanged 11 SP:Iteration 12Q (34850.450000 sec): 3 clusters Score: Raw -72292.628053 + Penalty 3100.944326 = -69191.683727 nChanged 3 SP:Iteration 13Q (34850.450000 sec): 3 clusters Score: Raw -72299.826605 + Penalty 3100.944326 = -69198.882279 nChanged 4 SP:Iteration 14Q (34850.450000 sec): 3 clusters Score: Raw -72307.419139 + Penalty 3100.944326 = -69206.474813 nChanged 1 SP:Iteration 15Q (34850.450000 sec): 3 clusters Score: Raw -72308.619989 + Penalty 3100.944326 = -69207.675663 nChanged 0 SP:Iteration 16F (34850.460000 sec): 3 clusters Score: Raw -72309.229277 + Penalty 3100.944326 = -69208.284951 nChanged 1 SP:Iteration 17Q (34850.460000 sec): 3 clusters Score: Raw -72325.332717 + Penalty 3100.944326 = -69224.388391 nChanged 0 SP:Iteration 18F (34850.460000 sec): 3 clusters Score: Raw -72325.332717 + Penalty 3100.944326 = -69224.388391 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.470000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.470000 sec): 3 clusters Score: Raw -85066.492580 + Penalty 3102.852021 = -81963.640559 nChanged 102 SP:Iteration 1F (34850.470000 sec): 3 clusters Score: Raw -85273.907572 + Penalty 3102.852021 = -82171.055552 nChanged 36 SP:Iteration 2F (34850.480000 sec): 3 clusters Score: Raw -85366.934135 + Penalty 3102.852021 = -82264.082114 nChanged 13 SP:Iteration 3Q (34850.480000 sec): 3 clusters Score: Raw -85407.317108 + Penalty 3102.852021 = -82304.465088 nChanged 11 SP:Iteration 4Q (34850.480000 sec): 3 clusters Score: Raw -85447.296877 + Penalty 3102.852021 = -82344.444856 nChanged 12 SP:Iteration 5Q (34850.480000 sec): 3 clusters Score: Raw -85477.187165 + Penalty 3102.852021 = -82374.335144 nChanged 9 SP:Iteration 6Q (34850.490000 sec): 3 clusters Score: Raw -85508.177466 + Penalty 3102.852021 = -82405.325445 nChanged 9 SP:Iteration 7Q (34850.490000 sec): 3 clusters Score: Raw -85529.220670 + Penalty 3102.852021 = -82426.368649 nChanged 4 SP:Iteration 8Q (34850.490000 sec): 3 clusters Score: Raw -85536.507667 + Penalty 3102.852021 = -82433.655646 nChanged 2 SP:Iteration 9Q (34850.490000 sec): 3 clusters Score: Raw -85542.982645 + Penalty 3102.852021 = -82440.130624 nChanged 2 SP:Iteration 10Q (34850.490000 sec): 3 clusters Score: Raw -85545.365155 + Penalty 3102.852021 = -82442.513134 nChanged 0 SP:Iteration 11F (34850.490000 sec): 3 clusters Score: Raw -85545.365155 + Penalty 3102.852021 = -82442.513134 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.500000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.510000 sec): 3 clusters Score: Raw -54128.220327 + Penalty 2880.838675 = -51247.381652 nChanged 37 SP:Iteration 1F (34850.510000 sec): 3 clusters Score: Raw -54221.432262 + Penalty 2880.838675 = -51340.593587 nChanged 8 SP:Iteration 2Q (34850.510000 sec): 3 clusters Score: Raw -54248.472486 + Penalty 2880.838675 = -51367.633811 nChanged 2 SP:Iteration 3Q (34850.510000 sec): 3 clusters Score: Raw -54254.072906 + Penalty 2880.838675 = -51373.234230 nChanged 1 SP:Iteration 4Q (34850.510000 sec): 3 clusters Score: Raw -54257.221233 + Penalty 2880.838675 = -51376.382558 nChanged 0 SP:Iteration 5F (34850.510000 sec): 3 clusters Score: Raw -54257.221233 + Penalty 2880.838675 = -51376.382558 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.520000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.520000 sec): 3 clusters Score: Raw -89519.767251 + Penalty 3143.942663 = -86375.824588 nChanged 103 SP:Iteration 1F (34850.530000 sec): 3 clusters Score: Raw -89707.407789 + Penalty 3143.942663 = -86563.465127 nChanged 30 SP:Iteration 2F (34850.530000 sec): 3 clusters Score: Raw -89764.868928 + Penalty 3143.942663 = -86620.926265 nChanged 13 SP:Iteration 3Q (34850.530000 sec): 3 clusters Score: Raw -89797.063864 + Penalty 3143.942663 = -86653.121201 nChanged 13 SP:Iteration 4Q (34850.530000 sec): 3 clusters Score: Raw -89818.761855 + Penalty 3143.942663 = -86674.819193 nChanged 3 SP:Iteration 5Q (34850.530000 sec): 3 clusters Score: Raw -89823.705977 + Penalty 3143.942663 = -86679.763314 nChanged 1 SP:Iteration 6Q (34850.530000 sec): 3 clusters Score: Raw -89828.953417 + Penalty 3143.942663 = -86685.010755 nChanged 2 SP:Iteration 7Q (34850.540000 sec): 3 clusters Score: Raw -89831.824803 + Penalty 3143.942663 = -86687.882140 nChanged 0 SP:Iteration 8F (34850.540000 sec): 3 clusters Score: Raw -89831.824803 + Penalty 3143.942663 = -86687.882140 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.550000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.560000 sec): 3 clusters Score: Raw -180275.227458 + Penalty 3473.520468 = -176801.706991 nChanged 269 SP:Iteration 1F (34850.560000 sec): 3 clusters Score: Raw -180529.112589 + Penalty 3473.520468 = -177055.592121 nChanged 65 SP:Iteration 2F (34850.570000 sec): 3 clusters Score: Raw -180606.037880 + Penalty 3473.520468 = -177132.517412 nChanged 41 SP:Iteration 3Q (34850.570000 sec): 3 clusters Score: Raw -180665.087552 + Penalty 3473.520468 = -177191.567085 nChanged 31 SP:Iteration 4Q (34850.570000 sec): 3 clusters Score: Raw -180697.399561 + Penalty 3473.520468 = -177223.879094 nChanged 18 SP:Iteration 5Q (34850.580000 sec): 3 clusters Score: Raw -180717.435140 + Penalty 3473.520468 = -177243.914673 nChanged 11 SP:Iteration 6Q (34850.580000 sec): 3 clusters Score: Raw -180730.718152 + Penalty 3473.520468 = -177257.197684 nChanged 9 SP:Iteration 7Q (34850.590000 sec): 3 clusters Score: Raw -180744.688993 + Penalty 3473.520468 = -177271.168525 nChanged 12 SP:Iteration 8Q (34850.590000 sec): 3 clusters Score: Raw -180759.157245 + Penalty 3473.520468 = -177285.636777 nChanged 7 SP:Iteration 9Q (34850.590000 sec): 3 clusters Score: Raw -180768.935515 + Penalty 3473.520468 = -177295.415047 nChanged 7 SP:Iteration 10Q (34850.600000 sec): 3 clusters Score: Raw -180778.084121 + Penalty 3473.520468 = -177304.563654 nChanged 6 SP:Iteration 11Q (34850.600000 sec): 3 clusters Score: Raw -180784.850672 + Penalty 3473.520468 = -177311.330204 nChanged 4 SP:Iteration 12Q (34850.610000 sec): 3 clusters Score: Raw -180787.032262 + Penalty 3473.520468 = -177313.511794 nChanged 3 SP:Iteration 13Q (34850.610000 sec): 3 clusters Score: Raw -180788.933814 + Penalty 3473.520468 = -177315.413346 nChanged 1 SP:Iteration 14Q (34850.620000 sec): 3 clusters Score: Raw -180790.169345 + Penalty 3473.520468 = -177316.648878 nChanged 0 SP:Iteration 15F (34850.620000 sec): 3 clusters Score: Raw -180790.169345 + Penalty 3473.520468 = -177316.648878 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.630000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.630000 sec): 3 clusters Score: Raw -29248.038054 + Penalty 2630.439234 = -26617.598819 nChanged 21 SP:Iteration 1F (34850.630000 sec): 3 clusters Score: Raw -29387.158885 + Penalty 2630.439234 = -26756.719650 nChanged 8 SP:Iteration 2Q (34850.630000 sec): 3 clusters Score: Raw -29458.638054 + Penalty 2630.439234 = -26828.198819 nChanged 7 SP:Iteration 3Q (34850.630000 sec): 3 clusters Score: Raw -29498.955817 + Penalty 2630.439234 = -26868.516582 nChanged 6 SP:Iteration 4Q (34850.630000 sec): 3 clusters Score: Raw -29527.290442 + Penalty 2630.439234 = -26896.851208 nChanged 1 SP:Iteration 5Q (34850.630000 sec): 3 clusters Score: Raw -29530.072489 + Penalty 2630.439234 = -26899.633254 nChanged 0 SP:Iteration 6F (34850.630000 sec): 3 clusters Score: Raw -29530.072489 + Penalty 2630.439234 = -26899.633254 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.650000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.650000 sec): 3 clusters Score: Raw -117312.102286 + Penalty 3290.778145 = -114021.324140 nChanged 153 SP:Iteration 1F (34850.650000 sec): 3 clusters Score: Raw -117525.459755 + Penalty 3290.778145 = -114234.681610 nChanged 44 SP:Iteration 2F (34850.650000 sec): 3 clusters Score: Raw -117622.000032 + Penalty 3290.778145 = -114331.221886 nChanged 30 SP:Iteration 3Q (34850.660000 sec): 3 clusters Score: Raw -117703.032093 + Penalty 3290.778145 = -114412.253947 nChanged 22 SP:Iteration 4Q (34850.660000 sec): 3 clusters Score: Raw -117762.138357 + Penalty 3290.778145 = -114471.360211 nChanged 17 SP:Iteration 5Q (34850.660000 sec): 3 clusters Score: Raw -117831.724597 + Penalty 3290.778145 = -114540.946452 nChanged 18 SP:Iteration 6Q (34850.670000 sec): 3 clusters Score: Raw -117866.184288 + Penalty 3290.778145 = -114575.406142 nChanged 21 SP:Iteration 7Q (34850.670000 sec): 3 clusters Score: Raw -117912.271449 + Penalty 3290.778145 = -114621.493303 nChanged 18 SP:Iteration 8Q (34850.670000 sec): 3 clusters Score: Raw -117949.555725 + Penalty 3290.778145 = -114658.777580 nChanged 24 SP:Iteration 9Q (34850.670000 sec): 3 clusters Score: Raw -117993.642260 + Penalty 3290.778145 = -114702.864115 nChanged 17 SP:Iteration 10Q (34850.680000 sec): 3 clusters Score: Raw -118024.611409 + Penalty 3290.778145 = -114733.833264 nChanged 13 SP:Iteration 11Q (34850.680000 sec): 3 clusters Score: Raw -118048.395104 + Penalty 3290.778145 = -114757.616958 nChanged 10 SP:Iteration 12Q (34850.680000 sec): 3 clusters Score: Raw -118063.569473 + Penalty 3290.778145 = -114772.791328 nChanged 9 SP:Iteration 13Q (34850.690000 sec): 3 clusters Score: Raw -118081.356820 + Penalty 3290.778145 = -114790.578675 nChanged 6 SP:Iteration 14Q (34850.690000 sec): 3 clusters Score: Raw -118094.196151 + Penalty 3290.778145 = -114803.418006 nChanged 8 SP:Iteration 15Q (34850.690000 sec): 3 clusters Score: Raw -118112.116850 + Penalty 3290.778145 = -114821.338704 nChanged 8 SP:Iteration 16Q (34850.690000 sec): 3 clusters Score: Raw -118121.148244 + Penalty 3290.778145 = -114830.370099 nChanged 2 SP:Iteration 17Q (34850.700000 sec): 3 clusters Score: Raw -118123.453023 + Penalty 3290.778145 = -114832.674877 nChanged 2 SP:Iteration 18Q (34850.700000 sec): 3 clusters Score: Raw -118127.134507 + Penalty 3290.778145 = -114836.356362 nChanged 4 SP:Iteration 19Q (34850.700000 sec): 3 clusters Score: Raw -118134.706398 + Penalty 3290.778145 = -114843.928252 nChanged 5 SP:Iteration 20F (34850.710000 sec): 3 clusters Score: Raw -118141.235180 + Penalty 3290.778145 = -114850.457034 nChanged 4 SP:Iteration 21Q (34850.710000 sec): 3 clusters Score: Raw -118146.069609 + Penalty 3290.778145 = -114855.291464 nChanged 3 SP:Iteration 22Q (34850.710000 sec): 3 clusters Score: Raw -118148.961779 + Penalty 3290.778145 = -114858.183633 nChanged 2 SP:Iteration 23Q (34850.710000 sec): 3 clusters Score: Raw -118152.586626 + Penalty 3290.778145 = -114861.808481 nChanged 0 SP:Iteration 24F (34850.720000 sec): 3 clusters Score: Raw -118152.586626 + Penalty 3290.778145 = -114861.808481 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.730000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.730000 sec): 3 clusters Score: Raw -127615.287460 + Penalty 3297.896337 = -124317.391123 nChanged 185 SP:Iteration 1F (34850.730000 sec): 3 clusters Score: Raw -127900.287334 + Penalty 3297.896337 = -124602.390997 nChanged 61 SP:Iteration 2F (34850.730000 sec): 3 clusters Score: Raw -128017.700373 + Penalty 3297.896337 = -124719.804036 nChanged 29 SP:Iteration 3Q (34850.740000 sec): 3 clusters Score: Raw -128070.110340 + Penalty 3297.896337 = -124772.214004 nChanged 20 SP:Iteration 4Q (34850.740000 sec): 3 clusters Score: Raw -128097.812110 + Penalty 3297.896337 = -124799.915773 nChanged 13 SP:Iteration 5Q (34850.750000 sec): 3 clusters Score: Raw -128128.648104 + Penalty 3297.896337 = -124830.751767 nChanged 14 SP:Iteration 6Q (34850.750000 sec): 3 clusters Score: Raw -128181.168440 + Penalty 3297.896337 = -124883.272104 nChanged 15 SP:Iteration 7Q (34850.750000 sec): 3 clusters Score: Raw -128228.205346 + Penalty 3297.896337 = -124930.309009 nChanged 14 SP:Iteration 8Q (34850.750000 sec): 3 clusters Score: Raw -128255.475104 + Penalty 3297.896337 = -124957.578767 nChanged 10 SP:Iteration 9Q (34850.750000 sec): 3 clusters Score: Raw -128285.835061 + Penalty 3297.896337 = -124987.938724 nChanged 11 SP:Iteration 10Q (34850.760000 sec): 3 clusters Score: Raw -128308.736409 + Penalty 3297.896337 = -125010.840072 nChanged 5 SP:Iteration 11Q (34850.760000 sec): 3 clusters Score: Raw -128317.147705 + Penalty 3297.896337 = -125019.251369 nChanged 5 SP:Iteration 12Q (34850.760000 sec): 3 clusters Score: Raw -128324.506389 + Penalty 3297.896337 = -125026.610053 nChanged 3 SP:Iteration 13Q (34850.770000 sec): 3 clusters Score: Raw -128330.132676 + Penalty 3297.896337 = -125032.236340 nChanged 1 SP:Iteration 14Q (34850.770000 sec): 3 clusters Score: Raw -128333.040941 + Penalty 3297.896337 = -125035.144605 nChanged 0 SP:Iteration 15F (34850.770000 sec): 3 clusters Score: Raw -128333.040941 + Penalty 3297.896337 = -125035.144605 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.780000 sec): 2 clusters Score: Raw -33988.238500 + Penalty 1346.477716 = -32641.760784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.780000 sec): 3 clusters Score: Raw -34347.427246 + Penalty 2692.955432 = -31654.471814 nChanged 31 SP:Iteration 1F (34850.780000 sec): 3 clusters Score: Raw -34460.757153 + Penalty 2692.955432 = -31767.801721 nChanged 11 SP:Iteration 2Q (34850.780000 sec): 3 clusters Score: Raw -34506.961120 + Penalty 2692.955432 = -31814.005688 nChanged 4 SP:Iteration 3Q (34850.790000 sec): 3 clusters Score: Raw -34519.033349 + Penalty 2692.955432 = -31826.077917 nChanged 0 SP:Iteration 4F (34850.790000 sec): 3 clusters Score: Raw -34519.033349 + Penalty 2692.955432 = -31826.077917 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.790000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.790000 sec): 3 clusters Score: Raw -23303.071056 + Penalty 2817.365614 = -20485.705442 nChanged 48 SP:Iteration 1F (34850.800000 sec): 3 clusters Score: Raw -23490.760527 + Penalty 2817.365614 = -20673.394913 nChanged 11 SP:Iteration 2Q (34850.800000 sec): 3 clusters Score: Raw -23527.867290 + Penalty 2817.365614 = -20710.501676 nChanged 5 SP:Iteration 3Q (34850.800000 sec): 3 clusters Score: Raw -23548.547688 + Penalty 2817.365614 = -20731.182074 nChanged 6 SP:Iteration 4Q (34850.800000 sec): 3 clusters Score: Raw -23623.128562 + Penalty 2817.365614 = -20805.762948 nChanged 9 SP:Iteration 5Q (34850.800000 sec): 3 clusters Score: Raw -23682.504690 + Penalty 2817.365614 = -20865.139075 nChanged 5 SP:Iteration 6Q (34850.800000 sec): 3 clusters Score: Raw -23715.786162 + Penalty 2817.365614 = -20898.420548 nChanged 3 SP:Iteration 7Q (34850.800000 sec): 3 clusters Score: Raw -23734.784585 + Penalty 2817.365614 = -20917.418970 nChanged 1 SP:Iteration 8Q (34850.800000 sec): 3 clusters Score: Raw -23745.037996 + Penalty 2817.365614 = -20927.672381 nChanged 2 SP:Iteration 9Q (34850.810000 sec): 3 clusters Score: Raw -23750.280933 + Penalty 2817.365614 = -20932.915319 nChanged 0 SP:Iteration 10F (34850.810000 sec): 3 clusters Score: Raw -23750.280933 + Penalty 2817.365614 = -20932.915319 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.810000 sec): 2 clusters Score: Raw -52814.489240 + Penalty 1465.204569 = -51349.284671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.810000 sec): 3 clusters Score: Raw -53019.670064 + Penalty 2930.409137 = -50089.260926 nChanged 54 SP:Iteration 1F (34850.820000 sec): 3 clusters Score: Raw -53174.776394 + Penalty 2930.409137 = -50244.367256 nChanged 17 SP:Iteration 2Q (34850.820000 sec): 3 clusters Score: Raw -53268.133999 + Penalty 2930.409137 = -50337.724862 nChanged 12 SP:Iteration 3Q (34850.820000 sec): 3 clusters Score: Raw -53308.264107 + Penalty 2930.409137 = -50377.854969 nChanged 6 SP:Iteration 4Q (34850.820000 sec): 3 clusters Score: Raw -53336.036018 + Penalty 2930.409137 = -50405.626881 nChanged 9 SP:Iteration 5Q (34850.820000 sec): 3 clusters Score: Raw -53369.369895 + Penalty 2930.409137 = -50438.960758 nChanged 6 SP:Iteration 6Q (34850.830000 sec): 3 clusters Score: Raw -53381.038940 + Penalty 2930.409137 = -50450.629802 nChanged 3 SP:Iteration 7Q (34850.830000 sec): 3 clusters Score: Raw -53384.455981 + Penalty 2930.409137 = -50454.046844 nChanged 5 SP:Iteration 8Q (34850.830000 sec): 3 clusters Score: Raw -53395.078751 + Penalty 2930.409137 = -50464.669614 nChanged 6 SP:Iteration 9Q (34850.830000 sec): 3 clusters Score: Raw -53410.558711 + Penalty 2930.409137 = -50480.149573 nChanged 8 SP:Iteration 10Q (34850.830000 sec): 3 clusters Score: Raw -53432.820267 + Penalty 2930.409137 = -50502.411130 nChanged 8 SP:Iteration 11Q (34850.830000 sec): 3 clusters Score: Raw -53471.478000 + Penalty 2930.409137 = -50541.068863 nChanged 6 SP:Iteration 12Q (34850.830000 sec): 3 clusters Score: Raw -53490.709030 + Penalty 2930.409137 = -50560.299892 nChanged 10 SP:Iteration 13Q (34850.830000 sec): 3 clusters Score: Raw -53569.065561 + Penalty 2930.409137 = -50638.656424 nChanged 10 SP:Iteration 14Q (34850.830000 sec): 3 clusters Score: Raw -53603.722569 + Penalty 2930.409137 = -50673.313432 nChanged 9 SP:Iteration 15Q (34850.840000 sec): 3 clusters Score: Raw -53672.814805 + Penalty 2930.409137 = -50742.405668 nChanged 5 SP:Iteration 16Q (34850.840000 sec): 3 clusters Score: Raw -53693.043149 + Penalty 2930.409137 = -50762.634012 nChanged 4 SP:Iteration 17Q (34850.840000 sec): 3 clusters Score: Raw -53712.753236 + Penalty 2930.409137 = -50782.344099 nChanged 1 SP:Iteration 18Q (34850.840000 sec): 3 clusters Score: Raw -53723.818000 + Penalty 2930.409137 = -50793.408862 nChanged 1 SP:Iteration 19Q (34850.840000 sec): 3 clusters Score: Raw -53733.217261 + Penalty 2930.409137 = -50802.808123 nChanged 0 SP:Iteration 20F (34850.840000 sec): 3 clusters Score: Raw -53733.217261 + Penalty 2930.409137 = -50802.808123 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.850000 sec): 2 clusters Score: Raw -76050.003428 + Penalty 1529.544090 = -74520.459338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.850000 sec): 3 clusters Score: Raw -76116.115997 + Penalty 3059.088179 = -73057.027817 nChanged 83 SP:Iteration 1F (34850.850000 sec): 3 clusters Score: Raw -76249.867072 + Penalty 3059.088179 = -73190.778892 nChanged 22 SP:Iteration 2Q (34850.860000 sec): 3 clusters Score: Raw -76299.171650 + Penalty 3059.088179 = -73240.083470 nChanged 10 SP:Iteration 3Q (34850.860000 sec): 3 clusters Score: Raw -76329.647858 + Penalty 3059.088179 = -73270.559678 nChanged 7 SP:Iteration 4Q (34850.860000 sec): 3 clusters Score: Raw -76341.140253 + Penalty 3059.088179 = -73282.052074 nChanged 4 SP:Iteration 5Q (34850.860000 sec): 3 clusters Score: Raw -76347.814170 + Penalty 3059.088179 = -73288.725990 nChanged 2 SP:Iteration 6Q (34850.870000 sec): 3 clusters Score: Raw -76350.496479 + Penalty 3059.088179 = -73291.408300 nChanged 0 SP:Iteration 7F (34850.870000 sec): 3 clusters Score: Raw -76350.496479 + Penalty 3059.088179 = -73291.408300 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.870000 sec): 2 clusters Score: Raw -45399.460955 + Penalty 1462.494159 = -43936.966796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.880000 sec): 3 clusters Score: Raw -45821.893895 + Penalty 2924.988318 = -42896.905576 nChanged 111 SP:Iteration 1F (34850.880000 sec): 3 clusters Score: Raw -46135.496167 + Penalty 2924.988318 = -43210.507849 nChanged 26 SP:Iteration 2F (34850.880000 sec): 3 clusters Score: Raw -46340.361044 + Penalty 2924.988318 = -43415.372725 nChanged 17 SP:Iteration 3Q (34850.880000 sec): 3 clusters Score: Raw -46388.752763 + Penalty 2924.988318 = -43463.764445 nChanged 12 SP:Iteration 4Q (34850.880000 sec): 3 clusters Score: Raw -46451.781204 + Penalty 2924.988318 = -43526.792885 nChanged 8 SP:Iteration 5Q (34850.880000 sec): 3 clusters Score: Raw -46471.227663 + Penalty 2924.988318 = -43546.239344 nChanged 6 SP:Iteration 6Q (34850.890000 sec): 3 clusters Score: Raw -46479.214356 + Penalty 2924.988318 = -43554.226038 nChanged 5 SP:Iteration 7Q (34850.890000 sec): 3 clusters Score: Raw -46485.200985 + Penalty 2924.988318 = -43560.212666 nChanged 3 SP:Iteration 8Q (34850.890000 sec): 3 clusters Score: Raw -46487.476040 + Penalty 2924.988318 = -43562.487721 nChanged 4 SP:Iteration 9Q (34850.890000 sec): 3 clusters Score: Raw -46491.510967 + Penalty 2924.988318 = -43566.522649 nChanged 6 SP:Iteration 10Q (34850.890000 sec): 3 clusters Score: Raw -46500.198634 + Penalty 2924.988318 = -43575.210316 nChanged 8 SP:Iteration 11Q (34850.890000 sec): 3 clusters Score: Raw -46537.006230 + Penalty 2924.988318 = -43612.017911 nChanged 9 SP:Iteration 12Q (34850.890000 sec): 3 clusters Score: Raw -46577.884328 + Penalty 2924.988318 = -43652.896009 nChanged 5 SP:Iteration 13Q (34850.890000 sec): 3 clusters Score: Raw -46585.200041 + Penalty 2924.988318 = -43660.211722 nChanged 4 SP:Iteration 14Q (34850.890000 sec): 3 clusters Score: Raw -46607.724449 + Penalty 2924.988318 = -43682.736131 nChanged 2 SP:Iteration 15Q (34850.900000 sec): 3 clusters Score: Raw -46609.943435 + Penalty 2924.988318 = -43684.955117 nChanged 0 SP:Iteration 16F (34850.900000 sec): 3 clusters Score: Raw -46609.943435 + Penalty 2924.988318 = -43684.955117 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.910000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.910000 sec): 3 clusters Score: Raw -33303.219229 + Penalty 2659.200914 = -30644.018315 nChanged 14 SP:Iteration 1F (34850.910000 sec): 3 clusters Score: Raw -33390.649808 + Penalty 2659.200914 = -30731.448894 nChanged 5 SP:Iteration 2Q (34850.910000 sec): 3 clusters Score: Raw -33405.540717 + Penalty 2659.200914 = -30746.339803 nChanged 1 SP:Iteration 3Q (34850.910000 sec): 3 clusters Score: Raw -33407.456084 + Penalty 2659.200914 = -30748.255169 nChanged 1 SP:Iteration 4Q (34850.910000 sec): 3 clusters Score: Raw -33409.983434 + Penalty 2659.200914 = -30750.782520 nChanged 0 SP:Iteration 5F (34850.910000 sec): 3 clusters Score: Raw -33409.983434 + Penalty 2659.200914 = -30750.782520 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.920000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.920000 sec): 3 clusters Score: Raw -41273.755642 + Penalty 2911.171269 = -38362.584373 nChanged 57 SP:Iteration 1F (34850.920000 sec): 3 clusters Score: Raw -41479.923196 + Penalty 2911.171269 = -38568.751927 nChanged 21 SP:Iteration 2F (34850.930000 sec): 3 clusters Score: Raw -41557.864266 + Penalty 2911.171269 = -38646.692997 nChanged 15 SP:Iteration 3Q (34850.930000 sec): 3 clusters Score: Raw -41616.840646 + Penalty 2911.171269 = -38705.669377 nChanged 9 SP:Iteration 4Q (34850.930000 sec): 3 clusters Score: Raw -41659.024325 + Penalty 2911.171269 = -38747.853057 nChanged 5 SP:Iteration 5Q (34850.930000 sec): 3 clusters Score: Raw -41671.926723 + Penalty 2911.171269 = -38760.755454 nChanged 4 SP:Iteration 6Q (34850.930000 sec): 3 clusters Score: Raw -41689.338505 + Penalty 2911.171269 = -38778.167236 nChanged 4 SP:Iteration 7Q (34850.930000 sec): 3 clusters Score: Raw -41712.440991 + Penalty 2911.171269 = -38801.269722 nChanged 3 SP:Iteration 8Q (34850.930000 sec): 3 clusters Score: Raw -41722.776508 + Penalty 2911.171269 = -38811.605239 nChanged 2 SP:Iteration 9Q (34850.930000 sec): 3 clusters Score: Raw -41735.515737 + Penalty 2911.171269 = -38824.344468 nChanged 2 SP:Iteration 10Q (34850.930000 sec): 3 clusters Score: Raw -41755.986369 + Penalty 2911.171269 = -38844.815100 nChanged 1 SP:Iteration 11Q (34850.930000 sec): 3 clusters Score: Raw -41760.568044 + Penalty 2911.171269 = -38849.396775 nChanged 2 SP:Iteration 12Q (34850.940000 sec): 3 clusters Score: Raw -41768.827112 + Penalty 2911.171269 = -38857.655844 nChanged 0 SP:Iteration 13F (34850.940000 sec): 3 clusters Score: Raw -41768.827112 + Penalty 2911.171269 = -38857.655844 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.950000 sec): 2 clusters Score: Raw -34376.430190 + Penalty 1358.162961 = -33018.267229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.950000 sec): 3 clusters Score: Raw -34640.632854 + Penalty 2716.325922 = -31924.306932 nChanged 31 SP:Iteration 1F (34850.950000 sec): 3 clusters Score: Raw -34777.392284 + Penalty 2716.325922 = -32061.066362 nChanged 8 SP:Iteration 2Q (34850.950000 sec): 3 clusters Score: Raw -34807.201586 + Penalty 2716.325922 = -32090.875664 nChanged 2 SP:Iteration 3Q (34850.950000 sec): 3 clusters Score: Raw -34814.563556 + Penalty 2716.325922 = -32098.237634 nChanged 0 SP:Iteration 4F (34850.950000 sec): 3 clusters Score: Raw -34814.563556 + Penalty 2716.325922 = -32098.237634 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 62 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34850.960000 sec): 2 clusters Score: Raw -33054.189356 + Penalty 1360.229640 = -31693.959717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34850.960000 sec): 3 clusters Score: Raw -33286.577581 + Penalty 2720.459279 = -30566.118302 nChanged 26 SP:Iteration 1F (34850.960000 sec): 3 clusters Score: Raw -33399.363057 + Penalty 2720.459279 = -30678.903778 nChanged 8 SP:Iteration 2Q (34850.960000 sec): 3 clusters Score: Raw -33435.332120 + Penalty 2720.459279 = -30714.872841 nChanged 1 SP:Iteration 3Q (34850.960000 sec): 3 clusters Score: Raw -33442.859450 + Penalty 2720.459279 = -30722.400171 nChanged 1 SP:Iteration 4Q (34850.960000 sec): 3 clusters Score: Raw -33448.055635 + Penalty 2720.459279 = -30727.596356 nChanged 1 SP:Iteration 5Q (34850.970000 sec): 3 clusters Score: Raw -33454.467462 + Penalty 2720.459279 = -30734.008183 nChanged 1 SP:Iteration 6Q (34850.970000 sec): 3 clusters Score: Raw -33461.949950 + Penalty 2720.459279 = -30741.490671 nChanged 3 SP:Iteration 7Q (34850.970000 sec): 3 clusters Score: Raw -33488.691561 + Penalty 2720.459279 = -30768.232282 nChanged 2 SP:Iteration 8Q (34850.970000 sec): 3 clusters Score: Raw -33509.791564 + Penalty 2720.459279 = -30789.332285 nChanged 1 SP:Iteration 9Q (34850.970000 sec): 3 clusters Score: Raw -33518.291907 + Penalty 2720.459279 = -30797.832628 nChanged 1 SP:Iteration 10Q (34850.970000 sec): 3 clusters Score: Raw -33528.394564 + Penalty 2720.459279 = -30807.935285 nChanged 0 SP:Iteration 11F (34850.970000 sec): 3 clusters Score: Raw -33528.394564 + Penalty 2720.459279 = -30807.935285 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 63 (8798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (34851.010000 sec): 2 clusters Score: Raw -1581076.728425 + Penalty 2252.405366 = -1578824.323059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (34851.050000 sec): 3 clusters Score: Raw -1576487.474312 + Penalty 4504.810732 = -1571982.663580 nChanged 3600 SP:Iteration 1F (34851.090000 sec): 3 clusters Score: Raw -1578404.139542 + Penalty 4504.810732 = -1573899.328810 nChanged 611 SP:Iteration 2F (34851.120000 sec): 3 clusters Score: Raw -1578724.096712 + Penalty 4504.810732 = -1574219.285979 nChanged 453 SP:Iteration 3F (34851.160000 sec): 3 clusters Score: Raw -1578961.444493 + Penalty 4504.810732 = -1574456.633761 nChanged 406 SP:Iteration 4Q (34851.190000 sec): 3 clusters Score: Raw -1579170.188261 + Penalty 4504.810732 = -1574665.377529 nChanged 378 SP:Iteration 5Q (34851.220000 sec): 3 clusters Score: Raw -1579388.124521 + Penalty 4504.810732 = -1574883.313789 nChanged 389 SP:Iteration 6Q (34851.260000 sec): 3 clusters Score: Raw -1579646.901049 + Penalty 4504.810732 = -1575142.090316 nChanged 415 SP:Iteration 7Q (34851.300000 sec): 3 clusters Score: Raw -1579951.942691 + Penalty 4504.810732 = -1575447.131959 nChanged 378 SP:Iteration 8Q (34851.330000 sec): 3 clusters Score: Raw -1580217.209477 + Penalty 4504.810732 = -1575712.398745 nChanged 328 SP:Iteration 9Q (34851.360000 sec): 3 clusters Score: Raw -1580464.715893 + Penalty 4504.810732 = -1575959.905160 nChanged 263 SP:Iteration 10Q (34851.400000 sec): 3 clusters Score: Raw -1580686.390020 + Penalty 4504.810732 = -1576181.579288 nChanged 234 SP:Iteration 11Q (34851.430000 sec): 3 clusters Score: Raw -1580891.362292 + Penalty 4504.810732 = -1576386.551560 nChanged 181 SP:Iteration 12Q (34851.460000 sec): 3 clusters Score: Raw -1581030.233075 + Penalty 4504.810732 = -1576525.422343 nChanged 147 SP:Iteration 13Q (34851.500000 sec): 3 clusters Score: Raw -1581154.907227 + Penalty 4504.810732 = -1576650.096495 nChanged 108 SP:Iteration 14Q (34851.520000 sec): 3 clusters Score: Raw -1581256.797040 + Penalty 4504.810732 = -1576751.986308 nChanged 85 SP:Iteration 15Q (34851.550000 sec): 3 clusters Score: Raw -1581324.603558 + Penalty 4504.810732 = -1576819.792826 nChanged 56 SP:Iteration 16Q (34851.580000 sec): 3 clusters Score: Raw -1581367.099281 + Penalty 4504.810732 = -1576862.288549 nChanged 43 SP:Iteration 17Q (34851.610000 sec): 3 clusters Score: Raw -1581396.062504 + Penalty 4504.810732 = -1576891.251772 nChanged 34 SP:Iteration 18Q (34851.640000 sec): 3 clusters Score: Raw -1581412.666185 + Penalty 4504.810732 = -1576907.855453 nChanged 20 SP:Iteration 19Q (34851.660000 sec): 3 clusters Score: Raw -1581421.459704 + Penalty 4504.810732 = -1576916.648971 nChanged 10 SP:Iteration 20F (34851.700000 sec): 3 clusters Score: Raw -1581428.572509 + Penalty 4504.810732 = -1576923.761776 nChanged 20 SP:Iteration 21Q (34851.730000 sec): 3 clusters Score: Raw -1581440.334291 + Penalty 4504.810732 = -1576935.523559 nChanged 14 SP:Iteration 22Q (34851.750000 sec): 3 clusters Score: Raw -1581448.408671 + Penalty 4504.810732 = -1576943.597939 nChanged 10 SP:Iteration 23Q (34851.780000 sec): 3 clusters Score: Raw -1581453.471406 + Penalty 4504.810732 = -1576948.660674 nChanged 9 SP:Iteration 24Q (34851.810000 sec): 3 clusters Score: Raw -1581457.971032 + Penalty 4504.810732 = -1576953.160300 nChanged 9 SP:Iteration 25Q (34851.840000 sec): 3 clusters Score: Raw -1581462.694109 + Penalty 4504.810732 = -1576957.883377 nChanged 7 SP:Iteration 26Q (34851.860000 sec): 3 clusters Score: Raw -1581467.125511 + Penalty 4504.810732 = -1576962.314779 nChanged 8 SP:Iteration 27Q (34851.890000 sec): 3 clusters Score: Raw -1581470.929213 + Penalty 4504.810732 = -1576966.118481 nChanged 9 SP:Iteration 28Q (34851.920000 sec): 3 clusters Score: Raw -1581474.054019 + Penalty 4504.810732 = -1576969.243287 nChanged 3 SP:Iteration 29Q (34851.940000 sec): 3 clusters Score: Raw -1581474.812373 + Penalty 4504.810732 = -1576970.001641 nChanged 2 SP:Iteration 30Q (34851.970000 sec): 3 clusters Score: Raw -1581476.196887 + Penalty 4504.810732 = -1576971.386155 nChanged 3 SP:Iteration 31Q (34852.000000 sec): 3 clusters Score: Raw -1581477.306702 + Penalty 4504.810732 = -1576972.495970 nChanged 3 SP:Iteration 32Q (34852.020000 sec): 3 clusters Score: Raw -1581478.640522 + Penalty 4504.810732 = -1576973.829790 nChanged 4 SP:Iteration 33Q (34852.050000 sec): 3 clusters Score: Raw -1581481.325728 + Penalty 4504.810732 = -1576976.514996 nChanged 5 SP:Iteration 34Q (34852.080000 sec): 3 clusters Score: Raw -1581483.073292 + Penalty 4504.810732 = -1576978.262560 nChanged 3 SP:Iteration 35Q (34852.100000 sec): 3 clusters Score: Raw -1581484.052664 + Penalty 4504.810732 = -1576979.241932 nChanged 4 SP:Iteration 36Q (34852.130000 sec): 3 clusters Score: Raw -1581485.836769 + Penalty 4504.810732 = -1576981.026037 nChanged 3 SP:Iteration 37Q (34852.160000 sec): 3 clusters Score: Raw -1581487.554120 + Penalty 4504.810732 = -1576982.743388 nChanged 2 SP:Iteration 38Q (34852.180000 sec): 3 clusters Score: Raw -1581489.046341 + Penalty 4504.810732 = -1576984.235609 nChanged 3 SP:Iteration 39Q (34852.210000 sec): 3 clusters Score: Raw -1581490.161308 + Penalty 4504.810732 = -1576985.350575 nChanged 0 SP:Iteration 40F (34852.240000 sec): 3 clusters Score: Raw -1581490.161308 + Penalty 4504.810732 = -1576985.350575 nChanged 0 Iteration 579Q (34894.050000 sec): 64 clusters Score: Raw -378653930.101348 + Penalty 228068.176748 = -378425861.924600 nChanged 15 Iteration 580F (35093.020000 sec): 64 clusters Score: Raw -378653930.244313 + Penalty 228068.176748 = -378425862.067566 nChanged 12 Iteration 581Q (35134.960000 sec): 64 clusters Score: Raw -378653930.396565 + Penalty 228068.176748 = -378425862.219817 nChanged 9 Iteration 582Q (35176.890000 sec): 64 clusters Score: Raw -378653930.522193 + Penalty 228068.176748 = -378425862.345445 nChanged 10 Iteration 583Q (35218.610000 sec): 64 clusters Score: Raw -378653930.585751 + Penalty 228068.176748 = -378425862.409003 nChanged 9 Iteration 584Q (35260.310000 sec): 64 clusters Score: Raw -378653930.668790 + Penalty 228068.176748 = -378425862.492042 nChanged 8 Iteration 585Q (35302.020000 sec): 64 clusters Score: Raw -378653930.719117 + Penalty 228068.176748 = -378425862.542369 nChanged 11 Iteration 586Q (35343.730000 sec): 64 clusters Score: Raw -378653930.785155 + Penalty 228068.176748 = -378425862.608407 nChanged 9 Iteration 587Q (35385.430000 sec): 64 clusters Score: Raw -378653930.865204 + Penalty 228068.176748 = -378425862.688456 nChanged 15 Iteration 588Q (35427.140000 sec): 64 clusters Score: Raw -378653930.992602 + Penalty 228068.176748 = -378425862.815854 nChanged 17 Iteration 589Q (35468.850000 sec): 64 clusters Score: Raw -378653931.096051 + Penalty 228068.176748 = -378425862.919303 nChanged 20 Iteration 590Q (35510.580000 sec): 64 clusters Score: Raw -378653931.192313 + Penalty 228068.176748 = -378425863.015565 nChanged 20 Iteration 591Q (35552.290000 sec): 64 clusters Score: Raw -378653931.406582 + Penalty 228068.176748 = -378425863.229834 nChanged 27 Iteration 592Q (35594.010000 sec): 64 clusters Score: Raw -378653931.550043 + Penalty 228068.176748 = -378425863.373295 nChanged 18 Iteration 593Q (35635.750000 sec): 64 clusters Score: Raw -378653931.616222 + Penalty 228068.176748 = -378425863.439474 nChanged 12 Iteration 594Q (35677.480000 sec): 64 clusters Score: Raw -378653931.662248 + Penalty 228068.176748 = -378425863.485500 nChanged 19 Iteration 595Q (35719.220000 sec): 64 clusters Score: Raw -378653931.777220 + Penalty 228068.176748 = -378425863.600472 nChanged 18 Iteration 596Q (35760.960000 sec): 64 clusters Score: Raw -378653931.855309 + Penalty 228068.176748 = -378425863.678561 nChanged 9 Iteration 597Q (35802.700000 sec): 64 clusters Score: Raw -378653931.874245 + Penalty 228068.176748 = -378425863.697497 nChanged 15 Iteration 598Q (35844.420000 sec): 64 clusters Score: Raw -378653931.911906 + Penalty 228068.176748 = -378425863.735158 nChanged 15 Iteration 599Q (35886.140000 sec): 64 clusters Score: Raw -378653931.952631 + Penalty 228068.176748 = -378425863.775883 nChanged 15 Iteration 600F (36085.440000 sec): 64 clusters Score: Raw -378653931.985363 + Penalty 228068.176748 = -378425863.808615 nChanged 15 Iteration 601Q (36127.360000 sec): 64 clusters Score: Raw -378653932.017723 + Penalty 228068.176748 = -378425863.840975 nChanged 16 Iteration 602Q (36169.120000 sec): 64 clusters Score: Raw -378653932.055315 + Penalty 228068.176748 = -378425863.878567 nChanged 17 Iteration 603Q (36210.830000 sec): 64 clusters Score: Raw -378653932.094881 + Penalty 228068.176748 = -378425863.918133 nChanged 11 Iteration 604Q (36252.540000 sec): 64 clusters Score: Raw -378653932.115459 + Penalty 228068.176748 = -378425863.938711 nChanged 5 Iteration 605Q (36294.260000 sec): 64 clusters Score: Raw -378653932.124945 + Penalty 228068.176748 = -378425863.948197 nChanged 4 Iteration 606Q (36335.980000 sec): 64 clusters Score: Raw -378653932.135296 + Penalty 228068.176748 = -378425863.958548 nChanged 10 Iteration 607Q (36377.710000 sec): 64 clusters Score: Raw -378653932.157085 + Penalty 228068.176748 = -378425863.980337 nChanged 10 Iteration 608Q (36419.500000 sec): 64 clusters Score: Raw -378653932.175369 + Penalty 228068.176748 = -378425863.998621 nChanged 5 Iteration 609Q (36461.290000 sec): 64 clusters Score: Raw -378653932.188486 + Penalty 228068.176748 = -378425864.011738 nChanged 8 Iteration 610Q (36503.070000 sec): 64 clusters Score: Raw -378653932.208945 + Penalty 228068.176748 = -378425864.032197 nChanged 8 Iteration 611Q (36544.870000 sec): 64 clusters Score: Raw -378653932.222390 + Penalty 228068.176748 = -378425864.045642 nChanged 2 Iteration 612Q (36586.650000 sec): 64 clusters Score: Raw -378653932.226279 + Penalty 228068.176748 = -378425864.049531 nChanged 3 Iteration 613Q (36628.440000 sec): 64 clusters Score: Raw -378653932.233990 + Penalty 228068.176748 = -378425864.057242 nChanged 6 Iteration 614Q (36670.240000 sec): 64 clusters Score: Raw -378653932.244209 + Penalty 228068.176748 = -378425864.067461 nChanged 5 Iteration 615Q (36712.030000 sec): 64 clusters Score: Raw -378653932.253865 + Penalty 228068.176748 = -378425864.077117 nChanged 4 Iteration 616Q (36753.810000 sec): 64 clusters Score: Raw -378653932.259595 + Penalty 228068.176748 = -378425864.082847 nChanged 2 Iteration 617Q (36795.590000 sec): 64 clusters Score: Raw -378653932.263307 + Penalty 228068.176748 = -378425864.086559 nChanged 1 Iteration 618Q (36837.380000 sec): 64 clusters Score: Raw -378653932.265278 + Penalty 228068.176748 = -378425864.088530 nChanged 1 Writing temp clu file Because OldScore, -378425864.086559, is greater than current (better) Score,-378425864.088530 Compute initial score before splitting: Score: Raw -378653932.265278 + Penalty 228068.176748 = -378425864.088530 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36837.790000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36837.790000 sec): 3 clusters Score: Raw -81510.229649 + Penalty 3104.752406 = -78405.477243 nChanged 105 SP:Iteration 1F (36837.790000 sec): 3 clusters Score: Raw -81693.357857 + Penalty 3104.752406 = -78588.605451 nChanged 16 SP:Iteration 2Q (36837.800000 sec): 3 clusters Score: Raw -81728.489606 + Penalty 3104.752406 = -78623.737200 nChanged 7 SP:Iteration 3Q (36837.800000 sec): 3 clusters Score: Raw -81746.916186 + Penalty 3104.752406 = -78642.163780 nChanged 6 SP:Iteration 4Q (36837.800000 sec): 3 clusters Score: Raw -81772.000761 + Penalty 3104.752406 = -78667.248355 nChanged 9 SP:Iteration 5Q (36837.800000 sec): 3 clusters Score: Raw -81788.675724 + Penalty 3104.752406 = -78683.923318 nChanged 8 SP:Iteration 6Q (36837.800000 sec): 3 clusters Score: Raw -81801.823201 + Penalty 3104.752406 = -78697.070795 nChanged 2 SP:Iteration 7Q (36837.800000 sec): 3 clusters Score: Raw -81805.149526 + Penalty 3104.752406 = -78700.397119 nChanged 0 SP:Iteration 8F (36837.810000 sec): 3 clusters Score: Raw -81805.149526 + Penalty 3104.752406 = -78700.397119 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36837.820000 sec): 2 clusters Score: Raw -67242.775360 + Penalty 1509.520132 = -65733.255228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36837.820000 sec): 3 clusters Score: Raw -67376.138276 + Penalty 3019.040265 = -64357.098011 nChanged 59 SP:Iteration 1F (36837.820000 sec): 3 clusters Score: Raw -67572.547402 + Penalty 3019.040265 = -64553.507137 nChanged 20 SP:Iteration 2Q (36837.820000 sec): 3 clusters Score: Raw -67687.908046 + Penalty 3019.040265 = -64668.867782 nChanged 14 SP:Iteration 3Q (36837.820000 sec): 3 clusters Score: Raw -67739.028329 + Penalty 3019.040265 = -64719.988065 nChanged 13 SP:Iteration 4Q (36837.820000 sec): 3 clusters Score: Raw -67774.210058 + Penalty 3019.040265 = -64755.169793 nChanged 7 SP:Iteration 5Q (36837.820000 sec): 3 clusters Score: Raw -67791.177452 + Penalty 3019.040265 = -64772.137187 nChanged 2 SP:Iteration 6Q (36837.830000 sec): 3 clusters Score: Raw -67799.972599 + Penalty 3019.040265 = -64780.932335 nChanged 3 SP:Iteration 7Q (36837.830000 sec): 3 clusters Score: Raw -67813.648625 + Penalty 3019.040265 = -64794.608360 nChanged 1 SP:Iteration 8Q (36837.830000 sec): 3 clusters Score: Raw -67816.429955 + Penalty 3019.040265 = -64797.389690 nChanged 1 SP:Iteration 9Q (36837.830000 sec): 3 clusters Score: Raw -67818.317265 + Penalty 3019.040265 = -64799.277001 nChanged 1 SP:Iteration 10Q (36837.830000 sec): 3 clusters Score: Raw -67819.692415 + Penalty 3019.040265 = -64800.652150 nChanged 1 SP:Iteration 11Q (36837.840000 sec): 3 clusters Score: Raw -67821.960218 + Penalty 3019.040265 = -64802.919954 nChanged 1 SP:Iteration 12Q (36837.840000 sec): 3 clusters Score: Raw -67826.631703 + Penalty 3019.040265 = -64807.591439 nChanged 1 SP:Iteration 13Q (36837.840000 sec): 3 clusters Score: Raw -67828.151239 + Penalty 3019.040265 = -64809.110975 nChanged 2 SP:Iteration 14Q (36837.840000 sec): 3 clusters Score: Raw -67830.811343 + Penalty 3019.040265 = -64811.771079 nChanged 2 SP:Iteration 15Q (36837.840000 sec): 3 clusters Score: Raw -67838.995994 + Penalty 3019.040265 = -64819.955729 nChanged 4 SP:Iteration 16Q (36837.840000 sec): 3 clusters Score: Raw -67856.672127 + Penalty 3019.040265 = -64837.631862 nChanged 5 SP:Iteration 17Q (36837.840000 sec): 3 clusters Score: Raw -67875.384006 + Penalty 3019.040265 = -64856.343742 nChanged 5 SP:Iteration 18Q (36837.840000 sec): 3 clusters Score: Raw -67901.823662 + Penalty 3019.040265 = -64882.783398 nChanged 6 SP:Iteration 19Q (36837.850000 sec): 3 clusters Score: Raw -67934.916302 + Penalty 3019.040265 = -64915.876038 nChanged 3 SP:Iteration 20F (36837.850000 sec): 3 clusters Score: Raw -67947.227300 + Penalty 3019.040265 = -64928.187035 nChanged 3 SP:Iteration 21Q (36837.850000 sec): 3 clusters Score: Raw -67955.296713 + Penalty 3019.040265 = -64936.256449 nChanged 3 SP:Iteration 22Q (36837.850000 sec): 3 clusters Score: Raw -67974.632315 + Penalty 3019.040265 = -64955.592050 nChanged 6 SP:Iteration 23Q (36837.850000 sec): 3 clusters Score: Raw -68010.645500 + Penalty 3019.040265 = -64991.605236 nChanged 7 SP:Iteration 24Q (36837.860000 sec): 3 clusters Score: Raw -68070.661918 + Penalty 3019.040265 = -65051.621653 nChanged 9 SP:Iteration 25Q (36837.860000 sec): 3 clusters Score: Raw -68115.975647 + Penalty 3019.040265 = -65096.935382 nChanged 7 SP:Iteration 26Q (36837.860000 sec): 3 clusters Score: Raw -68148.880802 + Penalty 3019.040265 = -65129.840538 nChanged 3 SP:Iteration 27Q (36837.860000 sec): 3 clusters Score: Raw -68166.788679 + Penalty 3019.040265 = -65147.748415 nChanged 2 SP:Iteration 28Q (36837.860000 sec): 3 clusters Score: Raw -68186.567362 + Penalty 3019.040265 = -65167.527098 nChanged 2 SP:Iteration 29Q (36837.860000 sec): 3 clusters Score: Raw -68204.537180 + Penalty 3019.040265 = -65185.496916 nChanged 0 SP:Iteration 30F (36837.860000 sec): 3 clusters Score: Raw -68204.537180 + Penalty 3019.040265 = -65185.496916 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (226297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36838.660000 sec): 2 clusters Score: Raw -42057051.623887 + Penalty 3057.741687 = -42053993.882200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36839.600000 sec): 3 clusters Score: Raw -41908357.867352 + Penalty 6115.483373 = -41902242.383979 nChanged 108737 SP:Iteration 1F (36840.530000 sec): 3 clusters Score: Raw -41972782.070936 + Penalty 6115.483373 = -41966666.587563 nChanged 6819 SP:Iteration 2Q (36841.490000 sec): 3 clusters Score: Raw -41974532.708257 + Penalty 6115.483373 = -41968417.224884 nChanged 8320 SP:Iteration 3Q (36842.440000 sec): 3 clusters Score: Raw -41977428.234072 + Penalty 6115.483373 = -41971312.750699 nChanged 10969 SP:Iteration 4Q (36843.400000 sec): 3 clusters Score: Raw -41982703.038178 + Penalty 6115.483373 = -41976587.554805 nChanged 14925 SP:Iteration 5F (36844.330000 sec): 3 clusters Score: Raw -41992367.047315 + Penalty 6115.483373 = -41986251.563941 nChanged 19020 SP:Iteration 6F (36845.260000 sec): 3 clusters Score: Raw -42008105.324817 + Penalty 6115.483373 = -42001989.841444 nChanged 20462 SP:Iteration 7F (36846.180000 sec): 3 clusters Score: Raw -42027812.020093 + Penalty 6115.483373 = -42021696.536720 nChanged 16490 SP:Iteration 8F (36847.100000 sec): 3 clusters Score: Raw -42044623.273384 + Penalty 6115.483373 = -42038507.790011 nChanged 8867 SP:Iteration 9Q (36847.970000 sec): 3 clusters Score: Raw -42053209.365899 + Penalty 6115.483373 = -42047093.882526 nChanged 3155 SP:Iteration 10Q (36848.730000 sec): 3 clusters Score: Raw -42056028.206869 + Penalty 6115.483373 = -42049912.723496 nChanged 986 SP:Iteration 11Q (36849.430000 sec): 3 clusters Score: Raw -42056900.404134 + Penalty 6115.483373 = -42050784.920761 nChanged 291 SP:Iteration 12Q (36850.090000 sec): 3 clusters Score: Raw -42057183.414930 + Penalty 6115.483373 = -42051067.931557 nChanged 115 SP:Iteration 13Q (36850.740000 sec): 3 clusters Score: Raw -42057303.366637 + Penalty 6115.483373 = -42051187.883264 nChanged 52 SP:Iteration 14Q (36851.390000 sec): 3 clusters Score: Raw -42057361.667958 + Penalty 6115.483373 = -42051246.184585 nChanged 31 SP:Iteration 15Q (36852.030000 sec): 3 clusters Score: Raw -42057394.956319 + Penalty 6115.483373 = -42051279.472946 nChanged 26 SP:Iteration 16Q (36852.670000 sec): 3 clusters Score: Raw -42057416.683155 + Penalty 6115.483373 = -42051301.199782 nChanged 13 SP:Iteration 17Q (36853.310000 sec): 3 clusters Score: Raw -42057431.337608 + Penalty 6115.483373 = -42051315.854235 nChanged 19 SP:Iteration 18Q (36853.950000 sec): 3 clusters Score: Raw -42057446.135454 + Penalty 6115.483373 = -42051330.652081 nChanged 14 SP:Iteration 19Q (36854.590000 sec): 3 clusters Score: Raw -42057457.220066 + Penalty 6115.483373 = -42051341.736693 nChanged 7 SP:Iteration 20F (36855.500000 sec): 3 clusters Score: Raw -42057463.234195 + Penalty 6115.483373 = -42051347.750822 nChanged 5 SP:Iteration 21Q (36856.140000 sec): 3 clusters Score: Raw -42057467.800738 + Penalty 6115.483373 = -42051352.317365 nChanged 2 SP:Iteration 22Q (36856.780000 sec): 3 clusters Score: Raw -42057469.406416 + Penalty 6115.483373 = -42051353.923043 nChanged 3 SP:Iteration 23Q (36857.420000 sec): 3 clusters Score: Raw -42057471.556615 + Penalty 6115.483373 = -42051356.073242 nChanged 2 SP:Iteration 24Q (36858.060000 sec): 3 clusters Score: Raw -42057472.756659 + Penalty 6115.483373 = -42051357.273286 nChanged 1 SP:Iteration 25Q (36858.690000 sec): 3 clusters Score: Raw -42057473.153559 + Penalty 6115.483373 = -42051357.670186 nChanged 1 SP:Iteration 26Q (36859.330000 sec): 3 clusters Score: Raw -42057474.318556 + Penalty 6115.483373 = -42051358.835183 nChanged 1 SP:Iteration 27Q (36859.970000 sec): 3 clusters Score: Raw -42057476.039654 + Penalty 6115.483373 = -42051360.556281 nChanged 2 SP:Iteration 28Q (36860.600000 sec): 3 clusters Score: Raw -42057478.017364 + Penalty 6115.483373 = -42051362.533991 nChanged 0 SP:Iteration 29F (36861.520000 sec): 3 clusters Score: Raw -42057478.017364 + Penalty 6115.483373 = -42051362.533991 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36861.600000 sec): 2 clusters Score: Raw -399162.412011 + Penalty 1912.019702 = -397250.392309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36861.610000 sec): 3 clusters Score: Raw -398312.668616 + Penalty 3824.039405 = -394488.629211 nChanged 695 SP:Iteration 1F (36861.620000 sec): 3 clusters Score: Raw -398831.621095 + Penalty 3824.039405 = -395007.581690 nChanged 178 SP:Iteration 2F (36861.630000 sec): 3 clusters Score: Raw -399008.496431 + Penalty 3824.039405 = -395184.457027 nChanged 133 SP:Iteration 3F (36861.640000 sec): 3 clusters Score: Raw -399152.108399 + Penalty 3824.039405 = -395328.068995 nChanged 106 SP:Iteration 4Q (36861.640000 sec): 3 clusters Score: Raw -399342.738871 + Penalty 3824.039405 = -395518.699467 nChanged 122 SP:Iteration 5F (36861.660000 sec): 3 clusters Score: Raw -399554.930213 + Penalty 3824.039405 = -395730.890809 nChanged 123 SP:Iteration 6F (36861.660000 sec): 3 clusters Score: Raw -399756.834638 + Penalty 3824.039405 = -395932.795233 nChanged 123 SP:Iteration 7F (36861.670000 sec): 3 clusters Score: Raw -399966.464425 + Penalty 3824.039405 = -396142.425020 nChanged 104 SP:Iteration 8Q (36861.680000 sec): 3 clusters Score: Raw -400141.545659 + Penalty 3824.039405 = -396317.506254 nChanged 99 SP:Iteration 9Q (36861.690000 sec): 3 clusters Score: Raw -400262.521654 + Penalty 3824.039405 = -396438.482249 nChanged 72 SP:Iteration 10Q (36861.700000 sec): 3 clusters Score: Raw -400340.885511 + Penalty 3824.039405 = -396516.846106 nChanged 39 SP:Iteration 11Q (36861.700000 sec): 3 clusters Score: Raw -400384.174216 + Penalty 3824.039405 = -396560.134812 nChanged 30 SP:Iteration 12Q (36861.710000 sec): 3 clusters Score: Raw -400413.890570 + Penalty 3824.039405 = -396589.851165 nChanged 16 SP:Iteration 13Q (36861.720000 sec): 3 clusters Score: Raw -400429.155419 + Penalty 3824.039405 = -396605.116014 nChanged 13 SP:Iteration 14Q (36861.730000 sec): 3 clusters Score: Raw -400440.568276 + Penalty 3824.039405 = -396616.528871 nChanged 8 SP:Iteration 15Q (36861.740000 sec): 3 clusters Score: Raw -400446.280865 + Penalty 3824.039405 = -396622.241460 nChanged 7 SP:Iteration 16Q (36861.740000 sec): 3 clusters Score: Raw -400452.399205 + Penalty 3824.039405 = -396628.359800 nChanged 3 SP:Iteration 17Q (36861.750000 sec): 3 clusters Score: Raw -400454.262956 + Penalty 3824.039405 = -396630.223551 nChanged 2 SP:Iteration 18Q (36861.760000 sec): 3 clusters Score: Raw -400455.222461 + Penalty 3824.039405 = -396631.183057 nChanged 1 SP:Iteration 19Q (36861.770000 sec): 3 clusters Score: Raw -400455.811481 + Penalty 3824.039405 = -396631.772076 nChanged 2 SP:Iteration 20F (36861.780000 sec): 3 clusters Score: Raw -400457.546141 + Penalty 3824.039405 = -396633.506737 nChanged 1 SP:Iteration 21Q (36861.780000 sec): 3 clusters Score: Raw -400458.730008 + Penalty 3824.039405 = -396634.690603 nChanged 0 SP:Iteration 22F (36861.800000 sec): 3 clusters Score: Raw -400458.730008 + Penalty 3824.039405 = -396634.690603 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36861.800000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36861.800000 sec): 3 clusters Score: Raw -50798.516852 + Penalty 2868.777290 = -47929.739561 nChanged 53 SP:Iteration 1F (36861.810000 sec): 3 clusters Score: Raw -50940.443150 + Penalty 2868.777290 = -48071.665860 nChanged 16 SP:Iteration 2Q (36861.810000 sec): 3 clusters Score: Raw -51002.678526 + Penalty 2868.777290 = -48133.901236 nChanged 12 SP:Iteration 3Q (36861.810000 sec): 3 clusters Score: Raw -51119.129383 + Penalty 2868.777290 = -48250.352093 nChanged 12 SP:Iteration 4Q (36861.810000 sec): 3 clusters Score: Raw -51154.898371 + Penalty 2868.777290 = -48286.121080 nChanged 4 SP:Iteration 5Q (36861.810000 sec): 3 clusters Score: Raw -51164.111480 + Penalty 2868.777290 = -48295.334189 nChanged 3 SP:Iteration 6Q (36861.810000 sec): 3 clusters Score: Raw -51171.926915 + Penalty 2868.777290 = -48303.149624 nChanged 2 SP:Iteration 7Q (36861.810000 sec): 3 clusters Score: Raw -51177.788089 + Penalty 2868.777290 = -48309.010799 nChanged 2 SP:Iteration 8Q (36861.820000 sec): 3 clusters Score: Raw -51181.954499 + Penalty 2868.777290 = -48313.177208 nChanged 0 SP:Iteration 9F (36861.820000 sec): 3 clusters Score: Raw -51181.954499 + Penalty 2868.777290 = -48313.177208 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36861.840000 sec): 2 clusters Score: Raw -1001336.485897 + Penalty 2156.900315 = -999179.585582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36861.870000 sec): 3 clusters Score: Raw -998388.016167 + Penalty 4313.800629 = -994074.215538 nChanged 2292 SP:Iteration 1F (36861.890000 sec): 3 clusters Score: Raw -999691.713550 + Penalty 4313.800629 = -995377.912921 nChanged 418 SP:Iteration 2F (36861.920000 sec): 3 clusters Score: Raw -999918.536979 + Penalty 4313.800629 = -995604.736349 nChanged 293 SP:Iteration 3Q (36861.940000 sec): 3 clusters Score: Raw -1000046.179303 + Penalty 4313.800629 = -995732.378673 nChanged 194 SP:Iteration 4Q (36861.960000 sec): 3 clusters Score: Raw -1000122.346059 + Penalty 4313.800629 = -995808.545429 nChanged 151 SP:Iteration 5Q (36861.980000 sec): 3 clusters Score: Raw -1000186.822747 + Penalty 4313.800629 = -995873.022117 nChanged 130 SP:Iteration 6Q (36862.010000 sec): 3 clusters Score: Raw -1000247.460590 + Penalty 4313.800629 = -995933.659961 nChanged 118 SP:Iteration 7Q (36862.030000 sec): 3 clusters Score: Raw -1000296.473851 + Penalty 4313.800629 = -995982.673221 nChanged 112 SP:Iteration 8Q (36862.060000 sec): 3 clusters Score: Raw -1000342.748975 + Penalty 4313.800629 = -996028.948345 nChanged 96 SP:Iteration 9Q (36862.080000 sec): 3 clusters Score: Raw -1000377.268817 + Penalty 4313.800629 = -996063.468187 nChanged 80 SP:Iteration 10Q (36862.100000 sec): 3 clusters Score: Raw -1000405.401286 + Penalty 4313.800629 = -996091.600657 nChanged 81 SP:Iteration 11Q (36862.120000 sec): 3 clusters Score: Raw -1000435.061769 + Penalty 4313.800629 = -996121.261140 nChanged 84 SP:Iteration 12Q (36862.150000 sec): 3 clusters Score: Raw -1000466.854856 + Penalty 4313.800629 = -996153.054226 nChanged 92 SP:Iteration 13Q (36862.170000 sec): 3 clusters Score: Raw -1000502.317267 + Penalty 4313.800629 = -996188.516638 nChanged 91 SP:Iteration 14Q (36862.200000 sec): 3 clusters Score: Raw -1000534.485616 + Penalty 4313.800629 = -996220.684986 nChanged 82 SP:Iteration 15Q (36862.220000 sec): 3 clusters Score: Raw -1000567.468043 + Penalty 4313.800629 = -996253.667414 nChanged 73 SP:Iteration 16Q (36862.240000 sec): 3 clusters Score: Raw -1000595.335179 + Penalty 4313.800629 = -996281.534549 nChanged 76 SP:Iteration 17Q (36862.260000 sec): 3 clusters Score: Raw -1000626.778427 + Penalty 4313.800629 = -996312.977798 nChanged 76 SP:Iteration 18Q (36862.290000 sec): 3 clusters Score: Raw -1000659.033682 + Penalty 4313.800629 = -996345.233053 nChanged 91 SP:Iteration 19Q (36862.310000 sec): 3 clusters Score: Raw -1000699.249898 + Penalty 4313.800629 = -996385.449268 nChanged 98 SP:Iteration 20F (36862.340000 sec): 3 clusters Score: Raw -1000743.120806 + Penalty 4313.800629 = -996429.320176 nChanged 93 SP:Iteration 21Q (36862.360000 sec): 3 clusters Score: Raw -1000782.939878 + Penalty 4313.800629 = -996469.139248 nChanged 102 SP:Iteration 22Q (36862.380000 sec): 3 clusters Score: Raw -1000828.329480 + Penalty 4313.800629 = -996514.528851 nChanged 105 SP:Iteration 23Q (36862.410000 sec): 3 clusters Score: Raw -1000886.540202 + Penalty 4313.800629 = -996572.739572 nChanged 124 SP:Iteration 24Q (36862.430000 sec): 3 clusters Score: Raw -1000960.273136 + Penalty 4313.800629 = -996646.472506 nChanged 132 SP:Iteration 25Q (36862.450000 sec): 3 clusters Score: Raw -1001048.864654 + Penalty 4313.800629 = -996735.064024 nChanged 142 SP:Iteration 26Q (36862.480000 sec): 3 clusters Score: Raw -1001151.607774 + Penalty 4313.800629 = -996837.807145 nChanged 143 SP:Iteration 27Q (36862.500000 sec): 3 clusters Score: Raw -1001259.092942 + Penalty 4313.800629 = -996945.292312 nChanged 123 SP:Iteration 28Q (36862.520000 sec): 3 clusters Score: Raw -1001355.266759 + Penalty 4313.800629 = -997041.466130 nChanged 103 SP:Iteration 29Q (36862.540000 sec): 3 clusters Score: Raw -1001436.734650 + Penalty 4313.800629 = -997122.934020 nChanged 98 SP:Iteration 30Q (36862.570000 sec): 3 clusters Score: Raw -1001520.322859 + Penalty 4313.800629 = -997206.522229 nChanged 66 SP:Iteration 31Q (36862.590000 sec): 3 clusters Score: Raw -1001571.055386 + Penalty 4313.800629 = -997257.254757 nChanged 38 SP:Iteration 32Q (36862.610000 sec): 3 clusters Score: Raw -1001599.496230 + Penalty 4313.800629 = -997285.695601 nChanged 35 SP:Iteration 33Q (36862.630000 sec): 3 clusters Score: Raw -1001629.825487 + Penalty 4313.800629 = -997316.024857 nChanged 40 SP:Iteration 34Q (36862.650000 sec): 3 clusters Score: Raw -1001662.722528 + Penalty 4313.800629 = -997348.921899 nChanged 26 SP:Iteration 35Q (36862.670000 sec): 3 clusters Score: Raw -1001687.782202 + Penalty 4313.800629 = -997373.981573 nChanged 18 SP:Iteration 36Q (36862.690000 sec): 3 clusters Score: Raw -1001705.957535 + Penalty 4313.800629 = -997392.156906 nChanged 16 SP:Iteration 37Q (36862.710000 sec): 3 clusters Score: Raw -1001718.937438 + Penalty 4313.800629 = -997405.136808 nChanged 7 SP:Iteration 38Q (36862.730000 sec): 3 clusters Score: Raw -1001728.064155 + Penalty 4313.800629 = -997414.263526 nChanged 11 SP:Iteration 39Q (36862.750000 sec): 3 clusters Score: Raw -1001737.385146 + Penalty 4313.800629 = -997423.584516 nChanged 8 SP:Iteration 40F (36862.780000 sec): 3 clusters Score: Raw -1001744.554740 + Penalty 4313.800629 = -997430.754110 nChanged 7 SP:Iteration 41Q (36862.800000 sec): 3 clusters Score: Raw -1001750.461645 + Penalty 4313.800629 = -997436.661015 nChanged 5 SP:Iteration 42Q (36862.810000 sec): 3 clusters Score: Raw -1001753.928903 + Penalty 4313.800629 = -997440.128273 nChanged 1 SP:Iteration 43Q (36862.830000 sec): 3 clusters Score: Raw -1001754.629272 + Penalty 4313.800629 = -997440.828642 nChanged 1 SP:Iteration 44Q (36862.850000 sec): 3 clusters Score: Raw -1001755.155457 + Penalty 4313.800629 = -997441.354828 nChanged 0 SP:Iteration 45F (36862.880000 sec): 3 clusters Score: Raw -1001755.155457 + Penalty 4313.800629 = -997441.354828 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36862.880000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36862.890000 sec): 3 clusters Score: Raw -18662.051450 + Penalty 2491.844738 = -16170.206711 nChanged 16 SP:Iteration 1F (36862.890000 sec): 3 clusters Score: Raw -18778.649214 + Penalty 2491.844738 = -16286.804476 nChanged 8 SP:Iteration 2F (36862.890000 sec): 3 clusters Score: Raw -18832.790501 + Penalty 2491.844738 = -16340.945763 nChanged 5 SP:Iteration 3Q (36862.890000 sec): 3 clusters Score: Raw -19074.226031 + Penalty 2491.844738 = -16582.381292 nChanged 3 SP:Iteration 4Q (36862.890000 sec): 3 clusters Score: Raw -19100.866462 + Penalty 2491.844738 = -16609.021723 nChanged 0 SP:Iteration 5F (36862.890000 sec): 3 clusters Score: Raw -19100.866462 + Penalty 2491.844738 = -16609.021723 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36863.010000 sec): 2 clusters Score: Raw -5399699.588735 + Penalty 2569.082115 = -5397130.506619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36863.140000 sec): 3 clusters Score: Raw -5380723.315099 + Penalty 5138.164230 = -5375585.150869 nChanged 14276 SP:Iteration 1F (36863.260000 sec): 3 clusters Score: Raw -5388718.337113 + Penalty 5138.164230 = -5383580.172883 nChanged 1618 SP:Iteration 2F (36863.390000 sec): 3 clusters Score: Raw -5389309.040686 + Penalty 5138.164230 = -5384170.876456 nChanged 1435 SP:Iteration 3Q (36863.520000 sec): 3 clusters Score: Raw -5389902.731937 + Penalty 5138.164230 = -5384764.567707 nChanged 1508 SP:Iteration 4Q (36863.650000 sec): 3 clusters Score: Raw -5390655.262425 + Penalty 5138.164230 = -5385517.098195 nChanged 1611 SP:Iteration 5F (36863.770000 sec): 3 clusters Score: Raw -5391581.267122 + Penalty 5138.164230 = -5386443.102892 nChanged 1748 SP:Iteration 6F (36863.900000 sec): 3 clusters Score: Raw -5392713.205931 + Penalty 5138.164230 = -5387575.041701 nChanged 1893 SP:Iteration 7F (36864.030000 sec): 3 clusters Score: Raw -5394042.543820 + Penalty 5138.164230 = -5388904.379589 nChanged 1862 SP:Iteration 8F (36864.150000 sec): 3 clusters Score: Raw -5395383.211292 + Penalty 5138.164230 = -5390245.047062 nChanged 1679 SP:Iteration 9F (36864.280000 sec): 3 clusters Score: Raw -5396449.710129 + Penalty 5138.164230 = -5391311.545899 nChanged 1331 SP:Iteration 10Q (36864.400000 sec): 3 clusters Score: Raw -5397105.324266 + Penalty 5138.164230 = -5391967.160036 nChanged 997 SP:Iteration 11Q (36864.520000 sec): 3 clusters Score: Raw -5397532.712132 + Penalty 5138.164230 = -5392394.547902 nChanged 798 SP:Iteration 12Q (36864.640000 sec): 3 clusters Score: Raw -5397863.791613 + Penalty 5138.164230 = -5392725.627383 nChanged 688 SP:Iteration 13Q (36864.760000 sec): 3 clusters Score: Raw -5398138.463599 + Penalty 5138.164230 = -5393000.299369 nChanged 642 SP:Iteration 14Q (36864.880000 sec): 3 clusters Score: Raw -5398397.559744 + Penalty 5138.164230 = -5393259.395514 nChanged 601 SP:Iteration 15Q (36864.990000 sec): 3 clusters Score: Raw -5398623.897769 + Penalty 5138.164230 = -5393485.733538 nChanged 543 SP:Iteration 16Q (36865.110000 sec): 3 clusters Score: Raw -5398842.872235 + Penalty 5138.164230 = -5393704.708004 nChanged 552 SP:Iteration 17Q (36865.220000 sec): 3 clusters Score: Raw -5399063.432225 + Penalty 5138.164230 = -5393925.267994 nChanged 479 SP:Iteration 18Q (36865.330000 sec): 3 clusters Score: Raw -5399243.307535 + Penalty 5138.164230 = -5394105.143305 nChanged 416 SP:Iteration 19Q (36865.440000 sec): 3 clusters Score: Raw -5399389.344160 + Penalty 5138.164230 = -5394251.179930 nChanged 376 SP:Iteration 20F (36865.570000 sec): 3 clusters Score: Raw -5399522.545487 + Penalty 5138.164230 = -5394384.381256 nChanged 358 SP:Iteration 21Q (36865.670000 sec): 3 clusters Score: Raw -5399648.499657 + Penalty 5138.164230 = -5394510.335426 nChanged 325 SP:Iteration 22Q (36865.780000 sec): 3 clusters Score: Raw -5399773.061375 + Penalty 5138.164230 = -5394634.897145 nChanged 303 SP:Iteration 23Q (36865.890000 sec): 3 clusters Score: Raw -5399880.114601 + Penalty 5138.164230 = -5394741.950371 nChanged 248 SP:Iteration 24Q (36865.990000 sec): 3 clusters Score: Raw -5399974.544572 + Penalty 5138.164230 = -5394836.380342 nChanged 224 SP:Iteration 25Q (36866.090000 sec): 3 clusters Score: Raw -5400052.192046 + Penalty 5138.164230 = -5394914.027816 nChanged 156 SP:Iteration 26Q (36866.190000 sec): 3 clusters Score: Raw -5400104.052924 + Penalty 5138.164230 = -5394965.888694 nChanged 139 SP:Iteration 27Q (36866.300000 sec): 3 clusters Score: Raw -5400142.799811 + Penalty 5138.164230 = -5395004.635581 nChanged 107 SP:Iteration 28Q (36866.400000 sec): 3 clusters Score: Raw -5400170.761820 + Penalty 5138.164230 = -5395032.597589 nChanged 97 SP:Iteration 29Q (36866.500000 sec): 3 clusters Score: Raw -5400200.217457 + Penalty 5138.164230 = -5395062.053227 nChanged 110 SP:Iteration 30Q (36866.600000 sec): 3 clusters Score: Raw -5400236.334295 + Penalty 5138.164230 = -5395098.170064 nChanged 91 SP:Iteration 31Q (36866.700000 sec): 3 clusters Score: Raw -5400262.267464 + Penalty 5138.164230 = -5395124.103233 nChanged 73 SP:Iteration 32Q (36866.800000 sec): 3 clusters Score: Raw -5400284.111105 + Penalty 5138.164230 = -5395145.946875 nChanged 64 SP:Iteration 33Q (36866.900000 sec): 3 clusters Score: Raw -5400298.239501 + Penalty 5138.164230 = -5395160.075270 nChanged 49 SP:Iteration 34Q (36867.000000 sec): 3 clusters Score: Raw -5400309.979263 + Penalty 5138.164230 = -5395171.815032 nChanged 52 SP:Iteration 35Q (36867.090000 sec): 3 clusters Score: Raw -5400322.535791 + Penalty 5138.164230 = -5395184.371561 nChanged 39 SP:Iteration 36Q (36867.190000 sec): 3 clusters Score: Raw -5400331.317463 + Penalty 5138.164230 = -5395193.153233 nChanged 34 SP:Iteration 37Q (36867.290000 sec): 3 clusters Score: Raw -5400339.715709 + Penalty 5138.164230 = -5395201.551479 nChanged 29 SP:Iteration 38Q (36867.390000 sec): 3 clusters Score: Raw -5400345.787731 + Penalty 5138.164230 = -5395207.623501 nChanged 26 SP:Iteration 39Q (36867.490000 sec): 3 clusters Score: Raw -5400351.588848 + Penalty 5138.164230 = -5395213.424618 nChanged 18 SP:Iteration 40F (36867.610000 sec): 3 clusters Score: Raw -5400355.229295 + Penalty 5138.164230 = -5395217.065065 nChanged 18 SP:Iteration 41Q (36867.710000 sec): 3 clusters Score: Raw -5400358.902832 + Penalty 5138.164230 = -5395220.738602 nChanged 17 SP:Iteration 42Q (36867.810000 sec): 3 clusters Score: Raw -5400363.205215 + Penalty 5138.164230 = -5395225.040985 nChanged 21 SP:Iteration 43Q (36867.910000 sec): 3 clusters Score: Raw -5400369.234539 + Penalty 5138.164230 = -5395231.070309 nChanged 17 SP:Iteration 44Q (36868.000000 sec): 3 clusters Score: Raw -5400374.068319 + Penalty 5138.164230 = -5395235.904089 nChanged 18 SP:Iteration 45Q (36868.100000 sec): 3 clusters Score: Raw -5400378.866650 + Penalty 5138.164230 = -5395240.702420 nChanged 15 SP:Iteration 46Q (36868.190000 sec): 3 clusters Score: Raw -5400382.423383 + Penalty 5138.164230 = -5395244.259153 nChanged 13 SP:Iteration 47Q (36868.290000 sec): 3 clusters Score: Raw -5400385.509738 + Penalty 5138.164230 = -5395247.345508 nChanged 12 SP:Iteration 48Q (36868.390000 sec): 3 clusters Score: Raw -5400388.311633 + Penalty 5138.164230 = -5395250.147403 nChanged 10 SP:Iteration 49Q (36868.490000 sec): 3 clusters Score: Raw -5400390.271719 + Penalty 5138.164230 = -5395252.107489 nChanged 8 SP:Iteration 50Q (36868.580000 sec): 3 clusters Score: Raw -5400391.924635 + Penalty 5138.164230 = -5395253.760405 nChanged 7 SP:Iteration 51Q (36868.680000 sec): 3 clusters Score: Raw -5400393.210925 + Penalty 5138.164230 = -5395255.046695 nChanged 4 SP:Iteration 52Q (36868.770000 sec): 3 clusters Score: Raw -5400393.903679 + Penalty 5138.164230 = -5395255.739449 nChanged 5 SP:Iteration 53Q (36868.870000 sec): 3 clusters Score: Raw -5400394.602768 + Penalty 5138.164230 = -5395256.438537 nChanged 6 SP:Iteration 54Q (36868.970000 sec): 3 clusters Score: Raw -5400396.294908 + Penalty 5138.164230 = -5395258.130677 nChanged 3 SP:Iteration 55Q (36869.060000 sec): 3 clusters Score: Raw -5400396.985101 + Penalty 5138.164230 = -5395258.820871 nChanged 3 SP:Iteration 56Q (36869.160000 sec): 3 clusters Score: Raw -5400397.473494 + Penalty 5138.164230 = -5395259.309263 nChanged 9 SP:Iteration 57Q (36869.260000 sec): 3 clusters Score: Raw -5400399.105048 + Penalty 5138.164230 = -5395260.940818 nChanged 7 SP:Iteration 58Q (36869.350000 sec): 3 clusters Score: Raw -5400400.363252 + Penalty 5138.164230 = -5395262.199022 nChanged 7 SP:Iteration 59Q (36869.450000 sec): 3 clusters Score: Raw -5400401.419829 + Penalty 5138.164230 = -5395263.255599 nChanged 6 SP:Iteration 60F (36869.570000 sec): 3 clusters Score: Raw -5400402.726088 + Penalty 5138.164230 = -5395264.561857 nChanged 3 SP:Iteration 61Q (36869.670000 sec): 3 clusters Score: Raw -5400403.256714 + Penalty 5138.164230 = -5395265.092483 nChanged 2 SP:Iteration 62Q (36869.770000 sec): 3 clusters Score: Raw -5400403.513621 + Penalty 5138.164230 = -5395265.349391 nChanged 1 SP:Iteration 63Q (36869.860000 sec): 3 clusters Score: Raw -5400403.708391 + Penalty 5138.164230 = -5395265.544161 nChanged 0 SP:Iteration 64F (36869.990000 sec): 3 clusters Score: Raw -5400403.708391 + Penalty 5138.164230 = -5395265.544161 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36870.160000 sec): 2 clusters Score: Raw -8355802.509214 + Penalty 2682.803548 = -8353119.705667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36870.370000 sec): 3 clusters Score: Raw -8324850.777723 + Penalty 5365.607096 = -8319485.170627 nChanged 22969 SP:Iteration 1F (36870.570000 sec): 3 clusters Score: Raw -8337644.750529 + Penalty 5365.607096 = -8332279.143433 nChanged 1882 SP:Iteration 2Q (36870.770000 sec): 3 clusters Score: Raw -8338167.590605 + Penalty 5365.607096 = -8332801.983509 nChanged 1910 SP:Iteration 3Q (36870.980000 sec): 3 clusters Score: Raw -8338723.280501 + Penalty 5365.607096 = -8333357.673405 nChanged 1883 SP:Iteration 4Q (36871.180000 sec): 3 clusters Score: Raw -8339349.956189 + Penalty 5365.607096 = -8333984.349093 nChanged 2014 SP:Iteration 5Q (36871.390000 sec): 3 clusters Score: Raw -8340111.488437 + Penalty 5365.607096 = -8334745.881341 nChanged 2204 SP:Iteration 6Q (36871.590000 sec): 3 clusters Score: Raw -8341072.049633 + Penalty 5365.607096 = -8335706.442537 nChanged 2411 SP:Iteration 7Q (36871.800000 sec): 3 clusters Score: Raw -8342335.631763 + Penalty 5365.607096 = -8336970.024667 nChanged 2641 SP:Iteration 8F (36872.000000 sec): 3 clusters Score: Raw -8343963.197266 + Penalty 5365.607096 = -8338597.590170 nChanged 2867 SP:Iteration 9F (36872.200000 sec): 3 clusters Score: Raw -8345924.748739 + Penalty 5365.607096 = -8340559.141643 nChanged 2854 SP:Iteration 10F (36872.400000 sec): 3 clusters Score: Raw -8348027.287837 + Penalty 5365.607096 = -8342661.680741 nChanged 2532 SP:Iteration 11F (36872.600000 sec): 3 clusters Score: Raw -8349912.069129 + Penalty 5365.607096 = -8344546.462033 nChanged 2116 SP:Iteration 12Q (36872.790000 sec): 3 clusters Score: Raw -8351497.181083 + Penalty 5365.607096 = -8346131.573987 nChanged 1676 SP:Iteration 13Q (36872.980000 sec): 3 clusters Score: Raw -8352786.701142 + Penalty 5365.607096 = -8347421.094046 nChanged 1257 SP:Iteration 14Q (36873.150000 sec): 3 clusters Score: Raw -8353699.051121 + Penalty 5365.607096 = -8348333.444025 nChanged 942 SP:Iteration 15Q (36873.320000 sec): 3 clusters Score: Raw -8354365.032283 + Penalty 5365.607096 = -8348999.425187 nChanged 701 SP:Iteration 16Q (36873.480000 sec): 3 clusters Score: Raw -8354840.719385 + Penalty 5365.607096 = -8349475.112289 nChanged 507 SP:Iteration 17Q (36873.640000 sec): 3 clusters Score: Raw -8355201.828888 + Penalty 5365.607096 = -8349836.221792 nChanged 361 SP:Iteration 18Q (36873.790000 sec): 3 clusters Score: Raw -8355432.695314 + Penalty 5365.607096 = -8350067.088218 nChanged 273 SP:Iteration 19Q (36873.940000 sec): 3 clusters Score: Raw -8355617.127344 + Penalty 5365.607096 = -8350251.520248 nChanged 201 SP:Iteration 20F (36874.130000 sec): 3 clusters Score: Raw -8355748.886694 + Penalty 5365.607096 = -8350383.279598 nChanged 163 SP:Iteration 21Q (36874.280000 sec): 3 clusters Score: Raw -8355851.445530 + Penalty 5365.607096 = -8350485.838435 nChanged 131 SP:Iteration 22Q (36874.420000 sec): 3 clusters Score: Raw -8355944.248517 + Penalty 5365.607096 = -8350578.641421 nChanged 97 SP:Iteration 23Q (36874.570000 sec): 3 clusters Score: Raw -8356009.578327 + Penalty 5365.607096 = -8350643.971231 nChanged 67 SP:Iteration 24Q (36874.710000 sec): 3 clusters Score: Raw -8356049.164075 + Penalty 5365.607096 = -8350683.556979 nChanged 46 SP:Iteration 25Q (36874.850000 sec): 3 clusters Score: Raw -8356076.265330 + Penalty 5365.607096 = -8350710.658235 nChanged 36 SP:Iteration 26Q (36874.990000 sec): 3 clusters Score: Raw -8356099.878463 + Penalty 5365.607096 = -8350734.271367 nChanged 31 SP:Iteration 27Q (36875.130000 sec): 3 clusters Score: Raw -8356115.478480 + Penalty 5365.607096 = -8350749.871384 nChanged 21 SP:Iteration 28Q (36875.270000 sec): 3 clusters Score: Raw -8356127.840066 + Penalty 5365.607096 = -8350762.232971 nChanged 16 SP:Iteration 29Q (36875.410000 sec): 3 clusters Score: Raw -8356138.265175 + Penalty 5365.607096 = -8350772.658079 nChanged 15 SP:Iteration 30Q (36875.550000 sec): 3 clusters Score: Raw -8356149.607033 + Penalty 5365.607096 = -8350783.999938 nChanged 13 SP:Iteration 31Q (36875.690000 sec): 3 clusters Score: Raw -8356156.888981 + Penalty 5365.607096 = -8350791.281885 nChanged 8 SP:Iteration 32Q (36875.830000 sec): 3 clusters Score: Raw -8356161.619361 + Penalty 5365.607096 = -8350796.012266 nChanged 5 SP:Iteration 33Q (36875.970000 sec): 3 clusters Score: Raw -8356164.999140 + Penalty 5365.607096 = -8350799.392044 nChanged 9 SP:Iteration 34Q (36876.110000 sec): 3 clusters Score: Raw -8356169.216946 + Penalty 5365.607096 = -8350803.609850 nChanged 5 SP:Iteration 35Q (36876.250000 sec): 3 clusters Score: Raw -8356171.682909 + Penalty 5365.607096 = -8350806.075814 nChanged 2 SP:Iteration 36Q (36876.390000 sec): 3 clusters Score: Raw -8356172.815431 + Penalty 5365.607096 = -8350807.208335 nChanged 2 SP:Iteration 37Q (36876.530000 sec): 3 clusters Score: Raw -8356173.467346 + Penalty 5365.607096 = -8350807.860250 nChanged 2 SP:Iteration 38Q (36876.670000 sec): 3 clusters Score: Raw -8356175.161664 + Penalty 5365.607096 = -8350809.554568 nChanged 4 SP:Iteration 39Q (36876.810000 sec): 3 clusters Score: Raw -8356177.408223 + Penalty 5365.607096 = -8350811.801128 nChanged 4 SP:Iteration 40F (36877.010000 sec): 3 clusters Score: Raw -8356179.335585 + Penalty 5365.607096 = -8350813.728489 nChanged 6 SP:Iteration 41Q (36877.150000 sec): 3 clusters Score: Raw -8356182.465456 + Penalty 5365.607096 = -8350816.858360 nChanged 3 SP:Iteration 42Q (36877.290000 sec): 3 clusters Score: Raw -8356184.196439 + Penalty 5365.607096 = -8350818.589344 nChanged 2 SP:Iteration 43Q (36877.430000 sec): 3 clusters Score: Raw -8356186.091480 + Penalty 5365.607096 = -8350820.484384 nChanged 2 SP:Iteration 44Q (36877.570000 sec): 3 clusters Score: Raw -8356186.697400 + Penalty 5365.607096 = -8350821.090304 nChanged 2 SP:Iteration 45Q (36877.710000 sec): 3 clusters Score: Raw -8356187.849270 + Penalty 5365.607096 = -8350822.242174 nChanged 1 SP:Iteration 46Q (36877.850000 sec): 3 clusters Score: Raw -8356188.331593 + Penalty 5365.607096 = -8350822.724497 nChanged 1 SP:Iteration 47Q (36877.990000 sec): 3 clusters Score: Raw -8356188.913004 + Penalty 5365.607096 = -8350823.305908 nChanged 0 SP:Iteration 48F (36878.180000 sec): 3 clusters Score: Raw -8356188.913004 + Penalty 5365.607096 = -8350823.305908 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36878.210000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36878.210000 sec): 3 clusters Score: Raw -58279.651784 + Penalty 2946.324941 = -55333.326843 nChanged 59 SP:Iteration 1F (36878.210000 sec): 3 clusters Score: Raw -58447.548638 + Penalty 2946.324941 = -55501.223697 nChanged 20 SP:Iteration 2F (36878.210000 sec): 3 clusters Score: Raw -58496.606524 + Penalty 2946.324941 = -55550.281583 nChanged 12 SP:Iteration 3Q (36878.210000 sec): 3 clusters Score: Raw -58524.431822 + Penalty 2946.324941 = -55578.106881 nChanged 3 SP:Iteration 4Q (36878.210000 sec): 3 clusters Score: Raw -58531.116161 + Penalty 2946.324941 = -55584.791220 nChanged 3 SP:Iteration 5Q (36878.210000 sec): 3 clusters Score: Raw -58535.256527 + Penalty 2946.324941 = -55588.931585 nChanged 3 SP:Iteration 6Q (36878.220000 sec): 3 clusters Score: Raw -58540.563815 + Penalty 2946.324941 = -55594.238873 nChanged 2 SP:Iteration 7Q (36878.220000 sec): 3 clusters Score: Raw -58564.696279 + Penalty 2946.324941 = -55618.371337 nChanged 3 SP:Iteration 8Q (36878.220000 sec): 3 clusters Score: Raw -58586.853641 + Penalty 2946.324941 = -55640.528700 nChanged 8 SP:Iteration 9Q (36878.220000 sec): 3 clusters Score: Raw -58606.222708 + Penalty 2946.324941 = -55659.897767 nChanged 4 SP:Iteration 10Q (36878.220000 sec): 3 clusters Score: Raw -58613.031047 + Penalty 2946.324941 = -55666.706106 nChanged 2 SP:Iteration 11Q (36878.220000 sec): 3 clusters Score: Raw -58620.961119 + Penalty 2946.324941 = -55674.636178 nChanged 0 SP:Iteration 12F (36878.230000 sec): 3 clusters Score: Raw -58620.961119 + Penalty 2946.324941 = -55674.636178 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36878.250000 sec): 2 clusters Score: Raw -597806.289391 + Penalty 2021.530668 = -595784.758723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36878.260000 sec): 3 clusters Score: Raw -596305.270169 + Penalty 4043.061336 = -592262.208834 nChanged 1237 SP:Iteration 1F (36878.270000 sec): 3 clusters Score: Raw -597063.613737 + Penalty 4043.061336 = -593020.552401 nChanged 281 SP:Iteration 2F (36878.290000 sec): 3 clusters Score: Raw -597253.540710 + Penalty 4043.061336 = -593210.479374 nChanged 157 SP:Iteration 3Q (36878.300000 sec): 3 clusters Score: Raw -597355.202577 + Penalty 4043.061336 = -593312.141241 nChanged 127 SP:Iteration 4Q (36878.310000 sec): 3 clusters Score: Raw -597434.224672 + Penalty 4043.061336 = -593391.163336 nChanged 104 SP:Iteration 5Q (36878.330000 sec): 3 clusters Score: Raw -597503.685824 + Penalty 4043.061336 = -593460.624489 nChanged 100 SP:Iteration 6Q (36878.340000 sec): 3 clusters Score: Raw -597570.453421 + Penalty 4043.061336 = -593527.392086 nChanged 93 SP:Iteration 7Q (36878.350000 sec): 3 clusters Score: Raw -597622.675619 + Penalty 4043.061336 = -593579.614283 nChanged 89 SP:Iteration 8Q (36878.370000 sec): 3 clusters Score: Raw -597677.872823 + Penalty 4043.061336 = -593634.811487 nChanged 81 SP:Iteration 9Q (36878.380000 sec): 3 clusters Score: Raw -597723.895453 + Penalty 4043.061336 = -593680.834118 nChanged 64 SP:Iteration 10Q (36878.400000 sec): 3 clusters Score: Raw -597767.729449 + Penalty 4043.061336 = -593724.668114 nChanged 66 SP:Iteration 11Q (36878.410000 sec): 3 clusters Score: Raw -597807.075867 + Penalty 4043.061336 = -593764.014531 nChanged 62 SP:Iteration 12Q (36878.420000 sec): 3 clusters Score: Raw -597849.090558 + Penalty 4043.061336 = -593806.029223 nChanged 68 SP:Iteration 13Q (36878.440000 sec): 3 clusters Score: Raw -597889.485062 + Penalty 4043.061336 = -593846.423726 nChanged 60 SP:Iteration 14Q (36878.450000 sec): 3 clusters Score: Raw -597927.021703 + Penalty 4043.061336 = -593883.960367 nChanged 53 SP:Iteration 15Q (36878.470000 sec): 3 clusters Score: Raw -597958.756072 + Penalty 4043.061336 = -593915.694736 nChanged 46 SP:Iteration 16Q (36878.480000 sec): 3 clusters Score: Raw -597989.133754 + Penalty 4043.061336 = -593946.072418 nChanged 45 SP:Iteration 17Q (36878.490000 sec): 3 clusters Score: Raw -598018.580706 + Penalty 4043.061336 = -593975.519371 nChanged 29 SP:Iteration 18Q (36878.510000 sec): 3 clusters Score: Raw -598036.163586 + Penalty 4043.061336 = -593993.102250 nChanged 21 SP:Iteration 19Q (36878.520000 sec): 3 clusters Score: Raw -598049.775723 + Penalty 4043.061336 = -594006.714388 nChanged 27 SP:Iteration 20F (36878.530000 sec): 3 clusters Score: Raw -598067.402868 + Penalty 4043.061336 = -594024.341532 nChanged 30 SP:Iteration 21Q (36878.550000 sec): 3 clusters Score: Raw -598086.377870 + Penalty 4043.061336 = -594043.316534 nChanged 19 SP:Iteration 22Q (36878.560000 sec): 3 clusters Score: Raw -598097.246008 + Penalty 4043.061336 = -594054.184672 nChanged 15 SP:Iteration 23Q (36878.570000 sec): 3 clusters Score: Raw -598106.225374 + Penalty 4043.061336 = -594063.164039 nChanged 13 SP:Iteration 24Q (36878.590000 sec): 3 clusters Score: Raw -598114.848204 + Penalty 4043.061336 = -594071.786869 nChanged 11 SP:Iteration 25Q (36878.600000 sec): 3 clusters Score: Raw -598122.334389 + Penalty 4043.061336 = -594079.273054 nChanged 11 SP:Iteration 26Q (36878.610000 sec): 3 clusters Score: Raw -598130.588694 + Penalty 4043.061336 = -594087.527358 nChanged 11 SP:Iteration 27Q (36878.630000 sec): 3 clusters Score: Raw -598137.779626 + Penalty 4043.061336 = -594094.718291 nChanged 12 SP:Iteration 28Q (36878.640000 sec): 3 clusters Score: Raw -598146.587228 + Penalty 4043.061336 = -594103.525892 nChanged 12 SP:Iteration 29Q (36878.650000 sec): 3 clusters Score: Raw -598152.838304 + Penalty 4043.061336 = -594109.776968 nChanged 7 SP:Iteration 30Q (36878.670000 sec): 3 clusters Score: Raw -598155.859598 + Penalty 4043.061336 = -594112.798262 nChanged 3 SP:Iteration 31Q (36878.680000 sec): 3 clusters Score: Raw -598157.499387 + Penalty 4043.061336 = -594114.438051 nChanged 4 SP:Iteration 32Q (36878.690000 sec): 3 clusters Score: Raw -598159.955141 + Penalty 4043.061336 = -594116.893806 nChanged 2 SP:Iteration 33Q (36878.710000 sec): 3 clusters Score: Raw -598160.768316 + Penalty 4043.061336 = -594117.706980 nChanged 3 SP:Iteration 34Q (36878.720000 sec): 3 clusters Score: Raw -598162.620700 + Penalty 4043.061336 = -594119.559364 nChanged 1 SP:Iteration 35Q (36878.730000 sec): 3 clusters Score: Raw -598163.286739 + Penalty 4043.061336 = -594120.225403 nChanged 1 SP:Iteration 36Q (36878.750000 sec): 3 clusters Score: Raw -598163.800787 + Penalty 4043.061336 = -594120.739452 nChanged 3 SP:Iteration 37Q (36878.760000 sec): 3 clusters Score: Raw -598164.995451 + Penalty 4043.061336 = -594121.934115 nChanged 2 SP:Iteration 38Q (36878.770000 sec): 3 clusters Score: Raw -598165.500871 + Penalty 4043.061336 = -594122.439535 nChanged 2 SP:Iteration 39Q (36878.790000 sec): 3 clusters Score: Raw -598166.255196 + Penalty 4043.061336 = -594123.193861 nChanged 0 SP:Iteration 40F (36878.800000 sec): 3 clusters Score: Raw -598166.255196 + Penalty 4043.061336 = -594123.193861 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36878.820000 sec): 2 clusters Score: Raw -1006134.566558 + Penalty 2140.457981 = -1003994.108577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36878.840000 sec): 3 clusters Score: Raw -1003378.794448 + Penalty 4280.915962 = -999097.878486 nChanged 2171 SP:Iteration 1F (36878.870000 sec): 3 clusters Score: Raw -1004536.966949 + Penalty 4280.915962 = -1000256.050987 nChanged 411 SP:Iteration 2F (36878.890000 sec): 3 clusters Score: Raw -1004762.922203 + Penalty 4280.915962 = -1000482.006241 nChanged 276 SP:Iteration 3Q (36878.910000 sec): 3 clusters Score: Raw -1004899.253779 + Penalty 4280.915962 = -1000618.337817 nChanged 200 SP:Iteration 4Q (36878.930000 sec): 3 clusters Score: Raw -1004983.733697 + Penalty 4280.915962 = -1000702.817735 nChanged 154 SP:Iteration 5Q (36878.950000 sec): 3 clusters Score: Raw -1005053.147470 + Penalty 4280.915962 = -1000772.231507 nChanged 143 SP:Iteration 6Q (36878.970000 sec): 3 clusters Score: Raw -1005118.031316 + Penalty 4280.915962 = -1000837.115354 nChanged 112 SP:Iteration 7Q (36879.000000 sec): 3 clusters Score: Raw -1005172.018029 + Penalty 4280.915962 = -1000891.102067 nChanged 110 SP:Iteration 8Q (36879.020000 sec): 3 clusters Score: Raw -1005221.572436 + Penalty 4280.915962 = -1000940.656474 nChanged 90 SP:Iteration 9Q (36879.040000 sec): 3 clusters Score: Raw -1005262.701071 + Penalty 4280.915962 = -1000981.785109 nChanged 93 SP:Iteration 10Q (36879.060000 sec): 3 clusters Score: Raw -1005303.815077 + Penalty 4280.915962 = -1001022.899115 nChanged 81 SP:Iteration 11Q (36879.090000 sec): 3 clusters Score: Raw -1005346.186373 + Penalty 4280.915962 = -1001065.270411 nChanged 90 SP:Iteration 12Q (36879.110000 sec): 3 clusters Score: Raw -1005391.784388 + Penalty 4280.915962 = -1001110.868426 nChanged 77 SP:Iteration 13Q (36879.130000 sec): 3 clusters Score: Raw -1005432.947644 + Penalty 4280.915962 = -1001152.031682 nChanged 83 SP:Iteration 14Q (36879.150000 sec): 3 clusters Score: Raw -1005471.463982 + Penalty 4280.915962 = -1001190.548020 nChanged 79 SP:Iteration 15Q (36879.170000 sec): 3 clusters Score: Raw -1005504.340885 + Penalty 4280.915962 = -1001223.424923 nChanged 62 SP:Iteration 16Q (36879.190000 sec): 3 clusters Score: Raw -1005529.768989 + Penalty 4280.915962 = -1001248.853027 nChanged 56 SP:Iteration 17Q (36879.210000 sec): 3 clusters Score: Raw -1005559.293235 + Penalty 4280.915962 = -1001278.377273 nChanged 62 SP:Iteration 18Q (36879.240000 sec): 3 clusters Score: Raw -1005589.806168 + Penalty 4280.915962 = -1001308.890206 nChanged 57 SP:Iteration 19Q (36879.260000 sec): 3 clusters Score: Raw -1005624.748766 + Penalty 4280.915962 = -1001343.832804 nChanged 67 SP:Iteration 20F (36879.280000 sec): 3 clusters Score: Raw -1005685.474696 + Penalty 4280.915962 = -1001404.558734 nChanged 83 SP:Iteration 21Q (36879.300000 sec): 3 clusters Score: Raw -1005742.758137 + Penalty 4280.915962 = -1001461.842175 nChanged 88 SP:Iteration 22Q (36879.320000 sec): 3 clusters Score: Raw -1005794.965942 + Penalty 4280.915962 = -1001514.049980 nChanged 82 SP:Iteration 23Q (36879.340000 sec): 3 clusters Score: Raw -1005850.793063 + Penalty 4280.915962 = -1001569.877101 nChanged 92 SP:Iteration 24Q (36879.370000 sec): 3 clusters Score: Raw -1005911.193832 + Penalty 4280.915962 = -1001630.277870 nChanged 83 SP:Iteration 25Q (36879.390000 sec): 3 clusters Score: Raw -1005961.897460 + Penalty 4280.915962 = -1001680.981498 nChanged 108 SP:Iteration 26Q (36879.410000 sec): 3 clusters Score: Raw -1006038.233880 + Penalty 4280.915962 = -1001757.317918 nChanged 120 SP:Iteration 27Q (36879.430000 sec): 3 clusters Score: Raw -1006119.027504 + Penalty 4280.915962 = -1001838.111542 nChanged 120 SP:Iteration 28Q (36879.450000 sec): 3 clusters Score: Raw -1006224.839408 + Penalty 4280.915962 = -1001943.923446 nChanged 145 SP:Iteration 29Q (36879.470000 sec): 3 clusters Score: Raw -1006328.907643 + Penalty 4280.915962 = -1002047.991681 nChanged 131 SP:Iteration 30Q (36879.490000 sec): 3 clusters Score: Raw -1006415.753696 + Penalty 4280.915962 = -1002134.837734 nChanged 121 SP:Iteration 31Q (36879.510000 sec): 3 clusters Score: Raw -1006499.024728 + Penalty 4280.915962 = -1002218.108766 nChanged 124 SP:Iteration 32Q (36879.530000 sec): 3 clusters Score: Raw -1006582.941185 + Penalty 4280.915962 = -1002302.025223 nChanged 123 SP:Iteration 33Q (36879.550000 sec): 3 clusters Score: Raw -1006668.947833 + Penalty 4280.915962 = -1002388.031871 nChanged 141 SP:Iteration 34Q (36879.570000 sec): 3 clusters Score: Raw -1006778.657337 + Penalty 4280.915962 = -1002497.741375 nChanged 141 SP:Iteration 35Q (36879.590000 sec): 3 clusters Score: Raw -1006871.980626 + Penalty 4280.915962 = -1002591.064663 nChanged 127 SP:Iteration 36Q (36879.610000 sec): 3 clusters Score: Raw -1006960.232647 + Penalty 4280.915962 = -1002679.316685 nChanged 120 SP:Iteration 37Q (36879.620000 sec): 3 clusters Score: Raw -1007036.466715 + Penalty 4280.915962 = -1002755.550753 nChanged 114 SP:Iteration 38Q (36879.640000 sec): 3 clusters Score: Raw -1007106.803990 + Penalty 4280.915962 = -1002825.888028 nChanged 99 SP:Iteration 39Q (36879.660000 sec): 3 clusters Score: Raw -1007165.149904 + Penalty 4280.915962 = -1002884.233942 nChanged 92 SP:Iteration 40F (36879.690000 sec): 3 clusters Score: Raw -1007219.158802 + Penalty 4280.915962 = -1002938.242840 nChanged 76 SP:Iteration 41Q (36879.710000 sec): 3 clusters Score: Raw -1007261.892072 + Penalty 4280.915962 = -1002980.976110 nChanged 56 SP:Iteration 42Q (36879.720000 sec): 3 clusters Score: Raw -1007288.059293 + Penalty 4280.915962 = -1003007.143331 nChanged 41 SP:Iteration 43Q (36879.740000 sec): 3 clusters Score: Raw -1007303.522127 + Penalty 4280.915962 = -1003022.606165 nChanged 30 SP:Iteration 44Q (36879.760000 sec): 3 clusters Score: Raw -1007316.030403 + Penalty 4280.915962 = -1003035.114441 nChanged 23 SP:Iteration 45Q (36879.780000 sec): 3 clusters Score: Raw -1007324.161878 + Penalty 4280.915962 = -1003043.245916 nChanged 14 SP:Iteration 46Q (36879.800000 sec): 3 clusters Score: Raw -1007328.729696 + Penalty 4280.915962 = -1003047.813733 nChanged 13 SP:Iteration 47Q (36879.820000 sec): 3 clusters Score: Raw -1007332.966823 + Penalty 4280.915962 = -1003052.050861 nChanged 14 SP:Iteration 48Q (36879.840000 sec): 3 clusters Score: Raw -1007337.114467 + Penalty 4280.915962 = -1003056.198505 nChanged 7 SP:Iteration 49Q (36879.860000 sec): 3 clusters Score: Raw -1007339.362110 + Penalty 4280.915962 = -1003058.446148 nChanged 10 SP:Iteration 50Q (36879.880000 sec): 3 clusters Score: Raw -1007342.184844 + Penalty 4280.915962 = -1003061.268882 nChanged 7 SP:Iteration 51Q (36879.900000 sec): 3 clusters Score: Raw -1007343.442400 + Penalty 4280.915962 = -1003062.526437 nChanged 2 SP:Iteration 52Q (36879.920000 sec): 3 clusters Score: Raw -1007343.829531 + Penalty 4280.915962 = -1003062.913569 nChanged 2 SP:Iteration 53Q (36879.940000 sec): 3 clusters Score: Raw -1007344.319663 + Penalty 4280.915962 = -1003063.403701 nChanged 2 SP:Iteration 54Q (36879.960000 sec): 3 clusters Score: Raw -1007344.758996 + Penalty 4280.915962 = -1003063.843034 nChanged 2 SP:Iteration 55Q (36879.980000 sec): 3 clusters Score: Raw -1007345.217875 + Penalty 4280.915962 = -1003064.301913 nChanged 1 SP:Iteration 56Q (36880.000000 sec): 3 clusters Score: Raw -1007345.378965 + Penalty 4280.915962 = -1003064.463003 nChanged 1 SP:Iteration 57Q (36880.020000 sec): 3 clusters Score: Raw -1007345.601163 + Penalty 4280.915962 = -1003064.685201 nChanged 1 SP:Iteration 58Q (36880.030000 sec): 3 clusters Score: Raw -1007345.789336 + Penalty 4280.915962 = -1003064.873374 nChanged 0 SP:Iteration 59F (36880.060000 sec): 3 clusters Score: Raw -1007345.789336 + Penalty 4280.915962 = -1003064.873374 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (75285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36880.330000 sec): 2 clusters Score: Raw -12843799.767509 + Penalty 2784.800975 = -12841014.966534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36880.640000 sec): 3 clusters Score: Raw -12796012.429034 + Penalty 5569.601951 = -12790442.827084 nChanged 35208 SP:Iteration 1F (36880.950000 sec): 3 clusters Score: Raw -12815952.663962 + Penalty 5569.601951 = -12810383.062011 nChanged 2484 SP:Iteration 2Q (36881.260000 sec): 3 clusters Score: Raw -12816514.638537 + Penalty 5569.601951 = -12810945.036587 nChanged 2364 SP:Iteration 3Q (36881.570000 sec): 3 clusters Score: Raw -12817044.385245 + Penalty 5569.601951 = -12811474.783295 nChanged 2380 SP:Iteration 4Q (36881.890000 sec): 3 clusters Score: Raw -12817585.754721 + Penalty 5569.601951 = -12812016.152771 nChanged 2293 SP:Iteration 5Q (36882.200000 sec): 3 clusters Score: Raw -12818134.192353 + Penalty 5569.601951 = -12812564.590402 nChanged 2353 SP:Iteration 6Q (36882.510000 sec): 3 clusters Score: Raw -12818764.172107 + Penalty 5569.601951 = -12813194.570156 nChanged 2635 SP:Iteration 7Q (36882.830000 sec): 3 clusters Score: Raw -12819620.864213 + Penalty 5569.601951 = -12814051.262263 nChanged 3152 SP:Iteration 8Q (36883.140000 sec): 3 clusters Score: Raw -12820930.599102 + Penalty 5569.601951 = -12815360.997152 nChanged 3984 SP:Iteration 9F (36883.450000 sec): 3 clusters Score: Raw -12823043.490831 + Penalty 5569.601951 = -12817473.888880 nChanged 4934 SP:Iteration 10F (36883.760000 sec): 3 clusters Score: Raw -12826345.876557 + Penalty 5569.601951 = -12820776.274606 nChanged 5657 SP:Iteration 11F (36884.060000 sec): 3 clusters Score: Raw -12830876.486867 + Penalty 5569.601951 = -12825306.884916 nChanged 5516 SP:Iteration 12F (36884.370000 sec): 3 clusters Score: Raw -12835890.370577 + Penalty 5569.601951 = -12830320.768626 nChanged 4375 SP:Iteration 13F (36884.670000 sec): 3 clusters Score: Raw -12840030.632801 + Penalty 5569.601951 = -12834461.030850 nChanged 2502 SP:Iteration 14Q (36884.950000 sec): 3 clusters Score: Raw -12842347.506341 + Penalty 5569.601951 = -12836777.904391 nChanged 1115 SP:Iteration 15Q (36885.200000 sec): 3 clusters Score: Raw -12843346.608390 + Penalty 5569.601951 = -12837777.006439 nChanged 392 SP:Iteration 16Q (36885.430000 sec): 3 clusters Score: Raw -12843722.570611 + Penalty 5569.601951 = -12838152.968661 nChanged 137 SP:Iteration 17Q (36885.650000 sec): 3 clusters Score: Raw -12843861.512014 + Penalty 5569.601951 = -12838291.910063 nChanged 68 SP:Iteration 18Q (36885.870000 sec): 3 clusters Score: Raw -12843944.597652 + Penalty 5569.601951 = -12838374.995701 nChanged 42 SP:Iteration 19Q (36886.090000 sec): 3 clusters Score: Raw -12843997.360700 + Penalty 5569.601951 = -12838427.758749 nChanged 19 SP:Iteration 20F (36886.390000 sec): 3 clusters Score: Raw -12844028.764406 + Penalty 5569.601951 = -12838459.162455 nChanged 16 SP:Iteration 21Q (36886.610000 sec): 3 clusters Score: Raw -12844052.828305 + Penalty 5569.601951 = -12838483.226355 nChanged 11 SP:Iteration 22Q (36886.820000 sec): 3 clusters Score: Raw -12844065.017171 + Penalty 5569.601951 = -12838495.415220 nChanged 4 SP:Iteration 23Q (36887.030000 sec): 3 clusters Score: Raw -12844069.995865 + Penalty 5569.601951 = -12838500.393915 nChanged 3 SP:Iteration 24Q (36887.240000 sec): 3 clusters Score: Raw -12844074.690293 + Penalty 5569.601951 = -12838505.088342 nChanged 4 SP:Iteration 25Q (36887.450000 sec): 3 clusters Score: Raw -12844080.135851 + Penalty 5569.601951 = -12838510.533900 nChanged 5 SP:Iteration 26Q (36887.660000 sec): 3 clusters Score: Raw -12844086.625972 + Penalty 5569.601951 = -12838517.024021 nChanged 1 SP:Iteration 27Q (36887.870000 sec): 3 clusters Score: Raw -12844089.613662 + Penalty 5569.601951 = -12838520.011711 nChanged 2 SP:Iteration 28Q (36888.080000 sec): 3 clusters Score: Raw -12844092.644702 + Penalty 5569.601951 = -12838523.042752 nChanged 3 SP:Iteration 29Q (36888.290000 sec): 3 clusters Score: Raw -12844098.210231 + Penalty 5569.601951 = -12838528.608280 nChanged 5 SP:Iteration 30Q (36888.500000 sec): 3 clusters Score: Raw -12844101.736358 + Penalty 5569.601951 = -12838532.134407 nChanged 1 SP:Iteration 31Q (36888.710000 sec): 3 clusters Score: Raw -12844104.146883 + Penalty 5569.601951 = -12838534.544933 nChanged 2 SP:Iteration 32Q (36888.910000 sec): 3 clusters Score: Raw -12844106.228138 + Penalty 5569.601951 = -12838536.626187 nChanged 1 SP:Iteration 33Q (36889.120000 sec): 3 clusters Score: Raw -12844107.074350 + Penalty 5569.601951 = -12838537.472400 nChanged 0 SP:Iteration 34F (36889.420000 sec): 3 clusters Score: Raw -12844107.074350 + Penalty 5569.601951 = -12838537.472400 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36889.480000 sec): 2 clusters Score: Raw -1234763.564812 + Penalty 2205.401695 = -1232558.163117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36889.510000 sec): 3 clusters Score: Raw -1230974.449950 + Penalty 4410.803389 = -1226563.646561 nChanged 2947 SP:Iteration 1F (36889.530000 sec): 3 clusters Score: Raw -1232670.286103 + Penalty 4410.803389 = -1228259.482713 nChanged 555 SP:Iteration 2F (36889.560000 sec): 3 clusters Score: Raw -1233034.070486 + Penalty 4410.803389 = -1228623.267097 nChanged 471 SP:Iteration 3F (36889.590000 sec): 3 clusters Score: Raw -1233386.528874 + Penalty 4410.803389 = -1228975.725484 nChanged 441 SP:Iteration 4F (36889.620000 sec): 3 clusters Score: Raw -1233717.162542 + Penalty 4410.803389 = -1229306.359152 nChanged 412 SP:Iteration 5F (36889.650000 sec): 3 clusters Score: Raw -1234055.856321 + Penalty 4410.803389 = -1229645.052932 nChanged 408 SP:Iteration 6F (36889.680000 sec): 3 clusters Score: Raw -1234384.090312 + Penalty 4410.803389 = -1229973.286923 nChanged 353 SP:Iteration 7Q (36889.710000 sec): 3 clusters Score: Raw -1234668.075494 + Penalty 4410.803389 = -1230257.272104 nChanged 290 SP:Iteration 8Q (36889.730000 sec): 3 clusters Score: Raw -1234880.086243 + Penalty 4410.803389 = -1230469.282854 nChanged 254 SP:Iteration 9Q (36889.760000 sec): 3 clusters Score: Raw -1235060.537971 + Penalty 4410.803389 = -1230649.734581 nChanged 203 SP:Iteration 10Q (36889.790000 sec): 3 clusters Score: Raw -1235197.037691 + Penalty 4410.803389 = -1230786.234302 nChanged 141 SP:Iteration 11Q (36889.820000 sec): 3 clusters Score: Raw -1235283.607834 + Penalty 4410.803389 = -1230872.804445 nChanged 126 SP:Iteration 12Q (36889.850000 sec): 3 clusters Score: Raw -1235347.126419 + Penalty 4410.803389 = -1230936.323029 nChanged 111 SP:Iteration 13Q (36889.870000 sec): 3 clusters Score: Raw -1235413.626119 + Penalty 4410.803389 = -1231002.822730 nChanged 93 SP:Iteration 14Q (36889.900000 sec): 3 clusters Score: Raw -1235461.829325 + Penalty 4410.803389 = -1231051.025935 nChanged 61 SP:Iteration 15Q (36889.930000 sec): 3 clusters Score: Raw -1235485.392110 + Penalty 4410.803389 = -1231074.588721 nChanged 45 SP:Iteration 16Q (36889.950000 sec): 3 clusters Score: Raw -1235501.820632 + Penalty 4410.803389 = -1231091.017243 nChanged 25 SP:Iteration 17Q (36889.980000 sec): 3 clusters Score: Raw -1235511.231463 + Penalty 4410.803389 = -1231100.428073 nChanged 24 SP:Iteration 18Q (36890.010000 sec): 3 clusters Score: Raw -1235518.963912 + Penalty 4410.803389 = -1231108.160523 nChanged 18 SP:Iteration 19Q (36890.040000 sec): 3 clusters Score: Raw -1235524.016972 + Penalty 4410.803389 = -1231113.213582 nChanged 11 SP:Iteration 20F (36890.070000 sec): 3 clusters Score: Raw -1235527.512368 + Penalty 4410.803389 = -1231116.708978 nChanged 11 SP:Iteration 21Q (36890.090000 sec): 3 clusters Score: Raw -1235530.555953 + Penalty 4410.803389 = -1231119.752564 nChanged 9 SP:Iteration 22Q (36890.120000 sec): 3 clusters Score: Raw -1235533.035908 + Penalty 4410.803389 = -1231122.232519 nChanged 10 SP:Iteration 23Q (36890.150000 sec): 3 clusters Score: Raw -1235536.055205 + Penalty 4410.803389 = -1231125.251815 nChanged 11 SP:Iteration 24Q (36890.170000 sec): 3 clusters Score: Raw -1235538.676976 + Penalty 4410.803389 = -1231127.873587 nChanged 9 SP:Iteration 25Q (36890.200000 sec): 3 clusters Score: Raw -1235541.257171 + Penalty 4410.803389 = -1231130.453782 nChanged 6 SP:Iteration 26Q (36890.230000 sec): 3 clusters Score: Raw -1235542.919868 + Penalty 4410.803389 = -1231132.116479 nChanged 9 SP:Iteration 27Q (36890.250000 sec): 3 clusters Score: Raw -1235545.665743 + Penalty 4410.803389 = -1231134.862353 nChanged 6 SP:Iteration 28Q (36890.280000 sec): 3 clusters Score: Raw -1235547.112078 + Penalty 4410.803389 = -1231136.308689 nChanged 8 SP:Iteration 29Q (36890.310000 sec): 3 clusters Score: Raw -1235548.935159 + Penalty 4410.803389 = -1231138.131769 nChanged 10 SP:Iteration 30Q (36890.330000 sec): 3 clusters Score: Raw -1235551.326222 + Penalty 4410.803389 = -1231140.522833 nChanged 4 SP:Iteration 31Q (36890.360000 sec): 3 clusters Score: Raw -1235552.476656 + Penalty 4410.803389 = -1231141.673266 nChanged 10 SP:Iteration 32Q (36890.390000 sec): 3 clusters Score: Raw -1235555.529038 + Penalty 4410.803389 = -1231144.725648 nChanged 12 SP:Iteration 33Q (36890.410000 sec): 3 clusters Score: Raw -1235559.391750 + Penalty 4410.803389 = -1231148.588361 nChanged 10 SP:Iteration 34Q (36890.440000 sec): 3 clusters Score: Raw -1235562.229744 + Penalty 4410.803389 = -1231151.426354 nChanged 6 SP:Iteration 35Q (36890.470000 sec): 3 clusters Score: Raw -1235563.579470 + Penalty 4410.803389 = -1231152.776080 nChanged 4 SP:Iteration 36Q (36890.490000 sec): 3 clusters Score: Raw -1235564.563774 + Penalty 4410.803389 = -1231153.760384 nChanged 1 SP:Iteration 37Q (36890.520000 sec): 3 clusters Score: Raw -1235564.691510 + Penalty 4410.803389 = -1231153.888120 nChanged 0 SP:Iteration 38F (36890.550000 sec): 3 clusters Score: Raw -1235564.691510 + Penalty 4410.803389 = -1231153.888120 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36890.600000 sec): 2 clusters Score: Raw -2072329.061265 + Penalty 2331.950130 = -2069997.111136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36890.650000 sec): 3 clusters Score: Raw -2065577.861704 + Penalty 4663.900259 = -2060913.961445 nChanged 5150 SP:Iteration 1F (36890.700000 sec): 3 clusters Score: Raw -2068331.002270 + Penalty 4663.900259 = -2063667.102011 nChanged 710 SP:Iteration 2F (36890.740000 sec): 3 clusters Score: Raw -2068632.092155 + Penalty 4663.900259 = -2063968.191896 nChanged 569 SP:Iteration 3Q (36890.790000 sec): 3 clusters Score: Raw -2068856.554946 + Penalty 4663.900259 = -2064192.654687 nChanged 478 SP:Iteration 4Q (36890.840000 sec): 3 clusters Score: Raw -2069042.937516 + Penalty 4663.900259 = -2064379.037257 nChanged 417 SP:Iteration 5Q (36890.890000 sec): 3 clusters Score: Raw -2069193.445010 + Penalty 4663.900259 = -2064529.544751 nChanged 348 SP:Iteration 6Q (36890.940000 sec): 3 clusters Score: Raw -2069321.121987 + Penalty 4663.900259 = -2064657.221728 nChanged 317 SP:Iteration 7Q (36890.980000 sec): 3 clusters Score: Raw -2069444.541184 + Penalty 4663.900259 = -2064780.640925 nChanged 304 SP:Iteration 8Q (36891.030000 sec): 3 clusters Score: Raw -2069557.938589 + Penalty 4663.900259 = -2064894.038330 nChanged 307 SP:Iteration 9Q (36891.080000 sec): 3 clusters Score: Raw -2069683.256839 + Penalty 4663.900259 = -2065019.356580 nChanged 319 SP:Iteration 10Q (36891.130000 sec): 3 clusters Score: Raw -2069817.849923 + Penalty 4663.900259 = -2065153.949664 nChanged 337 SP:Iteration 11Q (36891.180000 sec): 3 clusters Score: Raw -2069960.696719 + Penalty 4663.900259 = -2065296.796460 nChanged 328 SP:Iteration 12Q (36891.220000 sec): 3 clusters Score: Raw -2070100.200143 + Penalty 4663.900259 = -2065436.299883 nChanged 342 SP:Iteration 13Q (36891.270000 sec): 3 clusters Score: Raw -2070240.914798 + Penalty 4663.900259 = -2065577.014539 nChanged 304 SP:Iteration 14Q (36891.320000 sec): 3 clusters Score: Raw -2070368.315384 + Penalty 4663.900259 = -2065704.415124 nChanged 303 SP:Iteration 15Q (36891.360000 sec): 3 clusters Score: Raw -2070488.869026 + Penalty 4663.900259 = -2065824.968767 nChanged 281 SP:Iteration 16Q (36891.410000 sec): 3 clusters Score: Raw -2070589.012138 + Penalty 4663.900259 = -2065925.111879 nChanged 262 SP:Iteration 17Q (36891.460000 sec): 3 clusters Score: Raw -2070681.653270 + Penalty 4663.900259 = -2066017.753011 nChanged 268 SP:Iteration 18Q (36891.500000 sec): 3 clusters Score: Raw -2070787.119862 + Penalty 4663.900259 = -2066123.219603 nChanged 256 SP:Iteration 19Q (36891.550000 sec): 3 clusters Score: Raw -2070886.366234 + Penalty 4663.900259 = -2066222.465975 nChanged 246 SP:Iteration 20F (36891.600000 sec): 3 clusters Score: Raw -2070975.416394 + Penalty 4663.900259 = -2066311.516135 nChanged 235 SP:Iteration 21Q (36891.640000 sec): 3 clusters Score: Raw -2071057.660889 + Penalty 4663.900259 = -2066393.760630 nChanged 207 SP:Iteration 22Q (36891.690000 sec): 3 clusters Score: Raw -2071128.218152 + Penalty 4663.900259 = -2066464.317893 nChanged 182 SP:Iteration 23Q (36891.740000 sec): 3 clusters Score: Raw -2071188.540957 + Penalty 4663.900259 = -2066524.640698 nChanged 180 SP:Iteration 24Q (36891.780000 sec): 3 clusters Score: Raw -2071249.705341 + Penalty 4663.900259 = -2066585.805082 nChanged 205 SP:Iteration 25Q (36891.830000 sec): 3 clusters Score: Raw -2071325.953898 + Penalty 4663.900259 = -2066662.053639 nChanged 205 SP:Iteration 26Q (36891.870000 sec): 3 clusters Score: Raw -2071405.366390 + Penalty 4663.900259 = -2066741.466131 nChanged 210 SP:Iteration 27Q (36891.920000 sec): 3 clusters Score: Raw -2071484.891190 + Penalty 4663.900259 = -2066820.990931 nChanged 189 SP:Iteration 28Q (36891.960000 sec): 3 clusters Score: Raw -2071558.608115 + Penalty 4663.900259 = -2066894.707856 nChanged 195 SP:Iteration 29Q (36892.000000 sec): 3 clusters Score: Raw -2071641.491326 + Penalty 4663.900259 = -2066977.591067 nChanged 203 SP:Iteration 30Q (36892.050000 sec): 3 clusters Score: Raw -2071729.490726 + Penalty 4663.900259 = -2067065.590467 nChanged 188 SP:Iteration 31Q (36892.090000 sec): 3 clusters Score: Raw -2071814.557020 + Penalty 4663.900259 = -2067150.656761 nChanged 184 SP:Iteration 32Q (36892.140000 sec): 3 clusters Score: Raw -2071896.171507 + Penalty 4663.900259 = -2067232.271248 nChanged 167 SP:Iteration 33Q (36892.180000 sec): 3 clusters Score: Raw -2071977.328573 + Penalty 4663.900259 = -2067313.428314 nChanged 167 SP:Iteration 34Q (36892.220000 sec): 3 clusters Score: Raw -2072052.450095 + Penalty 4663.900259 = -2067388.549836 nChanged 156 SP:Iteration 35Q (36892.270000 sec): 3 clusters Score: Raw -2072136.102386 + Penalty 4663.900259 = -2067472.202127 nChanged 157 SP:Iteration 36Q (36892.310000 sec): 3 clusters Score: Raw -2072214.694907 + Penalty 4663.900259 = -2067550.794648 nChanged 144 SP:Iteration 37Q (36892.350000 sec): 3 clusters Score: Raw -2072294.255322 + Penalty 4663.900259 = -2067630.355063 nChanged 127 SP:Iteration 38Q (36892.390000 sec): 3 clusters Score: Raw -2072361.454616 + Penalty 4663.900259 = -2067697.554357 nChanged 90 SP:Iteration 39Q (36892.430000 sec): 3 clusters Score: Raw -2072409.330797 + Penalty 4663.900259 = -2067745.430538 nChanged 69 SP:Iteration 40F (36892.480000 sec): 3 clusters Score: Raw -2072440.101952 + Penalty 4663.900259 = -2067776.201693 nChanged 40 SP:Iteration 41Q (36892.520000 sec): 3 clusters Score: Raw -2072457.109557 + Penalty 4663.900259 = -2067793.209298 nChanged 37 SP:Iteration 42Q (36892.560000 sec): 3 clusters Score: Raw -2072474.893803 + Penalty 4663.900259 = -2067810.993544 nChanged 38 SP:Iteration 43Q (36892.600000 sec): 3 clusters Score: Raw -2072490.779806 + Penalty 4663.900259 = -2067826.879547 nChanged 36 SP:Iteration 44Q (36892.640000 sec): 3 clusters Score: Raw -2072506.659801 + Penalty 4663.900259 = -2067842.759542 nChanged 36 SP:Iteration 45Q (36892.670000 sec): 3 clusters Score: Raw -2072525.526828 + Penalty 4663.900259 = -2067861.626569 nChanged 39 SP:Iteration 46Q (36892.710000 sec): 3 clusters Score: Raw -2072543.595528 + Penalty 4663.900259 = -2067879.695269 nChanged 27 SP:Iteration 47Q (36892.750000 sec): 3 clusters Score: Raw -2072556.083470 + Penalty 4663.900259 = -2067892.183211 nChanged 31 SP:Iteration 48Q (36892.790000 sec): 3 clusters Score: Raw -2072574.303011 + Penalty 4663.900259 = -2067910.402752 nChanged 33 SP:Iteration 49Q (36892.820000 sec): 3 clusters Score: Raw -2072590.640775 + Penalty 4663.900259 = -2067926.740516 nChanged 25 SP:Iteration 50Q (36892.870000 sec): 3 clusters Score: Raw -2072602.022679 + Penalty 4663.900259 = -2067938.122420 nChanged 16 SP:Iteration 51Q (36892.910000 sec): 3 clusters Score: Raw -2072609.320812 + Penalty 4663.900259 = -2067945.420552 nChanged 15 SP:Iteration 52Q (36892.940000 sec): 3 clusters Score: Raw -2072615.898733 + Penalty 4663.900259 = -2067951.998474 nChanged 16 SP:Iteration 53Q (36892.980000 sec): 3 clusters Score: Raw -2072624.012147 + Penalty 4663.900259 = -2067960.111888 nChanged 18 SP:Iteration 54Q (36893.020000 sec): 3 clusters Score: Raw -2072634.520840 + Penalty 4663.900259 = -2067970.620581 nChanged 14 SP:Iteration 55Q (36893.050000 sec): 3 clusters Score: Raw -2072642.137450 + Penalty 4663.900259 = -2067978.237191 nChanged 12 SP:Iteration 56Q (36893.090000 sec): 3 clusters Score: Raw -2072647.665781 + Penalty 4663.900259 = -2067983.765522 nChanged 6 SP:Iteration 57Q (36893.130000 sec): 3 clusters Score: Raw -2072651.618439 + Penalty 4663.900259 = -2067987.718180 nChanged 9 SP:Iteration 58Q (36893.170000 sec): 3 clusters Score: Raw -2072655.478867 + Penalty 4663.900259 = -2067991.578608 nChanged 7 SP:Iteration 59Q (36893.200000 sec): 3 clusters Score: Raw -2072659.258310 + Penalty 4663.900259 = -2067995.358051 nChanged 7 SP:Iteration 60F (36893.250000 sec): 3 clusters Score: Raw -2072663.463446 + Penalty 4663.900259 = -2067999.563187 nChanged 7 SP:Iteration 61Q (36893.290000 sec): 3 clusters Score: Raw -2072666.968867 + Penalty 4663.900259 = -2068003.068608 nChanged 4 SP:Iteration 62Q (36893.320000 sec): 3 clusters Score: Raw -2072669.288057 + Penalty 4663.900259 = -2068005.387798 nChanged 3 SP:Iteration 63Q (36893.360000 sec): 3 clusters Score: Raw -2072670.364743 + Penalty 4663.900259 = -2068006.464484 nChanged 4 SP:Iteration 64Q (36893.400000 sec): 3 clusters Score: Raw -2072672.853522 + Penalty 4663.900259 = -2068008.953263 nChanged 2 SP:Iteration 65Q (36893.430000 sec): 3 clusters Score: Raw -2072673.513328 + Penalty 4663.900259 = -2068009.613069 nChanged 2 SP:Iteration 66Q (36893.470000 sec): 3 clusters Score: Raw -2072674.240629 + Penalty 4663.900259 = -2068010.340370 nChanged 3 SP:Iteration 67Q (36893.510000 sec): 3 clusters Score: Raw -2072676.048605 + Penalty 4663.900259 = -2068012.148346 nChanged 2 SP:Iteration 68Q (36893.550000 sec): 3 clusters Score: Raw -2072676.797560 + Penalty 4663.900259 = -2068012.897301 nChanged 1 SP:Iteration 69Q (36893.580000 sec): 3 clusters Score: Raw -2072677.212727 + Penalty 4663.900259 = -2068013.312468 nChanged 0 SP:Iteration 70F (36893.630000 sec): 3 clusters Score: Raw -2072677.212727 + Penalty 4663.900259 = -2068013.312468 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36893.710000 sec): 2 clusters Score: Raw -3522950.050912 + Penalty 2474.138817 = -3520475.912095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36893.790000 sec): 3 clusters Score: Raw -3510323.797652 + Penalty 4948.277634 = -3505375.520018 nChanged 9495 SP:Iteration 1F (36893.880000 sec): 3 clusters Score: Raw -3515453.113612 + Penalty 4948.277634 = -3510504.835978 nChanged 1150 SP:Iteration 2F (36893.970000 sec): 3 clusters Score: Raw -3515889.478706 + Penalty 4948.277634 = -3510941.201072 nChanged 996 SP:Iteration 3Q (36894.050000 sec): 3 clusters Score: Raw -3516256.943985 + Penalty 4948.277634 = -3511308.666350 nChanged 880 SP:Iteration 4Q (36894.140000 sec): 3 clusters Score: Raw -3516554.928747 + Penalty 4948.277634 = -3511606.651113 nChanged 744 SP:Iteration 5Q (36894.230000 sec): 3 clusters Score: Raw -3516796.498867 + Penalty 4948.277634 = -3511848.221233 nChanged 694 SP:Iteration 6Q (36894.310000 sec): 3 clusters Score: Raw -3517023.192482 + Penalty 4948.277634 = -3512074.914848 nChanged 672 SP:Iteration 7Q (36894.400000 sec): 3 clusters Score: Raw -3517261.027576 + Penalty 4948.277634 = -3512312.749942 nChanged 670 SP:Iteration 8Q (36894.490000 sec): 3 clusters Score: Raw -3517509.968872 + Penalty 4948.277634 = -3512561.691238 nChanged 695 SP:Iteration 9Q (36894.570000 sec): 3 clusters Score: Raw -3517785.785538 + Penalty 4948.277634 = -3512837.507904 nChanged 732 SP:Iteration 10Q (36894.660000 sec): 3 clusters Score: Raw -3518125.433905 + Penalty 4948.277634 = -3513177.156271 nChanged 837 SP:Iteration 11Q (36894.740000 sec): 3 clusters Score: Raw -3518555.481318 + Penalty 4948.277634 = -3513607.203684 nChanged 961 SP:Iteration 12Q (36894.830000 sec): 3 clusters Score: Raw -3519145.720899 + Penalty 4948.277634 = -3514197.443265 nChanged 1066 SP:Iteration 13Q (36894.910000 sec): 3 clusters Score: Raw -3519899.777268 + Penalty 4948.277634 = -3514951.499634 nChanged 1099 SP:Iteration 14F (36895.000000 sec): 3 clusters Score: Raw -3520728.062721 + Penalty 4948.277634 = -3515779.785087 nChanged 989 SP:Iteration 15Q (36895.080000 sec): 3 clusters Score: Raw -3521485.352002 + Penalty 4948.277634 = -3516537.074367 nChanged 778 SP:Iteration 16Q (36895.160000 sec): 3 clusters Score: Raw -3522099.466419 + Penalty 4948.277634 = -3517151.188785 nChanged 576 SP:Iteration 17Q (36895.230000 sec): 3 clusters Score: Raw -3522542.992212 + Penalty 4948.277634 = -3517594.714578 nChanged 377 SP:Iteration 18Q (36895.310000 sec): 3 clusters Score: Raw -3522851.386155 + Penalty 4948.277634 = -3517903.108521 nChanged 229 SP:Iteration 19Q (36895.370000 sec): 3 clusters Score: Raw -3523040.489670 + Penalty 4948.277634 = -3518092.212036 nChanged 146 SP:Iteration 20F (36895.460000 sec): 3 clusters Score: Raw -3523153.759957 + Penalty 4948.277634 = -3518205.482323 nChanged 82 SP:Iteration 21Q (36895.520000 sec): 3 clusters Score: Raw -3523216.734779 + Penalty 4948.277634 = -3518268.457145 nChanged 55 SP:Iteration 22Q (36895.590000 sec): 3 clusters Score: Raw -3523270.898436 + Penalty 4948.277634 = -3518322.620802 nChanged 50 SP:Iteration 23Q (36895.650000 sec): 3 clusters Score: Raw -3523316.742802 + Penalty 4948.277634 = -3518368.465168 nChanged 37 SP:Iteration 24Q (36895.720000 sec): 3 clusters Score: Raw -3523349.279018 + Penalty 4948.277634 = -3518401.001384 nChanged 32 SP:Iteration 25Q (36895.780000 sec): 3 clusters Score: Raw -3523376.622004 + Penalty 4948.277634 = -3518428.344370 nChanged 20 SP:Iteration 26Q (36895.840000 sec): 3 clusters Score: Raw -3523393.597537 + Penalty 4948.277634 = -3518445.319903 nChanged 17 SP:Iteration 27Q (36895.900000 sec): 3 clusters Score: Raw -3523405.274811 + Penalty 4948.277634 = -3518456.997177 nChanged 14 SP:Iteration 28Q (36895.960000 sec): 3 clusters Score: Raw -3523416.207538 + Penalty 4948.277634 = -3518467.929904 nChanged 8 SP:Iteration 29Q (36896.020000 sec): 3 clusters Score: Raw -3523423.093069 + Penalty 4948.277634 = -3518474.815435 nChanged 6 SP:Iteration 30Q (36896.080000 sec): 3 clusters Score: Raw -3523428.852752 + Penalty 4948.277634 = -3518480.575118 nChanged 3 SP:Iteration 31Q (36896.140000 sec): 3 clusters Score: Raw -3523430.639440 + Penalty 4948.277634 = -3518482.361806 nChanged 4 SP:Iteration 32Q (36896.210000 sec): 3 clusters Score: Raw -3523434.253323 + Penalty 4948.277634 = -3518485.975689 nChanged 7 SP:Iteration 33Q (36896.270000 sec): 3 clusters Score: Raw -3523440.442896 + Penalty 4948.277634 = -3518492.165262 nChanged 7 SP:Iteration 34Q (36896.330000 sec): 3 clusters Score: Raw -3523447.847421 + Penalty 4948.277634 = -3518499.569787 nChanged 7 SP:Iteration 35Q (36896.390000 sec): 3 clusters Score: Raw -3523452.363041 + Penalty 4948.277634 = -3518504.085407 nChanged 3 SP:Iteration 36Q (36896.450000 sec): 3 clusters Score: Raw -3523454.373313 + Penalty 4948.277634 = -3518506.095679 nChanged 6 SP:Iteration 37Q (36896.510000 sec): 3 clusters Score: Raw -3523461.500191 + Penalty 4948.277634 = -3518513.222557 nChanged 5 SP:Iteration 38Q (36896.570000 sec): 3 clusters Score: Raw -3523466.269813 + Penalty 4948.277634 = -3518517.992178 nChanged 1 SP:Iteration 39Q (36896.630000 sec): 3 clusters Score: Raw -3523467.055261 + Penalty 4948.277634 = -3518518.777626 nChanged 4 SP:Iteration 40F (36896.720000 sec): 3 clusters Score: Raw -3523472.196178 + Penalty 4948.277634 = -3518523.918543 nChanged 2 SP:Iteration 41Q (36896.780000 sec): 3 clusters Score: Raw -3523473.871439 + Penalty 4948.277634 = -3518525.593804 nChanged 2 SP:Iteration 42Q (36896.840000 sec): 3 clusters Score: Raw -3523476.318945 + Penalty 4948.277634 = -3518528.041310 nChanged 2 SP:Iteration 43Q (36896.900000 sec): 3 clusters Score: Raw -3523477.433295 + Penalty 4948.277634 = -3518529.155661 nChanged 1 SP:Iteration 44Q (36896.960000 sec): 3 clusters Score: Raw -3523477.928886 + Penalty 4948.277634 = -3518529.651252 nChanged 0 SP:Iteration 45F (36897.040000 sec): 3 clusters Score: Raw -3523477.928886 + Penalty 4948.277634 = -3518529.651252 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36897.060000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36897.060000 sec): 3 clusters Score: Raw -29242.260065 + Penalty 2605.127620 = -26637.132445 nChanged 17 SP:Iteration 1F (36897.060000 sec): 3 clusters Score: Raw -29325.196100 + Penalty 2605.127620 = -26720.068480 nChanged 4 SP:Iteration 2Q (36897.060000 sec): 3 clusters Score: Raw -29343.552830 + Penalty 2605.127620 = -26738.425209 nChanged 2 SP:Iteration 3Q (36897.060000 sec): 3 clusters Score: Raw -29349.979975 + Penalty 2605.127620 = -26744.852355 nChanged 0 SP:Iteration 4F (36897.060000 sec): 3 clusters Score: Raw -29349.979975 + Penalty 2605.127620 = -26744.852355 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36897.070000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36897.080000 sec): 3 clusters Score: Raw -83981.540192 + Penalty 3098.068956 = -80883.471237 nChanged 75 SP:Iteration 1F (36897.080000 sec): 3 clusters Score: Raw -84130.749962 + Penalty 3098.068956 = -81032.681006 nChanged 28 SP:Iteration 2F (36897.080000 sec): 3 clusters Score: Raw -84201.057557 + Penalty 3098.068956 = -81102.988601 nChanged 16 SP:Iteration 3Q (36897.080000 sec): 3 clusters Score: Raw -84247.573768 + Penalty 3098.068956 = -81149.504813 nChanged 11 SP:Iteration 4Q (36897.080000 sec): 3 clusters Score: Raw -84271.349788 + Penalty 3098.068956 = -81173.280832 nChanged 6 SP:Iteration 5Q (36897.080000 sec): 3 clusters Score: Raw -84286.034877 + Penalty 3098.068956 = -81187.965922 nChanged 4 SP:Iteration 6Q (36897.090000 sec): 3 clusters Score: Raw -84293.667134 + Penalty 3098.068956 = -81195.598178 nChanged 2 SP:Iteration 7Q (36897.090000 sec): 3 clusters Score: Raw -84299.303881 + Penalty 3098.068956 = -81201.234926 nChanged 1 SP:Iteration 8Q (36897.090000 sec): 3 clusters Score: Raw -84300.754947 + Penalty 3098.068956 = -81202.685991 nChanged 2 SP:Iteration 9Q (36897.090000 sec): 3 clusters Score: Raw -84304.213465 + Penalty 3098.068956 = -81206.144510 nChanged 0 SP:Iteration 10F (36897.100000 sec): 3 clusters Score: Raw -84304.213465 + Penalty 3098.068956 = -81206.144510 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36897.110000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36897.110000 sec): 3 clusters Score: Raw -184343.114659 + Penalty 3459.805308 = -180883.309351 nChanged 278 SP:Iteration 1F (36897.120000 sec): 3 clusters Score: Raw -184642.982398 + Penalty 3459.805308 = -181183.177090 nChanged 78 SP:Iteration 2F (36897.120000 sec): 3 clusters Score: Raw -184748.405149 + Penalty 3459.805308 = -181288.599841 nChanged 36 SP:Iteration 3Q (36897.120000 sec): 3 clusters Score: Raw -184791.207240 + Penalty 3459.805308 = -181331.401932 nChanged 24 SP:Iteration 4Q (36897.130000 sec): 3 clusters Score: Raw -184822.807204 + Penalty 3459.805308 = -181363.001896 nChanged 16 SP:Iteration 5Q (36897.130000 sec): 3 clusters Score: Raw -184843.331587 + Penalty 3459.805308 = -181383.526279 nChanged 13 SP:Iteration 6Q (36897.140000 sec): 3 clusters Score: Raw -184857.964546 + Penalty 3459.805308 = -181398.159238 nChanged 14 SP:Iteration 7Q (36897.140000 sec): 3 clusters Score: Raw -184878.441733 + Penalty 3459.805308 = -181418.636425 nChanged 8 SP:Iteration 8Q (36897.140000 sec): 3 clusters Score: Raw -184896.669290 + Penalty 3459.805308 = -181436.863981 nChanged 13 SP:Iteration 9Q (36897.150000 sec): 3 clusters Score: Raw -184914.282230 + Penalty 3459.805308 = -181454.476922 nChanged 13 SP:Iteration 10Q (36897.150000 sec): 3 clusters Score: Raw -184928.726932 + Penalty 3459.805308 = -181468.921624 nChanged 11 SP:Iteration 11Q (36897.160000 sec): 3 clusters Score: Raw -184951.706240 + Penalty 3459.805308 = -181491.900932 nChanged 9 SP:Iteration 12Q (36897.160000 sec): 3 clusters Score: Raw -184967.677986 + Penalty 3459.805308 = -181507.872678 nChanged 11 SP:Iteration 13Q (36897.160000 sec): 3 clusters Score: Raw -184981.358651 + Penalty 3459.805308 = -181521.553343 nChanged 6 SP:Iteration 14Q (36897.170000 sec): 3 clusters Score: Raw -184989.513619 + Penalty 3459.805308 = -181529.708311 nChanged 4 SP:Iteration 15Q (36897.170000 sec): 3 clusters Score: Raw -184996.769837 + Penalty 3459.805308 = -181536.964529 nChanged 5 SP:Iteration 16Q (36897.180000 sec): 3 clusters Score: Raw -185002.709900 + Penalty 3459.805308 = -181542.904592 nChanged 2 SP:Iteration 17Q (36897.180000 sec): 3 clusters Score: Raw -185005.337451 + Penalty 3459.805308 = -181545.532143 nChanged 1 SP:Iteration 18Q (36897.180000 sec): 3 clusters Score: Raw -185006.302649 + Penalty 3459.805308 = -181546.497341 nChanged 1 SP:Iteration 19Q (36897.190000 sec): 3 clusters Score: Raw -185008.574781 + Penalty 3459.805308 = -181548.769473 nChanged 2 SP:Iteration 20F (36897.190000 sec): 3 clusters Score: Raw -185010.460409 + Penalty 3459.805308 = -181550.655101 nChanged 1 SP:Iteration 21Q (36897.200000 sec): 3 clusters Score: Raw -185011.814102 + Penalty 3459.805308 = -181552.008794 nChanged 1 SP:Iteration 22Q (36897.200000 sec): 3 clusters Score: Raw -185016.874582 + Penalty 3459.805308 = -181557.069274 nChanged 4 SP:Iteration 23Q (36897.200000 sec): 3 clusters Score: Raw -185027.356534 + Penalty 3459.805308 = -181567.551226 nChanged 9 SP:Iteration 24Q (36897.210000 sec): 3 clusters Score: Raw -185038.550260 + Penalty 3459.805308 = -181578.744952 nChanged 4 SP:Iteration 25Q (36897.210000 sec): 3 clusters Score: Raw -185048.083798 + Penalty 3459.805308 = -181588.278490 nChanged 7 SP:Iteration 26Q (36897.220000 sec): 3 clusters Score: Raw -185056.266080 + Penalty 3459.805308 = -181596.460772 nChanged 4 SP:Iteration 27Q (36897.220000 sec): 3 clusters Score: Raw -185060.325592 + Penalty 3459.805308 = -181600.520284 nChanged 3 SP:Iteration 28Q (36897.220000 sec): 3 clusters Score: Raw -185063.392415 + Penalty 3459.805308 = -181603.587107 nChanged 2 SP:Iteration 29Q (36897.230000 sec): 3 clusters Score: Raw -185065.496433 + Penalty 3459.805308 = -181605.691125 nChanged 1 SP:Iteration 30Q (36897.230000 sec): 3 clusters Score: Raw -185066.454913 + Penalty 3459.805308 = -181606.649605 nChanged 1 SP:Iteration 31Q (36897.240000 sec): 3 clusters Score: Raw -185067.543562 + Penalty 3459.805308 = -181607.738254 nChanged 1 SP:Iteration 32Q (36897.240000 sec): 3 clusters Score: Raw -185068.340576 + Penalty 3459.805308 = -181608.535268 nChanged 1 SP:Iteration 33Q (36897.240000 sec): 3 clusters Score: Raw -185069.403614 + Penalty 3459.805308 = -181609.598306 nChanged 0 SP:Iteration 34F (36897.250000 sec): 3 clusters Score: Raw -185069.403614 + Penalty 3459.805308 = -181609.598306 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36897.260000 sec): 2 clusters Score: Raw -283934.444914 + Penalty 1829.994016 = -282104.450898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36897.270000 sec): 3 clusters Score: Raw -283426.163833 + Penalty 3659.988031 = -279766.175802 nChanged 508 SP:Iteration 1F (36897.280000 sec): 3 clusters Score: Raw -283897.743670 + Penalty 3659.988031 = -280237.755639 nChanged 122 SP:Iteration 2F (36897.280000 sec): 3 clusters Score: Raw -284030.198021 + Penalty 3659.988031 = -280370.209990 nChanged 66 SP:Iteration 3Q (36897.290000 sec): 3 clusters Score: Raw -284116.950151 + Penalty 3659.988031 = -280456.962120 nChanged 46 SP:Iteration 4Q (36897.300000 sec): 3 clusters Score: Raw -284165.677816 + Penalty 3659.988031 = -280505.689785 nChanged 43 SP:Iteration 5Q (36897.300000 sec): 3 clusters Score: Raw -284217.316569 + Penalty 3659.988031 = -280557.328538 nChanged 32 SP:Iteration 6Q (36897.310000 sec): 3 clusters Score: Raw -284248.883777 + Penalty 3659.988031 = -280588.895745 nChanged 27 SP:Iteration 7Q (36897.310000 sec): 3 clusters Score: Raw -284269.448933 + Penalty 3659.988031 = -280609.460901 nChanged 17 SP:Iteration 8Q (36897.320000 sec): 3 clusters Score: Raw -284288.506392 + Penalty 3659.988031 = -280628.518361 nChanged 18 SP:Iteration 9Q (36897.320000 sec): 3 clusters Score: Raw -284303.832472 + Penalty 3659.988031 = -280643.844441 nChanged 17 SP:Iteration 10Q (36897.330000 sec): 3 clusters Score: Raw -284316.184268 + Penalty 3659.988031 = -280656.196237 nChanged 12 SP:Iteration 11Q (36897.340000 sec): 3 clusters Score: Raw -284322.637383 + Penalty 3659.988031 = -280662.649352 nChanged 10 SP:Iteration 12Q (36897.340000 sec): 3 clusters Score: Raw -284331.508985 + Penalty 3659.988031 = -280671.520953 nChanged 12 SP:Iteration 13Q (36897.350000 sec): 3 clusters Score: Raw -284341.569932 + Penalty 3659.988031 = -280681.581901 nChanged 13 SP:Iteration 14Q (36897.360000 sec): 3 clusters Score: Raw -284350.434473 + Penalty 3659.988031 = -280690.446441 nChanged 9 SP:Iteration 15Q (36897.360000 sec): 3 clusters Score: Raw -284356.062890 + Penalty 3659.988031 = -280696.074858 nChanged 7 SP:Iteration 16Q (36897.370000 sec): 3 clusters Score: Raw -284361.934414 + Penalty 3659.988031 = -280701.946383 nChanged 4 SP:Iteration 17Q (36897.380000 sec): 3 clusters Score: Raw -284365.301072 + Penalty 3659.988031 = -280705.313040 nChanged 5 SP:Iteration 18Q (36897.380000 sec): 3 clusters Score: Raw -284367.868545 + Penalty 3659.988031 = -280707.880514 nChanged 8 SP:Iteration 19Q (36897.390000 sec): 3 clusters Score: Raw -284372.829723 + Penalty 3659.988031 = -280712.841692 nChanged 3 SP:Iteration 20F (36897.390000 sec): 3 clusters Score: Raw -284374.796498 + Penalty 3659.988031 = -280714.808467 nChanged 2 SP:Iteration 21Q (36897.400000 sec): 3 clusters Score: Raw -284376.594734 + Penalty 3659.988031 = -280716.606703 nChanged 5 SP:Iteration 22Q (36897.400000 sec): 3 clusters Score: Raw -284380.396797 + Penalty 3659.988031 = -280720.408765 nChanged 0 SP:Iteration 23F (36897.410000 sec): 3 clusters Score: Raw -284380.396797 + Penalty 3659.988031 = -280720.408765 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36897.420000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36897.420000 sec): 3 clusters Score: Raw -17067.025360 + Penalty 2550.265124 = -14516.760236 nChanged 11 SP:Iteration 1F (36897.420000 sec): 3 clusters Score: Raw -17125.901585 + Penalty 2550.265124 = -14575.636460 nChanged 2 SP:Iteration 2Q (36897.420000 sec): 3 clusters Score: Raw -17134.953665 + Penalty 2550.265124 = -14584.688541 nChanged 0 SP:Iteration 3F (36897.420000 sec): 3 clusters Score: Raw -17134.953665 + Penalty 2550.265124 = -14584.688541 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36897.500000 sec): 2 clusters Score: Raw -3257686.498402 + Penalty 2437.506748 = -3255248.991654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36897.570000 sec): 3 clusters Score: Raw -3246825.973183 + Penalty 4875.013496 = -3241950.959687 nChanged 8233 SP:Iteration 1F (36897.640000 sec): 3 clusters Score: Raw -3251263.654865 + Penalty 4875.013496 = -3246388.641369 nChanged 1098 SP:Iteration 2F (36897.720000 sec): 3 clusters Score: Raw -3251803.831707 + Penalty 4875.013496 = -3246928.818211 nChanged 1076 SP:Iteration 3F (36897.790000 sec): 3 clusters Score: Raw -3252388.045074 + Penalty 4875.013496 = -3247513.031578 nChanged 1148 SP:Iteration 4F (36897.870000 sec): 3 clusters Score: Raw -3253090.919633 + Penalty 4875.013496 = -3248215.906137 nChanged 1196 SP:Iteration 5F (36897.940000 sec): 3 clusters Score: Raw -3253863.925550 + Penalty 4875.013496 = -3248988.912054 nChanged 1188 SP:Iteration 6F (36898.020000 sec): 3 clusters Score: Raw -3254613.093881 + Penalty 4875.013496 = -3249738.080385 nChanged 1031 SP:Iteration 7F (36898.090000 sec): 3 clusters Score: Raw -3255230.820669 + Penalty 4875.013496 = -3250355.807173 nChanged 872 SP:Iteration 8Q (36898.160000 sec): 3 clusters Score: Raw -3255733.762875 + Penalty 4875.013496 = -3250858.749379 nChanged 732 SP:Iteration 9Q (36898.240000 sec): 3 clusters Score: Raw -3256129.316345 + Penalty 4875.013496 = -3251254.302849 nChanged 607 SP:Iteration 10Q (36898.310000 sec): 3 clusters Score: Raw -3256467.391613 + Penalty 4875.013496 = -3251592.378117 nChanged 480 SP:Iteration 11Q (36898.380000 sec): 3 clusters Score: Raw -3256744.004455 + Penalty 4875.013496 = -3251868.990959 nChanged 429 SP:Iteration 12Q (36898.460000 sec): 3 clusters Score: Raw -3257015.545982 + Penalty 4875.013496 = -3252140.532486 nChanged 420 SP:Iteration 13Q (36898.530000 sec): 3 clusters Score: Raw -3257268.442306 + Penalty 4875.013496 = -3252393.428810 nChanged 418 SP:Iteration 14Q (36898.600000 sec): 3 clusters Score: Raw -3257533.232167 + Penalty 4875.013496 = -3252658.218671 nChanged 377 SP:Iteration 15Q (36898.670000 sec): 3 clusters Score: Raw -3257750.263615 + Penalty 4875.013496 = -3252875.250119 nChanged 330 SP:Iteration 16Q (36898.740000 sec): 3 clusters Score: Raw -3257937.276959 + Penalty 4875.013496 = -3253062.263463 nChanged 296 SP:Iteration 17Q (36898.810000 sec): 3 clusters Score: Raw -3258109.177370 + Penalty 4875.013496 = -3253234.163874 nChanged 289 SP:Iteration 18Q (36898.880000 sec): 3 clusters Score: Raw -3258254.943429 + Penalty 4875.013496 = -3253379.929933 nChanged 239 SP:Iteration 19Q (36898.940000 sec): 3 clusters Score: Raw -3258393.917222 + Penalty 4875.013496 = -3253518.903727 nChanged 228 SP:Iteration 20F (36899.020000 sec): 3 clusters Score: Raw -3258505.236749 + Penalty 4875.013496 = -3253630.223253 nChanged 194 SP:Iteration 21Q (36899.080000 sec): 3 clusters Score: Raw -3258591.457789 + Penalty 4875.013496 = -3253716.444293 nChanged 165 SP:Iteration 22Q (36899.150000 sec): 3 clusters Score: Raw -3258662.696651 + Penalty 4875.013496 = -3253787.683155 nChanged 150 SP:Iteration 23Q (36899.210000 sec): 3 clusters Score: Raw -3258717.454801 + Penalty 4875.013496 = -3253842.441305 nChanged 112 SP:Iteration 24Q (36899.280000 sec): 3 clusters Score: Raw -3258761.417163 + Penalty 4875.013496 = -3253886.403667 nChanged 90 SP:Iteration 25Q (36899.340000 sec): 3 clusters Score: Raw -3258789.511646 + Penalty 4875.013496 = -3253914.498150 nChanged 75 SP:Iteration 26Q (36899.400000 sec): 3 clusters Score: Raw -3258807.813013 + Penalty 4875.013496 = -3253932.799517 nChanged 62 SP:Iteration 27Q (36899.460000 sec): 3 clusters Score: Raw -3258825.319136 + Penalty 4875.013496 = -3253950.305640 nChanged 58 SP:Iteration 28Q (36899.530000 sec): 3 clusters Score: Raw -3258841.366639 + Penalty 4875.013496 = -3253966.353143 nChanged 55 SP:Iteration 29Q (36899.590000 sec): 3 clusters Score: Raw -3258858.024638 + Penalty 4875.013496 = -3253983.011142 nChanged 42 SP:Iteration 30Q (36899.650000 sec): 3 clusters Score: Raw -3258868.847754 + Penalty 4875.013496 = -3253993.834258 nChanged 39 SP:Iteration 31Q (36899.710000 sec): 3 clusters Score: Raw -3258878.490415 + Penalty 4875.013496 = -3254003.476919 nChanged 25 SP:Iteration 32Q (36899.770000 sec): 3 clusters Score: Raw -3258885.151547 + Penalty 4875.013496 = -3254010.138051 nChanged 22 SP:Iteration 33Q (36899.840000 sec): 3 clusters Score: Raw -3258891.514039 + Penalty 4875.013496 = -3254016.500543 nChanged 27 SP:Iteration 34Q (36899.900000 sec): 3 clusters Score: Raw -3258899.529748 + Penalty 4875.013496 = -3254024.516252 nChanged 33 SP:Iteration 35Q (36899.960000 sec): 3 clusters Score: Raw -3258908.924177 + Penalty 4875.013496 = -3254033.910681 nChanged 28 SP:Iteration 36Q (36900.020000 sec): 3 clusters Score: Raw -3258914.940432 + Penalty 4875.013496 = -3254039.926936 nChanged 34 SP:Iteration 37Q (36900.080000 sec): 3 clusters Score: Raw -3258925.022502 + Penalty 4875.013496 = -3254050.009006 nChanged 32 SP:Iteration 38Q (36900.140000 sec): 3 clusters Score: Raw -3258933.043340 + Penalty 4875.013496 = -3254058.029844 nChanged 28 SP:Iteration 39Q (36900.200000 sec): 3 clusters Score: Raw -3258940.446108 + Penalty 4875.013496 = -3254065.432612 nChanged 29 SP:Iteration 40F (36900.280000 sec): 3 clusters Score: Raw -3258948.013550 + Penalty 4875.013496 = -3254073.000054 nChanged 27 SP:Iteration 41Q (36900.340000 sec): 3 clusters Score: Raw -3258954.095190 + Penalty 4875.013496 = -3254079.081694 nChanged 19 SP:Iteration 42Q (36900.400000 sec): 3 clusters Score: Raw -3258957.918405 + Penalty 4875.013496 = -3254082.904909 nChanged 16 SP:Iteration 43Q (36900.460000 sec): 3 clusters Score: Raw -3258961.649848 + Penalty 4875.013496 = -3254086.636352 nChanged 19 SP:Iteration 44Q (36900.520000 sec): 3 clusters Score: Raw -3258965.574269 + Penalty 4875.013496 = -3254090.560773 nChanged 14 SP:Iteration 45Q (36900.580000 sec): 3 clusters Score: Raw -3258969.982520 + Penalty 4875.013496 = -3254094.969024 nChanged 21 SP:Iteration 46Q (36900.640000 sec): 3 clusters Score: Raw -3258976.097219 + Penalty 4875.013496 = -3254101.083723 nChanged 17 SP:Iteration 47Q (36900.700000 sec): 3 clusters Score: Raw -3258980.814496 + Penalty 4875.013496 = -3254105.801000 nChanged 22 SP:Iteration 48Q (36900.760000 sec): 3 clusters Score: Raw -3258986.348171 + Penalty 4875.013496 = -3254111.334675 nChanged 22 SP:Iteration 49Q (36900.820000 sec): 3 clusters Score: Raw -3258989.983485 + Penalty 4875.013496 = -3254114.969989 nChanged 11 SP:Iteration 50Q (36900.880000 sec): 3 clusters Score: Raw -3258992.064089 + Penalty 4875.013496 = -3254117.050593 nChanged 12 SP:Iteration 51Q (36900.940000 sec): 3 clusters Score: Raw -3258994.760905 + Penalty 4875.013496 = -3254119.747409 nChanged 13 SP:Iteration 52Q (36901.000000 sec): 3 clusters Score: Raw -3258997.396101 + Penalty 4875.013496 = -3254122.382605 nChanged 11 SP:Iteration 53Q (36901.060000 sec): 3 clusters Score: Raw -3258999.468074 + Penalty 4875.013496 = -3254124.454578 nChanged 9 SP:Iteration 54Q (36901.120000 sec): 3 clusters Score: Raw -3259001.442817 + Penalty 4875.013496 = -3254126.429321 nChanged 6 SP:Iteration 55Q (36901.180000 sec): 3 clusters Score: Raw -3259003.112223 + Penalty 4875.013496 = -3254128.098727 nChanged 12 SP:Iteration 56Q (36901.240000 sec): 3 clusters Score: Raw -3259006.149488 + Penalty 4875.013496 = -3254131.135992 nChanged 8 SP:Iteration 57Q (36901.300000 sec): 3 clusters Score: Raw -3259007.663930 + Penalty 4875.013496 = -3254132.650434 nChanged 5 SP:Iteration 58Q (36901.360000 sec): 3 clusters Score: Raw -3259008.277128 + Penalty 4875.013496 = -3254133.263632 nChanged 4 SP:Iteration 59Q (36901.420000 sec): 3 clusters Score: Raw -3259008.667429 + Penalty 4875.013496 = -3254133.653933 nChanged 1 SP:Iteration 60F (36901.500000 sec): 3 clusters Score: Raw -3259008.888621 + Penalty 4875.013496 = -3254133.875125 nChanged 2 SP:Iteration 61Q (36901.560000 sec): 3 clusters Score: Raw -3259009.052357 + Penalty 4875.013496 = -3254134.038861 nChanged 1 SP:Iteration 62Q (36901.620000 sec): 3 clusters Score: Raw -3259009.112822 + Penalty 4875.013496 = -3254134.099326 nChanged 2 SP:Iteration 63Q (36901.680000 sec): 3 clusters Score: Raw -3259009.310763 + Penalty 4875.013496 = -3254134.297267 nChanged 1 SP:Iteration 64Q (36901.740000 sec): 3 clusters Score: Raw -3259009.459251 + Penalty 4875.013496 = -3254134.445755 nChanged 1 SP:Iteration 65Q (36901.800000 sec): 3 clusters Score: Raw -3259009.600688 + Penalty 4875.013496 = -3254134.587192 nChanged 1 SP:Iteration 66Q (36901.860000 sec): 3 clusters Score: Raw -3259009.636299 + Penalty 4875.013496 = -3254134.622803 nChanged 1 SP:Iteration 67Q (36901.920000 sec): 3 clusters Score: Raw -3259009.693677 + Penalty 4875.013496 = -3254134.680181 nChanged 0 SP:Iteration 68F (36901.990000 sec): 3 clusters Score: Raw -3259009.693677 + Penalty 4875.013496 = -3254134.680181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36902.010000 sec): 2 clusters Score: Raw -172396.078186 + Penalty 1702.999455 = -170693.078731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36902.010000 sec): 3 clusters Score: Raw -172197.827765 + Penalty 3405.998909 = -168791.828856 nChanged 254 SP:Iteration 1F (36902.020000 sec): 3 clusters Score: Raw -172500.369281 + Penalty 3405.998909 = -169094.370372 nChanged 52 SP:Iteration 2F (36902.020000 sec): 3 clusters Score: Raw -172582.584603 + Penalty 3405.998909 = -169176.585694 nChanged 28 SP:Iteration 3Q (36902.020000 sec): 3 clusters Score: Raw -172624.316829 + Penalty 3405.998909 = -169218.317920 nChanged 10 SP:Iteration 4Q (36902.030000 sec): 3 clusters Score: Raw -172640.851095 + Penalty 3405.998909 = -169234.852186 nChanged 9 SP:Iteration 5Q (36902.030000 sec): 3 clusters Score: Raw -172660.663854 + Penalty 3405.998909 = -169254.664944 nChanged 9 SP:Iteration 6Q (36902.040000 sec): 3 clusters Score: Raw -172668.961562 + Penalty 3405.998909 = -169262.962653 nChanged 4 SP:Iteration 7Q (36902.040000 sec): 3 clusters Score: Raw -172675.282411 + Penalty 3405.998909 = -169269.283502 nChanged 6 SP:Iteration 8Q (36902.040000 sec): 3 clusters Score: Raw -172681.296644 + Penalty 3405.998909 = -169275.297735 nChanged 2 SP:Iteration 9Q (36902.050000 sec): 3 clusters Score: Raw -172684.517752 + Penalty 3405.998909 = -169278.518843 nChanged 1 SP:Iteration 10Q (36902.050000 sec): 3 clusters Score: Raw -172685.203961 + Penalty 3405.998909 = -169279.205052 nChanged 1 SP:Iteration 11Q (36902.050000 sec): 3 clusters Score: Raw -172686.198254 + Penalty 3405.998909 = -169280.199345 nChanged 0 SP:Iteration 12F (36902.060000 sec): 3 clusters Score: Raw -172686.198254 + Penalty 3405.998909 = -169280.199345 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36902.060000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36902.070000 sec): 3 clusters Score: Raw -29003.361279 + Penalty 2617.944871 = -26385.416408 nChanged 12 SP:Iteration 1F (36902.070000 sec): 3 clusters Score: Raw -29052.023068 + Penalty 2617.944871 = -26434.078197 nChanged 5 SP:Iteration 2Q (36902.070000 sec): 3 clusters Score: Raw -29076.775274 + Penalty 2617.944871 = -26458.830403 nChanged 1 SP:Iteration 3Q (36902.070000 sec): 3 clusters Score: Raw -29079.822074 + Penalty 2617.944871 = -26461.877203 nChanged 0 SP:Iteration 4F (36902.070000 sec): 3 clusters Score: Raw -29079.822074 + Penalty 2617.944871 = -26461.877203 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (207748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36902.800000 sec): 2 clusters Score: Raw -35995013.968275 + Penalty 3036.532109 = -35991977.436166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36903.660000 sec): 3 clusters Score: Raw -35858713.714967 + Penalty 6073.064219 = -35852640.650749 nChanged 99895 SP:Iteration 1F (36904.520000 sec): 3 clusters Score: Raw -35917377.415693 + Penalty 6073.064219 = -35911304.351474 nChanged 6072 SP:Iteration 2Q (36905.390000 sec): 3 clusters Score: Raw -35918762.507850 + Penalty 6073.064219 = -35912689.443631 nChanged 7035 SP:Iteration 3Q (36906.260000 sec): 3 clusters Score: Raw -35920879.239500 + Penalty 6073.064219 = -35914806.175282 nChanged 8924 SP:Iteration 4Q (36907.130000 sec): 3 clusters Score: Raw -35924570.133548 + Penalty 6073.064219 = -35918497.069329 nChanged 12075 SP:Iteration 5F (36907.980000 sec): 3 clusters Score: Raw -35931490.701480 + Penalty 6073.064219 = -35925417.637262 nChanged 16028 SP:Iteration 6F (36908.840000 sec): 3 clusters Score: Raw -35943552.364843 + Penalty 6073.064219 = -35937479.300625 nChanged 18676 SP:Iteration 7F (36909.690000 sec): 3 clusters Score: Raw -35960626.569786 + Penalty 6073.064219 = -35954553.505567 nChanged 17255 SP:Iteration 8F (36910.540000 sec): 3 clusters Score: Raw -35978013.671422 + Penalty 6073.064219 = -35971940.607203 nChanged 11084 SP:Iteration 9F (36911.380000 sec): 3 clusters Score: Raw -35989187.011095 + Penalty 6073.064219 = -35983113.946876 nChanged 4641 SP:Iteration 10Q (36912.150000 sec): 3 clusters Score: Raw -35993655.035241 + Penalty 6073.064219 = -35987581.971022 nChanged 1236 SP:Iteration 11Q (36912.830000 sec): 3 clusters Score: Raw -35994813.421062 + Penalty 6073.064219 = -35988740.356843 nChanged 337 SP:Iteration 12Q (36913.440000 sec): 3 clusters Score: Raw -35995167.289899 + Penalty 6073.064219 = -35989094.225681 nChanged 86 SP:Iteration 13Q (36914.040000 sec): 3 clusters Score: Raw -35995275.839558 + Penalty 6073.064219 = -35989202.775340 nChanged 38 SP:Iteration 14Q (36914.640000 sec): 3 clusters Score: Raw -35995330.956999 + Penalty 6073.064219 = -35989257.892781 nChanged 21 SP:Iteration 15Q (36915.230000 sec): 3 clusters Score: Raw -35995361.841099 + Penalty 6073.064219 = -35989288.776881 nChanged 8 SP:Iteration 16Q (36915.820000 sec): 3 clusters Score: Raw -35995372.842097 + Penalty 6073.064219 = -35989299.777878 nChanged 6 SP:Iteration 17Q (36916.400000 sec): 3 clusters Score: Raw -35995380.833472 + Penalty 6073.064219 = -35989307.769253 nChanged 0 SP:Iteration 18F (36917.240000 sec): 3 clusters Score: Raw -35995380.833472 + Penalty 6073.064219 = -35989307.769253 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36917.320000 sec): 2 clusters Score: Raw -260438.356770 + Penalty 1824.515724 = -258613.841046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36917.330000 sec): 3 clusters Score: Raw -259995.102646 + Penalty 3649.031448 = -256346.071198 nChanged 487 SP:Iteration 1F (36917.330000 sec): 3 clusters Score: Raw -260596.513544 + Penalty 3649.031448 = -256947.482096 nChanged 150 SP:Iteration 2F (36917.340000 sec): 3 clusters Score: Raw -260858.346541 + Penalty 3649.031448 = -257209.315093 nChanged 111 SP:Iteration 3F (36917.340000 sec): 3 clusters Score: Raw -261106.565268 + Penalty 3649.031448 = -257457.533819 nChanged 129 SP:Iteration 4F (36917.350000 sec): 3 clusters Score: Raw -261377.275550 + Penalty 3649.031448 = -257728.244102 nChanged 112 SP:Iteration 5F (36917.360000 sec): 3 clusters Score: Raw -261589.030320 + Penalty 3649.031448 = -257939.998872 nChanged 82 SP:Iteration 6F (36917.360000 sec): 3 clusters Score: Raw -261731.194028 + Penalty 3649.031448 = -258082.162580 nChanged 45 SP:Iteration 7Q (36917.370000 sec): 3 clusters Score: Raw -261810.489591 + Penalty 3649.031448 = -258161.458143 nChanged 38 SP:Iteration 8Q (36917.380000 sec): 3 clusters Score: Raw -261879.563269 + Penalty 3649.031448 = -258230.531820 nChanged 30 SP:Iteration 9Q (36917.380000 sec): 3 clusters Score: Raw -261938.481715 + Penalty 3649.031448 = -258289.450266 nChanged 25 SP:Iteration 10Q (36917.390000 sec): 3 clusters Score: Raw -261979.962490 + Penalty 3649.031448 = -258330.931042 nChanged 25 SP:Iteration 11Q (36917.390000 sec): 3 clusters Score: Raw -262038.190906 + Penalty 3649.031448 = -258389.159457 nChanged 26 SP:Iteration 12Q (36917.400000 sec): 3 clusters Score: Raw -262085.302517 + Penalty 3649.031448 = -258436.271069 nChanged 10 SP:Iteration 13Q (36917.400000 sec): 3 clusters Score: Raw -262099.475787 + Penalty 3649.031448 = -258450.444338 nChanged 12 SP:Iteration 14Q (36917.410000 sec): 3 clusters Score: Raw -262114.792220 + Penalty 3649.031448 = -258465.760772 nChanged 8 SP:Iteration 15Q (36917.410000 sec): 3 clusters Score: Raw -262126.002604 + Penalty 3649.031448 = -258476.971156 nChanged 8 SP:Iteration 16Q (36917.420000 sec): 3 clusters Score: Raw -262140.281381 + Penalty 3649.031448 = -258491.249933 nChanged 4 SP:Iteration 17Q (36917.420000 sec): 3 clusters Score: Raw -262145.753682 + Penalty 3649.031448 = -258496.722234 nChanged 4 SP:Iteration 18Q (36917.430000 sec): 3 clusters Score: Raw -262149.132705 + Penalty 3649.031448 = -258500.101257 nChanged 4 SP:Iteration 19Q (36917.430000 sec): 3 clusters Score: Raw -262152.372347 + Penalty 3649.031448 = -258503.340899 nChanged 4 SP:Iteration 20F (36917.440000 sec): 3 clusters Score: Raw -262158.073746 + Penalty 3649.031448 = -258509.042298 nChanged 4 SP:Iteration 21Q (36917.440000 sec): 3 clusters Score: Raw -262168.955362 + Penalty 3649.031448 = -258519.923914 nChanged 5 SP:Iteration 22Q (36917.450000 sec): 3 clusters Score: Raw -262176.581341 + Penalty 3649.031448 = -258527.549893 nChanged 5 SP:Iteration 23Q (36917.450000 sec): 3 clusters Score: Raw -262181.825084 + Penalty 3649.031448 = -258532.793636 nChanged 2 SP:Iteration 24Q (36917.460000 sec): 3 clusters Score: Raw -262184.404308 + Penalty 3649.031448 = -258535.372859 nChanged 1 SP:Iteration 25Q (36917.460000 sec): 3 clusters Score: Raw -262185.444797 + Penalty 3649.031448 = -258536.413349 nChanged 0 SP:Iteration 26F (36917.470000 sec): 3 clusters Score: Raw -262185.444797 + Penalty 3649.031448 = -258536.413349 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36917.900000 sec): 2 clusters Score: Raw -21134574.893557 + Penalty 2898.695806 = -21131676.197751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36918.390000 sec): 3 clusters Score: Raw -21057673.364296 + Penalty 5797.391612 = -21051875.972684 nChanged 57005 SP:Iteration 1F (36918.880000 sec): 3 clusters Score: Raw -21089872.547360 + Penalty 5797.391612 = -21084075.155748 nChanged 3159 SP:Iteration 2Q (36919.380000 sec): 3 clusters Score: Raw -21090451.800206 + Penalty 5797.391612 = -21084654.408594 nChanged 3183 SP:Iteration 3Q (36919.880000 sec): 3 clusters Score: Raw -21091047.193198 + Penalty 5797.391612 = -21085249.801586 nChanged 3232 SP:Iteration 4Q (36920.380000 sec): 3 clusters Score: Raw -21091687.226325 + Penalty 5797.391612 = -21085889.834713 nChanged 3310 SP:Iteration 5Q (36920.880000 sec): 3 clusters Score: Raw -21092445.945896 + Penalty 5797.391612 = -21086648.554284 nChanged 3641 SP:Iteration 6Q (36921.380000 sec): 3 clusters Score: Raw -21093457.582884 + Penalty 5797.391612 = -21087660.191271 nChanged 4494 SP:Iteration 7Q (36921.880000 sec): 3 clusters Score: Raw -21095040.326189 + Penalty 5797.391612 = -21089242.934576 nChanged 5408 SP:Iteration 8Q (36922.380000 sec): 3 clusters Score: Raw -21097347.847673 + Penalty 5797.391612 = -21091550.456061 nChanged 6331 SP:Iteration 9F (36922.860000 sec): 3 clusters Score: Raw -21100564.383921 + Penalty 5797.391612 = -21094766.992308 nChanged 7034 SP:Iteration 10F (36923.360000 sec): 3 clusters Score: Raw -21104600.269858 + Penalty 5797.391612 = -21098802.878245 nChanged 7181 SP:Iteration 11F (36923.850000 sec): 3 clusters Score: Raw -21109271.237645 + Penalty 5797.391612 = -21103473.846033 nChanged 6866 SP:Iteration 12F (36924.340000 sec): 3 clusters Score: Raw -21114387.494243 + Penalty 5797.391612 = -21108590.102630 nChanged 6110 SP:Iteration 13F (36924.830000 sec): 3 clusters Score: Raw -21119315.406314 + Penalty 5797.391612 = -21113518.014702 nChanged 4877 SP:Iteration 14Q (36925.320000 sec): 3 clusters Score: Raw -21122608.128193 + Penalty 5797.391612 = -21116810.736580 nChanged 3438 SP:Iteration 15Q (36925.790000 sec): 3 clusters Score: Raw -21124255.990770 + Penalty 5797.391612 = -21118458.599157 nChanged 2156 SP:Iteration 16Q (36926.240000 sec): 3 clusters Score: Raw -21125078.495970 + Penalty 5797.391612 = -21119281.104358 nChanged 1671 SP:Iteration 17Q (36926.700000 sec): 3 clusters Score: Raw -21125693.921460 + Penalty 5797.391612 = -21119896.529847 nChanged 1501 SP:Iteration 18Q (36927.150000 sec): 3 clusters Score: Raw -21126196.716905 + Penalty 5797.391612 = -21120399.325292 nChanged 1391 SP:Iteration 19Q (36927.600000 sec): 3 clusters Score: Raw -21126643.676269 + Penalty 5797.391612 = -21120846.284657 nChanged 1323 SP:Iteration 20F (36928.090000 sec): 3 clusters Score: Raw -21127040.818775 + Penalty 5797.391612 = -21121243.427162 nChanged 1264 SP:Iteration 21Q (36928.530000 sec): 3 clusters Score: Raw -21127392.171957 + Penalty 5797.391612 = -21121594.780344 nChanged 1170 SP:Iteration 22Q (36928.950000 sec): 3 clusters Score: Raw -21127694.680252 + Penalty 5797.391612 = -21121897.288640 nChanged 1106 SP:Iteration 23Q (36929.380000 sec): 3 clusters Score: Raw -21127984.877049 + Penalty 5797.391612 = -21122187.485436 nChanged 1074 SP:Iteration 24Q (36929.810000 sec): 3 clusters Score: Raw -21128267.272792 + Penalty 5797.391612 = -21122469.881180 nChanged 1059 SP:Iteration 25Q (36930.230000 sec): 3 clusters Score: Raw -21128535.817504 + Penalty 5797.391612 = -21122738.425891 nChanged 1043 SP:Iteration 26Q (36930.650000 sec): 3 clusters Score: Raw -21128812.259787 + Penalty 5797.391612 = -21123014.868174 nChanged 1070 SP:Iteration 27Q (36931.070000 sec): 3 clusters Score: Raw -21129090.757377 + Penalty 5797.391612 = -21123293.365764 nChanged 962 SP:Iteration 28Q (36931.480000 sec): 3 clusters Score: Raw -21129337.571480 + Penalty 5797.391612 = -21123540.179868 nChanged 950 SP:Iteration 29Q (36931.890000 sec): 3 clusters Score: Raw -21129577.482326 + Penalty 5797.391612 = -21123780.090714 nChanged 897 SP:Iteration 30Q (36932.300000 sec): 3 clusters Score: Raw -21129798.620614 + Penalty 5797.391612 = -21124001.229001 nChanged 881 SP:Iteration 31Q (36932.710000 sec): 3 clusters Score: Raw -21130019.381937 + Penalty 5797.391612 = -21124221.990325 nChanged 872 SP:Iteration 32Q (36933.110000 sec): 3 clusters Score: Raw -21130247.068851 + Penalty 5797.391612 = -21124449.677239 nChanged 915 SP:Iteration 33Q (36933.500000 sec): 3 clusters Score: Raw -21130497.283236 + Penalty 5797.391612 = -21124699.891623 nChanged 876 SP:Iteration 34Q (36933.900000 sec): 3 clusters Score: Raw -21130748.252040 + Penalty 5797.391612 = -21124950.860428 nChanged 869 SP:Iteration 35Q (36934.290000 sec): 3 clusters Score: Raw -21131006.874947 + Penalty 5797.391612 = -21125209.483335 nChanged 869 SP:Iteration 36Q (36934.670000 sec): 3 clusters Score: Raw -21131261.234834 + Penalty 5797.391612 = -21125463.843221 nChanged 801 SP:Iteration 37Q (36935.060000 sec): 3 clusters Score: Raw -21131498.794081 + Penalty 5797.391612 = -21125701.402469 nChanged 774 SP:Iteration 38Q (36935.440000 sec): 3 clusters Score: Raw -21131736.998856 + Penalty 5797.391612 = -21125939.607243 nChanged 722 SP:Iteration 39Q (36935.820000 sec): 3 clusters Score: Raw -21131972.850465 + Penalty 5797.391612 = -21126175.458853 nChanged 702 SP:Iteration 40F (36936.300000 sec): 3 clusters Score: Raw -21132213.878430 + Penalty 5797.391612 = -21126416.486818 nChanged 629 SP:Iteration 41Q (36936.670000 sec): 3 clusters Score: Raw -21132426.937668 + Penalty 5797.391612 = -21126629.546056 nChanged 618 SP:Iteration 42Q (36937.040000 sec): 3 clusters Score: Raw -21132645.537970 + Penalty 5797.391612 = -21126848.146358 nChanged 550 SP:Iteration 43Q (36937.410000 sec): 3 clusters Score: Raw -21132830.294990 + Penalty 5797.391612 = -21127032.903378 nChanged 506 SP:Iteration 44Q (36937.770000 sec): 3 clusters Score: Raw -21132998.233566 + Penalty 5797.391612 = -21127200.841953 nChanged 455 SP:Iteration 45Q (36938.130000 sec): 3 clusters Score: Raw -21133146.450333 + Penalty 5797.391612 = -21127349.058720 nChanged 416 SP:Iteration 46Q (36938.480000 sec): 3 clusters Score: Raw -21133284.550595 + Penalty 5797.391612 = -21127487.158983 nChanged 382 SP:Iteration 47Q (36938.840000 sec): 3 clusters Score: Raw -21133412.712954 + Penalty 5797.391612 = -21127615.321342 nChanged 345 SP:Iteration 48Q (36939.190000 sec): 3 clusters Score: Raw -21133522.206591 + Penalty 5797.391612 = -21127724.814979 nChanged 295 SP:Iteration 49Q (36939.550000 sec): 3 clusters Score: Raw -21133614.333631 + Penalty 5797.391612 = -21127816.942019 nChanged 273 SP:Iteration 50Q (36939.890000 sec): 3 clusters Score: Raw -21133701.405394 + Penalty 5797.391612 = -21127904.013781 nChanged 253 SP:Iteration 51Q (36940.250000 sec): 3 clusters Score: Raw -21133787.367080 + Penalty 5797.391612 = -21127989.975467 nChanged 245 SP:Iteration 52Q (36940.590000 sec): 3 clusters Score: Raw -21133870.240602 + Penalty 5797.391612 = -21128072.848989 nChanged 221 SP:Iteration 53Q (36940.940000 sec): 3 clusters Score: Raw -21133950.324594 + Penalty 5797.391612 = -21128152.932982 nChanged 201 SP:Iteration 54Q (36941.290000 sec): 3 clusters Score: Raw -21134023.808942 + Penalty 5797.391612 = -21128226.417330 nChanged 201 SP:Iteration 55Q (36941.630000 sec): 3 clusters Score: Raw -21134100.517803 + Penalty 5797.391612 = -21128303.126191 nChanged 188 SP:Iteration 56Q (36941.980000 sec): 3 clusters Score: Raw -21134174.982747 + Penalty 5797.391612 = -21128377.591134 nChanged 180 SP:Iteration 57Q (36942.330000 sec): 3 clusters Score: Raw -21134243.934677 + Penalty 5797.391612 = -21128446.543064 nChanged 152 SP:Iteration 58Q (36942.670000 sec): 3 clusters Score: Raw -21134306.454147 + Penalty 5797.391612 = -21128509.062535 nChanged 152 SP:Iteration 59Q (36943.010000 sec): 3 clusters Score: Raw -21134365.736641 + Penalty 5797.391612 = -21128568.345029 nChanged 141 SP:Iteration 60F (36943.490000 sec): 3 clusters Score: Raw -21134422.916694 + Penalty 5797.391612 = -21128625.525082 nChanged 133 SP:Iteration 61Q (36943.830000 sec): 3 clusters Score: Raw -21134481.894567 + Penalty 5797.391612 = -21128684.502954 nChanged 122 SP:Iteration 62Q (36944.170000 sec): 3 clusters Score: Raw -21134542.734139 + Penalty 5797.391612 = -21128745.342527 nChanged 115 SP:Iteration 63Q (36944.510000 sec): 3 clusters Score: Raw -21134597.674306 + Penalty 5797.391612 = -21128800.282694 nChanged 92 SP:Iteration 64Q (36944.850000 sec): 3 clusters Score: Raw -21134635.864941 + Penalty 5797.391612 = -21128838.473329 nChanged 72 SP:Iteration 65Q (36945.180000 sec): 3 clusters Score: Raw -21134666.378394 + Penalty 5797.391612 = -21128868.986782 nChanged 65 SP:Iteration 66Q (36945.520000 sec): 3 clusters Score: Raw -21134694.832489 + Penalty 5797.391612 = -21128897.440877 nChanged 62 SP:Iteration 67Q (36945.860000 sec): 3 clusters Score: Raw -21134720.235762 + Penalty 5797.391612 = -21128922.844149 nChanged 56 SP:Iteration 68Q (36946.200000 sec): 3 clusters Score: Raw -21134745.503848 + Penalty 5797.391612 = -21128948.112236 nChanged 62 SP:Iteration 69Q (36946.530000 sec): 3 clusters Score: Raw -21134772.515306 + Penalty 5797.391612 = -21128975.123693 nChanged 41 SP:Iteration 70Q (36946.870000 sec): 3 clusters Score: Raw -21134790.597522 + Penalty 5797.391612 = -21128993.205909 nChanged 43 SP:Iteration 71Q (36947.210000 sec): 3 clusters Score: Raw -21134808.955111 + Penalty 5797.391612 = -21129011.563499 nChanged 31 SP:Iteration 72Q (36947.540000 sec): 3 clusters Score: Raw -21134822.080607 + Penalty 5797.391612 = -21129024.688995 nChanged 28 SP:Iteration 73Q (36947.880000 sec): 3 clusters Score: Raw -21134833.761563 + Penalty 5797.391612 = -21129036.369950 nChanged 24 SP:Iteration 74Q (36948.220000 sec): 3 clusters Score: Raw -21134841.248310 + Penalty 5797.391612 = -21129043.856698 nChanged 11 SP:Iteration 75Q (36948.550000 sec): 3 clusters Score: Raw -21134845.987570 + Penalty 5797.391612 = -21129048.595958 nChanged 11 SP:Iteration 76Q (36948.890000 sec): 3 clusters Score: Raw -21134850.429107 + Penalty 5797.391612 = -21129053.037495 nChanged 12 SP:Iteration 77Q (36949.230000 sec): 3 clusters Score: Raw -21134854.799378 + Penalty 5797.391612 = -21129057.407766 nChanged 10 SP:Iteration 78Q (36949.570000 sec): 3 clusters Score: Raw -21134857.570880 + Penalty 5797.391612 = -21129060.179268 nChanged 7 SP:Iteration 79Q (36949.900000 sec): 3 clusters Score: Raw -21134859.386629 + Penalty 5797.391612 = -21129061.995016 nChanged 10 SP:Iteration 80F (36950.380000 sec): 3 clusters Score: Raw -21134862.343378 + Penalty 5797.391612 = -21129064.951765 nChanged 10 SP:Iteration 81Q (36950.720000 sec): 3 clusters Score: Raw -21134866.079147 + Penalty 5797.391612 = -21129068.687535 nChanged 10 SP:Iteration 82Q (36951.050000 sec): 3 clusters Score: Raw -21134869.154927 + Penalty 5797.391612 = -21129071.763314 nChanged 11 SP:Iteration 83Q (36951.390000 sec): 3 clusters Score: Raw -21134873.400608 + Penalty 5797.391612 = -21129076.008995 nChanged 15 SP:Iteration 84Q (36951.720000 sec): 3 clusters Score: Raw -21134879.601200 + Penalty 5797.391612 = -21129082.209587 nChanged 18 SP:Iteration 85Q (36952.060000 sec): 3 clusters Score: Raw -21134887.306873 + Penalty 5797.391612 = -21129089.915260 nChanged 15 SP:Iteration 86Q (36952.390000 sec): 3 clusters Score: Raw -21134893.706173 + Penalty 5797.391612 = -21129096.314560 nChanged 17 SP:Iteration 87Q (36952.730000 sec): 3 clusters Score: Raw -21134900.902602 + Penalty 5797.391612 = -21129103.510990 nChanged 19 SP:Iteration 88Q (36953.070000 sec): 3 clusters Score: Raw -21134908.147985 + Penalty 5797.391612 = -21129110.756373 nChanged 14 SP:Iteration 89Q (36953.400000 sec): 3 clusters Score: Raw -21134914.908664 + Penalty 5797.391612 = -21129117.517052 nChanged 10 SP:Iteration 90Q (36953.730000 sec): 3 clusters Score: Raw -21134918.913277 + Penalty 5797.391612 = -21129121.521665 nChanged 9 SP:Iteration 91Q (36954.070000 sec): 3 clusters Score: Raw -21134923.119333 + Penalty 5797.391612 = -21129125.727721 nChanged 9 SP:Iteration 92Q (36954.410000 sec): 3 clusters Score: Raw -21134927.568804 + Penalty 5797.391612 = -21129130.177192 nChanged 9 SP:Iteration 93Q (36954.740000 sec): 3 clusters Score: Raw -21134930.787661 + Penalty 5797.391612 = -21129133.396048 nChanged 6 SP:Iteration 94Q (36955.080000 sec): 3 clusters Score: Raw -21134933.639673 + Penalty 5797.391612 = -21129136.248060 nChanged 2 SP:Iteration 95Q (36955.410000 sec): 3 clusters Score: Raw -21134934.669641 + Penalty 5797.391612 = -21129137.278028 nChanged 4 SP:Iteration 96Q (36955.750000 sec): 3 clusters Score: Raw -21134937.356727 + Penalty 5797.391612 = -21129139.965114 nChanged 5 SP:Iteration 97Q (36956.090000 sec): 3 clusters Score: Raw -21134939.566873 + Penalty 5797.391612 = -21129142.175260 nChanged 5 SP:Iteration 98Q (36956.420000 sec): 3 clusters Score: Raw -21134941.815003 + Penalty 5797.391612 = -21129144.423391 nChanged 9 SP:Iteration 99Q (36956.750000 sec): 3 clusters Score: Raw -21134944.599354 + Penalty 5797.391612 = -21129147.207741 nChanged 3 SP:Iteration 100F (36957.230000 sec): 3 clusters Score: Raw -21134945.780854 + Penalty 5797.391612 = -21129148.389241 nChanged 3 SP:Iteration 101Q (36957.570000 sec): 3 clusters Score: Raw -21134948.108576 + Penalty 5797.391612 = -21129150.716964 nChanged 6 SP:Iteration 102Q (36957.910000 sec): 3 clusters Score: Raw -21134950.952723 + Penalty 5797.391612 = -21129153.561111 nChanged 5 SP:Iteration 103Q (36958.240000 sec): 3 clusters Score: Raw -21134952.702300 + Penalty 5797.391612 = -21129155.310688 nChanged 7 SP:Iteration 104Q (36958.580000 sec): 3 clusters Score: Raw -21134955.700797 + Penalty 5797.391612 = -21129158.309184 nChanged 4 SP:Iteration 105Q (36958.910000 sec): 3 clusters Score: Raw -21134956.864915 + Penalty 5797.391612 = -21129159.473302 nChanged 4 SP:Iteration 106Q (36959.250000 sec): 3 clusters Score: Raw -21134958.785122 + Penalty 5797.391612 = -21129161.393509 nChanged 3 SP:Iteration 107Q (36959.580000 sec): 3 clusters Score: Raw -21134959.607175 + Penalty 5797.391612 = -21129162.215563 nChanged 2 SP:Iteration 108Q (36959.920000 sec): 3 clusters Score: Raw -21134960.803808 + Penalty 5797.391612 = -21129163.412195 nChanged 3 SP:Iteration 109Q (36960.260000 sec): 3 clusters Score: Raw -21134962.438067 + Penalty 5797.391612 = -21129165.046454 nChanged 4 SP:Iteration 110Q (36960.590000 sec): 3 clusters Score: Raw -21134964.339282 + Penalty 5797.391612 = -21129166.947669 nChanged 3 SP:Iteration 111Q (36960.920000 sec): 3 clusters Score: Raw -21134965.594449 + Penalty 5797.391612 = -21129168.202836 nChanged 2 SP:Iteration 112Q (36961.260000 sec): 3 clusters Score: Raw -21134966.289661 + Penalty 5797.391612 = -21129168.898049 nChanged 1 SP:Iteration 113Q (36961.600000 sec): 3 clusters Score: Raw -21134966.793728 + Penalty 5797.391612 = -21129169.402116 nChanged 1 SP:Iteration 114Q (36961.940000 sec): 3 clusters Score: Raw -21134967.219623 + Penalty 5797.391612 = -21129169.828011 nChanged 1 SP:Iteration 115Q (36962.280000 sec): 3 clusters Score: Raw -21134967.619891 + Penalty 5797.391612 = -21129170.228279 nChanged 1 SP:Iteration 116Q (36962.620000 sec): 3 clusters Score: Raw -21134968.121561 + Penalty 5797.391612 = -21129170.729949 nChanged 0 SP:Iteration 117F (36963.100000 sec): 3 clusters Score: Raw -21134968.121561 + Penalty 5797.391612 = -21129170.729949 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36963.150000 sec): 2 clusters Score: Raw -397329.460314 + Penalty 1939.170145 = -395390.290169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36963.160000 sec): 3 clusters Score: Raw -396341.207136 + Penalty 3878.340289 = -392462.866847 nChanged 842 SP:Iteration 1F (36963.170000 sec): 3 clusters Score: Raw -396913.761182 + Penalty 3878.340289 = -393035.420893 nChanged 197 SP:Iteration 2F (36963.180000 sec): 3 clusters Score: Raw -397071.599189 + Penalty 3878.340289 = -393193.258900 nChanged 121 SP:Iteration 3Q (36963.190000 sec): 3 clusters Score: Raw -397182.983449 + Penalty 3878.340289 = -393304.643160 nChanged 96 SP:Iteration 4Q (36963.200000 sec): 3 clusters Score: Raw -397276.447181 + Penalty 3878.340289 = -393398.106892 nChanged 83 SP:Iteration 5Q (36963.210000 sec): 3 clusters Score: Raw -397349.911695 + Penalty 3878.340289 = -393471.571406 nChanged 84 SP:Iteration 6Q (36963.220000 sec): 3 clusters Score: Raw -397427.699026 + Penalty 3878.340289 = -393549.358736 nChanged 72 SP:Iteration 7Q (36963.230000 sec): 3 clusters Score: Raw -397491.938508 + Penalty 3878.340289 = -393613.598219 nChanged 69 SP:Iteration 8Q (36963.240000 sec): 3 clusters Score: Raw -397564.913931 + Penalty 3878.340289 = -393686.573642 nChanged 72 SP:Iteration 9Q (36963.250000 sec): 3 clusters Score: Raw -397635.089061 + Penalty 3878.340289 = -393756.748771 nChanged 60 SP:Iteration 10Q (36963.260000 sec): 3 clusters Score: Raw -397695.227995 + Penalty 3878.340289 = -393816.887706 nChanged 52 SP:Iteration 11Q (36963.260000 sec): 3 clusters Score: Raw -397732.160381 + Penalty 3878.340289 = -393853.820092 nChanged 37 SP:Iteration 12Q (36963.280000 sec): 3 clusters Score: Raw -397760.060696 + Penalty 3878.340289 = -393881.720407 nChanged 34 SP:Iteration 13Q (36963.280000 sec): 3 clusters Score: Raw -397780.437835 + Penalty 3878.340289 = -393902.097546 nChanged 27 SP:Iteration 14Q (36963.300000 sec): 3 clusters Score: Raw -397802.766083 + Penalty 3878.340289 = -393924.425794 nChanged 24 SP:Iteration 15Q (36963.300000 sec): 3 clusters Score: Raw -397823.305141 + Penalty 3878.340289 = -393944.964852 nChanged 14 SP:Iteration 16Q (36963.310000 sec): 3 clusters Score: Raw -397834.161386 + Penalty 3878.340289 = -393955.821097 nChanged 16 SP:Iteration 17Q (36963.320000 sec): 3 clusters Score: Raw -397842.002007 + Penalty 3878.340289 = -393963.661718 nChanged 13 SP:Iteration 18Q (36963.330000 sec): 3 clusters Score: Raw -397849.357882 + Penalty 3878.340289 = -393971.017593 nChanged 12 SP:Iteration 19Q (36963.340000 sec): 3 clusters Score: Raw -397857.045733 + Penalty 3878.340289 = -393978.705444 nChanged 6 SP:Iteration 20F (36963.350000 sec): 3 clusters Score: Raw -397861.662275 + Penalty 3878.340289 = -393983.321986 nChanged 7 SP:Iteration 21Q (36963.360000 sec): 3 clusters Score: Raw -397865.053139 + Penalty 3878.340289 = -393986.712850 nChanged 6 SP:Iteration 22Q (36963.370000 sec): 3 clusters Score: Raw -397868.470750 + Penalty 3878.340289 = -393990.130461 nChanged 8 SP:Iteration 23Q (36963.380000 sec): 3 clusters Score: Raw -397872.066905 + Penalty 3878.340289 = -393993.726616 nChanged 5 SP:Iteration 24Q (36963.390000 sec): 3 clusters Score: Raw -397875.738888 + Penalty 3878.340289 = -393997.398599 nChanged 4 SP:Iteration 25Q (36963.400000 sec): 3 clusters Score: Raw -397878.254032 + Penalty 3878.340289 = -393999.913743 nChanged 3 SP:Iteration 26Q (36963.410000 sec): 3 clusters Score: Raw -397879.740683 + Penalty 3878.340289 = -394001.400394 nChanged 3 SP:Iteration 27Q (36963.420000 sec): 3 clusters Score: Raw -397882.935433 + Penalty 3878.340289 = -394004.595144 nChanged 4 SP:Iteration 28Q (36963.420000 sec): 3 clusters Score: Raw -397885.362077 + Penalty 3878.340289 = -394007.021788 nChanged 4 SP:Iteration 29Q (36963.440000 sec): 3 clusters Score: Raw -397886.931207 + Penalty 3878.340289 = -394008.590918 nChanged 2 SP:Iteration 30Q (36963.440000 sec): 3 clusters Score: Raw -397887.460595 + Penalty 3878.340289 = -394009.120306 nChanged 2 SP:Iteration 31Q (36963.450000 sec): 3 clusters Score: Raw -397888.121058 + Penalty 3878.340289 = -394009.780769 nChanged 0 SP:Iteration 32F (36963.460000 sec): 3 clusters Score: Raw -397888.121058 + Penalty 3878.340289 = -394009.780769 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36963.470000 sec): 2 clusters Score: Raw -10678.825835 + Penalty 1101.777512 = -9577.048323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36963.470000 sec): 3 clusters Score: Raw -11066.561456 + Penalty 2203.555023 = -8863.006432 nChanged 1 SP:Iteration 1Q (36963.470000 sec): 3 clusters Score: Raw -11077.531101 + Penalty 2203.555023 = -8873.976077 nChanged 0 SP:Iteration 2F (36963.470000 sec): 3 clusters Score: Raw -11077.531101 + Penalty 2203.555023 = -8873.976077 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36963.480000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36963.480000 sec): 3 clusters Score: Raw -89053.635935 + Penalty 3156.916375 = -85896.719560 nChanged 109 SP:Iteration 1F (36963.490000 sec): 3 clusters Score: Raw -89226.330750 + Penalty 3156.916375 = -86069.414375 nChanged 30 SP:Iteration 2F (36963.490000 sec): 3 clusters Score: Raw -89296.600752 + Penalty 3156.916375 = -86139.684377 nChanged 10 SP:Iteration 3Q (36963.490000 sec): 3 clusters Score: Raw -89318.341111 + Penalty 3156.916375 = -86161.424736 nChanged 7 SP:Iteration 4Q (36963.500000 sec): 3 clusters Score: Raw -89333.710418 + Penalty 3156.916375 = -86176.794043 nChanged 9 SP:Iteration 5Q (36963.500000 sec): 3 clusters Score: Raw -89358.074301 + Penalty 3156.916375 = -86201.157926 nChanged 8 SP:Iteration 6Q (36963.500000 sec): 3 clusters Score: Raw -89378.822170 + Penalty 3156.916375 = -86221.905794 nChanged 5 SP:Iteration 7Q (36963.500000 sec): 3 clusters Score: Raw -89387.274906 + Penalty 3156.916375 = -86230.358531 nChanged 5 SP:Iteration 8Q (36963.500000 sec): 3 clusters Score: Raw -89400.447526 + Penalty 3156.916375 = -86243.531151 nChanged 5 SP:Iteration 9Q (36963.500000 sec): 3 clusters Score: Raw -89422.341867 + Penalty 3156.916375 = -86265.425491 nChanged 8 SP:Iteration 10Q (36963.510000 sec): 3 clusters Score: Raw -89478.422358 + Penalty 3156.916375 = -86321.505982 nChanged 9 SP:Iteration 11Q (36963.510000 sec): 3 clusters Score: Raw -89599.955732 + Penalty 3156.916375 = -86443.039357 nChanged 19 SP:Iteration 12Q (36963.510000 sec): 3 clusters Score: Raw -89662.745666 + Penalty 3156.916375 = -86505.829290 nChanged 15 SP:Iteration 13Q (36963.510000 sec): 3 clusters Score: Raw -89714.599161 + Penalty 3156.916375 = -86557.682785 nChanged 16 SP:Iteration 14Q (36963.520000 sec): 3 clusters Score: Raw -89792.837552 + Penalty 3156.916375 = -86635.921176 nChanged 14 SP:Iteration 15Q (36963.520000 sec): 3 clusters Score: Raw -89849.019681 + Penalty 3156.916375 = -86692.103305 nChanged 12 SP:Iteration 16Q (36963.520000 sec): 3 clusters Score: Raw -89872.317818 + Penalty 3156.916375 = -86715.401443 nChanged 9 SP:Iteration 17Q (36963.520000 sec): 3 clusters Score: Raw -89894.835834 + Penalty 3156.916375 = -86737.919458 nChanged 5 SP:Iteration 18Q (36963.520000 sec): 3 clusters Score: Raw -89907.857085 + Penalty 3156.916375 = -86750.940710 nChanged 8 SP:Iteration 19Q (36963.530000 sec): 3 clusters Score: Raw -89936.441309 + Penalty 3156.916375 = -86779.524934 nChanged 8 SP:Iteration 20F (36963.530000 sec): 3 clusters Score: Raw -89964.429302 + Penalty 3156.916375 = -86807.512927 nChanged 9 SP:Iteration 21Q (36963.530000 sec): 3 clusters Score: Raw -89995.649815 + Penalty 3156.916375 = -86838.733440 nChanged 8 SP:Iteration 22Q (36963.530000 sec): 3 clusters Score: Raw -90046.794106 + Penalty 3156.916375 = -86889.877731 nChanged 7 SP:Iteration 23Q (36963.540000 sec): 3 clusters Score: Raw -90068.962713 + Penalty 3156.916375 = -86912.046337 nChanged 4 SP:Iteration 24Q (36963.540000 sec): 3 clusters Score: Raw -90079.961318 + Penalty 3156.916375 = -86923.044943 nChanged 3 SP:Iteration 25Q (36963.540000 sec): 3 clusters Score: Raw -90087.598122 + Penalty 3156.916375 = -86930.681746 nChanged 6 SP:Iteration 26Q (36963.540000 sec): 3 clusters Score: Raw -90102.851196 + Penalty 3156.916375 = -86945.934821 nChanged 5 SP:Iteration 27Q (36963.540000 sec): 3 clusters Score: Raw -90113.426411 + Penalty 3156.916375 = -86956.510035 nChanged 4 SP:Iteration 28Q (36963.540000 sec): 3 clusters Score: Raw -90127.039029 + Penalty 3156.916375 = -86970.122654 nChanged 5 SP:Iteration 29Q (36963.540000 sec): 3 clusters Score: Raw -90140.790275 + Penalty 3156.916375 = -86983.873900 nChanged 4 SP:Iteration 30Q (36963.550000 sec): 3 clusters Score: Raw -90150.058984 + Penalty 3156.916375 = -86993.142608 nChanged 7 SP:Iteration 31Q (36963.550000 sec): 3 clusters Score: Raw -90171.940766 + Penalty 3156.916375 = -87015.024391 nChanged 5 SP:Iteration 32Q (36963.550000 sec): 3 clusters Score: Raw -90194.376627 + Penalty 3156.916375 = -87037.460251 nChanged 6 SP:Iteration 33Q (36963.550000 sec): 3 clusters Score: Raw -90214.658579 + Penalty 3156.916375 = -87057.742204 nChanged 2 SP:Iteration 34Q (36963.560000 sec): 3 clusters Score: Raw -90228.282752 + Penalty 3156.916375 = -87071.366376 nChanged 3 SP:Iteration 35Q (36963.560000 sec): 3 clusters Score: Raw -90245.840283 + Penalty 3156.916375 = -87088.923908 nChanged 2 SP:Iteration 36Q (36963.560000 sec): 3 clusters Score: Raw -90258.142742 + Penalty 3156.916375 = -87101.226367 nChanged 1 SP:Iteration 37Q (36963.560000 sec): 3 clusters Score: Raw -90265.051294 + Penalty 3156.916375 = -87108.134918 nChanged 2 SP:Iteration 38Q (36963.560000 sec): 3 clusters Score: Raw -90270.366396 + Penalty 3156.916375 = -87113.450020 nChanged 1 SP:Iteration 39Q (36963.560000 sec): 3 clusters Score: Raw -90275.432234 + Penalty 3156.916375 = -87118.515859 nChanged 1 SP:Iteration 40F (36963.570000 sec): 3 clusters Score: Raw -90278.852309 + Penalty 3156.916375 = -87121.935933 nChanged 2 SP:Iteration 41Q (36963.570000 sec): 3 clusters Score: Raw -90286.315098 + Penalty 3156.916375 = -87129.398723 nChanged 1 SP:Iteration 42Q (36963.570000 sec): 3 clusters Score: Raw -90288.505873 + Penalty 3156.916375 = -87131.589498 nChanged 1 SP:Iteration 43Q (36963.570000 sec): 3 clusters Score: Raw -90291.443446 + Penalty 3156.916375 = -87134.527071 nChanged 0 SP:Iteration 44F (36963.570000 sec): 3 clusters Score: Raw -90291.443446 + Penalty 3156.916375 = -87134.527071 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1335406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (36968.220000 sec): 2 clusters Score: Raw -233616231.415223 + Penalty 3497.976989 = -233612733.438234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (36973.790000 sec): 3 clusters Score: Raw -232710172.290806 + Penalty 6995.953978 = -232703176.336828 nChanged 657554 SP:Iteration 1F (36979.290000 sec): 3 clusters Score: Raw -233113064.702958 + Penalty 6995.953978 = -233106068.748980 nChanged 27732 SP:Iteration 2Q (36984.890000 sec): 3 clusters Score: Raw -233117806.796894 + Penalty 6995.953978 = -233110810.842916 nChanged 31923 SP:Iteration 3Q (36990.480000 sec): 3 clusters Score: Raw -233124605.266028 + Penalty 6995.953978 = -233117609.312050 nChanged 38191 SP:Iteration 4Q (36996.090000 sec): 3 clusters Score: Raw -233134974.796267 + Penalty 6995.953978 = -233127978.842289 nChanged 47283 SP:Iteration 5Q (37001.680000 sec): 3 clusters Score: Raw -233151559.668810 + Penalty 6995.953978 = -233144563.714832 nChanged 58892 SP:Iteration 6Q (37007.290000 sec): 3 clusters Score: Raw -233178767.206652 + Penalty 6995.953978 = -233171771.252674 nChanged 73253 SP:Iteration 7F (37012.780000 sec): 3 clusters Score: Raw -233221565.572882 + Penalty 6995.953978 = -233214569.618904 nChanged 85507 SP:Iteration 8F (37018.280000 sec): 3 clusters Score: Raw -233280503.651526 + Penalty 6995.953978 = -233273507.697548 nChanged 91146 SP:Iteration 9F (37023.760000 sec): 3 clusters Score: Raw -233348676.575398 + Penalty 6995.953978 = -233341680.621420 nChanged 85861 SP:Iteration 10F (37029.240000 sec): 3 clusters Score: Raw -233413763.457052 + Penalty 6995.953978 = -233406767.503074 nChanged 74262 SP:Iteration 11F (37034.730000 sec): 3 clusters Score: Raw -233468994.373331 + Penalty 6995.953978 = -233461998.419353 nChanged 61740 SP:Iteration 12Q (37039.920000 sec): 3 clusters Score: Raw -233513686.844902 + Penalty 6995.953978 = -233506690.890924 nChanged 50189 SP:Iteration 13Q (37044.860000 sec): 3 clusters Score: Raw -233549097.043518 + Penalty 6995.953978 = -233542101.089540 nChanged 38942 SP:Iteration 14Q (37049.580000 sec): 3 clusters Score: Raw -233575734.911750 + Penalty 6995.953978 = -233568738.957772 nChanged 27478 SP:Iteration 15Q (37054.100000 sec): 3 clusters Score: Raw -233593373.514614 + Penalty 6995.953978 = -233586377.560636 nChanged 17969 SP:Iteration 16Q (37058.390000 sec): 3 clusters Score: Raw -233603912.810952 + Penalty 6995.953978 = -233596916.856974 nChanged 11060 SP:Iteration 17Q (37062.550000 sec): 3 clusters Score: Raw -233609829.415755 + Penalty 6995.953978 = -233602833.461777 nChanged 6648 SP:Iteration 18Q (37066.600000 sec): 3 clusters Score: Raw -233613054.759377 + Penalty 6995.953978 = -233606058.805399 nChanged 3942 SP:Iteration 19Q (37070.570000 sec): 3 clusters Score: Raw -233614781.269589 + Penalty 6995.953978 = -233607785.315611 nChanged 2391 SP:Iteration 20F (37075.970000 sec): 3 clusters Score: Raw -233615762.604505 + Penalty 6995.953978 = -233608766.650527 nChanged 1596 SP:Iteration 21Q (37079.860000 sec): 3 clusters Score: Raw -233616386.603636 + Penalty 6995.953978 = -233609390.649658 nChanged 1048 SP:Iteration 22Q (37083.720000 sec): 3 clusters Score: Raw -233616740.753897 + Penalty 6995.953978 = -233609744.799919 nChanged 729 SP:Iteration 23Q (37087.570000 sec): 3 clusters Score: Raw -233616952.730633 + Penalty 6995.953978 = -233609956.776655 nChanged 501 SP:Iteration 24Q (37091.400000 sec): 3 clusters Score: Raw -233617091.492114 + Penalty 6995.953978 = -233610095.538136 nChanged 395 SP:Iteration 25Q (37095.220000 sec): 3 clusters Score: Raw -233617193.326122 + Penalty 6995.953978 = -233610197.372144 nChanged 297 SP:Iteration 26Q (37099.050000 sec): 3 clusters Score: Raw -233617261.442933 + Penalty 6995.953978 = -233610265.488955 nChanged 231 SP:Iteration 27Q (37102.860000 sec): 3 clusters Score: Raw -233617313.220160 + Penalty 6995.953978 = -233610317.266182 nChanged 201 SP:Iteration 28Q (37106.670000 sec): 3 clusters Score: Raw -233617356.076649 + Penalty 6995.953978 = -233610360.122671 nChanged 167 SP:Iteration 29Q (37110.470000 sec): 3 clusters Score: Raw -233617388.852952 + Penalty 6995.953978 = -233610392.898974 nChanged 135 SP:Iteration 30Q (37114.280000 sec): 3 clusters Score: Raw -233617415.389447 + Penalty 6995.953978 = -233610419.435469 nChanged 113 SP:Iteration 31Q (37118.080000 sec): 3 clusters Score: Raw -233617436.479817 + Penalty 6995.953978 = -233610440.525839 nChanged 93 SP:Iteration 32Q (37121.880000 sec): 3 clusters Score: Raw -233617453.269951 + Penalty 6995.953978 = -233610457.315973 nChanged 89 SP:Iteration 33Q (37125.670000 sec): 3 clusters Score: Raw -233617468.794551 + Penalty 6995.953978 = -233610472.840573 nChanged 73 SP:Iteration 34Q (37129.460000 sec): 3 clusters Score: Raw -233617481.324686 + Penalty 6995.953978 = -233610485.370708 nChanged 74 SP:Iteration 35Q (37133.270000 sec): 3 clusters Score: Raw -233617495.632523 + Penalty 6995.953978 = -233610499.678545 nChanged 73 SP:Iteration 36Q (37137.060000 sec): 3 clusters Score: Raw -233617508.522328 + Penalty 6995.953978 = -233610512.568349 nChanged 63 SP:Iteration 37Q (37140.850000 sec): 3 clusters Score: Raw -233617519.007039 + Penalty 6995.953978 = -233610523.053061 nChanged 59 SP:Iteration 38Q (37144.650000 sec): 3 clusters Score: Raw -233617529.061983 + Penalty 6995.953978 = -233610533.108005 nChanged 57 SP:Iteration 39Q (37148.430000 sec): 3 clusters Score: Raw -233617538.063143 + Penalty 6995.953978 = -233610542.109165 nChanged 51 SP:Iteration 40F (37153.840000 sec): 3 clusters Score: Raw -233617545.763726 + Penalty 6995.953978 = -233610549.809748 nChanged 54 SP:Iteration 41Q (37157.650000 sec): 3 clusters Score: Raw -233617554.332242 + Penalty 6995.953978 = -233610558.378264 nChanged 50 SP:Iteration 42Q (37161.460000 sec): 3 clusters Score: Raw -233617562.764422 + Penalty 6995.953978 = -233610566.810444 nChanged 50 SP:Iteration 43Q (37165.260000 sec): 3 clusters Score: Raw -233617572.389249 + Penalty 6995.953978 = -233610576.435271 nChanged 43 SP:Iteration 44Q (37169.080000 sec): 3 clusters Score: Raw -233617578.971207 + Penalty 6995.953978 = -233610583.017229 nChanged 34 SP:Iteration 45Q (37172.890000 sec): 3 clusters Score: Raw -233617583.514245 + Penalty 6995.953978 = -233610587.560267 nChanged 22 SP:Iteration 46Q (37176.700000 sec): 3 clusters Score: Raw -233617586.288143 + Penalty 6995.953978 = -233610590.334165 nChanged 15 SP:Iteration 47Q (37180.500000 sec): 3 clusters Score: Raw -233617588.005869 + Penalty 6995.953978 = -233610592.051891 nChanged 12 SP:Iteration 48Q (37184.310000 sec): 3 clusters Score: Raw -233617589.643458 + Penalty 6995.953978 = -233610593.689480 nChanged 14 SP:Iteration 49Q (37188.120000 sec): 3 clusters Score: Raw -233617591.475060 + Penalty 6995.953978 = -233610595.521082 nChanged 14 SP:Iteration 50Q (37191.930000 sec): 3 clusters Score: Raw -233617593.246640 + Penalty 6995.953978 = -233610597.292662 nChanged 12 SP:Iteration 51Q (37195.730000 sec): 3 clusters Score: Raw -233617594.809031 + Penalty 6995.953978 = -233610598.855053 nChanged 13 SP:Iteration 52Q (37199.540000 sec): 3 clusters Score: Raw -233617596.681149 + Penalty 6995.953978 = -233610600.727171 nChanged 18 SP:Iteration 53Q (37203.350000 sec): 3 clusters Score: Raw -233617599.314245 + Penalty 6995.953978 = -233610603.360267 nChanged 14 SP:Iteration 54Q (37207.160000 sec): 3 clusters Score: Raw -233617601.005718 + Penalty 6995.953978 = -233610605.051740 nChanged 18 SP:Iteration 55Q (37210.970000 sec): 3 clusters Score: Raw -233617603.281454 + Penalty 6995.953978 = -233610607.327475 nChanged 17 SP:Iteration 56Q (37214.770000 sec): 3 clusters Score: Raw -233617605.757520 + Penalty 6995.953978 = -233610609.803542 nChanged 16 SP:Iteration 57Q (37218.560000 sec): 3 clusters Score: Raw -233617607.696862 + Penalty 6995.953978 = -233610611.742884 nChanged 17 SP:Iteration 58Q (37222.350000 sec): 3 clusters Score: Raw -233617610.001412 + Penalty 6995.953978 = -233610614.047434 nChanged 18 SP:Iteration 59Q (37226.140000 sec): 3 clusters Score: Raw -233617612.131161 + Penalty 6995.953978 = -233610616.177183 nChanged 19 SP:Iteration 60F (37231.530000 sec): 3 clusters Score: Raw -233617614.740997 + Penalty 6995.953978 = -233610618.787019 nChanged 16 SP:Iteration 61Q (37235.320000 sec): 3 clusters Score: Raw -233617617.058391 + Penalty 6995.953978 = -233610621.104413 nChanged 16 SP:Iteration 62Q (37239.120000 sec): 3 clusters Score: Raw -233617619.150546 + Penalty 6995.953978 = -233610623.196568 nChanged 14 SP:Iteration 63Q (37242.910000 sec): 3 clusters Score: Raw -233617621.006277 + Penalty 6995.953978 = -233610625.052299 nChanged 17 SP:Iteration 64Q (37246.700000 sec): 3 clusters Score: Raw -233617623.455612 + Penalty 6995.953978 = -233610627.501634 nChanged 14 SP:Iteration 65Q (37250.500000 sec): 3 clusters Score: Raw -233617625.206223 + Penalty 6995.953978 = -233610629.252245 nChanged 10 SP:Iteration 66Q (37254.290000 sec): 3 clusters Score: Raw -233617626.480854 + Penalty 6995.953978 = -233610630.526876 nChanged 10 SP:Iteration 67Q (37258.070000 sec): 3 clusters Score: Raw -233617627.681593 + Penalty 6995.953978 = -233610631.727615 nChanged 5 SP:Iteration 68Q (37261.870000 sec): 3 clusters Score: Raw -233617628.584193 + Penalty 6995.953978 = -233610632.630215 nChanged 11 SP:Iteration 69Q (37265.660000 sec): 3 clusters Score: Raw -233617629.897741 + Penalty 6995.953978 = -233610633.943763 nChanged 12 SP:Iteration 70Q (37269.450000 sec): 3 clusters Score: Raw -233617631.647647 + Penalty 6995.953978 = -233610635.693669 nChanged 11 SP:Iteration 71Q (37273.230000 sec): 3 clusters Score: Raw -233617632.701033 + Penalty 6995.953978 = -233610636.747055 nChanged 9 SP:Iteration 72Q (37277.030000 sec): 3 clusters Score: Raw -233617633.918848 + Penalty 6995.953978 = -233610637.964870 nChanged 10 SP:Iteration 73Q (37280.820000 sec): 3 clusters Score: Raw -233617635.057425 + Penalty 6995.953978 = -233610639.103447 nChanged 6 SP:Iteration 74Q (37284.620000 sec): 3 clusters Score: Raw -233617635.789780 + Penalty 6995.953978 = -233610639.835802 nChanged 9 SP:Iteration 75Q (37288.400000 sec): 3 clusters Score: Raw -233617636.843443 + Penalty 6995.953978 = -233610640.889465 nChanged 8 SP:Iteration 76Q (37292.190000 sec): 3 clusters Score: Raw -233617637.793641 + Penalty 6995.953978 = -233610641.839663 nChanged 7 SP:Iteration 77Q (37295.980000 sec): 3 clusters Score: Raw -233617638.488727 + Penalty 6995.953978 = -233610642.534749 nChanged 6 SP:Iteration 78Q (37299.780000 sec): 3 clusters Score: Raw -233617639.114073 + Penalty 6995.953978 = -233610643.160095 nChanged 4 SP:Iteration 79Q (37303.560000 sec): 3 clusters Score: Raw -233617639.439323 + Penalty 6995.953978 = -233610643.485345 nChanged 1 SP:Iteration 80F (37308.960000 sec): 3 clusters Score: Raw -233617639.516934 + Penalty 6995.953978 = -233610643.562955 nChanged 1 SP:Iteration 81Q (37312.750000 sec): 3 clusters Score: Raw -233617639.598440 + Penalty 6995.953978 = -233610643.644462 nChanged 1 SP:Iteration 82Q (37316.540000 sec): 3 clusters Score: Raw -233617639.704767 + Penalty 6995.953978 = -233610643.750789 nChanged 1 SP:Iteration 83Q (37320.340000 sec): 3 clusters Score: Raw -233617639.782997 + Penalty 6995.953978 = -233610643.829019 nChanged 0 SP:Iteration 84F (37325.740000 sec): 3 clusters Score: Raw -233617639.782997 + Penalty 6995.953978 = -233610643.829019 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37326.200000 sec): 2 clusters Score: Raw -1568229.949594 + Penalty 2265.739846 = -1565964.209747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37326.240000 sec): 3 clusters Score: Raw -1563281.770118 + Penalty 4531.479693 = -1558750.290425 nChanged 3852 SP:Iteration 1F (37326.280000 sec): 3 clusters Score: Raw -1565346.160909 + Penalty 4531.479693 = -1560814.681216 nChanged 655 SP:Iteration 2F (37326.310000 sec): 3 clusters Score: Raw -1565713.033466 + Penalty 4531.479693 = -1561181.553773 nChanged 570 SP:Iteration 3F (37326.350000 sec): 3 clusters Score: Raw -1566024.007996 + Penalty 4531.479693 = -1561492.528304 nChanged 482 SP:Iteration 4F (37326.390000 sec): 3 clusters Score: Raw -1566297.543052 + Penalty 4531.479693 = -1561766.063359 nChanged 454 SP:Iteration 5Q (37326.420000 sec): 3 clusters Score: Raw -1566532.737863 + Penalty 4531.479693 = -1562001.258170 nChanged 404 SP:Iteration 6Q (37326.460000 sec): 3 clusters Score: Raw -1566757.406991 + Penalty 4531.479693 = -1562225.927298 nChanged 388 SP:Iteration 7Q (37326.500000 sec): 3 clusters Score: Raw -1566971.396377 + Penalty 4531.479693 = -1562439.916685 nChanged 363 SP:Iteration 8Q (37326.530000 sec): 3 clusters Score: Raw -1567165.393871 + Penalty 4531.479693 = -1562633.914178 nChanged 356 SP:Iteration 9Q (37326.570000 sec): 3 clusters Score: Raw -1567370.293926 + Penalty 4531.479693 = -1562838.814233 nChanged 332 SP:Iteration 10Q (37326.600000 sec): 3 clusters Score: Raw -1567557.627690 + Penalty 4531.479693 = -1563026.147998 nChanged 320 SP:Iteration 11Q (37326.640000 sec): 3 clusters Score: Raw -1567743.363048 + Penalty 4531.479693 = -1563211.883356 nChanged 303 SP:Iteration 12Q (37326.680000 sec): 3 clusters Score: Raw -1567920.513521 + Penalty 4531.479693 = -1563389.033829 nChanged 253 SP:Iteration 13Q (37326.710000 sec): 3 clusters Score: Raw -1568072.972384 + Penalty 4531.479693 = -1563541.492692 nChanged 240 SP:Iteration 14Q (37326.750000 sec): 3 clusters Score: Raw -1568210.185311 + Penalty 4531.479693 = -1563678.705618 nChanged 207 SP:Iteration 15Q (37326.780000 sec): 3 clusters Score: Raw -1568317.174396 + Penalty 4531.479693 = -1563785.694703 nChanged 168 SP:Iteration 16Q (37326.820000 sec): 3 clusters Score: Raw -1568395.260888 + Penalty 4531.479693 = -1563863.781195 nChanged 126 SP:Iteration 17Q (37326.860000 sec): 3 clusters Score: Raw -1568447.148761 + Penalty 4531.479693 = -1563915.669068 nChanged 100 SP:Iteration 18Q (37326.890000 sec): 3 clusters Score: Raw -1568484.606971 + Penalty 4531.479693 = -1563953.127278 nChanged 92 SP:Iteration 19Q (37326.920000 sec): 3 clusters Score: Raw -1568520.268302 + Penalty 4531.479693 = -1563988.788610 nChanged 81 SP:Iteration 20F (37326.960000 sec): 3 clusters Score: Raw -1568551.784904 + Penalty 4531.479693 = -1564020.305212 nChanged 71 SP:Iteration 21Q (37327.000000 sec): 3 clusters Score: Raw -1568575.774694 + Penalty 4531.479693 = -1564044.295001 nChanged 65 SP:Iteration 22Q (37327.030000 sec): 3 clusters Score: Raw -1568596.299344 + Penalty 4531.479693 = -1564064.819651 nChanged 45 SP:Iteration 23Q (37327.070000 sec): 3 clusters Score: Raw -1568606.703299 + Penalty 4531.479693 = -1564075.223607 nChanged 34 SP:Iteration 24Q (37327.100000 sec): 3 clusters Score: Raw -1568614.873980 + Penalty 4531.479693 = -1564083.394287 nChanged 29 SP:Iteration 25Q (37327.140000 sec): 3 clusters Score: Raw -1568621.336727 + Penalty 4531.479693 = -1564089.857034 nChanged 28 SP:Iteration 26Q (37327.170000 sec): 3 clusters Score: Raw -1568626.414256 + Penalty 4531.479693 = -1564094.934563 nChanged 16 SP:Iteration 27Q (37327.200000 sec): 3 clusters Score: Raw -1568629.299058 + Penalty 4531.479693 = -1564097.819366 nChanged 6 SP:Iteration 28Q (37327.240000 sec): 3 clusters Score: Raw -1568630.241631 + Penalty 4531.479693 = -1564098.761939 nChanged 11 SP:Iteration 29Q (37327.270000 sec): 3 clusters Score: Raw -1568632.314353 + Penalty 4531.479693 = -1564100.834660 nChanged 7 SP:Iteration 30Q (37327.310000 sec): 3 clusters Score: Raw -1568633.188924 + Penalty 4531.479693 = -1564101.709232 nChanged 5 SP:Iteration 31Q (37327.340000 sec): 3 clusters Score: Raw -1568633.941245 + Penalty 4531.479693 = -1564102.461552 nChanged 10 SP:Iteration 32Q (37327.380000 sec): 3 clusters Score: Raw -1568635.732597 + Penalty 4531.479693 = -1564104.252904 nChanged 7 SP:Iteration 33Q (37327.410000 sec): 3 clusters Score: Raw -1568637.601721 + Penalty 4531.479693 = -1564106.122028 nChanged 10 SP:Iteration 34Q (37327.440000 sec): 3 clusters Score: Raw -1568639.566250 + Penalty 4531.479693 = -1564108.086558 nChanged 3 SP:Iteration 35Q (37327.480000 sec): 3 clusters Score: Raw -1568639.896327 + Penalty 4531.479693 = -1564108.416635 nChanged 4 SP:Iteration 36Q (37327.520000 sec): 3 clusters Score: Raw -1568640.467300 + Penalty 4531.479693 = -1564108.987608 nChanged 4 SP:Iteration 37Q (37327.550000 sec): 3 clusters Score: Raw -1568641.125093 + Penalty 4531.479693 = -1564109.645400 nChanged 3 SP:Iteration 38Q (37327.580000 sec): 3 clusters Score: Raw -1568641.583904 + Penalty 4531.479693 = -1564110.104211 nChanged 3 SP:Iteration 39Q (37327.620000 sec): 3 clusters Score: Raw -1568641.931194 + Penalty 4531.479693 = -1564110.451502 nChanged 4 SP:Iteration 40F (37327.650000 sec): 3 clusters Score: Raw -1568642.324281 + Penalty 4531.479693 = -1564110.844588 nChanged 2 SP:Iteration 41Q (37327.690000 sec): 3 clusters Score: Raw -1568642.598379 + Penalty 4531.479693 = -1564111.118686 nChanged 2 SP:Iteration 42Q (37327.720000 sec): 3 clusters Score: Raw -1568643.014547 + Penalty 4531.479693 = -1564111.534854 nChanged 1 SP:Iteration 43Q (37327.760000 sec): 3 clusters Score: Raw -1568643.084409 + Penalty 4531.479693 = -1564111.604717 nChanged 1 SP:Iteration 44Q (37327.790000 sec): 3 clusters Score: Raw -1568643.170469 + Penalty 4531.479693 = -1564111.690776 nChanged 1 SP:Iteration 45Q (37327.820000 sec): 3 clusters Score: Raw -1568643.239244 + Penalty 4531.479693 = -1564111.759551 nChanged 1 SP:Iteration 46Q (37327.860000 sec): 3 clusters Score: Raw -1568643.301246 + Penalty 4531.479693 = -1564111.821553 nChanged 1 SP:Iteration 47Q (37327.900000 sec): 3 clusters Score: Raw -1568643.502876 + Penalty 4531.479693 = -1564112.023183 nChanged 1 SP:Iteration 48Q (37327.930000 sec): 3 clusters Score: Raw -1568643.928050 + Penalty 4531.479693 = -1564112.448357 nChanged 1 SP:Iteration 49Q (37327.960000 sec): 3 clusters Score: Raw -1568644.033963 + Penalty 4531.479693 = -1564112.554270 nChanged 0 SP:Iteration 50F (37328.000000 sec): 3 clusters Score: Raw -1568644.033963 + Penalty 4531.479693 = -1564112.554270 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37328.020000 sec): 2 clusters Score: Raw -321751.741042 + Penalty 1884.029821 = -319867.711221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37328.020000 sec): 3 clusters Score: Raw -321052.570681 + Penalty 3768.059641 = -317284.511040 nChanged 629 SP:Iteration 1F (37328.030000 sec): 3 clusters Score: Raw -321669.008685 + Penalty 3768.059641 = -317900.949044 nChanged 212 SP:Iteration 2F (37328.040000 sec): 3 clusters Score: Raw -321936.016519 + Penalty 3768.059641 = -318167.956878 nChanged 155 SP:Iteration 3F (37328.050000 sec): 3 clusters Score: Raw -322165.983987 + Penalty 3768.059641 = -318397.924346 nChanged 156 SP:Iteration 4F (37328.060000 sec): 3 clusters Score: Raw -322417.123088 + Penalty 3768.059641 = -318649.063446 nChanged 139 SP:Iteration 5F (37328.060000 sec): 3 clusters Score: Raw -322620.030647 + Penalty 3768.059641 = -318851.971006 nChanged 96 SP:Iteration 6Q (37328.070000 sec): 3 clusters Score: Raw -322781.341555 + Penalty 3768.059641 = -319013.281914 nChanged 83 SP:Iteration 7Q (37328.080000 sec): 3 clusters Score: Raw -322971.823287 + Penalty 3768.059641 = -319203.763646 nChanged 79 SP:Iteration 8Q (37328.080000 sec): 3 clusters Score: Raw -323137.168246 + Penalty 3768.059641 = -319369.108605 nChanged 54 SP:Iteration 9Q (37328.090000 sec): 3 clusters Score: Raw -323217.108373 + Penalty 3768.059641 = -319449.048732 nChanged 29 SP:Iteration 10Q (37328.100000 sec): 3 clusters Score: Raw -323253.747436 + Penalty 3768.059641 = -319485.687795 nChanged 20 SP:Iteration 11Q (37328.110000 sec): 3 clusters Score: Raw -323280.281382 + Penalty 3768.059641 = -319512.221741 nChanged 16 SP:Iteration 12Q (37328.120000 sec): 3 clusters Score: Raw -323304.881511 + Penalty 3768.059641 = -319536.821869 nChanged 10 SP:Iteration 13Q (37328.120000 sec): 3 clusters Score: Raw -323315.971162 + Penalty 3768.059641 = -319547.911521 nChanged 7 SP:Iteration 14Q (37328.130000 sec): 3 clusters Score: Raw -323321.079987 + Penalty 3768.059641 = -319553.020346 nChanged 4 SP:Iteration 15Q (37328.140000 sec): 3 clusters Score: Raw -323323.962047 + Penalty 3768.059641 = -319555.902406 nChanged 3 SP:Iteration 16Q (37328.140000 sec): 3 clusters Score: Raw -323328.122118 + Penalty 3768.059641 = -319560.062477 nChanged 3 SP:Iteration 17Q (37328.150000 sec): 3 clusters Score: Raw -323330.087784 + Penalty 3768.059641 = -319562.028142 nChanged 0 SP:Iteration 18F (37328.160000 sec): 3 clusters Score: Raw -323330.087784 + Penalty 3768.059641 = -319562.028142 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37328.170000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37328.170000 sec): 3 clusters Score: Raw -60736.186333 + Penalty 3042.165429 = -57694.020903 nChanged 73 SP:Iteration 1F (37328.170000 sec): 3 clusters Score: Raw -60889.153814 + Penalty 3042.165429 = -57846.988385 nChanged 33 SP:Iteration 2F (37328.170000 sec): 3 clusters Score: Raw -60981.878217 + Penalty 3042.165429 = -57939.712788 nChanged 15 SP:Iteration 3Q (37328.180000 sec): 3 clusters Score: Raw -61036.846382 + Penalty 3042.165429 = -57994.680953 nChanged 11 SP:Iteration 4Q (37328.180000 sec): 3 clusters Score: Raw -61087.693842 + Penalty 3042.165429 = -58045.528413 nChanged 12 SP:Iteration 5Q (37328.180000 sec): 3 clusters Score: Raw -61169.133845 + Penalty 3042.165429 = -58126.968416 nChanged 13 SP:Iteration 6Q (37328.180000 sec): 3 clusters Score: Raw -61225.032239 + Penalty 3042.165429 = -58182.866810 nChanged 11 SP:Iteration 7Q (37328.180000 sec): 3 clusters Score: Raw -61265.795518 + Penalty 3042.165429 = -58223.630089 nChanged 14 SP:Iteration 8Q (37328.180000 sec): 3 clusters Score: Raw -61327.409664 + Penalty 3042.165429 = -58285.244234 nChanged 16 SP:Iteration 9Q (37328.180000 sec): 3 clusters Score: Raw -61459.438811 + Penalty 3042.165429 = -58417.273382 nChanged 19 SP:Iteration 10Q (37328.190000 sec): 3 clusters Score: Raw -61554.050413 + Penalty 3042.165429 = -58511.884983 nChanged 12 SP:Iteration 11Q (37328.190000 sec): 3 clusters Score: Raw -61620.854404 + Penalty 3042.165429 = -58578.688975 nChanged 13 SP:Iteration 12Q (37328.190000 sec): 3 clusters Score: Raw -61682.825444 + Penalty 3042.165429 = -58640.660015 nChanged 8 SP:Iteration 13Q (37328.190000 sec): 3 clusters Score: Raw -61731.079748 + Penalty 3042.165429 = -58688.914318 nChanged 7 SP:Iteration 14Q (37328.190000 sec): 3 clusters Score: Raw -61752.010240 + Penalty 3042.165429 = -58709.844810 nChanged 1 SP:Iteration 15Q (37328.190000 sec): 3 clusters Score: Raw -61763.831027 + Penalty 3042.165429 = -58721.665597 nChanged 2 SP:Iteration 16Q (37328.200000 sec): 3 clusters Score: Raw -61770.472930 + Penalty 3042.165429 = -58728.307501 nChanged 0 SP:Iteration 17F (37328.200000 sec): 3 clusters Score: Raw -61771.528050 + Penalty 3042.165429 = -58729.362621 nChanged 1 SP:Iteration 18Q (37328.200000 sec): 3 clusters Score: Raw -61800.158324 + Penalty 3042.165429 = -58757.992895 nChanged 3 SP:Iteration 19Q (37328.200000 sec): 3 clusters Score: Raw -61819.673206 + Penalty 3042.165429 = -58777.507777 nChanged 1 SP:Iteration 20F (37328.200000 sec): 3 clusters Score: Raw -61819.876032 + Penalty 3042.165429 = -58777.710603 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37328.210000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37328.210000 sec): 3 clusters Score: Raw -31152.316815 + Penalty 2672.979578 = -28479.337237 nChanged 21 SP:Iteration 1F (37328.210000 sec): 3 clusters Score: Raw -31258.979543 + Penalty 2672.979578 = -28585.999965 nChanged 7 SP:Iteration 2Q (37328.210000 sec): 3 clusters Score: Raw -31284.490865 + Penalty 2672.979578 = -28611.511287 nChanged 1 SP:Iteration 3Q (37328.210000 sec): 3 clusters Score: Raw -31285.772943 + Penalty 2672.979578 = -28612.793365 nChanged 0 SP:Iteration 4F (37328.220000 sec): 3 clusters Score: Raw -31285.772943 + Penalty 2672.979578 = -28612.793365 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37328.220000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37328.220000 sec): 3 clusters Score: Raw -39886.104714 + Penalty 2773.129542 = -37112.975171 nChanged 24 SP:Iteration 1F (37328.220000 sec): 3 clusters Score: Raw -39997.189839 + Penalty 2773.129542 = -37224.060296 nChanged 15 SP:Iteration 2F (37328.230000 sec): 3 clusters Score: Raw -40083.017113 + Penalty 2773.129542 = -37309.887570 nChanged 4 SP:Iteration 3Q (37328.230000 sec): 3 clusters Score: Raw -40119.653985 + Penalty 2773.129542 = -37346.524443 nChanged 4 SP:Iteration 4Q (37328.230000 sec): 3 clusters Score: Raw -40151.588077 + Penalty 2773.129542 = -37378.458535 nChanged 6 SP:Iteration 5Q (37328.230000 sec): 3 clusters Score: Raw -40195.194046 + Penalty 2773.129542 = -37422.064504 nChanged 2 SP:Iteration 6Q (37328.230000 sec): 3 clusters Score: Raw -40234.799603 + Penalty 2773.129542 = -37461.670060 nChanged 3 SP:Iteration 7Q (37328.230000 sec): 3 clusters Score: Raw -40250.737782 + Penalty 2773.129542 = -37477.608240 nChanged 1 SP:Iteration 8Q (37328.230000 sec): 3 clusters Score: Raw -40252.685456 + Penalty 2773.129542 = -37479.555913 nChanged 0 SP:Iteration 9F (37328.230000 sec): 3 clusters Score: Raw -40252.685456 + Penalty 2773.129542 = -37479.555913 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37328.270000 sec): 2 clusters Score: Raw -1377034.750305 + Penalty 2245.922643 = -1374788.827662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37328.300000 sec): 3 clusters Score: Raw -1372640.666833 + Penalty 4491.845287 = -1368148.821547 nChanged 3447 SP:Iteration 1F (37328.340000 sec): 3 clusters Score: Raw -1374885.745362 + Penalty 4491.845287 = -1370393.900075 nChanged 768 SP:Iteration 2F (37328.370000 sec): 3 clusters Score: Raw -1375567.480451 + Penalty 4491.845287 = -1371075.635165 nChanged 676 SP:Iteration 3F (37328.410000 sec): 3 clusters Score: Raw -1376125.809573 + Penalty 4491.845287 = -1371633.964286 nChanged 527 SP:Iteration 4F (37328.440000 sec): 3 clusters Score: Raw -1376533.540075 + Penalty 4491.845287 = -1372041.694788 nChanged 420 SP:Iteration 5Q (37328.470000 sec): 3 clusters Score: Raw -1376772.908724 + Penalty 4491.845287 = -1372281.063438 nChanged 325 SP:Iteration 6Q (37328.510000 sec): 3 clusters Score: Raw -1376930.615641 + Penalty 4491.845287 = -1372438.770355 nChanged 236 SP:Iteration 7Q (37328.540000 sec): 3 clusters Score: Raw -1377035.627546 + Penalty 4491.845287 = -1372543.782260 nChanged 197 SP:Iteration 8Q (37328.570000 sec): 3 clusters Score: Raw -1377122.294228 + Penalty 4491.845287 = -1372630.448942 nChanged 152 SP:Iteration 9Q (37328.600000 sec): 3 clusters Score: Raw -1377187.980610 + Penalty 4491.845287 = -1372696.135323 nChanged 148 SP:Iteration 10Q (37328.640000 sec): 3 clusters Score: Raw -1377259.626935 + Penalty 4491.845287 = -1372767.781648 nChanged 132 SP:Iteration 11Q (37328.670000 sec): 3 clusters Score: Raw -1377322.925250 + Penalty 4491.845287 = -1372831.079963 nChanged 133 SP:Iteration 12Q (37328.700000 sec): 3 clusters Score: Raw -1377372.480652 + Penalty 4491.845287 = -1372880.635365 nChanged 93 SP:Iteration 13Q (37328.740000 sec): 3 clusters Score: Raw -1377405.866310 + Penalty 4491.845287 = -1372914.021023 nChanged 74 SP:Iteration 14Q (37328.770000 sec): 3 clusters Score: Raw -1377424.905569 + Penalty 4491.845287 = -1372933.060283 nChanged 50 SP:Iteration 15Q (37328.800000 sec): 3 clusters Score: Raw -1377434.298737 + Penalty 4491.845287 = -1372942.453451 nChanged 43 SP:Iteration 16Q (37328.840000 sec): 3 clusters Score: Raw -1377443.908897 + Penalty 4491.845287 = -1372952.063611 nChanged 44 SP:Iteration 17Q (37328.870000 sec): 3 clusters Score: Raw -1377451.998804 + Penalty 4491.845287 = -1372960.153518 nChanged 33 SP:Iteration 18Q (37328.900000 sec): 3 clusters Score: Raw -1377459.836272 + Penalty 4491.845287 = -1372967.990985 nChanged 44 SP:Iteration 19Q (37328.940000 sec): 3 clusters Score: Raw -1377468.912208 + Penalty 4491.845287 = -1372977.066922 nChanged 40 SP:Iteration 20F (37328.970000 sec): 3 clusters Score: Raw -1377487.464728 + Penalty 4491.845287 = -1372995.619441 nChanged 38 SP:Iteration 21Q (37329.000000 sec): 3 clusters Score: Raw -1377508.687210 + Penalty 4491.845287 = -1373016.841923 nChanged 48 SP:Iteration 22Q (37329.040000 sec): 3 clusters Score: Raw -1377528.693184 + Penalty 4491.845287 = -1373036.847898 nChanged 61 SP:Iteration 23Q (37329.070000 sec): 3 clusters Score: Raw -1377545.287797 + Penalty 4491.845287 = -1373053.442511 nChanged 55 SP:Iteration 24Q (37329.100000 sec): 3 clusters Score: Raw -1377562.622355 + Penalty 4491.845287 = -1373070.777068 nChanged 61 SP:Iteration 25Q (37329.130000 sec): 3 clusters Score: Raw -1377583.670139 + Penalty 4491.845287 = -1373091.824852 nChanged 65 SP:Iteration 26Q (37329.160000 sec): 3 clusters Score: Raw -1377600.447131 + Penalty 4491.845287 = -1373108.601844 nChanged 66 SP:Iteration 27Q (37329.200000 sec): 3 clusters Score: Raw -1377616.490783 + Penalty 4491.845287 = -1373124.645497 nChanged 59 SP:Iteration 28Q (37329.230000 sec): 3 clusters Score: Raw -1377629.553644 + Penalty 4491.845287 = -1373137.708357 nChanged 55 SP:Iteration 29Q (37329.260000 sec): 3 clusters Score: Raw -1377643.527278 + Penalty 4491.845287 = -1373151.681991 nChanged 59 SP:Iteration 30Q (37329.300000 sec): 3 clusters Score: Raw -1377660.659680 + Penalty 4491.845287 = -1373168.814393 nChanged 68 SP:Iteration 31Q (37329.330000 sec): 3 clusters Score: Raw -1377678.166097 + Penalty 4491.845287 = -1373186.320811 nChanged 76 SP:Iteration 32Q (37329.360000 sec): 3 clusters Score: Raw -1377697.892288 + Penalty 4491.845287 = -1373206.047001 nChanged 76 SP:Iteration 33Q (37329.400000 sec): 3 clusters Score: Raw -1377718.642264 + Penalty 4491.845287 = -1373226.796978 nChanged 74 SP:Iteration 34Q (37329.430000 sec): 3 clusters Score: Raw -1377744.657282 + Penalty 4491.845287 = -1373252.811995 nChanged 99 SP:Iteration 35Q (37329.460000 sec): 3 clusters Score: Raw -1377776.576959 + Penalty 4491.845287 = -1373284.731673 nChanged 91 SP:Iteration 36Q (37329.490000 sec): 3 clusters Score: Raw -1377806.004121 + Penalty 4491.845287 = -1373314.158834 nChanged 94 SP:Iteration 37Q (37329.520000 sec): 3 clusters Score: Raw -1377835.825067 + Penalty 4491.845287 = -1373343.979780 nChanged 97 SP:Iteration 38Q (37329.560000 sec): 3 clusters Score: Raw -1377870.774302 + Penalty 4491.845287 = -1373378.929015 nChanged 105 SP:Iteration 39Q (37329.590000 sec): 3 clusters Score: Raw -1377906.458046 + Penalty 4491.845287 = -1373414.612759 nChanged 87 SP:Iteration 40F (37329.620000 sec): 3 clusters Score: Raw -1377934.137107 + Penalty 4491.845287 = -1373442.291820 nChanged 100 SP:Iteration 41Q (37329.660000 sec): 3 clusters Score: Raw -1377968.495304 + Penalty 4491.845287 = -1373476.650017 nChanged 89 SP:Iteration 42Q (37329.690000 sec): 3 clusters Score: Raw -1377997.594805 + Penalty 4491.845287 = -1373505.749518 nChanged 100 SP:Iteration 43Q (37329.720000 sec): 3 clusters Score: Raw -1378028.870126 + Penalty 4491.845287 = -1373537.024839 nChanged 91 SP:Iteration 44Q (37329.750000 sec): 3 clusters Score: Raw -1378060.892563 + Penalty 4491.845287 = -1373569.047276 nChanged 95 SP:Iteration 45Q (37329.780000 sec): 3 clusters Score: Raw -1378089.787628 + Penalty 4491.845287 = -1373597.942341 nChanged 78 SP:Iteration 46Q (37329.820000 sec): 3 clusters Score: Raw -1378110.549352 + Penalty 4491.845287 = -1373618.704065 nChanged 69 SP:Iteration 47Q (37329.850000 sec): 3 clusters Score: Raw -1378129.920050 + Penalty 4491.845287 = -1373638.074764 nChanged 66 SP:Iteration 48Q (37329.880000 sec): 3 clusters Score: Raw -1378147.835723 + Penalty 4491.845287 = -1373655.990436 nChanged 61 SP:Iteration 49Q (37329.910000 sec): 3 clusters Score: Raw -1378165.791010 + Penalty 4491.845287 = -1373673.945723 nChanged 62 SP:Iteration 50Q (37329.940000 sec): 3 clusters Score: Raw -1378181.250075 + Penalty 4491.845287 = -1373689.404788 nChanged 52 SP:Iteration 51Q (37329.980000 sec): 3 clusters Score: Raw -1378194.049059 + Penalty 4491.845287 = -1373702.203772 nChanged 42 SP:Iteration 52Q (37330.000000 sec): 3 clusters Score: Raw -1378205.170064 + Penalty 4491.845287 = -1373713.324777 nChanged 42 SP:Iteration 53Q (37330.040000 sec): 3 clusters Score: Raw -1378216.668144 + Penalty 4491.845287 = -1373724.822857 nChanged 44 SP:Iteration 54Q (37330.070000 sec): 3 clusters Score: Raw -1378229.483474 + Penalty 4491.845287 = -1373737.638187 nChanged 27 SP:Iteration 55Q (37330.100000 sec): 3 clusters Score: Raw -1378234.300698 + Penalty 4491.845287 = -1373742.455412 nChanged 22 SP:Iteration 56Q (37330.130000 sec): 3 clusters Score: Raw -1378238.651799 + Penalty 4491.845287 = -1373746.806513 nChanged 22 SP:Iteration 57Q (37330.160000 sec): 3 clusters Score: Raw -1378243.356816 + Penalty 4491.845287 = -1373751.511529 nChanged 26 SP:Iteration 58Q (37330.200000 sec): 3 clusters Score: Raw -1378249.565172 + Penalty 4491.845287 = -1373757.719885 nChanged 18 SP:Iteration 59Q (37330.220000 sec): 3 clusters Score: Raw -1378252.964010 + Penalty 4491.845287 = -1373761.118724 nChanged 20 SP:Iteration 60F (37330.260000 sec): 3 clusters Score: Raw -1378256.901500 + Penalty 4491.845287 = -1373765.056213 nChanged 22 SP:Iteration 61Q (37330.290000 sec): 3 clusters Score: Raw -1378261.446618 + Penalty 4491.845287 = -1373769.601331 nChanged 19 SP:Iteration 62Q (37330.320000 sec): 3 clusters Score: Raw -1378264.548649 + Penalty 4491.845287 = -1373772.703362 nChanged 15 SP:Iteration 63Q (37330.360000 sec): 3 clusters Score: Raw -1378267.253792 + Penalty 4491.845287 = -1373775.408505 nChanged 13 SP:Iteration 64Q (37330.380000 sec): 3 clusters Score: Raw -1378270.563576 + Penalty 4491.845287 = -1373778.718289 nChanged 10 SP:Iteration 65Q (37330.420000 sec): 3 clusters Score: Raw -1378272.400210 + Penalty 4491.845287 = -1373780.554923 nChanged 16 SP:Iteration 66Q (37330.450000 sec): 3 clusters Score: Raw -1378275.393960 + Penalty 4491.845287 = -1373783.548674 nChanged 18 SP:Iteration 67Q (37330.480000 sec): 3 clusters Score: Raw -1378279.324644 + Penalty 4491.845287 = -1373787.479358 nChanged 19 SP:Iteration 68Q (37330.510000 sec): 3 clusters Score: Raw -1378283.410048 + Penalty 4491.845287 = -1373791.564761 nChanged 19 SP:Iteration 69Q (37330.540000 sec): 3 clusters Score: Raw -1378287.945207 + Penalty 4491.845287 = -1373796.099920 nChanged 19 SP:Iteration 70Q (37330.570000 sec): 3 clusters Score: Raw -1378291.463909 + Penalty 4491.845287 = -1373799.618622 nChanged 18 SP:Iteration 71Q (37330.600000 sec): 3 clusters Score: Raw -1378295.938815 + Penalty 4491.845287 = -1373804.093529 nChanged 15 SP:Iteration 72Q (37330.640000 sec): 3 clusters Score: Raw -1378299.305801 + Penalty 4491.845287 = -1373807.460514 nChanged 15 SP:Iteration 73Q (37330.670000 sec): 3 clusters Score: Raw -1378304.619360 + Penalty 4491.845287 = -1373812.774074 nChanged 19 SP:Iteration 74Q (37330.700000 sec): 3 clusters Score: Raw -1378310.401444 + Penalty 4491.845287 = -1373818.556158 nChanged 20 SP:Iteration 75Q (37330.730000 sec): 3 clusters Score: Raw -1378315.314880 + Penalty 4491.845287 = -1373823.469594 nChanged 17 SP:Iteration 76Q (37330.760000 sec): 3 clusters Score: Raw -1378319.038814 + Penalty 4491.845287 = -1373827.193527 nChanged 19 SP:Iteration 77Q (37330.790000 sec): 3 clusters Score: Raw -1378322.271756 + Penalty 4491.845287 = -1373830.426469 nChanged 17 SP:Iteration 78Q (37330.820000 sec): 3 clusters Score: Raw -1378325.172735 + Penalty 4491.845287 = -1373833.327449 nChanged 14 SP:Iteration 79Q (37330.860000 sec): 3 clusters Score: Raw -1378328.274597 + Penalty 4491.845287 = -1373836.429310 nChanged 11 SP:Iteration 80F (37330.890000 sec): 3 clusters Score: Raw -1378330.505788 + Penalty 4491.845287 = -1373838.660501 nChanged 8 SP:Iteration 81Q (37330.920000 sec): 3 clusters Score: Raw -1378331.853270 + Penalty 4491.845287 = -1373840.007984 nChanged 7 SP:Iteration 82Q (37330.950000 sec): 3 clusters Score: Raw -1378333.349008 + Penalty 4491.845287 = -1373841.503722 nChanged 8 SP:Iteration 83Q (37330.980000 sec): 3 clusters Score: Raw -1378334.616313 + Penalty 4491.845287 = -1373842.771026 nChanged 6 SP:Iteration 84Q (37331.010000 sec): 3 clusters Score: Raw -1378335.815476 + Penalty 4491.845287 = -1373843.970189 nChanged 5 SP:Iteration 85Q (37331.040000 sec): 3 clusters Score: Raw -1378336.471297 + Penalty 4491.845287 = -1373844.626011 nChanged 2 SP:Iteration 86Q (37331.070000 sec): 3 clusters Score: Raw -1378336.795980 + Penalty 4491.845287 = -1373844.950693 nChanged 4 SP:Iteration 87Q (37331.100000 sec): 3 clusters Score: Raw -1378337.562229 + Penalty 4491.845287 = -1373845.716942 nChanged 3 SP:Iteration 88Q (37331.140000 sec): 3 clusters Score: Raw -1378338.111165 + Penalty 4491.845287 = -1373846.265878 nChanged 7 SP:Iteration 89Q (37331.170000 sec): 3 clusters Score: Raw -1378339.507207 + Penalty 4491.845287 = -1373847.661921 nChanged 8 SP:Iteration 90Q (37331.200000 sec): 3 clusters Score: Raw -1378340.706602 + Penalty 4491.845287 = -1373848.861315 nChanged 12 SP:Iteration 91Q (37331.230000 sec): 3 clusters Score: Raw -1378343.923931 + Penalty 4491.845287 = -1373852.078644 nChanged 16 SP:Iteration 92Q (37331.260000 sec): 3 clusters Score: Raw -1378347.662335 + Penalty 4491.845287 = -1373855.817048 nChanged 15 SP:Iteration 93Q (37331.290000 sec): 3 clusters Score: Raw -1378350.528619 + Penalty 4491.845287 = -1373858.683332 nChanged 10 SP:Iteration 94Q (37331.320000 sec): 3 clusters Score: Raw -1378352.447191 + Penalty 4491.845287 = -1373860.601904 nChanged 8 SP:Iteration 95Q (37331.350000 sec): 3 clusters Score: Raw -1378353.995296 + Penalty 4491.845287 = -1373862.150009 nChanged 10 SP:Iteration 96Q (37331.380000 sec): 3 clusters Score: Raw -1378355.938494 + Penalty 4491.845287 = -1373864.093208 nChanged 8 SP:Iteration 97Q (37331.420000 sec): 3 clusters Score: Raw -1378357.193799 + Penalty 4491.845287 = -1373865.348512 nChanged 8 SP:Iteration 98Q (37331.450000 sec): 3 clusters Score: Raw -1378358.403896 + Penalty 4491.845287 = -1373866.558609 nChanged 9 SP:Iteration 99Q (37331.480000 sec): 3 clusters Score: Raw -1378359.913561 + Penalty 4491.845287 = -1373868.068275 nChanged 12 SP:Iteration 100F (37331.510000 sec): 3 clusters Score: Raw -1378362.427489 + Penalty 4491.845287 = -1373870.582203 nChanged 16 SP:Iteration 101Q (37331.540000 sec): 3 clusters Score: Raw -1378364.818317 + Penalty 4491.845287 = -1373872.973031 nChanged 10 SP:Iteration 102Q (37331.570000 sec): 3 clusters Score: Raw -1378367.271851 + Penalty 4491.845287 = -1373875.426564 nChanged 11 SP:Iteration 103Q (37331.600000 sec): 3 clusters Score: Raw -1378369.767715 + Penalty 4491.845287 = -1373877.922428 nChanged 10 SP:Iteration 104Q (37331.630000 sec): 3 clusters Score: Raw -1378371.805029 + Penalty 4491.845287 = -1373879.959742 nChanged 13 SP:Iteration 105Q (37331.660000 sec): 3 clusters Score: Raw -1378374.211954 + Penalty 4491.845287 = -1373882.366667 nChanged 11 SP:Iteration 106Q (37331.700000 sec): 3 clusters Score: Raw -1378375.926039 + Penalty 4491.845287 = -1373884.080753 nChanged 6 SP:Iteration 107Q (37331.720000 sec): 3 clusters Score: Raw -1378376.940628 + Penalty 4491.845287 = -1373885.095341 nChanged 5 SP:Iteration 108Q (37331.760000 sec): 3 clusters Score: Raw -1378377.678247 + Penalty 4491.845287 = -1373885.832960 nChanged 3 SP:Iteration 109Q (37331.790000 sec): 3 clusters Score: Raw -1378378.229374 + Penalty 4491.845287 = -1373886.384087 nChanged 3 SP:Iteration 110Q (37331.820000 sec): 3 clusters Score: Raw -1378378.603992 + Penalty 4491.845287 = -1373886.758706 nChanged 4 SP:Iteration 111Q (37331.850000 sec): 3 clusters Score: Raw -1378379.179335 + Penalty 4491.845287 = -1373887.334049 nChanged 3 SP:Iteration 112Q (37331.880000 sec): 3 clusters Score: Raw -1378379.755762 + Penalty 4491.845287 = -1373887.910476 nChanged 2 SP:Iteration 113Q (37331.910000 sec): 3 clusters Score: Raw -1378380.279636 + Penalty 4491.845287 = -1373888.434349 nChanged 1 SP:Iteration 114Q (37331.940000 sec): 3 clusters Score: Raw -1378380.476576 + Penalty 4491.845287 = -1373888.631289 nChanged 0 SP:Iteration 115F (37331.970000 sec): 3 clusters Score: Raw -1378380.476576 + Penalty 4491.845287 = -1373888.631289 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37331.990000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37331.990000 sec): 3 clusters Score: Raw -122340.449730 + Penalty 3302.373479 = -119038.076251 nChanged 164 SP:Iteration 1F (37331.990000 sec): 3 clusters Score: Raw -122629.725248 + Penalty 3302.373479 = -119327.351769 nChanged 49 SP:Iteration 2F (37332.000000 sec): 3 clusters Score: Raw -122750.966284 + Penalty 3302.373479 = -119448.592805 nChanged 36 SP:Iteration 3Q (37332.000000 sec): 3 clusters Score: Raw -122839.011659 + Penalty 3302.373479 = -119536.638180 nChanged 37 SP:Iteration 4Q (37332.000000 sec): 3 clusters Score: Raw -122928.381316 + Penalty 3302.373479 = -119626.007838 nChanged 24 SP:Iteration 5Q (37332.000000 sec): 3 clusters Score: Raw -122986.621046 + Penalty 3302.373479 = -119684.247567 nChanged 19 SP:Iteration 6Q (37332.010000 sec): 3 clusters Score: Raw -123029.852992 + Penalty 3302.373479 = -119727.479514 nChanged 13 SP:Iteration 7Q (37332.010000 sec): 3 clusters Score: Raw -123068.557826 + Penalty 3302.373479 = -119766.184348 nChanged 16 SP:Iteration 8Q (37332.010000 sec): 3 clusters Score: Raw -123113.540112 + Penalty 3302.373479 = -119811.166634 nChanged 18 SP:Iteration 9Q (37332.020000 sec): 3 clusters Score: Raw -123177.916004 + Penalty 3302.373479 = -119875.542525 nChanged 22 SP:Iteration 10Q (37332.020000 sec): 3 clusters Score: Raw -123242.386318 + Penalty 3302.373479 = -119940.012839 nChanged 18 SP:Iteration 11Q (37332.020000 sec): 3 clusters Score: Raw -123284.968536 + Penalty 3302.373479 = -119982.595057 nChanged 12 SP:Iteration 12Q (37332.020000 sec): 3 clusters Score: Raw -123311.852698 + Penalty 3302.373479 = -120009.479219 nChanged 5 SP:Iteration 13Q (37332.020000 sec): 3 clusters Score: Raw -123321.604052 + Penalty 3302.373479 = -120019.230573 nChanged 7 SP:Iteration 14Q (37332.030000 sec): 3 clusters Score: Raw -123333.547471 + Penalty 3302.373479 = -120031.173993 nChanged 2 SP:Iteration 15Q (37332.030000 sec): 3 clusters Score: Raw -123337.195860 + Penalty 3302.373479 = -120034.822382 nChanged 1 SP:Iteration 16Q (37332.030000 sec): 3 clusters Score: Raw -123339.411144 + Penalty 3302.373479 = -120037.037665 nChanged 1 SP:Iteration 17Q (37332.040000 sec): 3 clusters Score: Raw -123341.851894 + Penalty 3302.373479 = -120039.478416 nChanged 1 SP:Iteration 18Q (37332.040000 sec): 3 clusters Score: Raw -123343.482926 + Penalty 3302.373479 = -120041.109447 nChanged 1 SP:Iteration 19Q (37332.040000 sec): 3 clusters Score: Raw -123344.659237 + Penalty 3302.373479 = -120042.285758 nChanged 2 SP:Iteration 20F (37332.040000 sec): 3 clusters Score: Raw -123348.132413 + Penalty 3302.373479 = -120045.758934 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37332.060000 sec): 2 clusters Score: Raw -210416.775575 + Penalty 1776.466753 = -208640.308822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37332.060000 sec): 3 clusters Score: Raw -210027.537006 + Penalty 3552.933506 = -206474.603500 nChanged 343 SP:Iteration 1F (37332.070000 sec): 3 clusters Score: Raw -210367.385541 + Penalty 3552.933506 = -206814.452035 nChanged 111 SP:Iteration 2F (37332.070000 sec): 3 clusters Score: Raw -210500.817537 + Penalty 3552.933506 = -206947.884031 nChanged 67 SP:Iteration 3F (37332.080000 sec): 3 clusters Score: Raw -210590.288639 + Penalty 3552.933506 = -207037.355133 nChanged 48 SP:Iteration 4Q (37332.080000 sec): 3 clusters Score: Raw -210661.301449 + Penalty 3552.933506 = -207108.367943 nChanged 36 SP:Iteration 5Q (37332.090000 sec): 3 clusters Score: Raw -210710.434620 + Penalty 3552.933506 = -207157.501114 nChanged 23 SP:Iteration 6Q (37332.090000 sec): 3 clusters Score: Raw -210743.460043 + Penalty 3552.933506 = -207190.526537 nChanged 28 SP:Iteration 7Q (37332.100000 sec): 3 clusters Score: Raw -210781.433417 + Penalty 3552.933506 = -207228.499911 nChanged 24 SP:Iteration 8Q (37332.100000 sec): 3 clusters Score: Raw -210809.878414 + Penalty 3552.933506 = -207256.944908 nChanged 16 SP:Iteration 9Q (37332.110000 sec): 3 clusters Score: Raw -210827.957544 + Penalty 3552.933506 = -207275.024038 nChanged 14 SP:Iteration 10Q (37332.110000 sec): 3 clusters Score: Raw -210845.521544 + Penalty 3552.933506 = -207292.588038 nChanged 12 SP:Iteration 11Q (37332.120000 sec): 3 clusters Score: Raw -210862.741028 + Penalty 3552.933506 = -207309.807522 nChanged 14 SP:Iteration 12Q (37332.120000 sec): 3 clusters Score: Raw -210881.827810 + Penalty 3552.933506 = -207328.894304 nChanged 13 SP:Iteration 13Q (37332.120000 sec): 3 clusters Score: Raw -210896.549524 + Penalty 3552.933506 = -207343.616018 nChanged 7 SP:Iteration 14Q (37332.130000 sec): 3 clusters Score: Raw -210909.045868 + Penalty 3552.933506 = -207356.112362 nChanged 9 SP:Iteration 15Q (37332.140000 sec): 3 clusters Score: Raw -210917.707964 + Penalty 3552.933506 = -207364.774458 nChanged 9 SP:Iteration 16Q (37332.140000 sec): 3 clusters Score: Raw -210927.100515 + Penalty 3552.933506 = -207374.167010 nChanged 6 SP:Iteration 17Q (37332.140000 sec): 3 clusters Score: Raw -210933.671527 + Penalty 3552.933506 = -207380.738021 nChanged 8 SP:Iteration 18Q (37332.150000 sec): 3 clusters Score: Raw -210945.043254 + Penalty 3552.933506 = -207392.109748 nChanged 9 SP:Iteration 19Q (37332.160000 sec): 3 clusters Score: Raw -210958.537372 + Penalty 3552.933506 = -207405.603866 nChanged 14 SP:Iteration 20F (37332.160000 sec): 3 clusters Score: Raw -210984.767028 + Penalty 3552.933506 = -207431.833522 nChanged 15 SP:Iteration 21Q (37332.160000 sec): 3 clusters Score: Raw -211014.978349 + Penalty 3552.933506 = -207462.044843 nChanged 20 SP:Iteration 22Q (37332.170000 sec): 3 clusters Score: Raw -211053.678757 + Penalty 3552.933506 = -207500.745251 nChanged 19 SP:Iteration 23Q (37332.170000 sec): 3 clusters Score: Raw -211091.781726 + Penalty 3552.933506 = -207538.848220 nChanged 28 SP:Iteration 24Q (37332.180000 sec): 3 clusters Score: Raw -211136.200706 + Penalty 3552.933506 = -207583.267200 nChanged 18 SP:Iteration 25Q (37332.180000 sec): 3 clusters Score: Raw -211156.312513 + Penalty 3552.933506 = -207603.379007 nChanged 14 SP:Iteration 26Q (37332.190000 sec): 3 clusters Score: Raw -211173.303494 + Penalty 3552.933506 = -207620.369988 nChanged 14 SP:Iteration 27Q (37332.190000 sec): 3 clusters Score: Raw -211185.855213 + Penalty 3552.933506 = -207632.921707 nChanged 9 SP:Iteration 28Q (37332.200000 sec): 3 clusters Score: Raw -211201.179288 + Penalty 3552.933506 = -207648.245782 nChanged 8 SP:Iteration 29Q (37332.200000 sec): 3 clusters Score: Raw -211211.277404 + Penalty 3552.933506 = -207658.343898 nChanged 5 SP:Iteration 30Q (37332.200000 sec): 3 clusters Score: Raw -211218.677594 + Penalty 3552.933506 = -207665.744088 nChanged 4 SP:Iteration 31Q (37332.210000 sec): 3 clusters Score: Raw -211224.005704 + Penalty 3552.933506 = -207671.072198 nChanged 2 SP:Iteration 32Q (37332.210000 sec): 3 clusters Score: Raw -211226.797125 + Penalty 3552.933506 = -207673.863619 nChanged 1 SP:Iteration 33Q (37332.220000 sec): 3 clusters Score: Raw -211227.692952 + Penalty 3552.933506 = -207674.759446 nChanged 1 SP:Iteration 34Q (37332.220000 sec): 3 clusters Score: Raw -211227.872186 + Penalty 3552.933506 = -207674.938680 nChanged 0 SP:Iteration 35F (37332.230000 sec): 3 clusters Score: Raw -211227.872186 + Penalty 3552.933506 = -207674.938680 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37332.240000 sec): 2 clusters Score: Raw -105295.678263 + Penalty 1600.108141 = -103695.570122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37332.240000 sec): 3 clusters Score: Raw -105256.002646 + Penalty 3200.216281 = -102055.786364 nChanged 122 SP:Iteration 1F (37332.240000 sec): 3 clusters Score: Raw -105449.868172 + Penalty 3200.216281 = -102249.651890 nChanged 25 SP:Iteration 2Q (37332.240000 sec): 3 clusters Score: Raw -105504.869799 + Penalty 3200.216281 = -102304.653518 nChanged 13 SP:Iteration 3Q (37332.250000 sec): 3 clusters Score: Raw -105533.669413 + Penalty 3200.216281 = -102333.453131 nChanged 11 SP:Iteration 4Q (37332.250000 sec): 3 clusters Score: Raw -105549.806085 + Penalty 3200.216281 = -102349.589804 nChanged 7 SP:Iteration 5Q (37332.250000 sec): 3 clusters Score: Raw -105559.483313 + Penalty 3200.216281 = -102359.267032 nChanged 3 SP:Iteration 6Q (37332.260000 sec): 3 clusters Score: Raw -105563.014134 + Penalty 3200.216281 = -102362.797853 nChanged 0 SP:Iteration 7F (37332.260000 sec): 3 clusters Score: Raw -105563.014134 + Penalty 3200.216281 = -102362.797853 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37332.270000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37332.270000 sec): 3 clusters Score: Raw -44597.085470 + Penalty 2975.472535 = -41621.612936 nChanged 69 SP:Iteration 1F (37332.270000 sec): 3 clusters Score: Raw -44871.863158 + Penalty 2975.472535 = -41896.390624 nChanged 29 SP:Iteration 2F (37332.270000 sec): 3 clusters Score: Raw -44999.768553 + Penalty 2975.472535 = -42024.296019 nChanged 15 SP:Iteration 3Q (37332.270000 sec): 3 clusters Score: Raw -45067.675643 + Penalty 2975.472535 = -42092.203108 nChanged 10 SP:Iteration 4Q (37332.280000 sec): 3 clusters Score: Raw -45100.981855 + Penalty 2975.472535 = -42125.509320 nChanged 4 SP:Iteration 5Q (37332.280000 sec): 3 clusters Score: Raw -45142.772918 + Penalty 2975.472535 = -42167.300384 nChanged 2 SP:Iteration 6Q (37332.280000 sec): 3 clusters Score: Raw -45157.450432 + Penalty 2975.472535 = -42181.977898 nChanged 0 SP:Iteration 7F (37332.280000 sec): 3 clusters Score: Raw -45157.450432 + Penalty 2975.472535 = -42181.977898 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37332.290000 sec): 2 clusters Score: Raw -279710.883902 + Penalty 1841.636507 = -277869.247395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37332.300000 sec): 3 clusters Score: Raw -279192.997223 + Penalty 3683.273014 = -275509.724210 nChanged 498 SP:Iteration 1F (37332.300000 sec): 3 clusters Score: Raw -279611.844458 + Penalty 3683.273014 = -275928.571444 nChanged 132 SP:Iteration 2F (37332.310000 sec): 3 clusters Score: Raw -279763.671332 + Penalty 3683.273014 = -276080.398318 nChanged 96 SP:Iteration 3F (37332.320000 sec): 3 clusters Score: Raw -279900.169074 + Penalty 3683.273014 = -276216.896061 nChanged 77 SP:Iteration 4Q (37332.320000 sec): 3 clusters Score: Raw -280023.362379 + Penalty 3683.273014 = -276340.089365 nChanged 81 SP:Iteration 5Q (37332.330000 sec): 3 clusters Score: Raw -280202.007993 + Penalty 3683.273014 = -276518.734979 nChanged 98 SP:Iteration 6F (37332.340000 sec): 3 clusters Score: Raw -280402.637814 + Penalty 3683.273014 = -276719.364801 nChanged 95 SP:Iteration 7F (37332.340000 sec): 3 clusters Score: Raw -280564.396086 + Penalty 3683.273014 = -276881.123072 nChanged 78 SP:Iteration 8Q (37332.350000 sec): 3 clusters Score: Raw -280725.469389 + Penalty 3683.273014 = -277042.196375 nChanged 72 SP:Iteration 9Q (37332.360000 sec): 3 clusters Score: Raw -280839.002506 + Penalty 3683.273014 = -277155.729492 nChanged 52 SP:Iteration 10Q (37332.360000 sec): 3 clusters Score: Raw -280900.378814 + Penalty 3683.273014 = -277217.105800 nChanged 31 SP:Iteration 11Q (37332.370000 sec): 3 clusters Score: Raw -280934.539248 + Penalty 3683.273014 = -277251.266234 nChanged 19 SP:Iteration 12Q (37332.380000 sec): 3 clusters Score: Raw -280948.621173 + Penalty 3683.273014 = -277265.348159 nChanged 10 SP:Iteration 13Q (37332.380000 sec): 3 clusters Score: Raw -280959.508195 + Penalty 3683.273014 = -277276.235181 nChanged 6 SP:Iteration 14Q (37332.390000 sec): 3 clusters Score: Raw -280964.251227 + Penalty 3683.273014 = -277280.978213 nChanged 2 SP:Iteration 15Q (37332.390000 sec): 3 clusters Score: Raw -280966.699388 + Penalty 3683.273014 = -277283.426374 nChanged 3 SP:Iteration 16Q (37332.400000 sec): 3 clusters Score: Raw -280968.815617 + Penalty 3683.273014 = -277285.542603 nChanged 3 SP:Iteration 17Q (37332.400000 sec): 3 clusters Score: Raw -280970.896306 + Penalty 3683.273014 = -277287.623292 nChanged 1 SP:Iteration 18Q (37332.410000 sec): 3 clusters Score: Raw -280971.165911 + Penalty 3683.273014 = -277287.892897 nChanged 0 SP:Iteration 19F (37332.420000 sec): 3 clusters Score: Raw -280971.165911 + Penalty 3683.273014 = -277287.892897 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37332.430000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37332.430000 sec): 3 clusters Score: Raw -54543.798969 + Penalty 2908.361063 = -51635.437906 nChanged 45 SP:Iteration 1F (37332.430000 sec): 3 clusters Score: Raw -54658.435410 + Penalty 2908.361063 = -51750.074347 nChanged 11 SP:Iteration 2Q (37332.430000 sec): 3 clusters Score: Raw -54682.559127 + Penalty 2908.361063 = -51774.198063 nChanged 4 SP:Iteration 3Q (37332.430000 sec): 3 clusters Score: Raw -54690.652102 + Penalty 2908.361063 = -51782.291039 nChanged 0 SP:Iteration 4F (37332.430000 sec): 3 clusters Score: Raw -54690.652102 + Penalty 2908.361063 = -51782.291039 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37332.450000 sec): 2 clusters Score: Raw -545921.405878 + Penalty 2014.274445 = -543907.131433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37332.460000 sec): 3 clusters Score: Raw -544477.752646 + Penalty 4028.548890 = -540449.203756 nChanged 1226 SP:Iteration 1F (37332.480000 sec): 3 clusters Score: Raw -545455.979047 + Penalty 4028.548890 = -541427.430157 nChanged 336 SP:Iteration 2F (37332.490000 sec): 3 clusters Score: Raw -545838.277162 + Penalty 4028.548890 = -541809.728272 nChanged 237 SP:Iteration 3F (37332.500000 sec): 3 clusters Score: Raw -546047.316596 + Penalty 4028.548890 = -542018.767706 nChanged 179 SP:Iteration 4F (37332.520000 sec): 3 clusters Score: Raw -546209.387671 + Penalty 4028.548890 = -542180.838781 nChanged 158 SP:Iteration 5Q (37332.530000 sec): 3 clusters Score: Raw -546373.469314 + Penalty 4028.548890 = -542344.920424 nChanged 159 SP:Iteration 6Q (37332.540000 sec): 3 clusters Score: Raw -546527.577679 + Penalty 4028.548890 = -542499.028789 nChanged 125 SP:Iteration 7Q (37332.560000 sec): 3 clusters Score: Raw -546658.816338 + Penalty 4028.548890 = -542630.267447 nChanged 126 SP:Iteration 8Q (37332.570000 sec): 3 clusters Score: Raw -546781.959033 + Penalty 4028.548890 = -542753.410143 nChanged 100 SP:Iteration 9Q (37332.580000 sec): 3 clusters Score: Raw -546858.893934 + Penalty 4028.548890 = -542830.345044 nChanged 78 SP:Iteration 10Q (37332.590000 sec): 3 clusters Score: Raw -546918.431187 + Penalty 4028.548890 = -542889.882297 nChanged 68 SP:Iteration 11Q (37332.600000 sec): 3 clusters Score: Raw -546967.386187 + Penalty 4028.548890 = -542938.837297 nChanged 59 SP:Iteration 12Q (37332.620000 sec): 3 clusters Score: Raw -547000.282739 + Penalty 4028.548890 = -542971.733849 nChanged 54 SP:Iteration 13Q (37332.630000 sec): 3 clusters Score: Raw -547029.404090 + Penalty 4028.548890 = -543000.855200 nChanged 42 SP:Iteration 14Q (37332.640000 sec): 3 clusters Score: Raw -547053.487236 + Penalty 4028.548890 = -543024.938346 nChanged 46 SP:Iteration 15Q (37332.660000 sec): 3 clusters Score: Raw -547081.756975 + Penalty 4028.548890 = -543053.208084 nChanged 43 SP:Iteration 16Q (37332.670000 sec): 3 clusters Score: Raw -547109.509129 + Penalty 4028.548890 = -543080.960239 nChanged 43 SP:Iteration 17Q (37332.680000 sec): 3 clusters Score: Raw -547137.886831 + Penalty 4028.548890 = -543109.337941 nChanged 30 SP:Iteration 18Q (37332.690000 sec): 3 clusters Score: Raw -547160.664256 + Penalty 4028.548890 = -543132.115366 nChanged 36 SP:Iteration 19Q (37332.700000 sec): 3 clusters Score: Raw -547182.097587 + Penalty 4028.548890 = -543153.548697 nChanged 28 SP:Iteration 20F (37332.720000 sec): 3 clusters Score: Raw -547208.470913 + Penalty 4028.548890 = -543179.922023 nChanged 26 SP:Iteration 21Q (37332.730000 sec): 3 clusters Score: Raw -547240.279910 + Penalty 4028.548890 = -543211.731020 nChanged 33 SP:Iteration 22Q (37332.740000 sec): 3 clusters Score: Raw -547266.149371 + Penalty 4028.548890 = -543237.600480 nChanged 30 SP:Iteration 23Q (37332.760000 sec): 3 clusters Score: Raw -547290.686764 + Penalty 4028.548890 = -543262.137873 nChanged 31 SP:Iteration 24Q (37332.770000 sec): 3 clusters Score: Raw -547311.247936 + Penalty 4028.548890 = -543282.699046 nChanged 23 SP:Iteration 25Q (37332.780000 sec): 3 clusters Score: Raw -547325.042815 + Penalty 4028.548890 = -543296.493925 nChanged 15 SP:Iteration 26Q (37332.790000 sec): 3 clusters Score: Raw -547332.511592 + Penalty 4028.548890 = -543303.962702 nChanged 11 SP:Iteration 27Q (37332.800000 sec): 3 clusters Score: Raw -547339.478249 + Penalty 4028.548890 = -543310.929359 nChanged 7 SP:Iteration 28Q (37332.820000 sec): 3 clusters Score: Raw -547345.833039 + Penalty 4028.548890 = -543317.284149 nChanged 4 SP:Iteration 29Q (37332.830000 sec): 3 clusters Score: Raw -547347.260540 + Penalty 4028.548890 = -543318.711650 nChanged 4 SP:Iteration 30Q (37332.840000 sec): 3 clusters Score: Raw -547349.130641 + Penalty 4028.548890 = -543320.581750 nChanged 6 SP:Iteration 31Q (37332.850000 sec): 3 clusters Score: Raw -547351.509739 + Penalty 4028.548890 = -543322.960848 nChanged 3 SP:Iteration 32Q (37332.860000 sec): 3 clusters Score: Raw -547352.618697 + Penalty 4028.548890 = -543324.069806 nChanged 2 SP:Iteration 33Q (37332.880000 sec): 3 clusters Score: Raw -547353.301403 + Penalty 4028.548890 = -543324.752513 nChanged 1 SP:Iteration 34Q (37332.890000 sec): 3 clusters Score: Raw -547353.709593 + Penalty 4028.548890 = -543325.160703 nChanged 1 SP:Iteration 35Q (37332.900000 sec): 3 clusters Score: Raw -547354.426009 + Penalty 4028.548890 = -543325.877118 nChanged 1 SP:Iteration 36Q (37332.910000 sec): 3 clusters Score: Raw -547354.809967 + Penalty 4028.548890 = -543326.261077 nChanged 1 SP:Iteration 37Q (37332.920000 sec): 3 clusters Score: Raw -547356.458775 + Penalty 4028.548890 = -543327.909884 nChanged 1 SP:Iteration 38Q (37332.940000 sec): 3 clusters Score: Raw -547356.780795 + Penalty 4028.548890 = -543328.231905 nChanged 1 SP:Iteration 39Q (37332.950000 sec): 3 clusters Score: Raw -547356.883499 + Penalty 4028.548890 = -543328.334609 nChanged 0 SP:Iteration 40F (37332.960000 sec): 3 clusters Score: Raw -547356.883499 + Penalty 4028.548890 = -543328.334609 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37332.980000 sec): 2 clusters Score: Raw -258863.293953 + Penalty 1816.963472 = -257046.330481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37332.980000 sec): 3 clusters Score: Raw -258351.944244 + Penalty 3633.926944 = -254718.017300 nChanged 453 SP:Iteration 1F (37332.990000 sec): 3 clusters Score: Raw -258711.819269 + Penalty 3633.926944 = -255077.892324 nChanged 98 SP:Iteration 2F (37333.000000 sec): 3 clusters Score: Raw -258819.690451 + Penalty 3633.926944 = -255185.763507 nChanged 60 SP:Iteration 3Q (37333.000000 sec): 3 clusters Score: Raw -258892.250937 + Penalty 3633.926944 = -255258.323993 nChanged 44 SP:Iteration 4Q (37333.010000 sec): 3 clusters Score: Raw -258948.960156 + Penalty 3633.926944 = -255315.033211 nChanged 40 SP:Iteration 5Q (37333.010000 sec): 3 clusters Score: Raw -259003.189098 + Penalty 3633.926944 = -255369.262153 nChanged 39 SP:Iteration 6Q (37333.020000 sec): 3 clusters Score: Raw -259062.568218 + Penalty 3633.926944 = -255428.641273 nChanged 48 SP:Iteration 7Q (37333.020000 sec): 3 clusters Score: Raw -259122.020529 + Penalty 3633.926944 = -255488.093585 nChanged 43 SP:Iteration 8Q (37333.030000 sec): 3 clusters Score: Raw -259171.691777 + Penalty 3633.926944 = -255537.764832 nChanged 32 SP:Iteration 9Q (37333.040000 sec): 3 clusters Score: Raw -259209.576110 + Penalty 3633.926944 = -255575.649166 nChanged 26 SP:Iteration 10Q (37333.040000 sec): 3 clusters Score: Raw -259237.326826 + Penalty 3633.926944 = -255603.399882 nChanged 17 SP:Iteration 11Q (37333.050000 sec): 3 clusters Score: Raw -259256.945960 + Penalty 3633.926944 = -255623.019015 nChanged 18 SP:Iteration 12Q (37333.060000 sec): 3 clusters Score: Raw -259277.772110 + Penalty 3633.926944 = -255643.845165 nChanged 13 SP:Iteration 13Q (37333.060000 sec): 3 clusters Score: Raw -259287.555450 + Penalty 3633.926944 = -255653.628505 nChanged 10 SP:Iteration 14Q (37333.060000 sec): 3 clusters Score: Raw -259295.692353 + Penalty 3633.926944 = -255661.765408 nChanged 11 SP:Iteration 15Q (37333.070000 sec): 3 clusters Score: Raw -259306.498799 + Penalty 3633.926944 = -255672.571854 nChanged 15 SP:Iteration 16Q (37333.080000 sec): 3 clusters Score: Raw -259321.607777 + Penalty 3633.926944 = -255687.680832 nChanged 12 SP:Iteration 17Q (37333.080000 sec): 3 clusters Score: Raw -259337.422609 + Penalty 3633.926944 = -255703.495665 nChanged 11 SP:Iteration 18Q (37333.090000 sec): 3 clusters Score: Raw -259347.463551 + Penalty 3633.926944 = -255713.536606 nChanged 19 SP:Iteration 19Q (37333.100000 sec): 3 clusters Score: Raw -259372.018409 + Penalty 3633.926944 = -255738.091464 nChanged 17 SP:Iteration 20F (37333.100000 sec): 3 clusters Score: Raw -259394.302562 + Penalty 3633.926944 = -255760.375618 nChanged 13 SP:Iteration 21Q (37333.110000 sec): 3 clusters Score: Raw -259406.198637 + Penalty 3633.926944 = -255772.271692 nChanged 11 SP:Iteration 22Q (37333.110000 sec): 3 clusters Score: Raw -259419.943479 + Penalty 3633.926944 = -255786.016534 nChanged 14 SP:Iteration 23Q (37333.120000 sec): 3 clusters Score: Raw -259437.953897 + Penalty 3633.926944 = -255804.026953 nChanged 12 SP:Iteration 24Q (37333.120000 sec): 3 clusters Score: Raw -259448.580711 + Penalty 3633.926944 = -255814.653766 nChanged 6 SP:Iteration 25Q (37333.130000 sec): 3 clusters Score: Raw -259453.051168 + Penalty 3633.926944 = -255819.124224 nChanged 7 SP:Iteration 26Q (37333.140000 sec): 3 clusters Score: Raw -259457.083590 + Penalty 3633.926944 = -255823.156645 nChanged 4 SP:Iteration 27Q (37333.140000 sec): 3 clusters Score: Raw -259461.245201 + Penalty 3633.926944 = -255827.318257 nChanged 5 SP:Iteration 28Q (37333.140000 sec): 3 clusters Score: Raw -259465.307555 + Penalty 3633.926944 = -255831.380611 nChanged 7 SP:Iteration 29Q (37333.150000 sec): 3 clusters Score: Raw -259469.975788 + Penalty 3633.926944 = -255836.048844 nChanged 3 SP:Iteration 30Q (37333.160000 sec): 3 clusters Score: Raw -259472.249754 + Penalty 3633.926944 = -255838.322810 nChanged 3 SP:Iteration 31Q (37333.160000 sec): 3 clusters Score: Raw -259474.696515 + Penalty 3633.926944 = -255840.769571 nChanged 3 SP:Iteration 32Q (37333.170000 sec): 3 clusters Score: Raw -259478.513442 + Penalty 3633.926944 = -255844.586498 nChanged 4 SP:Iteration 33Q (37333.180000 sec): 3 clusters Score: Raw -259481.024202 + Penalty 3633.926944 = -255847.097257 nChanged 1 SP:Iteration 34Q (37333.180000 sec): 3 clusters Score: Raw -259483.309783 + Penalty 3633.926944 = -255849.382839 nChanged 3 SP:Iteration 35Q (37333.180000 sec): 3 clusters Score: Raw -259489.415992 + Penalty 3633.926944 = -255855.489047 nChanged 3 SP:Iteration 36Q (37333.190000 sec): 3 clusters Score: Raw -259490.977937 + Penalty 3633.926944 = -255857.050993 nChanged 0 SP:Iteration 37F (37333.200000 sec): 3 clusters Score: Raw -259490.977937 + Penalty 3633.926944 = -255857.050993 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.210000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.210000 sec): 3 clusters Score: Raw -71757.504281 + Penalty 3100.944326 = -68656.559955 nChanged 118 SP:Iteration 1F (37333.210000 sec): 3 clusters Score: Raw -72126.904595 + Penalty 3100.944326 = -69025.960269 nChanged 45 SP:Iteration 2F (37333.210000 sec): 3 clusters Score: Raw -72313.676246 + Penalty 3100.944326 = -69212.731920 nChanged 34 SP:Iteration 3F (37333.220000 sec): 3 clusters Score: Raw -72452.165560 + Penalty 3100.944326 = -69351.221234 nChanged 26 SP:Iteration 4F (37333.220000 sec): 3 clusters Score: Raw -72571.929771 + Penalty 3100.944326 = -69470.985445 nChanged 17 SP:Iteration 5Q (37333.220000 sec): 3 clusters Score: Raw -72631.882505 + Penalty 3100.944326 = -69530.938179 nChanged 5 SP:Iteration 6Q (37333.220000 sec): 3 clusters Score: Raw -72659.612430 + Penalty 3100.944326 = -69558.668104 nChanged 10 SP:Iteration 7Q (37333.220000 sec): 3 clusters Score: Raw -72701.582113 + Penalty 3100.944326 = -69600.637787 nChanged 6 SP:Iteration 8Q (37333.220000 sec): 3 clusters Score: Raw -72737.861215 + Penalty 3100.944326 = -69636.916889 nChanged 2 SP:Iteration 9Q (37333.230000 sec): 3 clusters Score: Raw -72754.796005 + Penalty 3100.944326 = -69653.851679 nChanged 4 SP:Iteration 10Q (37333.230000 sec): 3 clusters Score: Raw -72768.979777 + Penalty 3100.944326 = -69668.035451 nChanged 3 SP:Iteration 11Q (37333.230000 sec): 3 clusters Score: Raw -72786.505301 + Penalty 3100.944326 = -69685.560974 nChanged 2 SP:Iteration 12Q (37333.230000 sec): 3 clusters Score: Raw -72790.634481 + Penalty 3100.944326 = -69689.690155 nChanged 2 SP:Iteration 13Q (37333.230000 sec): 3 clusters Score: Raw -72796.970548 + Penalty 3100.944326 = -69696.026222 nChanged 0 SP:Iteration 14F (37333.240000 sec): 3 clusters Score: Raw -72797.073869 + Penalty 3100.944326 = -69696.129543 nChanged 1 SP:Iteration 15Q (37333.240000 sec): 3 clusters Score: Raw -72809.294302 + Penalty 3100.944326 = -69708.349976 nChanged 3 SP:Iteration 16Q (37333.240000 sec): 3 clusters Score: Raw -72819.444211 + Penalty 3100.944326 = -69718.499885 nChanged 0 SP:Iteration 17F (37333.240000 sec): 3 clusters Score: Raw -72819.444211 + Penalty 3100.944326 = -69718.499885 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.250000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.250000 sec): 3 clusters Score: Raw -85073.847046 + Penalty 3102.852021 = -81970.995025 nChanged 101 SP:Iteration 1F (37333.260000 sec): 3 clusters Score: Raw -85245.736736 + Penalty 3102.852021 = -82142.884715 nChanged 24 SP:Iteration 2Q (37333.260000 sec): 3 clusters Score: Raw -85291.141805 + Penalty 3102.852021 = -82188.289784 nChanged 12 SP:Iteration 3Q (37333.260000 sec): 3 clusters Score: Raw -85316.458177 + Penalty 3102.852021 = -82213.606157 nChanged 6 SP:Iteration 4Q (37333.260000 sec): 3 clusters Score: Raw -85328.092995 + Penalty 3102.852021 = -82225.240975 nChanged 4 SP:Iteration 5Q (37333.260000 sec): 3 clusters Score: Raw -85336.876224 + Penalty 3102.852021 = -82234.024204 nChanged 2 SP:Iteration 6Q (37333.260000 sec): 3 clusters Score: Raw -85348.243550 + Penalty 3102.852021 = -82245.391529 nChanged 3 SP:Iteration 7Q (37333.270000 sec): 3 clusters Score: Raw -85357.944536 + Penalty 3102.852021 = -82255.092515 nChanged 3 SP:Iteration 8Q (37333.270000 sec): 3 clusters Score: Raw -85360.751435 + Penalty 3102.852021 = -82257.899414 nChanged 1 SP:Iteration 9Q (37333.270000 sec): 3 clusters Score: Raw -85361.401441 + Penalty 3102.852021 = -82258.549420 nChanged 1 SP:Iteration 10Q (37333.270000 sec): 3 clusters Score: Raw -85362.113688 + Penalty 3102.852021 = -82259.261668 nChanged 1 SP:Iteration 11Q (37333.270000 sec): 3 clusters Score: Raw -85363.151056 + Penalty 3102.852021 = -82260.299035 nChanged 2 SP:Iteration 12Q (37333.280000 sec): 3 clusters Score: Raw -85365.533400 + Penalty 3102.852021 = -82262.681379 nChanged 0 SP:Iteration 13F (37333.280000 sec): 3 clusters Score: Raw -85365.533400 + Penalty 3102.852021 = -82262.681379 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.290000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.290000 sec): 3 clusters Score: Raw -54121.997136 + Penalty 2880.838675 = -51241.158461 nChanged 42 SP:Iteration 1F (37333.290000 sec): 3 clusters Score: Raw -54237.564035 + Penalty 2880.838675 = -51356.725359 nChanged 5 SP:Iteration 2Q (37333.290000 sec): 3 clusters Score: Raw -54254.327700 + Penalty 2880.838675 = -51373.489025 nChanged 2 SP:Iteration 3Q (37333.290000 sec): 3 clusters Score: Raw -54265.062227 + Penalty 2880.838675 = -51384.223552 nChanged 1 SP:Iteration 4Q (37333.290000 sec): 3 clusters Score: Raw -54272.953601 + Penalty 2880.838675 = -51392.114926 nChanged 2 SP:Iteration 5Q (37333.300000 sec): 3 clusters Score: Raw -54276.938734 + Penalty 2880.838675 = -51396.100059 nChanged 1 SP:Iteration 6Q (37333.300000 sec): 3 clusters Score: Raw -54278.523919 + Penalty 2880.838675 = -51397.685244 nChanged 1 SP:Iteration 7Q (37333.300000 sec): 3 clusters Score: Raw -54280.171907 + Penalty 2880.838675 = -51399.333232 nChanged 0 SP:Iteration 8F (37333.300000 sec): 3 clusters Score: Raw -54280.171907 + Penalty 2880.838675 = -51399.333232 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.310000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.310000 sec): 3 clusters Score: Raw -89517.264564 + Penalty 3143.942663 = -86373.321901 nChanged 122 SP:Iteration 1F (37333.310000 sec): 3 clusters Score: Raw -89720.793782 + Penalty 3143.942663 = -86576.851119 nChanged 32 SP:Iteration 2F (37333.320000 sec): 3 clusters Score: Raw -89797.319732 + Penalty 3143.942663 = -86653.377069 nChanged 18 SP:Iteration 3Q (37333.320000 sec): 3 clusters Score: Raw -89831.056478 + Penalty 3143.942663 = -86687.113815 nChanged 8 SP:Iteration 4Q (37333.320000 sec): 3 clusters Score: Raw -89850.726412 + Penalty 3143.942663 = -86706.783749 nChanged 2 SP:Iteration 5Q (37333.320000 sec): 3 clusters Score: Raw -89854.491892 + Penalty 3143.942663 = -86710.549229 nChanged 3 SP:Iteration 6Q (37333.320000 sec): 3 clusters Score: Raw -89859.170769 + Penalty 3143.942663 = -86715.228106 nChanged 1 SP:Iteration 7Q (37333.320000 sec): 3 clusters Score: Raw -89860.044565 + Penalty 3143.942663 = -86716.101902 nChanged 1 SP:Iteration 8Q (37333.330000 sec): 3 clusters Score: Raw -89862.191310 + Penalty 3143.942663 = -86718.248648 nChanged 0 SP:Iteration 9F (37333.330000 sec): 3 clusters Score: Raw -89862.191310 + Penalty 3143.942663 = -86718.248648 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.340000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.340000 sec): 3 clusters Score: Raw -180258.249347 + Penalty 3473.520468 = -176784.728879 nChanged 304 SP:Iteration 1F (37333.350000 sec): 3 clusters Score: Raw -180567.416317 + Penalty 3473.520468 = -177093.895850 nChanged 74 SP:Iteration 2F (37333.360000 sec): 3 clusters Score: Raw -180683.555246 + Penalty 3473.520468 = -177210.034779 nChanged 56 SP:Iteration 3F (37333.360000 sec): 3 clusters Score: Raw -180768.597817 + Penalty 3473.520468 = -177295.077350 nChanged 46 SP:Iteration 4Q (37333.360000 sec): 3 clusters Score: Raw -180843.555990 + Penalty 3473.520468 = -177370.035522 nChanged 38 SP:Iteration 5Q (37333.370000 sec): 3 clusters Score: Raw -180902.245770 + Penalty 3473.520468 = -177428.725302 nChanged 27 SP:Iteration 6Q (37333.370000 sec): 3 clusters Score: Raw -180943.333981 + Penalty 3473.520468 = -177469.813513 nChanged 27 SP:Iteration 7Q (37333.380000 sec): 3 clusters Score: Raw -180987.478304 + Penalty 3473.520468 = -177513.957836 nChanged 22 SP:Iteration 8Q (37333.380000 sec): 3 clusters Score: Raw -181020.090737 + Penalty 3473.520468 = -177546.570269 nChanged 19 SP:Iteration 9Q (37333.380000 sec): 3 clusters Score: Raw -181050.521568 + Penalty 3473.520468 = -177577.001101 nChanged 18 SP:Iteration 10Q (37333.390000 sec): 3 clusters Score: Raw -181086.928815 + Penalty 3473.520468 = -177613.408348 nChanged 22 SP:Iteration 11Q (37333.390000 sec): 3 clusters Score: Raw -181119.381764 + Penalty 3473.520468 = -177645.861297 nChanged 11 SP:Iteration 12Q (37333.400000 sec): 3 clusters Score: Raw -181137.943461 + Penalty 3473.520468 = -177664.422994 nChanged 11 SP:Iteration 13Q (37333.400000 sec): 3 clusters Score: Raw -181156.915928 + Penalty 3473.520468 = -177683.395461 nChanged 11 SP:Iteration 14Q (37333.400000 sec): 3 clusters Score: Raw -181176.342729 + Penalty 3473.520468 = -177702.822262 nChanged 7 SP:Iteration 15Q (37333.410000 sec): 3 clusters Score: Raw -181188.648359 + Penalty 3473.520468 = -177715.127891 nChanged 2 SP:Iteration 16Q (37333.420000 sec): 3 clusters Score: Raw -181190.517529 + Penalty 3473.520468 = -177716.997061 nChanged 1 SP:Iteration 17Q (37333.420000 sec): 3 clusters Score: Raw -181190.939314 + Penalty 3473.520468 = -177717.418846 nChanged 0 SP:Iteration 18F (37333.430000 sec): 3 clusters Score: Raw -181190.939314 + Penalty 3473.520468 = -177717.418846 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.430000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.430000 sec): 3 clusters Score: Raw -29255.820698 + Penalty 2630.439234 = -26625.381463 nChanged 22 SP:Iteration 1F (37333.430000 sec): 3 clusters Score: Raw -29439.104016 + Penalty 2630.439234 = -26808.664782 nChanged 14 SP:Iteration 2F (37333.440000 sec): 3 clusters Score: Raw -29538.927353 + Penalty 2630.439234 = -26908.488119 nChanged 5 SP:Iteration 3Q (37333.440000 sec): 3 clusters Score: Raw -29566.858243 + Penalty 2630.439234 = -26936.419009 nChanged 6 SP:Iteration 4Q (37333.440000 sec): 3 clusters Score: Raw -29604.105689 + Penalty 2630.439234 = -26973.666454 nChanged 3 SP:Iteration 5Q (37333.440000 sec): 3 clusters Score: Raw -29627.804067 + Penalty 2630.439234 = -26997.364832 nChanged 5 SP:Iteration 6Q (37333.440000 sec): 3 clusters Score: Raw -29666.675944 + Penalty 2630.439234 = -27036.236710 nChanged 1 SP:Iteration 7Q (37333.440000 sec): 3 clusters Score: Raw -29674.909304 + Penalty 2630.439234 = -27044.470070 nChanged 0 SP:Iteration 8F (37333.440000 sec): 3 clusters Score: Raw -29674.909304 + Penalty 2630.439234 = -27044.470070 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.450000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.450000 sec): 3 clusters Score: Raw -117294.109857 + Penalty 3290.778145 = -114003.331712 nChanged 160 SP:Iteration 1F (37333.460000 sec): 3 clusters Score: Raw -117487.372628 + Penalty 3290.778145 = -114196.594483 nChanged 43 SP:Iteration 2F (37333.460000 sec): 3 clusters Score: Raw -117569.061736 + Penalty 3290.778145 = -114278.283591 nChanged 23 SP:Iteration 3Q (37333.460000 sec): 3 clusters Score: Raw -117637.411227 + Penalty 3290.778145 = -114346.633081 nChanged 35 SP:Iteration 4Q (37333.470000 sec): 3 clusters Score: Raw -117724.301076 + Penalty 3290.778145 = -114433.522930 nChanged 28 SP:Iteration 5Q (37333.470000 sec): 3 clusters Score: Raw -117833.679879 + Penalty 3290.778145 = -114542.901734 nChanged 30 SP:Iteration 6Q (37333.470000 sec): 3 clusters Score: Raw -117984.267553 + Penalty 3290.778145 = -114693.489407 nChanged 30 SP:Iteration 7Q (37333.470000 sec): 3 clusters Score: Raw -118182.844798 + Penalty 3290.778145 = -114892.066653 nChanged 37 SP:Iteration 8Q (37333.480000 sec): 3 clusters Score: Raw -118309.765679 + Penalty 3290.778145 = -115018.987534 nChanged 28 SP:Iteration 9Q (37333.480000 sec): 3 clusters Score: Raw -118380.796419 + Penalty 3290.778145 = -115090.018274 nChanged 20 SP:Iteration 10Q (37333.480000 sec): 3 clusters Score: Raw -118423.125853 + Penalty 3290.778145 = -115132.347708 nChanged 12 SP:Iteration 11Q (37333.490000 sec): 3 clusters Score: Raw -118458.162560 + Penalty 3290.778145 = -115167.384415 nChanged 11 SP:Iteration 12Q (37333.490000 sec): 3 clusters Score: Raw -118480.198407 + Penalty 3290.778145 = -115189.420262 nChanged 10 SP:Iteration 13Q (37333.490000 sec): 3 clusters Score: Raw -118505.023819 + Penalty 3290.778145 = -115214.245674 nChanged 7 SP:Iteration 14Q (37333.490000 sec): 3 clusters Score: Raw -118517.401144 + Penalty 3290.778145 = -115226.622998 nChanged 4 SP:Iteration 15Q (37333.490000 sec): 3 clusters Score: Raw -118523.849575 + Penalty 3290.778145 = -115233.071429 nChanged 4 SP:Iteration 16Q (37333.500000 sec): 3 clusters Score: Raw -118538.578295 + Penalty 3290.778145 = -115247.800149 nChanged 4 SP:Iteration 17Q (37333.500000 sec): 3 clusters Score: Raw -118543.458047 + Penalty 3290.778145 = -115252.679901 nChanged 2 SP:Iteration 18Q (37333.500000 sec): 3 clusters Score: Raw -118545.578944 + Penalty 3290.778145 = -115254.800799 nChanged 0 SP:Iteration 19F (37333.510000 sec): 3 clusters Score: Raw -118545.578944 + Penalty 3290.778145 = -115254.800799 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.510000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.520000 sec): 3 clusters Score: Raw -127544.636920 + Penalty 3297.896337 = -124246.740584 nChanged 191 SP:Iteration 1F (37333.520000 sec): 3 clusters Score: Raw -127816.023947 + Penalty 3297.896337 = -124518.127611 nChanged 55 SP:Iteration 2F (37333.530000 sec): 3 clusters Score: Raw -127935.638115 + Penalty 3297.896337 = -124637.741779 nChanged 29 SP:Iteration 3Q (37333.530000 sec): 3 clusters Score: Raw -128000.498320 + Penalty 3297.896337 = -124702.601983 nChanged 27 SP:Iteration 4Q (37333.530000 sec): 3 clusters Score: Raw -128051.618163 + Penalty 3297.896337 = -124753.721826 nChanged 19 SP:Iteration 5Q (37333.530000 sec): 3 clusters Score: Raw -128083.404545 + Penalty 3297.896337 = -124785.508208 nChanged 9 SP:Iteration 6Q (37333.540000 sec): 3 clusters Score: Raw -128097.929496 + Penalty 3297.896337 = -124800.033159 nChanged 4 SP:Iteration 7Q (37333.540000 sec): 3 clusters Score: Raw -128102.468311 + Penalty 3297.896337 = -124804.571974 nChanged 2 SP:Iteration 8Q (37333.540000 sec): 3 clusters Score: Raw -128104.783402 + Penalty 3297.896337 = -124806.887066 nChanged 3 SP:Iteration 9Q (37333.550000 sec): 3 clusters Score: Raw -128110.932945 + Penalty 3297.896337 = -124813.036608 nChanged 3 SP:Iteration 10Q (37333.550000 sec): 3 clusters Score: Raw -128124.997308 + Penalty 3297.896337 = -124827.100971 nChanged 7 SP:Iteration 11Q (37333.550000 sec): 3 clusters Score: Raw -128143.199769 + Penalty 3297.896337 = -124845.303432 nChanged 8 SP:Iteration 12Q (37333.550000 sec): 3 clusters Score: Raw -128168.479334 + Penalty 3297.896337 = -124870.582997 nChanged 9 SP:Iteration 13Q (37333.560000 sec): 3 clusters Score: Raw -128196.949013 + Penalty 3297.896337 = -124899.052676 nChanged 10 SP:Iteration 14Q (37333.560000 sec): 3 clusters Score: Raw -128238.565679 + Penalty 3297.896337 = -124940.669342 nChanged 10 SP:Iteration 15Q (37333.560000 sec): 3 clusters Score: Raw -128280.340312 + Penalty 3297.896337 = -124982.443975 nChanged 14 SP:Iteration 16Q (37333.570000 sec): 3 clusters Score: Raw -128304.054980 + Penalty 3297.896337 = -125006.158644 nChanged 11 SP:Iteration 17Q (37333.570000 sec): 3 clusters Score: Raw -128323.194524 + Penalty 3297.896337 = -125025.298187 nChanged 6 SP:Iteration 18Q (37333.570000 sec): 3 clusters Score: Raw -128344.896623 + Penalty 3297.896337 = -125047.000286 nChanged 7 SP:Iteration 19Q (37333.570000 sec): 3 clusters Score: Raw -128366.640218 + Penalty 3297.896337 = -125068.743881 nChanged 6 SP:Iteration 20F (37333.580000 sec): 3 clusters Score: Raw -128377.430809 + Penalty 3297.896337 = -125079.534472 nChanged 2 SP:Iteration 21Q (37333.580000 sec): 3 clusters Score: Raw -128380.751430 + Penalty 3297.896337 = -125082.855093 nChanged 4 SP:Iteration 22Q (37333.580000 sec): 3 clusters Score: Raw -128388.656304 + Penalty 3297.896337 = -125090.759967 nChanged 3 SP:Iteration 23Q (37333.590000 sec): 3 clusters Score: Raw -128393.709018 + Penalty 3297.896337 = -125095.812682 nChanged 5 SP:Iteration 24Q (37333.590000 sec): 3 clusters Score: Raw -128403.793302 + Penalty 3297.896337 = -125105.896966 nChanged 1 SP:Iteration 25Q (37333.590000 sec): 3 clusters Score: Raw -128405.596149 + Penalty 3297.896337 = -125107.699812 nChanged 0 SP:Iteration 26F (37333.590000 sec): 3 clusters Score: Raw -128405.596149 + Penalty 3297.896337 = -125107.699812 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.600000 sec): 2 clusters Score: Raw -33988.238500 + Penalty 1346.477716 = -32641.760784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.600000 sec): 3 clusters Score: Raw -34404.041788 + Penalty 2692.955432 = -31711.086356 nChanged 30 SP:Iteration 1F (37333.610000 sec): 3 clusters Score: Raw -34530.988179 + Penalty 2692.955432 = -31838.032747 nChanged 8 SP:Iteration 2Q (37333.610000 sec): 3 clusters Score: Raw -34569.522899 + Penalty 2692.955432 = -31876.567467 nChanged 7 SP:Iteration 3Q (37333.610000 sec): 3 clusters Score: Raw -34606.871967 + Penalty 2692.955432 = -31913.916535 nChanged 0 SP:Iteration 4F (37333.610000 sec): 3 clusters Score: Raw -34606.871967 + Penalty 2692.955432 = -31913.916535 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.610000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.620000 sec): 3 clusters Score: Raw -23217.174736 + Penalty 2817.365614 = -20399.809122 nChanged 53 SP:Iteration 1F (37333.620000 sec): 3 clusters Score: Raw -23466.790949 + Penalty 2817.365614 = -20649.425335 nChanged 18 SP:Iteration 2F (37333.620000 sec): 3 clusters Score: Raw -23538.383113 + Penalty 2817.365614 = -20721.017499 nChanged 15 SP:Iteration 3F (37333.620000 sec): 3 clusters Score: Raw -23596.966273 + Penalty 2817.365614 = -20779.600659 nChanged 8 SP:Iteration 4Q (37333.620000 sec): 3 clusters Score: Raw -23629.039789 + Penalty 2817.365614 = -20811.674175 nChanged 5 SP:Iteration 5Q (37333.620000 sec): 3 clusters Score: Raw -23661.173515 + Penalty 2817.365614 = -20843.807901 nChanged 3 SP:Iteration 6Q (37333.620000 sec): 3 clusters Score: Raw -23669.759752 + Penalty 2817.365614 = -20852.394138 nChanged 0 SP:Iteration 7F (37333.630000 sec): 3 clusters Score: Raw -23669.759752 + Penalty 2817.365614 = -20852.394138 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.630000 sec): 2 clusters Score: Raw -52814.489240 + Penalty 1465.204569 = -51349.284671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.630000 sec): 3 clusters Score: Raw -52945.075726 + Penalty 2930.409137 = -50014.666589 nChanged 75 SP:Iteration 1F (37333.640000 sec): 3 clusters Score: Raw -53110.929515 + Penalty 2930.409137 = -50180.520378 nChanged 26 SP:Iteration 2F (37333.640000 sec): 3 clusters Score: Raw -53185.537550 + Penalty 2930.409137 = -50255.128413 nChanged 20 SP:Iteration 3F (37333.640000 sec): 3 clusters Score: Raw -53252.858253 + Penalty 2930.409137 = -50322.449116 nChanged 13 SP:Iteration 4Q (37333.640000 sec): 3 clusters Score: Raw -53304.744401 + Penalty 2930.409137 = -50374.335263 nChanged 10 SP:Iteration 5Q (37333.640000 sec): 3 clusters Score: Raw -53327.547493 + Penalty 2930.409137 = -50397.138356 nChanged 6 SP:Iteration 6Q (37333.640000 sec): 3 clusters Score: Raw -53366.364841 + Penalty 2930.409137 = -50435.955704 nChanged 5 SP:Iteration 7Q (37333.650000 sec): 3 clusters Score: Raw -53382.437445 + Penalty 2930.409137 = -50452.028308 nChanged 0 SP:Iteration 8F (37333.650000 sec): 3 clusters Score: Raw -53385.763427 + Penalty 2930.409137 = -50455.354290 nChanged 1 SP:Iteration 9Q (37333.650000 sec): 3 clusters Score: Raw -53419.711424 + Penalty 2930.409137 = -50489.302286 nChanged 1 SP:Iteration 10Q (37333.650000 sec): 3 clusters Score: Raw -53442.398441 + Penalty 2930.409137 = -50511.989303 nChanged 2 SP:Iteration 11Q (37333.650000 sec): 3 clusters Score: Raw -53445.707703 + Penalty 2930.409137 = -50515.298566 nChanged 0 SP:Iteration 12F (37333.650000 sec): 3 clusters Score: Raw -53445.707703 + Penalty 2930.409137 = -50515.298566 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.660000 sec): 2 clusters Score: Raw -76050.003428 + Penalty 1529.544090 = -74520.459338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.660000 sec): 3 clusters Score: Raw -76194.946509 + Penalty 3059.088179 = -73135.858329 nChanged 87 SP:Iteration 1F (37333.670000 sec): 3 clusters Score: Raw -76375.219733 + Penalty 3059.088179 = -73316.131553 nChanged 31 SP:Iteration 2F (37333.670000 sec): 3 clusters Score: Raw -76450.860900 + Penalty 3059.088179 = -73391.772721 nChanged 21 SP:Iteration 3Q (37333.670000 sec): 3 clusters Score: Raw -76523.216659 + Penalty 3059.088179 = -73464.128479 nChanged 12 SP:Iteration 4Q (37333.670000 sec): 3 clusters Score: Raw -76555.569774 + Penalty 3059.088179 = -73496.481595 nChanged 8 SP:Iteration 5Q (37333.670000 sec): 3 clusters Score: Raw -76571.866505 + Penalty 3059.088179 = -73512.778326 nChanged 3 SP:Iteration 6Q (37333.670000 sec): 3 clusters Score: Raw -76581.368322 + Penalty 3059.088179 = -73522.280143 nChanged 2 SP:Iteration 7Q (37333.670000 sec): 3 clusters Score: Raw -76585.489719 + Penalty 3059.088179 = -73526.401540 nChanged 0 SP:Iteration 8F (37333.680000 sec): 3 clusters Score: Raw -76585.489719 + Penalty 3059.088179 = -73526.401540 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.690000 sec): 2 clusters Score: Raw -45399.460955 + Penalty 1462.494159 = -43936.966796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.690000 sec): 3 clusters Score: Raw -45978.185167 + Penalty 2924.988318 = -43053.196849 nChanged 88 SP:Iteration 1F (37333.690000 sec): 3 clusters Score: Raw -46369.652476 + Penalty 2924.988318 = -43444.664158 nChanged 26 SP:Iteration 2F (37333.690000 sec): 3 clusters Score: Raw -46444.113664 + Penalty 2924.988318 = -43519.125345 nChanged 21 SP:Iteration 3F (37333.690000 sec): 3 clusters Score: Raw -46519.112160 + Penalty 2924.988318 = -43594.123842 nChanged 18 SP:Iteration 4Q (37333.690000 sec): 3 clusters Score: Raw -46572.734531 + Penalty 2924.988318 = -43647.746213 nChanged 10 SP:Iteration 5Q (37333.690000 sec): 3 clusters Score: Raw -46633.721870 + Penalty 2924.988318 = -43708.733552 nChanged 9 SP:Iteration 6Q (37333.690000 sec): 3 clusters Score: Raw -46654.237270 + Penalty 2924.988318 = -43729.248951 nChanged 7 SP:Iteration 7Q (37333.700000 sec): 3 clusters Score: Raw -46674.603260 + Penalty 2924.988318 = -43749.614941 nChanged 3 SP:Iteration 8Q (37333.700000 sec): 3 clusters Score: Raw -46681.305068 + Penalty 2924.988318 = -43756.316750 nChanged 2 SP:Iteration 9Q (37333.700000 sec): 3 clusters Score: Raw -46684.002707 + Penalty 2924.988318 = -43759.014389 nChanged 0 SP:Iteration 10F (37333.700000 sec): 3 clusters Score: Raw -46684.002707 + Penalty 2924.988318 = -43759.014389 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.710000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.710000 sec): 3 clusters Score: Raw -33310.071688 + Penalty 2659.200914 = -30650.870774 nChanged 21 SP:Iteration 1F (37333.710000 sec): 3 clusters Score: Raw -33403.564790 + Penalty 2659.200914 = -30744.363876 nChanged 5 SP:Iteration 2Q (37333.710000 sec): 3 clusters Score: Raw -33429.278682 + Penalty 2659.200914 = -30770.077767 nChanged 3 SP:Iteration 3Q (37333.710000 sec): 3 clusters Score: Raw -33440.565541 + Penalty 2659.200914 = -30781.364627 nChanged 0 SP:Iteration 4F (37333.710000 sec): 3 clusters Score: Raw -33440.565541 + Penalty 2659.200914 = -30781.364627 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.720000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.720000 sec): 3 clusters Score: Raw -41223.801004 + Penalty 2911.171269 = -38312.629735 nChanged 72 SP:Iteration 1F (37333.730000 sec): 3 clusters Score: Raw -41398.290637 + Penalty 2911.171269 = -38487.119368 nChanged 18 SP:Iteration 2F (37333.730000 sec): 3 clusters Score: Raw -41466.739650 + Penalty 2911.171269 = -38555.568381 nChanged 13 SP:Iteration 3Q (37333.730000 sec): 3 clusters Score: Raw -41520.350510 + Penalty 2911.171269 = -38609.179241 nChanged 13 SP:Iteration 4Q (37333.730000 sec): 3 clusters Score: Raw -41540.270165 + Penalty 2911.171269 = -38629.098896 nChanged 5 SP:Iteration 5Q (37333.730000 sec): 3 clusters Score: Raw -41548.730605 + Penalty 2911.171269 = -38637.559336 nChanged 1 SP:Iteration 6Q (37333.730000 sec): 3 clusters Score: Raw -41549.144241 + Penalty 2911.171269 = -38637.972972 nChanged 0 SP:Iteration 7F (37333.730000 sec): 3 clusters Score: Raw -41549.144241 + Penalty 2911.171269 = -38637.972972 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.740000 sec): 2 clusters Score: Raw -34376.430190 + Penalty 1358.162961 = -33018.267229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.740000 sec): 3 clusters Score: Raw -34531.912185 + Penalty 2716.325922 = -31815.586263 nChanged 25 SP:Iteration 1F (37333.740000 sec): 3 clusters Score: Raw -34607.917183 + Penalty 2716.325922 = -31891.591261 nChanged 2 SP:Iteration 2Q (37333.750000 sec): 3 clusters Score: Raw -34618.252744 + Penalty 2716.325922 = -31901.926822 nChanged 0 SP:Iteration 3F (37333.750000 sec): 3 clusters Score: Raw -34618.252744 + Penalty 2716.325922 = -31901.926822 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 62 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.750000 sec): 2 clusters Score: Raw -33054.189356 + Penalty 1360.229640 = -31693.959717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.750000 sec): 3 clusters Score: Raw -33250.772948 + Penalty 2720.459279 = -30530.313669 nChanged 20 SP:Iteration 1F (37333.750000 sec): 3 clusters Score: Raw -33325.922403 + Penalty 2720.459279 = -30605.463124 nChanged 10 SP:Iteration 2Q (37333.760000 sec): 3 clusters Score: Raw -33382.072808 + Penalty 2720.459279 = -30661.613529 nChanged 2 SP:Iteration 3Q (37333.760000 sec): 3 clusters Score: Raw -33398.998311 + Penalty 2720.459279 = -30678.539032 nChanged 5 SP:Iteration 4Q (37333.760000 sec): 3 clusters Score: Raw -33431.901122 + Penalty 2720.459279 = -30711.441843 nChanged 0 SP:Iteration 5F (37333.760000 sec): 3 clusters Score: Raw -33431.901122 + Penalty 2720.459279 = -30711.441843 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 63 (8798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37333.800000 sec): 2 clusters Score: Raw -1581076.728425 + Penalty 2252.405366 = -1578824.323059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37333.830000 sec): 3 clusters Score: Raw -1576433.641968 + Penalty 4504.810732 = -1571928.831236 nChanged 3569 SP:Iteration 1F (37333.870000 sec): 3 clusters Score: Raw -1578387.756789 + Penalty 4504.810732 = -1573882.946057 nChanged 631 SP:Iteration 2F (37333.900000 sec): 3 clusters Score: Raw -1578710.125423 + Penalty 4504.810732 = -1574205.314691 nChanged 497 SP:Iteration 3F (37333.940000 sec): 3 clusters Score: Raw -1578965.146047 + Penalty 4504.810732 = -1574460.335315 nChanged 432 SP:Iteration 4Q (37333.970000 sec): 3 clusters Score: Raw -1579173.257318 + Penalty 4504.810732 = -1574668.446585 nChanged 372 SP:Iteration 5Q (37334.010000 sec): 3 clusters Score: Raw -1579361.238327 + Penalty 4504.810732 = -1574856.427595 nChanged 351 SP:Iteration 6Q (37334.040000 sec): 3 clusters Score: Raw -1579551.731974 + Penalty 4504.810732 = -1575046.921242 nChanged 332 SP:Iteration 7Q (37334.080000 sec): 3 clusters Score: Raw -1579743.668717 + Penalty 4504.810732 = -1575238.857985 nChanged 335 SP:Iteration 8Q (37334.110000 sec): 3 clusters Score: Raw -1579949.585610 + Penalty 4504.810732 = -1575444.774878 nChanged 317 SP:Iteration 9Q (37334.150000 sec): 3 clusters Score: Raw -1580161.940046 + Penalty 4504.810732 = -1575657.129314 nChanged 326 SP:Iteration 10Q (37334.180000 sec): 3 clusters Score: Raw -1580390.980469 + Penalty 4504.810732 = -1575886.169737 nChanged 319 SP:Iteration 11Q (37334.210000 sec): 3 clusters Score: Raw -1580634.193925 + Penalty 4504.810732 = -1576129.383193 nChanged 275 SP:Iteration 12Q (37334.250000 sec): 3 clusters Score: Raw -1580874.374124 + Penalty 4504.810732 = -1576369.563392 nChanged 248 SP:Iteration 13Q (37334.280000 sec): 3 clusters Score: Raw -1581076.383242 + Penalty 4504.810732 = -1576571.572509 nChanged 171 SP:Iteration 14Q (37334.310000 sec): 3 clusters Score: Raw -1581192.633845 + Penalty 4504.810732 = -1576687.823113 nChanged 125 SP:Iteration 15Q (37334.350000 sec): 3 clusters Score: Raw -1581268.119408 + Penalty 4504.810732 = -1576763.308676 nChanged 100 SP:Iteration 16Q (37334.380000 sec): 3 clusters Score: Raw -1581318.299999 + Penalty 4504.810732 = -1576813.489267 nChanged 59 SP:Iteration 17Q (37334.410000 sec): 3 clusters Score: Raw -1581346.348253 + Penalty 4504.810732 = -1576841.537521 nChanged 48 SP:Iteration 18Q (37334.440000 sec): 3 clusters Score: Raw -1581368.311331 + Penalty 4504.810732 = -1576863.500599 nChanged 32 SP:Iteration 19Q (37334.470000 sec): 3 clusters Score: Raw -1581380.249740 + Penalty 4504.810732 = -1576875.439008 nChanged 20 SP:Iteration 20F (37334.500000 sec): 3 clusters Score: Raw -1581386.241221 + Penalty 4504.810732 = -1576881.430489 nChanged 13 SP:Iteration 21Q (37334.530000 sec): 3 clusters Score: Raw -1581389.200601 + Penalty 4504.810732 = -1576884.389869 nChanged 8 SP:Iteration 22Q (37334.560000 sec): 3 clusters Score: Raw -1581391.212487 + Penalty 4504.810732 = -1576886.401755 nChanged 6 SP:Iteration 23Q (37334.590000 sec): 3 clusters Score: Raw -1581392.691441 + Penalty 4504.810732 = -1576887.880709 nChanged 4 SP:Iteration 24Q (37334.620000 sec): 3 clusters Score: Raw -1581394.010813 + Penalty 4504.810732 = -1576889.200081 nChanged 6 SP:Iteration 25Q (37334.650000 sec): 3 clusters Score: Raw -1581396.079247 + Penalty 4504.810732 = -1576891.268515 nChanged 5 SP:Iteration 26Q (37334.680000 sec): 3 clusters Score: Raw -1581397.343729 + Penalty 4504.810732 = -1576892.532997 nChanged 5 SP:Iteration 27Q (37334.710000 sec): 3 clusters Score: Raw -1581398.197751 + Penalty 4504.810732 = -1576893.387019 nChanged 3 SP:Iteration 28Q (37334.740000 sec): 3 clusters Score: Raw -1581398.784027 + Penalty 4504.810732 = -1576893.973294 nChanged 2 SP:Iteration 29Q (37334.770000 sec): 3 clusters Score: Raw -1581399.108034 + Penalty 4504.810732 = -1576894.297302 nChanged 2 SP:Iteration 30Q (37334.800000 sec): 3 clusters Score: Raw -1581399.349508 + Penalty 4504.810732 = -1576894.538776 nChanged 1 SP:Iteration 31Q (37334.830000 sec): 3 clusters Score: Raw -1581399.451179 + Penalty 4504.810732 = -1576894.640447 nChanged 0 SP:Iteration 32F (37334.860000 sec): 3 clusters Score: Raw -1581399.451179 + Penalty 4504.810732 = -1576894.640447 nChanged 0 Iteration 619Q (37376.640000 sec): 64 clusters Score: Raw -378653932.267229 + Penalty 228068.176748 = -378425864.090481 nChanged 0 Iteration 620F (37576.460000 sec): 64 clusters Score: Raw -378653932.267229 + Penalty 228068.176748 = -378425864.090481 nChanged 0 Compute initial score before splitting: Score: Raw -378653932.267229 + Penalty 228068.176748 = -378425864.090481 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 1 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37576.570000 sec): 2 clusters Score: Raw -81485.009491 + Penalty 1552.376203 = -79932.633288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37576.570000 sec): 3 clusters Score: Raw -81501.962918 + Penalty 3104.752406 = -78397.210512 nChanged 91 SP:Iteration 1F (37576.570000 sec): 3 clusters Score: Raw -81684.186347 + Penalty 3104.752406 = -78579.433941 nChanged 21 SP:Iteration 2Q (37576.570000 sec): 3 clusters Score: Raw -81723.135817 + Penalty 3104.752406 = -78618.383411 nChanged 6 SP:Iteration 3Q (37576.570000 sec): 3 clusters Score: Raw -81738.070485 + Penalty 3104.752406 = -78633.318079 nChanged 7 SP:Iteration 4Q (37576.580000 sec): 3 clusters Score: Raw -81765.375671 + Penalty 3104.752406 = -78660.623265 nChanged 8 SP:Iteration 5Q (37576.580000 sec): 3 clusters Score: Raw -81787.722493 + Penalty 3104.752406 = -78682.970086 nChanged 5 SP:Iteration 6Q (37576.580000 sec): 3 clusters Score: Raw -81798.882780 + Penalty 3104.752406 = -78694.130374 nChanged 3 SP:Iteration 7Q (37576.580000 sec): 3 clusters Score: Raw -81805.102979 + Penalty 3104.752406 = -78700.350573 nChanged 1 SP:Iteration 8Q (37576.590000 sec): 3 clusters Score: Raw -81810.557550 + Penalty 3104.752406 = -78705.805144 nChanged 2 SP:Iteration 9Q (37576.590000 sec): 3 clusters Score: Raw -81815.621518 + Penalty 3104.752406 = -78710.869111 nChanged 2 SP:Iteration 10Q (37576.590000 sec): 3 clusters Score: Raw -81821.620980 + Penalty 3104.752406 = -78716.868573 nChanged 0 SP:Iteration 11F (37576.590000 sec): 3 clusters Score: Raw -81821.620980 + Penalty 3104.752406 = -78716.868573 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 2 (440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37576.600000 sec): 2 clusters Score: Raw -67242.775360 + Penalty 1509.520132 = -65733.255228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37576.600000 sec): 3 clusters Score: Raw -67373.945447 + Penalty 3019.040265 = -64354.905182 nChanged 80 SP:Iteration 1F (37576.600000 sec): 3 clusters Score: Raw -67609.971341 + Penalty 3019.040265 = -64590.931076 nChanged 26 SP:Iteration 2F (37576.610000 sec): 3 clusters Score: Raw -67731.204007 + Penalty 3019.040265 = -64712.163742 nChanged 16 SP:Iteration 3Q (37576.610000 sec): 3 clusters Score: Raw -67798.381537 + Penalty 3019.040265 = -64779.341272 nChanged 8 SP:Iteration 4Q (37576.610000 sec): 3 clusters Score: Raw -67845.585585 + Penalty 3019.040265 = -64826.545320 nChanged 7 SP:Iteration 5Q (37576.610000 sec): 3 clusters Score: Raw -67877.905037 + Penalty 3019.040265 = -64858.864772 nChanged 13 SP:Iteration 6Q (37576.610000 sec): 3 clusters Score: Raw -67919.406073 + Penalty 3019.040265 = -64900.365808 nChanged 4 SP:Iteration 7Q (37576.610000 sec): 3 clusters Score: Raw -67933.930667 + Penalty 3019.040265 = -64914.890403 nChanged 3 SP:Iteration 8Q (37576.610000 sec): 3 clusters Score: Raw -67954.056244 + Penalty 3019.040265 = -64935.015979 nChanged 5 SP:Iteration 9Q (37576.610000 sec): 3 clusters Score: Raw -67990.919408 + Penalty 3019.040265 = -64971.879144 nChanged 8 SP:Iteration 10Q (37576.620000 sec): 3 clusters Score: Raw -68040.660615 + Penalty 3019.040265 = -65021.620351 nChanged 4 SP:Iteration 11Q (37576.620000 sec): 3 clusters Score: Raw -68053.008358 + Penalty 3019.040265 = -65033.968093 nChanged 3 SP:Iteration 12Q (37576.620000 sec): 3 clusters Score: Raw -68086.523523 + Penalty 3019.040265 = -65067.483258 nChanged 3 SP:Iteration 13Q (37576.620000 sec): 3 clusters Score: Raw -68096.304915 + Penalty 3019.040265 = -65077.264651 nChanged 1 SP:Iteration 14Q (37576.620000 sec): 3 clusters Score: Raw -68098.996632 + Penalty 3019.040265 = -65079.956367 nChanged 0 SP:Iteration 15F (37576.630000 sec): 3 clusters Score: Raw -68101.087204 + Penalty 3019.040265 = -65082.046940 nChanged 1 SP:Iteration 16Q (37576.630000 sec): 3 clusters Score: Raw -68107.787470 + Penalty 3019.040265 = -65088.747206 nChanged 0 SP:Iteration 17F (37576.630000 sec): 3 clusters Score: Raw -68107.787470 + Penalty 3019.040265 = -65088.747206 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 3 (226297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37577.420000 sec): 2 clusters Score: Raw -42057051.623887 + Penalty 3057.741687 = -42053993.882200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37578.360000 sec): 3 clusters Score: Raw -41908001.272825 + Penalty 6115.483373 = -41901885.789452 nChanged 109246 SP:Iteration 1F (37579.290000 sec): 3 clusters Score: Raw -41971986.637429 + Penalty 6115.483373 = -41965871.154056 nChanged 5227 SP:Iteration 2Q (37580.250000 sec): 3 clusters Score: Raw -41972818.605588 + Penalty 6115.483373 = -41966703.122215 nChanged 5295 SP:Iteration 3Q (37581.210000 sec): 3 clusters Score: Raw -41973727.813302 + Penalty 6115.483373 = -41967612.329929 nChanged 5591 SP:Iteration 4Q (37582.170000 sec): 3 clusters Score: Raw -41974845.444221 + Penalty 6115.483373 = -41968729.960848 nChanged 6197 SP:Iteration 5Q (37583.130000 sec): 3 clusters Score: Raw -41976381.326932 + Penalty 6115.483373 = -41970265.843559 nChanged 7543 SP:Iteration 6Q (37584.080000 sec): 3 clusters Score: Raw -41978796.846834 + Penalty 6115.483373 = -41972681.363461 nChanged 9677 SP:Iteration 7Q (37585.040000 sec): 3 clusters Score: Raw -41982997.418485 + Penalty 6115.483373 = -41976881.935111 nChanged 12836 SP:Iteration 8F (37585.970000 sec): 3 clusters Score: Raw -41990400.112689 + Penalty 6115.483373 = -41984284.629316 nChanged 16745 SP:Iteration 9F (37586.900000 sec): 3 clusters Score: Raw -42002900.035870 + Penalty 6115.483373 = -41996784.552496 nChanged 19444 SP:Iteration 10F (37587.830000 sec): 3 clusters Score: Raw -42020321.164312 + Penalty 6115.483373 = -42014205.680939 nChanged 17799 SP:Iteration 11F (37588.760000 sec): 3 clusters Score: Raw -42037626.696018 + Penalty 6115.483373 = -42031511.212645 nChanged 11984 SP:Iteration 12F (37589.690000 sec): 3 clusters Score: Raw -42049205.896982 + Penalty 6115.483373 = -42043090.413609 nChanged 5686 SP:Iteration 13Q (37590.470000 sec): 3 clusters Score: Raw -42054423.035616 + Penalty 6115.483373 = -42048307.552243 nChanged 2117 SP:Iteration 14Q (37591.180000 sec): 3 clusters Score: Raw -42056299.803220 + Penalty 6115.483373 = -42050184.319847 nChanged 726 SP:Iteration 15Q (37591.850000 sec): 3 clusters Score: Raw -42056958.106516 + Penalty 6115.483373 = -42050842.623142 nChanged 251 SP:Iteration 16Q (37592.500000 sec): 3 clusters Score: Raw -42057191.623603 + Penalty 6115.483373 = -42051076.140230 nChanged 111 SP:Iteration 17Q (37593.130000 sec): 3 clusters Score: Raw -42057314.060164 + Penalty 6115.483373 = -42051198.576791 nChanged 55 SP:Iteration 18Q (37593.770000 sec): 3 clusters Score: Raw -42057377.645349 + Penalty 6115.483373 = -42051262.161976 nChanged 42 SP:Iteration 19Q (37594.410000 sec): 3 clusters Score: Raw -42057425.190241 + Penalty 6115.483373 = -42051309.706868 nChanged 22 SP:Iteration 20F (37595.330000 sec): 3 clusters Score: Raw -42057446.307327 + Penalty 6115.483373 = -42051330.823954 nChanged 14 SP:Iteration 21Q (37595.970000 sec): 3 clusters Score: Raw -42057465.629155 + Penalty 6115.483373 = -42051350.145782 nChanged 17 SP:Iteration 22Q (37596.600000 sec): 3 clusters Score: Raw -42057481.563752 + Penalty 6115.483373 = -42051366.080379 nChanged 11 SP:Iteration 23Q (37597.240000 sec): 3 clusters Score: Raw -42057494.617770 + Penalty 6115.483373 = -42051379.134397 nChanged 7 SP:Iteration 24Q (37597.870000 sec): 3 clusters Score: Raw -42057501.072724 + Penalty 6115.483373 = -42051385.589351 nChanged 5 SP:Iteration 25Q (37598.510000 sec): 3 clusters Score: Raw -42057506.897693 + Penalty 6115.483373 = -42051391.414320 nChanged 5 SP:Iteration 26Q (37599.130000 sec): 3 clusters Score: Raw -42057512.322794 + Penalty 6115.483373 = -42051396.839421 nChanged 1 SP:Iteration 27Q (37599.770000 sec): 3 clusters Score: Raw -42057513.641091 + Penalty 6115.483373 = -42051398.157718 nChanged 3 SP:Iteration 28Q (37600.400000 sec): 3 clusters Score: Raw -42057517.440710 + Penalty 6115.483373 = -42051401.957337 nChanged 5 SP:Iteration 29Q (37601.040000 sec): 3 clusters Score: Raw -42057523.328060 + Penalty 6115.483373 = -42051407.844687 nChanged 6 SP:Iteration 30Q (37601.670000 sec): 3 clusters Score: Raw -42057527.309768 + Penalty 6115.483373 = -42051411.826395 nChanged 2 SP:Iteration 31Q (37602.310000 sec): 3 clusters Score: Raw -42057529.163826 + Penalty 6115.483373 = -42051413.680452 nChanged 3 SP:Iteration 32Q (37602.940000 sec): 3 clusters Score: Raw -42057531.963503 + Penalty 6115.483373 = -42051416.480130 nChanged 1 SP:Iteration 33Q (37603.580000 sec): 3 clusters Score: Raw -42057532.513985 + Penalty 6115.483373 = -42051417.030611 nChanged 2 SP:Iteration 34Q (37604.210000 sec): 3 clusters Score: Raw -42057533.753401 + Penalty 6115.483373 = -42051418.270028 nChanged 1 SP:Iteration 35Q (37604.850000 sec): 3 clusters Score: Raw -42057534.393184 + Penalty 6115.483373 = -42051418.909810 nChanged 1 SP:Iteration 36Q (37605.480000 sec): 3 clusters Score: Raw -42057535.703895 + Penalty 6115.483373 = -42051420.220521 nChanged 0 SP:Iteration 37F (37606.400000 sec): 3 clusters Score: Raw -42057535.703895 + Penalty 6115.483373 = -42051420.220521 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 4 (2230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37606.490000 sec): 2 clusters Score: Raw -399162.412011 + Penalty 1912.019702 = -397250.392309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37606.510000 sec): 3 clusters Score: Raw -398321.909659 + Penalty 3824.039405 = -394497.870254 nChanged 728 SP:Iteration 1F (37606.520000 sec): 3 clusters Score: Raw -398896.029435 + Penalty 3824.039405 = -395071.990031 nChanged 189 SP:Iteration 2F (37606.520000 sec): 3 clusters Score: Raw -399095.827868 + Penalty 3824.039405 = -395271.788463 nChanged 125 SP:Iteration 3F (37606.530000 sec): 3 clusters Score: Raw -399202.478496 + Penalty 3824.039405 = -395378.439091 nChanged 92 SP:Iteration 4Q (37606.540000 sec): 3 clusters Score: Raw -399283.714354 + Penalty 3824.039405 = -395459.674950 nChanged 70 SP:Iteration 5Q (37606.550000 sec): 3 clusters Score: Raw -399351.349577 + Penalty 3824.039405 = -395527.310172 nChanged 57 SP:Iteration 6Q (37606.560000 sec): 3 clusters Score: Raw -399400.983444 + Penalty 3824.039405 = -395576.944040 nChanged 53 SP:Iteration 7Q (37606.570000 sec): 3 clusters Score: Raw -399446.336856 + Penalty 3824.039405 = -395622.297451 nChanged 49 SP:Iteration 8Q (37606.580000 sec): 3 clusters Score: Raw -399495.159599 + Penalty 3824.039405 = -395671.120195 nChanged 52 SP:Iteration 9Q (37606.590000 sec): 3 clusters Score: Raw -399553.188017 + Penalty 3824.039405 = -395729.148612 nChanged 53 SP:Iteration 10Q (37606.600000 sec): 3 clusters Score: Raw -399613.413216 + Penalty 3824.039405 = -395789.373811 nChanged 64 SP:Iteration 11Q (37606.600000 sec): 3 clusters Score: Raw -399698.578977 + Penalty 3824.039405 = -395874.539572 nChanged 63 SP:Iteration 12Q (37606.610000 sec): 3 clusters Score: Raw -399805.525153 + Penalty 3824.039405 = -395981.485748 nChanged 79 SP:Iteration 13Q (37606.620000 sec): 3 clusters Score: Raw -399951.063486 + Penalty 3824.039405 = -396127.024081 nChanged 76 SP:Iteration 14Q (37606.630000 sec): 3 clusters Score: Raw -400093.528236 + Penalty 3824.039405 = -396269.488831 nChanged 67 SP:Iteration 15Q (37606.640000 sec): 3 clusters Score: Raw -400214.139094 + Penalty 3824.039405 = -396390.099689 nChanged 64 SP:Iteration 16Q (37606.640000 sec): 3 clusters Score: Raw -400307.451866 + Penalty 3824.039405 = -396483.412461 nChanged 60 SP:Iteration 17Q (37606.650000 sec): 3 clusters Score: Raw -400386.895662 + Penalty 3824.039405 = -396562.856257 nChanged 32 SP:Iteration 18Q (37606.660000 sec): 3 clusters Score: Raw -400428.054121 + Penalty 3824.039405 = -396604.014716 nChanged 20 SP:Iteration 19Q (37606.670000 sec): 3 clusters Score: Raw -400449.665414 + Penalty 3824.039405 = -396625.626009 nChanged 17 SP:Iteration 20F (37606.680000 sec): 3 clusters Score: Raw -400466.475968 + Penalty 3824.039405 = -396642.436563 nChanged 12 SP:Iteration 21Q (37606.680000 sec): 3 clusters Score: Raw -400476.076318 + Penalty 3824.039405 = -396652.036913 nChanged 4 SP:Iteration 22Q (37606.690000 sec): 3 clusters Score: Raw -400479.252039 + Penalty 3824.039405 = -396655.212634 nChanged 5 SP:Iteration 23Q (37606.700000 sec): 3 clusters Score: Raw -400484.329683 + Penalty 3824.039405 = -396660.290278 nChanged 4 SP:Iteration 24Q (37606.710000 sec): 3 clusters Score: Raw -400488.865444 + Penalty 3824.039405 = -396664.826039 nChanged 1 SP:Iteration 25Q (37606.720000 sec): 3 clusters Score: Raw -400489.458489 + Penalty 3824.039405 = -396665.419085 nChanged 1 SP:Iteration 26Q (37606.720000 sec): 3 clusters Score: Raw -400490.485312 + Penalty 3824.039405 = -396666.445907 nChanged 0 SP:Iteration 27F (37606.730000 sec): 3 clusters Score: Raw -400490.485312 + Penalty 3824.039405 = -396666.445907 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 5 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37606.740000 sec): 2 clusters Score: Raw -50556.320966 + Penalty 1434.388645 = -49121.932321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37606.740000 sec): 3 clusters Score: Raw -50798.540906 + Penalty 2868.777290 = -47929.763616 nChanged 50 SP:Iteration 1F (37606.740000 sec): 3 clusters Score: Raw -50942.850279 + Penalty 2868.777290 = -48074.072988 nChanged 9 SP:Iteration 2Q (37606.740000 sec): 3 clusters Score: Raw -50965.215396 + Penalty 2868.777290 = -48096.438105 nChanged 7 SP:Iteration 3Q (37606.750000 sec): 3 clusters Score: Raw -50991.041853 + Penalty 2868.777290 = -48122.264563 nChanged 3 SP:Iteration 4Q (37606.750000 sec): 3 clusters Score: Raw -50998.085789 + Penalty 2868.777290 = -48129.308498 nChanged 0 SP:Iteration 5F (37606.750000 sec): 3 clusters Score: Raw -50998.085789 + Penalty 2868.777290 = -48129.308498 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 6 (5986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37606.780000 sec): 2 clusters Score: Raw -1001336.485897 + Penalty 2156.900315 = -999179.585582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37606.800000 sec): 3 clusters Score: Raw -998349.424922 + Penalty 4313.800629 = -994035.624292 nChanged 2297 SP:Iteration 1F (37606.820000 sec): 3 clusters Score: Raw -999599.353623 + Penalty 4313.800629 = -995285.552993 nChanged 436 SP:Iteration 2F (37606.850000 sec): 3 clusters Score: Raw -999837.279184 + Penalty 4313.800629 = -995523.478554 nChanged 331 SP:Iteration 3F (37606.870000 sec): 3 clusters Score: Raw -1000026.114519 + Penalty 4313.800629 = -995712.313890 nChanged 260 SP:Iteration 4Q (37606.900000 sec): 3 clusters Score: Raw -1000165.941373 + Penalty 4313.800629 = -995852.140744 nChanged 195 SP:Iteration 5Q (37606.920000 sec): 3 clusters Score: Raw -1000262.088658 + Penalty 4313.800629 = -995948.288029 nChanged 164 SP:Iteration 6Q (37606.940000 sec): 3 clusters Score: Raw -1000361.805607 + Penalty 4313.800629 = -996048.004977 nChanged 178 SP:Iteration 7Q (37606.960000 sec): 3 clusters Score: Raw -1000458.547830 + Penalty 4313.800629 = -996144.747200 nChanged 159 SP:Iteration 8Q (37606.990000 sec): 3 clusters Score: Raw -1000526.836473 + Penalty 4313.800629 = -996213.035844 nChanged 125 SP:Iteration 9Q (37607.010000 sec): 3 clusters Score: Raw -1000592.118787 + Penalty 4313.800629 = -996278.318158 nChanged 140 SP:Iteration 10Q (37607.040000 sec): 3 clusters Score: Raw -1000659.631610 + Penalty 4313.800629 = -996345.830980 nChanged 139 SP:Iteration 11Q (37607.060000 sec): 3 clusters Score: Raw -1000734.766410 + Penalty 4313.800629 = -996420.965780 nChanged 145 SP:Iteration 12Q (37607.080000 sec): 3 clusters Score: Raw -1000817.998662 + Penalty 4313.800629 = -996504.198032 nChanged 156 SP:Iteration 13Q (37607.110000 sec): 3 clusters Score: Raw -1000911.733422 + Penalty 4313.800629 = -996597.932793 nChanged 160 SP:Iteration 14Q (37607.130000 sec): 3 clusters Score: Raw -1001006.751649 + Penalty 4313.800629 = -996692.951019 nChanged 149 SP:Iteration 15Q (37607.150000 sec): 3 clusters Score: Raw -1001085.229784 + Penalty 4313.800629 = -996771.429155 nChanged 154 SP:Iteration 16Q (37607.180000 sec): 3 clusters Score: Raw -1001169.238388 + Penalty 4313.800629 = -996855.437758 nChanged 143 SP:Iteration 17Q (37607.200000 sec): 3 clusters Score: Raw -1001260.652883 + Penalty 4313.800629 = -996946.852253 nChanged 146 SP:Iteration 18Q (37607.220000 sec): 3 clusters Score: Raw -1001339.964208 + Penalty 4313.800629 = -997026.163578 nChanged 143 SP:Iteration 19Q (37607.240000 sec): 3 clusters Score: Raw -1001415.175826 + Penalty 4313.800629 = -997101.375197 nChanged 124 SP:Iteration 20F (37607.270000 sec): 3 clusters Score: Raw -1001478.568409 + Penalty 4313.800629 = -997164.767779 nChanged 102 SP:Iteration 21Q (37607.290000 sec): 3 clusters Score: Raw -1001525.304315 + Penalty 4313.800629 = -997211.503686 nChanged 76 SP:Iteration 22Q (37607.310000 sec): 3 clusters Score: Raw -1001560.940028 + Penalty 4313.800629 = -997247.139399 nChanged 92 SP:Iteration 23Q (37607.340000 sec): 3 clusters Score: Raw -1001594.993282 + Penalty 4313.800629 = -997281.192653 nChanged 65 SP:Iteration 24Q (37607.360000 sec): 3 clusters Score: Raw -1001618.750447 + Penalty 4313.800629 = -997304.949818 nChanged 40 SP:Iteration 25Q (37607.380000 sec): 3 clusters Score: Raw -1001630.984102 + Penalty 4313.800629 = -997317.183473 nChanged 33 SP:Iteration 26Q (37607.400000 sec): 3 clusters Score: Raw -1001641.472331 + Penalty 4313.800629 = -997327.671702 nChanged 30 SP:Iteration 27Q (37607.420000 sec): 3 clusters Score: Raw -1001650.473728 + Penalty 4313.800629 = -997336.673099 nChanged 28 SP:Iteration 28Q (37607.450000 sec): 3 clusters Score: Raw -1001658.526070 + Penalty 4313.800629 = -997344.725440 nChanged 21 SP:Iteration 29Q (37607.470000 sec): 3 clusters Score: Raw -1001665.121585 + Penalty 4313.800629 = -997351.320955 nChanged 23 SP:Iteration 30Q (37607.490000 sec): 3 clusters Score: Raw -1001671.203156 + Penalty 4313.800629 = -997357.402527 nChanged 23 SP:Iteration 31Q (37607.520000 sec): 3 clusters Score: Raw -1001676.784162 + Penalty 4313.800629 = -997362.983533 nChanged 21 SP:Iteration 32Q (37607.540000 sec): 3 clusters Score: Raw -1001683.376057 + Penalty 4313.800629 = -997369.575427 nChanged 14 SP:Iteration 33Q (37607.560000 sec): 3 clusters Score: Raw -1001686.522913 + Penalty 4313.800629 = -997372.722284 nChanged 18 SP:Iteration 34Q (37607.580000 sec): 3 clusters Score: Raw -1001691.718210 + Penalty 4313.800629 = -997377.917581 nChanged 20 SP:Iteration 35Q (37607.600000 sec): 3 clusters Score: Raw -1001697.439398 + Penalty 4313.800629 = -997383.638768 nChanged 17 SP:Iteration 36Q (37607.630000 sec): 3 clusters Score: Raw -1001702.273792 + Penalty 4313.800629 = -997388.473162 nChanged 14 SP:Iteration 37Q (37607.650000 sec): 3 clusters Score: Raw -1001706.643029 + Penalty 4313.800629 = -997392.842399 nChanged 11 SP:Iteration 38Q (37607.670000 sec): 3 clusters Score: Raw -1001709.214862 + Penalty 4313.800629 = -997395.414233 nChanged 8 SP:Iteration 39Q (37607.700000 sec): 3 clusters Score: Raw -1001711.374725 + Penalty 4313.800629 = -997397.574095 nChanged 6 SP:Iteration 40F (37607.720000 sec): 3 clusters Score: Raw -1001712.251349 + Penalty 4313.800629 = -997398.450720 nChanged 4 SP:Iteration 41Q (37607.740000 sec): 3 clusters Score: Raw -1001713.387085 + Penalty 4313.800629 = -997399.586456 nChanged 5 SP:Iteration 42Q (37607.760000 sec): 3 clusters Score: Raw -1001714.138884 + Penalty 4313.800629 = -997400.338254 nChanged 2 SP:Iteration 43Q (37607.780000 sec): 3 clusters Score: Raw -1001714.320992 + Penalty 4313.800629 = -997400.520362 nChanged 2 SP:Iteration 44Q (37607.810000 sec): 3 clusters Score: Raw -1001715.315338 + Penalty 4313.800629 = -997401.514709 nChanged 2 SP:Iteration 45Q (37607.830000 sec): 3 clusters Score: Raw -1001715.795555 + Penalty 4313.800629 = -997401.994926 nChanged 5 SP:Iteration 46Q (37607.850000 sec): 3 clusters Score: Raw -1001716.759545 + Penalty 4313.800629 = -997402.958916 nChanged 3 SP:Iteration 47Q (37607.880000 sec): 3 clusters Score: Raw -1001717.178923 + Penalty 4313.800629 = -997403.378293 nChanged 1 SP:Iteration 48Q (37607.900000 sec): 3 clusters Score: Raw -1001717.283478 + Penalty 4313.800629 = -997403.482849 nChanged 0 SP:Iteration 49F (37607.920000 sec): 3 clusters Score: Raw -1001717.283478 + Penalty 4313.800629 = -997403.482849 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 7 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37607.930000 sec): 2 clusters Score: Raw -18264.921780 + Penalty 1245.922369 = -17018.999411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37607.930000 sec): 3 clusters Score: Raw -18588.216558 + Penalty 2491.844738 = -16096.371820 nChanged 14 SP:Iteration 1F (37607.930000 sec): 3 clusters Score: Raw -18748.815437 + Penalty 2491.844738 = -16256.970699 nChanged 7 SP:Iteration 2Q (37607.930000 sec): 3 clusters Score: Raw -18793.764756 + Penalty 2491.844738 = -16301.920017 nChanged 4 SP:Iteration 3Q (37607.930000 sec): 3 clusters Score: Raw -18813.067298 + Penalty 2491.844738 = -16321.222559 nChanged 0 SP:Iteration 4F (37607.930000 sec): 3 clusters Score: Raw -18813.067298 + Penalty 2491.844738 = -16321.222559 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 8 (31546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37608.060000 sec): 2 clusters Score: Raw -5399699.588735 + Penalty 2569.082115 = -5397130.506619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37608.180000 sec): 3 clusters Score: Raw -5380625.157119 + Penalty 5138.164230 = -5375486.992889 nChanged 14266 SP:Iteration 1F (37608.310000 sec): 3 clusters Score: Raw -5388131.114903 + Penalty 5138.164230 = -5382992.950673 nChanged 1393 SP:Iteration 2Q (37608.440000 sec): 3 clusters Score: Raw -5388592.752717 + Penalty 5138.164230 = -5383454.588487 nChanged 1417 SP:Iteration 3Q (37608.560000 sec): 3 clusters Score: Raw -5389086.046647 + Penalty 5138.164230 = -5383947.882417 nChanged 1375 SP:Iteration 4Q (37608.690000 sec): 3 clusters Score: Raw -5389646.509500 + Penalty 5138.164230 = -5384508.345270 nChanged 1530 SP:Iteration 5Q (37608.820000 sec): 3 clusters Score: Raw -5390356.629629 + Penalty 5138.164230 = -5385218.465399 nChanged 1683 SP:Iteration 6F (37608.950000 sec): 3 clusters Score: Raw -5391236.984890 + Penalty 5138.164230 = -5386098.820659 nChanged 1724 SP:Iteration 7F (37609.070000 sec): 3 clusters Score: Raw -5392201.675249 + Penalty 5138.164230 = -5387063.511018 nChanged 1735 SP:Iteration 8F (37609.200000 sec): 3 clusters Score: Raw -5393212.337986 + Penalty 5138.164230 = -5388074.173756 nChanged 1661 SP:Iteration 9F (37609.320000 sec): 3 clusters Score: Raw -5394226.495969 + Penalty 5138.164230 = -5389088.331739 nChanged 1563 SP:Iteration 10Q (37609.450000 sec): 3 clusters Score: Raw -5395204.459539 + Penalty 5138.164230 = -5390066.295309 nChanged 1382 SP:Iteration 11Q (37609.580000 sec): 3 clusters Score: Raw -5396019.648862 + Penalty 5138.164230 = -5390881.484632 nChanged 1175 SP:Iteration 12Q (37609.700000 sec): 3 clusters Score: Raw -5396612.907664 + Penalty 5138.164230 = -5391474.743434 nChanged 900 SP:Iteration 13Q (37609.820000 sec): 3 clusters Score: Raw -5397018.192375 + Penalty 5138.164230 = -5391880.028145 nChanged 676 SP:Iteration 14Q (37609.940000 sec): 3 clusters Score: Raw -5397311.914305 + Penalty 5138.164230 = -5392173.750075 nChanged 572 SP:Iteration 15Q (37610.060000 sec): 3 clusters Score: Raw -5397533.900904 + Penalty 5138.164230 = -5392395.736674 nChanged 438 SP:Iteration 16Q (37610.190000 sec): 3 clusters Score: Raw -5397682.385154 + Penalty 5138.164230 = -5392544.220923 nChanged 376 SP:Iteration 17Q (37610.300000 sec): 3 clusters Score: Raw -5397803.754767 + Penalty 5138.164230 = -5392665.590537 nChanged 310 SP:Iteration 18Q (37610.420000 sec): 3 clusters Score: Raw -5397892.697740 + Penalty 5138.164230 = -5392754.533510 nChanged 283 SP:Iteration 19Q (37610.530000 sec): 3 clusters Score: Raw -5397969.312350 + Penalty 5138.164230 = -5392831.148120 nChanged 249 SP:Iteration 20F (37610.660000 sec): 3 clusters Score: Raw -5398031.330951 + Penalty 5138.164230 = -5392893.166720 nChanged 241 SP:Iteration 21Q (37610.770000 sec): 3 clusters Score: Raw -5398087.879462 + Penalty 5138.164230 = -5392949.715232 nChanged 210 SP:Iteration 22Q (37610.880000 sec): 3 clusters Score: Raw -5398134.410746 + Penalty 5138.164230 = -5392996.246516 nChanged 205 SP:Iteration 23Q (37610.990000 sec): 3 clusters Score: Raw -5398180.560269 + Penalty 5138.164230 = -5393042.396039 nChanged 195 SP:Iteration 24Q (37611.110000 sec): 3 clusters Score: Raw -5398221.802776 + Penalty 5138.164230 = -5393083.638546 nChanged 175 SP:Iteration 25Q (37611.210000 sec): 3 clusters Score: Raw -5398258.450548 + Penalty 5138.164230 = -5393120.286317 nChanged 168 SP:Iteration 26Q (37611.330000 sec): 3 clusters Score: Raw -5398289.763648 + Penalty 5138.164230 = -5393151.599418 nChanged 155 SP:Iteration 27Q (37611.430000 sec): 3 clusters Score: Raw -5398320.253587 + Penalty 5138.164230 = -5393182.089356 nChanged 148 SP:Iteration 28Q (37611.540000 sec): 3 clusters Score: Raw -5398351.067911 + Penalty 5138.164230 = -5393212.903681 nChanged 145 SP:Iteration 29Q (37611.650000 sec): 3 clusters Score: Raw -5398380.988120 + Penalty 5138.164230 = -5393242.823889 nChanged 163 SP:Iteration 30Q (37611.760000 sec): 3 clusters Score: Raw -5398419.791838 + Penalty 5138.164230 = -5393281.627607 nChanged 166 SP:Iteration 31Q (37611.870000 sec): 3 clusters Score: Raw -5398455.024203 + Penalty 5138.164230 = -5393316.859972 nChanged 167 SP:Iteration 32Q (37611.970000 sec): 3 clusters Score: Raw -5398491.627181 + Penalty 5138.164230 = -5393353.462951 nChanged 172 SP:Iteration 33Q (37612.080000 sec): 3 clusters Score: Raw -5398532.320236 + Penalty 5138.164230 = -5393394.156006 nChanged 171 SP:Iteration 34Q (37612.190000 sec): 3 clusters Score: Raw -5398574.457607 + Penalty 5138.164230 = -5393436.293377 nChanged 159 SP:Iteration 35Q (37612.290000 sec): 3 clusters Score: Raw -5398614.694858 + Penalty 5138.164230 = -5393476.530628 nChanged 194 SP:Iteration 36Q (37612.390000 sec): 3 clusters Score: Raw -5398676.680404 + Penalty 5138.164230 = -5393538.516174 nChanged 202 SP:Iteration 37Q (37612.500000 sec): 3 clusters Score: Raw -5398735.884662 + Penalty 5138.164230 = -5393597.720432 nChanged 205 SP:Iteration 38Q (37612.600000 sec): 3 clusters Score: Raw -5398796.309326 + Penalty 5138.164230 = -5393658.145096 nChanged 185 SP:Iteration 39Q (37612.710000 sec): 3 clusters Score: Raw -5398848.971746 + Penalty 5138.164230 = -5393710.807516 nChanged 183 SP:Iteration 40F (37612.830000 sec): 3 clusters Score: Raw -5398908.524176 + Penalty 5138.164230 = -5393770.359946 nChanged 192 SP:Iteration 41Q (37612.940000 sec): 3 clusters Score: Raw -5398973.951699 + Penalty 5138.164230 = -5393835.787469 nChanged 182 SP:Iteration 42Q (37613.040000 sec): 3 clusters Score: Raw -5399038.028200 + Penalty 5138.164230 = -5393899.863970 nChanged 192 SP:Iteration 43Q (37613.140000 sec): 3 clusters Score: Raw -5399105.976221 + Penalty 5138.164230 = -5393967.811991 nChanged 195 SP:Iteration 44Q (37613.240000 sec): 3 clusters Score: Raw -5399178.877049 + Penalty 5138.164230 = -5394040.712819 nChanged 200 SP:Iteration 45Q (37613.340000 sec): 3 clusters Score: Raw -5399263.809585 + Penalty 5138.164230 = -5394125.645354 nChanged 199 SP:Iteration 46Q (37613.440000 sec): 3 clusters Score: Raw -5399349.101913 + Penalty 5138.164230 = -5394210.937683 nChanged 189 SP:Iteration 47Q (37613.530000 sec): 3 clusters Score: Raw -5399431.450779 + Penalty 5138.164230 = -5394293.286549 nChanged 191 SP:Iteration 48Q (37613.630000 sec): 3 clusters Score: Raw -5399520.200074 + Penalty 5138.164230 = -5394382.035844 nChanged 152 SP:Iteration 49Q (37613.730000 sec): 3 clusters Score: Raw -5399590.643672 + Penalty 5138.164230 = -5394452.479442 nChanged 129 SP:Iteration 50Q (37613.830000 sec): 3 clusters Score: Raw -5399650.989293 + Penalty 5138.164230 = -5394512.825062 nChanged 113 SP:Iteration 51Q (37613.920000 sec): 3 clusters Score: Raw -5399709.093004 + Penalty 5138.164230 = -5394570.928774 nChanged 99 SP:Iteration 52Q (37614.020000 sec): 3 clusters Score: Raw -5399756.847786 + Penalty 5138.164230 = -5394618.683556 nChanged 80 SP:Iteration 53Q (37614.110000 sec): 3 clusters Score: Raw -5399798.100816 + Penalty 5138.164230 = -5394659.936586 nChanged 91 SP:Iteration 54Q (37614.210000 sec): 3 clusters Score: Raw -5399851.666110 + Penalty 5138.164230 = -5394713.501880 nChanged 73 SP:Iteration 55Q (37614.300000 sec): 3 clusters Score: Raw -5399893.405074 + Penalty 5138.164230 = -5394755.240844 nChanged 67 SP:Iteration 56Q (37614.390000 sec): 3 clusters Score: Raw -5399927.103062 + Penalty 5138.164230 = -5394788.938832 nChanged 49 SP:Iteration 57Q (37614.490000 sec): 3 clusters Score: Raw -5399951.381567 + Penalty 5138.164230 = -5394813.217337 nChanged 38 SP:Iteration 58Q (37614.580000 sec): 3 clusters Score: Raw -5399972.242880 + Penalty 5138.164230 = -5394834.078649 nChanged 38 SP:Iteration 59Q (37614.670000 sec): 3 clusters Score: Raw -5399993.288049 + Penalty 5138.164230 = -5394855.123819 nChanged 35 SP:Iteration 60F (37614.790000 sec): 3 clusters Score: Raw -5400009.675396 + Penalty 5138.164230 = -5394871.511166 nChanged 20 SP:Iteration 61Q (37614.890000 sec): 3 clusters Score: Raw -5400019.033176 + Penalty 5138.164230 = -5394880.868946 nChanged 16 SP:Iteration 62Q (37614.980000 sec): 3 clusters Score: Raw -5400027.820945 + Penalty 5138.164230 = -5394889.656715 nChanged 15 SP:Iteration 63Q (37615.070000 sec): 3 clusters Score: Raw -5400036.000231 + Penalty 5138.164230 = -5394897.836000 nChanged 18 SP:Iteration 64Q (37615.160000 sec): 3 clusters Score: Raw -5400046.782133 + Penalty 5138.164230 = -5394908.617902 nChanged 17 SP:Iteration 65Q (37615.250000 sec): 3 clusters Score: Raw -5400055.852229 + Penalty 5138.164230 = -5394917.687999 nChanged 11 SP:Iteration 66Q (37615.340000 sec): 3 clusters Score: Raw -5400060.493251 + Penalty 5138.164230 = -5394922.329021 nChanged 3 SP:Iteration 67Q (37615.430000 sec): 3 clusters Score: Raw -5400061.969459 + Penalty 5138.164230 = -5394923.805229 nChanged 4 SP:Iteration 68Q (37615.520000 sec): 3 clusters Score: Raw -5400063.536842 + Penalty 5138.164230 = -5394925.372612 nChanged 5 SP:Iteration 69Q (37615.610000 sec): 3 clusters Score: Raw -5400065.862249 + Penalty 5138.164230 = -5394927.698019 nChanged 6 SP:Iteration 70Q (37615.700000 sec): 3 clusters Score: Raw -5400068.985848 + Penalty 5138.164230 = -5394930.821617 nChanged 4 SP:Iteration 71Q (37615.790000 sec): 3 clusters Score: Raw -5400071.188117 + Penalty 5138.164230 = -5394933.023887 nChanged 5 SP:Iteration 72Q (37615.880000 sec): 3 clusters Score: Raw -5400073.732933 + Penalty 5138.164230 = -5394935.568702 nChanged 4 SP:Iteration 73Q (37615.970000 sec): 3 clusters Score: Raw -5400075.354787 + Penalty 5138.164230 = -5394937.190557 nChanged 3 SP:Iteration 74Q (37616.060000 sec): 3 clusters Score: Raw -5400076.633053 + Penalty 5138.164230 = -5394938.468823 nChanged 3 SP:Iteration 75Q (37616.150000 sec): 3 clusters Score: Raw -5400077.718898 + Penalty 5138.164230 = -5394939.554668 nChanged 4 SP:Iteration 76Q (37616.240000 sec): 3 clusters Score: Raw -5400079.807722 + Penalty 5138.164230 = -5394941.643491 nChanged 7 SP:Iteration 77Q (37616.330000 sec): 3 clusters Score: Raw -5400084.122939 + Penalty 5138.164230 = -5394945.958709 nChanged 13 SP:Iteration 78Q (37616.430000 sec): 3 clusters Score: Raw -5400089.864931 + Penalty 5138.164230 = -5394951.700700 nChanged 8 SP:Iteration 79Q (37616.510000 sec): 3 clusters Score: Raw -5400093.689404 + Penalty 5138.164230 = -5394955.525173 nChanged 8 SP:Iteration 80F (37616.640000 sec): 3 clusters Score: Raw -5400096.980200 + Penalty 5138.164230 = -5394958.815970 nChanged 5 SP:Iteration 81Q (37616.730000 sec): 3 clusters Score: Raw -5400098.311196 + Penalty 5138.164230 = -5394960.146966 nChanged 1 SP:Iteration 82Q (37616.820000 sec): 3 clusters Score: Raw -5400098.628181 + Penalty 5138.164230 = -5394960.463951 nChanged 2 SP:Iteration 83Q (37616.910000 sec): 3 clusters Score: Raw -5400100.087022 + Penalty 5138.164230 = -5394961.922792 nChanged 2 SP:Iteration 84Q (37617.000000 sec): 3 clusters Score: Raw -5400100.993079 + Penalty 5138.164230 = -5394962.828848 nChanged 3 SP:Iteration 85Q (37617.090000 sec): 3 clusters Score: Raw -5400102.451646 + Penalty 5138.164230 = -5394964.287415 nChanged 2 SP:Iteration 86Q (37617.180000 sec): 3 clusters Score: Raw -5400102.896729 + Penalty 5138.164230 = -5394964.732499 nChanged 1 SP:Iteration 87Q (37617.270000 sec): 3 clusters Score: Raw -5400103.231465 + Penalty 5138.164230 = -5394965.067235 nChanged 0 SP:Iteration 88F (37617.390000 sec): 3 clusters Score: Raw -5400103.231465 + Penalty 5138.164230 = -5394965.067235 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 9 (49899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37617.570000 sec): 2 clusters Score: Raw -8355802.509214 + Penalty 2682.803548 = -8353119.705667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37617.770000 sec): 3 clusters Score: Raw -8324714.231346 + Penalty 5365.607096 = -8319348.624251 nChanged 23089 SP:Iteration 1F (37617.970000 sec): 3 clusters Score: Raw -8337753.627544 + Penalty 5365.607096 = -8332388.020448 nChanged 1907 SP:Iteration 2Q (37618.180000 sec): 3 clusters Score: Raw -8338296.199588 + Penalty 5365.607096 = -8332930.592493 nChanged 1874 SP:Iteration 3Q (37618.380000 sec): 3 clusters Score: Raw -8338862.626668 + Penalty 5365.607096 = -8333497.019573 nChanged 1826 SP:Iteration 4Q (37618.590000 sec): 3 clusters Score: Raw -8339477.112939 + Penalty 5365.607096 = -8334111.505843 nChanged 2033 SP:Iteration 5Q (37618.790000 sec): 3 clusters Score: Raw -8340305.635026 + Penalty 5365.607096 = -8334940.027930 nChanged 2255 SP:Iteration 6Q (37619.000000 sec): 3 clusters Score: Raw -8341420.734064 + Penalty 5365.607096 = -8336055.126968 nChanged 2461 SP:Iteration 7Q (37619.200000 sec): 3 clusters Score: Raw -8342861.587818 + Penalty 5365.607096 = -8337495.980722 nChanged 2740 SP:Iteration 8F (37619.400000 sec): 3 clusters Score: Raw -8344767.807063 + Penalty 5365.607096 = -8339402.199968 nChanged 2741 SP:Iteration 9F (37619.610000 sec): 3 clusters Score: Raw -8346835.922750 + Penalty 5365.607096 = -8341470.315654 nChanged 2493 SP:Iteration 10Q (37619.800000 sec): 3 clusters Score: Raw -8348585.487229 + Penalty 5365.607096 = -8343219.880133 nChanged 2022 SP:Iteration 11Q (37620.000000 sec): 3 clusters Score: Raw -8349776.190568 + Penalty 5365.607096 = -8344410.583472 nChanged 1591 SP:Iteration 12Q (37620.190000 sec): 3 clusters Score: Raw -8350641.204434 + Penalty 5365.607096 = -8345275.597338 nChanged 1314 SP:Iteration 13Q (37620.370000 sec): 3 clusters Score: Raw -8351300.944075 + Penalty 5365.607096 = -8345935.336979 nChanged 1179 SP:Iteration 14Q (37620.550000 sec): 3 clusters Score: Raw -8351910.502444 + Penalty 5365.607096 = -8346544.895348 nChanged 1077 SP:Iteration 15Q (37620.730000 sec): 3 clusters Score: Raw -8352486.427983 + Penalty 5365.607096 = -8347120.820887 nChanged 1060 SP:Iteration 16Q (37620.900000 sec): 3 clusters Score: Raw -8353076.920672 + Penalty 5365.607096 = -8347711.313576 nChanged 958 SP:Iteration 17Q (37621.070000 sec): 3 clusters Score: Raw -8353675.931953 + Penalty 5365.607096 = -8348310.324858 nChanged 879 SP:Iteration 18Q (37621.230000 sec): 3 clusters Score: Raw -8354251.240976 + Penalty 5365.607096 = -8348885.633880 nChanged 722 SP:Iteration 19Q (37621.390000 sec): 3 clusters Score: Raw -8354746.517607 + Penalty 5365.607096 = -8349380.910511 nChanged 543 SP:Iteration 20F (37621.590000 sec): 3 clusters Score: Raw -8355165.381510 + Penalty 5365.607096 = -8349799.774414 nChanged 434 SP:Iteration 21Q (37621.750000 sec): 3 clusters Score: Raw -8355498.141091 + Penalty 5365.607096 = -8350132.533995 nChanged 290 SP:Iteration 22Q (37621.900000 sec): 3 clusters Score: Raw -8355701.512532 + Penalty 5365.607096 = -8350335.905436 nChanged 233 SP:Iteration 23Q (37622.050000 sec): 3 clusters Score: Raw -8355843.315140 + Penalty 5365.607096 = -8350477.708045 nChanged 176 SP:Iteration 24Q (37622.190000 sec): 3 clusters Score: Raw -8355939.409883 + Penalty 5365.607096 = -8350573.802788 nChanged 129 SP:Iteration 25Q (37622.340000 sec): 3 clusters Score: Raw -8356014.474330 + Penalty 5365.607096 = -8350648.867235 nChanged 121 SP:Iteration 26Q (37622.480000 sec): 3 clusters Score: Raw -8356078.670883 + Penalty 5365.607096 = -8350713.063787 nChanged 82 SP:Iteration 27Q (37622.620000 sec): 3 clusters Score: Raw -8356119.244278 + Penalty 5365.607096 = -8350753.637183 nChanged 76 SP:Iteration 28Q (37622.760000 sec): 3 clusters Score: Raw -8356158.415425 + Penalty 5365.607096 = -8350792.808330 nChanged 55 SP:Iteration 29Q (37622.910000 sec): 3 clusters Score: Raw -8356179.371199 + Penalty 5365.607096 = -8350813.764104 nChanged 43 SP:Iteration 30Q (37623.050000 sec): 3 clusters Score: Raw -8356200.789947 + Penalty 5365.607096 = -8350835.182851 nChanged 46 SP:Iteration 31Q (37623.190000 sec): 3 clusters Score: Raw -8356221.867602 + Penalty 5365.607096 = -8350856.260506 nChanged 40 SP:Iteration 32Q (37623.330000 sec): 3 clusters Score: Raw -8356236.306898 + Penalty 5365.607096 = -8350870.699802 nChanged 31 SP:Iteration 33Q (37623.470000 sec): 3 clusters Score: Raw -8356249.435449 + Penalty 5365.607096 = -8350883.828354 nChanged 16 SP:Iteration 34Q (37623.610000 sec): 3 clusters Score: Raw -8356254.373500 + Penalty 5365.607096 = -8350888.766404 nChanged 12 SP:Iteration 35Q (37623.750000 sec): 3 clusters Score: Raw -8356259.271492 + Penalty 5365.607096 = -8350893.664396 nChanged 9 SP:Iteration 36Q (37623.890000 sec): 3 clusters Score: Raw -8356262.122689 + Penalty 5365.607096 = -8350896.515593 nChanged 13 SP:Iteration 37Q (37624.040000 sec): 3 clusters Score: Raw -8356269.199517 + Penalty 5365.607096 = -8350903.592422 nChanged 19 SP:Iteration 38Q (37624.180000 sec): 3 clusters Score: Raw -8356276.057919 + Penalty 5365.607096 = -8350910.450824 nChanged 14 SP:Iteration 39Q (37624.310000 sec): 3 clusters Score: Raw -8356280.404146 + Penalty 5365.607096 = -8350914.797051 nChanged 9 SP:Iteration 40F (37624.510000 sec): 3 clusters Score: Raw -8356283.097860 + Penalty 5365.607096 = -8350917.490764 nChanged 8 SP:Iteration 41Q (37624.650000 sec): 3 clusters Score: Raw -8356285.815370 + Penalty 5365.607096 = -8350920.208274 nChanged 11 SP:Iteration 42Q (37624.790000 sec): 3 clusters Score: Raw -8356290.010640 + Penalty 5365.607096 = -8350924.403544 nChanged 14 SP:Iteration 43Q (37624.930000 sec): 3 clusters Score: Raw -8356296.456321 + Penalty 5365.607096 = -8350930.849226 nChanged 18 SP:Iteration 44Q (37625.080000 sec): 3 clusters Score: Raw -8356302.815477 + Penalty 5365.607096 = -8350937.208382 nChanged 10 SP:Iteration 45Q (37625.220000 sec): 3 clusters Score: Raw -8356306.977073 + Penalty 5365.607096 = -8350941.369977 nChanged 8 SP:Iteration 46Q (37625.360000 sec): 3 clusters Score: Raw -8356309.619945 + Penalty 5365.607096 = -8350944.012849 nChanged 5 SP:Iteration 47Q (37625.500000 sec): 3 clusters Score: Raw -8356310.844210 + Penalty 5365.607096 = -8350945.237114 nChanged 1 SP:Iteration 48Q (37625.640000 sec): 3 clusters Score: Raw -8356311.089050 + Penalty 5365.607096 = -8350945.481955 nChanged 1 SP:Iteration 49Q (37625.780000 sec): 3 clusters Score: Raw -8356311.195839 + Penalty 5365.607096 = -8350945.588743 nChanged 1 SP:Iteration 50Q (37625.920000 sec): 3 clusters Score: Raw -8356311.571389 + Penalty 5365.607096 = -8350945.964293 nChanged 1 SP:Iteration 51Q (37626.060000 sec): 3 clusters Score: Raw -8356311.893566 + Penalty 5365.607096 = -8350946.286470 nChanged 2 SP:Iteration 52Q (37626.200000 sec): 3 clusters Score: Raw -8356312.526268 + Penalty 5365.607096 = -8350946.919172 nChanged 2 SP:Iteration 53Q (37626.340000 sec): 3 clusters Score: Raw -8356312.973370 + Penalty 5365.607096 = -8350947.366274 nChanged 0 SP:Iteration 54F (37626.540000 sec): 3 clusters Score: Raw -8356312.973370 + Penalty 5365.607096 = -8350947.366274 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 10 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37626.570000 sec): 2 clusters Score: Raw -58143.099789 + Penalty 1473.162471 = -56669.937318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37626.570000 sec): 3 clusters Score: Raw -58204.871699 + Penalty 2946.324941 = -55258.546758 nChanged 65 SP:Iteration 1F (37626.570000 sec): 3 clusters Score: Raw -58373.542594 + Penalty 2946.324941 = -55427.217652 nChanged 20 SP:Iteration 2F (37626.570000 sec): 3 clusters Score: Raw -58440.524076 + Penalty 2946.324941 = -55494.199135 nChanged 7 SP:Iteration 3Q (37626.570000 sec): 3 clusters Score: Raw -58463.478935 + Penalty 2946.324941 = -55517.153993 nChanged 5 SP:Iteration 4Q (37626.570000 sec): 3 clusters Score: Raw -58479.471118 + Penalty 2946.324941 = -55533.146177 nChanged 3 SP:Iteration 5Q (37626.570000 sec): 3 clusters Score: Raw -58485.194010 + Penalty 2946.324941 = -55538.869068 nChanged 3 SP:Iteration 6Q (37626.580000 sec): 3 clusters Score: Raw -58512.792928 + Penalty 2946.324941 = -55566.467987 nChanged 4 SP:Iteration 7Q (37626.580000 sec): 3 clusters Score: Raw -58520.210171 + Penalty 2946.324941 = -55573.885230 nChanged 2 SP:Iteration 8Q (37626.580000 sec): 3 clusters Score: Raw -58523.160525 + Penalty 2946.324941 = -55576.835584 nChanged 1 SP:Iteration 9Q (37626.580000 sec): 3 clusters Score: Raw -58523.731757 + Penalty 2946.324941 = -55577.406816 nChanged 0 SP:Iteration 10F (37626.580000 sec): 3 clusters Score: Raw -58523.731757 + Penalty 2946.324941 = -55577.406816 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 11 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37626.600000 sec): 2 clusters Score: Raw -597806.289391 + Penalty 2021.530668 = -595784.758723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37626.620000 sec): 3 clusters Score: Raw -596266.232979 + Penalty 4043.061336 = -592223.171643 nChanged 1251 SP:Iteration 1F (37626.630000 sec): 3 clusters Score: Raw -597055.491739 + Penalty 4043.061336 = -593012.430403 nChanged 248 SP:Iteration 2F (37626.650000 sec): 3 clusters Score: Raw -597211.608421 + Penalty 4043.061336 = -593168.547086 nChanged 150 SP:Iteration 3Q (37626.660000 sec): 3 clusters Score: Raw -597307.794904 + Penalty 4043.061336 = -593264.733568 nChanged 103 SP:Iteration 4Q (37626.670000 sec): 3 clusters Score: Raw -597370.136317 + Penalty 4043.061336 = -593327.074982 nChanged 91 SP:Iteration 5Q (37626.690000 sec): 3 clusters Score: Raw -597418.013652 + Penalty 4043.061336 = -593374.952316 nChanged 59 SP:Iteration 6Q (37626.700000 sec): 3 clusters Score: Raw -597448.434653 + Penalty 4043.061336 = -593405.373317 nChanged 45 SP:Iteration 7Q (37626.710000 sec): 3 clusters Score: Raw -597473.249218 + Penalty 4043.061336 = -593430.187883 nChanged 47 SP:Iteration 8Q (37626.730000 sec): 3 clusters Score: Raw -597503.618463 + Penalty 4043.061336 = -593460.557127 nChanged 47 SP:Iteration 9Q (37626.740000 sec): 3 clusters Score: Raw -597524.536621 + Penalty 4043.061336 = -593481.475285 nChanged 45 SP:Iteration 10Q (37626.750000 sec): 3 clusters Score: Raw -597544.398294 + Penalty 4043.061336 = -593501.336958 nChanged 35 SP:Iteration 11Q (37626.770000 sec): 3 clusters Score: Raw -597561.532105 + Penalty 4043.061336 = -593518.470769 nChanged 29 SP:Iteration 12Q (37626.780000 sec): 3 clusters Score: Raw -597571.383033 + Penalty 4043.061336 = -593528.321697 nChanged 17 SP:Iteration 13Q (37626.790000 sec): 3 clusters Score: Raw -597577.501385 + Penalty 4043.061336 = -593534.440049 nChanged 13 SP:Iteration 14Q (37626.810000 sec): 3 clusters Score: Raw -597584.898755 + Penalty 4043.061336 = -593541.837420 nChanged 17 SP:Iteration 15Q (37626.820000 sec): 3 clusters Score: Raw -597593.778218 + Penalty 4043.061336 = -593550.716882 nChanged 17 SP:Iteration 16Q (37626.830000 sec): 3 clusters Score: Raw -597599.028203 + Penalty 4043.061336 = -593555.966867 nChanged 12 SP:Iteration 17Q (37626.850000 sec): 3 clusters Score: Raw -597603.552000 + Penalty 4043.061336 = -593560.490664 nChanged 15 SP:Iteration 18Q (37626.860000 sec): 3 clusters Score: Raw -597608.478878 + Penalty 4043.061336 = -593565.417543 nChanged 14 SP:Iteration 19Q (37626.880000 sec): 3 clusters Score: Raw -597613.027397 + Penalty 4043.061336 = -593569.966062 nChanged 17 SP:Iteration 20F (37626.890000 sec): 3 clusters Score: Raw -597619.500386 + Penalty 4043.061336 = -593576.439051 nChanged 14 SP:Iteration 21Q (37626.900000 sec): 3 clusters Score: Raw -597627.690847 + Penalty 4043.061336 = -593584.629511 nChanged 18 SP:Iteration 22Q (37626.920000 sec): 3 clusters Score: Raw -597637.249250 + Penalty 4043.061336 = -593594.187914 nChanged 26 SP:Iteration 23Q (37626.930000 sec): 3 clusters Score: Raw -597647.533984 + Penalty 4043.061336 = -593604.472648 nChanged 13 SP:Iteration 24Q (37626.950000 sec): 3 clusters Score: Raw -597652.057638 + Penalty 4043.061336 = -593608.996303 nChanged 11 SP:Iteration 25Q (37626.960000 sec): 3 clusters Score: Raw -597655.779941 + Penalty 4043.061336 = -593612.718605 nChanged 8 SP:Iteration 26Q (37626.970000 sec): 3 clusters Score: Raw -597657.276295 + Penalty 4043.061336 = -593614.214960 nChanged 7 SP:Iteration 27Q (37626.990000 sec): 3 clusters Score: Raw -597660.201807 + Penalty 4043.061336 = -593617.140471 nChanged 6 SP:Iteration 28Q (37627.000000 sec): 3 clusters Score: Raw -597663.286507 + Penalty 4043.061336 = -593620.225171 nChanged 7 SP:Iteration 29Q (37627.010000 sec): 3 clusters Score: Raw -597665.948062 + Penalty 4043.061336 = -593622.886726 nChanged 7 SP:Iteration 30Q (37627.030000 sec): 3 clusters Score: Raw -597668.666034 + Penalty 4043.061336 = -593625.604699 nChanged 7 SP:Iteration 31Q (37627.040000 sec): 3 clusters Score: Raw -597671.219429 + Penalty 4043.061336 = -593628.158094 nChanged 8 SP:Iteration 32Q (37627.050000 sec): 3 clusters Score: Raw -597673.770437 + Penalty 4043.061336 = -593630.709101 nChanged 3 SP:Iteration 33Q (37627.070000 sec): 3 clusters Score: Raw -597674.622194 + Penalty 4043.061336 = -593631.560859 nChanged 1 SP:Iteration 34Q (37627.080000 sec): 3 clusters Score: Raw -597674.853451 + Penalty 4043.061336 = -593631.792116 nChanged 1 SP:Iteration 35Q (37627.090000 sec): 3 clusters Score: Raw -597675.085116 + Penalty 4043.061336 = -593632.023781 nChanged 2 SP:Iteration 36Q (37627.110000 sec): 3 clusters Score: Raw -597675.601007 + Penalty 4043.061336 = -593632.539671 nChanged 2 SP:Iteration 37Q (37627.120000 sec): 3 clusters Score: Raw -597675.988143 + Penalty 4043.061336 = -593632.926807 nChanged 3 SP:Iteration 38Q (37627.130000 sec): 3 clusters Score: Raw -597678.169674 + Penalty 4043.061336 = -593635.108338 nChanged 7 SP:Iteration 39Q (37627.150000 sec): 3 clusters Score: Raw -597680.792856 + Penalty 4043.061336 = -593637.731521 nChanged 2 SP:Iteration 40F (37627.160000 sec): 3 clusters Score: Raw -597681.639072 + Penalty 4043.061336 = -593638.577737 nChanged 4 SP:Iteration 41Q (37627.170000 sec): 3 clusters Score: Raw -597683.167205 + Penalty 4043.061336 = -593640.105869 nChanged 2 SP:Iteration 42Q (37627.190000 sec): 3 clusters Score: Raw -597683.815082 + Penalty 4043.061336 = -593640.753747 nChanged 1 SP:Iteration 43Q (37627.200000 sec): 3 clusters Score: Raw -597684.372312 + Penalty 4043.061336 = -593641.310976 nChanged 4 SP:Iteration 44Q (37627.210000 sec): 3 clusters Score: Raw -597686.160932 + Penalty 4043.061336 = -593643.099596 nChanged 4 SP:Iteration 45Q (37627.230000 sec): 3 clusters Score: Raw -597688.336666 + Penalty 4043.061336 = -593645.275330 nChanged 5 SP:Iteration 46Q (37627.240000 sec): 3 clusters Score: Raw -597689.571359 + Penalty 4043.061336 = -593646.510024 nChanged 2 SP:Iteration 47Q (37627.260000 sec): 3 clusters Score: Raw -597691.024621 + Penalty 4043.061336 = -593647.963286 nChanged 6 SP:Iteration 48Q (37627.270000 sec): 3 clusters Score: Raw -597694.485852 + Penalty 4043.061336 = -593651.424516 nChanged 10 SP:Iteration 49Q (37627.280000 sec): 3 clusters Score: Raw -597697.479276 + Penalty 4043.061336 = -593654.417940 nChanged 5 SP:Iteration 50Q (37627.300000 sec): 3 clusters Score: Raw -597700.321096 + Penalty 4043.061336 = -593657.259761 nChanged 9 SP:Iteration 51Q (37627.310000 sec): 3 clusters Score: Raw -597703.721453 + Penalty 4043.061336 = -593660.660118 nChanged 5 SP:Iteration 52Q (37627.320000 sec): 3 clusters Score: Raw -597705.171568 + Penalty 4043.061336 = -593662.110232 nChanged 2 SP:Iteration 53Q (37627.340000 sec): 3 clusters Score: Raw -597705.811716 + Penalty 4043.061336 = -593662.750381 nChanged 1 SP:Iteration 54Q (37627.350000 sec): 3 clusters Score: Raw -597706.316671 + Penalty 4043.061336 = -593663.255335 nChanged 0 SP:Iteration 55F (37627.370000 sec): 3 clusters Score: Raw -597706.316671 + Penalty 4043.061336 = -593663.255335 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 12 (5602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37627.390000 sec): 2 clusters Score: Raw -1006134.566558 + Penalty 2140.457981 = -1003994.108577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37627.410000 sec): 3 clusters Score: Raw -1003369.994911 + Penalty 4280.915962 = -999089.078949 nChanged 2203 SP:Iteration 1F (37627.430000 sec): 3 clusters Score: Raw -1004610.035619 + Penalty 4280.915962 = -1000329.119657 nChanged 413 SP:Iteration 2F (37627.460000 sec): 3 clusters Score: Raw -1004859.967038 + Penalty 4280.915962 = -1000579.051076 nChanged 292 SP:Iteration 3F (37627.480000 sec): 3 clusters Score: Raw -1005063.831370 + Penalty 4280.915962 = -1000782.915408 nChanged 251 SP:Iteration 4Q (37627.500000 sec): 3 clusters Score: Raw -1005220.495719 + Penalty 4280.915962 = -1000939.579757 nChanged 233 SP:Iteration 5Q (37627.520000 sec): 3 clusters Score: Raw -1005351.670916 + Penalty 4280.915962 = -1001070.754954 nChanged 195 SP:Iteration 6Q (37627.550000 sec): 3 clusters Score: Raw -1005446.327528 + Penalty 4280.915962 = -1001165.411566 nChanged 147 SP:Iteration 7Q (37627.570000 sec): 3 clusters Score: Raw -1005513.540489 + Penalty 4280.915962 = -1001232.624527 nChanged 124 SP:Iteration 8Q (37627.590000 sec): 3 clusters Score: Raw -1005569.613920 + Penalty 4280.915962 = -1001288.697958 nChanged 127 SP:Iteration 9Q (37627.610000 sec): 3 clusters Score: Raw -1005630.707704 + Penalty 4280.915962 = -1001349.791742 nChanged 151 SP:Iteration 10Q (37627.630000 sec): 3 clusters Score: Raw -1005703.727886 + Penalty 4280.915962 = -1001422.811924 nChanged 147 SP:Iteration 11Q (37627.650000 sec): 3 clusters Score: Raw -1005780.068778 + Penalty 4280.915962 = -1001499.152816 nChanged 159 SP:Iteration 12Q (37627.670000 sec): 3 clusters Score: Raw -1005873.625217 + Penalty 4280.915962 = -1001592.709255 nChanged 188 SP:Iteration 13Q (37627.690000 sec): 3 clusters Score: Raw -1006002.563877 + Penalty 4280.915962 = -1001721.647915 nChanged 192 SP:Iteration 14Q (37627.720000 sec): 3 clusters Score: Raw -1006142.903001 + Penalty 4280.915962 = -1001861.987039 nChanged 172 SP:Iteration 15Q (37627.740000 sec): 3 clusters Score: Raw -1006260.303397 + Penalty 4280.915962 = -1001979.387435 nChanged 153 SP:Iteration 16Q (37627.760000 sec): 3 clusters Score: Raw -1006386.083116 + Penalty 4280.915962 = -1002105.167154 nChanged 144 SP:Iteration 17Q (37627.780000 sec): 3 clusters Score: Raw -1006515.008976 + Penalty 4280.915962 = -1002234.093013 nChanged 121 SP:Iteration 18Q (37627.800000 sec): 3 clusters Score: Raw -1006644.920423 + Penalty 4280.915962 = -1002364.004461 nChanged 104 SP:Iteration 19Q (37627.820000 sec): 3 clusters Score: Raw -1006737.193238 + Penalty 4280.915962 = -1002456.277276 nChanged 60 SP:Iteration 20F (37627.850000 sec): 3 clusters Score: Raw -1006793.197612 + Penalty 4280.915962 = -1002512.281649 nChanged 46 SP:Iteration 21Q (37627.870000 sec): 3 clusters Score: Raw -1006831.119122 + Penalty 4280.915962 = -1002550.203160 nChanged 35 SP:Iteration 22Q (37627.890000 sec): 3 clusters Score: Raw -1006862.065538 + Penalty 4280.915962 = -1002581.149576 nChanged 34 SP:Iteration 23Q (37627.900000 sec): 3 clusters Score: Raw -1006891.047096 + Penalty 4280.915962 = -1002610.131134 nChanged 30 SP:Iteration 24Q (37627.920000 sec): 3 clusters Score: Raw -1006913.440866 + Penalty 4280.915962 = -1002632.524904 nChanged 19 SP:Iteration 25Q (37627.940000 sec): 3 clusters Score: Raw -1006927.657629 + Penalty 4280.915962 = -1002646.741667 nChanged 21 SP:Iteration 26Q (37627.960000 sec): 3 clusters Score: Raw -1006942.977714 + Penalty 4280.915962 = -1002662.061752 nChanged 24 SP:Iteration 27Q (37627.980000 sec): 3 clusters Score: Raw -1006956.819413 + Penalty 4280.915962 = -1002675.903451 nChanged 10 SP:Iteration 28Q (37628.000000 sec): 3 clusters Score: Raw -1006961.307465 + Penalty 4280.915962 = -1002680.391503 nChanged 3 SP:Iteration 29Q (37628.010000 sec): 3 clusters Score: Raw -1006962.247135 + Penalty 4280.915962 = -1002681.331173 nChanged 1 SP:Iteration 30Q (37628.030000 sec): 3 clusters Score: Raw -1006962.443615 + Penalty 4280.915962 = -1002681.527653 nChanged 0 SP:Iteration 31F (37628.050000 sec): 3 clusters Score: Raw -1006962.443615 + Penalty 4280.915962 = -1002681.527653 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 13 (75285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37628.330000 sec): 2 clusters Score: Raw -12843799.767509 + Penalty 2784.800975 = -12841014.966534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37628.630000 sec): 3 clusters Score: Raw -12796167.608677 + Penalty 5569.601951 = -12790598.006727 nChanged 35207 SP:Iteration 1F (37628.940000 sec): 3 clusters Score: Raw -12816030.019563 + Penalty 5569.601951 = -12810460.417613 nChanged 3023 SP:Iteration 2Q (37629.250000 sec): 3 clusters Score: Raw -12817040.252762 + Penalty 5569.601951 = -12811470.650811 nChanged 3499 SP:Iteration 3Q (37629.570000 sec): 3 clusters Score: Raw -12818523.643824 + Penalty 5569.601951 = -12812954.041873 nChanged 4387 SP:Iteration 4F (37629.870000 sec): 3 clusters Score: Raw -12820969.615161 + Penalty 5569.601951 = -12815400.013211 nChanged 5546 SP:Iteration 5F (37630.180000 sec): 3 clusters Score: Raw -12825039.534300 + Penalty 5569.601951 = -12819469.932349 nChanged 6616 SP:Iteration 6F (37630.490000 sec): 3 clusters Score: Raw -12831028.171716 + Penalty 5569.601951 = -12825458.569766 nChanged 6190 SP:Iteration 7F (37630.790000 sec): 3 clusters Score: Raw -12837262.070284 + Penalty 5569.601951 = -12831692.468334 nChanged 4131 SP:Iteration 8F (37631.090000 sec): 3 clusters Score: Raw -12841398.779511 + Penalty 5569.601951 = -12835829.177561 nChanged 1802 SP:Iteration 9Q (37631.370000 sec): 3 clusters Score: Raw -12843106.244027 + Penalty 5569.601951 = -12837536.642076 nChanged 594 SP:Iteration 10Q (37631.610000 sec): 3 clusters Score: Raw -12843680.891444 + Penalty 5569.601951 = -12838111.289493 nChanged 167 SP:Iteration 11Q (37631.830000 sec): 3 clusters Score: Raw -12843872.671597 + Penalty 5569.601951 = -12838303.069647 nChanged 67 SP:Iteration 12Q (37632.050000 sec): 3 clusters Score: Raw -12843970.564561 + Penalty 5569.601951 = -12838400.962611 nChanged 34 SP:Iteration 13Q (37632.260000 sec): 3 clusters Score: Raw -12844023.309410 + Penalty 5569.601951 = -12838453.707459 nChanged 20 SP:Iteration 14Q (37632.480000 sec): 3 clusters Score: Raw -12844052.676534 + Penalty 5569.601951 = -12838483.074583 nChanged 11 SP:Iteration 15Q (37632.680000 sec): 3 clusters Score: Raw -12844070.969128 + Penalty 5569.601951 = -12838501.367177 nChanged 8 SP:Iteration 16Q (37632.900000 sec): 3 clusters Score: Raw -12844081.599330 + Penalty 5569.601951 = -12838511.997379 nChanged 3 SP:Iteration 17Q (37633.100000 sec): 3 clusters Score: Raw -12844085.242502 + Penalty 5569.601951 = -12838515.640551 nChanged 3 SP:Iteration 18Q (37633.320000 sec): 3 clusters Score: Raw -12844088.240344 + Penalty 5569.601951 = -12838518.638393 nChanged 1 SP:Iteration 19Q (37633.520000 sec): 3 clusters Score: Raw -12844088.751477 + Penalty 5569.601951 = -12838519.149526 nChanged 1 SP:Iteration 20F (37633.830000 sec): 3 clusters Score: Raw -12844089.886168 + Penalty 5569.601951 = -12838520.284218 nChanged 2 SP:Iteration 21Q (37634.040000 sec): 3 clusters Score: Raw -12844092.023224 + Penalty 5569.601951 = -12838522.421274 nChanged 1 SP:Iteration 22Q (37634.250000 sec): 3 clusters Score: Raw -12844093.244945 + Penalty 5569.601951 = -12838523.642995 nChanged 2 SP:Iteration 23Q (37634.460000 sec): 3 clusters Score: Raw -12844094.810603 + Penalty 5569.601951 = -12838525.208652 nChanged 0 SP:Iteration 24F (37634.760000 sec): 3 clusters Score: Raw -12844094.810603 + Penalty 5569.601951 = -12838525.208652 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 14 (7279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37634.810000 sec): 2 clusters Score: Raw -1234763.564812 + Penalty 2205.401695 = -1232558.163117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37634.840000 sec): 3 clusters Score: Raw -1230995.719772 + Penalty 4410.803389 = -1226584.916382 nChanged 2920 SP:Iteration 1F (37634.870000 sec): 3 clusters Score: Raw -1232594.626062 + Penalty 4410.803389 = -1228183.822673 nChanged 543 SP:Iteration 2F (37634.900000 sec): 3 clusters Score: Raw -1232882.060026 + Penalty 4410.803389 = -1228471.256636 nChanged 390 SP:Iteration 3F (37634.930000 sec): 3 clusters Score: Raw -1233079.500866 + Penalty 4410.803389 = -1228668.697476 nChanged 300 SP:Iteration 4Q (37634.960000 sec): 3 clusters Score: Raw -1233239.019260 + Penalty 4410.803389 = -1228828.215870 nChanged 254 SP:Iteration 5Q (37634.990000 sec): 3 clusters Score: Raw -1233381.981413 + Penalty 4410.803389 = -1228971.178024 nChanged 268 SP:Iteration 6Q (37635.020000 sec): 3 clusters Score: Raw -1233542.844616 + Penalty 4410.803389 = -1229132.041226 nChanged 257 SP:Iteration 7Q (37635.040000 sec): 3 clusters Score: Raw -1233705.421915 + Penalty 4410.803389 = -1229294.618525 nChanged 286 SP:Iteration 8Q (37635.070000 sec): 3 clusters Score: Raw -1233889.675044 + Penalty 4410.803389 = -1229478.871655 nChanged 302 SP:Iteration 9Q (37635.100000 sec): 3 clusters Score: Raw -1234091.019054 + Penalty 4410.803389 = -1229680.215665 nChanged 289 SP:Iteration 10Q (37635.130000 sec): 3 clusters Score: Raw -1234289.212333 + Penalty 4410.803389 = -1229878.408943 nChanged 282 SP:Iteration 11Q (37635.160000 sec): 3 clusters Score: Raw -1234487.654827 + Penalty 4410.803389 = -1230076.851438 nChanged 237 SP:Iteration 12Q (37635.180000 sec): 3 clusters Score: Raw -1234682.961542 + Penalty 4410.803389 = -1230272.158152 nChanged 252 SP:Iteration 13Q (37635.210000 sec): 3 clusters Score: Raw -1234896.287912 + Penalty 4410.803389 = -1230485.484522 nChanged 195 SP:Iteration 14Q (37635.240000 sec): 3 clusters Score: Raw -1235056.371485 + Penalty 4410.803389 = -1230645.568095 nChanged 168 SP:Iteration 15Q (37635.260000 sec): 3 clusters Score: Raw -1235185.776698 + Penalty 4410.803389 = -1230774.973309 nChanged 139 SP:Iteration 16Q (37635.290000 sec): 3 clusters Score: Raw -1235287.388204 + Penalty 4410.803389 = -1230876.584815 nChanged 99 SP:Iteration 17Q (37635.320000 sec): 3 clusters Score: Raw -1235356.492153 + Penalty 4410.803389 = -1230945.688764 nChanged 73 SP:Iteration 18Q (37635.340000 sec): 3 clusters Score: Raw -1235410.276066 + Penalty 4410.803389 = -1230999.472677 nChanged 71 SP:Iteration 19Q (37635.370000 sec): 3 clusters Score: Raw -1235474.623469 + Penalty 4410.803389 = -1231063.820080 nChanged 81 SP:Iteration 20F (37635.400000 sec): 3 clusters Score: Raw -1235534.873659 + Penalty 4410.803389 = -1231124.070269 nChanged 55 SP:Iteration 21Q (37635.420000 sec): 3 clusters Score: Raw -1235573.284398 + Penalty 4410.803389 = -1231162.481009 nChanged 43 SP:Iteration 22Q (37635.440000 sec): 3 clusters Score: Raw -1235596.264011 + Penalty 4410.803389 = -1231185.460621 nChanged 26 SP:Iteration 23Q (37635.470000 sec): 3 clusters Score: Raw -1235607.713714 + Penalty 4410.803389 = -1231196.910324 nChanged 18 SP:Iteration 24Q (37635.490000 sec): 3 clusters Score: Raw -1235615.841606 + Penalty 4410.803389 = -1231205.038216 nChanged 9 SP:Iteration 25Q (37635.520000 sec): 3 clusters Score: Raw -1235620.481953 + Penalty 4410.803389 = -1231209.678564 nChanged 14 SP:Iteration 26Q (37635.540000 sec): 3 clusters Score: Raw -1235627.494439 + Penalty 4410.803389 = -1231216.691049 nChanged 10 SP:Iteration 27Q (37635.560000 sec): 3 clusters Score: Raw -1235630.808466 + Penalty 4410.803389 = -1231220.005076 nChanged 6 SP:Iteration 28Q (37635.590000 sec): 3 clusters Score: Raw -1235633.918021 + Penalty 4410.803389 = -1231223.114631 nChanged 10 SP:Iteration 29Q (37635.610000 sec): 3 clusters Score: Raw -1235636.683450 + Penalty 4410.803389 = -1231225.880060 nChanged 5 SP:Iteration 30Q (37635.640000 sec): 3 clusters Score: Raw -1235638.051040 + Penalty 4410.803389 = -1231227.247650 nChanged 2 SP:Iteration 31Q (37635.660000 sec): 3 clusters Score: Raw -1235638.709220 + Penalty 4410.803389 = -1231227.905831 nChanged 1 SP:Iteration 32Q (37635.680000 sec): 3 clusters Score: Raw -1235638.815538 + Penalty 4410.803389 = -1231228.012148 nChanged 1 SP:Iteration 33Q (37635.700000 sec): 3 clusters Score: Raw -1235638.947715 + Penalty 4410.803389 = -1231228.144325 nChanged 1 SP:Iteration 34Q (37635.730000 sec): 3 clusters Score: Raw -1235639.170780 + Penalty 4410.803389 = -1231228.367391 nChanged 2 SP:Iteration 35Q (37635.750000 sec): 3 clusters Score: Raw -1235639.728881 + Penalty 4410.803389 = -1231228.925492 nChanged 3 SP:Iteration 36Q (37635.780000 sec): 3 clusters Score: Raw -1235640.711390 + Penalty 4410.803389 = -1231229.908001 nChanged 3 SP:Iteration 37Q (37635.800000 sec): 3 clusters Score: Raw -1235641.991718 + Penalty 4410.803389 = -1231231.188328 nChanged 2 SP:Iteration 38Q (37635.820000 sec): 3 clusters Score: Raw -1235642.272419 + Penalty 4410.803389 = -1231231.469030 nChanged 2 SP:Iteration 39Q (37635.850000 sec): 3 clusters Score: Raw -1235642.972870 + Penalty 4410.803389 = -1231232.169480 nChanged 0 SP:Iteration 40F (37635.880000 sec): 3 clusters Score: Raw -1235642.972870 + Penalty 4410.803389 = -1231232.169480 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 15 (12125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37635.920000 sec): 2 clusters Score: Raw -2072329.061265 + Penalty 2331.950130 = -2069997.111136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37635.970000 sec): 3 clusters Score: Raw -2065710.096341 + Penalty 4663.900259 = -2061046.196082 nChanged 5029 SP:Iteration 1F (37636.020000 sec): 3 clusters Score: Raw -2068285.769448 + Penalty 4663.900259 = -2063621.869189 nChanged 704 SP:Iteration 2F (37636.070000 sec): 3 clusters Score: Raw -2068560.279285 + Penalty 4663.900259 = -2063896.379026 nChanged 535 SP:Iteration 3Q (37636.120000 sec): 3 clusters Score: Raw -2068745.761587 + Penalty 4663.900259 = -2064081.861328 nChanged 417 SP:Iteration 4Q (37636.160000 sec): 3 clusters Score: Raw -2068894.252285 + Penalty 4663.900259 = -2064230.352026 nChanged 379 SP:Iteration 5Q (37636.210000 sec): 3 clusters Score: Raw -2069026.779736 + Penalty 4663.900259 = -2064362.879477 nChanged 359 SP:Iteration 6Q (37636.260000 sec): 3 clusters Score: Raw -2069161.398792 + Penalty 4663.900259 = -2064497.498533 nChanged 374 SP:Iteration 7Q (37636.310000 sec): 3 clusters Score: Raw -2069319.982129 + Penalty 4663.900259 = -2064656.081870 nChanged 394 SP:Iteration 8Q (37636.360000 sec): 3 clusters Score: Raw -2069490.139471 + Penalty 4663.900259 = -2064826.239212 nChanged 460 SP:Iteration 9Q (37636.400000 sec): 3 clusters Score: Raw -2069725.003760 + Penalty 4663.900259 = -2065061.103501 nChanged 545 SP:Iteration 10Q (37636.450000 sec): 3 clusters Score: Raw -2070028.585215 + Penalty 4663.900259 = -2065364.684956 nChanged 601 SP:Iteration 11Q (37636.500000 sec): 3 clusters Score: Raw -2070418.860852 + Penalty 4663.900259 = -2065754.960593 nChanged 627 SP:Iteration 12F (37636.550000 sec): 3 clusters Score: Raw -2070871.107689 + Penalty 4663.900259 = -2066207.207430 nChanged 603 SP:Iteration 13Q (37636.600000 sec): 3 clusters Score: Raw -2071370.686402 + Penalty 4663.900259 = -2066706.786143 nChanged 542 SP:Iteration 14Q (37636.650000 sec): 3 clusters Score: Raw -2071860.898181 + Penalty 4663.900259 = -2067196.997922 nChanged 339 SP:Iteration 15Q (37636.690000 sec): 3 clusters Score: Raw -2072154.353508 + Penalty 4663.900259 = -2067490.453249 nChanged 214 SP:Iteration 16Q (37636.740000 sec): 3 clusters Score: Raw -2072352.822643 + Penalty 4663.900259 = -2067688.922383 nChanged 125 SP:Iteration 17Q (37636.780000 sec): 3 clusters Score: Raw -2072455.233869 + Penalty 4663.900259 = -2067791.333610 nChanged 75 SP:Iteration 18Q (37636.820000 sec): 3 clusters Score: Raw -2072525.540465 + Penalty 4663.900259 = -2067861.640206 nChanged 42 SP:Iteration 19Q (37636.860000 sec): 3 clusters Score: Raw -2072568.820862 + Penalty 4663.900259 = -2067904.920603 nChanged 42 SP:Iteration 20F (37636.910000 sec): 3 clusters Score: Raw -2072606.686641 + Penalty 4663.900259 = -2067942.786382 nChanged 19 SP:Iteration 21Q (37636.950000 sec): 3 clusters Score: Raw -2072623.925447 + Penalty 4663.900259 = -2067960.025187 nChanged 19 SP:Iteration 22Q (37636.980000 sec): 3 clusters Score: Raw -2072642.887026 + Penalty 4663.900259 = -2067978.986767 nChanged 19 SP:Iteration 23Q (37637.020000 sec): 3 clusters Score: Raw -2072661.641816 + Penalty 4663.900259 = -2067997.741557 nChanged 11 SP:Iteration 24Q (37637.060000 sec): 3 clusters Score: Raw -2072672.841334 + Penalty 4663.900259 = -2068008.941074 nChanged 3 SP:Iteration 25Q (37637.090000 sec): 3 clusters Score: Raw -2072675.735446 + Penalty 4663.900259 = -2068011.835187 nChanged 2 SP:Iteration 26Q (37637.130000 sec): 3 clusters Score: Raw -2072678.975341 + Penalty 4663.900259 = -2068015.075082 nChanged 2 SP:Iteration 27Q (37637.170000 sec): 3 clusters Score: Raw -2072681.022111 + Penalty 4663.900259 = -2068017.121852 nChanged 5 SP:Iteration 28Q (37637.200000 sec): 3 clusters Score: Raw -2072688.007620 + Penalty 4663.900259 = -2068024.107361 nChanged 5 SP:Iteration 29Q (37637.240000 sec): 3 clusters Score: Raw -2072695.118491 + Penalty 4663.900259 = -2068031.218231 nChanged 3 SP:Iteration 30Q (37637.280000 sec): 3 clusters Score: Raw -2072698.342099 + Penalty 4663.900259 = -2068034.441840 nChanged 0 SP:Iteration 31F (37637.320000 sec): 3 clusters Score: Raw -2072698.342099 + Penalty 4663.900259 = -2068034.441840 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 16 (21512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37637.410000 sec): 2 clusters Score: Raw -3522950.050912 + Penalty 2474.138817 = -3520475.912095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37637.490000 sec): 3 clusters Score: Raw -3510343.197526 + Penalty 4948.277634 = -3505394.919892 nChanged 9470 SP:Iteration 1F (37637.580000 sec): 3 clusters Score: Raw -3515538.718288 + Penalty 4948.277634 = -3510590.440653 nChanged 1168 SP:Iteration 2F (37637.660000 sec): 3 clusters Score: Raw -3516025.464999 + Penalty 4948.277634 = -3511077.187365 nChanged 1081 SP:Iteration 3F (37637.750000 sec): 3 clusters Score: Raw -3516509.899505 + Penalty 4948.277634 = -3511561.621871 nChanged 1059 SP:Iteration 4Q (37637.830000 sec): 3 clusters Score: Raw -3517014.275711 + Penalty 4948.277634 = -3512065.998077 nChanged 994 SP:Iteration 5Q (37637.920000 sec): 3 clusters Score: Raw -3517468.345045 + Penalty 4948.277634 = -3512520.067410 nChanged 926 SP:Iteration 6Q (37638.010000 sec): 3 clusters Score: Raw -3517903.509581 + Penalty 4948.277634 = -3512955.231947 nChanged 903 SP:Iteration 7Q (37638.090000 sec): 3 clusters Score: Raw -3518337.741909 + Penalty 4948.277634 = -3513389.464275 nChanged 889 SP:Iteration 8Q (37638.180000 sec): 3 clusters Score: Raw -3518740.544619 + Penalty 4948.277634 = -3513792.266985 nChanged 809 SP:Iteration 9Q (37638.270000 sec): 3 clusters Score: Raw -3519081.808169 + Penalty 4948.277634 = -3514133.530534 nChanged 761 SP:Iteration 10Q (37638.360000 sec): 3 clusters Score: Raw -3519409.218922 + Penalty 4948.277634 = -3514460.941288 nChanged 683 SP:Iteration 11Q (37638.440000 sec): 3 clusters Score: Raw -3519705.542749 + Penalty 4948.277634 = -3514757.265115 nChanged 668 SP:Iteration 12Q (37638.530000 sec): 3 clusters Score: Raw -3519989.113651 + Penalty 4948.277634 = -3515040.836017 nChanged 616 SP:Iteration 13Q (37638.610000 sec): 3 clusters Score: Raw -3520255.734309 + Penalty 4948.277634 = -3515307.456675 nChanged 568 SP:Iteration 14Q (37638.690000 sec): 3 clusters Score: Raw -3520475.734347 + Penalty 4948.277634 = -3515527.456713 nChanged 467 SP:Iteration 15Q (37638.780000 sec): 3 clusters Score: Raw -3520625.649592 + Penalty 4948.277634 = -3515677.371958 nChanged 389 SP:Iteration 16Q (37638.860000 sec): 3 clusters Score: Raw -3520726.214906 + Penalty 4948.277634 = -3515777.937272 nChanged 266 SP:Iteration 17Q (37638.950000 sec): 3 clusters Score: Raw -3520787.376327 + Penalty 4948.277634 = -3515839.098693 nChanged 235 SP:Iteration 18Q (37639.030000 sec): 3 clusters Score: Raw -3520836.712627 + Penalty 4948.277634 = -3515888.434993 nChanged 192 SP:Iteration 19Q (37639.110000 sec): 3 clusters Score: Raw -3520874.887129 + Penalty 4948.277634 = -3515926.609495 nChanged 159 SP:Iteration 20F (37639.190000 sec): 3 clusters Score: Raw -3520898.924965 + Penalty 4948.277634 = -3515950.647331 nChanged 107 SP:Iteration 21Q (37639.280000 sec): 3 clusters Score: Raw -3520915.478988 + Penalty 4948.277634 = -3515967.201354 nChanged 94 SP:Iteration 22Q (37639.360000 sec): 3 clusters Score: Raw -3520928.610473 + Penalty 4948.277634 = -3515980.332839 nChanged 78 SP:Iteration 23Q (37639.440000 sec): 3 clusters Score: Raw -3520937.974140 + Penalty 4948.277634 = -3515989.696506 nChanged 62 SP:Iteration 24Q (37639.520000 sec): 3 clusters Score: Raw -3520944.117094 + Penalty 4948.277634 = -3515995.839460 nChanged 48 SP:Iteration 25Q (37639.610000 sec): 3 clusters Score: Raw -3520949.183865 + Penalty 4948.277634 = -3516000.906231 nChanged 54 SP:Iteration 26Q (37639.690000 sec): 3 clusters Score: Raw -3520955.138364 + Penalty 4948.277634 = -3516006.860729 nChanged 53 SP:Iteration 27Q (37639.770000 sec): 3 clusters Score: Raw -3520961.950287 + Penalty 4948.277634 = -3516013.672652 nChanged 50 SP:Iteration 28Q (37639.850000 sec): 3 clusters Score: Raw -3520967.662161 + Penalty 4948.277634 = -3516019.384527 nChanged 47 SP:Iteration 29Q (37639.930000 sec): 3 clusters Score: Raw -3520973.000827 + Penalty 4948.277634 = -3516024.723193 nChanged 42 SP:Iteration 30Q (37640.010000 sec): 3 clusters Score: Raw -3520977.250514 + Penalty 4948.277634 = -3516028.972880 nChanged 29 SP:Iteration 31Q (37640.090000 sec): 3 clusters Score: Raw -3520980.264377 + Penalty 4948.277634 = -3516031.986743 nChanged 21 SP:Iteration 32Q (37640.180000 sec): 3 clusters Score: Raw -3520982.482845 + Penalty 4948.277634 = -3516034.205210 nChanged 30 SP:Iteration 33Q (37640.260000 sec): 3 clusters Score: Raw -3520985.836146 + Penalty 4948.277634 = -3516037.558512 nChanged 34 SP:Iteration 34Q (37640.350000 sec): 3 clusters Score: Raw -3520990.008775 + Penalty 4948.277634 = -3516041.731141 nChanged 41 SP:Iteration 35Q (37640.430000 sec): 3 clusters Score: Raw -3520995.325502 + Penalty 4948.277634 = -3516047.047868 nChanged 50 SP:Iteration 36Q (37640.510000 sec): 3 clusters Score: Raw -3521002.004604 + Penalty 4948.277634 = -3516053.726969 nChanged 55 SP:Iteration 37Q (37640.590000 sec): 3 clusters Score: Raw -3521008.101839 + Penalty 4948.277634 = -3516059.824205 nChanged 45 SP:Iteration 38Q (37640.670000 sec): 3 clusters Score: Raw -3521014.279440 + Penalty 4948.277634 = -3516066.001805 nChanged 61 SP:Iteration 39Q (37640.750000 sec): 3 clusters Score: Raw -3521021.026402 + Penalty 4948.277634 = -3516072.748768 nChanged 50 SP:Iteration 40F (37640.840000 sec): 3 clusters Score: Raw -3521026.255995 + Penalty 4948.277634 = -3516077.978361 nChanged 36 SP:Iteration 41Q (37640.920000 sec): 3 clusters Score: Raw -3521029.727003 + Penalty 4948.277634 = -3516081.449368 nChanged 35 SP:Iteration 42Q (37641.000000 sec): 3 clusters Score: Raw -3521032.712366 + Penalty 4948.277634 = -3516084.434732 nChanged 28 SP:Iteration 43Q (37641.080000 sec): 3 clusters Score: Raw -3521035.473187 + Penalty 4948.277634 = -3516087.195553 nChanged 21 SP:Iteration 44Q (37641.170000 sec): 3 clusters Score: Raw -3521037.274540 + Penalty 4948.277634 = -3516088.996906 nChanged 24 SP:Iteration 45Q (37641.250000 sec): 3 clusters Score: Raw -3521039.114848 + Penalty 4948.277634 = -3516090.837214 nChanged 25 SP:Iteration 46Q (37641.330000 sec): 3 clusters Score: Raw -3521041.243648 + Penalty 4948.277634 = -3516092.966014 nChanged 25 SP:Iteration 47Q (37641.410000 sec): 3 clusters Score: Raw -3521043.744991 + Penalty 4948.277634 = -3516095.467357 nChanged 25 SP:Iteration 48Q (37641.490000 sec): 3 clusters Score: Raw -3521046.473386 + Penalty 4948.277634 = -3516098.195752 nChanged 27 SP:Iteration 49Q (37641.570000 sec): 3 clusters Score: Raw -3521049.258923 + Penalty 4948.277634 = -3516100.981289 nChanged 23 SP:Iteration 50Q (37641.660000 sec): 3 clusters Score: Raw -3521051.387058 + Penalty 4948.277634 = -3516103.109424 nChanged 28 SP:Iteration 51Q (37641.740000 sec): 3 clusters Score: Raw -3521054.032312 + Penalty 4948.277634 = -3516105.754678 nChanged 24 SP:Iteration 52Q (37641.820000 sec): 3 clusters Score: Raw -3521055.888432 + Penalty 4948.277634 = -3516107.610798 nChanged 21 SP:Iteration 53Q (37641.900000 sec): 3 clusters Score: Raw -3521057.776690 + Penalty 4948.277634 = -3516109.499055 nChanged 19 SP:Iteration 54Q (37641.980000 sec): 3 clusters Score: Raw -3521059.600980 + Penalty 4948.277634 = -3516111.323346 nChanged 18 SP:Iteration 55Q (37642.070000 sec): 3 clusters Score: Raw -3521061.203806 + Penalty 4948.277634 = -3516112.926172 nChanged 14 SP:Iteration 56Q (37642.150000 sec): 3 clusters Score: Raw -3521062.462300 + Penalty 4948.277634 = -3516114.184666 nChanged 16 SP:Iteration 57Q (37642.230000 sec): 3 clusters Score: Raw -3521063.954538 + Penalty 4948.277634 = -3516115.676904 nChanged 17 SP:Iteration 58Q (37642.310000 sec): 3 clusters Score: Raw -3521065.589639 + Penalty 4948.277634 = -3516117.312005 nChanged 16 SP:Iteration 59Q (37642.390000 sec): 3 clusters Score: Raw -3521066.955830 + Penalty 4948.277634 = -3516118.678196 nChanged 16 SP:Iteration 60F (37642.480000 sec): 3 clusters Score: Raw -3521068.168681 + Penalty 4948.277634 = -3516119.891046 nChanged 15 SP:Iteration 61Q (37642.560000 sec): 3 clusters Score: Raw -3521069.213970 + Penalty 4948.277634 = -3516120.936336 nChanged 10 SP:Iteration 62Q (37642.640000 sec): 3 clusters Score: Raw -3521069.954844 + Penalty 4948.277634 = -3516121.677209 nChanged 11 SP:Iteration 63Q (37642.720000 sec): 3 clusters Score: Raw -3521070.652069 + Penalty 4948.277634 = -3516122.374435 nChanged 9 SP:Iteration 64Q (37642.800000 sec): 3 clusters Score: Raw -3521071.410394 + Penalty 4948.277634 = -3516123.132760 nChanged 11 SP:Iteration 65Q (37642.890000 sec): 3 clusters Score: Raw -3521072.072042 + Penalty 4948.277634 = -3516123.794407 nChanged 7 SP:Iteration 66Q (37642.970000 sec): 3 clusters Score: Raw -3521072.645707 + Penalty 4948.277634 = -3516124.368073 nChanged 16 SP:Iteration 67Q (37643.050000 sec): 3 clusters Score: Raw -3521074.111595 + Penalty 4948.277634 = -3516125.833961 nChanged 18 SP:Iteration 68Q (37643.130000 sec): 3 clusters Score: Raw -3521075.453395 + Penalty 4948.277634 = -3516127.175761 nChanged 14 SP:Iteration 69Q (37643.210000 sec): 3 clusters Score: Raw -3521076.521561 + Penalty 4948.277634 = -3516128.243926 nChanged 16 SP:Iteration 70Q (37643.290000 sec): 3 clusters Score: Raw -3521078.133880 + Penalty 4948.277634 = -3516129.856245 nChanged 14 SP:Iteration 71Q (37643.370000 sec): 3 clusters Score: Raw -3521079.183481 + Penalty 4948.277634 = -3516130.905847 nChanged 13 SP:Iteration 72Q (37643.460000 sec): 3 clusters Score: Raw -3521080.061802 + Penalty 4948.277634 = -3516131.784168 nChanged 13 SP:Iteration 73Q (37643.540000 sec): 3 clusters Score: Raw -3521081.174175 + Penalty 4948.277634 = -3516132.896540 nChanged 19 SP:Iteration 74Q (37643.620000 sec): 3 clusters Score: Raw -3521082.908759 + Penalty 4948.277634 = -3516134.631125 nChanged 13 SP:Iteration 75Q (37643.700000 sec): 3 clusters Score: Raw -3521083.965109 + Penalty 4948.277634 = -3516135.687475 nChanged 11 SP:Iteration 76Q (37643.780000 sec): 3 clusters Score: Raw -3521084.776040 + Penalty 4948.277634 = -3516136.498406 nChanged 12 SP:Iteration 77Q (37643.860000 sec): 3 clusters Score: Raw -3521085.592632 + Penalty 4948.277634 = -3516137.314997 nChanged 11 SP:Iteration 78Q (37643.940000 sec): 3 clusters Score: Raw -3521086.473606 + Penalty 4948.277634 = -3516138.195972 nChanged 12 SP:Iteration 79Q (37644.030000 sec): 3 clusters Score: Raw -3521087.466003 + Penalty 4948.277634 = -3516139.188369 nChanged 16 SP:Iteration 80F (37644.110000 sec): 3 clusters Score: Raw -3521088.866937 + Penalty 4948.277634 = -3516140.589303 nChanged 16 SP:Iteration 81Q (37644.190000 sec): 3 clusters Score: Raw -3521090.009167 + Penalty 4948.277634 = -3516141.731533 nChanged 13 SP:Iteration 82Q (37644.270000 sec): 3 clusters Score: Raw -3521091.212133 + Penalty 4948.277634 = -3516142.934499 nChanged 14 SP:Iteration 83Q (37644.350000 sec): 3 clusters Score: Raw -3521092.623229 + Penalty 4948.277634 = -3516144.345595 nChanged 16 SP:Iteration 84Q (37644.440000 sec): 3 clusters Score: Raw -3521093.974414 + Penalty 4948.277634 = -3516145.696780 nChanged 15 SP:Iteration 85Q (37644.520000 sec): 3 clusters Score: Raw -3521095.095333 + Penalty 4948.277634 = -3516146.817698 nChanged 16 SP:Iteration 86Q (37644.600000 sec): 3 clusters Score: Raw -3521096.889457 + Penalty 4948.277634 = -3516148.611823 nChanged 18 SP:Iteration 87Q (37644.680000 sec): 3 clusters Score: Raw -3521098.359866 + Penalty 4948.277634 = -3516150.082232 nChanged 14 SP:Iteration 88Q (37644.770000 sec): 3 clusters Score: Raw -3521099.489529 + Penalty 4948.277634 = -3516151.211895 nChanged 9 SP:Iteration 89Q (37644.850000 sec): 3 clusters Score: Raw -3521100.119310 + Penalty 4948.277634 = -3516151.841676 nChanged 10 SP:Iteration 90Q (37644.930000 sec): 3 clusters Score: Raw -3521100.951671 + Penalty 4948.277634 = -3516152.674037 nChanged 12 SP:Iteration 91Q (37645.010000 sec): 3 clusters Score: Raw -3521101.985139 + Penalty 4948.277634 = -3516153.707505 nChanged 17 SP:Iteration 92Q (37645.090000 sec): 3 clusters Score: Raw -3521103.376367 + Penalty 4948.277634 = -3516155.098733 nChanged 19 SP:Iteration 93Q (37645.170000 sec): 3 clusters Score: Raw -3521105.290203 + Penalty 4948.277634 = -3516157.012569 nChanged 16 SP:Iteration 94Q (37645.250000 sec): 3 clusters Score: Raw -3521107.081448 + Penalty 4948.277634 = -3516158.803814 nChanged 30 SP:Iteration 95Q (37645.330000 sec): 3 clusters Score: Raw -3521109.829863 + Penalty 4948.277634 = -3516161.552229 nChanged 28 SP:Iteration 96Q (37645.420000 sec): 3 clusters Score: Raw -3521112.521977 + Penalty 4948.277634 = -3516164.244342 nChanged 23 SP:Iteration 97Q (37645.500000 sec): 3 clusters Score: Raw -3521114.400223 + Penalty 4948.277634 = -3516166.122589 nChanged 22 SP:Iteration 98Q (37645.580000 sec): 3 clusters Score: Raw -3521116.876380 + Penalty 4948.277634 = -3516168.598746 nChanged 22 SP:Iteration 99Q (37645.670000 sec): 3 clusters Score: Raw -3521119.415493 + Penalty 4948.277634 = -3516171.137859 nChanged 23 SP:Iteration 100F (37645.750000 sec): 3 clusters Score: Raw -3521121.988084 + Penalty 4948.277634 = -3516173.710450 nChanged 20 SP:Iteration 101Q (37645.830000 sec): 3 clusters Score: Raw -3521123.968934 + Penalty 4948.277634 = -3516175.691300 nChanged 18 SP:Iteration 102Q (37645.920000 sec): 3 clusters Score: Raw -3521125.199135 + Penalty 4948.277634 = -3516176.921501 nChanged 14 SP:Iteration 103Q (37646.000000 sec): 3 clusters Score: Raw -3521126.164111 + Penalty 4948.277634 = -3516177.886476 nChanged 12 SP:Iteration 104Q (37646.080000 sec): 3 clusters Score: Raw -3521126.977787 + Penalty 4948.277634 = -3516178.700153 nChanged 8 SP:Iteration 105Q (37646.160000 sec): 3 clusters Score: Raw -3521127.429378 + Penalty 4948.277634 = -3516179.151744 nChanged 8 SP:Iteration 106Q (37646.240000 sec): 3 clusters Score: Raw -3521127.931791 + Penalty 4948.277634 = -3516179.654157 nChanged 4 SP:Iteration 107Q (37646.320000 sec): 3 clusters Score: Raw -3521128.181105 + Penalty 4948.277634 = -3516179.903471 nChanged 4 SP:Iteration 108Q (37646.400000 sec): 3 clusters Score: Raw -3521128.356435 + Penalty 4948.277634 = -3516180.078801 nChanged 1 SP:Iteration 109Q (37646.490000 sec): 3 clusters Score: Raw -3521128.430731 + Penalty 4948.277634 = -3516180.153097 nChanged 4 SP:Iteration 110Q (37646.570000 sec): 3 clusters Score: Raw -3521128.722249 + Penalty 4948.277634 = -3516180.444614 nChanged 6 SP:Iteration 111Q (37646.650000 sec): 3 clusters Score: Raw -3521129.190110 + Penalty 4948.277634 = -3516180.912476 nChanged 3 SP:Iteration 112Q (37646.730000 sec): 3 clusters Score: Raw -3521129.413048 + Penalty 4948.277634 = -3516181.135414 nChanged 3 SP:Iteration 113Q (37646.810000 sec): 3 clusters Score: Raw -3521129.583607 + Penalty 4948.277634 = -3516181.305973 nChanged 5 SP:Iteration 114Q (37646.890000 sec): 3 clusters Score: Raw -3521129.936693 + Penalty 4948.277634 = -3516181.659059 nChanged 7 SP:Iteration 115Q (37646.970000 sec): 3 clusters Score: Raw -3521130.384789 + Penalty 4948.277634 = -3516182.107154 nChanged 6 SP:Iteration 116Q (37647.050000 sec): 3 clusters Score: Raw -3521130.815588 + Penalty 4948.277634 = -3516182.537954 nChanged 8 SP:Iteration 117Q (37647.130000 sec): 3 clusters Score: Raw -3521131.463916 + Penalty 4948.277634 = -3516183.186282 nChanged 8 SP:Iteration 118Q (37647.210000 sec): 3 clusters Score: Raw -3521132.028627 + Penalty 4948.277634 = -3516183.750992 nChanged 10 SP:Iteration 119Q (37647.290000 sec): 3 clusters Score: Raw -3521132.649306 + Penalty 4948.277634 = -3516184.371672 nChanged 6 SP:Iteration 120F (37647.380000 sec): 3 clusters Score: Raw -3521132.947851 + Penalty 4948.277634 = -3516184.670217 nChanged 4 SP:Iteration 121Q (37647.460000 sec): 3 clusters Score: Raw -3521133.155475 + Penalty 4948.277634 = -3516184.877841 nChanged 5 SP:Iteration 122Q (37647.540000 sec): 3 clusters Score: Raw -3521133.519503 + Penalty 4948.277634 = -3516185.241869 nChanged 7 SP:Iteration 123Q (37647.630000 sec): 3 clusters Score: Raw -3521133.933293 + Penalty 4948.277634 = -3516185.655659 nChanged 5 SP:Iteration 124Q (37647.710000 sec): 3 clusters Score: Raw -3521134.283085 + Penalty 4948.277634 = -3516186.005451 nChanged 4 SP:Iteration 125Q (37647.790000 sec): 3 clusters Score: Raw -3521134.524903 + Penalty 4948.277634 = -3516186.247269 nChanged 4 SP:Iteration 126Q (37647.870000 sec): 3 clusters Score: Raw -3521134.797419 + Penalty 4948.277634 = -3516186.519785 nChanged 5 SP:Iteration 127Q (37647.950000 sec): 3 clusters Score: Raw -3521135.120305 + Penalty 4948.277634 = -3516186.842671 nChanged 5 SP:Iteration 128Q (37648.030000 sec): 3 clusters Score: Raw -3521135.423198 + Penalty 4948.277634 = -3516187.145564 nChanged 7 SP:Iteration 129Q (37648.110000 sec): 3 clusters Score: Raw -3521135.805595 + Penalty 4948.277634 = -3516187.527960 nChanged 6 SP:Iteration 130Q (37648.190000 sec): 3 clusters Score: Raw -3521136.354055 + Penalty 4948.277634 = -3516188.076421 nChanged 5 SP:Iteration 131Q (37648.270000 sec): 3 clusters Score: Raw -3521136.575863 + Penalty 4948.277634 = -3516188.298229 nChanged 4 SP:Iteration 132Q (37648.350000 sec): 3 clusters Score: Raw -3521136.884696 + Penalty 4948.277634 = -3516188.607061 nChanged 8 SP:Iteration 133Q (37648.430000 sec): 3 clusters Score: Raw -3521137.457659 + Penalty 4948.277634 = -3516189.180024 nChanged 6 SP:Iteration 134Q (37648.510000 sec): 3 clusters Score: Raw -3521137.883457 + Penalty 4948.277634 = -3516189.605823 nChanged 5 SP:Iteration 135Q (37648.590000 sec): 3 clusters Score: Raw -3521138.167341 + Penalty 4948.277634 = -3516189.889707 nChanged 2 SP:Iteration 136Q (37648.680000 sec): 3 clusters Score: Raw -3521138.293416 + Penalty 4948.277634 = -3516190.015782 nChanged 5 SP:Iteration 137Q (37648.760000 sec): 3 clusters Score: Raw -3521138.749024 + Penalty 4948.277634 = -3516190.471390 nChanged 9 SP:Iteration 138Q (37648.840000 sec): 3 clusters Score: Raw -3521139.351777 + Penalty 4948.277634 = -3516191.074142 nChanged 6 SP:Iteration 139Q (37648.920000 sec): 3 clusters Score: Raw -3521139.915950 + Penalty 4948.277634 = -3516191.638316 nChanged 8 SP:Iteration 140F (37649.010000 sec): 3 clusters Score: Raw -3521140.455856 + Penalty 4948.277634 = -3516192.178222 nChanged 7 SP:Iteration 141Q (37649.090000 sec): 3 clusters Score: Raw -3521141.105778 + Penalty 4948.277634 = -3516192.828144 nChanged 7 SP:Iteration 142Q (37649.170000 sec): 3 clusters Score: Raw -3521141.657995 + Penalty 4948.277634 = -3516193.380361 nChanged 9 SP:Iteration 143Q (37649.250000 sec): 3 clusters Score: Raw -3521142.352087 + Penalty 4948.277634 = -3516194.074452 nChanged 7 SP:Iteration 144Q (37649.330000 sec): 3 clusters Score: Raw -3521142.937967 + Penalty 4948.277634 = -3516194.660333 nChanged 9 SP:Iteration 145Q (37649.410000 sec): 3 clusters Score: Raw -3521143.709213 + Penalty 4948.277634 = -3516195.431579 nChanged 10 SP:Iteration 146Q (37649.490000 sec): 3 clusters Score: Raw -3521144.288474 + Penalty 4948.277634 = -3516196.010840 nChanged 7 SP:Iteration 147Q (37649.570000 sec): 3 clusters Score: Raw -3521144.845073 + Penalty 4948.277634 = -3516196.567439 nChanged 12 SP:Iteration 148Q (37649.650000 sec): 3 clusters Score: Raw -3521145.740087 + Penalty 4948.277634 = -3516197.462453 nChanged 9 SP:Iteration 149Q (37649.730000 sec): 3 clusters Score: Raw -3521146.517441 + Penalty 4948.277634 = -3516198.239807 nChanged 11 SP:Iteration 150Q (37649.810000 sec): 3 clusters Score: Raw -3521147.489004 + Penalty 4948.277634 = -3516199.211370 nChanged 14 SP:Iteration 151Q (37649.890000 sec): 3 clusters Score: Raw -3521148.707461 + Penalty 4948.277634 = -3516200.429827 nChanged 17 SP:Iteration 152Q (37649.980000 sec): 3 clusters Score: Raw -3521150.391426 + Penalty 4948.277634 = -3516202.113792 nChanged 13 SP:Iteration 153Q (37650.060000 sec): 3 clusters Score: Raw -3521151.667006 + Penalty 4948.277634 = -3516203.389371 nChanged 17 SP:Iteration 154Q (37650.140000 sec): 3 clusters Score: Raw -3521153.616662 + Penalty 4948.277634 = -3516205.339028 nChanged 24 SP:Iteration 155Q (37650.220000 sec): 3 clusters Score: Raw -3521156.546346 + Penalty 4948.277634 = -3516208.268711 nChanged 26 SP:Iteration 156Q (37650.300000 sec): 3 clusters Score: Raw -3521159.203506 + Penalty 4948.277634 = -3516210.925872 nChanged 27 SP:Iteration 157Q (37650.380000 sec): 3 clusters Score: Raw -3521162.067581 + Penalty 4948.277634 = -3516213.789946 nChanged 32 SP:Iteration 158Q (37650.460000 sec): 3 clusters Score: Raw -3521165.371638 + Penalty 4948.277634 = -3516217.094004 nChanged 23 SP:Iteration 159Q (37650.540000 sec): 3 clusters Score: Raw -3521167.713328 + Penalty 4948.277634 = -3516219.435694 nChanged 19 SP:Iteration 160F (37650.630000 sec): 3 clusters Score: Raw -3521169.760276 + Penalty 4948.277634 = -3516221.482641 nChanged 18 SP:Iteration 161Q (37650.710000 sec): 3 clusters Score: Raw -3521171.433813 + Penalty 4948.277634 = -3516223.156179 nChanged 14 SP:Iteration 162Q (37650.790000 sec): 3 clusters Score: Raw -3521172.681610 + Penalty 4948.277634 = -3516224.403976 nChanged 19 SP:Iteration 163Q (37650.870000 sec): 3 clusters Score: Raw -3521174.389200 + Penalty 4948.277634 = -3516226.111566 nChanged 24 SP:Iteration 164Q (37650.950000 sec): 3 clusters Score: Raw -3521176.787885 + Penalty 4948.277634 = -3516228.510251 nChanged 26 SP:Iteration 165Q (37651.030000 sec): 3 clusters Score: Raw -3521179.572830 + Penalty 4948.277634 = -3516231.295196 nChanged 31 SP:Iteration 166Q (37651.110000 sec): 3 clusters Score: Raw -3521182.338283 + Penalty 4948.277634 = -3516234.060649 nChanged 19 SP:Iteration 167Q (37651.190000 sec): 3 clusters Score: Raw -3521183.984581 + Penalty 4948.277634 = -3516235.706947 nChanged 22 SP:Iteration 168Q (37651.270000 sec): 3 clusters Score: Raw -3521185.658174 + Penalty 4948.277634 = -3516237.380539 nChanged 17 SP:Iteration 169Q (37651.350000 sec): 3 clusters Score: Raw -3521186.839910 + Penalty 4948.277634 = -3516238.562275 nChanged 10 SP:Iteration 170Q (37651.430000 sec): 3 clusters Score: Raw -3521187.517729 + Penalty 4948.277634 = -3516239.240095 nChanged 8 SP:Iteration 171Q (37651.510000 sec): 3 clusters Score: Raw -3521188.105540 + Penalty 4948.277634 = -3516239.827905 nChanged 6 SP:Iteration 172Q (37651.590000 sec): 3 clusters Score: Raw -3521188.818230 + Penalty 4948.277634 = -3516240.540595 nChanged 15 SP:Iteration 173Q (37651.670000 sec): 3 clusters Score: Raw -3521190.436505 + Penalty 4948.277634 = -3516242.158871 nChanged 20 SP:Iteration 174Q (37651.760000 sec): 3 clusters Score: Raw -3521192.486426 + Penalty 4948.277634 = -3516244.208791 nChanged 20 SP:Iteration 175Q (37651.840000 sec): 3 clusters Score: Raw -3521194.031022 + Penalty 4948.277634 = -3516245.753388 nChanged 19 SP:Iteration 176Q (37651.920000 sec): 3 clusters Score: Raw -3521195.635218 + Penalty 4948.277634 = -3516247.357584 nChanged 19 SP:Iteration 177Q (37652.000000 sec): 3 clusters Score: Raw -3521197.572008 + Penalty 4948.277634 = -3516249.294374 nChanged 15 SP:Iteration 178Q (37652.080000 sec): 3 clusters Score: Raw -3521198.682762 + Penalty 4948.277634 = -3516250.405127 nChanged 12 SP:Iteration 179Q (37652.160000 sec): 3 clusters Score: Raw -3521199.791041 + Penalty 4948.277634 = -3516251.513407 nChanged 12 SP:Iteration 180F (37652.240000 sec): 3 clusters Score: Raw -3521200.879004 + Penalty 4948.277634 = -3516252.601369 nChanged 13 SP:Iteration 181Q (37652.320000 sec): 3 clusters Score: Raw -3521202.044307 + Penalty 4948.277634 = -3516253.766673 nChanged 10 SP:Iteration 182Q (37652.400000 sec): 3 clusters Score: Raw -3521202.964992 + Penalty 4948.277634 = -3516254.687358 nChanged 13 SP:Iteration 183Q (37652.490000 sec): 3 clusters Score: Raw -3521204.122692 + Penalty 4948.277634 = -3516255.845057 nChanged 14 SP:Iteration 184Q (37652.570000 sec): 3 clusters Score: Raw -3521205.458323 + Penalty 4948.277634 = -3516257.180689 nChanged 18 SP:Iteration 185Q (37652.650000 sec): 3 clusters Score: Raw -3521207.206437 + Penalty 4948.277634 = -3516258.928803 nChanged 27 SP:Iteration 186Q (37652.730000 sec): 3 clusters Score: Raw -3521209.491561 + Penalty 4948.277634 = -3516261.213926 nChanged 18 SP:Iteration 187Q (37652.810000 sec): 3 clusters Score: Raw -3521211.057841 + Penalty 4948.277634 = -3516262.780207 nChanged 10 SP:Iteration 188Q (37652.890000 sec): 3 clusters Score: Raw -3521211.844748 + Penalty 4948.277634 = -3516263.567114 nChanged 11 SP:Iteration 189Q (37652.970000 sec): 3 clusters Score: Raw -3521212.629159 + Penalty 4948.277634 = -3516264.351525 nChanged 7 SP:Iteration 190Q (37653.050000 sec): 3 clusters Score: Raw -3521213.209410 + Penalty 4948.277634 = -3516264.931776 nChanged 9 SP:Iteration 191Q (37653.130000 sec): 3 clusters Score: Raw -3521213.911821 + Penalty 4948.277634 = -3516265.634187 nChanged 5 SP:Iteration 192Q (37653.210000 sec): 3 clusters Score: Raw -3521214.228569 + Penalty 4948.277634 = -3516265.950935 nChanged 4 SP:Iteration 193Q (37653.290000 sec): 3 clusters Score: Raw -3521214.484845 + Penalty 4948.277634 = -3516266.207211 nChanged 4 SP:Iteration 194Q (37653.370000 sec): 3 clusters Score: Raw -3521214.805053 + Penalty 4948.277634 = -3516266.527418 nChanged 8 SP:Iteration 195Q (37653.450000 sec): 3 clusters Score: Raw -3521215.452525 + Penalty 4948.277634 = -3516267.174890 nChanged 6 SP:Iteration 196Q (37653.530000 sec): 3 clusters Score: Raw -3521215.904021 + Penalty 4948.277634 = -3516267.626387 nChanged 6 SP:Iteration 197Q (37653.610000 sec): 3 clusters Score: Raw -3521216.409303 + Penalty 4948.277634 = -3516268.131669 nChanged 4 SP:Iteration 198Q (37653.690000 sec): 3 clusters Score: Raw -3521216.676166 + Penalty 4948.277634 = -3516268.398532 nChanged 3 SP:Iteration 199Q (37653.770000 sec): 3 clusters Score: Raw -3521216.896162 + Penalty 4948.277634 = -3516268.618527 nChanged 3 SP:Iteration 200F (37653.850000 sec): 3 clusters Score: Raw -3521217.192077 + Penalty 4948.277634 = -3516268.914443 nChanged 7 SP:Iteration 201Q (37653.930000 sec): 3 clusters Score: Raw -3521217.910445 + Penalty 4948.277634 = -3516269.632811 nChanged 11 SP:Iteration 202Q (37654.010000 sec): 3 clusters Score: Raw -3521218.845831 + Penalty 4948.277634 = -3516270.568197 nChanged 12 SP:Iteration 203Q (37654.090000 sec): 3 clusters Score: Raw -3521219.772026 + Penalty 4948.277634 = -3516271.494392 nChanged 9 SP:Iteration 204Q (37654.170000 sec): 3 clusters Score: Raw -3521220.320310 + Penalty 4948.277634 = -3516272.042676 nChanged 5 SP:Iteration 205Q (37654.250000 sec): 3 clusters Score: Raw -3521220.858438 + Penalty 4948.277634 = -3516272.580804 nChanged 10 SP:Iteration 206Q (37654.330000 sec): 3 clusters Score: Raw -3521221.914825 + Penalty 4948.277634 = -3516273.637191 nChanged 14 SP:Iteration 207Q (37654.410000 sec): 3 clusters Score: Raw -3521223.266467 + Penalty 4948.277634 = -3516274.988832 nChanged 13 SP:Iteration 208Q (37654.490000 sec): 3 clusters Score: Raw -3521224.434570 + Penalty 4948.277634 = -3516276.156936 nChanged 12 SP:Iteration 209Q (37654.570000 sec): 3 clusters Score: Raw -3521226.049251 + Penalty 4948.277634 = -3516277.771617 nChanged 12 SP:Iteration 210Q (37654.650000 sec): 3 clusters Score: Raw -3521227.055870 + Penalty 4948.277634 = -3516278.778236 nChanged 11 SP:Iteration 211Q (37654.730000 sec): 3 clusters Score: Raw -3521228.058037 + Penalty 4948.277634 = -3516279.780403 nChanged 14 SP:Iteration 212Q (37654.810000 sec): 3 clusters Score: Raw -3521229.602950 + Penalty 4948.277634 = -3516281.325316 nChanged 10 SP:Iteration 213Q (37654.890000 sec): 3 clusters Score: Raw -3521230.684548 + Penalty 4948.277634 = -3516282.406914 nChanged 13 SP:Iteration 214Q (37654.970000 sec): 3 clusters Score: Raw -3521231.922488 + Penalty 4948.277634 = -3516283.644854 nChanged 9 SP:Iteration 215Q (37655.050000 sec): 3 clusters Score: Raw -3521232.652373 + Penalty 4948.277634 = -3516284.374739 nChanged 9 SP:Iteration 216Q (37655.130000 sec): 3 clusters Score: Raw -3521233.568957 + Penalty 4948.277634 = -3516285.291323 nChanged 12 SP:Iteration 217Q (37655.210000 sec): 3 clusters Score: Raw -3521234.987697 + Penalty 4948.277634 = -3516286.710063 nChanged 13 SP:Iteration 218Q (37655.290000 sec): 3 clusters Score: Raw -3521235.954809 + Penalty 4948.277634 = -3516287.677175 nChanged 9 SP:Iteration 219Q (37655.370000 sec): 3 clusters Score: Raw -3521236.958955 + Penalty 4948.277634 = -3516288.681321 nChanged 13 SP:Iteration 220F (37655.460000 sec): 3 clusters Score: Raw -3521238.282385 + Penalty 4948.277634 = -3516290.004750 nChanged 17 SP:Iteration 221Q (37655.540000 sec): 3 clusters Score: Raw -3521239.793825 + Penalty 4948.277634 = -3516291.516191 nChanged 16 SP:Iteration 222Q (37655.620000 sec): 3 clusters Score: Raw -3521241.647686 + Penalty 4948.277634 = -3516293.370052 nChanged 14 SP:Iteration 223Q (37655.700000 sec): 3 clusters Score: Raw -3521242.869366 + Penalty 4948.277634 = -3516294.591732 nChanged 7 SP:Iteration 224Q (37655.780000 sec): 3 clusters Score: Raw -3521243.644738 + Penalty 4948.277634 = -3516295.367103 nChanged 12 SP:Iteration 225Q (37655.860000 sec): 3 clusters Score: Raw -3521244.787542 + Penalty 4948.277634 = -3516296.509907 nChanged 11 SP:Iteration 226Q (37655.940000 sec): 3 clusters Score: Raw -3521245.657902 + Penalty 4948.277634 = -3516297.380267 nChanged 13 SP:Iteration 227Q (37656.020000 sec): 3 clusters Score: Raw -3521246.780179 + Penalty 4948.277634 = -3516298.502545 nChanged 11 SP:Iteration 228Q (37656.100000 sec): 3 clusters Score: Raw -3521247.779077 + Penalty 4948.277634 = -3516299.501443 nChanged 14 SP:Iteration 229Q (37656.180000 sec): 3 clusters Score: Raw -3521249.344046 + Penalty 4948.277634 = -3516301.066412 nChanged 18 SP:Iteration 230Q (37656.260000 sec): 3 clusters Score: Raw -3521251.165042 + Penalty 4948.277634 = -3516302.887408 nChanged 22 SP:Iteration 231Q (37656.340000 sec): 3 clusters Score: Raw -3521254.023831 + Penalty 4948.277634 = -3516305.746196 nChanged 29 SP:Iteration 232Q (37656.420000 sec): 3 clusters Score: Raw -3521257.347043 + Penalty 4948.277634 = -3516309.069409 nChanged 32 SP:Iteration 233Q (37656.500000 sec): 3 clusters Score: Raw -3521260.986249 + Penalty 4948.277634 = -3516312.708614 nChanged 32 SP:Iteration 234Q (37656.580000 sec): 3 clusters Score: Raw -3521264.741092 + Penalty 4948.277634 = -3516316.463457 nChanged 39 SP:Iteration 235Q (37656.650000 sec): 3 clusters Score: Raw -3521268.872409 + Penalty 4948.277634 = -3516320.594775 nChanged 34 SP:Iteration 236Q (37656.730000 sec): 3 clusters Score: Raw -3521273.113395 + Penalty 4948.277634 = -3516324.835761 nChanged 38 SP:Iteration 237Q (37656.810000 sec): 3 clusters Score: Raw -3521278.063586 + Penalty 4948.277634 = -3516329.785952 nChanged 38 SP:Iteration 238Q (37656.890000 sec): 3 clusters Score: Raw -3521281.978178 + Penalty 4948.277634 = -3516333.700544 nChanged 27 SP:Iteration 239Q (37656.970000 sec): 3 clusters Score: Raw -3521284.613166 + Penalty 4948.277634 = -3516336.335532 nChanged 22 SP:Iteration 240F (37657.050000 sec): 3 clusters Score: Raw -3521287.271594 + Penalty 4948.277634 = -3516338.993960 nChanged 32 SP:Iteration 241Q (37657.130000 sec): 3 clusters Score: Raw -3521290.961816 + Penalty 4948.277634 = -3516342.684181 nChanged 33 SP:Iteration 242Q (37657.210000 sec): 3 clusters Score: Raw -3521294.836558 + Penalty 4948.277634 = -3516346.558924 nChanged 32 SP:Iteration 243Q (37657.290000 sec): 3 clusters Score: Raw -3521298.648195 + Penalty 4948.277634 = -3516350.370561 nChanged 33 SP:Iteration 244Q (37657.370000 sec): 3 clusters Score: Raw -3521302.305422 + Penalty 4948.277634 = -3516354.027788 nChanged 35 SP:Iteration 245Q (37657.450000 sec): 3 clusters Score: Raw -3521305.992983 + Penalty 4948.277634 = -3516357.715349 nChanged 29 SP:Iteration 246Q (37657.530000 sec): 3 clusters Score: Raw -3521309.652668 + Penalty 4948.277634 = -3516361.375034 nChanged 31 SP:Iteration 247Q (37657.610000 sec): 3 clusters Score: Raw -3521313.716106 + Penalty 4948.277634 = -3516365.438472 nChanged 33 SP:Iteration 248Q (37657.690000 sec): 3 clusters Score: Raw -3521318.192221 + Penalty 4948.277634 = -3516369.914587 nChanged 34 SP:Iteration 249Q (37657.770000 sec): 3 clusters Score: Raw -3521322.656561 + Penalty 4948.277634 = -3516374.378927 nChanged 33 SP:Iteration 250Q (37657.850000 sec): 3 clusters Score: Raw -3521326.525664 + Penalty 4948.277634 = -3516378.248029 nChanged 31 SP:Iteration 251Q (37657.920000 sec): 3 clusters Score: Raw -3521330.680523 + Penalty 4948.277634 = -3516382.402889 nChanged 33 SP:Iteration 252Q (37658.000000 sec): 3 clusters Score: Raw -3521334.026657 + Penalty 4948.277634 = -3516385.749023 nChanged 36 SP:Iteration 253Q (37658.080000 sec): 3 clusters Score: Raw -3521338.315783 + Penalty 4948.277634 = -3516390.038149 nChanged 51 SP:Iteration 254Q (37658.160000 sec): 3 clusters Score: Raw -3521346.050705 + Penalty 4948.277634 = -3516397.773071 nChanged 61 SP:Iteration 255Q (37658.240000 sec): 3 clusters Score: Raw -3521355.710081 + Penalty 4948.277634 = -3516407.432447 nChanged 73 SP:Iteration 256Q (37658.320000 sec): 3 clusters Score: Raw -3521368.509708 + Penalty 4948.277634 = -3516420.232074 nChanged 80 SP:Iteration 257Q (37658.390000 sec): 3 clusters Score: Raw -3521383.536542 + Penalty 4948.277634 = -3516435.258908 nChanged 71 SP:Iteration 258Q (37658.470000 sec): 3 clusters Score: Raw -3521397.222595 + Penalty 4948.277634 = -3516448.944961 nChanged 76 SP:Iteration 259Q (37658.550000 sec): 3 clusters Score: Raw -3521411.699133 + Penalty 4948.277634 = -3516463.421499 nChanged 90 SP:Iteration 260F (37658.630000 sec): 3 clusters Score: Raw -3521428.992510 + Penalty 4948.277634 = -3516480.714876 nChanged 78 SP:Iteration 261Q (37658.710000 sec): 3 clusters Score: Raw -3521442.005339 + Penalty 4948.277634 = -3516493.727705 nChanged 72 SP:Iteration 262Q (37658.790000 sec): 3 clusters Score: Raw -3521453.403086 + Penalty 4948.277634 = -3516505.125452 nChanged 74 SP:Iteration 263Q (37658.870000 sec): 3 clusters Score: Raw -3521466.990877 + Penalty 4948.277634 = -3516518.713243 nChanged 92 SP:Iteration 264Q (37658.940000 sec): 3 clusters Score: Raw -3521484.306063 + Penalty 4948.277634 = -3516536.028429 nChanged 92 SP:Iteration 265Q (37659.020000 sec): 3 clusters Score: Raw -3521503.743504 + Penalty 4948.277634 = -3516555.465869 nChanged 102 SP:Iteration 266Q (37659.100000 sec): 3 clusters Score: Raw -3521521.165111 + Penalty 4948.277634 = -3516572.887477 nChanged 89 SP:Iteration 267Q (37659.170000 sec): 3 clusters Score: Raw -3521538.182137 + Penalty 4948.277634 = -3516589.904503 nChanged 94 SP:Iteration 268Q (37659.250000 sec): 3 clusters Score: Raw -3521554.240427 + Penalty 4948.277634 = -3516605.962793 nChanged 91 SP:Iteration 269Q (37659.330000 sec): 3 clusters Score: Raw -3521573.342959 + Penalty 4948.277634 = -3516625.065325 nChanged 114 SP:Iteration 270Q (37659.400000 sec): 3 clusters Score: Raw -3521601.108004 + Penalty 4948.277634 = -3516652.830370 nChanged 105 SP:Iteration 271Q (37659.480000 sec): 3 clusters Score: Raw -3521621.235438 + Penalty 4948.277634 = -3516672.957804 nChanged 90 SP:Iteration 272Q (37659.550000 sec): 3 clusters Score: Raw -3521637.389750 + Penalty 4948.277634 = -3516689.112115 nChanged 87 SP:Iteration 273Q (37659.630000 sec): 3 clusters Score: Raw -3521652.137928 + Penalty 4948.277634 = -3516703.860294 nChanged 81 SP:Iteration 274Q (37659.710000 sec): 3 clusters Score: Raw -3521669.698730 + Penalty 4948.277634 = -3516721.421096 nChanged 92 SP:Iteration 275Q (37659.780000 sec): 3 clusters Score: Raw -3521691.167311 + Penalty 4948.277634 = -3516742.889677 nChanged 103 SP:Iteration 276Q (37659.850000 sec): 3 clusters Score: Raw -3521712.790261 + Penalty 4948.277634 = -3516764.512627 nChanged 92 SP:Iteration 277Q (37659.930000 sec): 3 clusters Score: Raw -3521731.728287 + Penalty 4948.277634 = -3516783.450653 nChanged 104 SP:Iteration 278Q (37660.000000 sec): 3 clusters Score: Raw -3521753.496883 + Penalty 4948.277634 = -3516805.219249 nChanged 98 SP:Iteration 279Q (37660.070000 sec): 3 clusters Score: Raw -3521776.633551 + Penalty 4948.277634 = -3516828.355917 nChanged 104 SP:Iteration 280F (37660.160000 sec): 3 clusters Score: Raw -3521799.698733 + Penalty 4948.277634 = -3516851.421099 nChanged 109 SP:Iteration 281Q (37660.230000 sec): 3 clusters Score: Raw -3521828.216377 + Penalty 4948.277634 = -3516879.938742 nChanged 118 SP:Iteration 282Q (37660.310000 sec): 3 clusters Score: Raw -3521862.951275 + Penalty 4948.277634 = -3516914.673641 nChanged 133 SP:Iteration 283Q (37660.380000 sec): 3 clusters Score: Raw -3521903.877299 + Penalty 4948.277634 = -3516955.599665 nChanged 133 SP:Iteration 284Q (37660.450000 sec): 3 clusters Score: Raw -3521939.769323 + Penalty 4948.277634 = -3516991.491689 nChanged 134 SP:Iteration 285Q (37660.530000 sec): 3 clusters Score: Raw -3521982.930124 + Penalty 4948.277634 = -3517034.652490 nChanged 157 SP:Iteration 286Q (37660.600000 sec): 3 clusters Score: Raw -3522041.585330 + Penalty 4948.277634 = -3517093.307696 nChanged 169 SP:Iteration 287Q (37660.670000 sec): 3 clusters Score: Raw -3522108.762013 + Penalty 4948.277634 = -3517160.484378 nChanged 171 SP:Iteration 288Q (37660.740000 sec): 3 clusters Score: Raw -3522174.591449 + Penalty 4948.277634 = -3517226.313815 nChanged 157 SP:Iteration 289Q (37660.810000 sec): 3 clusters Score: Raw -3522226.482220 + Penalty 4948.277634 = -3517278.204586 nChanged 153 SP:Iteration 290Q (37660.880000 sec): 3 clusters Score: Raw -3522274.595860 + Penalty 4948.277634 = -3517326.318226 nChanged 143 SP:Iteration 291Q (37660.950000 sec): 3 clusters Score: Raw -3522330.254269 + Penalty 4948.277634 = -3517381.976635 nChanged 156 SP:Iteration 292Q (37661.020000 sec): 3 clusters Score: Raw -3522393.213912 + Penalty 4948.277634 = -3517444.936278 nChanged 148 SP:Iteration 293Q (37661.090000 sec): 3 clusters Score: Raw -3522452.002494 + Penalty 4948.277634 = -3517503.724860 nChanged 136 SP:Iteration 294Q (37661.160000 sec): 3 clusters Score: Raw -3522508.812865 + Penalty 4948.277634 = -3517560.535231 nChanged 144 SP:Iteration 295Q (37661.230000 sec): 3 clusters Score: Raw -3522572.691401 + Penalty 4948.277634 = -3517624.413767 nChanged 139 SP:Iteration 296Q (37661.290000 sec): 3 clusters Score: Raw -3522629.497254 + Penalty 4948.277634 = -3517681.219620 nChanged 115 SP:Iteration 297Q (37661.360000 sec): 3 clusters Score: Raw -3522682.211226 + Penalty 4948.277634 = -3517733.933592 nChanged 117 SP:Iteration 298Q (37661.430000 sec): 3 clusters Score: Raw -3522729.394898 + Penalty 4948.277634 = -3517781.117264 nChanged 98 SP:Iteration 299Q (37661.500000 sec): 3 clusters Score: Raw -3522778.993378 + Penalty 4948.277634 = -3517830.715744 nChanged 115 SP:Iteration 300F (37661.580000 sec): 3 clusters Score: Raw -3522837.568029 + Penalty 4948.277634 = -3517889.290395 nChanged 121 SP:Iteration 301Q (37661.650000 sec): 3 clusters Score: Raw -3522900.294481 + Penalty 4948.277634 = -3517952.016847 nChanged 103 SP:Iteration 302Q (37661.710000 sec): 3 clusters Score: Raw -3522965.162270 + Penalty 4948.277634 = -3518016.884635 nChanged 103 SP:Iteration 303Q (37661.780000 sec): 3 clusters Score: Raw -3523030.323943 + Penalty 4948.277634 = -3518082.046309 nChanged 84 SP:Iteration 304Q (37661.840000 sec): 3 clusters Score: Raw -3523078.812445 + Penalty 4948.277634 = -3518130.534811 nChanged 68 SP:Iteration 305Q (37661.910000 sec): 3 clusters Score: Raw -3523118.397552 + Penalty 4948.277634 = -3518170.119918 nChanged 69 SP:Iteration 306Q (37661.970000 sec): 3 clusters Score: Raw -3523160.426364 + Penalty 4948.277634 = -3518212.148730 nChanged 58 SP:Iteration 307Q (37662.040000 sec): 3 clusters Score: Raw -3523196.998651 + Penalty 4948.277634 = -3518248.721016 nChanged 44 SP:Iteration 308Q (37662.100000 sec): 3 clusters Score: Raw -3523224.300365 + Penalty 4948.277634 = -3518276.022731 nChanged 41 SP:Iteration 309Q (37662.160000 sec): 3 clusters Score: Raw -3523247.841782 + Penalty 4948.277634 = -3518299.564148 nChanged 29 SP:Iteration 310Q (37662.230000 sec): 3 clusters Score: Raw -3523267.480057 + Penalty 4948.277634 = -3518319.202423 nChanged 36 SP:Iteration 311Q (37662.290000 sec): 3 clusters Score: Raw -3523295.509010 + Penalty 4948.277634 = -3518347.231376 nChanged 28 SP:Iteration 312Q (37662.350000 sec): 3 clusters Score: Raw -3523313.922172 + Penalty 4948.277634 = -3518365.644538 nChanged 16 SP:Iteration 313Q (37662.410000 sec): 3 clusters Score: Raw -3523323.750753 + Penalty 4948.277634 = -3518375.473119 nChanged 12 SP:Iteration 314Q (37662.480000 sec): 3 clusters Score: Raw -3523330.737695 + Penalty 4948.277634 = -3518382.460061 nChanged 14 SP:Iteration 315Q (37662.540000 sec): 3 clusters Score: Raw -3523341.209144 + Penalty 4948.277634 = -3518392.931510 nChanged 18 SP:Iteration 316Q (37662.600000 sec): 3 clusters Score: Raw -3523354.968361 + Penalty 4948.277634 = -3518406.690727 nChanged 11 SP:Iteration 317Q (37662.660000 sec): 3 clusters Score: Raw -3523363.309623 + Penalty 4948.277634 = -3518415.031989 nChanged 15 SP:Iteration 318Q (37662.730000 sec): 3 clusters Score: Raw -3523373.241254 + Penalty 4948.277634 = -3518424.963619 nChanged 15 SP:Iteration 319Q (37662.790000 sec): 3 clusters Score: Raw -3523383.037419 + Penalty 4948.277634 = -3518434.759785 nChanged 10 SP:Iteration 320F (37662.870000 sec): 3 clusters Score: Raw -3523387.850803 + Penalty 4948.277634 = -3518439.573169 nChanged 6 SP:Iteration 321Q (37662.930000 sec): 3 clusters Score: Raw -3523391.104632 + Penalty 4948.277634 = -3518442.826998 nChanged 3 SP:Iteration 322Q (37662.990000 sec): 3 clusters Score: Raw -3523393.156478 + Penalty 4948.277634 = -3518444.878843 nChanged 5 SP:Iteration 323Q (37663.050000 sec): 3 clusters Score: Raw -3523395.468845 + Penalty 4948.277634 = -3518447.191210 nChanged 3 SP:Iteration 324Q (37663.110000 sec): 3 clusters Score: Raw -3523397.398512 + Penalty 4948.277634 = -3518449.120878 nChanged 4 SP:Iteration 325Q (37663.180000 sec): 3 clusters Score: Raw -3523399.894326 + Penalty 4948.277634 = -3518451.616692 nChanged 4 SP:Iteration 326Q (37663.240000 sec): 3 clusters Score: Raw -3523402.109356 + Penalty 4948.277634 = -3518453.831722 nChanged 1 SP:Iteration 327Q (37663.300000 sec): 3 clusters Score: Raw -3523402.475369 + Penalty 4948.277634 = -3518454.197735 nChanged 3 SP:Iteration 328Q (37663.360000 sec): 3 clusters Score: Raw -3523403.862673 + Penalty 4948.277634 = -3518455.585039 nChanged 1 SP:Iteration 329Q (37663.420000 sec): 3 clusters Score: Raw -3523404.439793 + Penalty 4948.277634 = -3518456.162159 nChanged 2 SP:Iteration 330Q (37663.480000 sec): 3 clusters Score: Raw -3523405.815211 + Penalty 4948.277634 = -3518457.537576 nChanged 1 SP:Iteration 331Q (37663.550000 sec): 3 clusters Score: Raw -3523406.147016 + Penalty 4948.277634 = -3518457.869381 nChanged 1 SP:Iteration 332Q (37663.610000 sec): 3 clusters Score: Raw -3523406.393179 + Penalty 4948.277634 = -3518458.115545 nChanged 0 SP:Iteration 333F (37663.690000 sec): 3 clusters Score: Raw -3523406.393179 + Penalty 4948.277634 = -3518458.115545 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 17 (191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37663.710000 sec): 2 clusters Score: Raw -29056.671244 + Penalty 1302.563810 = -27754.107434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37663.710000 sec): 3 clusters Score: Raw -29254.371907 + Penalty 2605.127620 = -26649.244287 nChanged 9 SP:Iteration 1Q (37663.710000 sec): 3 clusters Score: Raw -29298.599944 + Penalty 2605.127620 = -26693.472324 nChanged 0 SP:Iteration 2F (37663.710000 sec): 3 clusters Score: Raw -29298.599944 + Penalty 2605.127620 = -26693.472324 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 18 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37663.720000 sec): 2 clusters Score: Raw -83984.796416 + Penalty 1549.034478 = -82435.761938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37663.720000 sec): 3 clusters Score: Raw -84001.761232 + Penalty 3098.068956 = -80903.692276 nChanged 114 SP:Iteration 1F (37663.720000 sec): 3 clusters Score: Raw -84241.593122 + Penalty 3098.068956 = -81143.524166 nChanged 20 SP:Iteration 2Q (37663.720000 sec): 3 clusters Score: Raw -84284.287446 + Penalty 3098.068956 = -81186.218490 nChanged 3 SP:Iteration 3Q (37663.730000 sec): 3 clusters Score: Raw -84292.190802 + Penalty 3098.068956 = -81194.121846 nChanged 2 SP:Iteration 4Q (37663.730000 sec): 3 clusters Score: Raw -84298.136080 + Penalty 3098.068956 = -81200.067124 nChanged 1 SP:Iteration 5Q (37663.730000 sec): 3 clusters Score: Raw -84302.930491 + Penalty 3098.068956 = -81204.861535 nChanged 2 SP:Iteration 6Q (37663.730000 sec): 3 clusters Score: Raw -84305.367368 + Penalty 3098.068956 = -81207.298412 nChanged 0 SP:Iteration 7F (37663.740000 sec): 3 clusters Score: Raw -84305.367368 + Penalty 3098.068956 = -81207.298412 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 19 (1070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37663.740000 sec): 2 clusters Score: Raw -184612.872644 + Penalty 1729.902654 = -182882.969990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37663.750000 sec): 3 clusters Score: Raw -184348.039551 + Penalty 3459.805308 = -180888.234243 nChanged 263 SP:Iteration 1F (37663.750000 sec): 3 clusters Score: Raw -184616.385029 + Penalty 3459.805308 = -181156.579721 nChanged 71 SP:Iteration 2F (37663.760000 sec): 3 clusters Score: Raw -184727.186707 + Penalty 3459.805308 = -181267.381399 nChanged 44 SP:Iteration 3Q (37663.760000 sec): 3 clusters Score: Raw -184794.973708 + Penalty 3459.805308 = -181335.168400 nChanged 32 SP:Iteration 4Q (37663.770000 sec): 3 clusters Score: Raw -184833.666014 + Penalty 3459.805308 = -181373.860706 nChanged 16 SP:Iteration 5Q (37663.770000 sec): 3 clusters Score: Raw -184856.779820 + Penalty 3459.805308 = -181396.974512 nChanged 9 SP:Iteration 6Q (37663.780000 sec): 3 clusters Score: Raw -184870.260029 + Penalty 3459.805308 = -181410.454721 nChanged 7 SP:Iteration 7Q (37663.780000 sec): 3 clusters Score: Raw -184879.012066 + Penalty 3459.805308 = -181419.206758 nChanged 9 SP:Iteration 8Q (37663.780000 sec): 3 clusters Score: Raw -184889.261180 + Penalty 3459.805308 = -181429.455872 nChanged 5 SP:Iteration 9Q (37663.790000 sec): 3 clusters Score: Raw -184895.423036 + Penalty 3459.805308 = -181435.617728 nChanged 6 SP:Iteration 10Q (37663.790000 sec): 3 clusters Score: Raw -184903.097322 + Penalty 3459.805308 = -181443.292014 nChanged 3 SP:Iteration 11Q (37663.800000 sec): 3 clusters Score: Raw -184908.364212 + Penalty 3459.805308 = -181448.558904 nChanged 5 SP:Iteration 12Q (37663.800000 sec): 3 clusters Score: Raw -184912.831197 + Penalty 3459.805308 = -181453.025889 nChanged 3 SP:Iteration 13Q (37663.800000 sec): 3 clusters Score: Raw -184916.114993 + Penalty 3459.805308 = -181456.309685 nChanged 0 SP:Iteration 14F (37663.810000 sec): 3 clusters Score: Raw -184916.114993 + Penalty 3459.805308 = -181456.309685 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 20 (1602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37663.820000 sec): 2 clusters Score: Raw -283934.444914 + Penalty 1829.994016 = -282104.450898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37663.830000 sec): 3 clusters Score: Raw -283417.187799 + Penalty 3659.988031 = -279757.199767 nChanged 457 SP:Iteration 1F (37663.830000 sec): 3 clusters Score: Raw -283788.469171 + Penalty 3659.988031 = -280128.481139 nChanged 121 SP:Iteration 2F (37663.840000 sec): 3 clusters Score: Raw -283895.582179 + Penalty 3659.988031 = -280235.594148 nChanged 63 SP:Iteration 3Q (37663.850000 sec): 3 clusters Score: Raw -283943.870595 + Penalty 3659.988031 = -280283.882564 nChanged 48 SP:Iteration 4Q (37663.850000 sec): 3 clusters Score: Raw -283976.814654 + Penalty 3659.988031 = -280316.826623 nChanged 21 SP:Iteration 5Q (37663.860000 sec): 3 clusters Score: Raw -283992.846381 + Penalty 3659.988031 = -280332.858350 nChanged 13 SP:Iteration 6Q (37663.860000 sec): 3 clusters Score: Raw -284003.638347 + Penalty 3659.988031 = -280343.650315 nChanged 10 SP:Iteration 7Q (37663.870000 sec): 3 clusters Score: Raw -284012.463766 + Penalty 3659.988031 = -280352.475735 nChanged 13 SP:Iteration 8Q (37663.880000 sec): 3 clusters Score: Raw -284021.216922 + Penalty 3659.988031 = -280361.228891 nChanged 5 SP:Iteration 9Q (37663.880000 sec): 3 clusters Score: Raw -284024.249275 + Penalty 3659.988031 = -280364.261243 nChanged 3 SP:Iteration 10Q (37663.890000 sec): 3 clusters Score: Raw -284026.234278 + Penalty 3659.988031 = -280366.246247 nChanged 5 SP:Iteration 11Q (37663.900000 sec): 3 clusters Score: Raw -284029.749470 + Penalty 3659.988031 = -280369.761439 nChanged 6 SP:Iteration 12Q (37663.900000 sec): 3 clusters Score: Raw -284035.461447 + Penalty 3659.988031 = -280375.473416 nChanged 8 SP:Iteration 13Q (37663.910000 sec): 3 clusters Score: Raw -284039.994189 + Penalty 3659.988031 = -280380.006157 nChanged 8 SP:Iteration 14Q (37663.920000 sec): 3 clusters Score: Raw -284045.878852 + Penalty 3659.988031 = -280385.890821 nChanged 6 SP:Iteration 15Q (37663.920000 sec): 3 clusters Score: Raw -284049.558408 + Penalty 3659.988031 = -280389.570376 nChanged 3 SP:Iteration 16Q (37663.930000 sec): 3 clusters Score: Raw -284051.458527 + Penalty 3659.988031 = -280391.470495 nChanged 2 SP:Iteration 17Q (37663.930000 sec): 3 clusters Score: Raw -284053.413764 + Penalty 3659.988031 = -280393.425733 nChanged 3 SP:Iteration 18Q (37663.940000 sec): 3 clusters Score: Raw -284054.428532 + Penalty 3659.988031 = -280394.440501 nChanged 4 SP:Iteration 19Q (37663.950000 sec): 3 clusters Score: Raw -284056.004021 + Penalty 3659.988031 = -280396.015989 nChanged 1 SP:Iteration 20F (37663.950000 sec): 3 clusters Score: Raw -284056.405277 + Penalty 3659.988031 = -280396.417246 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 21 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37663.960000 sec): 2 clusters Score: Raw -16760.313433 + Penalty 1275.132562 = -15485.180871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37663.960000 sec): 3 clusters Score: Raw -17030.107641 + Penalty 2550.265124 = -14479.842517 nChanged 14 SP:Iteration 1F (37663.960000 sec): 3 clusters Score: Raw -17139.100306 + Penalty 2550.265124 = -14588.835182 nChanged 4 SP:Iteration 2Q (37663.960000 sec): 3 clusters Score: Raw -17155.936056 + Penalty 2550.265124 = -14605.670932 nChanged 1 SP:Iteration 3Q (37663.960000 sec): 3 clusters Score: Raw -17159.568884 + Penalty 2550.265124 = -14609.303760 nChanged 1 SP:Iteration 4Q (37663.960000 sec): 3 clusters Score: Raw -17162.419845 + Penalty 2550.265124 = -14612.154721 nChanged 0 SP:Iteration 5F (37663.960000 sec): 3 clusters Score: Raw -17162.419845 + Penalty 2550.265124 = -14612.154721 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 22 (18558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37664.040000 sec): 2 clusters Score: Raw -3257686.498402 + Penalty 2437.506748 = -3255248.991654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37664.110000 sec): 3 clusters Score: Raw -3246898.425498 + Penalty 4875.013496 = -3242023.412002 nChanged 8172 SP:Iteration 1F (37664.190000 sec): 3 clusters Score: Raw -3251289.734971 + Penalty 4875.013496 = -3246414.721475 nChanged 1137 SP:Iteration 2F (37664.260000 sec): 3 clusters Score: Raw -3251791.003272 + Penalty 4875.013496 = -3246915.989776 nChanged 991 SP:Iteration 3F (37664.340000 sec): 3 clusters Score: Raw -3252313.949031 + Penalty 4875.013496 = -3247438.935535 nChanged 1012 SP:Iteration 4F (37664.410000 sec): 3 clusters Score: Raw -3252902.457038 + Penalty 4875.013496 = -3248027.443542 nChanged 1012 SP:Iteration 5F (37664.480000 sec): 3 clusters Score: Raw -3253620.172710 + Penalty 4875.013496 = -3248745.159214 nChanged 1183 SP:Iteration 6F (37664.560000 sec): 3 clusters Score: Raw -3254556.928451 + Penalty 4875.013496 = -3249681.914955 nChanged 1234 SP:Iteration 7F (37664.630000 sec): 3 clusters Score: Raw -3255440.308097 + Penalty 4875.013496 = -3250565.294601 nChanged 1107 SP:Iteration 8F (37664.700000 sec): 3 clusters Score: Raw -3256062.140146 + Penalty 4875.013496 = -3251187.126650 nChanged 819 SP:Iteration 9Q (37664.780000 sec): 3 clusters Score: Raw -3256416.993559 + Penalty 4875.013496 = -3251541.980063 nChanged 598 SP:Iteration 10Q (37664.850000 sec): 3 clusters Score: Raw -3256635.058816 + Penalty 4875.013496 = -3251760.045320 nChanged 463 SP:Iteration 11Q (37664.920000 sec): 3 clusters Score: Raw -3256767.194098 + Penalty 4875.013496 = -3251892.180602 nChanged 350 SP:Iteration 12Q (37665.000000 sec): 3 clusters Score: Raw -3256858.015528 + Penalty 4875.013496 = -3251983.002032 nChanged 262 SP:Iteration 13Q (37665.070000 sec): 3 clusters Score: Raw -3256922.082596 + Penalty 4875.013496 = -3252047.069100 nChanged 230 SP:Iteration 14Q (37665.140000 sec): 3 clusters Score: Raw -3256977.418911 + Penalty 4875.013496 = -3252102.405415 nChanged 196 SP:Iteration 15Q (37665.210000 sec): 3 clusters Score: Raw -3257021.137283 + Penalty 4875.013496 = -3252146.123787 nChanged 185 SP:Iteration 16Q (37665.280000 sec): 3 clusters Score: Raw -3257064.983601 + Penalty 4875.013496 = -3252189.970105 nChanged 190 SP:Iteration 17Q (37665.350000 sec): 3 clusters Score: Raw -3257107.079830 + Penalty 4875.013496 = -3252232.066334 nChanged 162 SP:Iteration 18Q (37665.420000 sec): 3 clusters Score: Raw -3257140.437977 + Penalty 4875.013496 = -3252265.424482 nChanged 153 SP:Iteration 19Q (37665.500000 sec): 3 clusters Score: Raw -3257174.839330 + Penalty 4875.013496 = -3252299.825834 nChanged 176 SP:Iteration 20F (37665.570000 sec): 3 clusters Score: Raw -3257218.718930 + Penalty 4875.013496 = -3252343.705434 nChanged 193 SP:Iteration 21Q (37665.640000 sec): 3 clusters Score: Raw -3257269.795048 + Penalty 4875.013496 = -3252394.781553 nChanged 193 SP:Iteration 22Q (37665.710000 sec): 3 clusters Score: Raw -3257330.149092 + Penalty 4875.013496 = -3252455.135596 nChanged 231 SP:Iteration 23Q (37665.780000 sec): 3 clusters Score: Raw -3257400.343733 + Penalty 4875.013496 = -3252525.330237 nChanged 234 SP:Iteration 24Q (37665.850000 sec): 3 clusters Score: Raw -3257468.627468 + Penalty 4875.013496 = -3252593.613972 nChanged 238 SP:Iteration 25Q (37665.920000 sec): 3 clusters Score: Raw -3257535.683363 + Penalty 4875.013496 = -3252660.669867 nChanged 250 SP:Iteration 26Q (37665.990000 sec): 3 clusters Score: Raw -3257612.503985 + Penalty 4875.013496 = -3252737.490489 nChanged 235 SP:Iteration 27Q (37666.060000 sec): 3 clusters Score: Raw -3257683.870119 + Penalty 4875.013496 = -3252808.856623 nChanged 247 SP:Iteration 28Q (37666.130000 sec): 3 clusters Score: Raw -3257759.393419 + Penalty 4875.013496 = -3252884.379923 nChanged 258 SP:Iteration 29Q (37666.200000 sec): 3 clusters Score: Raw -3257839.032605 + Penalty 4875.013496 = -3252964.019109 nChanged 258 SP:Iteration 30Q (37666.270000 sec): 3 clusters Score: Raw -3257931.690807 + Penalty 4875.013496 = -3253056.677311 nChanged 288 SP:Iteration 31Q (37666.340000 sec): 3 clusters Score: Raw -3258034.648646 + Penalty 4875.013496 = -3253159.635150 nChanged 262 SP:Iteration 32Q (37666.410000 sec): 3 clusters Score: Raw -3258124.345806 + Penalty 4875.013496 = -3253249.332310 nChanged 280 SP:Iteration 33Q (37666.480000 sec): 3 clusters Score: Raw -3258222.413887 + Penalty 4875.013496 = -3253347.400391 nChanged 247 SP:Iteration 34Q (37666.540000 sec): 3 clusters Score: Raw -3258314.590484 + Penalty 4875.013496 = -3253439.576988 nChanged 237 SP:Iteration 35Q (37666.620000 sec): 3 clusters Score: Raw -3258396.467144 + Penalty 4875.013496 = -3253521.453648 nChanged 215 SP:Iteration 36Q (37666.680000 sec): 3 clusters Score: Raw -3258465.686462 + Penalty 4875.013496 = -3253590.672966 nChanged 205 SP:Iteration 37Q (37666.750000 sec): 3 clusters Score: Raw -3258528.028509 + Penalty 4875.013496 = -3253653.015013 nChanged 163 SP:Iteration 38Q (37666.820000 sec): 3 clusters Score: Raw -3258577.835978 + Penalty 4875.013496 = -3253702.822482 nChanged 124 SP:Iteration 39Q (37666.880000 sec): 3 clusters Score: Raw -3258607.792558 + Penalty 4875.013496 = -3253732.779062 nChanged 113 SP:Iteration 40F (37666.950000 sec): 3 clusters Score: Raw -3258633.006045 + Penalty 4875.013496 = -3253757.992549 nChanged 110 SP:Iteration 41Q (37667.020000 sec): 3 clusters Score: Raw -3258659.580378 + Penalty 4875.013496 = -3253784.566882 nChanged 93 SP:Iteration 42Q (37667.080000 sec): 3 clusters Score: Raw -3258685.253045 + Penalty 4875.013496 = -3253810.239549 nChanged 85 SP:Iteration 43Q (37667.150000 sec): 3 clusters Score: Raw -3258703.587904 + Penalty 4875.013496 = -3253828.574408 nChanged 73 SP:Iteration 44Q (37667.210000 sec): 3 clusters Score: Raw -3258719.613016 + Penalty 4875.013496 = -3253844.599520 nChanged 62 SP:Iteration 45Q (37667.280000 sec): 3 clusters Score: Raw -3258736.281539 + Penalty 4875.013496 = -3253861.268043 nChanged 70 SP:Iteration 46Q (37667.340000 sec): 3 clusters Score: Raw -3258756.028088 + Penalty 4875.013496 = -3253881.014592 nChanged 81 SP:Iteration 47Q (37667.400000 sec): 3 clusters Score: Raw -3258777.680161 + Penalty 4875.013496 = -3253902.666665 nChanged 76 SP:Iteration 48Q (37667.460000 sec): 3 clusters Score: Raw -3258795.809778 + Penalty 4875.013496 = -3253920.796282 nChanged 59 SP:Iteration 49Q (37667.530000 sec): 3 clusters Score: Raw -3258810.795037 + Penalty 4875.013496 = -3253935.781541 nChanged 62 SP:Iteration 50Q (37667.590000 sec): 3 clusters Score: Raw -3258825.628118 + Penalty 4875.013496 = -3253950.614622 nChanged 54 SP:Iteration 51Q (37667.650000 sec): 3 clusters Score: Raw -3258840.022395 + Penalty 4875.013496 = -3253965.008899 nChanged 60 SP:Iteration 52Q (37667.720000 sec): 3 clusters Score: Raw -3258856.016494 + Penalty 4875.013496 = -3253981.002998 nChanged 44 SP:Iteration 53Q (37667.780000 sec): 3 clusters Score: Raw -3258868.578090 + Penalty 4875.013496 = -3253993.564594 nChanged 49 SP:Iteration 54Q (37667.840000 sec): 3 clusters Score: Raw -3258880.925350 + Penalty 4875.013496 = -3254005.911854 nChanged 44 SP:Iteration 55Q (37667.900000 sec): 3 clusters Score: Raw -3258892.069864 + Penalty 4875.013496 = -3254017.056368 nChanged 35 SP:Iteration 56Q (37667.960000 sec): 3 clusters Score: Raw -3258902.370068 + Penalty 4875.013496 = -3254027.356572 nChanged 36 SP:Iteration 57Q (37668.020000 sec): 3 clusters Score: Raw -3258910.724650 + Penalty 4875.013496 = -3254035.711154 nChanged 36 SP:Iteration 58Q (37668.080000 sec): 3 clusters Score: Raw -3258919.719472 + Penalty 4875.013496 = -3254044.705976 nChanged 36 SP:Iteration 59Q (37668.140000 sec): 3 clusters Score: Raw -3258927.734915 + Penalty 4875.013496 = -3254052.721419 nChanged 33 SP:Iteration 60F (37668.220000 sec): 3 clusters Score: Raw -3258935.297757 + Penalty 4875.013496 = -3254060.284261 nChanged 27 SP:Iteration 61Q (37668.280000 sec): 3 clusters Score: Raw -3258941.550921 + Penalty 4875.013496 = -3254066.537425 nChanged 28 SP:Iteration 62Q (37668.340000 sec): 3 clusters Score: Raw -3258947.894989 + Penalty 4875.013496 = -3254072.881493 nChanged 30 SP:Iteration 63Q (37668.400000 sec): 3 clusters Score: Raw -3258953.853247 + Penalty 4875.013496 = -3254078.839751 nChanged 33 SP:Iteration 64Q (37668.460000 sec): 3 clusters Score: Raw -3258961.048284 + Penalty 4875.013496 = -3254086.034788 nChanged 29 SP:Iteration 65Q (37668.520000 sec): 3 clusters Score: Raw -3258967.794139 + Penalty 4875.013496 = -3254092.780643 nChanged 24 SP:Iteration 66Q (37668.580000 sec): 3 clusters Score: Raw -3258973.021206 + Penalty 4875.013496 = -3254098.007710 nChanged 16 SP:Iteration 67Q (37668.640000 sec): 3 clusters Score: Raw -3258975.974744 + Penalty 4875.013496 = -3254100.961248 nChanged 12 SP:Iteration 68Q (37668.700000 sec): 3 clusters Score: Raw -3258978.049175 + Penalty 4875.013496 = -3254103.035679 nChanged 10 SP:Iteration 69Q (37668.760000 sec): 3 clusters Score: Raw -3258979.980577 + Penalty 4875.013496 = -3254104.967081 nChanged 12 SP:Iteration 70Q (37668.820000 sec): 3 clusters Score: Raw -3258982.686618 + Penalty 4875.013496 = -3254107.673122 nChanged 6 SP:Iteration 71Q (37668.890000 sec): 3 clusters Score: Raw -3258983.777295 + Penalty 4875.013496 = -3254108.763799 nChanged 5 SP:Iteration 72Q (37668.950000 sec): 3 clusters Score: Raw -3258984.960879 + Penalty 4875.013496 = -3254109.947383 nChanged 6 SP:Iteration 73Q (37669.010000 sec): 3 clusters Score: Raw -3258986.301559 + Penalty 4875.013496 = -3254111.288063 nChanged 7 SP:Iteration 74Q (37669.070000 sec): 3 clusters Score: Raw -3258987.489528 + Penalty 4875.013496 = -3254112.476032 nChanged 8 SP:Iteration 75Q (37669.130000 sec): 3 clusters Score: Raw -3258989.540183 + Penalty 4875.013496 = -3254114.526687 nChanged 4 SP:Iteration 76Q (37669.190000 sec): 3 clusters Score: Raw -3258990.125429 + Penalty 4875.013496 = -3254115.111933 nChanged 5 SP:Iteration 77Q (37669.250000 sec): 3 clusters Score: Raw -3258991.491691 + Penalty 4875.013496 = -3254116.478195 nChanged 6 SP:Iteration 78Q (37669.310000 sec): 3 clusters Score: Raw -3258992.919246 + Penalty 4875.013496 = -3254117.905750 nChanged 12 SP:Iteration 79Q (37669.370000 sec): 3 clusters Score: Raw -3258995.948741 + Penalty 4875.013496 = -3254120.935245 nChanged 11 SP:Iteration 80F (37669.440000 sec): 3 clusters Score: Raw -3258998.231956 + Penalty 4875.013496 = -3254123.218460 nChanged 5 SP:Iteration 81Q (37669.500000 sec): 3 clusters Score: Raw -3258998.645570 + Penalty 4875.013496 = -3254123.632074 nChanged 3 SP:Iteration 82Q (37669.560000 sec): 3 clusters Score: Raw -3258999.311370 + Penalty 4875.013496 = -3254124.297874 nChanged 4 SP:Iteration 83Q (37669.620000 sec): 3 clusters Score: Raw -3259000.864522 + Penalty 4875.013496 = -3254125.851026 nChanged 8 SP:Iteration 84Q (37669.680000 sec): 3 clusters Score: Raw -3259002.340690 + Penalty 4875.013496 = -3254127.327194 nChanged 5 SP:Iteration 85Q (37669.740000 sec): 3 clusters Score: Raw -3259002.814085 + Penalty 4875.013496 = -3254127.800589 nChanged 2 SP:Iteration 86Q (37669.800000 sec): 3 clusters Score: Raw -3259002.996916 + Penalty 4875.013496 = -3254127.983420 nChanged 1 SP:Iteration 87Q (37669.860000 sec): 3 clusters Score: Raw -3259003.105901 + Penalty 4875.013496 = -3254128.092405 nChanged 1 SP:Iteration 88Q (37669.920000 sec): 3 clusters Score: Raw -3259003.154727 + Penalty 4875.013496 = -3254128.141231 nChanged 0 SP:Iteration 89F (37670.000000 sec): 3 clusters Score: Raw -3259003.154727 + Penalty 4875.013496 = -3254128.141231 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 23 (960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37670.010000 sec): 2 clusters Score: Raw -172396.078186 + Penalty 1702.999455 = -170693.078731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37670.020000 sec): 3 clusters Score: Raw -172193.299191 + Penalty 3405.998909 = -168787.300281 nChanged 238 SP:Iteration 1F (37670.020000 sec): 3 clusters Score: Raw -172499.670613 + Penalty 3405.998909 = -169093.671704 nChanged 82 SP:Iteration 2F (37670.020000 sec): 3 clusters Score: Raw -172674.541505 + Penalty 3405.998909 = -169268.542596 nChanged 51 SP:Iteration 3F (37670.030000 sec): 3 clusters Score: Raw -172776.159456 + Penalty 3405.998909 = -169370.160546 nChanged 42 SP:Iteration 4Q (37670.030000 sec): 3 clusters Score: Raw -172876.046933 + Penalty 3405.998909 = -169470.048024 nChanged 40 SP:Iteration 5Q (37670.040000 sec): 3 clusters Score: Raw -172997.608875 + Penalty 3405.998909 = -169591.609965 nChanged 31 SP:Iteration 6Q (37670.040000 sec): 3 clusters Score: Raw -173112.566654 + Penalty 3405.998909 = -169706.567745 nChanged 42 SP:Iteration 7Q (37670.040000 sec): 3 clusters Score: Raw -173217.588488 + Penalty 3405.998909 = -169811.589579 nChanged 40 SP:Iteration 8Q (37670.050000 sec): 3 clusters Score: Raw -173311.146679 + Penalty 3405.998909 = -169905.147770 nChanged 27 SP:Iteration 9Q (37670.050000 sec): 3 clusters Score: Raw -173365.646205 + Penalty 3405.998909 = -169959.647296 nChanged 14 SP:Iteration 10Q (37670.050000 sec): 3 clusters Score: Raw -173396.034427 + Penalty 3405.998909 = -169990.035518 nChanged 6 SP:Iteration 11Q (37670.060000 sec): 3 clusters Score: Raw -173408.675711 + Penalty 3405.998909 = -170002.676802 nChanged 3 SP:Iteration 12Q (37670.060000 sec): 3 clusters Score: Raw -173411.401151 + Penalty 3405.998909 = -170005.402242 nChanged 0 SP:Iteration 13F (37670.060000 sec): 3 clusters Score: Raw -173412.339881 + Penalty 3405.998909 = -170006.340972 nChanged 1 SP:Iteration 14Q (37670.070000 sec): 3 clusters Score: Raw -173418.428241 + Penalty 3405.998909 = -170012.429332 nChanged 5 SP:Iteration 15Q (37670.070000 sec): 3 clusters Score: Raw -173432.547548 + Penalty 3405.998909 = -170026.548639 nChanged 6 SP:Iteration 16Q (37670.080000 sec): 3 clusters Score: Raw -173442.085321 + Penalty 3405.998909 = -170036.086412 nChanged 1 SP:Iteration 17Q (37670.080000 sec): 3 clusters Score: Raw -173443.046151 + Penalty 3405.998909 = -170037.047242 nChanged 0 SP:Iteration 18F (37670.080000 sec): 3 clusters Score: Raw -173443.046151 + Penalty 3405.998909 = -170037.047242 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 24 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37670.090000 sec): 2 clusters Score: Raw -28750.860505 + Penalty 1308.972435 = -27441.888070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37670.090000 sec): 3 clusters Score: Raw -28992.205185 + Penalty 2617.944871 = -26374.260314 nChanged 15 SP:Iteration 1F (37670.090000 sec): 3 clusters Score: Raw -29070.106679 + Penalty 2617.944871 = -26452.161808 nChanged 3 SP:Iteration 2Q (37670.090000 sec): 3 clusters Score: Raw -29121.327764 + Penalty 2617.944871 = -26503.382893 nChanged 2 SP:Iteration 3Q (37670.090000 sec): 3 clusters Score: Raw -29135.827712 + Penalty 2617.944871 = -26517.882841 nChanged 1 SP:Iteration 4Q (37670.100000 sec): 3 clusters Score: Raw -29140.312281 + Penalty 2617.944871 = -26522.367410 nChanged 1 SP:Iteration 5Q (37670.100000 sec): 3 clusters Score: Raw -29145.450683 + Penalty 2617.944871 = -26527.505812 nChanged 0 SP:Iteration 6F (37670.100000 sec): 3 clusters Score: Raw -29145.450683 + Penalty 2617.944871 = -26527.505812 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 25 (207748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37670.830000 sec): 2 clusters Score: Raw -35995013.968275 + Penalty 3036.532109 = -35991977.436166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37671.690000 sec): 3 clusters Score: Raw -35858111.763161 + Penalty 6073.064219 = -35852038.698943 nChanged 100393 SP:Iteration 1F (37672.550000 sec): 3 clusters Score: Raw -35917258.243180 + Penalty 6073.064219 = -35911185.178961 nChanged 5748 SP:Iteration 2Q (37673.420000 sec): 3 clusters Score: Raw -35918608.284311 + Penalty 6073.064219 = -35912535.220092 nChanged 6382 SP:Iteration 3Q (37674.290000 sec): 3 clusters Score: Raw -35920530.306427 + Penalty 6073.064219 = -35914457.242209 nChanged 7420 SP:Iteration 4Q (37675.160000 sec): 3 clusters Score: Raw -35923221.331734 + Penalty 6073.064219 = -35917148.267516 nChanged 8579 SP:Iteration 5Q (37676.030000 sec): 3 clusters Score: Raw -35926786.519270 + Penalty 6073.064219 = -35920713.455051 nChanged 9689 SP:Iteration 6Q (37676.900000 sec): 3 clusters Score: Raw -35931150.931354 + Penalty 6073.064219 = -35925077.867136 nChanged 10609 SP:Iteration 7F (37677.750000 sec): 3 clusters Score: Raw -35936145.979579 + Penalty 6073.064219 = -35930072.915360 nChanged 10935 SP:Iteration 8F (37678.610000 sec): 3 clusters Score: Raw -35941372.312922 + Penalty 6073.064219 = -35935299.248704 nChanged 10814 SP:Iteration 9F (37679.460000 sec): 3 clusters Score: Raw -35947077.824753 + Penalty 6073.064219 = -35941004.760535 nChanged 10758 SP:Iteration 10F (37680.320000 sec): 3 clusters Score: Raw -35954405.273728 + Penalty 6073.064219 = -35948332.209510 nChanged 10472 SP:Iteration 11F (37681.170000 sec): 3 clusters Score: Raw -35964317.530359 + Penalty 6073.064219 = -35958244.466140 nChanged 9318 SP:Iteration 12Q (37682.010000 sec): 3 clusters Score: Raw -35972789.445919 + Penalty 6073.064219 = -35966716.381701 nChanged 7077 SP:Iteration 13Q (37682.820000 sec): 3 clusters Score: Raw -35977020.517465 + Penalty 6073.064219 = -35970947.453247 nChanged 5380 SP:Iteration 14Q (37683.620000 sec): 3 clusters Score: Raw -35979554.457135 + Penalty 6073.064219 = -35973481.392917 nChanged 4632 SP:Iteration 15Q (37684.380000 sec): 3 clusters Score: Raw -35981572.247518 + Penalty 6073.064219 = -35975499.183299 nChanged 4139 SP:Iteration 16Q (37685.130000 sec): 3 clusters Score: Raw -35983343.783289 + Penalty 6073.064219 = -35977270.719071 nChanged 3801 SP:Iteration 17Q (37685.870000 sec): 3 clusters Score: Raw -35984936.280029 + Penalty 6073.064219 = -35978863.215810 nChanged 3470 SP:Iteration 18Q (37686.590000 sec): 3 clusters Score: Raw -35986359.036955 + Penalty 6073.064219 = -35980285.972737 nChanged 3118 SP:Iteration 19Q (37687.300000 sec): 3 clusters Score: Raw -35987621.895691 + Penalty 6073.064219 = -35981548.831472 nChanged 2781 SP:Iteration 20F (37688.150000 sec): 3 clusters Score: Raw -35988701.361878 + Penalty 6073.064219 = -35982628.297659 nChanged 2517 SP:Iteration 21Q (37688.840000 sec): 3 clusters Score: Raw -35989686.863591 + Penalty 6073.064219 = -35983613.799373 nChanged 2231 SP:Iteration 22Q (37689.520000 sec): 3 clusters Score: Raw -35990531.889474 + Penalty 6073.064219 = -35984458.825256 nChanged 1972 SP:Iteration 23Q (37690.200000 sec): 3 clusters Score: Raw -35991273.590595 + Penalty 6073.064219 = -35985200.526376 nChanged 1716 SP:Iteration 24Q (37690.860000 sec): 3 clusters Score: Raw -35991908.709607 + Penalty 6073.064219 = -35985835.645388 nChanged 1494 SP:Iteration 25Q (37691.520000 sec): 3 clusters Score: Raw -35992446.276030 + Penalty 6073.064219 = -35986373.211812 nChanged 1316 SP:Iteration 26Q (37692.170000 sec): 3 clusters Score: Raw -35992909.531761 + Penalty 6073.064219 = -35986836.467542 nChanged 1205 SP:Iteration 27Q (37692.820000 sec): 3 clusters Score: Raw -35993343.114591 + Penalty 6073.064219 = -35987270.050373 nChanged 1039 SP:Iteration 28Q (37693.460000 sec): 3 clusters Score: Raw -35993709.344430 + Penalty 6073.064219 = -35987636.280212 nChanged 938 SP:Iteration 29Q (37694.090000 sec): 3 clusters Score: Raw -35994039.263704 + Penalty 6073.064219 = -35987966.199486 nChanged 837 SP:Iteration 30Q (37694.720000 sec): 3 clusters Score: Raw -35994345.592139 + Penalty 6073.064219 = -35988272.527920 nChanged 699 SP:Iteration 31Q (37695.340000 sec): 3 clusters Score: Raw -35994581.702664 + Penalty 6073.064219 = -35988508.638446 nChanged 578 SP:Iteration 32Q (37695.960000 sec): 3 clusters Score: Raw -35994762.456549 + Penalty 6073.064219 = -35988689.392331 nChanged 485 SP:Iteration 33Q (37696.570000 sec): 3 clusters Score: Raw -35994904.600501 + Penalty 6073.064219 = -35988831.536282 nChanged 378 SP:Iteration 34Q (37697.190000 sec): 3 clusters Score: Raw -35995008.635601 + Penalty 6073.064219 = -35988935.571383 nChanged 331 SP:Iteration 35Q (37697.810000 sec): 3 clusters Score: Raw -35995100.467967 + Penalty 6073.064219 = -35989027.403749 nChanged 288 SP:Iteration 36Q (37698.410000 sec): 3 clusters Score: Raw -35995178.781300 + Penalty 6073.064219 = -35989105.717082 nChanged 238 SP:Iteration 37Q (37699.030000 sec): 3 clusters Score: Raw -35995241.710736 + Penalty 6073.064219 = -35989168.646517 nChanged 195 SP:Iteration 38Q (37699.630000 sec): 3 clusters Score: Raw -35995294.338869 + Penalty 6073.064219 = -35989221.274650 nChanged 170 SP:Iteration 39Q (37700.230000 sec): 3 clusters Score: Raw -35995340.343341 + Penalty 6073.064219 = -35989267.279122 nChanged 160 SP:Iteration 40F (37701.070000 sec): 3 clusters Score: Raw -35995380.359340 + Penalty 6073.064219 = -35989307.295122 nChanged 142 SP:Iteration 41Q (37701.680000 sec): 3 clusters Score: Raw -35995416.682170 + Penalty 6073.064219 = -35989343.617952 nChanged 132 SP:Iteration 42Q (37702.280000 sec): 3 clusters Score: Raw -35995451.820787 + Penalty 6073.064219 = -35989378.756568 nChanged 103 SP:Iteration 43Q (37702.880000 sec): 3 clusters Score: Raw -35995475.684643 + Penalty 6073.064219 = -35989402.620424 nChanged 93 SP:Iteration 44Q (37703.480000 sec): 3 clusters Score: Raw -35995497.661021 + Penalty 6073.064219 = -35989424.596803 nChanged 79 SP:Iteration 45Q (37704.080000 sec): 3 clusters Score: Raw -35995514.931164 + Penalty 6073.064219 = -35989441.866946 nChanged 64 SP:Iteration 46Q (37704.670000 sec): 3 clusters Score: Raw -35995529.504946 + Penalty 6073.064219 = -35989456.440727 nChanged 56 SP:Iteration 47Q (37705.270000 sec): 3 clusters Score: Raw -35995541.233185 + Penalty 6073.064219 = -35989468.168966 nChanged 58 SP:Iteration 48Q (37705.870000 sec): 3 clusters Score: Raw -35995556.380194 + Penalty 6073.064219 = -35989483.315976 nChanged 61 SP:Iteration 49Q (37706.470000 sec): 3 clusters Score: Raw -35995569.871280 + Penalty 6073.064219 = -35989496.807062 nChanged 45 SP:Iteration 50Q (37707.060000 sec): 3 clusters Score: Raw -35995580.045851 + Penalty 6073.064219 = -35989506.981632 nChanged 43 SP:Iteration 51Q (37707.660000 sec): 3 clusters Score: Raw -35995587.716880 + Penalty 6073.064219 = -35989514.652662 nChanged 27 SP:Iteration 52Q (37708.250000 sec): 3 clusters Score: Raw -35995593.136146 + Penalty 6073.064219 = -35989520.071927 nChanged 26 SP:Iteration 53Q (37708.850000 sec): 3 clusters Score: Raw -35995597.085112 + Penalty 6073.064219 = -35989524.020893 nChanged 21 SP:Iteration 54Q (37709.450000 sec): 3 clusters Score: Raw -35995599.895970 + Penalty 6073.064219 = -35989526.831752 nChanged 11 SP:Iteration 55Q (37710.040000 sec): 3 clusters Score: Raw -35995601.039227 + Penalty 6073.064219 = -35989527.975008 nChanged 8 SP:Iteration 56Q (37710.630000 sec): 3 clusters Score: Raw -35995601.865473 + Penalty 6073.064219 = -35989528.801254 nChanged 8 SP:Iteration 57Q (37711.230000 sec): 3 clusters Score: Raw -35995603.191091 + Penalty 6073.064219 = -35989530.126872 nChanged 7 SP:Iteration 58Q (37711.830000 sec): 3 clusters Score: Raw -35995604.068000 + Penalty 6073.064219 = -35989531.003781 nChanged 9 SP:Iteration 59Q (37712.420000 sec): 3 clusters Score: Raw -35995606.033987 + Penalty 6073.064219 = -35989532.969769 nChanged 11 SP:Iteration 60F (37713.260000 sec): 3 clusters Score: Raw -35995608.565951 + Penalty 6073.064219 = -35989535.501732 nChanged 14 SP:Iteration 61Q (37713.850000 sec): 3 clusters Score: Raw -35995611.289368 + Penalty 6073.064219 = -35989538.225149 nChanged 14 SP:Iteration 62Q (37714.450000 sec): 3 clusters Score: Raw -35995614.125372 + Penalty 6073.064219 = -35989541.061153 nChanged 16 SP:Iteration 63Q (37715.050000 sec): 3 clusters Score: Raw -35995617.320773 + Penalty 6073.064219 = -35989544.256555 nChanged 22 SP:Iteration 64Q (37715.640000 sec): 3 clusters Score: Raw -35995622.335535 + Penalty 6073.064219 = -35989549.271317 nChanged 25 SP:Iteration 65Q (37716.240000 sec): 3 clusters Score: Raw -35995629.658066 + Penalty 6073.064219 = -35989556.593848 nChanged 27 SP:Iteration 66Q (37716.830000 sec): 3 clusters Score: Raw -35995635.852636 + Penalty 6073.064219 = -35989562.788417 nChanged 17 SP:Iteration 67Q (37717.430000 sec): 3 clusters Score: Raw -35995638.471784 + Penalty 6073.064219 = -35989565.407565 nChanged 17 SP:Iteration 68Q (37718.020000 sec): 3 clusters Score: Raw -35995641.399072 + Penalty 6073.064219 = -35989568.334853 nChanged 12 SP:Iteration 69Q (37718.610000 sec): 3 clusters Score: Raw -35995643.948649 + Penalty 6073.064219 = -35989570.884430 nChanged 16 SP:Iteration 70Q (37719.210000 sec): 3 clusters Score: Raw -35995647.461402 + Penalty 6073.064219 = -35989574.397184 nChanged 14 SP:Iteration 71Q (37719.800000 sec): 3 clusters Score: Raw -35995651.108588 + Penalty 6073.064219 = -35989578.044369 nChanged 12 SP:Iteration 72Q (37720.400000 sec): 3 clusters Score: Raw -35995653.087550 + Penalty 6073.064219 = -35989580.023331 nChanged 10 SP:Iteration 73Q (37720.990000 sec): 3 clusters Score: Raw -35995655.782960 + Penalty 6073.064219 = -35989582.718742 nChanged 16 SP:Iteration 74Q (37721.580000 sec): 3 clusters Score: Raw -35995659.081450 + Penalty 6073.064219 = -35989586.017232 nChanged 11 SP:Iteration 75Q (37722.170000 sec): 3 clusters Score: Raw -35995660.892392 + Penalty 6073.064219 = -35989587.828174 nChanged 10 SP:Iteration 76Q (37722.760000 sec): 3 clusters Score: Raw -35995662.942745 + Penalty 6073.064219 = -35989589.878526 nChanged 7 SP:Iteration 77Q (37723.350000 sec): 3 clusters Score: Raw -35995664.259677 + Penalty 6073.064219 = -35989591.195458 nChanged 7 SP:Iteration 78Q (37723.950000 sec): 3 clusters Score: Raw -35995666.072522 + Penalty 6073.064219 = -35989593.008304 nChanged 8 SP:Iteration 79Q (37724.540000 sec): 3 clusters Score: Raw -35995668.152087 + Penalty 6073.064219 = -35989595.087868 nChanged 10 SP:Iteration 80F (37725.380000 sec): 3 clusters Score: Raw -35995669.942398 + Penalty 6073.064219 = -35989596.878179 nChanged 17 SP:Iteration 81Q (37725.970000 sec): 3 clusters Score: Raw -35995673.236908 + Penalty 6073.064219 = -35989600.172690 nChanged 15 SP:Iteration 82Q (37726.570000 sec): 3 clusters Score: Raw -35995676.451942 + Penalty 6073.064219 = -35989603.387723 nChanged 14 SP:Iteration 83Q (37727.170000 sec): 3 clusters Score: Raw -35995679.148798 + Penalty 6073.064219 = -35989606.084580 nChanged 14 SP:Iteration 84Q (37727.760000 sec): 3 clusters Score: Raw -35995681.991952 + Penalty 6073.064219 = -35989608.927733 nChanged 14 SP:Iteration 85Q (37728.360000 sec): 3 clusters Score: Raw -35995684.804829 + Penalty 6073.064219 = -35989611.740611 nChanged 7 SP:Iteration 86Q (37728.960000 sec): 3 clusters Score: Raw -35995686.113083 + Penalty 6073.064219 = -35989613.048864 nChanged 7 SP:Iteration 87Q (37729.550000 sec): 3 clusters Score: Raw -35995687.278245 + Penalty 6073.064219 = -35989614.214026 nChanged 6 SP:Iteration 88Q (37730.140000 sec): 3 clusters Score: Raw -35995688.711524 + Penalty 6073.064219 = -35989615.647305 nChanged 6 SP:Iteration 89Q (37730.740000 sec): 3 clusters Score: Raw -35995689.402676 + Penalty 6073.064219 = -35989616.338457 nChanged 2 SP:Iteration 90Q (37731.330000 sec): 3 clusters Score: Raw -35995690.376520 + Penalty 6073.064219 = -35989617.312302 nChanged 7 SP:Iteration 91Q (37731.920000 sec): 3 clusters Score: Raw -35995691.462784 + Penalty 6073.064219 = -35989618.398566 nChanged 3 SP:Iteration 92Q (37732.520000 sec): 3 clusters Score: Raw -35995692.026104 + Penalty 6073.064219 = -35989618.961885 nChanged 4 SP:Iteration 93Q (37733.110000 sec): 3 clusters Score: Raw -35995692.802624 + Penalty 6073.064219 = -35989619.738405 nChanged 2 SP:Iteration 94Q (37733.700000 sec): 3 clusters Score: Raw -35995693.143126 + Penalty 6073.064219 = -35989620.078908 nChanged 2 SP:Iteration 95Q (37734.300000 sec): 3 clusters Score: Raw -35995693.402401 + Penalty 6073.064219 = -35989620.338183 nChanged 3 SP:Iteration 96Q (37734.890000 sec): 3 clusters Score: Raw -35995694.013869 + Penalty 6073.064219 = -35989620.949651 nChanged 3 SP:Iteration 97Q (37735.520000 sec): 3 clusters Score: Raw -35995695.147785 + Penalty 6073.064219 = -35989622.083567 nChanged 7 SP:Iteration 98Q (37736.110000 sec): 3 clusters Score: Raw -35995696.300316 + Penalty 6073.064219 = -35989623.236098 nChanged 5 SP:Iteration 99Q (37736.700000 sec): 3 clusters Score: Raw -35995697.198947 + Penalty 6073.064219 = -35989624.134729 nChanged 5 SP:Iteration 100F (37737.540000 sec): 3 clusters Score: Raw -35995698.799730 + Penalty 6073.064219 = -35989625.735511 nChanged 11 SP:Iteration 101Q (37738.140000 sec): 3 clusters Score: Raw -35995701.638801 + Penalty 6073.064219 = -35989628.574583 nChanged 12 SP:Iteration 102Q (37738.730000 sec): 3 clusters Score: Raw -35995703.934627 + Penalty 6073.064219 = -35989630.870408 nChanged 6 SP:Iteration 103Q (37739.320000 sec): 3 clusters Score: Raw -35995704.756719 + Penalty 6073.064219 = -35989631.692501 nChanged 3 SP:Iteration 104Q (37739.920000 sec): 3 clusters Score: Raw -35995705.517257 + Penalty 6073.064219 = -35989632.453039 nChanged 3 SP:Iteration 105Q (37740.510000 sec): 3 clusters Score: Raw -35995706.386638 + Penalty 6073.064219 = -35989633.322419 nChanged 2 SP:Iteration 106Q (37741.100000 sec): 3 clusters Score: Raw -35995706.838126 + Penalty 6073.064219 = -35989633.773908 nChanged 5 SP:Iteration 107Q (37741.690000 sec): 3 clusters Score: Raw -35995707.831652 + Penalty 6073.064219 = -35989634.767433 nChanged 6 SP:Iteration 108Q (37742.280000 sec): 3 clusters Score: Raw -35995708.990557 + Penalty 6073.064219 = -35989635.926339 nChanged 3 SP:Iteration 109Q (37742.880000 sec): 3 clusters Score: Raw -35995709.429032 + Penalty 6073.064219 = -35989636.364813 nChanged 0 SP:Iteration 110F (37743.720000 sec): 3 clusters Score: Raw -35995709.429032 + Penalty 6073.064219 = -35989636.364813 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 26 (1567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37743.800000 sec): 2 clusters Score: Raw -260438.356770 + Penalty 1824.515724 = -258613.841046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37743.800000 sec): 3 clusters Score: Raw -259949.955675 + Penalty 3649.031448 = -256300.924227 nChanged 494 SP:Iteration 1F (37743.810000 sec): 3 clusters Score: Raw -260476.239496 + Penalty 3649.031448 = -256827.208047 nChanged 124 SP:Iteration 2F (37743.820000 sec): 3 clusters Score: Raw -260739.804183 + Penalty 3649.031448 = -257090.772735 nChanged 110 SP:Iteration 3F (37743.820000 sec): 3 clusters Score: Raw -261012.458511 + Penalty 3649.031448 = -257363.427063 nChanged 107 SP:Iteration 4F (37743.830000 sec): 3 clusters Score: Raw -261242.083822 + Penalty 3649.031448 = -257593.052374 nChanged 92 SP:Iteration 5F (37743.830000 sec): 3 clusters Score: Raw -261423.788182 + Penalty 3649.031448 = -257774.756734 nChanged 81 SP:Iteration 6F (37743.840000 sec): 3 clusters Score: Raw -261621.430810 + Penalty 3649.031448 = -257972.399362 nChanged 71 SP:Iteration 7Q (37743.840000 sec): 3 clusters Score: Raw -261795.324390 + Penalty 3649.031448 = -258146.292942 nChanged 66 SP:Iteration 8Q (37743.850000 sec): 3 clusters Score: Raw -261947.051617 + Penalty 3649.031448 = -258298.020168 nChanged 46 SP:Iteration 9Q (37743.860000 sec): 3 clusters Score: Raw -262030.922252 + Penalty 3649.031448 = -258381.890804 nChanged 25 SP:Iteration 10Q (37743.860000 sec): 3 clusters Score: Raw -262066.292973 + Penalty 3649.031448 = -258417.261525 nChanged 13 SP:Iteration 11Q (37743.860000 sec): 3 clusters Score: Raw -262085.213430 + Penalty 3649.031448 = -258436.181981 nChanged 7 SP:Iteration 12Q (37743.870000 sec): 3 clusters Score: Raw -262093.907567 + Penalty 3649.031448 = -258444.876119 nChanged 6 SP:Iteration 13Q (37743.880000 sec): 3 clusters Score: Raw -262105.059234 + Penalty 3649.031448 = -258456.027786 nChanged 8 SP:Iteration 14Q (37743.880000 sec): 3 clusters Score: Raw -262119.149744 + Penalty 3649.031448 = -258470.118295 nChanged 3 SP:Iteration 15Q (37743.880000 sec): 3 clusters Score: Raw -262121.537373 + Penalty 3649.031448 = -258472.505924 nChanged 1 SP:Iteration 16Q (37743.890000 sec): 3 clusters Score: Raw -262122.451982 + Penalty 3649.031448 = -258473.420533 nChanged 0 SP:Iteration 17F (37743.900000 sec): 3 clusters Score: Raw -262122.451982 + Penalty 3649.031448 = -258473.420533 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 27 (119168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37744.320000 sec): 2 clusters Score: Raw -21134574.893557 + Penalty 2898.695806 = -21131676.197751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37744.820000 sec): 3 clusters Score: Raw -21057700.212173 + Penalty 5797.391612 = -21051902.820561 nChanged 56620 SP:Iteration 1F (37745.310000 sec): 3 clusters Score: Raw -21091269.595590 + Penalty 5797.391612 = -21085472.203978 nChanged 4965 SP:Iteration 2Q (37745.810000 sec): 3 clusters Score: Raw -21092954.829465 + Penalty 5797.391612 = -21087157.437853 nChanged 5860 SP:Iteration 3Q (37746.310000 sec): 3 clusters Score: Raw -21095418.589826 + Penalty 5797.391612 = -21089621.198213 nChanged 6851 SP:Iteration 4F (37746.800000 sec): 3 clusters Score: Raw -21098939.060289 + Penalty 5797.391612 = -21093141.668677 nChanged 7771 SP:Iteration 5F (37747.290000 sec): 3 clusters Score: Raw -21103639.947612 + Penalty 5797.391612 = -21097842.556000 nChanged 8293 SP:Iteration 6F (37747.780000 sec): 3 clusters Score: Raw -21109390.485921 + Penalty 5797.391612 = -21103593.094309 nChanged 8026 SP:Iteration 7F (37748.270000 sec): 3 clusters Score: Raw -21115600.495156 + Penalty 5797.391612 = -21109803.103544 nChanged 6841 SP:Iteration 8F (37748.760000 sec): 3 clusters Score: Raw -21121410.808461 + Penalty 5797.391612 = -21115613.416849 nChanged 5138 SP:Iteration 9Q (37749.250000 sec): 3 clusters Score: Raw -21125933.479135 + Penalty 5797.391612 = -21120136.087522 nChanged 3358 SP:Iteration 10Q (37749.700000 sec): 3 clusters Score: Raw -21128815.546531 + Penalty 5797.391612 = -21123018.154919 nChanged 2104 SP:Iteration 11Q (37750.120000 sec): 3 clusters Score: Raw -21130569.256590 + Penalty 5797.391612 = -21124771.864978 nChanged 1474 SP:Iteration 12Q (37750.510000 sec): 3 clusters Score: Raw -21131614.689405 + Penalty 5797.391612 = -21125817.297793 nChanged 1038 SP:Iteration 13Q (37750.890000 sec): 3 clusters Score: Raw -21132242.066105 + Penalty 5797.391612 = -21126444.674493 nChanged 750 SP:Iteration 14Q (37751.250000 sec): 3 clusters Score: Raw -21132652.313905 + Penalty 5797.391612 = -21126854.922293 nChanged 591 SP:Iteration 15Q (37751.620000 sec): 3 clusters Score: Raw -21132942.086481 + Penalty 5797.391612 = -21127144.694868 nChanged 526 SP:Iteration 16Q (37751.980000 sec): 3 clusters Score: Raw -21133173.757917 + Penalty 5797.391612 = -21127376.366304 nChanged 418 SP:Iteration 17Q (37752.340000 sec): 3 clusters Score: Raw -21133339.273094 + Penalty 5797.391612 = -21127541.881482 nChanged 356 SP:Iteration 18Q (37752.700000 sec): 3 clusters Score: Raw -21133483.723553 + Penalty 5797.391612 = -21127686.331940 nChanged 325 SP:Iteration 19Q (37753.050000 sec): 3 clusters Score: Raw -21133609.906445 + Penalty 5797.391612 = -21127812.514832 nChanged 311 SP:Iteration 20F (37753.530000 sec): 3 clusters Score: Raw -21133732.700857 + Penalty 5797.391612 = -21127935.309245 nChanged 287 SP:Iteration 21Q (37753.880000 sec): 3 clusters Score: Raw -21133834.815703 + Penalty 5797.391612 = -21128037.424090 nChanged 226 SP:Iteration 22Q (37754.230000 sec): 3 clusters Score: Raw -21133908.242751 + Penalty 5797.391612 = -21128110.851138 nChanged 212 SP:Iteration 23Q (37754.570000 sec): 3 clusters Score: Raw -21133980.517987 + Penalty 5797.391612 = -21128183.126375 nChanged 206 SP:Iteration 24Q (37754.920000 sec): 3 clusters Score: Raw -21134065.512865 + Penalty 5797.391612 = -21128268.121253 nChanged 214 SP:Iteration 25Q (37755.270000 sec): 3 clusters Score: Raw -21134157.981415 + Penalty 5797.391612 = -21128360.589803 nChanged 186 SP:Iteration 26Q (37755.610000 sec): 3 clusters Score: Raw -21134241.843290 + Penalty 5797.391612 = -21128444.451677 nChanged 168 SP:Iteration 27Q (37755.960000 sec): 3 clusters Score: Raw -21134315.545470 + Penalty 5797.391612 = -21128518.153858 nChanged 153 SP:Iteration 28Q (37756.300000 sec): 3 clusters Score: Raw -21134385.313847 + Penalty 5797.391612 = -21128587.922235 nChanged 137 SP:Iteration 29Q (37756.640000 sec): 3 clusters Score: Raw -21134447.299267 + Penalty 5797.391612 = -21128649.907654 nChanged 116 SP:Iteration 30Q (37756.980000 sec): 3 clusters Score: Raw -21134493.819568 + Penalty 5797.391612 = -21128696.427955 nChanged 115 SP:Iteration 31Q (37757.320000 sec): 3 clusters Score: Raw -21134540.969631 + Penalty 5797.391612 = -21128743.578019 nChanged 99 SP:Iteration 32Q (37757.660000 sec): 3 clusters Score: Raw -21134581.082179 + Penalty 5797.391612 = -21128783.690566 nChanged 83 SP:Iteration 33Q (37758.000000 sec): 3 clusters Score: Raw -21134621.085912 + Penalty 5797.391612 = -21128823.694300 nChanged 85 SP:Iteration 34Q (37758.340000 sec): 3 clusters Score: Raw -21134657.125236 + Penalty 5797.391612 = -21128859.733624 nChanged 64 SP:Iteration 35Q (37758.680000 sec): 3 clusters Score: Raw -21134686.340022 + Penalty 5797.391612 = -21128888.948409 nChanged 65 SP:Iteration 36Q (37759.020000 sec): 3 clusters Score: Raw -21134717.120657 + Penalty 5797.391612 = -21128919.729045 nChanged 61 SP:Iteration 37Q (37759.350000 sec): 3 clusters Score: Raw -21134747.695228 + Penalty 5797.391612 = -21128950.303616 nChanged 50 SP:Iteration 38Q (37759.700000 sec): 3 clusters Score: Raw -21134773.129014 + Penalty 5797.391612 = -21128975.737401 nChanged 42 SP:Iteration 39Q (37760.030000 sec): 3 clusters Score: Raw -21134789.393728 + Penalty 5797.391612 = -21128992.002115 nChanged 35 SP:Iteration 40F (37760.510000 sec): 3 clusters Score: Raw -21134804.373951 + Penalty 5797.391612 = -21129006.982339 nChanged 32 SP:Iteration 41Q (37760.850000 sec): 3 clusters Score: Raw -21134818.378923 + Penalty 5797.391612 = -21129020.987310 nChanged 22 SP:Iteration 42Q (37761.190000 sec): 3 clusters Score: Raw -21134828.783154 + Penalty 5797.391612 = -21129031.391541 nChanged 24 SP:Iteration 43Q (37761.520000 sec): 3 clusters Score: Raw -21134838.571806 + Penalty 5797.391612 = -21129041.180194 nChanged 16 SP:Iteration 44Q (37761.860000 sec): 3 clusters Score: Raw -21134845.004897 + Penalty 5797.391612 = -21129047.613285 nChanged 12 SP:Iteration 45Q (37762.200000 sec): 3 clusters Score: Raw -21134850.572996 + Penalty 5797.391612 = -21129053.181384 nChanged 15 SP:Iteration 46Q (37762.530000 sec): 3 clusters Score: Raw -21134856.129100 + Penalty 5797.391612 = -21129058.737487 nChanged 16 SP:Iteration 47Q (37762.870000 sec): 3 clusters Score: Raw -21134862.835134 + Penalty 5797.391612 = -21129065.443521 nChanged 16 SP:Iteration 48Q (37763.210000 sec): 3 clusters Score: Raw -21134870.328490 + Penalty 5797.391612 = -21129072.936878 nChanged 11 SP:Iteration 49Q (37763.550000 sec): 3 clusters Score: Raw -21134875.850573 + Penalty 5797.391612 = -21129078.458961 nChanged 17 SP:Iteration 50Q (37763.880000 sec): 3 clusters Score: Raw -21134882.259786 + Penalty 5797.391612 = -21129084.868173 nChanged 10 SP:Iteration 51Q (37764.220000 sec): 3 clusters Score: Raw -21134885.740817 + Penalty 5797.391612 = -21129088.349205 nChanged 5 SP:Iteration 52Q (37764.560000 sec): 3 clusters Score: Raw -21134888.271031 + Penalty 5797.391612 = -21129090.879419 nChanged 5 SP:Iteration 53Q (37764.890000 sec): 3 clusters Score: Raw -21134890.502538 + Penalty 5797.391612 = -21129093.110926 nChanged 2 SP:Iteration 54Q (37765.230000 sec): 3 clusters Score: Raw -21134891.216491 + Penalty 5797.391612 = -21129093.824879 nChanged 5 SP:Iteration 55Q (37765.560000 sec): 3 clusters Score: Raw -21134893.042729 + Penalty 5797.391612 = -21129095.651116 nChanged 4 SP:Iteration 56Q (37765.900000 sec): 3 clusters Score: Raw -21134894.230717 + Penalty 5797.391612 = -21129096.839104 nChanged 5 SP:Iteration 57Q (37766.230000 sec): 3 clusters Score: Raw -21134896.394319 + Penalty 5797.391612 = -21129099.002707 nChanged 6 SP:Iteration 58Q (37766.560000 sec): 3 clusters Score: Raw -21134899.607920 + Penalty 5797.391612 = -21129102.216308 nChanged 4 SP:Iteration 59Q (37766.900000 sec): 3 clusters Score: Raw -21134901.065793 + Penalty 5797.391612 = -21129103.674180 nChanged 7 SP:Iteration 60F (37767.380000 sec): 3 clusters Score: Raw -21134903.839960 + Penalty 5797.391612 = -21129106.448348 nChanged 4 SP:Iteration 61Q (37767.720000 sec): 3 clusters Score: Raw -21134905.174474 + Penalty 5797.391612 = -21129107.782861 nChanged 3 SP:Iteration 62Q (37768.050000 sec): 3 clusters Score: Raw -21134906.251374 + Penalty 5797.391612 = -21129108.859761 nChanged 2 SP:Iteration 63Q (37768.390000 sec): 3 clusters Score: Raw -21134906.806899 + Penalty 5797.391612 = -21129109.415287 nChanged 1 SP:Iteration 64Q (37768.720000 sec): 3 clusters Score: Raw -21134907.075158 + Penalty 5797.391612 = -21129109.683546 nChanged 0 SP:Iteration 65F (37769.200000 sec): 3 clusters Score: Raw -21134907.075158 + Penalty 5797.391612 = -21129109.683546 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 28 (2488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37769.260000 sec): 2 clusters Score: Raw -397329.460314 + Penalty 1939.170145 = -395390.290169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37769.270000 sec): 3 clusters Score: Raw -396311.583931 + Penalty 3878.340289 = -392433.243641 nChanged 809 SP:Iteration 1F (37769.280000 sec): 3 clusters Score: Raw -396958.841358 + Penalty 3878.340289 = -393080.501069 nChanged 232 SP:Iteration 2F (37769.290000 sec): 3 clusters Score: Raw -397174.153491 + Penalty 3878.340289 = -393295.813202 nChanged 127 SP:Iteration 3F (37769.300000 sec): 3 clusters Score: Raw -397291.126399 + Penalty 3878.340289 = -393412.786110 nChanged 106 SP:Iteration 4Q (37769.310000 sec): 3 clusters Score: Raw -397382.502300 + Penalty 3878.340289 = -393504.162010 nChanged 87 SP:Iteration 5Q (37769.320000 sec): 3 clusters Score: Raw -397469.958090 + Penalty 3878.340289 = -393591.617801 nChanged 74 SP:Iteration 6Q (37769.320000 sec): 3 clusters Score: Raw -397534.762225 + Penalty 3878.340289 = -393656.421936 nChanged 63 SP:Iteration 7Q (37769.340000 sec): 3 clusters Score: Raw -397592.291956 + Penalty 3878.340289 = -393713.951667 nChanged 64 SP:Iteration 8Q (37769.340000 sec): 3 clusters Score: Raw -397658.727192 + Penalty 3878.340289 = -393780.386903 nChanged 62 SP:Iteration 9Q (37769.350000 sec): 3 clusters Score: Raw -397734.486675 + Penalty 3878.340289 = -393856.146386 nChanged 55 SP:Iteration 10Q (37769.360000 sec): 3 clusters Score: Raw -397790.015097 + Penalty 3878.340289 = -393911.674808 nChanged 60 SP:Iteration 11Q (37769.370000 sec): 3 clusters Score: Raw -397845.945828 + Penalty 3878.340289 = -393967.605539 nChanged 48 SP:Iteration 12Q (37769.380000 sec): 3 clusters Score: Raw -397892.601158 + Penalty 3878.340289 = -394014.260869 nChanged 56 SP:Iteration 13Q (37769.390000 sec): 3 clusters Score: Raw -397956.810485 + Penalty 3878.340289 = -394078.470196 nChanged 66 SP:Iteration 14Q (37769.400000 sec): 3 clusters Score: Raw -398014.539530 + Penalty 3878.340289 = -394136.199241 nChanged 40 SP:Iteration 15Q (37769.410000 sec): 3 clusters Score: Raw -398049.905360 + Penalty 3878.340289 = -394171.565071 nChanged 36 SP:Iteration 16Q (37769.420000 sec): 3 clusters Score: Raw -398078.288666 + Penalty 3878.340289 = -394199.948377 nChanged 36 SP:Iteration 17Q (37769.430000 sec): 3 clusters Score: Raw -398105.418322 + Penalty 3878.340289 = -394227.078033 nChanged 20 SP:Iteration 18Q (37769.440000 sec): 3 clusters Score: Raw -398122.367242 + Penalty 3878.340289 = -394244.026953 nChanged 19 SP:Iteration 19Q (37769.440000 sec): 3 clusters Score: Raw -398134.638502 + Penalty 3878.340289 = -394256.298213 nChanged 14 SP:Iteration 20F (37769.460000 sec): 3 clusters Score: Raw -398146.040482 + Penalty 3878.340289 = -394267.700193 nChanged 13 SP:Iteration 21Q (37769.460000 sec): 3 clusters Score: Raw -398155.774730 + Penalty 3878.340289 = -394277.434441 nChanged 19 SP:Iteration 22Q (37769.470000 sec): 3 clusters Score: Raw -398166.115379 + Penalty 3878.340289 = -394287.775090 nChanged 14 SP:Iteration 23Q (37769.480000 sec): 3 clusters Score: Raw -398171.749838 + Penalty 3878.340289 = -394293.409549 nChanged 10 SP:Iteration 24Q (37769.490000 sec): 3 clusters Score: Raw -398176.650055 + Penalty 3878.340289 = -394298.309766 nChanged 7 SP:Iteration 25Q (37769.500000 sec): 3 clusters Score: Raw -398180.037204 + Penalty 3878.340289 = -394301.696915 nChanged 6 SP:Iteration 26Q (37769.510000 sec): 3 clusters Score: Raw -398182.712777 + Penalty 3878.340289 = -394304.372488 nChanged 2 SP:Iteration 27Q (37769.520000 sec): 3 clusters Score: Raw -398183.579731 + Penalty 3878.340289 = -394305.239442 nChanged 3 SP:Iteration 28Q (37769.530000 sec): 3 clusters Score: Raw -398184.262941 + Penalty 3878.340289 = -394305.922651 nChanged 2 SP:Iteration 29Q (37769.540000 sec): 3 clusters Score: Raw -398184.825658 + Penalty 3878.340289 = -394306.485368 nChanged 0 SP:Iteration 30F (37769.540000 sec): 3 clusters Score: Raw -398184.825658 + Penalty 3878.340289 = -394306.485368 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 29 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37769.550000 sec): 2 clusters Score: Raw -10678.825835 + Penalty 1101.777512 = -9577.048323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37769.560000 sec): 3 clusters Score: Raw -11021.868989 + Penalty 2203.555023 = -8818.313966 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 30 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37769.560000 sec): 2 clusters Score: Raw -89048.722643 + Penalty 1578.458188 = -87470.264455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37769.560000 sec): 3 clusters Score: Raw -89035.382465 + Penalty 3156.916375 = -85878.466090 nChanged 122 SP:Iteration 1F (37769.570000 sec): 3 clusters Score: Raw -89288.885798 + Penalty 3156.916375 = -86131.969422 nChanged 39 SP:Iteration 2F (37769.570000 sec): 3 clusters Score: Raw -89443.870607 + Penalty 3156.916375 = -86286.954232 nChanged 28 SP:Iteration 3Q (37769.570000 sec): 3 clusters Score: Raw -89571.504696 + Penalty 3156.916375 = -86414.588321 nChanged 29 SP:Iteration 4Q (37769.580000 sec): 3 clusters Score: Raw -89826.470877 + Penalty 3156.916375 = -86669.554502 nChanged 41 SP:Iteration 5F (37769.580000 sec): 3 clusters Score: Raw -89987.858531 + Penalty 3156.916375 = -86830.942156 nChanged 24 SP:Iteration 6Q (37769.580000 sec): 3 clusters Score: Raw -90074.484140 + Penalty 3156.916375 = -86917.567765 nChanged 21 SP:Iteration 7Q (37769.580000 sec): 3 clusters Score: Raw -90134.959079 + Penalty 3156.916375 = -86978.042703 nChanged 8 SP:Iteration 8Q (37769.580000 sec): 3 clusters Score: Raw -90153.634152 + Penalty 3156.916375 = -86996.717776 nChanged 4 SP:Iteration 9Q (37769.580000 sec): 3 clusters Score: Raw -90160.921732 + Penalty 3156.916375 = -87004.005357 nChanged 4 SP:Iteration 10Q (37769.590000 sec): 3 clusters Score: Raw -90170.554282 + Penalty 3156.916375 = -87013.637907 nChanged 3 SP:Iteration 11Q (37769.590000 sec): 3 clusters Score: Raw -90178.325467 + Penalty 3156.916375 = -87021.409092 nChanged 1 SP:Iteration 12Q (37769.590000 sec): 3 clusters Score: Raw -90179.008135 + Penalty 3156.916375 = -87022.091760 nChanged 1 SP:Iteration 13Q (37769.590000 sec): 3 clusters Score: Raw -90181.310286 + Penalty 3156.916375 = -87024.393911 nChanged 1 SP:Iteration 14Q (37769.600000 sec): 3 clusters Score: Raw -90182.629213 + Penalty 3156.916375 = -87025.712838 nChanged 0 SP:Iteration 15F (37769.600000 sec): 3 clusters Score: Raw -90182.629213 + Penalty 3156.916375 = -87025.712838 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 31 (1335406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (37774.250000 sec): 2 clusters Score: Raw -233616231.415223 + Penalty 3497.976989 = -233612733.438234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (37779.790000 sec): 3 clusters Score: Raw -232710104.895828 + Penalty 6995.953978 = -232703108.941850 nChanged 658095 SP:Iteration 1F (37785.290000 sec): 3 clusters Score: Raw -233110003.172518 + Penalty 6995.953978 = -233103007.218540 nChanged 27260 SP:Iteration 2Q (37790.910000 sec): 3 clusters Score: Raw -233114424.293361 + Penalty 6995.953978 = -233107428.339383 nChanged 31354 SP:Iteration 3Q (37796.510000 sec): 3 clusters Score: Raw -233120713.953594 + Penalty 6995.953978 = -233113717.999616 nChanged 38028 SP:Iteration 4Q (37802.140000 sec): 3 clusters Score: Raw -233130636.997100 + Penalty 6995.953978 = -233123641.043122 nChanged 48779 SP:Iteration 5Q (37807.750000 sec): 3 clusters Score: Raw -233147798.706309 + Penalty 6995.953978 = -233140802.752331 nChanged 64799 SP:Iteration 6Q (37813.370000 sec): 3 clusters Score: Raw -233179046.561643 + Penalty 6995.953978 = -233172050.607665 nChanged 84749 SP:Iteration 7F (37818.860000 sec): 3 clusters Score: Raw -233233363.072386 + Penalty 6995.953978 = -233226367.118408 nChanged 103438 SP:Iteration 8F (37824.340000 sec): 3 clusters Score: Raw -233315456.811838 + Penalty 6995.953978 = -233308460.857860 nChanged 107826 SP:Iteration 9F (37829.810000 sec): 3 clusters Score: Raw -233412492.176183 + Penalty 6995.953978 = -233405496.222205 nChanged 92600 SP:Iteration 10F (37835.260000 sec): 3 clusters Score: Raw -233498872.824036 + Penalty 6995.953978 = -233491876.870058 nChanged 64075 SP:Iteration 11Q (37840.390000 sec): 3 clusters Score: Raw -233557791.702422 + Penalty 6995.953978 = -233550795.748444 nChanged 37238 SP:Iteration 12Q (37845.090000 sec): 3 clusters Score: Raw -233590304.175951 + Penalty 6995.953978 = -233583308.221973 nChanged 18600 SP:Iteration 13Q (37849.400000 sec): 3 clusters Score: Raw -233605477.237663 + Penalty 6995.953978 = -233598481.283685 nChanged 8849 SP:Iteration 14Q (37853.470000 sec): 3 clusters Score: Raw -233612433.032154 + Penalty 6995.953978 = -233605437.078176 nChanged 4118 SP:Iteration 15Q (37857.410000 sec): 3 clusters Score: Raw -233615528.372966 + Penalty 6995.953978 = -233608532.418988 nChanged 2143 SP:Iteration 16Q (37861.260000 sec): 3 clusters Score: Raw -233616969.018912 + Penalty 6995.953978 = -233609973.064934 nChanged 1223 SP:Iteration 17Q (37865.090000 sec): 3 clusters Score: Raw -233617712.619914 + Penalty 6995.953978 = -233610716.665936 nChanged 879 SP:Iteration 18Q (37868.890000 sec): 3 clusters Score: Raw -233618150.889478 + Penalty 6995.953978 = -233611154.935500 nChanged 619 SP:Iteration 19Q (37872.680000 sec): 3 clusters Score: Raw -233618395.471434 + Penalty 6995.953978 = -233611399.517456 nChanged 437 SP:Iteration 20F (37878.090000 sec): 3 clusters Score: Raw -233618547.381341 + Penalty 6995.953978 = -233611551.427363 nChanged 342 SP:Iteration 21Q (37881.870000 sec): 3 clusters Score: Raw -233618657.982432 + Penalty 6995.953978 = -233611662.028454 nChanged 275 SP:Iteration 22Q (37885.650000 sec): 3 clusters Score: Raw -233618730.157462 + Penalty 6995.953978 = -233611734.203484 nChanged 203 SP:Iteration 23Q (37889.430000 sec): 3 clusters Score: Raw -233618772.360161 + Penalty 6995.953978 = -233611776.406183 nChanged 178 SP:Iteration 24Q (37893.210000 sec): 3 clusters Score: Raw -233618808.710175 + Penalty 6995.953978 = -233611812.756197 nChanged 161 SP:Iteration 25Q (37896.980000 sec): 3 clusters Score: Raw -233618839.921342 + Penalty 6995.953978 = -233611843.967364 nChanged 131 SP:Iteration 26Q (37900.750000 sec): 3 clusters Score: Raw -233618859.194988 + Penalty 6995.953978 = -233611863.241010 nChanged 93 SP:Iteration 27Q (37904.530000 sec): 3 clusters Score: Raw -233618872.374289 + Penalty 6995.953978 = -233611876.420311 nChanged 77 SP:Iteration 28Q (37908.300000 sec): 3 clusters Score: Raw -233618883.686268 + Penalty 6995.953978 = -233611887.732290 nChanged 70 SP:Iteration 29Q (37912.070000 sec): 3 clusters Score: Raw -233618892.179738 + Penalty 6995.953978 = -233611896.225760 nChanged 41 SP:Iteration 30Q (37915.850000 sec): 3 clusters Score: Raw -233618896.413364 + Penalty 6995.953978 = -233611900.459386 nChanged 34 SP:Iteration 31Q (37919.620000 sec): 3 clusters Score: Raw -233618899.647783 + Penalty 6995.953978 = -233611903.693805 nChanged 33 SP:Iteration 32Q (37923.380000 sec): 3 clusters Score: Raw -233618902.587515 + Penalty 6995.953978 = -233611906.633537 nChanged 21 SP:Iteration 33Q (37927.160000 sec): 3 clusters Score: Raw -233618904.989068 + Penalty 6995.953978 = -233611909.035090 nChanged 19 SP:Iteration 34Q (37930.930000 sec): 3 clusters Score: Raw -233618906.756175 + Penalty 6995.953978 = -233611910.802197 nChanged 24 SP:Iteration 35Q (37934.700000 sec): 3 clusters Score: Raw -233618908.812930 + Penalty 6995.953978 = -233611912.858952 nChanged 18 SP:Iteration 36Q (37938.480000 sec): 3 clusters Score: Raw -233618910.353663 + Penalty 6995.953978 = -233611914.399685 nChanged 19 SP:Iteration 37Q (37942.260000 sec): 3 clusters Score: Raw -233618912.130420 + Penalty 6995.953978 = -233611916.176442 nChanged 19 SP:Iteration 38Q (37946.030000 sec): 3 clusters Score: Raw -233618913.692066 + Penalty 6995.953978 = -233611917.738088 nChanged 14 SP:Iteration 39Q (37949.800000 sec): 3 clusters Score: Raw -233618914.600154 + Penalty 6995.953978 = -233611918.646176 nChanged 8 SP:Iteration 40F (37955.200000 sec): 3 clusters Score: Raw -233618915.238321 + Penalty 6995.953978 = -233611919.284343 nChanged 10 SP:Iteration 41Q (37958.970000 sec): 3 clusters Score: Raw -233618916.064197 + Penalty 6995.953978 = -233611920.110219 nChanged 7 SP:Iteration 42Q (37962.750000 sec): 3 clusters Score: Raw -233618916.416191 + Penalty 6995.953978 = -233611920.462213 nChanged 5 SP:Iteration 43Q (37966.540000 sec): 3 clusters Score: Raw -233618916.834245 + Penalty 6995.953978 = -233611920.880267 nChanged 10 SP:Iteration 44Q (37970.310000 sec): 3 clusters Score: Raw -233618917.579060 + Penalty 6995.953978 = -233611921.625082 nChanged 4 SP:Iteration 45Q (37974.090000 sec): 3 clusters Score: Raw -233618917.807188 + Penalty 6995.953978 = -233611921.853210 nChanged 4 SP:Iteration 46Q (37977.860000 sec): 3 clusters Score: Raw -233618918.238456 + Penalty 6995.953978 = -233611922.284477 nChanged 6 SP:Iteration 47Q (37981.630000 sec): 3 clusters Score: Raw -233618918.965289 + Penalty 6995.953978 = -233611923.011311 nChanged 9 SP:Iteration 48Q (37985.410000 sec): 3 clusters Score: Raw -233618919.681914 + Penalty 6995.953978 = -233611923.727936 nChanged 7 SP:Iteration 49Q (37989.180000 sec): 3 clusters Score: Raw -233618920.338737 + Penalty 6995.953978 = -233611924.384759 nChanged 6 SP:Iteration 50Q (37992.960000 sec): 3 clusters Score: Raw -233618920.822664 + Penalty 6995.953978 = -233611924.868686 nChanged 2 SP:Iteration 51Q (37996.730000 sec): 3 clusters Score: Raw -233618920.970174 + Penalty 6995.953978 = -233611925.016196 nChanged 0 SP:Iteration 52F (38002.130000 sec): 3 clusters Score: Raw -233618920.970174 + Penalty 6995.953978 = -233611925.016196 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 32 (9284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38002.590000 sec): 2 clusters Score: Raw -1568229.949594 + Penalty 2265.739846 = -1565964.209747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38002.630000 sec): 3 clusters Score: Raw -1563285.272452 + Penalty 4531.479693 = -1558753.792760 nChanged 3809 SP:Iteration 1F (38002.670000 sec): 3 clusters Score: Raw -1565399.843222 + Penalty 4531.479693 = -1560868.363530 nChanged 672 SP:Iteration 2F (38002.700000 sec): 3 clusters Score: Raw -1565755.410871 + Penalty 4531.479693 = -1561223.931178 nChanged 530 SP:Iteration 3F (38002.740000 sec): 3 clusters Score: Raw -1566037.432075 + Penalty 4531.479693 = -1561505.952382 nChanged 453 SP:Iteration 4Q (38002.780000 sec): 3 clusters Score: Raw -1566292.454058 + Penalty 4531.479693 = -1561760.974365 nChanged 425 SP:Iteration 5Q (38002.810000 sec): 3 clusters Score: Raw -1566519.913023 + Penalty 4531.479693 = -1561988.433330 nChanged 384 SP:Iteration 6Q (38002.850000 sec): 3 clusters Score: Raw -1566750.334007 + Penalty 4531.479693 = -1562218.854315 nChanged 381 SP:Iteration 7Q (38002.890000 sec): 3 clusters Score: Raw -1566986.817084 + Penalty 4531.479693 = -1562455.337392 nChanged 377 SP:Iteration 8Q (38002.920000 sec): 3 clusters Score: Raw -1567243.448935 + Penalty 4531.479693 = -1562711.969242 nChanged 370 SP:Iteration 9Q (38002.960000 sec): 3 clusters Score: Raw -1567509.955655 + Penalty 4531.479693 = -1562978.475962 nChanged 322 SP:Iteration 10Q (38003.000000 sec): 3 clusters Score: Raw -1567746.633566 + Penalty 4531.479693 = -1563215.153873 nChanged 257 SP:Iteration 11Q (38003.030000 sec): 3 clusters Score: Raw -1567924.888885 + Penalty 4531.479693 = -1563393.409192 nChanged 235 SP:Iteration 12Q (38003.060000 sec): 3 clusters Score: Raw -1568080.952683 + Penalty 4531.479693 = -1563549.472990 nChanged 196 SP:Iteration 13Q (38003.100000 sec): 3 clusters Score: Raw -1568223.361428 + Penalty 4531.479693 = -1563691.881735 nChanged 174 SP:Iteration 14Q (38003.140000 sec): 3 clusters Score: Raw -1568353.468997 + Penalty 4531.479693 = -1563821.989304 nChanged 153 SP:Iteration 15Q (38003.170000 sec): 3 clusters Score: Raw -1568470.023503 + Penalty 4531.479693 = -1563938.543810 nChanged 124 SP:Iteration 16Q (38003.200000 sec): 3 clusters Score: Raw -1568574.429940 + Penalty 4531.479693 = -1564042.950247 nChanged 115 SP:Iteration 17Q (38003.230000 sec): 3 clusters Score: Raw -1568661.625675 + Penalty 4531.479693 = -1564130.145983 nChanged 81 SP:Iteration 18Q (38003.260000 sec): 3 clusters Score: Raw -1568716.060557 + Penalty 4531.479693 = -1564184.580864 nChanged 64 SP:Iteration 19Q (38003.300000 sec): 3 clusters Score: Raw -1568763.139115 + Penalty 4531.479693 = -1564231.659422 nChanged 59 SP:Iteration 20F (38003.330000 sec): 3 clusters Score: Raw -1568811.873410 + Penalty 4531.479693 = -1564280.393718 nChanged 44 SP:Iteration 21Q (38003.360000 sec): 3 clusters Score: Raw -1568839.049456 + Penalty 4531.479693 = -1564307.569764 nChanged 36 SP:Iteration 22Q (38003.390000 sec): 3 clusters Score: Raw -1568860.643193 + Penalty 4531.479693 = -1564329.163500 nChanged 28 SP:Iteration 23Q (38003.420000 sec): 3 clusters Score: Raw -1568872.891065 + Penalty 4531.479693 = -1564341.411373 nChanged 18 SP:Iteration 24Q (38003.450000 sec): 3 clusters Score: Raw -1568882.671762 + Penalty 4531.479693 = -1564351.192069 nChanged 12 SP:Iteration 25Q (38003.480000 sec): 3 clusters Score: Raw -1568888.375685 + Penalty 4531.479693 = -1564356.895992 nChanged 14 SP:Iteration 26Q (38003.510000 sec): 3 clusters Score: Raw -1568894.250303 + Penalty 4531.479693 = -1564362.770611 nChanged 8 SP:Iteration 27Q (38003.540000 sec): 3 clusters Score: Raw -1568898.251721 + Penalty 4531.479693 = -1564366.772028 nChanged 9 SP:Iteration 28Q (38003.570000 sec): 3 clusters Score: Raw -1568904.323756 + Penalty 4531.479693 = -1564372.844063 nChanged 12 SP:Iteration 29Q (38003.600000 sec): 3 clusters Score: Raw -1568909.920827 + Penalty 4531.479693 = -1564378.441134 nChanged 14 SP:Iteration 30Q (38003.630000 sec): 3 clusters Score: Raw -1568919.113621 + Penalty 4531.479693 = -1564387.633928 nChanged 10 SP:Iteration 31Q (38003.660000 sec): 3 clusters Score: Raw -1568925.167955 + Penalty 4531.479693 = -1564393.688263 nChanged 7 SP:Iteration 32Q (38003.690000 sec): 3 clusters Score: Raw -1568927.607185 + Penalty 4531.479693 = -1564396.127492 nChanged 7 SP:Iteration 33Q (38003.720000 sec): 3 clusters Score: Raw -1568931.485882 + Penalty 4531.479693 = -1564400.006189 nChanged 3 SP:Iteration 34Q (38003.740000 sec): 3 clusters Score: Raw -1568932.854790 + Penalty 4531.479693 = -1564401.375098 nChanged 1 SP:Iteration 35Q (38003.770000 sec): 3 clusters Score: Raw -1568933.199870 + Penalty 4531.479693 = -1564401.720177 nChanged 0 SP:Iteration 36F (38003.810000 sec): 3 clusters Score: Raw -1568933.199870 + Penalty 4531.479693 = -1564401.720177 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 33 (1992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38003.820000 sec): 2 clusters Score: Raw -321751.741042 + Penalty 1884.029821 = -319867.711221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38003.830000 sec): 3 clusters Score: Raw -321135.502239 + Penalty 3768.059641 = -317367.442597 nChanged 660 SP:Iteration 1F (38003.840000 sec): 3 clusters Score: Raw -321849.747859 + Penalty 3768.059641 = -318081.688218 nChanged 188 SP:Iteration 2F (38003.850000 sec): 3 clusters Score: Raw -322263.348328 + Penalty 3768.059641 = -318495.288686 nChanged 180 SP:Iteration 3F (38003.860000 sec): 3 clusters Score: Raw -322635.445133 + Penalty 3768.059641 = -318867.385492 nChanged 151 SP:Iteration 4F (38003.860000 sec): 3 clusters Score: Raw -322912.836703 + Penalty 3768.059641 = -319144.777062 nChanged 126 SP:Iteration 5F (38003.870000 sec): 3 clusters Score: Raw -323106.915570 + Penalty 3768.059641 = -319338.855929 nChanged 80 SP:Iteration 6Q (38003.880000 sec): 3 clusters Score: Raw -323227.586384 + Penalty 3768.059641 = -319459.526743 nChanged 50 SP:Iteration 7Q (38003.890000 sec): 3 clusters Score: Raw -323303.760616 + Penalty 3768.059641 = -319535.700975 nChanged 26 SP:Iteration 8Q (38003.900000 sec): 3 clusters Score: Raw -323326.901301 + Penalty 3768.059641 = -319558.841660 nChanged 12 SP:Iteration 9Q (38003.900000 sec): 3 clusters Score: Raw -323340.338782 + Penalty 3768.059641 = -319572.279141 nChanged 6 SP:Iteration 10Q (38003.910000 sec): 3 clusters Score: Raw -323347.317378 + Penalty 3768.059641 = -319579.257737 nChanged 5 SP:Iteration 11Q (38003.920000 sec): 3 clusters Score: Raw -323350.504132 + Penalty 3768.059641 = -319582.444491 nChanged 3 SP:Iteration 12Q (38003.920000 sec): 3 clusters Score: Raw -323351.698017 + Penalty 3768.059641 = -319583.638376 nChanged 3 SP:Iteration 13Q (38003.930000 sec): 3 clusters Score: Raw -323355.064309 + Penalty 3768.059641 = -319587.004668 nChanged 3 SP:Iteration 14Q (38003.940000 sec): 3 clusters Score: Raw -323357.862262 + Penalty 3768.059641 = -319589.802620 nChanged 1 SP:Iteration 15Q (38003.940000 sec): 3 clusters Score: Raw -323358.927524 + Penalty 3768.059641 = -319590.867883 nChanged 1 SP:Iteration 16Q (38003.950000 sec): 3 clusters Score: Raw -323360.077177 + Penalty 3768.059641 = -319592.017536 nChanged 0 SP:Iteration 17F (38003.960000 sec): 3 clusters Score: Raw -323360.077177 + Penalty 3768.059641 = -319592.017536 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 34 (461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38003.970000 sec): 2 clusters Score: Raw -60611.932370 + Penalty 1521.082715 = -59090.849655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38003.970000 sec): 3 clusters Score: Raw -60755.628290 + Penalty 3042.165429 = -57713.462861 nChanged 85 SP:Iteration 1F (38003.970000 sec): 3 clusters Score: Raw -60996.432368 + Penalty 3042.165429 = -57954.266939 nChanged 31 SP:Iteration 2F (38003.970000 sec): 3 clusters Score: Raw -61161.029858 + Penalty 3042.165429 = -58118.864429 nChanged 14 SP:Iteration 3Q (38003.980000 sec): 3 clusters Score: Raw -61219.155896 + Penalty 3042.165429 = -58176.990466 nChanged 18 SP:Iteration 4Q (38003.980000 sec): 3 clusters Score: Raw -61330.850370 + Penalty 3042.165429 = -58288.684940 nChanged 19 SP:Iteration 5Q (38003.980000 sec): 3 clusters Score: Raw -61452.212627 + Penalty 3042.165429 = -58410.047197 nChanged 16 SP:Iteration 6Q (38003.980000 sec): 3 clusters Score: Raw -61499.304456 + Penalty 3042.165429 = -58457.139027 nChanged 16 SP:Iteration 7Q (38003.980000 sec): 3 clusters Score: Raw -61559.327597 + Penalty 3042.165429 = -58517.162167 nChanged 19 SP:Iteration 8Q (38003.980000 sec): 3 clusters Score: Raw -61631.443462 + Penalty 3042.165429 = -58589.278033 nChanged 8 SP:Iteration 9Q (38003.980000 sec): 3 clusters Score: Raw -61670.169143 + Penalty 3042.165429 = -58628.003713 nChanged 7 SP:Iteration 10Q (38003.990000 sec): 3 clusters Score: Raw -61720.178905 + Penalty 3042.165429 = -58678.013476 nChanged 2 SP:Iteration 11Q (38003.990000 sec): 3 clusters Score: Raw -61722.751474 + Penalty 3042.165429 = -58680.586045 nChanged 1 SP:Iteration 12Q (38003.990000 sec): 3 clusters Score: Raw -61723.080046 + Penalty 3042.165429 = -58680.914617 nChanged 1 SP:Iteration 13Q (38003.990000 sec): 3 clusters Score: Raw -61723.801471 + Penalty 3042.165429 = -58681.636042 nChanged 1 SP:Iteration 14Q (38003.990000 sec): 3 clusters Score: Raw -61730.099819 + Penalty 3042.165429 = -58687.934390 nChanged 1 SP:Iteration 15Q (38003.990000 sec): 3 clusters Score: Raw -61730.925944 + Penalty 3042.165429 = -58688.760515 nChanged 0 SP:Iteration 16F (38004.000000 sec): 3 clusters Score: Raw -61730.925944 + Penalty 3042.165429 = -58688.760515 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 35 (219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38004.000000 sec): 2 clusters Score: Raw -30948.421635 + Penalty 1336.489789 = -29611.931846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38004.000000 sec): 3 clusters Score: Raw -31161.163534 + Penalty 2672.979578 = -28488.183957 nChanged 31 SP:Iteration 1F (38004.000000 sec): 3 clusters Score: Raw -31375.213025 + Penalty 2672.979578 = -28702.233447 nChanged 7 SP:Iteration 2Q (38004.010000 sec): 3 clusters Score: Raw -31483.549362 + Penalty 2672.979578 = -28810.569784 nChanged 6 SP:Iteration 3Q (38004.010000 sec): 3 clusters Score: Raw -31532.523460 + Penalty 2672.979578 = -28859.543882 nChanged 1 SP:Iteration 4Q (38004.010000 sec): 3 clusters Score: Raw -31540.137346 + Penalty 2672.979578 = -28867.157768 nChanged 2 SP:Iteration 5Q (38004.010000 sec): 3 clusters Score: Raw -31557.063618 + Penalty 2672.979578 = -28884.084040 nChanged 0 SP:Iteration 6F (38004.010000 sec): 3 clusters Score: Raw -31557.063618 + Penalty 2672.979578 = -28884.084040 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 36 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38004.020000 sec): 2 clusters Score: Raw -39732.739863 + Penalty 1386.564771 = -38346.175092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38004.020000 sec): 3 clusters Score: Raw -39888.726558 + Penalty 2773.129542 = -37115.597015 nChanged 25 SP:Iteration 1F (38004.020000 sec): 3 clusters Score: Raw -39993.907490 + Penalty 2773.129542 = -37220.777947 nChanged 9 SP:Iteration 2Q (38004.020000 sec): 3 clusters Score: Raw -40031.918874 + Penalty 2773.129542 = -37258.789332 nChanged 5 SP:Iteration 3Q (38004.020000 sec): 3 clusters Score: Raw -40078.353545 + Penalty 2773.129542 = -37305.224003 nChanged 6 SP:Iteration 4Q (38004.020000 sec): 3 clusters Score: Raw -40115.631371 + Penalty 2773.129542 = -37342.501829 nChanged 7 SP:Iteration 5Q (38004.020000 sec): 3 clusters Score: Raw -40162.671133 + Penalty 2773.129542 = -37389.541591 nChanged 2 SP:Iteration 6Q (38004.020000 sec): 3 clusters Score: Raw -40174.660020 + Penalty 2773.129542 = -37401.530478 nChanged 1 SP:Iteration 7Q (38004.030000 sec): 3 clusters Score: Raw -40178.167553 + Penalty 2773.129542 = -37405.038011 nChanged 0 SP:Iteration 8F (38004.030000 sec): 3 clusters Score: Raw -40178.167553 + Penalty 2773.129542 = -37405.038011 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 37 (8571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38004.060000 sec): 2 clusters Score: Raw -1377034.750305 + Penalty 2245.922643 = -1374788.827662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38004.100000 sec): 3 clusters Score: Raw -1372607.344944 + Penalty 4491.845287 = -1368115.499657 nChanged 3479 SP:Iteration 1F (38004.130000 sec): 3 clusters Score: Raw -1374704.489491 + Penalty 4491.845287 = -1370212.644205 nChanged 733 SP:Iteration 2F (38004.170000 sec): 3 clusters Score: Raw -1375227.892753 + Penalty 4491.845287 = -1370736.047466 nChanged 603 SP:Iteration 3F (38004.200000 sec): 3 clusters Score: Raw -1375646.351288 + Penalty 4491.845287 = -1371154.506001 nChanged 484 SP:Iteration 4F (38004.240000 sec): 3 clusters Score: Raw -1375993.044854 + Penalty 4491.845287 = -1371501.199568 nChanged 428 SP:Iteration 5Q (38004.270000 sec): 3 clusters Score: Raw -1376303.803714 + Penalty 4491.845287 = -1371811.958428 nChanged 372 SP:Iteration 6Q (38004.300000 sec): 3 clusters Score: Raw -1376521.166889 + Penalty 4491.845287 = -1372029.321602 nChanged 325 SP:Iteration 7Q (38004.340000 sec): 3 clusters Score: Raw -1376714.613746 + Penalty 4491.845287 = -1372222.768459 nChanged 293 SP:Iteration 8Q (38004.370000 sec): 3 clusters Score: Raw -1376852.728888 + Penalty 4491.845287 = -1372360.883601 nChanged 228 SP:Iteration 9Q (38004.400000 sec): 3 clusters Score: Raw -1376951.797975 + Penalty 4491.845287 = -1372459.952688 nChanged 187 SP:Iteration 10Q (38004.430000 sec): 3 clusters Score: Raw -1377027.537530 + Penalty 4491.845287 = -1372535.692244 nChanged 172 SP:Iteration 11Q (38004.470000 sec): 3 clusters Score: Raw -1377086.056396 + Penalty 4491.845287 = -1372594.211110 nChanged 132 SP:Iteration 12Q (38004.500000 sec): 3 clusters Score: Raw -1377127.055230 + Penalty 4491.845287 = -1372635.209943 nChanged 91 SP:Iteration 13Q (38004.530000 sec): 3 clusters Score: Raw -1377154.318135 + Penalty 4491.845287 = -1372662.472849 nChanged 81 SP:Iteration 14Q (38004.560000 sec): 3 clusters Score: Raw -1377176.565509 + Penalty 4491.845287 = -1372684.720222 nChanged 61 SP:Iteration 15Q (38004.600000 sec): 3 clusters Score: Raw -1377192.790890 + Penalty 4491.845287 = -1372700.945604 nChanged 62 SP:Iteration 16Q (38004.630000 sec): 3 clusters Score: Raw -1377209.659694 + Penalty 4491.845287 = -1372717.814407 nChanged 54 SP:Iteration 17Q (38004.660000 sec): 3 clusters Score: Raw -1377223.052420 + Penalty 4491.845287 = -1372731.207133 nChanged 35 SP:Iteration 18Q (38004.700000 sec): 3 clusters Score: Raw -1377229.657506 + Penalty 4491.845287 = -1372737.812219 nChanged 26 SP:Iteration 19Q (38004.730000 sec): 3 clusters Score: Raw -1377236.827108 + Penalty 4491.845287 = -1372744.981821 nChanged 29 SP:Iteration 20F (38004.760000 sec): 3 clusters Score: Raw -1377245.294120 + Penalty 4491.845287 = -1372753.448834 nChanged 31 SP:Iteration 21Q (38004.800000 sec): 3 clusters Score: Raw -1377253.085216 + Penalty 4491.845287 = -1372761.239930 nChanged 25 SP:Iteration 22Q (38004.830000 sec): 3 clusters Score: Raw -1377259.072875 + Penalty 4491.845287 = -1372767.227589 nChanged 24 SP:Iteration 23Q (38004.860000 sec): 3 clusters Score: Raw -1377263.798215 + Penalty 4491.845287 = -1372771.952928 nChanged 23 SP:Iteration 24Q (38004.890000 sec): 3 clusters Score: Raw -1377268.222825 + Penalty 4491.845287 = -1372776.377538 nChanged 14 SP:Iteration 25Q (38004.930000 sec): 3 clusters Score: Raw -1377271.908502 + Penalty 4491.845287 = -1372780.063215 nChanged 12 SP:Iteration 26Q (38004.960000 sec): 3 clusters Score: Raw -1377273.908385 + Penalty 4491.845287 = -1372782.063098 nChanged 9 SP:Iteration 27Q (38004.990000 sec): 3 clusters Score: Raw -1377275.983616 + Penalty 4491.845287 = -1372784.138330 nChanged 8 SP:Iteration 28Q (38005.020000 sec): 3 clusters Score: Raw -1377277.310998 + Penalty 4491.845287 = -1372785.465711 nChanged 5 SP:Iteration 29Q (38005.060000 sec): 3 clusters Score: Raw -1377277.810703 + Penalty 4491.845287 = -1372785.965417 nChanged 1 SP:Iteration 30Q (38005.090000 sec): 3 clusters Score: Raw -1377277.952478 + Penalty 4491.845287 = -1372786.107191 nChanged 1 SP:Iteration 31Q (38005.120000 sec): 3 clusters Score: Raw -1377278.060342 + Penalty 4491.845287 = -1372786.215055 nChanged 1 SP:Iteration 32Q (38005.160000 sec): 3 clusters Score: Raw -1377278.192639 + Penalty 4491.845287 = -1372786.347353 nChanged 1 SP:Iteration 33Q (38005.190000 sec): 3 clusters Score: Raw -1377278.353206 + Penalty 4491.845287 = -1372786.507919 nChanged 1 SP:Iteration 34Q (38005.220000 sec): 3 clusters Score: Raw -1377278.460891 + Penalty 4491.845287 = -1372786.615605 nChanged 0 SP:Iteration 35F (38005.260000 sec): 3 clusters Score: Raw -1377278.460891 + Penalty 4491.845287 = -1372786.615605 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 38 (779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38005.270000 sec): 2 clusters Score: Raw -122468.609709 + Penalty 1651.186739 = -120817.422970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38005.270000 sec): 3 clusters Score: Raw -122368.787001 + Penalty 3302.373479 = -119066.413522 nChanged 176 SP:Iteration 1F (38005.270000 sec): 3 clusters Score: Raw -122634.024956 + Penalty 3302.373479 = -119331.651478 nChanged 47 SP:Iteration 2F (38005.280000 sec): 3 clusters Score: Raw -122725.801975 + Penalty 3302.373479 = -119423.428496 nChanged 22 SP:Iteration 3Q (38005.280000 sec): 3 clusters Score: Raw -122761.822200 + Penalty 3302.373479 = -119459.448721 nChanged 8 SP:Iteration 4Q (38005.280000 sec): 3 clusters Score: Raw -122773.878836 + Penalty 3302.373479 = -119471.505357 nChanged 6 SP:Iteration 5Q (38005.280000 sec): 3 clusters Score: Raw -122783.208454 + Penalty 3302.373479 = -119480.834975 nChanged 4 SP:Iteration 6Q (38005.290000 sec): 3 clusters Score: Raw -122789.134976 + Penalty 3302.373479 = -119486.761497 nChanged 2 SP:Iteration 7Q (38005.290000 sec): 3 clusters Score: Raw -122791.509709 + Penalty 3302.373479 = -119489.136230 nChanged 2 SP:Iteration 8Q (38005.300000 sec): 3 clusters Score: Raw -122793.727599 + Penalty 3302.373479 = -119491.354120 nChanged 2 SP:Iteration 9Q (38005.300000 sec): 3 clusters Score: Raw -122797.964867 + Penalty 3302.373479 = -119495.591388 nChanged 1 SP:Iteration 10Q (38005.300000 sec): 3 clusters Score: Raw -122804.266955 + Penalty 3302.373479 = -119501.893477 nChanged 0 SP:Iteration 11F (38005.300000 sec): 3 clusters Score: Raw -122804.266955 + Penalty 3302.373479 = -119501.893477 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 39 (1291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38005.320000 sec): 2 clusters Score: Raw -210416.775575 + Penalty 1776.466753 = -208640.308822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38005.320000 sec): 3 clusters Score: Raw -210037.702610 + Penalty 3552.933506 = -206484.769104 nChanged 351 SP:Iteration 1F (38005.320000 sec): 3 clusters Score: Raw -210379.040119 + Penalty 3552.933506 = -206826.106613 nChanged 79 SP:Iteration 2F (38005.330000 sec): 3 clusters Score: Raw -210476.800651 + Penalty 3552.933506 = -206923.867146 nChanged 53 SP:Iteration 3Q (38005.340000 sec): 3 clusters Score: Raw -210546.123269 + Penalty 3552.933506 = -206993.189763 nChanged 47 SP:Iteration 4Q (38005.340000 sec): 3 clusters Score: Raw -210599.448127 + Penalty 3552.933506 = -207046.514621 nChanged 35 SP:Iteration 5Q (38005.350000 sec): 3 clusters Score: Raw -210652.954934 + Penalty 3552.933506 = -207100.021428 nChanged 28 SP:Iteration 6Q (38005.350000 sec): 3 clusters Score: Raw -210696.190044 + Penalty 3552.933506 = -207143.256538 nChanged 39 SP:Iteration 7Q (38005.360000 sec): 3 clusters Score: Raw -210759.816579 + Penalty 3552.933506 = -207206.883073 nChanged 47 SP:Iteration 8Q (38005.360000 sec): 3 clusters Score: Raw -210867.463951 + Penalty 3552.933506 = -207314.530445 nChanged 55 SP:Iteration 9Q (38005.360000 sec): 3 clusters Score: Raw -211020.839725 + Penalty 3552.933506 = -207467.906219 nChanged 63 SP:Iteration 10Q (38005.370000 sec): 3 clusters Score: Raw -211183.584942 + Penalty 3552.933506 = -207630.651436 nChanged 48 SP:Iteration 11Q (38005.380000 sec): 3 clusters Score: Raw -211303.022803 + Penalty 3552.933506 = -207750.089297 nChanged 44 SP:Iteration 12Q (38005.380000 sec): 3 clusters Score: Raw -211396.075654 + Penalty 3552.933506 = -207843.142148 nChanged 29 SP:Iteration 13Q (38005.380000 sec): 3 clusters Score: Raw -211448.970165 + Penalty 3552.933506 = -207896.036659 nChanged 29 SP:Iteration 14Q (38005.390000 sec): 3 clusters Score: Raw -211496.421083 + Penalty 3552.933506 = -207943.487578 nChanged 13 SP:Iteration 15Q (38005.390000 sec): 3 clusters Score: Raw -211521.614502 + Penalty 3552.933506 = -207968.680997 nChanged 7 SP:Iteration 16Q (38005.400000 sec): 3 clusters Score: Raw -211529.807092 + Penalty 3552.933506 = -207976.873586 nChanged 6 SP:Iteration 17Q (38005.400000 sec): 3 clusters Score: Raw -211543.413538 + Penalty 3552.933506 = -207990.480033 nChanged 7 SP:Iteration 18Q (38005.400000 sec): 3 clusters Score: Raw -211552.210958 + Penalty 3552.933506 = -207999.277452 nChanged 5 SP:Iteration 19Q (38005.410000 sec): 3 clusters Score: Raw -211557.212436 + Penalty 3552.933506 = -208004.278930 nChanged 1 SP:Iteration 20F (38005.420000 sec): 3 clusters Score: Raw -211558.063081 + Penalty 3552.933506 = -208005.129575 nChanged 2 SP:Iteration 21Q (38005.420000 sec): 3 clusters Score: Raw -211559.379445 + Penalty 3552.933506 = -208006.445939 nChanged 1 SP:Iteration 22Q (38005.420000 sec): 3 clusters Score: Raw -211559.781630 + Penalty 3552.933506 = -208006.848124 nChanged 0 SP:Iteration 23F (38005.430000 sec): 3 clusters Score: Raw -211559.781630 + Penalty 3552.933506 = -208006.848124 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 40 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38005.440000 sec): 2 clusters Score: Raw -105295.678263 + Penalty 1600.108141 = -103695.570122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38005.440000 sec): 3 clusters Score: Raw -105236.569269 + Penalty 3200.216281 = -102036.352987 nChanged 125 SP:Iteration 1F (38005.440000 sec): 3 clusters Score: Raw -105449.321422 + Penalty 3200.216281 = -102249.105141 nChanged 28 SP:Iteration 2Q (38005.440000 sec): 3 clusters Score: Raw -105503.207737 + Penalty 3200.216281 = -102302.991456 nChanged 12 SP:Iteration 3Q (38005.450000 sec): 3 clusters Score: Raw -105530.729437 + Penalty 3200.216281 = -102330.513156 nChanged 5 SP:Iteration 4Q (38005.450000 sec): 3 clusters Score: Raw -105543.057192 + Penalty 3200.216281 = -102342.840911 nChanged 4 SP:Iteration 5Q (38005.450000 sec): 3 clusters Score: Raw -105552.051280 + Penalty 3200.216281 = -102351.834999 nChanged 1 SP:Iteration 6Q (38005.460000 sec): 3 clusters Score: Raw -105553.237643 + Penalty 3200.216281 = -102353.021362 nChanged 0 SP:Iteration 7F (38005.460000 sec): 3 clusters Score: Raw -105553.237643 + Penalty 3200.216281 = -102353.021362 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 41 (403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38005.460000 sec): 2 clusters Score: Raw -44413.324929 + Penalty 1487.736267 = -42925.588662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38005.470000 sec): 3 clusters Score: Raw -44571.630660 + Penalty 2975.472535 = -41596.158125 nChanged 83 SP:Iteration 1F (38005.470000 sec): 3 clusters Score: Raw -44814.219943 + Penalty 2975.472535 = -41838.747408 nChanged 31 SP:Iteration 2F (38005.470000 sec): 3 clusters Score: Raw -44919.734003 + Penalty 2975.472535 = -41944.261468 nChanged 17 SP:Iteration 3Q (38005.470000 sec): 3 clusters Score: Raw -45023.489605 + Penalty 2975.472535 = -42048.017070 nChanged 15 SP:Iteration 4Q (38005.470000 sec): 3 clusters Score: Raw -45099.637733 + Penalty 2975.472535 = -42124.165198 nChanged 11 SP:Iteration 5Q (38005.480000 sec): 3 clusters Score: Raw -45169.993351 + Penalty 2975.472535 = -42194.520816 nChanged 9 SP:Iteration 6Q (38005.480000 sec): 3 clusters Score: Raw -45226.326968 + Penalty 2975.472535 = -42250.854433 nChanged 11 SP:Iteration 7Q (38005.480000 sec): 3 clusters Score: Raw -45260.386772 + Penalty 2975.472535 = -42284.914238 nChanged 6 SP:Iteration 8Q (38005.480000 sec): 3 clusters Score: Raw -45276.147092 + Penalty 2975.472535 = -42300.674557 nChanged 2 SP:Iteration 9Q (38005.480000 sec): 3 clusters Score: Raw -45282.567560 + Penalty 2975.472535 = -42307.095025 nChanged 0 SP:Iteration 10F (38005.480000 sec): 3 clusters Score: Raw -45282.567560 + Penalty 2975.472535 = -42307.095025 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 42 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38005.500000 sec): 2 clusters Score: Raw -279710.883902 + Penalty 1841.636507 = -277869.247395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38005.500000 sec): 3 clusters Score: Raw -279182.939330 + Penalty 3683.273014 = -275499.666316 nChanged 488 SP:Iteration 1F (38005.510000 sec): 3 clusters Score: Raw -279595.929422 + Penalty 3683.273014 = -275912.656408 nChanged 124 SP:Iteration 2F (38005.520000 sec): 3 clusters Score: Raw -279731.269599 + Penalty 3683.273014 = -276047.996585 nChanged 89 SP:Iteration 3F (38005.520000 sec): 3 clusters Score: Raw -279850.246703 + Penalty 3683.273014 = -276166.973689 nChanged 88 SP:Iteration 4F (38005.530000 sec): 3 clusters Score: Raw -279973.392662 + Penalty 3683.273014 = -276290.119648 nChanged 78 SP:Iteration 5Q (38005.540000 sec): 3 clusters Score: Raw -280073.651480 + Penalty 3683.273014 = -276390.378467 nChanged 64 SP:Iteration 6Q (38005.540000 sec): 3 clusters Score: Raw -280201.253563 + Penalty 3683.273014 = -276517.980549 nChanged 84 SP:Iteration 7F (38005.550000 sec): 3 clusters Score: Raw -280341.179451 + Penalty 3683.273014 = -276657.906437 nChanged 70 SP:Iteration 8Q (38005.560000 sec): 3 clusters Score: Raw -280453.951271 + Penalty 3683.273014 = -276770.678257 nChanged 57 SP:Iteration 9Q (38005.560000 sec): 3 clusters Score: Raw -280545.247148 + Penalty 3683.273014 = -276861.974134 nChanged 48 SP:Iteration 10Q (38005.570000 sec): 3 clusters Score: Raw -280633.955486 + Penalty 3683.273014 = -276950.682472 nChanged 46 SP:Iteration 11Q (38005.580000 sec): 3 clusters Score: Raw -280700.765785 + Penalty 3683.273014 = -277017.492771 nChanged 36 SP:Iteration 12Q (38005.580000 sec): 3 clusters Score: Raw -280754.990930 + Penalty 3683.273014 = -277071.717916 nChanged 25 SP:Iteration 13Q (38005.590000 sec): 3 clusters Score: Raw -280785.702501 + Penalty 3683.273014 = -277102.429487 nChanged 23 SP:Iteration 14Q (38005.590000 sec): 3 clusters Score: Raw -280817.405018 + Penalty 3683.273014 = -277134.132004 nChanged 23 SP:Iteration 15Q (38005.600000 sec): 3 clusters Score: Raw -280848.329168 + Penalty 3683.273014 = -277165.056154 nChanged 15 SP:Iteration 16Q (38005.600000 sec): 3 clusters Score: Raw -280869.624059 + Penalty 3683.273014 = -277186.351045 nChanged 19 SP:Iteration 17Q (38005.610000 sec): 3 clusters Score: Raw -280888.863900 + Penalty 3683.273014 = -277205.590886 nChanged 15 SP:Iteration 18Q (38005.620000 sec): 3 clusters Score: Raw -280900.924177 + Penalty 3683.273014 = -277217.651163 nChanged 10 SP:Iteration 19Q (38005.620000 sec): 3 clusters Score: Raw -280908.594874 + Penalty 3683.273014 = -277225.321860 nChanged 7 SP:Iteration 20F (38005.630000 sec): 3 clusters Score: Raw -280914.012507 + Penalty 3683.273014 = -277230.739493 nChanged 6 SP:Iteration 21Q (38005.640000 sec): 3 clusters Score: Raw -280920.862105 + Penalty 3683.273014 = -277237.589091 nChanged 8 SP:Iteration 22Q (38005.640000 sec): 3 clusters Score: Raw -280930.129217 + Penalty 3683.273014 = -277246.856203 nChanged 4 SP:Iteration 23Q (38005.650000 sec): 3 clusters Score: Raw -280933.910838 + Penalty 3683.273014 = -277250.637824 nChanged 3 SP:Iteration 24Q (38005.650000 sec): 3 clusters Score: Raw -280936.085623 + Penalty 3683.273014 = -277252.812609 nChanged 2 SP:Iteration 25Q (38005.660000 sec): 3 clusters Score: Raw -280937.861360 + Penalty 3683.273014 = -277254.588346 nChanged 0 SP:Iteration 26F (38005.670000 sec): 3 clusters Score: Raw -280937.861360 + Penalty 3683.273014 = -277254.588346 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 43 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38005.680000 sec): 2 clusters Score: Raw -54402.050215 + Penalty 1454.180532 = -52947.869684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38005.680000 sec): 3 clusters Score: Raw -54523.512505 + Penalty 2908.361063 = -51615.151442 nChanged 45 SP:Iteration 1F (38005.680000 sec): 3 clusters Score: Raw -54649.429944 + Penalty 2908.361063 = -51741.068881 nChanged 17 SP:Iteration 2Q (38005.680000 sec): 3 clusters Score: Raw -54729.145562 + Penalty 2908.361063 = -51820.784499 nChanged 10 SP:Iteration 3Q (38005.680000 sec): 3 clusters Score: Raw -54775.010596 + Penalty 2908.361063 = -51866.649532 nChanged 5 SP:Iteration 4Q (38005.680000 sec): 3 clusters Score: Raw -54796.595411 + Penalty 2908.361063 = -51888.234348 nChanged 4 SP:Iteration 5Q (38005.680000 sec): 3 clusters Score: Raw -54813.664041 + Penalty 2908.361063 = -51905.302978 nChanged 0 SP:Iteration 6F (38005.680000 sec): 3 clusters Score: Raw -54813.664041 + Penalty 2908.361063 = -51905.302978 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 44 (3368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38005.700000 sec): 2 clusters Score: Raw -545921.405878 + Penalty 2014.274445 = -543907.131433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38005.720000 sec): 3 clusters Score: Raw -544510.492442 + Penalty 4028.548890 = -540481.943551 nChanged 1224 SP:Iteration 1F (38005.730000 sec): 3 clusters Score: Raw -545331.733463 + Penalty 4028.548890 = -541303.184573 nChanged 264 SP:Iteration 2F (38005.740000 sec): 3 clusters Score: Raw -545575.724014 + Penalty 4028.548890 = -541547.175124 nChanged 208 SP:Iteration 3F (38005.760000 sec): 3 clusters Score: Raw -545834.678254 + Penalty 4028.548890 = -541806.129364 nChanged 204 SP:Iteration 4F (38005.770000 sec): 3 clusters Score: Raw -546043.554237 + Penalty 4028.548890 = -542015.005347 nChanged 186 SP:Iteration 5F (38005.780000 sec): 3 clusters Score: Raw -546230.849515 + Penalty 4028.548890 = -542202.300625 nChanged 145 SP:Iteration 6Q (38005.800000 sec): 3 clusters Score: Raw -546360.414677 + Penalty 4028.548890 = -542331.865787 nChanged 124 SP:Iteration 7Q (38005.810000 sec): 3 clusters Score: Raw -546479.871947 + Penalty 4028.548890 = -542451.323057 nChanged 110 SP:Iteration 8Q (38005.820000 sec): 3 clusters Score: Raw -546595.639009 + Penalty 4028.548890 = -542567.090119 nChanged 109 SP:Iteration 9Q (38005.840000 sec): 3 clusters Score: Raw -546726.111197 + Penalty 4028.548890 = -542697.562307 nChanged 98 SP:Iteration 10Q (38005.850000 sec): 3 clusters Score: Raw -546813.543590 + Penalty 4028.548890 = -542784.994700 nChanged 87 SP:Iteration 11Q (38005.860000 sec): 3 clusters Score: Raw -546885.731823 + Penalty 4028.548890 = -542857.182932 nChanged 67 SP:Iteration 12Q (38005.880000 sec): 3 clusters Score: Raw -546954.006665 + Penalty 4028.548890 = -542925.457775 nChanged 56 SP:Iteration 13Q (38005.890000 sec): 3 clusters Score: Raw -547001.300473 + Penalty 4028.548890 = -542972.751583 nChanged 45 SP:Iteration 14Q (38005.900000 sec): 3 clusters Score: Raw -547032.607994 + Penalty 4028.548890 = -543004.059104 nChanged 34 SP:Iteration 15Q (38005.910000 sec): 3 clusters Score: Raw -547051.786515 + Penalty 4028.548890 = -543023.237625 nChanged 24 SP:Iteration 16Q (38005.920000 sec): 3 clusters Score: Raw -547063.137808 + Penalty 4028.548890 = -543034.588918 nChanged 19 SP:Iteration 17Q (38005.940000 sec): 3 clusters Score: Raw -547074.426410 + Penalty 4028.548890 = -543045.877519 nChanged 21 SP:Iteration 18Q (38005.950000 sec): 3 clusters Score: Raw -547085.575048 + Penalty 4028.548890 = -543057.026158 nChanged 22 SP:Iteration 19Q (38005.960000 sec): 3 clusters Score: Raw -547101.127064 + Penalty 4028.548890 = -543072.578174 nChanged 19 SP:Iteration 20F (38005.970000 sec): 3 clusters Score: Raw -547117.487053 + Penalty 4028.548890 = -543088.938163 nChanged 13 SP:Iteration 21Q (38005.990000 sec): 3 clusters Score: Raw -547124.334822 + Penalty 4028.548890 = -543095.785932 nChanged 10 SP:Iteration 22Q (38006.000000 sec): 3 clusters Score: Raw -547134.500177 + Penalty 4028.548890 = -543105.951287 nChanged 16 SP:Iteration 23Q (38006.010000 sec): 3 clusters Score: Raw -547142.937592 + Penalty 4028.548890 = -543114.388702 nChanged 15 SP:Iteration 24Q (38006.020000 sec): 3 clusters Score: Raw -547149.244964 + Penalty 4028.548890 = -543120.696073 nChanged 14 SP:Iteration 25Q (38006.040000 sec): 3 clusters Score: Raw -547154.712509 + Penalty 4028.548890 = -543126.163619 nChanged 12 SP:Iteration 26Q (38006.050000 sec): 3 clusters Score: Raw -547158.585880 + Penalty 4028.548890 = -543130.036990 nChanged 11 SP:Iteration 27Q (38006.060000 sec): 3 clusters Score: Raw -547165.129366 + Penalty 4028.548890 = -543136.580476 nChanged 13 SP:Iteration 28Q (38006.070000 sec): 3 clusters Score: Raw -547171.907687 + Penalty 4028.548890 = -543143.358797 nChanged 8 SP:Iteration 29Q (38006.080000 sec): 3 clusters Score: Raw -547175.612926 + Penalty 4028.548890 = -543147.064036 nChanged 7 SP:Iteration 30Q (38006.100000 sec): 3 clusters Score: Raw -547178.662062 + Penalty 4028.548890 = -543150.113172 nChanged 4 SP:Iteration 31Q (38006.110000 sec): 3 clusters Score: Raw -547180.765012 + Penalty 4028.548890 = -543152.216121 nChanged 6 SP:Iteration 32Q (38006.120000 sec): 3 clusters Score: Raw -547185.914036 + Penalty 4028.548890 = -543157.365146 nChanged 4 SP:Iteration 33Q (38006.130000 sec): 3 clusters Score: Raw -547187.494958 + Penalty 4028.548890 = -543158.946068 nChanged 6 SP:Iteration 34Q (38006.140000 sec): 3 clusters Score: Raw -547189.769579 + Penalty 4028.548890 = -543161.220689 nChanged 4 SP:Iteration 35Q (38006.160000 sec): 3 clusters Score: Raw -547191.292918 + Penalty 4028.548890 = -543162.744028 nChanged 3 SP:Iteration 36Q (38006.170000 sec): 3 clusters Score: Raw -547192.571745 + Penalty 4028.548890 = -543164.022855 nChanged 3 SP:Iteration 37Q (38006.180000 sec): 3 clusters Score: Raw -547193.922342 + Penalty 4028.548890 = -543165.373452 nChanged 4 SP:Iteration 38Q (38006.190000 sec): 3 clusters Score: Raw -547195.703679 + Penalty 4028.548890 = -543167.154789 nChanged 4 SP:Iteration 39Q (38006.200000 sec): 3 clusters Score: Raw -547197.709133 + Penalty 4028.548890 = -543169.160242 nChanged 1 SP:Iteration 40F (38006.220000 sec): 3 clusters Score: Raw -547198.169378 + Penalty 4028.548890 = -543169.620488 nChanged 3 SP:Iteration 41Q (38006.230000 sec): 3 clusters Score: Raw -547200.390412 + Penalty 4028.548890 = -543171.841522 nChanged 3 SP:Iteration 42Q (38006.240000 sec): 3 clusters Score: Raw -547201.641251 + Penalty 4028.548890 = -543173.092361 nChanged 5 SP:Iteration 43Q (38006.250000 sec): 3 clusters Score: Raw -547203.315836 + Penalty 4028.548890 = -543174.766946 nChanged 2 SP:Iteration 44Q (38006.260000 sec): 3 clusters Score: Raw -547203.726677 + Penalty 4028.548890 = -543175.177787 nChanged 0 SP:Iteration 45F (38006.280000 sec): 3 clusters Score: Raw -547203.726677 + Penalty 4028.548890 = -543175.177787 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 45 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.290000 sec): 2 clusters Score: Raw -258863.293953 + Penalty 1816.963472 = -257046.330481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.300000 sec): 3 clusters Score: Raw -258368.531920 + Penalty 3633.926944 = -254734.604975 nChanged 461 SP:Iteration 1F (38006.300000 sec): 3 clusters Score: Raw -258767.560803 + Penalty 3633.926944 = -255133.633858 nChanged 126 SP:Iteration 2F (38006.310000 sec): 3 clusters Score: Raw -258907.912814 + Penalty 3633.926944 = -255273.985870 nChanged 75 SP:Iteration 3Q (38006.320000 sec): 3 clusters Score: Raw -259007.644704 + Penalty 3633.926944 = -255373.717759 nChanged 57 SP:Iteration 4Q (38006.320000 sec): 3 clusters Score: Raw -259072.854675 + Penalty 3633.926944 = -255438.927730 nChanged 49 SP:Iteration 5Q (38006.330000 sec): 3 clusters Score: Raw -259125.780412 + Penalty 3633.926944 = -255491.853467 nChanged 31 SP:Iteration 6Q (38006.340000 sec): 3 clusters Score: Raw -259175.100623 + Penalty 3633.926944 = -255541.173678 nChanged 31 SP:Iteration 7Q (38006.340000 sec): 3 clusters Score: Raw -259218.779317 + Penalty 3633.926944 = -255584.852372 nChanged 32 SP:Iteration 8Q (38006.340000 sec): 3 clusters Score: Raw -259275.751575 + Penalty 3633.926944 = -255641.824631 nChanged 37 SP:Iteration 9Q (38006.350000 sec): 3 clusters Score: Raw -259324.473506 + Penalty 3633.926944 = -255690.546562 nChanged 36 SP:Iteration 10Q (38006.360000 sec): 3 clusters Score: Raw -259367.721785 + Penalty 3633.926944 = -255733.794841 nChanged 17 SP:Iteration 11Q (38006.360000 sec): 3 clusters Score: Raw -259389.604377 + Penalty 3633.926944 = -255755.677432 nChanged 17 SP:Iteration 12Q (38006.370000 sec): 3 clusters Score: Raw -259412.547113 + Penalty 3633.926944 = -255778.620169 nChanged 18 SP:Iteration 13Q (38006.380000 sec): 3 clusters Score: Raw -259435.371263 + Penalty 3633.926944 = -255801.444319 nChanged 15 SP:Iteration 14Q (38006.380000 sec): 3 clusters Score: Raw -259453.587266 + Penalty 3633.926944 = -255819.660321 nChanged 12 SP:Iteration 15Q (38006.390000 sec): 3 clusters Score: Raw -259470.080072 + Penalty 3633.926944 = -255836.153127 nChanged 12 SP:Iteration 16Q (38006.390000 sec): 3 clusters Score: Raw -259488.132421 + Penalty 3633.926944 = -255854.205476 nChanged 13 SP:Iteration 17Q (38006.400000 sec): 3 clusters Score: Raw -259504.068599 + Penalty 3633.926944 = -255870.141655 nChanged 9 SP:Iteration 18Q (38006.400000 sec): 3 clusters Score: Raw -259516.704106 + Penalty 3633.926944 = -255882.777161 nChanged 10 SP:Iteration 19Q (38006.410000 sec): 3 clusters Score: Raw -259528.181319 + Penalty 3633.926944 = -255894.254374 nChanged 9 SP:Iteration 20F (38006.420000 sec): 3 clusters Score: Raw -259542.180467 + Penalty 3633.926944 = -255908.253523 nChanged 7 SP:Iteration 21Q (38006.420000 sec): 3 clusters Score: Raw -259547.467873 + Penalty 3633.926944 = -255913.540929 nChanged 4 SP:Iteration 22Q (38006.430000 sec): 3 clusters Score: Raw -259551.340764 + Penalty 3633.926944 = -255917.413819 nChanged 2 SP:Iteration 23Q (38006.430000 sec): 3 clusters Score: Raw -259553.503705 + Penalty 3633.926944 = -255919.576761 nChanged 3 SP:Iteration 24Q (38006.440000 sec): 3 clusters Score: Raw -259557.585552 + Penalty 3633.926944 = -255923.658608 nChanged 3 SP:Iteration 25Q (38006.440000 sec): 3 clusters Score: Raw -259561.231502 + Penalty 3633.926944 = -255927.304558 nChanged 3 SP:Iteration 26Q (38006.450000 sec): 3 clusters Score: Raw -259563.106843 + Penalty 3633.926944 = -255929.179899 nChanged 0 SP:Iteration 27F (38006.460000 sec): 3 clusters Score: Raw -259563.106843 + Penalty 3633.926944 = -255929.179899 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 46 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.460000 sec): 2 clusters Score: Raw -71649.316706 + Penalty 1550.472163 = -70098.844543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.470000 sec): 3 clusters Score: Raw -71762.719509 + Penalty 3100.944326 = -68661.775183 nChanged 115 SP:Iteration 1F (38006.470000 sec): 3 clusters Score: Raw -72060.651966 + Penalty 3100.944326 = -68959.707640 nChanged 47 SP:Iteration 2F (38006.470000 sec): 3 clusters Score: Raw -72218.582858 + Penalty 3100.944326 = -69117.638532 nChanged 35 SP:Iteration 3F (38006.470000 sec): 3 clusters Score: Raw -72360.923364 + Penalty 3100.944326 = -69259.979038 nChanged 16 SP:Iteration 4Q (38006.480000 sec): 3 clusters Score: Raw -72441.038846 + Penalty 3100.944326 = -69340.094519 nChanged 20 SP:Iteration 5Q (38006.480000 sec): 3 clusters Score: Raw -72540.166311 + Penalty 3100.944326 = -69439.221985 nChanged 11 SP:Iteration 6Q (38006.480000 sec): 3 clusters Score: Raw -72608.397812 + Penalty 3100.944326 = -69507.453486 nChanged 10 SP:Iteration 7Q (38006.480000 sec): 3 clusters Score: Raw -72672.832681 + Penalty 3100.944326 = -69571.888355 nChanged 12 SP:Iteration 8Q (38006.480000 sec): 3 clusters Score: Raw -72737.525707 + Penalty 3100.944326 = -69636.581381 nChanged 11 SP:Iteration 9Q (38006.480000 sec): 3 clusters Score: Raw -72795.650864 + Penalty 3100.944326 = -69694.706538 nChanged 8 SP:Iteration 10Q (38006.480000 sec): 3 clusters Score: Raw -72836.926682 + Penalty 3100.944326 = -69735.982356 nChanged 5 SP:Iteration 11Q (38006.490000 sec): 3 clusters Score: Raw -72870.324859 + Penalty 3100.944326 = -69769.380533 nChanged 4 SP:Iteration 12Q (38006.490000 sec): 3 clusters Score: Raw -72883.046783 + Penalty 3100.944326 = -69782.102457 nChanged 3 SP:Iteration 13Q (38006.490000 sec): 3 clusters Score: Raw -72901.216086 + Penalty 3100.944326 = -69800.271760 nChanged 2 SP:Iteration 14Q (38006.490000 sec): 3 clusters Score: Raw -72917.400949 + Penalty 3100.944326 = -69816.456623 nChanged 1 SP:Iteration 15Q (38006.490000 sec): 3 clusters Score: Raw -72928.809956 + Penalty 3100.944326 = -69827.865630 nChanged 2 SP:Iteration 16Q (38006.500000 sec): 3 clusters Score: Raw -72936.693555 + Penalty 3100.944326 = -69835.749229 nChanged 2 SP:Iteration 17Q (38006.500000 sec): 3 clusters Score: Raw -72951.892127 + Penalty 3100.944326 = -69850.947801 nChanged 2 SP:Iteration 18Q (38006.500000 sec): 3 clusters Score: Raw -72971.496416 + Penalty 3100.944326 = -69870.552090 nChanged 4 SP:Iteration 19Q (38006.500000 sec): 3 clusters Score: Raw -72991.948887 + Penalty 3100.944326 = -69891.004560 nChanged 4 SP:Iteration 20F (38006.500000 sec): 3 clusters Score: Raw -73009.535182 + Penalty 3100.944326 = -69908.590856 nChanged 3 SP:Iteration 21Q (38006.500000 sec): 3 clusters Score: Raw -73017.908638 + Penalty 3100.944326 = -69916.964311 nChanged 0 SP:Iteration 22F (38006.500000 sec): 3 clusters Score: Raw -73017.908638 + Penalty 3100.944326 = -69916.964311 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 47 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.520000 sec): 2 clusters Score: Raw -85054.134822 + Penalty 1551.426010 = -83502.708812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.520000 sec): 3 clusters Score: Raw -85105.382908 + Penalty 3102.852021 = -82002.530887 nChanged 93 SP:Iteration 1F (38006.520000 sec): 3 clusters Score: Raw -85288.735309 + Penalty 3102.852021 = -82185.883288 nChanged 16 SP:Iteration 2Q (38006.520000 sec): 3 clusters Score: Raw -85326.354855 + Penalty 3102.852021 = -82223.502834 nChanged 10 SP:Iteration 3Q (38006.520000 sec): 3 clusters Score: Raw -85351.643985 + Penalty 3102.852021 = -82248.791964 nChanged 5 SP:Iteration 4Q (38006.520000 sec): 3 clusters Score: Raw -85357.039357 + Penalty 3102.852021 = -82254.187336 nChanged 2 SP:Iteration 5Q (38006.530000 sec): 3 clusters Score: Raw -85361.096835 + Penalty 3102.852021 = -82258.244814 nChanged 3 SP:Iteration 6Q (38006.530000 sec): 3 clusters Score: Raw -85366.119224 + Penalty 3102.852021 = -82263.267203 nChanged 1 SP:Iteration 7Q (38006.530000 sec): 3 clusters Score: Raw -85368.337291 + Penalty 3102.852021 = -82265.485270 nChanged 1 SP:Iteration 8Q (38006.530000 sec): 3 clusters Score: Raw -85370.245283 + Penalty 3102.852021 = -82267.393262 nChanged 1 SP:Iteration 9Q (38006.540000 sec): 3 clusters Score: Raw -85371.685201 + Penalty 3102.852021 = -82268.833180 nChanged 2 SP:Iteration 10Q (38006.540000 sec): 3 clusters Score: Raw -85376.888405 + Penalty 3102.852021 = -82274.036385 nChanged 0 SP:Iteration 11F (38006.540000 sec): 3 clusters Score: Raw -85376.888405 + Penalty 3102.852021 = -82274.036385 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 48 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.550000 sec): 2 clusters Score: Raw -53993.614577 + Penalty 1440.419338 = -52553.195239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.550000 sec): 3 clusters Score: Raw -54109.572505 + Penalty 2880.838675 = -51228.733830 nChanged 46 SP:Iteration 1F (38006.550000 sec): 3 clusters Score: Raw -54251.070584 + Penalty 2880.838675 = -51370.231909 nChanged 12 SP:Iteration 2Q (38006.550000 sec): 3 clusters Score: Raw -54302.850955 + Penalty 2880.838675 = -51422.012280 nChanged 8 SP:Iteration 3Q (38006.550000 sec): 3 clusters Score: Raw -54346.202995 + Penalty 2880.838675 = -51465.364320 nChanged 5 SP:Iteration 4Q (38006.550000 sec): 3 clusters Score: Raw -54362.307926 + Penalty 2880.838675 = -51481.469251 nChanged 1 SP:Iteration 5Q (38006.560000 sec): 3 clusters Score: Raw -54366.068320 + Penalty 2880.838675 = -51485.229645 nChanged 0 SP:Iteration 6F (38006.560000 sec): 3 clusters Score: Raw -54366.068320 + Penalty 2880.838675 = -51485.229645 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 49 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.560000 sec): 2 clusters Score: Raw -89540.124327 + Penalty 1571.971331 = -87968.152995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.570000 sec): 3 clusters Score: Raw -89527.309814 + Penalty 3143.942663 = -86383.367152 nChanged 102 SP:Iteration 1F (38006.570000 sec): 3 clusters Score: Raw -89688.682990 + Penalty 3143.942663 = -86544.740327 nChanged 25 SP:Iteration 2Q (38006.570000 sec): 3 clusters Score: Raw -89752.771299 + Penalty 3143.942663 = -86608.828636 nChanged 9 SP:Iteration 3Q (38006.580000 sec): 3 clusters Score: Raw -89772.543893 + Penalty 3143.942663 = -86628.601231 nChanged 7 SP:Iteration 4Q (38006.580000 sec): 3 clusters Score: Raw -89787.818754 + Penalty 3143.942663 = -86643.876091 nChanged 9 SP:Iteration 5Q (38006.580000 sec): 3 clusters Score: Raw -89809.715335 + Penalty 3143.942663 = -86665.772672 nChanged 6 SP:Iteration 6Q (38006.580000 sec): 3 clusters Score: Raw -89828.322259 + Penalty 3143.942663 = -86684.379596 nChanged 7 SP:Iteration 7Q (38006.580000 sec): 3 clusters Score: Raw -89847.477541 + Penalty 3143.942663 = -86703.534878 nChanged 6 SP:Iteration 8Q (38006.580000 sec): 3 clusters Score: Raw -89878.962747 + Penalty 3143.942663 = -86735.020084 nChanged 8 SP:Iteration 9Q (38006.590000 sec): 3 clusters Score: Raw -89938.537047 + Penalty 3143.942663 = -86794.594384 nChanged 9 SP:Iteration 10Q (38006.590000 sec): 3 clusters Score: Raw -90038.102845 + Penalty 3143.942663 = -86894.160182 nChanged 10 SP:Iteration 11Q (38006.590000 sec): 3 clusters Score: Raw -90090.262077 + Penalty 3143.942663 = -86946.319414 nChanged 8 SP:Iteration 12Q (38006.590000 sec): 3 clusters Score: Raw -90103.617833 + Penalty 3143.942663 = -86959.675171 nChanged 3 SP:Iteration 13Q (38006.600000 sec): 3 clusters Score: Raw -90109.942960 + Penalty 3143.942663 = -86966.000297 nChanged 2 SP:Iteration 14Q (38006.600000 sec): 3 clusters Score: Raw -90112.625729 + Penalty 3143.942663 = -86968.683066 nChanged 3 SP:Iteration 15Q (38006.600000 sec): 3 clusters Score: Raw -90118.346025 + Penalty 3143.942663 = -86974.403362 nChanged 3 SP:Iteration 16Q (38006.600000 sec): 3 clusters Score: Raw -90126.980235 + Penalty 3143.942663 = -86983.037573 nChanged 1 SP:Iteration 17Q (38006.600000 sec): 3 clusters Score: Raw -90128.486337 + Penalty 3143.942663 = -86984.543674 nChanged 0 SP:Iteration 18F (38006.610000 sec): 3 clusters Score: Raw -90128.486337 + Penalty 3143.942663 = -86984.543674 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 50 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.620000 sec): 2 clusters Score: Raw -180554.465505 + Penalty 1736.760234 = -178817.705271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.620000 sec): 3 clusters Score: Raw -180268.487710 + Penalty 3473.520468 = -176794.967242 nChanged 292 SP:Iteration 1F (38006.630000 sec): 3 clusters Score: Raw -180569.281610 + Penalty 3473.520468 = -177095.761143 nChanged 69 SP:Iteration 2F (38006.630000 sec): 3 clusters Score: Raw -180653.471703 + Penalty 3473.520468 = -177179.951236 nChanged 39 SP:Iteration 3Q (38006.640000 sec): 3 clusters Score: Raw -180704.895409 + Penalty 3473.520468 = -177231.374942 nChanged 23 SP:Iteration 4Q (38006.640000 sec): 3 clusters Score: Raw -180736.344312 + Penalty 3473.520468 = -177262.823845 nChanged 22 SP:Iteration 5Q (38006.640000 sec): 3 clusters Score: Raw -180764.964523 + Penalty 3473.520468 = -177291.444056 nChanged 15 SP:Iteration 6Q (38006.650000 sec): 3 clusters Score: Raw -180783.670804 + Penalty 3473.520468 = -177310.150336 nChanged 9 SP:Iteration 7Q (38006.650000 sec): 3 clusters Score: Raw -180792.475428 + Penalty 3473.520468 = -177318.954960 nChanged 5 SP:Iteration 8Q (38006.660000 sec): 3 clusters Score: Raw -180795.665095 + Penalty 3473.520468 = -177322.144627 nChanged 3 SP:Iteration 9Q (38006.660000 sec): 3 clusters Score: Raw -180797.846136 + Penalty 3473.520468 = -177324.325668 nChanged 4 SP:Iteration 10Q (38006.660000 sec): 3 clusters Score: Raw -180801.659776 + Penalty 3473.520468 = -177328.139309 nChanged 5 SP:Iteration 11Q (38006.670000 sec): 3 clusters Score: Raw -180806.106229 + Penalty 3473.520468 = -177332.585761 nChanged 2 SP:Iteration 12Q (38006.670000 sec): 3 clusters Score: Raw -180807.939877 + Penalty 3473.520468 = -177334.419410 nChanged 2 SP:Iteration 13Q (38006.680000 sec): 3 clusters Score: Raw -180811.481138 + Penalty 3473.520468 = -177337.960670 nChanged 2 SP:Iteration 14Q (38006.680000 sec): 3 clusters Score: Raw -180812.549406 + Penalty 3473.520468 = -177339.028938 nChanged 1 SP:Iteration 15Q (38006.690000 sec): 3 clusters Score: Raw -180813.468343 + Penalty 3473.520468 = -177339.947876 nChanged 0 SP:Iteration 16F (38006.690000 sec): 3 clusters Score: Raw -180813.468343 + Penalty 3473.520468 = -177339.947876 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 51 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.700000 sec): 2 clusters Score: Raw -28957.878317 + Penalty 1315.219617 = -27642.658700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.700000 sec): 3 clusters Score: Raw -29240.815299 + Penalty 2630.439234 = -26610.376064 nChanged 16 SP:Iteration 1F (38006.700000 sec): 3 clusters Score: Raw -29357.649037 + Penalty 2630.439234 = -26727.209803 nChanged 2 SP:Iteration 2Q (38006.700000 sec): 3 clusters Score: Raw -29362.913822 + Penalty 2630.439234 = -26732.474588 nChanged 1 SP:Iteration 3Q (38006.700000 sec): 3 clusters Score: Raw -29364.550713 + Penalty 2630.439234 = -26734.111478 nChanged 0 SP:Iteration 4F (38006.700000 sec): 3 clusters Score: Raw -29364.550713 + Penalty 2630.439234 = -26734.111478 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 52 (761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.710000 sec): 2 clusters Score: Raw -117429.514231 + Penalty 1645.389073 = -115784.125159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.720000 sec): 3 clusters Score: Raw -117296.658540 + Penalty 3290.778145 = -114005.880394 nChanged 187 SP:Iteration 1F (38006.720000 sec): 3 clusters Score: Raw -117658.018814 + Penalty 3290.778145 = -114367.240669 nChanged 67 SP:Iteration 2F (38006.720000 sec): 3 clusters Score: Raw -117881.246541 + Penalty 3290.778145 = -114590.468396 nChanged 49 SP:Iteration 3F (38006.720000 sec): 3 clusters Score: Raw -118034.353978 + Penalty 3290.778145 = -114743.575833 nChanged 44 SP:Iteration 4F (38006.730000 sec): 3 clusters Score: Raw -118121.007202 + Penalty 3290.778145 = -114830.229056 nChanged 29 SP:Iteration 5Q (38006.730000 sec): 3 clusters Score: Raw -118187.062159 + Penalty 3290.778145 = -114896.284013 nChanged 19 SP:Iteration 6Q (38006.740000 sec): 3 clusters Score: Raw -118233.941671 + Penalty 3290.778145 = -114943.163526 nChanged 13 SP:Iteration 7Q (38006.740000 sec): 3 clusters Score: Raw -118261.901932 + Penalty 3290.778145 = -114971.123787 nChanged 9 SP:Iteration 8Q (38006.740000 sec): 3 clusters Score: Raw -118286.623296 + Penalty 3290.778145 = -114995.845151 nChanged 7 SP:Iteration 9Q (38006.740000 sec): 3 clusters Score: Raw -118296.503296 + Penalty 3290.778145 = -115005.725151 nChanged 0 SP:Iteration 10F (38006.740000 sec): 3 clusters Score: Raw -118296.503296 + Penalty 3290.778145 = -115005.725151 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 53 (772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.760000 sec): 2 clusters Score: Raw -127705.270749 + Penalty 1648.948168 = -126056.322581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.760000 sec): 3 clusters Score: Raw -127592.278019 + Penalty 3297.896337 = -124294.381682 nChanged 164 SP:Iteration 1F (38006.760000 sec): 3 clusters Score: Raw -127835.843857 + Penalty 3297.896337 = -124537.947521 nChanged 52 SP:Iteration 2F (38006.760000 sec): 3 clusters Score: Raw -127912.857784 + Penalty 3297.896337 = -124614.961447 nChanged 15 SP:Iteration 3Q (38006.770000 sec): 3 clusters Score: Raw -127938.084499 + Penalty 3297.896337 = -124640.188163 nChanged 13 SP:Iteration 4Q (38006.770000 sec): 3 clusters Score: Raw -127959.588103 + Penalty 3297.896337 = -124661.691766 nChanged 10 SP:Iteration 5Q (38006.770000 sec): 3 clusters Score: Raw -127980.003404 + Penalty 3297.896337 = -124682.107067 nChanged 10 SP:Iteration 6Q (38006.780000 sec): 3 clusters Score: Raw -127996.349955 + Penalty 3297.896337 = -124698.453618 nChanged 3 SP:Iteration 7Q (38006.780000 sec): 3 clusters Score: Raw -128001.103837 + Penalty 3297.896337 = -124703.207500 nChanged 4 SP:Iteration 8Q (38006.780000 sec): 3 clusters Score: Raw -128008.427324 + Penalty 3297.896337 = -124710.530987 nChanged 6 SP:Iteration 9Q (38006.780000 sec): 3 clusters Score: Raw -128020.134694 + Penalty 3297.896337 = -124722.238357 nChanged 8 SP:Iteration 10Q (38006.790000 sec): 3 clusters Score: Raw -128033.046595 + Penalty 3297.896337 = -124735.150259 nChanged 2 SP:Iteration 11Q (38006.790000 sec): 3 clusters Score: Raw -128035.656898 + Penalty 3297.896337 = -124737.760561 nChanged 1 SP:Iteration 12Q (38006.790000 sec): 3 clusters Score: Raw -128036.900357 + Penalty 3297.896337 = -124739.004021 nChanged 0 SP:Iteration 13F (38006.800000 sec): 3 clusters Score: Raw -128036.900357 + Penalty 3297.896337 = -124739.004021 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 54 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.800000 sec): 2 clusters Score: Raw -33988.238500 + Penalty 1346.477716 = -32641.760784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.810000 sec): 3 clusters Score: Raw -34298.322605 + Penalty 2692.955432 = -31605.367173 nChanged 29 SP:Iteration 1F (38006.810000 sec): 3 clusters Score: Raw -34376.075052 + Penalty 2692.955432 = -31683.119620 nChanged 5 SP:Iteration 2Q (38006.810000 sec): 3 clusters Score: Raw -34381.527797 + Penalty 2692.955432 = -31688.572365 nChanged 0 SP:Iteration 3F (38006.810000 sec): 3 clusters Score: Raw -34381.527797 + Penalty 2692.955432 = -31688.572365 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 55 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.820000 sec): 2 clusters Score: Raw -23001.438103 + Penalty 1408.682807 = -21592.755296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.820000 sec): 3 clusters Score: Raw -23248.716894 + Penalty 2817.365614 = -20431.351280 nChanged 52 SP:Iteration 1F (38006.820000 sec): 3 clusters Score: Raw -23524.428434 + Penalty 2817.365614 = -20707.062820 nChanged 19 SP:Iteration 2F (38006.820000 sec): 3 clusters Score: Raw -23594.168792 + Penalty 2817.365614 = -20776.803178 nChanged 9 SP:Iteration 3Q (38006.820000 sec): 3 clusters Score: Raw -23669.547754 + Penalty 2817.365614 = -20852.182139 nChanged 7 SP:Iteration 4Q (38006.820000 sec): 3 clusters Score: Raw -23737.803065 + Penalty 2817.365614 = -20920.437450 nChanged 5 SP:Iteration 5Q (38006.820000 sec): 3 clusters Score: Raw -23766.774163 + Penalty 2817.365614 = -20949.408549 nChanged 2 SP:Iteration 6Q (38006.820000 sec): 3 clusters Score: Raw -23768.459696 + Penalty 2817.365614 = -20951.094082 nChanged 2 SP:Iteration 7Q (38006.830000 sec): 3 clusters Score: Raw -23770.539813 + Penalty 2817.365614 = -20953.174199 nChanged 2 SP:Iteration 8Q (38006.830000 sec): 3 clusters Score: Raw -23780.115628 + Penalty 2817.365614 = -20962.750014 nChanged 3 SP:Iteration 9Q (38006.830000 sec): 3 clusters Score: Raw -23808.328244 + Penalty 2817.365614 = -20990.962629 nChanged 1 SP:Iteration 10Q (38006.830000 sec): 3 clusters Score: Raw -23810.188506 + Penalty 2817.365614 = -20992.822892 nChanged 1 SP:Iteration 11Q (38006.840000 sec): 3 clusters Score: Raw -23821.222128 + Penalty 2817.365614 = -21003.856514 nChanged 3 SP:Iteration 12Q (38006.840000 sec): 3 clusters Score: Raw -23829.037558 + Penalty 2817.365614 = -21011.671944 nChanged 4 SP:Iteration 13Q (38006.840000 sec): 3 clusters Score: Raw -23847.815107 + Penalty 2817.365614 = -21030.449493 nChanged 2 SP:Iteration 14Q (38006.840000 sec): 3 clusters Score: Raw -23851.834950 + Penalty 2817.365614 = -21034.469336 nChanged 1 SP:Iteration 15Q (38006.840000 sec): 3 clusters Score: Raw -23857.034198 + Penalty 2817.365614 = -21039.668584 nChanged 0 SP:Iteration 16F (38006.840000 sec): 3 clusters Score: Raw -23857.034198 + Penalty 2817.365614 = -21039.668584 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 56 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.850000 sec): 2 clusters Score: Raw -52814.489240 + Penalty 1465.204569 = -51349.284671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.850000 sec): 3 clusters Score: Raw -53013.413624 + Penalty 2930.409137 = -50083.004487 nChanged 71 SP:Iteration 1F (38006.850000 sec): 3 clusters Score: Raw -53206.115483 + Penalty 2930.409137 = -50275.706346 nChanged 25 SP:Iteration 2F (38006.850000 sec): 3 clusters Score: Raw -53286.142220 + Penalty 2930.409137 = -50355.733082 nChanged 19 SP:Iteration 3F (38006.860000 sec): 3 clusters Score: Raw -53365.926623 + Penalty 2930.409137 = -50435.517485 nChanged 16 SP:Iteration 4Q (38006.860000 sec): 3 clusters Score: Raw -53410.205251 + Penalty 2930.409137 = -50479.796114 nChanged 9 SP:Iteration 5Q (38006.860000 sec): 3 clusters Score: Raw -53428.929579 + Penalty 2930.409137 = -50498.520442 nChanged 7 SP:Iteration 6Q (38006.860000 sec): 3 clusters Score: Raw -53442.969188 + Penalty 2930.409137 = -50512.560051 nChanged 3 SP:Iteration 7Q (38006.860000 sec): 3 clusters Score: Raw -53448.396597 + Penalty 2930.409137 = -50517.987460 nChanged 1 SP:Iteration 8Q (38006.860000 sec): 3 clusters Score: Raw -53448.948404 + Penalty 2930.409137 = -50518.539266 nChanged 0 SP:Iteration 9F (38006.870000 sec): 3 clusters Score: Raw -53448.948404 + Penalty 2930.409137 = -50518.539266 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 57 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.870000 sec): 2 clusters Score: Raw -76050.003428 + Penalty 1529.544090 = -74520.459338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.870000 sec): 3 clusters Score: Raw -76148.312269 + Penalty 3059.088179 = -73089.224089 nChanged 90 SP:Iteration 1F (38006.880000 sec): 3 clusters Score: Raw -76344.487122 + Penalty 3059.088179 = -73285.398942 nChanged 21 SP:Iteration 2Q (38006.880000 sec): 3 clusters Score: Raw -76380.296230 + Penalty 3059.088179 = -73321.208051 nChanged 4 SP:Iteration 3Q (38006.880000 sec): 3 clusters Score: Raw -76387.900005 + Penalty 3059.088179 = -73328.811825 nChanged 1 SP:Iteration 4Q (38006.880000 sec): 3 clusters Score: Raw -76390.214930 + Penalty 3059.088179 = -73331.126750 nChanged 1 SP:Iteration 5Q (38006.890000 sec): 3 clusters Score: Raw -76391.956567 + Penalty 3059.088179 = -73332.868387 nChanged 2 SP:Iteration 6Q (38006.890000 sec): 3 clusters Score: Raw -76398.388871 + Penalty 3059.088179 = -73339.300692 nChanged 1 SP:Iteration 7Q (38006.890000 sec): 3 clusters Score: Raw -76399.076346 + Penalty 3059.088179 = -73339.988167 nChanged 1 SP:Iteration 8Q (38006.890000 sec): 3 clusters Score: Raw -76399.625754 + Penalty 3059.088179 = -73340.537575 nChanged 0 SP:Iteration 9F (38006.890000 sec): 3 clusters Score: Raw -76399.625754 + Penalty 3059.088179 = -73340.537575 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 58 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.900000 sec): 2 clusters Score: Raw -45399.460955 + Penalty 1462.494159 = -43936.966796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.900000 sec): 3 clusters Score: Raw -45880.126877 + Penalty 2924.988318 = -42955.138559 nChanged 105 SP:Iteration 1F (38006.910000 sec): 3 clusters Score: Raw -46269.727849 + Penalty 2924.988318 = -43344.739531 nChanged 31 SP:Iteration 2F (38006.910000 sec): 3 clusters Score: Raw -46404.371404 + Penalty 2924.988318 = -43479.383085 nChanged 16 SP:Iteration 3Q (38006.910000 sec): 3 clusters Score: Raw -46466.590846 + Penalty 2924.988318 = -43541.602528 nChanged 16 SP:Iteration 4Q (38006.910000 sec): 3 clusters Score: Raw -46578.439302 + Penalty 2924.988318 = -43653.450984 nChanged 13 SP:Iteration 5Q (38006.910000 sec): 3 clusters Score: Raw -46632.585901 + Penalty 2924.988318 = -43707.597583 nChanged 4 SP:Iteration 6Q (38006.910000 sec): 3 clusters Score: Raw -46646.275083 + Penalty 2924.988318 = -43721.286765 nChanged 0 SP:Iteration 7F (38006.910000 sec): 3 clusters Score: Raw -46646.275083 + Penalty 2924.988318 = -43721.286765 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 59 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.920000 sec): 2 clusters Score: Raw -33040.430564 + Penalty 1329.600457 = -31710.830107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.920000 sec): 3 clusters Score: Raw -33285.341564 + Penalty 2659.200914 = -30626.140650 nChanged 20 SP:Iteration 1F (38006.920000 sec): 3 clusters Score: Raw -33368.965140 + Penalty 2659.200914 = -30709.764226 nChanged 3 SP:Iteration 2Q (38006.920000 sec): 3 clusters Score: Raw -33399.929340 + Penalty 2659.200914 = -30740.728426 nChanged 2 SP:Iteration 3Q (38006.920000 sec): 3 clusters Score: Raw -33410.995152 + Penalty 2659.200914 = -30751.794238 nChanged 2 SP:Iteration 4Q (38006.930000 sec): 3 clusters Score: Raw -33418.608617 + Penalty 2659.200914 = -30759.407703 nChanged 1 SP:Iteration 5Q (38006.930000 sec): 3 clusters Score: Raw -33423.962030 + Penalty 2659.200914 = -30764.761116 nChanged 0 SP:Iteration 6F (38006.930000 sec): 3 clusters Score: Raw -33423.962030 + Penalty 2659.200914 = -30764.761116 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 60 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.930000 sec): 2 clusters Score: Raw -41029.440914 + Penalty 1455.585634 = -39573.855279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.940000 sec): 3 clusters Score: Raw -41254.993262 + Penalty 2911.171269 = -38343.821993 nChanged 59 SP:Iteration 1F (38006.940000 sec): 3 clusters Score: Raw -41399.073008 + Penalty 2911.171269 = -38487.901739 nChanged 19 SP:Iteration 2F (38006.940000 sec): 3 clusters Score: Raw -41489.779586 + Penalty 2911.171269 = -38578.608317 nChanged 20 SP:Iteration 3F (38006.940000 sec): 3 clusters Score: Raw -41557.690375 + Penalty 2911.171269 = -38646.519106 nChanged 18 SP:Iteration 4F (38006.940000 sec): 3 clusters Score: Raw -41636.949127 + Penalty 2911.171269 = -38725.777858 nChanged 10 SP:Iteration 5Q (38006.940000 sec): 3 clusters Score: Raw -41691.171020 + Penalty 2911.171269 = -38779.999751 nChanged 8 SP:Iteration 6Q (38006.950000 sec): 3 clusters Score: Raw -41728.680346 + Penalty 2911.171269 = -38817.509077 nChanged 5 SP:Iteration 7Q (38006.950000 sec): 3 clusters Score: Raw -41748.641420 + Penalty 2911.171269 = -38837.470151 nChanged 4 SP:Iteration 8Q (38006.950000 sec): 3 clusters Score: Raw -41757.216304 + Penalty 2911.171269 = -38846.045036 nChanged 1 SP:Iteration 9Q (38006.950000 sec): 3 clusters Score: Raw -41765.089491 + Penalty 2911.171269 = -38853.918222 nChanged 0 SP:Iteration 10F (38006.950000 sec): 3 clusters Score: Raw -41765.089491 + Penalty 2911.171269 = -38853.918222 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 61 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.960000 sec): 2 clusters Score: Raw -34376.430190 + Penalty 1358.162961 = -33018.267229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.960000 sec): 3 clusters Score: Raw -34553.689703 + Penalty 2716.325922 = -31837.363782 nChanged 22 SP:Iteration 1F (38006.960000 sec): 3 clusters Score: Raw -34639.171928 + Penalty 2716.325922 = -31922.846006 nChanged 6 SP:Iteration 2Q (38006.960000 sec): 3 clusters Score: Raw -34662.139733 + Penalty 2716.325922 = -31945.813811 nChanged 2 SP:Iteration 3Q (38006.960000 sec): 3 clusters Score: Raw -34697.177073 + Penalty 2716.325922 = -31980.851151 nChanged 2 SP:Iteration 4Q (38006.960000 sec): 3 clusters Score: Raw -34719.093022 + Penalty 2716.325922 = -32002.767100 nChanged 2 SP:Iteration 5Q (38006.970000 sec): 3 clusters Score: Raw -34725.520256 + Penalty 2716.325922 = -32009.194334 nChanged 1 SP:Iteration 6Q (38006.970000 sec): 3 clusters Score: Raw -34727.508917 + Penalty 2716.325922 = -32011.182995 nChanged 0 SP:Iteration 7F (38006.970000 sec): 3 clusters Score: Raw -34727.508917 + Penalty 2716.325922 = -32011.182995 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 62 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38006.970000 sec): 2 clusters Score: Raw -33054.189356 + Penalty 1360.229640 = -31693.959717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38006.970000 sec): 3 clusters Score: Raw -33209.757870 + Penalty 2720.459279 = -30489.298591 nChanged 18 SP:Iteration 1F (38006.980000 sec): 3 clusters Score: Raw -33275.704776 + Penalty 2720.459279 = -30555.245497 nChanged 4 SP:Iteration 2Q (38006.980000 sec): 3 clusters Score: Raw -33287.972410 + Penalty 2720.459279 = -30567.513131 nChanged 2 SP:Iteration 3Q (38006.980000 sec): 3 clusters Score: Raw -33299.484215 + Penalty 2720.459279 = -30579.024936 nChanged 1 SP:Iteration 4Q (38006.980000 sec): 3 clusters Score: Raw -33303.965610 + Penalty 2720.459279 = -30583.506331 nChanged 1 SP:Iteration 5Q (38006.980000 sec): 3 clusters Score: Raw -33308.211855 + Penalty 2720.459279 = -30587.752576 nChanged 0 SP:Iteration 6F (38006.980000 sec): 3 clusters Score: Raw -33308.211855 + Penalty 2720.459279 = -30587.752576 nChanged 0 Memory request: 0.00 GB would take us to total of 16.29 GB. Trying to split cluster 63 (8798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38007.020000 sec): 2 clusters Score: Raw -1581076.728425 + Penalty 2252.405366 = -1578824.323059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38007.050000 sec): 3 clusters Score: Raw -1576402.177163 + Penalty 4504.810732 = -1571897.366431 nChanged 3611 SP:Iteration 1F (38007.090000 sec): 3 clusters Score: Raw -1578361.760383 + Penalty 4504.810732 = -1573856.949651 nChanged 547 SP:Iteration 2F (38007.130000 sec): 3 clusters Score: Raw -1578613.209968 + Penalty 4504.810732 = -1574108.399236 nChanged 438 SP:Iteration 3Q (38007.160000 sec): 3 clusters Score: Raw -1578812.108751 + Penalty 4504.810732 = -1574307.298018 nChanged 342 SP:Iteration 4Q (38007.190000 sec): 3 clusters Score: Raw -1578961.068469 + Penalty 4504.810732 = -1574456.257737 nChanged 320 SP:Iteration 5Q (38007.230000 sec): 3 clusters Score: Raw -1579096.174253 + Penalty 4504.810732 = -1574591.363521 nChanged 279 SP:Iteration 6Q (38007.270000 sec): 3 clusters Score: Raw -1579198.391564 + Penalty 4504.810732 = -1574693.580831 nChanged 212 SP:Iteration 7Q (38007.300000 sec): 3 clusters Score: Raw -1579282.319149 + Penalty 4504.810732 = -1574777.508417 nChanged 201 SP:Iteration 8Q (38007.330000 sec): 3 clusters Score: Raw -1579365.307323 + Penalty 4504.810732 = -1574860.496591 nChanged 221 SP:Iteration 9Q (38007.370000 sec): 3 clusters Score: Raw -1579470.858903 + Penalty 4504.810732 = -1574966.048170 nChanged 248 SP:Iteration 10Q (38007.400000 sec): 3 clusters Score: Raw -1579589.412142 + Penalty 4504.810732 = -1575084.601409 nChanged 261 SP:Iteration 11Q (38007.440000 sec): 3 clusters Score: Raw -1579716.509861 + Penalty 4504.810732 = -1575211.699129 nChanged 258 SP:Iteration 12Q (38007.470000 sec): 3 clusters Score: Raw -1579845.109094 + Penalty 4504.810732 = -1575340.298362 nChanged 262 SP:Iteration 13Q (38007.510000 sec): 3 clusters Score: Raw -1579993.966856 + Penalty 4504.810732 = -1575489.156123 nChanged 301 SP:Iteration 14Q (38007.540000 sec): 3 clusters Score: Raw -1580195.797127 + Penalty 4504.810732 = -1575690.986395 nChanged 309 SP:Iteration 15Q (38007.570000 sec): 3 clusters Score: Raw -1580403.952116 + Penalty 4504.810732 = -1575899.141384 nChanged 273 SP:Iteration 16Q (38007.610000 sec): 3 clusters Score: Raw -1580602.769196 + Penalty 4504.810732 = -1576097.958463 nChanged 230 SP:Iteration 17Q (38007.640000 sec): 3 clusters Score: Raw -1580785.817149 + Penalty 4504.810732 = -1576281.006416 nChanged 186 SP:Iteration 18Q (38007.670000 sec): 3 clusters Score: Raw -1580923.055766 + Penalty 4504.810732 = -1576418.245034 nChanged 138 SP:Iteration 19Q (38007.710000 sec): 3 clusters Score: Raw -1581038.043279 + Penalty 4504.810732 = -1576533.232546 nChanged 113 SP:Iteration 20F (38007.740000 sec): 3 clusters Score: Raw -1581130.943048 + Penalty 4504.810732 = -1576626.132316 nChanged 83 SP:Iteration 21Q (38007.770000 sec): 3 clusters Score: Raw -1581207.245069 + Penalty 4504.810732 = -1576702.434336 nChanged 54 SP:Iteration 22Q (38007.800000 sec): 3 clusters Score: Raw -1581258.133704 + Penalty 4504.810732 = -1576753.322972 nChanged 35 SP:Iteration 23Q (38007.830000 sec): 3 clusters Score: Raw -1581287.611387 + Penalty 4504.810732 = -1576782.800654 nChanged 18 SP:Iteration 24Q (38007.850000 sec): 3 clusters Score: Raw -1581306.182582 + Penalty 4504.810732 = -1576801.371849 nChanged 15 SP:Iteration 25Q (38007.880000 sec): 3 clusters Score: Raw -1581317.699323 + Penalty 4504.810732 = -1576812.888591 nChanged 11 SP:Iteration 26Q (38007.910000 sec): 3 clusters Score: Raw -1581324.585831 + Penalty 4504.810732 = -1576819.775099 nChanged 5 SP:Iteration 27Q (38007.940000 sec): 3 clusters Score: Raw -1581329.466560 + Penalty 4504.810732 = -1576824.655827 nChanged 6 SP:Iteration 28Q (38007.970000 sec): 3 clusters Score: Raw -1581333.849388 + Penalty 4504.810732 = -1576829.038656 nChanged 6 SP:Iteration 29Q (38007.990000 sec): 3 clusters Score: Raw -1581337.946146 + Penalty 4504.810732 = -1576833.135413 nChanged 4 SP:Iteration 30Q (38008.020000 sec): 3 clusters Score: Raw -1581341.356543 + Penalty 4504.810732 = -1576836.545811 nChanged 4 SP:Iteration 31Q (38008.050000 sec): 3 clusters Score: Raw -1581344.545012 + Penalty 4504.810732 = -1576839.734280 nChanged 7 SP:Iteration 32Q (38008.070000 sec): 3 clusters Score: Raw -1581350.354646 + Penalty 4504.810732 = -1576845.543914 nChanged 2 SP:Iteration 33Q (38008.100000 sec): 3 clusters Score: Raw -1581352.000135 + Penalty 4504.810732 = -1576847.189403 nChanged 3 SP:Iteration 34Q (38008.130000 sec): 3 clusters Score: Raw -1581354.981269 + Penalty 4504.810732 = -1576850.170537 nChanged 4 SP:Iteration 35Q (38008.160000 sec): 3 clusters Score: Raw -1581358.678345 + Penalty 4504.810732 = -1576853.867612 nChanged 3 SP:Iteration 36Q (38008.180000 sec): 3 clusters Score: Raw -1581361.201675 + Penalty 4504.810732 = -1576856.390943 nChanged 3 SP:Iteration 37Q (38008.210000 sec): 3 clusters Score: Raw -1581363.891331 + Penalty 4504.810732 = -1576859.080599 nChanged 2 SP:Iteration 38Q (38008.240000 sec): 3 clusters Score: Raw -1581365.562579 + Penalty 4504.810732 = -1576860.751847 nChanged 1 SP:Iteration 39Q (38008.270000 sec): 3 clusters Score: Raw -1581366.744211 + Penalty 4504.810732 = -1576861.933479 nChanged 2 SP:Iteration 40F (38008.300000 sec): 3 clusters Score: Raw -1581368.220534 + Penalty 4504.810732 = -1576863.409801 nChanged 3 SP:Iteration 41Q (38008.330000 sec): 3 clusters Score: Raw -1581370.592526 + Penalty 4504.810732 = -1576865.781794 nChanged 1 SP:Iteration 42Q (38008.350000 sec): 3 clusters Score: Raw -1581371.126116 + Penalty 4504.810732 = -1576866.315384 nChanged 2 SP:Iteration 43Q (38008.380000 sec): 3 clusters Score: Raw -1581372.199771 + Penalty 4504.810732 = -1576867.389039 nChanged 0 SP:Iteration 44F (38008.410000 sec): 3 clusters Score: Raw -1581372.199771 + Penalty 4504.810732 = -1576867.389039 nChanged 0 ------ Evaluating fit on full set of 6556122 points ------ Score: Raw -1135845021.837855 + Penalty 245232.895146 = -1135599788.942709 Time taken for this iteration:38497.010000 seconds. 20->64 Clusters: Score -1135599788.942709, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 4.07 GB would take us to total of 16.29 GB. ------ Running on subset of 2185374 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 13 (270 points): Lose 320.858645 but Gain 3620.129790 Iteration 0F (38668.110000 sec): 20 clusters Score: Raw -331555315.440700 + Penalty 68782.466003 = -331486532.974697 nChanged 2076369 Deleting Class 14 (1068 points): Lose 1378.670517 but Gain 3620.129790 Iteration 1F (38728.810000 sec): 19 clusters Score: Raw -375533803.895597 + Penalty 65162.336214 = -375468641.559383 nChanged 483875 Deleting Class 12 (953 points): Lose 1674.318973 but Gain 3620.129790 Iteration 2F (38786.590000 sec): 18 clusters Score: Raw -376678570.181096 + Penalty 61542.206424 = -376617027.974672 nChanged 232469 Iteration 3F (38841.210000 sec): 18 clusters Score: Raw -377192394.798980 + Penalty 61542.206424 = -377130852.592556 nChanged 131099 Iteration 4F (38895.780000 sec): 18 clusters Score: Raw -377484095.664491 + Penalty 61542.206424 = -377422553.458067 nChanged 90466 Iteration 5Q (38914.430000 sec): 18 clusters Score: Raw -377596577.308240 + Penalty 61542.206424 = -377535035.101816 nChanged 66336 Iteration 6Q (38932.330000 sec): 18 clusters Score: Raw -377654534.895326 + Penalty 61542.206424 = -377592992.688902 nChanged 53637 Iteration 7Q (38949.760000 sec): 18 clusters Score: Raw -377691689.687782 + Penalty 61542.206424 = -377630147.481358 nChanged 45559 Iteration 8Q (38966.910000 sec): 18 clusters Score: Raw -377715768.771315 + Penalty 61542.206424 = -377654226.564891 nChanged 40578 Iteration 9Q (38983.820000 sec): 18 clusters Score: Raw -377736247.319506 + Penalty 61542.206424 = -377674705.113081 nChanged 37405 Iteration 10Q (39000.580000 sec): 18 clusters Score: Raw -377756700.251940 + Penalty 61542.206424 = -377695158.045516 nChanged 35236 Iteration 11Q (39017.230000 sec): 18 clusters Score: Raw -377774450.878364 + Penalty 61542.206424 = -377712908.671940 nChanged 32401 Iteration 12Q (39033.760000 sec): 18 clusters Score: Raw -377791667.044198 + Penalty 61542.206424 = -377730124.837774 nChanged 29329 Iteration 13Q (39050.180000 sec): 18 clusters Score: Raw -377810111.848953 + Penalty 61542.206424 = -377748569.642529 nChanged 26081 Iteration 14Q (39066.500000 sec): 18 clusters Score: Raw -377827599.982581 + Penalty 61542.206424 = -377766057.776157 nChanged 22687 Iteration 15Q (39082.730000 sec): 18 clusters Score: Raw -377837466.856395 + Penalty 61542.206424 = -377775924.649971 nChanged 18691 Iteration 16Q (39098.960000 sec): 18 clusters Score: Raw -377842670.108260 + Penalty 61542.206424 = -377781127.901836 nChanged 15812 Iteration 17Q (39115.100000 sec): 18 clusters Score: Raw -377846197.798772 + Penalty 61542.206424 = -377784655.592348 nChanged 14105 Iteration 18Q (39131.230000 sec): 18 clusters Score: Raw -377848842.233256 + Penalty 61542.206424 = -377787300.026832 nChanged 12991 Iteration 19Q (39147.350000 sec): 18 clusters Score: Raw -377850903.369432 + Penalty 61542.206424 = -377789361.163008 nChanged 11938 Writing temp clu file Because OldScore, -377787300.026832, is greater than current (better) Score,-377789361.163008 Compute initial score before splitting: Score: Raw -377850903.369432 + Penalty 61542.206424 = -377789361.163008 Memory request: 0.02 GB would take us to total of 16.31 GB. Trying to split cluster 1 (10478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39147.770000 sec): 2 clusters Score: Raw -1772051.462303 + Penalty 2295.744209 = -1769755.718095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39147.810000 sec): 3 clusters Score: Raw -1766339.414326 + Penalty 4591.488418 = -1761747.925909 nChanged 4350 SP:Iteration 1F (39147.850000 sec): 3 clusters Score: Raw -1768708.539628 + Penalty 4591.488418 = -1764117.051210 nChanged 644 SP:Iteration 2F (39147.890000 sec): 3 clusters Score: Raw -1768987.887817 + Penalty 4591.488418 = -1764396.399399 nChanged 499 SP:Iteration 3Q (39147.930000 sec): 3 clusters Score: Raw -1769199.898990 + Penalty 4591.488418 = -1764608.410572 nChanged 437 SP:Iteration 4Q (39147.980000 sec): 3 clusters Score: Raw -1769400.056796 + Penalty 4591.488418 = -1764808.568378 nChanged 414 SP:Iteration 5Q (39148.020000 sec): 3 clusters Score: Raw -1769620.218178 + Penalty 4591.488418 = -1765028.729761 nChanged 401 SP:Iteration 6Q (39148.060000 sec): 3 clusters Score: Raw -1769838.429786 + Penalty 4591.488418 = -1765246.941369 nChanged 394 SP:Iteration 7Q (39148.100000 sec): 3 clusters Score: Raw -1770047.420450 + Penalty 4591.488418 = -1765455.932032 nChanged 374 SP:Iteration 8Q (39148.140000 sec): 3 clusters Score: Raw -1770249.710125 + Penalty 4591.488418 = -1765658.221707 nChanged 358 SP:Iteration 9Q (39148.180000 sec): 3 clusters Score: Raw -1770445.862285 + Penalty 4591.488418 = -1765854.373867 nChanged 348 SP:Iteration 10Q (39148.230000 sec): 3 clusters Score: Raw -1770640.509537 + Penalty 4591.488418 = -1766049.021119 nChanged 383 SP:Iteration 11Q (39148.270000 sec): 3 clusters Score: Raw -1770877.858588 + Penalty 4591.488418 = -1766286.370171 nChanged 339 SP:Iteration 12Q (39148.310000 sec): 3 clusters Score: Raw -1771082.769726 + Penalty 4591.488418 = -1766491.281308 nChanged 328 SP:Iteration 13Q (39148.350000 sec): 3 clusters Score: Raw -1771254.610638 + Penalty 4591.488418 = -1766663.122221 nChanged 294 SP:Iteration 14Q (39148.390000 sec): 3 clusters Score: Raw -1771408.007528 + Penalty 4591.488418 = -1766816.519111 nChanged 266 SP:Iteration 15Q (39148.430000 sec): 3 clusters Score: Raw -1771542.772810 + Penalty 4591.488418 = -1766951.284392 nChanged 217 SP:Iteration 16Q (39148.470000 sec): 3 clusters Score: Raw -1771634.547704 + Penalty 4591.488418 = -1767043.059287 nChanged 171 SP:Iteration 17Q (39148.510000 sec): 3 clusters Score: Raw -1771701.543524 + Penalty 4591.488418 = -1767110.055106 nChanged 145 SP:Iteration 18Q (39148.540000 sec): 3 clusters Score: Raw -1771756.498518 + Penalty 4591.488418 = -1767165.010100 nChanged 143 SP:Iteration 19Q (39148.580000 sec): 3 clusters Score: Raw -1771803.451596 + Penalty 4591.488418 = -1767211.963178 nChanged 113 SP:Iteration 20F (39148.620000 sec): 3 clusters Score: Raw -1771836.861518 + Penalty 4591.488418 = -1767245.373100 nChanged 98 SP:Iteration 21Q (39148.660000 sec): 3 clusters Score: Raw -1771866.583514 + Penalty 4591.488418 = -1767275.095096 nChanged 84 SP:Iteration 22Q (39148.700000 sec): 3 clusters Score: Raw -1771892.878042 + Penalty 4591.488418 = -1767301.389624 nChanged 81 SP:Iteration 23Q (39148.740000 sec): 3 clusters Score: Raw -1771914.478117 + Penalty 4591.488418 = -1767322.989699 nChanged 64 SP:Iteration 24Q (39148.780000 sec): 3 clusters Score: Raw -1771932.598382 + Penalty 4591.488418 = -1767341.109964 nChanged 82 SP:Iteration 25Q (39148.820000 sec): 3 clusters Score: Raw -1771960.185452 + Penalty 4591.488418 = -1767368.697034 nChanged 83 SP:Iteration 26Q (39148.850000 sec): 3 clusters Score: Raw -1771990.216858 + Penalty 4591.488418 = -1767398.728441 nChanged 95 SP:Iteration 27Q (39148.890000 sec): 3 clusters Score: Raw -1772025.319743 + Penalty 4591.488418 = -1767433.831325 nChanged 94 SP:Iteration 28Q (39148.930000 sec): 3 clusters Score: Raw -1772059.829696 + Penalty 4591.488418 = -1767468.341278 nChanged 93 SP:Iteration 29Q (39148.970000 sec): 3 clusters Score: Raw -1772092.821629 + Penalty 4591.488418 = -1767501.333211 nChanged 99 SP:Iteration 30Q (39149.010000 sec): 3 clusters Score: Raw -1772129.912510 + Penalty 4591.488418 = -1767538.424092 nChanged 115 SP:Iteration 31Q (39149.050000 sec): 3 clusters Score: Raw -1772169.070871 + Penalty 4591.488418 = -1767577.582453 nChanged 104 SP:Iteration 32Q (39149.090000 sec): 3 clusters Score: Raw -1772203.722296 + Penalty 4591.488418 = -1767612.233878 nChanged 104 SP:Iteration 33Q (39149.120000 sec): 3 clusters Score: Raw -1772239.327439 + Penalty 4591.488418 = -1767647.839021 nChanged 84 SP:Iteration 34Q (39149.160000 sec): 3 clusters Score: Raw -1772263.749742 + Penalty 4591.488418 = -1767672.261324 nChanged 68 SP:Iteration 35Q (39149.190000 sec): 3 clusters Score: Raw -1772281.355368 + Penalty 4591.488418 = -1767689.866950 nChanged 66 SP:Iteration 36Q (39149.230000 sec): 3 clusters Score: Raw -1772298.608117 + Penalty 4591.488418 = -1767707.119700 nChanged 61 SP:Iteration 37Q (39149.270000 sec): 3 clusters Score: Raw -1772314.996568 + Penalty 4591.488418 = -1767723.508150 nChanged 54 SP:Iteration 38Q (39149.300000 sec): 3 clusters Score: Raw -1772326.769114 + Penalty 4591.488418 = -1767735.280696 nChanged 39 SP:Iteration 39Q (39149.340000 sec): 3 clusters Score: Raw -1772335.049423 + Penalty 4591.488418 = -1767743.561006 nChanged 42 SP:Iteration 40F (39149.380000 sec): 3 clusters Score: Raw -1772343.646483 + Penalty 4591.488418 = -1767752.158066 nChanged 30 SP:Iteration 41Q (39149.420000 sec): 3 clusters Score: Raw -1772350.433696 + Penalty 4591.488418 = -1767758.945279 nChanged 33 SP:Iteration 42Q (39149.460000 sec): 3 clusters Score: Raw -1772356.137415 + Penalty 4591.488418 = -1767764.648997 nChanged 22 SP:Iteration 43Q (39149.500000 sec): 3 clusters Score: Raw -1772360.073581 + Penalty 4591.488418 = -1767768.585164 nChanged 14 SP:Iteration 44Q (39149.530000 sec): 3 clusters Score: Raw -1772362.387817 + Penalty 4591.488418 = -1767770.899399 nChanged 14 SP:Iteration 45Q (39149.570000 sec): 3 clusters Score: Raw -1772364.305741 + Penalty 4591.488418 = -1767772.817323 nChanged 18 SP:Iteration 46Q (39149.610000 sec): 3 clusters Score: Raw -1772366.924112 + Penalty 4591.488418 = -1767775.435695 nChanged 12 SP:Iteration 47Q (39149.650000 sec): 3 clusters Score: Raw -1772368.944527 + Penalty 4591.488418 = -1767777.456109 nChanged 13 SP:Iteration 48Q (39149.690000 sec): 3 clusters Score: Raw -1772371.415298 + Penalty 4591.488418 = -1767779.926881 nChanged 11 SP:Iteration 49Q (39149.730000 sec): 3 clusters Score: Raw -1772373.329992 + Penalty 4591.488418 = -1767781.841574 nChanged 15 SP:Iteration 50Q (39149.760000 sec): 3 clusters Score: Raw -1772376.155742 + Penalty 4591.488418 = -1767784.667324 nChanged 22 SP:Iteration 51Q (39149.800000 sec): 3 clusters Score: Raw -1772380.531721 + Penalty 4591.488418 = -1767789.043304 nChanged 20 SP:Iteration 52Q (39149.840000 sec): 3 clusters Score: Raw -1772384.231669 + Penalty 4591.488418 = -1767792.743251 nChanged 13 SP:Iteration 53Q (39149.880000 sec): 3 clusters Score: Raw -1772386.010505 + Penalty 4591.488418 = -1767794.522087 nChanged 10 SP:Iteration 54Q (39149.910000 sec): 3 clusters Score: Raw -1772387.335680 + Penalty 4591.488418 = -1767795.847263 nChanged 9 SP:Iteration 55Q (39149.950000 sec): 3 clusters Score: Raw -1772388.692384 + Penalty 4591.488418 = -1767797.203966 nChanged 10 SP:Iteration 56Q (39149.990000 sec): 3 clusters Score: Raw -1772390.394087 + Penalty 4591.488418 = -1767798.905670 nChanged 6 SP:Iteration 57Q (39150.030000 sec): 3 clusters Score: Raw -1772391.425798 + Penalty 4591.488418 = -1767799.937381 nChanged 8 SP:Iteration 58Q (39150.070000 sec): 3 clusters Score: Raw -1772392.343002 + Penalty 4591.488418 = -1767800.854585 nChanged 5 SP:Iteration 59Q (39150.110000 sec): 3 clusters Score: Raw -1772392.948965 + Penalty 4591.488418 = -1767801.460548 nChanged 6 SP:Iteration 60F (39150.150000 sec): 3 clusters Score: Raw -1772393.894120 + Penalty 4591.488418 = -1767802.405702 nChanged 3 SP:Iteration 61Q (39150.190000 sec): 3 clusters Score: Raw -1772394.318487 + Penalty 4591.488418 = -1767802.830069 nChanged 1 SP:Iteration 62Q (39150.220000 sec): 3 clusters Score: Raw -1772394.502530 + Penalty 4591.488418 = -1767803.014113 nChanged 3 SP:Iteration 63Q (39150.260000 sec): 3 clusters Score: Raw -1772394.864430 + Penalty 4591.488418 = -1767803.376012 nChanged 3 SP:Iteration 64Q (39150.300000 sec): 3 clusters Score: Raw -1772395.185639 + Penalty 4591.488418 = -1767803.697222 nChanged 1 SP:Iteration 65Q (39150.340000 sec): 3 clusters Score: Raw -1772395.322381 + Penalty 4591.488418 = -1767803.833964 nChanged 3 SP:Iteration 66Q (39150.370000 sec): 3 clusters Score: Raw -1772395.625259 + Penalty 4591.488418 = -1767804.136842 nChanged 1 SP:Iteration 67Q (39150.410000 sec): 3 clusters Score: Raw -1772395.695575 + Penalty 4591.488418 = -1767804.207157 nChanged 0 SP:Iteration 68F (39150.450000 sec): 3 clusters Score: Raw -1772395.695575 + Penalty 4591.488418 = -1767804.207157 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39150.470000 sec): 2 clusters Score: Raw -226444.896345 + Penalty 1819.560355 = -224625.335991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39150.470000 sec): 3 clusters Score: Raw -226160.908666 + Penalty 3639.120709 = -222521.787957 nChanged 518 SP:Iteration 1F (39150.480000 sec): 3 clusters Score: Raw -226978.691736 + Penalty 3639.120709 = -223339.571027 nChanged 200 SP:Iteration 2F (39150.490000 sec): 3 clusters Score: Raw -227671.656024 + Penalty 3639.120709 = -224032.535315 nChanged 148 SP:Iteration 3F (39150.490000 sec): 3 clusters Score: Raw -228403.162079 + Penalty 3639.120709 = -224764.041369 nChanged 130 SP:Iteration 4F (39150.500000 sec): 3 clusters Score: Raw -229007.721737 + Penalty 3639.120709 = -225368.601028 nChanged 95 SP:Iteration 5F (39150.510000 sec): 3 clusters Score: Raw -229684.690629 + Penalty 3639.120709 = -226045.569920 nChanged 80 SP:Iteration 6F (39150.510000 sec): 3 clusters Score: Raw -230667.216687 + Penalty 3639.120709 = -227028.095978 nChanged 79 SP:Iteration 7F (39150.520000 sec): 3 clusters Score: Raw -232296.440456 + Penalty 3639.120709 = -228657.319747 nChanged 63 SP:Iteration 8Q (39150.520000 sec): 3 clusters Score: Raw -232885.687456 + Penalty 3639.120709 = -229246.566746 nChanged 26 SP:Iteration 9Q (39150.530000 sec): 3 clusters Score: Raw -233174.459151 + Penalty 3639.120709 = -229535.338442 nChanged 7 SP:Iteration 10Q (39150.530000 sec): 3 clusters Score: Raw -233223.279557 + Penalty 3639.120709 = -229584.158848 nChanged 4 SP:Iteration 11Q (39150.530000 sec): 3 clusters Score: Raw -233237.312170 + Penalty 3639.120709 = -229598.191461 nChanged 4 SP:Iteration 12Q (39150.540000 sec): 3 clusters Score: Raw -233349.904867 + Penalty 3639.120709 = -229710.784158 nChanged 2 SP:Iteration 13Q (39150.540000 sec): 3 clusters Score: Raw -233475.972492 + Penalty 3639.120709 = -229836.851783 nChanged 1 SP:Iteration 14Q (39150.550000 sec): 3 clusters Score: Raw -233562.019149 + Penalty 3639.120709 = -229922.898440 nChanged 3 SP:Iteration 15Q (39150.550000 sec): 3 clusters Score: Raw -233582.738005 + Penalty 3639.120709 = -229943.617296 nChanged 1 SP:Iteration 16Q (39150.550000 sec): 3 clusters Score: Raw -233639.418144 + Penalty 3639.120709 = -230000.297435 nChanged 3 SP:Iteration 17Q (39150.560000 sec): 3 clusters Score: Raw -233676.519248 + Penalty 3639.120709 = -230037.398539 nChanged 2 SP:Iteration 18Q (39150.570000 sec): 3 clusters Score: Raw -233701.886836 + Penalty 3639.120709 = -230062.766127 nChanged 3 SP:Iteration 19Q (39150.570000 sec): 3 clusters Score: Raw -233708.408072 + Penalty 3639.120709 = -230069.287362 nChanged 1 SP:Iteration 20F (39150.570000 sec): 3 clusters Score: Raw -233967.571055 + Penalty 3639.120709 = -230328.450346 nChanged 7 SP:Iteration 21Q (39150.580000 sec): 3 clusters Score: Raw -234624.618861 + Penalty 3639.120709 = -230985.498152 nChanged 3 SP:Iteration 22Q (39150.580000 sec): 3 clusters Score: Raw -234635.613509 + Penalty 3639.120709 = -230996.492800 nChanged 0 SP:Iteration 23F (39150.590000 sec): 3 clusters Score: Raw -234635.613509 + Penalty 3639.120709 = -230996.492800 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (5304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39150.620000 sec): 2 clusters Score: Raw -785673.724429 + Penalty 2126.901700 = -783546.822729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39150.640000 sec): 3 clusters Score: Raw -783364.816860 + Penalty 4253.803400 = -779111.013461 nChanged 2086 SP:Iteration 1F (39150.660000 sec): 3 clusters Score: Raw -787430.722405 + Penalty 4253.803400 = -783176.919005 nChanged 1018 SP:Iteration 2F (39150.680000 sec): 3 clusters Score: Raw -793165.202085 + Penalty 4253.803400 = -788911.398685 nChanged 675 SP:Iteration 3F (39150.700000 sec): 3 clusters Score: Raw -797039.436997 + Penalty 4253.803400 = -792785.633597 nChanged 268 SP:Iteration 4F (39150.720000 sec): 3 clusters Score: Raw -798435.059067 + Penalty 4253.803400 = -794181.255667 nChanged 156 SP:Iteration 5Q (39150.740000 sec): 3 clusters Score: Raw -799378.844425 + Penalty 4253.803400 = -795125.041025 nChanged 113 SP:Iteration 6Q (39150.750000 sec): 3 clusters Score: Raw -801770.597485 + Penalty 4253.803400 = -797516.794085 nChanged 106 SP:Iteration 7Q (39150.770000 sec): 3 clusters Score: Raw -801846.358469 + Penalty 4253.803400 = -797592.555070 nChanged 38 SP:Iteration 8Q (39150.790000 sec): 3 clusters Score: Raw -801869.240113 + Penalty 4253.803400 = -797615.436713 nChanged 24 SP:Iteration 9Q (39150.800000 sec): 3 clusters Score: Raw -801881.899629 + Penalty 4253.803400 = -797628.096229 nChanged 16 SP:Iteration 10Q (39150.820000 sec): 3 clusters Score: Raw -801887.287595 + Penalty 4253.803400 = -797633.484195 nChanged 12 SP:Iteration 11Q (39150.830000 sec): 3 clusters Score: Raw -801891.525497 + Penalty 4253.803400 = -797637.722098 nChanged 6 SP:Iteration 12Q (39150.850000 sec): 3 clusters Score: Raw -801893.069297 + Penalty 4253.803400 = -797639.265897 nChanged 3 SP:Iteration 13Q (39150.860000 sec): 3 clusters Score: Raw -801894.269729 + Penalty 4253.803400 = -797640.466330 nChanged 3 SP:Iteration 14Q (39150.880000 sec): 3 clusters Score: Raw -801895.055978 + Penalty 4253.803400 = -797641.252578 nChanged 0 SP:Iteration 15F (39150.900000 sec): 3 clusters Score: Raw -801895.055978 + Penalty 4253.803400 = -797641.252578 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 16.31 GB. Trying to split cluster 4 (12599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39150.990000 sec): 2 clusters Score: Raw -2075633.597124 + Penalty 2341.460436 = -2073292.136689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39151.040000 sec): 3 clusters Score: Raw -2068626.840512 + Penalty 4682.920871 = -2063943.919640 nChanged 5333 SP:Iteration 1F (39151.090000 sec): 3 clusters Score: Raw -2071504.910949 + Penalty 4682.920871 = -2066821.990077 nChanged 870 SP:Iteration 2F (39151.130000 sec): 3 clusters Score: Raw -2071959.836703 + Penalty 4682.920871 = -2067276.915831 nChanged 708 SP:Iteration 3F (39151.190000 sec): 3 clusters Score: Raw -2072295.060366 + Penalty 4682.920871 = -2067612.139494 nChanged 614 SP:Iteration 4Q (39151.230000 sec): 3 clusters Score: Raw -2072595.664828 + Penalty 4682.920871 = -2067912.743957 nChanged 559 SP:Iteration 5Q (39151.290000 sec): 3 clusters Score: Raw -2072870.806949 + Penalty 4682.920871 = -2068187.886078 nChanged 500 SP:Iteration 6Q (39151.330000 sec): 3 clusters Score: Raw -2073085.594549 + Penalty 4682.920871 = -2068402.673678 nChanged 476 SP:Iteration 7Q (39151.390000 sec): 3 clusters Score: Raw -2073306.606861 + Penalty 4682.920871 = -2068623.685989 nChanged 469 SP:Iteration 8Q (39151.430000 sec): 3 clusters Score: Raw -2073536.382346 + Penalty 4682.920871 = -2068853.461474 nChanged 454 SP:Iteration 9Q (39151.480000 sec): 3 clusters Score: Raw -2073761.245426 + Penalty 4682.920871 = -2069078.324554 nChanged 425 SP:Iteration 10Q (39151.530000 sec): 3 clusters Score: Raw -2073982.434767 + Penalty 4682.920871 = -2069299.513896 nChanged 403 SP:Iteration 11Q (39151.580000 sec): 3 clusters Score: Raw -2074203.965239 + Penalty 4682.920871 = -2069521.044368 nChanged 379 SP:Iteration 12Q (39151.630000 sec): 3 clusters Score: Raw -2074421.872181 + Penalty 4682.920871 = -2069738.951309 nChanged 378 SP:Iteration 13Q (39151.680000 sec): 3 clusters Score: Raw -2074651.620630 + Penalty 4682.920871 = -2069968.699758 nChanged 330 SP:Iteration 14Q (39151.730000 sec): 3 clusters Score: Raw -2074849.582182 + Penalty 4682.920871 = -2070166.661310 nChanged 306 SP:Iteration 15Q (39151.780000 sec): 3 clusters Score: Raw -2075032.516745 + Penalty 4682.920871 = -2070349.595873 nChanged 263 SP:Iteration 16Q (39151.820000 sec): 3 clusters Score: Raw -2075176.090986 + Penalty 4682.920871 = -2070493.170115 nChanged 207 SP:Iteration 17Q (39151.870000 sec): 3 clusters Score: Raw -2075277.595224 + Penalty 4682.920871 = -2070594.674352 nChanged 182 SP:Iteration 18Q (39151.910000 sec): 3 clusters Score: Raw -2075353.208865 + Penalty 4682.920871 = -2070670.287993 nChanged 134 SP:Iteration 19Q (39151.960000 sec): 3 clusters Score: Raw -2075411.688244 + Penalty 4682.920871 = -2070728.767372 nChanged 128 SP:Iteration 20F (39152.010000 sec): 3 clusters Score: Raw -2075466.595353 + Penalty 4682.920871 = -2070783.674481 nChanged 115 SP:Iteration 21Q (39152.050000 sec): 3 clusters Score: Raw -2075518.800564 + Penalty 4682.920871 = -2070835.879693 nChanged 113 SP:Iteration 22Q (39152.090000 sec): 3 clusters Score: Raw -2075568.389955 + Penalty 4682.920871 = -2070885.469084 nChanged 113 SP:Iteration 23Q (39152.140000 sec): 3 clusters Score: Raw -2075625.809659 + Penalty 4682.920871 = -2070942.888788 nChanged 121 SP:Iteration 24Q (39152.180000 sec): 3 clusters Score: Raw -2075693.276324 + Penalty 4682.920871 = -2071010.355453 nChanged 112 SP:Iteration 25Q (39152.220000 sec): 3 clusters Score: Raw -2075750.994698 + Penalty 4682.920871 = -2071068.073827 nChanged 95 SP:Iteration 26Q (39152.270000 sec): 3 clusters Score: Raw -2075803.885533 + Penalty 4682.920871 = -2071120.964662 nChanged 94 SP:Iteration 27Q (39152.310000 sec): 3 clusters Score: Raw -2075855.293080 + Penalty 4682.920871 = -2071172.372209 nChanged 70 SP:Iteration 28Q (39152.350000 sec): 3 clusters Score: Raw -2075903.969043 + Penalty 4682.920871 = -2071221.048171 nChanged 95 SP:Iteration 29Q (39152.390000 sec): 3 clusters Score: Raw -2075971.684815 + Penalty 4682.920871 = -2071288.763944 nChanged 80 SP:Iteration 30Q (39152.430000 sec): 3 clusters Score: Raw -2076029.223878 + Penalty 4682.920871 = -2071346.303006 nChanged 89 SP:Iteration 31Q (39152.470000 sec): 3 clusters Score: Raw -2076091.612731 + Penalty 4682.920871 = -2071408.691859 nChanged 72 SP:Iteration 32Q (39152.510000 sec): 3 clusters Score: Raw -2076138.493691 + Penalty 4682.920871 = -2071455.572820 nChanged 58 SP:Iteration 33Q (39152.550000 sec): 3 clusters Score: Raw -2076177.435214 + Penalty 4682.920871 = -2071494.514343 nChanged 59 SP:Iteration 34Q (39152.590000 sec): 3 clusters Score: Raw -2076213.223760 + Penalty 4682.920871 = -2071530.302889 nChanged 54 SP:Iteration 35Q (39152.630000 sec): 3 clusters Score: Raw -2076250.063495 + Penalty 4682.920871 = -2071567.142623 nChanged 47 SP:Iteration 36Q (39152.670000 sec): 3 clusters Score: Raw -2076286.724058 + Penalty 4682.920871 = -2071603.803186 nChanged 43 SP:Iteration 37Q (39152.700000 sec): 3 clusters Score: Raw -2076322.237427 + Penalty 4682.920871 = -2071639.316556 nChanged 39 SP:Iteration 38Q (39152.740000 sec): 3 clusters Score: Raw -2076351.963209 + Penalty 4682.920871 = -2071669.042337 nChanged 40 SP:Iteration 39Q (39152.780000 sec): 3 clusters Score: Raw -2076380.642121 + Penalty 4682.920871 = -2071697.721249 nChanged 36 SP:Iteration 40F (39152.830000 sec): 3 clusters Score: Raw -2076405.568851 + Penalty 4682.920871 = -2071722.647979 nChanged 22 SP:Iteration 41Q (39152.870000 sec): 3 clusters Score: Raw -2076423.559797 + Penalty 4682.920871 = -2071740.638925 nChanged 21 SP:Iteration 42Q (39152.910000 sec): 3 clusters Score: Raw -2076441.123379 + Penalty 4682.920871 = -2071758.202508 nChanged 23 SP:Iteration 43Q (39152.940000 sec): 3 clusters Score: Raw -2076462.290521 + Penalty 4682.920871 = -2071779.369650 nChanged 26 SP:Iteration 44Q (39152.980000 sec): 3 clusters Score: Raw -2076485.507208 + Penalty 4682.920871 = -2071802.586337 nChanged 24 SP:Iteration 45Q (39153.020000 sec): 3 clusters Score: Raw -2076515.508272 + Penalty 4682.920871 = -2071832.587400 nChanged 27 SP:Iteration 46Q (39153.050000 sec): 3 clusters Score: Raw -2076549.608885 + Penalty 4682.920871 = -2071866.688014 nChanged 25 SP:Iteration 47Q (39153.090000 sec): 3 clusters Score: Raw -2076574.074145 + Penalty 4682.920871 = -2071891.153273 nChanged 29 SP:Iteration 48Q (39153.130000 sec): 3 clusters Score: Raw -2076606.434144 + Penalty 4682.920871 = -2071923.513272 nChanged 26 SP:Iteration 49Q (39153.170000 sec): 3 clusters Score: Raw -2076627.024572 + Penalty 4682.920871 = -2071944.103700 nChanged 18 SP:Iteration 50Q (39153.200000 sec): 3 clusters Score: Raw -2076639.436498 + Penalty 4682.920871 = -2071956.515626 nChanged 7 SP:Iteration 51Q (39153.240000 sec): 3 clusters Score: Raw -2076644.681811 + Penalty 4682.920871 = -2071961.760939 nChanged 6 SP:Iteration 52Q (39153.270000 sec): 3 clusters Score: Raw -2076646.639750 + Penalty 4682.920871 = -2071963.718879 nChanged 0 SP:Iteration 53F (39153.320000 sec): 3 clusters Score: Raw -2076646.639750 + Penalty 4682.920871 = -2071963.718879 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (17064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39153.430000 sec): 2 clusters Score: Raw -2877713.460298 + Penalty 2416.692113 = -2875296.768185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39153.500000 sec): 3 clusters Score: Raw -2868183.103733 + Penalty 4833.384225 = -2863349.719508 nChanged 7447 SP:Iteration 1F (39153.570000 sec): 3 clusters Score: Raw -2873988.516428 + Penalty 4833.384225 = -2869155.132203 nChanged 1863 SP:Iteration 2F (39153.630000 sec): 3 clusters Score: Raw -2876144.509984 + Penalty 4833.384225 = -2871311.125759 nChanged 1789 SP:Iteration 3F (39153.700000 sec): 3 clusters Score: Raw -2878032.978544 + Penalty 4833.384225 = -2873199.594319 nChanged 1523 SP:Iteration 4F (39153.770000 sec): 3 clusters Score: Raw -2879528.420668 + Penalty 4833.384225 = -2874695.036443 nChanged 1160 SP:Iteration 5F (39153.840000 sec): 3 clusters Score: Raw -2880490.236484 + Penalty 4833.384225 = -2875656.852259 nChanged 794 SP:Iteration 6Q (39153.900000 sec): 3 clusters Score: Raw -2881042.376537 + Penalty 4833.384225 = -2876208.992312 nChanged 604 SP:Iteration 7Q (39153.970000 sec): 3 clusters Score: Raw -2881433.024591 + Penalty 4833.384225 = -2876599.640366 nChanged 433 SP:Iteration 8Q (39154.030000 sec): 3 clusters Score: Raw -2881682.300241 + Penalty 4833.384225 = -2876848.916016 nChanged 382 SP:Iteration 9Q (39154.090000 sec): 3 clusters Score: Raw -2881922.959189 + Penalty 4833.384225 = -2877089.574964 nChanged 313 SP:Iteration 10Q (39154.150000 sec): 3 clusters Score: Raw -2882097.199795 + Penalty 4833.384225 = -2877263.815570 nChanged 241 SP:Iteration 11Q (39154.210000 sec): 3 clusters Score: Raw -2882231.993113 + Penalty 4833.384225 = -2877398.608888 nChanged 210 SP:Iteration 12Q (39154.280000 sec): 3 clusters Score: Raw -2882340.275413 + Penalty 4833.384225 = -2877506.891188 nChanged 152 SP:Iteration 13Q (39154.340000 sec): 3 clusters Score: Raw -2882389.834494 + Penalty 4833.384225 = -2877556.450269 nChanged 95 SP:Iteration 14Q (39154.400000 sec): 3 clusters Score: Raw -2882412.086513 + Penalty 4833.384225 = -2877578.702288 nChanged 67 SP:Iteration 15Q (39154.460000 sec): 3 clusters Score: Raw -2882428.991490 + Penalty 4833.384225 = -2877595.607265 nChanged 65 SP:Iteration 16Q (39154.520000 sec): 3 clusters Score: Raw -2882445.468830 + Penalty 4833.384225 = -2877612.084605 nChanged 42 SP:Iteration 17Q (39154.580000 sec): 3 clusters Score: Raw -2882452.959707 + Penalty 4833.384225 = -2877619.575482 nChanged 28 SP:Iteration 18Q (39154.640000 sec): 3 clusters Score: Raw -2882458.558688 + Penalty 4833.384225 = -2877625.174463 nChanged 27 SP:Iteration 19Q (39154.700000 sec): 3 clusters Score: Raw -2882467.123786 + Penalty 4833.384225 = -2877633.739561 nChanged 26 SP:Iteration 20F (39154.770000 sec): 3 clusters Score: Raw -2882480.251661 + Penalty 4833.384225 = -2877646.867436 nChanged 38 SP:Iteration 21Q (39154.830000 sec): 3 clusters Score: Raw -2882503.684767 + Penalty 4833.384225 = -2877670.300542 nChanged 39 SP:Iteration 22Q (39154.890000 sec): 3 clusters Score: Raw -2882529.477973 + Penalty 4833.384225 = -2877696.093748 nChanged 56 SP:Iteration 23Q (39154.950000 sec): 3 clusters Score: Raw -2882570.485170 + Penalty 4833.384225 = -2877737.100945 nChanged 70 SP:Iteration 24Q (39155.010000 sec): 3 clusters Score: Raw -2882628.695089 + Penalty 4833.384225 = -2877795.310864 nChanged 87 SP:Iteration 25Q (39155.070000 sec): 3 clusters Score: Raw -2882735.826616 + Penalty 4833.384225 = -2877902.442391 nChanged 91 SP:Iteration 26Q (39155.130000 sec): 3 clusters Score: Raw -2882816.046089 + Penalty 4833.384225 = -2877982.661864 nChanged 96 SP:Iteration 27Q (39155.190000 sec): 3 clusters Score: Raw -2882877.093384 + Penalty 4833.384225 = -2878043.709159 nChanged 76 SP:Iteration 28Q (39155.250000 sec): 3 clusters Score: Raw -2882908.569750 + Penalty 4833.384225 = -2878075.185525 nChanged 79 SP:Iteration 29Q (39155.310000 sec): 3 clusters Score: Raw -2882969.072158 + Penalty 4833.384225 = -2878135.687933 nChanged 89 SP:Iteration 30Q (39155.370000 sec): 3 clusters Score: Raw -2883025.749190 + Penalty 4833.384225 = -2878192.364965 nChanged 78 SP:Iteration 31Q (39155.430000 sec): 3 clusters Score: Raw -2883097.050641 + Penalty 4833.384225 = -2878263.666416 nChanged 74 SP:Iteration 32Q (39155.490000 sec): 3 clusters Score: Raw -2883149.596185 + Penalty 4833.384225 = -2878316.211960 nChanged 77 SP:Iteration 33Q (39155.550000 sec): 3 clusters Score: Raw -2883194.450000 + Penalty 4833.384225 = -2878361.065775 nChanged 78 SP:Iteration 34Q (39155.610000 sec): 3 clusters Score: Raw -2883234.031971 + Penalty 4833.384225 = -2878400.647746 nChanged 72 SP:Iteration 35Q (39155.670000 sec): 3 clusters Score: Raw -2883257.649454 + Penalty 4833.384225 = -2878424.265229 nChanged 60 SP:Iteration 36Q (39155.730000 sec): 3 clusters Score: Raw -2883284.077506 + Penalty 4833.384225 = -2878450.693281 nChanged 66 SP:Iteration 37Q (39155.790000 sec): 3 clusters Score: Raw -2883315.621679 + Penalty 4833.384225 = -2878482.237454 nChanged 66 SP:Iteration 38Q (39155.850000 sec): 3 clusters Score: Raw -2883336.079228 + Penalty 4833.384225 = -2878502.695003 nChanged 78 SP:Iteration 39Q (39155.910000 sec): 3 clusters Score: Raw -2883356.126832 + Penalty 4833.384225 = -2878522.742607 nChanged 65 SP:Iteration 40F (39155.970000 sec): 3 clusters Score: Raw -2883533.256109 + Penalty 4833.384225 = -2878699.871884 nChanged 126 SP:Iteration 41Q (39156.030000 sec): 3 clusters Score: Raw -2883676.365598 + Penalty 4833.384225 = -2878842.981373 nChanged 170 SP:Iteration 42Q (39156.090000 sec): 3 clusters Score: Raw -2883806.229030 + Penalty 4833.384225 = -2878972.844805 nChanged 200 SP:Iteration 43Q (39156.160000 sec): 3 clusters Score: Raw -2883955.196607 + Penalty 4833.384225 = -2879121.812381 nChanged 217 SP:Iteration 44Q (39156.220000 sec): 3 clusters Score: Raw -2884131.003813 + Penalty 4833.384225 = -2879297.619588 nChanged 235 SP:Iteration 45Q (39156.280000 sec): 3 clusters Score: Raw -2884439.933218 + Penalty 4833.384225 = -2879606.548993 nChanged 304 SP:Iteration 46Q (39156.340000 sec): 3 clusters Score: Raw -2884875.544480 + Penalty 4833.384225 = -2880042.160255 nChanged 353 SP:Iteration 47Q (39156.410000 sec): 3 clusters Score: Raw -2885131.099526 + Penalty 4833.384225 = -2880297.715301 nChanged 327 SP:Iteration 48Q (39156.470000 sec): 3 clusters Score: Raw -2885353.278651 + Penalty 4833.384225 = -2880519.894426 nChanged 319 SP:Iteration 49Q (39156.530000 sec): 3 clusters Score: Raw -2885576.940760 + Penalty 4833.384225 = -2880743.556535 nChanged 306 SP:Iteration 50Q (39156.590000 sec): 3 clusters Score: Raw -2885794.347751 + Penalty 4833.384225 = -2880960.963526 nChanged 290 SP:Iteration 51Q (39156.650000 sec): 3 clusters Score: Raw -2885992.400411 + Penalty 4833.384225 = -2881159.016186 nChanged 280 SP:Iteration 52Q (39156.710000 sec): 3 clusters Score: Raw -2886161.433800 + Penalty 4833.384225 = -2881328.049575 nChanged 295 SP:Iteration 53Q (39156.770000 sec): 3 clusters Score: Raw -2886333.370231 + Penalty 4833.384225 = -2881499.986006 nChanged 298 SP:Iteration 54Q (39156.830000 sec): 3 clusters Score: Raw -2886476.737876 + Penalty 4833.384225 = -2881643.353651 nChanged 302 SP:Iteration 55Q (39156.890000 sec): 3 clusters Score: Raw -2886630.155571 + Penalty 4833.384225 = -2881796.771346 nChanged 295 SP:Iteration 56Q (39156.950000 sec): 3 clusters Score: Raw -2886763.015430 + Penalty 4833.384225 = -2881929.631205 nChanged 279 SP:Iteration 57Q (39157.010000 sec): 3 clusters Score: Raw -2886893.900182 + Penalty 4833.384225 = -2882060.515956 nChanged 274 SP:Iteration 58Q (39157.060000 sec): 3 clusters Score: Raw -2887020.010508 + Penalty 4833.384225 = -2882186.626283 nChanged 251 SP:Iteration 59Q (39157.120000 sec): 3 clusters Score: Raw -2887132.276867 + Penalty 4833.384225 = -2882298.892642 nChanged 240 SP:Iteration 60F (39157.190000 sec): 3 clusters Score: Raw -2887297.974223 + Penalty 4833.384225 = -2882464.589998 nChanged 258 SP:Iteration 61Q (39157.250000 sec): 3 clusters Score: Raw -2887439.837718 + Penalty 4833.384225 = -2882606.453493 nChanged 273 SP:Iteration 62Q (39157.310000 sec): 3 clusters Score: Raw -2887570.313053 + Penalty 4833.384225 = -2882736.928828 nChanged 237 SP:Iteration 63Q (39157.370000 sec): 3 clusters Score: Raw -2887665.500731 + Penalty 4833.384225 = -2882832.116506 nChanged 208 SP:Iteration 64Q (39157.430000 sec): 3 clusters Score: Raw -2887745.382385 + Penalty 4833.384225 = -2882911.998160 nChanged 184 SP:Iteration 65Q (39157.490000 sec): 3 clusters Score: Raw -2887811.466996 + Penalty 4833.384225 = -2882978.082771 nChanged 177 SP:Iteration 66Q (39157.550000 sec): 3 clusters Score: Raw -2887873.010254 + Penalty 4833.384225 = -2883039.626029 nChanged 175 SP:Iteration 67Q (39157.610000 sec): 3 clusters Score: Raw -2887939.885995 + Penalty 4833.384225 = -2883106.501770 nChanged 160 SP:Iteration 68Q (39157.670000 sec): 3 clusters Score: Raw -2888009.762823 + Penalty 4833.384225 = -2883176.378598 nChanged 147 SP:Iteration 69Q (39157.720000 sec): 3 clusters Score: Raw -2888074.042589 + Penalty 4833.384225 = -2883240.658364 nChanged 143 SP:Iteration 70Q (39157.780000 sec): 3 clusters Score: Raw -2888124.882254 + Penalty 4833.384225 = -2883291.498029 nChanged 118 SP:Iteration 71Q (39157.840000 sec): 3 clusters Score: Raw -2888162.388586 + Penalty 4833.384225 = -2883329.004361 nChanged 112 SP:Iteration 72Q (39157.900000 sec): 3 clusters Score: Raw -2888196.062307 + Penalty 4833.384225 = -2883362.678082 nChanged 98 SP:Iteration 73Q (39157.950000 sec): 3 clusters Score: Raw -2888227.118259 + Penalty 4833.384225 = -2883393.734034 nChanged 99 SP:Iteration 74Q (39158.010000 sec): 3 clusters Score: Raw -2888259.026307 + Penalty 4833.384225 = -2883425.642082 nChanged 95 SP:Iteration 75Q (39158.070000 sec): 3 clusters Score: Raw -2888294.227135 + Penalty 4833.384225 = -2883460.842910 nChanged 104 SP:Iteration 76Q (39158.130000 sec): 3 clusters Score: Raw -2888337.437973 + Penalty 4833.384225 = -2883504.053748 nChanged 106 SP:Iteration 77Q (39158.180000 sec): 3 clusters Score: Raw -2888378.367068 + Penalty 4833.384225 = -2883544.982843 nChanged 97 SP:Iteration 78Q (39158.240000 sec): 3 clusters Score: Raw -2888412.399768 + Penalty 4833.384225 = -2883579.015543 nChanged 94 SP:Iteration 79Q (39158.290000 sec): 3 clusters Score: Raw -2888447.020491 + Penalty 4833.384225 = -2883613.636266 nChanged 96 SP:Iteration 80F (39158.360000 sec): 3 clusters Score: Raw -2888473.303592 + Penalty 4833.384225 = -2883639.919367 nChanged 71 SP:Iteration 81Q (39158.420000 sec): 3 clusters Score: Raw -2888490.591815 + Penalty 4833.384225 = -2883657.207590 nChanged 58 SP:Iteration 82Q (39158.470000 sec): 3 clusters Score: Raw -2888505.146702 + Penalty 4833.384225 = -2883671.762477 nChanged 53 SP:Iteration 83Q (39158.530000 sec): 3 clusters Score: Raw -2888518.485681 + Penalty 4833.384225 = -2883685.101456 nChanged 50 SP:Iteration 84Q (39158.580000 sec): 3 clusters Score: Raw -2888531.139985 + Penalty 4833.384225 = -2883697.755760 nChanged 40 SP:Iteration 85Q (39158.640000 sec): 3 clusters Score: Raw -2888538.515863 + Penalty 4833.384225 = -2883705.131638 nChanged 32 SP:Iteration 86Q (39158.690000 sec): 3 clusters Score: Raw -2888544.224567 + Penalty 4833.384225 = -2883710.840342 nChanged 25 SP:Iteration 87Q (39158.750000 sec): 3 clusters Score: Raw -2888548.984877 + Penalty 4833.384225 = -2883715.600652 nChanged 24 SP:Iteration 88Q (39158.810000 sec): 3 clusters Score: Raw -2888552.501956 + Penalty 4833.384225 = -2883719.117731 nChanged 15 SP:Iteration 89Q (39158.860000 sec): 3 clusters Score: Raw -2888554.953615 + Penalty 4833.384225 = -2883721.569390 nChanged 20 SP:Iteration 90Q (39158.910000 sec): 3 clusters Score: Raw -2888558.657176 + Penalty 4833.384225 = -2883725.272951 nChanged 12 SP:Iteration 91Q (39158.970000 sec): 3 clusters Score: Raw -2888560.279662 + Penalty 4833.384225 = -2883726.895437 nChanged 13 SP:Iteration 92Q (39159.020000 sec): 3 clusters Score: Raw -2888562.299730 + Penalty 4833.384225 = -2883728.915505 nChanged 11 SP:Iteration 93Q (39159.070000 sec): 3 clusters Score: Raw -2888563.854233 + Penalty 4833.384225 = -2883730.470008 nChanged 5 SP:Iteration 94Q (39159.130000 sec): 3 clusters Score: Raw -2888564.386661 + Penalty 4833.384225 = -2883731.002436 nChanged 5 SP:Iteration 95Q (39159.190000 sec): 3 clusters Score: Raw -2888565.009174 + Penalty 4833.384225 = -2883731.624949 nChanged 8 SP:Iteration 96Q (39159.240000 sec): 3 clusters Score: Raw -2888565.888196 + Penalty 4833.384225 = -2883732.503971 nChanged 4 SP:Iteration 97Q (39159.290000 sec): 3 clusters Score: Raw -2888566.443766 + Penalty 4833.384225 = -2883733.059541 nChanged 6 SP:Iteration 98Q (39159.350000 sec): 3 clusters Score: Raw -2888567.114355 + Penalty 4833.384225 = -2883733.730130 nChanged 4 SP:Iteration 99Q (39159.400000 sec): 3 clusters Score: Raw -2888567.613161 + Penalty 4833.384225 = -2883734.228936 nChanged 4 SP:Iteration 100F (39159.470000 sec): 3 clusters Score: Raw -2888568.175423 + Penalty 4833.384225 = -2883734.791198 nChanged 3 SP:Iteration 101Q (39159.530000 sec): 3 clusters Score: Raw -2888568.424003 + Penalty 4833.384225 = -2883735.039778 nChanged 1 SP:Iteration 102Q (39159.580000 sec): 3 clusters Score: Raw -2888568.534208 + Penalty 4833.384225 = -2883735.149983 nChanged 1 SP:Iteration 103Q (39159.630000 sec): 3 clusters Score: Raw -2888568.609670 + Penalty 4833.384225 = -2883735.225445 nChanged 0 SP:Iteration 104F (39159.700000 sec): 3 clusters Score: Raw -2888568.609670 + Penalty 4833.384225 = -2883735.225445 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 16.31 GB. Trying to split cluster 6 (6740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39159.740000 sec): 2 clusters Score: Raw -1047478.701999 + Penalty 2186.322171 = -1045292.379828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39159.770000 sec): 3 clusters Score: Raw -1044086.516760 + Penalty 4372.644341 = -1039713.872419 nChanged 2713 SP:Iteration 1F (39159.790000 sec): 3 clusters Score: Raw -1046586.828530 + Penalty 4372.644341 = -1042214.184189 nChanged 1004 SP:Iteration 2F (39159.820000 sec): 3 clusters Score: Raw -1049721.912843 + Penalty 4372.644341 = -1045349.268502 nChanged 1140 SP:Iteration 3F (39159.850000 sec): 3 clusters Score: Raw -1052496.532502 + Penalty 4372.644341 = -1048123.888161 nChanged 603 SP:Iteration 4F (39159.870000 sec): 3 clusters Score: Raw -1053356.826960 + Penalty 4372.644341 = -1048984.182619 nChanged 250 SP:Iteration 5Q (39159.900000 sec): 3 clusters Score: Raw -1053614.544268 + Penalty 4372.644341 = -1049241.899927 nChanged 156 SP:Iteration 6Q (39159.920000 sec): 3 clusters Score: Raw -1053749.305848 + Penalty 4372.644341 = -1049376.661506 nChanged 100 SP:Iteration 7Q (39159.940000 sec): 3 clusters Score: Raw -1053849.953053 + Penalty 4372.644341 = -1049477.308711 nChanged 103 SP:Iteration 8Q (39159.960000 sec): 3 clusters Score: Raw -1053940.060757 + Penalty 4372.644341 = -1049567.416416 nChanged 90 SP:Iteration 9Q (39159.990000 sec): 3 clusters Score: Raw -1054021.130185 + Penalty 4372.644341 = -1049648.485844 nChanged 72 SP:Iteration 10Q (39160.010000 sec): 3 clusters Score: Raw -1054079.974147 + Penalty 4372.644341 = -1049707.329806 nChanged 68 SP:Iteration 11Q (39160.030000 sec): 3 clusters Score: Raw -1054125.451471 + Penalty 4372.644341 = -1049752.807130 nChanged 50 SP:Iteration 12Q (39160.050000 sec): 3 clusters Score: Raw -1054152.790632 + Penalty 4372.644341 = -1049780.146291 nChanged 28 SP:Iteration 13Q (39160.070000 sec): 3 clusters Score: Raw -1054169.764496 + Penalty 4372.644341 = -1049797.120155 nChanged 28 SP:Iteration 14Q (39160.090000 sec): 3 clusters Score: Raw -1054187.850270 + Penalty 4372.644341 = -1049815.205929 nChanged 34 SP:Iteration 15Q (39160.120000 sec): 3 clusters Score: Raw -1054208.176650 + Penalty 4372.644341 = -1049835.532309 nChanged 30 SP:Iteration 16Q (39160.140000 sec): 3 clusters Score: Raw -1054229.793319 + Penalty 4372.644341 = -1049857.148978 nChanged 29 SP:Iteration 17Q (39160.160000 sec): 3 clusters Score: Raw -1054252.438416 + Penalty 4372.644341 = -1049879.794074 nChanged 30 SP:Iteration 18Q (39160.180000 sec): 3 clusters Score: Raw -1054285.609689 + Penalty 4372.644341 = -1049912.965348 nChanged 39 SP:Iteration 19Q (39160.200000 sec): 3 clusters Score: Raw -1054322.450292 + Penalty 4372.644341 = -1049949.805951 nChanged 54 SP:Iteration 20F (39160.230000 sec): 3 clusters Score: Raw -1054378.181440 + Penalty 4372.644341 = -1050005.537099 nChanged 52 SP:Iteration 21Q (39160.250000 sec): 3 clusters Score: Raw -1054438.213399 + Penalty 4372.644341 = -1050065.569058 nChanged 71 SP:Iteration 22Q (39160.270000 sec): 3 clusters Score: Raw -1054499.411795 + Penalty 4372.644341 = -1050126.767454 nChanged 53 SP:Iteration 23Q (39160.300000 sec): 3 clusters Score: Raw -1054538.535250 + Penalty 4372.644341 = -1050165.890909 nChanged 42 SP:Iteration 24Q (39160.320000 sec): 3 clusters Score: Raw -1054562.180448 + Penalty 4372.644341 = -1050189.536107 nChanged 40 SP:Iteration 25Q (39160.340000 sec): 3 clusters Score: Raw -1054581.733088 + Penalty 4372.644341 = -1050209.088747 nChanged 28 SP:Iteration 26Q (39160.370000 sec): 3 clusters Score: Raw -1054594.321391 + Penalty 4372.644341 = -1050221.677050 nChanged 20 SP:Iteration 27Q (39160.390000 sec): 3 clusters Score: Raw -1054606.387987 + Penalty 4372.644341 = -1050233.743646 nChanged 32 SP:Iteration 28Q (39160.410000 sec): 3 clusters Score: Raw -1054627.911358 + Penalty 4372.644341 = -1050255.267017 nChanged 39 SP:Iteration 29Q (39160.430000 sec): 3 clusters Score: Raw -1054651.286364 + Penalty 4372.644341 = -1050278.642023 nChanged 36 SP:Iteration 30Q (39160.450000 sec): 3 clusters Score: Raw -1054680.555235 + Penalty 4372.644341 = -1050307.910893 nChanged 32 SP:Iteration 31Q (39160.470000 sec): 3 clusters Score: Raw -1054701.518378 + Penalty 4372.644341 = -1050328.874037 nChanged 27 SP:Iteration 32Q (39160.490000 sec): 3 clusters Score: Raw -1054714.561583 + Penalty 4372.644341 = -1050341.917242 nChanged 18 SP:Iteration 33Q (39160.510000 sec): 3 clusters Score: Raw -1054720.525229 + Penalty 4372.644341 = -1050347.880888 nChanged 11 SP:Iteration 34Q (39160.530000 sec): 3 clusters Score: Raw -1054723.880691 + Penalty 4372.644341 = -1050351.236350 nChanged 14 SP:Iteration 35Q (39160.560000 sec): 3 clusters Score: Raw -1054726.803133 + Penalty 4372.644341 = -1050354.158792 nChanged 10 SP:Iteration 36Q (39160.580000 sec): 3 clusters Score: Raw -1054734.358369 + Penalty 4372.644341 = -1050361.714028 nChanged 10 SP:Iteration 37Q (39160.600000 sec): 3 clusters Score: Raw -1054737.394109 + Penalty 4372.644341 = -1050364.749768 nChanged 10 SP:Iteration 38Q (39160.620000 sec): 3 clusters Score: Raw -1054745.541347 + Penalty 4372.644341 = -1050372.897006 nChanged 5 SP:Iteration 39Q (39160.640000 sec): 3 clusters Score: Raw -1054747.531412 + Penalty 4372.644341 = -1050374.887071 nChanged 6 SP:Iteration 40F (39160.670000 sec): 3 clusters Score: Raw -1054757.109456 + Penalty 4372.644341 = -1050384.465115 nChanged 6 SP:Iteration 41Q (39160.690000 sec): 3 clusters Score: Raw -1054764.962166 + Penalty 4372.644341 = -1050392.317825 nChanged 7 SP:Iteration 42Q (39160.710000 sec): 3 clusters Score: Raw -1054767.058470 + Penalty 4372.644341 = -1050394.414129 nChanged 5 SP:Iteration 43Q (39160.730000 sec): 3 clusters Score: Raw -1054769.346855 + Penalty 4372.644341 = -1050396.702514 nChanged 7 SP:Iteration 44Q (39160.750000 sec): 3 clusters Score: Raw -1054770.980830 + Penalty 4372.644341 = -1050398.336489 nChanged 6 SP:Iteration 45Q (39160.770000 sec): 3 clusters Score: Raw -1054772.308057 + Penalty 4372.644341 = -1050399.663716 nChanged 4 SP:Iteration 46Q (39160.790000 sec): 3 clusters Score: Raw -1054772.962263 + Penalty 4372.644341 = -1050400.317922 nChanged 1 SP:Iteration 47Q (39160.810000 sec): 3 clusters Score: Raw -1054773.087717 + Penalty 4372.644341 = -1050400.443375 nChanged 1 SP:Iteration 48Q (39160.840000 sec): 3 clusters Score: Raw -1054773.332572 + Penalty 4372.644341 = -1050400.688231 nChanged 2 SP:Iteration 49Q (39160.860000 sec): 3 clusters Score: Raw -1054773.773706 + Penalty 4372.644341 = -1050401.129365 nChanged 2 SP:Iteration 50Q (39160.880000 sec): 3 clusters Score: Raw -1054774.436322 + Penalty 4372.644341 = -1050401.791981 nChanged 0 SP:Iteration 51F (39160.910000 sec): 3 clusters Score: Raw -1054774.436322 + Penalty 4372.644341 = -1050401.791981 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 16.31 GB. Trying to split cluster 7 (411054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39162.770000 sec): 2 clusters Score: Raw -70964970.589011 + Penalty 3205.767008 = -70961764.822003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39164.450000 sec): 3 clusters Score: Raw -70691745.502053 + Penalty 6411.534016 = -70685333.968037 nChanged 199874 SP:Iteration 1F (39166.120000 sec): 3 clusters Score: Raw -70810160.326467 + Penalty 6411.534016 = -70803748.792451 nChanged 9790 SP:Iteration 2Q (39167.820000 sec): 3 clusters Score: Raw -70811882.639278 + Penalty 6411.534016 = -70805471.105261 nChanged 10775 SP:Iteration 3Q (39169.520000 sec): 3 clusters Score: Raw -70814073.986798 + Penalty 6411.534016 = -70807662.452781 nChanged 12006 SP:Iteration 4Q (39171.230000 sec): 3 clusters Score: Raw -70817025.118938 + Penalty 6411.534016 = -70810613.584922 nChanged 14368 SP:Iteration 5Q (39172.940000 sec): 3 clusters Score: Raw -70821478.575393 + Penalty 6411.534016 = -70815067.041377 nChanged 17437 SP:Iteration 6Q (39174.640000 sec): 3 clusters Score: Raw -70828336.920028 + Penalty 6411.534016 = -70821925.386011 nChanged 21103 SP:Iteration 7F (39176.320000 sec): 3 clusters Score: Raw -70839025.230421 + Penalty 6411.534016 = -70832613.696404 nChanged 24947 SP:Iteration 8F (39178.000000 sec): 3 clusters Score: Raw -70854994.272489 + Penalty 6411.534016 = -70848582.738472 nChanged 27343 SP:Iteration 9F (39179.680000 sec): 3 clusters Score: Raw -70875938.168086 + Penalty 6411.534016 = -70869526.634070 nChanged 25925 SP:Iteration 10F (39181.340000 sec): 3 clusters Score: Raw -70898096.235161 + Penalty 6411.534016 = -70891684.701145 nChanged 21011 SP:Iteration 11F (39183.020000 sec): 3 clusters Score: Raw -70916450.477876 + Penalty 6411.534016 = -70910038.943859 nChanged 15578 SP:Iteration 12Q (39184.570000 sec): 3 clusters Score: Raw -70928968.199747 + Penalty 6411.534016 = -70922556.665731 nChanged 11116 SP:Iteration 13Q (39186.020000 sec): 3 clusters Score: Raw -70937044.849868 + Penalty 6411.534016 = -70930633.315852 nChanged 8723 SP:Iteration 14Q (39187.400000 sec): 3 clusters Score: Raw -70942980.487461 + Penalty 6411.534016 = -70936568.953445 nChanged 7385 SP:Iteration 15Q (39188.730000 sec): 3 clusters Score: Raw -70947895.182880 + Penalty 6411.534016 = -70941483.648864 nChanged 6341 SP:Iteration 16Q (39190.020000 sec): 3 clusters Score: Raw -70952145.532577 + Penalty 6411.534016 = -70945733.998560 nChanged 5395 SP:Iteration 17Q (39191.290000 sec): 3 clusters Score: Raw -70955915.679725 + Penalty 6411.534016 = -70949504.145709 nChanged 4502 SP:Iteration 18Q (39192.520000 sec): 3 clusters Score: Raw -70959265.712966 + Penalty 6411.534016 = -70952854.178950 nChanged 3489 SP:Iteration 19Q (39193.740000 sec): 3 clusters Score: Raw -70962003.065907 + Penalty 6411.534016 = -70955591.531890 nChanged 2410 SP:Iteration 20F (39195.380000 sec): 3 clusters Score: Raw -70963977.411357 + Penalty 6411.534016 = -70957565.877341 nChanged 1580 SP:Iteration 21Q (39196.560000 sec): 3 clusters Score: Raw -70965321.879483 + Penalty 6411.534016 = -70958910.345467 nChanged 1103 SP:Iteration 22Q (39197.720000 sec): 3 clusters Score: Raw -70966271.906838 + Penalty 6411.534016 = -70959860.372821 nChanged 823 SP:Iteration 23Q (39198.880000 sec): 3 clusters Score: Raw -70966987.223938 + Penalty 6411.534016 = -70960575.689922 nChanged 638 SP:Iteration 24Q (39200.030000 sec): 3 clusters Score: Raw -70967511.984259 + Penalty 6411.534016 = -70961100.450243 nChanged 500 SP:Iteration 25Q (39201.180000 sec): 3 clusters Score: Raw -70967799.980326 + Penalty 6411.534016 = -70961388.446310 nChanged 301 SP:Iteration 26Q (39202.330000 sec): 3 clusters Score: Raw -70967922.546680 + Penalty 6411.534016 = -70961511.012664 nChanged 179 SP:Iteration 27Q (39203.470000 sec): 3 clusters Score: Raw -70967972.888724 + Penalty 6411.534016 = -70961561.354708 nChanged 108 SP:Iteration 28Q (39204.610000 sec): 3 clusters Score: Raw -70967998.901121 + Penalty 6411.534016 = -70961587.367105 nChanged 73 SP:Iteration 29Q (39205.760000 sec): 3 clusters Score: Raw -70968014.230127 + Penalty 6411.534016 = -70961602.696111 nChanged 54 SP:Iteration 30Q (39206.900000 sec): 3 clusters Score: Raw -70968025.618348 + Penalty 6411.534016 = -70961614.084332 nChanged 42 SP:Iteration 31Q (39208.040000 sec): 3 clusters Score: Raw -70968034.302226 + Penalty 6411.534016 = -70961622.768210 nChanged 29 SP:Iteration 32Q (39209.190000 sec): 3 clusters Score: Raw -70968038.577450 + Penalty 6411.534016 = -70961627.043434 nChanged 13 SP:Iteration 33Q (39210.330000 sec): 3 clusters Score: Raw -70968040.524294 + Penalty 6411.534016 = -70961628.990278 nChanged 14 SP:Iteration 34Q (39211.470000 sec): 3 clusters Score: Raw -70968042.414477 + Penalty 6411.534016 = -70961630.880460 nChanged 15 SP:Iteration 35Q (39212.610000 sec): 3 clusters Score: Raw -70968044.572733 + Penalty 6411.534016 = -70961633.038717 nChanged 11 SP:Iteration 36Q (39213.760000 sec): 3 clusters Score: Raw -70968045.934721 + Penalty 6411.534016 = -70961634.400705 nChanged 8 SP:Iteration 37Q (39214.900000 sec): 3 clusters Score: Raw -70968046.956612 + Penalty 6411.534016 = -70961635.422596 nChanged 2 SP:Iteration 38Q (39216.040000 sec): 3 clusters Score: Raw -70968047.243861 + Penalty 6411.534016 = -70961635.709844 nChanged 4 SP:Iteration 39Q (39217.190000 sec): 3 clusters Score: Raw -70968047.777557 + Penalty 6411.534016 = -70961636.243541 nChanged 3 SP:Iteration 40F (39218.830000 sec): 3 clusters Score: Raw -70968237.199855 + Penalty 6411.534016 = -70961825.665838 nChanged 159 SP:Iteration 41Q (39219.980000 sec): 3 clusters Score: Raw -70968383.159229 + Penalty 6411.534016 = -70961971.625213 nChanged 201 SP:Iteration 42Q (39221.130000 sec): 3 clusters Score: Raw -70968524.939706 + Penalty 6411.534016 = -70962113.405690 nChanged 226 SP:Iteration 43Q (39222.280000 sec): 3 clusters Score: Raw -70968655.383722 + Penalty 6411.534016 = -70962243.849706 nChanged 231 SP:Iteration 44Q (39223.430000 sec): 3 clusters Score: Raw -70968754.861438 + Penalty 6411.534016 = -70962343.327422 nChanged 203 SP:Iteration 45Q (39224.570000 sec): 3 clusters Score: Raw -70968829.531254 + Penalty 6411.534016 = -70962417.997238 nChanged 180 SP:Iteration 46Q (39225.720000 sec): 3 clusters Score: Raw -70968883.571210 + Penalty 6411.534016 = -70962472.037194 nChanged 139 SP:Iteration 47Q (39226.870000 sec): 3 clusters Score: Raw -70968916.928541 + Penalty 6411.534016 = -70962505.394525 nChanged 114 SP:Iteration 48Q (39228.010000 sec): 3 clusters Score: Raw -70968937.664709 + Penalty 6411.534016 = -70962526.130693 nChanged 89 SP:Iteration 49Q (39229.170000 sec): 3 clusters Score: Raw -70968951.291697 + Penalty 6411.534016 = -70962539.757680 nChanged 57 SP:Iteration 50Q (39230.320000 sec): 3 clusters Score: Raw -70968958.167725 + Penalty 6411.534016 = -70962546.633709 nChanged 28 SP:Iteration 51Q (39231.470000 sec): 3 clusters Score: Raw -70968960.920125 + Penalty 6411.534016 = -70962549.386109 nChanged 24 SP:Iteration 52Q (39232.630000 sec): 3 clusters Score: Raw -70968964.053635 + Penalty 6411.534016 = -70962552.519619 nChanged 26 SP:Iteration 53Q (39233.780000 sec): 3 clusters Score: Raw -70968967.004190 + Penalty 6411.534016 = -70962555.470174 nChanged 15 SP:Iteration 54Q (39234.930000 sec): 3 clusters Score: Raw -70968968.774600 + Penalty 6411.534016 = -70962557.240583 nChanged 13 SP:Iteration 55Q (39236.090000 sec): 3 clusters Score: Raw -70968970.316808 + Penalty 6411.534016 = -70962558.782792 nChanged 11 SP:Iteration 56Q (39237.240000 sec): 3 clusters Score: Raw -70968971.576602 + Penalty 6411.534016 = -70962560.042585 nChanged 13 SP:Iteration 57Q (39238.400000 sec): 3 clusters Score: Raw -70968972.730439 + Penalty 6411.534016 = -70962561.196423 nChanged 6 SP:Iteration 58Q (39239.530000 sec): 3 clusters Score: Raw -70968973.321654 + Penalty 6411.534016 = -70962561.787637 nChanged 6 SP:Iteration 59Q (39240.680000 sec): 3 clusters Score: Raw -70968973.725815 + Penalty 6411.534016 = -70962562.191798 nChanged 1 SP:Iteration 60F (39242.320000 sec): 3 clusters Score: Raw -70969040.382873 + Penalty 6411.534016 = -70962628.848856 nChanged 74 SP:Iteration 61Q (39243.480000 sec): 3 clusters Score: Raw -70969082.659209 + Penalty 6411.534016 = -70962671.125192 nChanged 120 SP:Iteration 62Q (39244.640000 sec): 3 clusters Score: Raw -70969128.399387 + Penalty 6411.534016 = -70962716.865371 nChanged 131 SP:Iteration 63Q (39245.800000 sec): 3 clusters Score: Raw -70969166.421678 + Penalty 6411.534016 = -70962754.887661 nChanged 136 SP:Iteration 64Q (39246.950000 sec): 3 clusters Score: Raw -70969202.154266 + Penalty 6411.534016 = -70962790.620249 nChanged 142 SP:Iteration 65Q (39248.110000 sec): 3 clusters Score: Raw -70969237.999400 + Penalty 6411.534016 = -70962826.465384 nChanged 120 SP:Iteration 66Q (39249.260000 sec): 3 clusters Score: Raw -70969264.247864 + Penalty 6411.534016 = -70962852.713848 nChanged 100 SP:Iteration 67Q (39250.420000 sec): 3 clusters Score: Raw -70969281.010159 + Penalty 6411.534016 = -70962869.476143 nChanged 88 SP:Iteration 68Q (39251.580000 sec): 3 clusters Score: Raw -70969296.085825 + Penalty 6411.534016 = -70962884.551809 nChanged 80 SP:Iteration 69Q (39252.730000 sec): 3 clusters Score: Raw -70969309.420774 + Penalty 6411.534016 = -70962897.886758 nChanged 77 SP:Iteration 70Q (39253.890000 sec): 3 clusters Score: Raw -70969322.750607 + Penalty 6411.534016 = -70962911.216591 nChanged 78 SP:Iteration 71Q (39255.050000 sec): 3 clusters Score: Raw -70969336.496483 + Penalty 6411.534016 = -70962924.962467 nChanged 69 SP:Iteration 72Q (39256.210000 sec): 3 clusters Score: Raw -70969347.173180 + Penalty 6411.534016 = -70962935.639164 nChanged 78 SP:Iteration 73Q (39257.370000 sec): 3 clusters Score: Raw -70969358.677825 + Penalty 6411.534016 = -70962947.143808 nChanged 66 SP:Iteration 74Q (39258.530000 sec): 3 clusters Score: Raw -70969368.420525 + Penalty 6411.534016 = -70962956.886508 nChanged 52 SP:Iteration 75Q (39259.690000 sec): 3 clusters Score: Raw -70969375.611477 + Penalty 6411.534016 = -70962964.077460 nChanged 52 SP:Iteration 76Q (39260.850000 sec): 3 clusters Score: Raw -70969381.960795 + Penalty 6411.534016 = -70962970.426779 nChanged 41 SP:Iteration 77Q (39262.000000 sec): 3 clusters Score: Raw -70969387.080473 + Penalty 6411.534016 = -70962975.546456 nChanged 41 SP:Iteration 78Q (39263.160000 sec): 3 clusters Score: Raw -70969393.399374 + Penalty 6411.534016 = -70962981.865358 nChanged 33 SP:Iteration 79Q (39264.320000 sec): 3 clusters Score: Raw -70969396.489838 + Penalty 6411.534016 = -70962984.955822 nChanged 25 SP:Iteration 80F (39265.960000 sec): 3 clusters Score: Raw -70969421.058281 + Penalty 6411.534016 = -70963009.524265 nChanged 52 SP:Iteration 81Q (39267.130000 sec): 3 clusters Score: Raw -70969435.218169 + Penalty 6411.534016 = -70963023.684152 nChanged 63 SP:Iteration 82Q (39268.300000 sec): 3 clusters Score: Raw -70969446.047582 + Penalty 6411.534016 = -70963034.513565 nChanged 62 SP:Iteration 83Q (39269.470000 sec): 3 clusters Score: Raw -70969452.526599 + Penalty 6411.534016 = -70963040.992583 nChanged 46 SP:Iteration 84Q (39270.650000 sec): 3 clusters Score: Raw -70969457.599919 + Penalty 6411.534016 = -70963046.065903 nChanged 48 SP:Iteration 85Q (39271.820000 sec): 3 clusters Score: Raw -70969462.767980 + Penalty 6411.534016 = -70963051.233964 nChanged 43 SP:Iteration 86Q (39272.990000 sec): 3 clusters Score: Raw -70969467.575114 + Penalty 6411.534016 = -70963056.041097 nChanged 42 SP:Iteration 87Q (39274.150000 sec): 3 clusters Score: Raw -70969471.666115 + Penalty 6411.534016 = -70963060.132099 nChanged 38 SP:Iteration 88Q (39275.320000 sec): 3 clusters Score: Raw -70969475.954752 + Penalty 6411.534016 = -70963064.420735 nChanged 34 SP:Iteration 89Q (39276.490000 sec): 3 clusters Score: Raw -70969479.281859 + Penalty 6411.534016 = -70963067.747843 nChanged 28 SP:Iteration 90Q (39277.670000 sec): 3 clusters Score: Raw -70969482.480758 + Penalty 6411.534016 = -70963070.946742 nChanged 30 SP:Iteration 91Q (39278.830000 sec): 3 clusters Score: Raw -70969485.293928 + Penalty 6411.534016 = -70963073.759912 nChanged 24 SP:Iteration 92Q (39280.000000 sec): 3 clusters Score: Raw -70969487.616553 + Penalty 6411.534016 = -70963076.082537 nChanged 21 SP:Iteration 93Q (39281.170000 sec): 3 clusters Score: Raw -70969489.488954 + Penalty 6411.534016 = -70963077.954938 nChanged 17 SP:Iteration 94Q (39282.330000 sec): 3 clusters Score: Raw -70969490.805988 + Penalty 6411.534016 = -70963079.271971 nChanged 6 SP:Iteration 95Q (39283.500000 sec): 3 clusters Score: Raw -70969491.430153 + Penalty 6411.534016 = -70963079.896137 nChanged 11 SP:Iteration 96Q (39284.670000 sec): 3 clusters Score: Raw -70969492.217237 + Penalty 6411.534016 = -70963080.683220 nChanged 7 SP:Iteration 97Q (39285.840000 sec): 3 clusters Score: Raw -70969492.615610 + Penalty 6411.534016 = -70963081.081594 nChanged 6 SP:Iteration 98Q (39287.010000 sec): 3 clusters Score: Raw -70969493.043386 + Penalty 6411.534016 = -70963081.509370 nChanged 4 SP:Iteration 99Q (39288.180000 sec): 3 clusters Score: Raw -70969493.273179 + Penalty 6411.534016 = -70963081.739163 nChanged 2 SP:Iteration 100F (39289.820000 sec): 3 clusters Score: Raw -70969493.536457 + Penalty 6411.534016 = -70963082.002440 nChanged 7 SP:Iteration 101Q (39291.000000 sec): 3 clusters Score: Raw -70969493.952950 + Penalty 6411.534016 = -70963082.418934 nChanged 6 SP:Iteration 102Q (39292.170000 sec): 3 clusters Score: Raw -70969494.439664 + Penalty 6411.534016 = -70963082.905648 nChanged 7 SP:Iteration 103Q (39293.340000 sec): 3 clusters Score: Raw -70969494.973871 + Penalty 6411.534016 = -70963083.439855 nChanged 6 SP:Iteration 104Q (39294.510000 sec): 3 clusters Score: Raw -70969495.476033 + Penalty 6411.534016 = -70963083.942017 nChanged 2 SP:Iteration 105Q (39295.690000 sec): 3 clusters Score: Raw -70969495.544885 + Penalty 6411.534016 = -70963084.010868 nChanged 0 SP:Iteration 106F (39297.330000 sec): 3 clusters Score: Raw -70969495.544885 + Penalty 6411.534016 = -70963084.010868 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 16.31 GB. Trying to split cluster 8 (174422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39297.970000 sec): 2 clusters Score: Raw -29612325.370506 + Penalty 2993.169766 = -29609332.200739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39298.690000 sec): 3 clusters Score: Raw -29498216.356014 + Penalty 5986.339533 = -29492230.016481 nChanged 83730 SP:Iteration 1F (39299.400000 sec): 3 clusters Score: Raw -29546994.631808 + Penalty 5986.339533 = -29541008.292275 nChanged 5521 SP:Iteration 2Q (39300.120000 sec): 3 clusters Score: Raw -29548373.404438 + Penalty 5986.339533 = -29542387.064905 nChanged 6479 SP:Iteration 3Q (39300.840000 sec): 3 clusters Score: Raw -29550503.960096 + Penalty 5986.339533 = -29544517.620563 nChanged 8262 SP:Iteration 4Q (39301.570000 sec): 3 clusters Score: Raw -29554238.510526 + Penalty 5986.339533 = -29548252.170993 nChanged 11369 SP:Iteration 5F (39302.280000 sec): 3 clusters Score: Raw -29561354.802880 + Penalty 5986.339533 = -29555368.463347 nChanged 14944 SP:Iteration 6F (39302.990000 sec): 3 clusters Score: Raw -29573615.005021 + Penalty 5986.339533 = -29567628.665488 nChanged 16196 SP:Iteration 7F (39303.690000 sec): 3 clusters Score: Raw -29589349.850065 + Penalty 5986.339533 = -29583363.510532 nChanged 12767 SP:Iteration 8F (39304.400000 sec): 3 clusters Score: Raw -29602394.923130 + Penalty 5986.339533 = -29596408.583598 nChanged 6876 SP:Iteration 9Q (39305.070000 sec): 3 clusters Score: Raw -29609145.802623 + Penalty 5986.339533 = -29603159.463090 nChanged 2583 SP:Iteration 10Q (39305.660000 sec): 3 clusters Score: Raw -29611494.332754 + Penalty 5986.339533 = -29605507.993221 nChanged 751 SP:Iteration 11Q (39306.200000 sec): 3 clusters Score: Raw -29612206.868143 + Penalty 5986.339533 = -29606220.528610 nChanged 221 SP:Iteration 12Q (39306.700000 sec): 3 clusters Score: Raw -29612447.220302 + Penalty 5986.339533 = -29606460.880769 nChanged 82 SP:Iteration 13Q (39307.190000 sec): 3 clusters Score: Raw -29612545.238388 + Penalty 5986.339533 = -29606558.898855 nChanged 35 SP:Iteration 14Q (39307.670000 sec): 3 clusters Score: Raw -29612601.060801 + Penalty 5986.339533 = -29606614.721268 nChanged 24 SP:Iteration 15Q (39308.160000 sec): 3 clusters Score: Raw -29612635.297543 + Penalty 5986.339533 = -29606648.958011 nChanged 19 SP:Iteration 16Q (39308.640000 sec): 3 clusters Score: Raw -29612663.421853 + Penalty 5986.339533 = -29606677.082320 nChanged 10 SP:Iteration 17Q (39309.120000 sec): 3 clusters Score: Raw -29612672.940847 + Penalty 5986.339533 = -29606686.601314 nChanged 6 SP:Iteration 18Q (39309.610000 sec): 3 clusters Score: Raw -29612678.509715 + Penalty 5986.339533 = -29606692.170182 nChanged 3 SP:Iteration 19Q (39310.090000 sec): 3 clusters Score: Raw -29612683.270250 + Penalty 5986.339533 = -29606696.930717 nChanged 0 SP:Iteration 20F (39310.780000 sec): 3 clusters Score: Raw -29612683.270250 + Penalty 5986.339533 = -29606696.930717 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (63131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39311.020000 sec): 2 clusters Score: Raw -11003229.542833 + Penalty 2741.135868 = -11000488.406964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39311.280000 sec): 3 clusters Score: Raw -10963414.873650 + Penalty 5482.271737 = -10957932.601913 nChanged 29493 SP:Iteration 1F (39311.530000 sec): 3 clusters Score: Raw -10980294.167118 + Penalty 5482.271737 = -10974811.895381 nChanged 2641 SP:Iteration 2Q (39311.790000 sec): 3 clusters Score: Raw -10981484.985239 + Penalty 5482.271737 = -10976002.713502 nChanged 3004 SP:Iteration 3Q (39312.050000 sec): 3 clusters Score: Raw -10983514.874186 + Penalty 5482.271737 = -10978032.602449 nChanged 3775 SP:Iteration 4F (39312.300000 sec): 3 clusters Score: Raw -10986510.207757 + Penalty 5482.271737 = -10981027.936020 nChanged 4339 SP:Iteration 5F (39312.550000 sec): 3 clusters Score: Raw -10989691.124055 + Penalty 5482.271737 = -10984208.852318 nChanged 4392 SP:Iteration 6F (39312.800000 sec): 3 clusters Score: Raw -10992441.238609 + Penalty 5482.271737 = -10986958.966872 nChanged 3927 SP:Iteration 7F (39313.060000 sec): 3 clusters Score: Raw -10994486.849112 + Penalty 5482.271737 = -10989004.577375 nChanged 3317 SP:Iteration 8F (39313.310000 sec): 3 clusters Score: Raw -10995887.579464 + Penalty 5482.271737 = -10990405.307727 nChanged 2669 SP:Iteration 9Q (39313.560000 sec): 3 clusters Score: Raw -10996790.566475 + Penalty 5482.271737 = -10991308.294738 nChanged 1990 SP:Iteration 10Q (39313.810000 sec): 3 clusters Score: Raw -10997313.437734 + Penalty 5482.271737 = -10991831.165997 nChanged 1500 SP:Iteration 11Q (39314.060000 sec): 3 clusters Score: Raw -10997624.064211 + Penalty 5482.271737 = -10992141.792474 nChanged 1097 SP:Iteration 12Q (39314.310000 sec): 3 clusters Score: Raw -10997819.620652 + Penalty 5482.271737 = -10992337.348915 nChanged 903 SP:Iteration 13Q (39314.560000 sec): 3 clusters Score: Raw -10997943.246508 + Penalty 5482.271737 = -10992460.974771 nChanged 681 SP:Iteration 14Q (39314.810000 sec): 3 clusters Score: Raw -10998026.266436 + Penalty 5482.271737 = -10992543.994699 nChanged 572 SP:Iteration 15Q (39315.060000 sec): 3 clusters Score: Raw -10998089.680092 + Penalty 5482.271737 = -10992607.408355 nChanged 477 SP:Iteration 16Q (39315.310000 sec): 3 clusters Score: Raw -10998139.991644 + Penalty 5482.271737 = -10992657.719907 nChanged 441 SP:Iteration 17Q (39315.560000 sec): 3 clusters Score: Raw -10998183.264362 + Penalty 5482.271737 = -10992700.992625 nChanged 421 SP:Iteration 18Q (39315.800000 sec): 3 clusters Score: Raw -10998224.160343 + Penalty 5482.271737 = -10992741.888606 nChanged 413 SP:Iteration 19Q (39316.060000 sec): 3 clusters Score: Raw -10998266.234731 + Penalty 5482.271737 = -10992783.962994 nChanged 441 SP:Iteration 20F (39316.310000 sec): 3 clusters Score: Raw -10998313.919548 + Penalty 5482.271737 = -10992831.647811 nChanged 461 SP:Iteration 21Q (39316.560000 sec): 3 clusters Score: Raw -10998362.466667 + Penalty 5482.271737 = -10992880.194930 nChanged 507 SP:Iteration 22Q (39316.810000 sec): 3 clusters Score: Raw -10998420.402493 + Penalty 5482.271737 = -10992938.130756 nChanged 542 SP:Iteration 23Q (39317.060000 sec): 3 clusters Score: Raw -10998484.751581 + Penalty 5482.271737 = -10993002.479844 nChanged 586 SP:Iteration 24Q (39317.310000 sec): 3 clusters Score: Raw -10998560.669663 + Penalty 5482.271737 = -10993078.397926 nChanged 631 SP:Iteration 25Q (39317.560000 sec): 3 clusters Score: Raw -10998646.938210 + Penalty 5482.271737 = -10993164.666473 nChanged 688 SP:Iteration 26Q (39317.810000 sec): 3 clusters Score: Raw -10998755.745396 + Penalty 5482.271737 = -10993273.473659 nChanged 733 SP:Iteration 27Q (39318.060000 sec): 3 clusters Score: Raw -10998871.826951 + Penalty 5482.271737 = -10993389.555214 nChanged 777 SP:Iteration 28Q (39318.320000 sec): 3 clusters Score: Raw -10998999.076955 + Penalty 5482.271737 = -10993516.805218 nChanged 774 SP:Iteration 29Q (39318.570000 sec): 3 clusters Score: Raw -10999132.117265 + Penalty 5482.271737 = -10993649.845528 nChanged 831 SP:Iteration 30Q (39318.820000 sec): 3 clusters Score: Raw -10999291.163923 + Penalty 5482.271737 = -10993808.892186 nChanged 898 SP:Iteration 31Q (39319.070000 sec): 3 clusters Score: Raw -10999480.776662 + Penalty 5482.271737 = -10993998.504925 nChanged 983 SP:Iteration 32Q (39319.320000 sec): 3 clusters Score: Raw -10999700.766960 + Penalty 5482.271737 = -10994218.495223 nChanged 1001 SP:Iteration 33Q (39319.570000 sec): 3 clusters Score: Raw -10999932.298043 + Penalty 5482.271737 = -10994450.026306 nChanged 993 SP:Iteration 34Q (39319.820000 sec): 3 clusters Score: Raw -11000164.605457 + Penalty 5482.271737 = -10994682.333720 nChanged 937 SP:Iteration 35Q (39320.070000 sec): 3 clusters Score: Raw -11000387.879886 + Penalty 5482.271737 = -10994905.608149 nChanged 935 SP:Iteration 36Q (39320.320000 sec): 3 clusters Score: Raw -11000617.503921 + Penalty 5482.271737 = -10995135.232184 nChanged 912 SP:Iteration 37Q (39320.580000 sec): 3 clusters Score: Raw -11000853.165274 + Penalty 5482.271737 = -10995370.893537 nChanged 858 SP:Iteration 38Q (39320.830000 sec): 3 clusters Score: Raw -11001085.684122 + Penalty 5482.271737 = -10995603.412386 nChanged 889 SP:Iteration 39Q (39321.080000 sec): 3 clusters Score: Raw -11001327.136600 + Penalty 5482.271737 = -10995844.864863 nChanged 833 SP:Iteration 40F (39321.330000 sec): 3 clusters Score: Raw -11001557.391264 + Penalty 5482.271737 = -10996075.119527 nChanged 783 SP:Iteration 41Q (39321.580000 sec): 3 clusters Score: Raw -11001783.058814 + Penalty 5482.271737 = -10996300.787078 nChanged 762 SP:Iteration 42Q (39321.830000 sec): 3 clusters Score: Raw -11002020.231403 + Penalty 5482.271737 = -10996537.959666 nChanged 665 SP:Iteration 43Q (39322.080000 sec): 3 clusters Score: Raw -11002214.781312 + Penalty 5482.271737 = -10996732.509575 nChanged 593 SP:Iteration 44Q (39322.330000 sec): 3 clusters Score: Raw -11002384.925136 + Penalty 5482.271737 = -10996902.653399 nChanged 555 SP:Iteration 45Q (39322.580000 sec): 3 clusters Score: Raw -11002553.312929 + Penalty 5482.271737 = -10997071.041192 nChanged 500 SP:Iteration 46Q (39322.830000 sec): 3 clusters Score: Raw -11002697.342088 + Penalty 5482.271737 = -10997215.070351 nChanged 437 SP:Iteration 47Q (39323.080000 sec): 3 clusters Score: Raw -11002822.594710 + Penalty 5482.271737 = -10997340.322973 nChanged 394 SP:Iteration 48Q (39323.320000 sec): 3 clusters Score: Raw -11002934.815989 + Penalty 5482.271737 = -10997452.544252 nChanged 350 SP:Iteration 49Q (39323.570000 sec): 3 clusters Score: Raw -11003034.753438 + Penalty 5482.271737 = -10997552.481702 nChanged 297 SP:Iteration 50Q (39323.810000 sec): 3 clusters Score: Raw -11003120.606386 + Penalty 5482.271737 = -10997638.334650 nChanged 266 SP:Iteration 51Q (39324.060000 sec): 3 clusters Score: Raw -11003187.468844 + Penalty 5482.271737 = -10997705.197107 nChanged 196 SP:Iteration 52Q (39324.300000 sec): 3 clusters Score: Raw -11003237.591445 + Penalty 5482.271737 = -10997755.319708 nChanged 199 SP:Iteration 53Q (39324.540000 sec): 3 clusters Score: Raw -11003294.199621 + Penalty 5482.271737 = -10997811.927884 nChanged 187 SP:Iteration 54Q (39324.780000 sec): 3 clusters Score: Raw -11003347.910351 + Penalty 5482.271737 = -10997865.638614 nChanged 186 SP:Iteration 55Q (39325.020000 sec): 3 clusters Score: Raw -11003402.998612 + Penalty 5482.271737 = -10997920.726875 nChanged 162 SP:Iteration 56Q (39325.250000 sec): 3 clusters Score: Raw -11003445.443143 + Penalty 5482.271737 = -10997963.171407 nChanged 134 SP:Iteration 57Q (39325.490000 sec): 3 clusters Score: Raw -11003478.048532 + Penalty 5482.271737 = -10997995.776795 nChanged 114 SP:Iteration 58Q (39325.720000 sec): 3 clusters Score: Raw -11003508.194549 + Penalty 5482.271737 = -10998025.922812 nChanged 99 SP:Iteration 59Q (39325.950000 sec): 3 clusters Score: Raw -11003532.704640 + Penalty 5482.271737 = -10998050.432903 nChanged 89 SP:Iteration 60F (39326.200000 sec): 3 clusters Score: Raw -11003557.292596 + Penalty 5482.271737 = -10998075.020860 nChanged 89 SP:Iteration 61Q (39326.430000 sec): 3 clusters Score: Raw -11003581.090747 + Penalty 5482.271737 = -10998098.819010 nChanged 82 SP:Iteration 62Q (39326.660000 sec): 3 clusters Score: Raw -11003603.335613 + Penalty 5482.271737 = -10998121.063876 nChanged 77 SP:Iteration 63Q (39326.890000 sec): 3 clusters Score: Raw -11003623.898447 + Penalty 5482.271737 = -10998141.626710 nChanged 69 SP:Iteration 64Q (39327.110000 sec): 3 clusters Score: Raw -11003640.868389 + Penalty 5482.271737 = -10998158.596652 nChanged 64 SP:Iteration 65Q (39327.340000 sec): 3 clusters Score: Raw -11003656.144954 + Penalty 5482.271737 = -10998173.873217 nChanged 53 SP:Iteration 66Q (39327.570000 sec): 3 clusters Score: Raw -11003669.088689 + Penalty 5482.271737 = -10998186.816952 nChanged 50 SP:Iteration 67Q (39327.790000 sec): 3 clusters Score: Raw -11003682.742422 + Penalty 5482.271737 = -10998200.470685 nChanged 48 SP:Iteration 68Q (39328.010000 sec): 3 clusters Score: Raw -11003697.206538 + Penalty 5482.271737 = -10998214.934801 nChanged 57 SP:Iteration 69Q (39328.240000 sec): 3 clusters Score: Raw -11003713.515934 + Penalty 5482.271737 = -10998231.244197 nChanged 51 SP:Iteration 70Q (39328.460000 sec): 3 clusters Score: Raw -11003728.858426 + Penalty 5482.271737 = -10998246.586689 nChanged 48 SP:Iteration 71Q (39328.680000 sec): 3 clusters Score: Raw -11003742.388637 + Penalty 5482.271737 = -10998260.116900 nChanged 44 SP:Iteration 72Q (39328.900000 sec): 3 clusters Score: Raw -11003754.334322 + Penalty 5482.271737 = -10998272.062585 nChanged 34 SP:Iteration 73Q (39329.120000 sec): 3 clusters Score: Raw -11003762.734491 + Penalty 5482.271737 = -10998280.462754 nChanged 27 SP:Iteration 74Q (39329.340000 sec): 3 clusters Score: Raw -11003769.377351 + Penalty 5482.271737 = -10998287.105614 nChanged 24 SP:Iteration 75Q (39329.560000 sec): 3 clusters Score: Raw -11003774.763005 + Penalty 5482.271737 = -10998292.491268 nChanged 11 SP:Iteration 76Q (39329.780000 sec): 3 clusters Score: Raw -11003777.328479 + Penalty 5482.271737 = -10998295.056742 nChanged 5 SP:Iteration 77Q (39329.990000 sec): 3 clusters Score: Raw -11003778.215962 + Penalty 5482.271737 = -10998295.944225 nChanged 3 SP:Iteration 78Q (39330.210000 sec): 3 clusters Score: Raw -11003778.677186 + Penalty 5482.271737 = -10998296.405449 nChanged 3 SP:Iteration 79Q (39330.430000 sec): 3 clusters Score: Raw -11003779.305169 + Penalty 5482.271737 = -10998297.033432 nChanged 4 SP:Iteration 80F (39330.670000 sec): 3 clusters Score: Raw -11003780.087477 + Penalty 5482.271737 = -10998297.815740 nChanged 5 SP:Iteration 81Q (39330.890000 sec): 3 clusters Score: Raw -11003781.585420 + Penalty 5482.271737 = -10998299.313683 nChanged 4 SP:Iteration 82Q (39331.110000 sec): 3 clusters Score: Raw -11003782.369707 + Penalty 5482.271737 = -10998300.097970 nChanged 2 SP:Iteration 83Q (39331.330000 sec): 3 clusters Score: Raw -11003782.597305 + Penalty 5482.271737 = -10998300.325568 nChanged 1 SP:Iteration 84Q (39331.540000 sec): 3 clusters Score: Raw -11003782.723924 + Penalty 5482.271737 = -10998300.452187 nChanged 1 SP:Iteration 85Q (39331.760000 sec): 3 clusters Score: Raw -11003783.022880 + Penalty 5482.271737 = -10998300.751143 nChanged 3 SP:Iteration 86Q (39331.980000 sec): 3 clusters Score: Raw -11003783.973884 + Penalty 5482.271737 = -10998301.702147 nChanged 4 SP:Iteration 87Q (39332.190000 sec): 3 clusters Score: Raw -11003784.785365 + Penalty 5482.271737 = -10998302.513628 nChanged 3 SP:Iteration 88Q (39332.410000 sec): 3 clusters Score: Raw -11003785.092399 + Penalty 5482.271737 = -10998302.820662 nChanged 1 SP:Iteration 89Q (39332.630000 sec): 3 clusters Score: Raw -11003785.359215 + Penalty 5482.271737 = -10998303.087478 nChanged 1 SP:Iteration 90Q (39332.840000 sec): 3 clusters Score: Raw -11003785.426737 + Penalty 5482.271737 = -10998303.155001 nChanged 2 SP:Iteration 91Q (39333.060000 sec): 3 clusters Score: Raw -11003786.032963 + Penalty 5482.271737 = -10998303.761226 nChanged 0 SP:Iteration 92F (39333.310000 sec): 3 clusters Score: Raw -11003786.032963 + Penalty 5482.271737 = -10998303.761226 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (40189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39333.450000 sec): 2 clusters Score: Raw -6762446.904165 + Penalty 2629.134454 = -6759817.769711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39333.610000 sec): 3 clusters Score: Raw -6737828.753847 + Penalty 5258.268908 = -6732570.484938 nChanged 18520 SP:Iteration 1F (39333.770000 sec): 3 clusters Score: Raw -6750504.263229 + Penalty 5258.268908 = -6745245.994321 nChanged 3988 SP:Iteration 2F (39333.930000 sec): 3 clusters Score: Raw -6756255.366498 + Penalty 5258.268908 = -6750997.097590 nChanged 5256 SP:Iteration 3F (39334.090000 sec): 3 clusters Score: Raw -6762593.754902 + Penalty 5258.268908 = -6757335.485994 nChanged 4404 SP:Iteration 4F (39334.250000 sec): 3 clusters Score: Raw -6766633.574459 + Penalty 5258.268908 = -6761375.305551 nChanged 2712 SP:Iteration 5F (39334.410000 sec): 3 clusters Score: Raw -6768517.730140 + Penalty 5258.268908 = -6763259.461231 nChanged 1615 SP:Iteration 6Q (39334.570000 sec): 3 clusters Score: Raw -6769491.268789 + Penalty 5258.268908 = -6764232.999881 nChanged 1107 SP:Iteration 7Q (39334.730000 sec): 3 clusters Score: Raw -6770055.827011 + Penalty 5258.268908 = -6764797.558102 nChanged 820 SP:Iteration 8Q (39334.890000 sec): 3 clusters Score: Raw -6770421.366738 + Penalty 5258.268908 = -6765163.097830 nChanged 646 SP:Iteration 9Q (39335.050000 sec): 3 clusters Score: Raw -6770677.208652 + Penalty 5258.268908 = -6765418.939744 nChanged 497 SP:Iteration 10Q (39335.210000 sec): 3 clusters Score: Raw -6770852.737645 + Penalty 5258.268908 = -6765594.468736 nChanged 436 SP:Iteration 11Q (39335.370000 sec): 3 clusters Score: Raw -6770986.069419 + Penalty 5258.268908 = -6765727.800511 nChanged 326 SP:Iteration 12Q (39335.520000 sec): 3 clusters Score: Raw -6771073.412799 + Penalty 5258.268908 = -6765815.143891 nChanged 265 SP:Iteration 13Q (39335.680000 sec): 3 clusters Score: Raw -6771136.927685 + Penalty 5258.268908 = -6765878.658777 nChanged 244 SP:Iteration 14Q (39335.840000 sec): 3 clusters Score: Raw -6771189.993885 + Penalty 5258.268908 = -6765931.724977 nChanged 183 SP:Iteration 15Q (39336.000000 sec): 3 clusters Score: Raw -6771223.816488 + Penalty 5258.268908 = -6765965.547579 nChanged 148 SP:Iteration 16Q (39336.160000 sec): 3 clusters Score: Raw -6771250.322104 + Penalty 5258.268908 = -6765992.053196 nChanged 154 SP:Iteration 17Q (39336.320000 sec): 3 clusters Score: Raw -6771276.460636 + Penalty 5258.268908 = -6766018.191728 nChanged 119 SP:Iteration 18Q (39336.470000 sec): 3 clusters Score: Raw -6771295.549905 + Penalty 5258.268908 = -6766037.280997 nChanged 117 SP:Iteration 19Q (39336.630000 sec): 3 clusters Score: Raw -6771314.128150 + Penalty 5258.268908 = -6766055.859241 nChanged 118 SP:Iteration 20F (39336.790000 sec): 3 clusters Score: Raw -6771332.861829 + Penalty 5258.268908 = -6766074.592921 nChanged 104 SP:Iteration 21Q (39336.950000 sec): 3 clusters Score: Raw -6771348.308831 + Penalty 5258.268908 = -6766090.039923 nChanged 88 SP:Iteration 22Q (39337.100000 sec): 3 clusters Score: Raw -6771361.614887 + Penalty 5258.268908 = -6766103.345979 nChanged 74 SP:Iteration 23Q (39337.260000 sec): 3 clusters Score: Raw -6771371.713601 + Penalty 5258.268908 = -6766113.444693 nChanged 54 SP:Iteration 24Q (39337.420000 sec): 3 clusters Score: Raw -6771379.057194 + Penalty 5258.268908 = -6766120.788286 nChanged 50 SP:Iteration 25Q (39337.570000 sec): 3 clusters Score: Raw -6771385.313164 + Penalty 5258.268908 = -6766127.044256 nChanged 36 SP:Iteration 26Q (39337.730000 sec): 3 clusters Score: Raw -6771389.849688 + Penalty 5258.268908 = -6766131.580780 nChanged 32 SP:Iteration 27Q (39337.880000 sec): 3 clusters Score: Raw -6771393.391332 + Penalty 5258.268908 = -6766135.122424 nChanged 32 SP:Iteration 28Q (39338.040000 sec): 3 clusters Score: Raw -6771396.742931 + Penalty 5258.268908 = -6766138.474023 nChanged 31 SP:Iteration 29Q (39338.200000 sec): 3 clusters Score: Raw -6771400.343565 + Penalty 5258.268908 = -6766142.074656 nChanged 40 SP:Iteration 30Q (39338.350000 sec): 3 clusters Score: Raw -6771405.508243 + Penalty 5258.268908 = -6766147.239335 nChanged 39 SP:Iteration 31Q (39338.510000 sec): 3 clusters Score: Raw -6771410.253657 + Penalty 5258.268908 = -6766151.984749 nChanged 41 SP:Iteration 32Q (39338.660000 sec): 3 clusters Score: Raw -6771415.739696 + Penalty 5258.268908 = -6766157.470788 nChanged 45 SP:Iteration 33Q (39338.820000 sec): 3 clusters Score: Raw -6771421.853514 + Penalty 5258.268908 = -6766163.584605 nChanged 45 SP:Iteration 34Q (39338.970000 sec): 3 clusters Score: Raw -6771427.144166 + Penalty 5258.268908 = -6766168.875258 nChanged 35 SP:Iteration 35Q (39339.120000 sec): 3 clusters Score: Raw -6771431.734634 + Penalty 5258.268908 = -6766173.465726 nChanged 37 SP:Iteration 36Q (39339.280000 sec): 3 clusters Score: Raw -6771436.236919 + Penalty 5258.268908 = -6766177.968010 nChanged 44 SP:Iteration 37Q (39339.440000 sec): 3 clusters Score: Raw -6771441.676587 + Penalty 5258.268908 = -6766183.407679 nChanged 38 SP:Iteration 38Q (39339.590000 sec): 3 clusters Score: Raw -6771445.573918 + Penalty 5258.268908 = -6766187.305009 nChanged 29 SP:Iteration 39Q (39339.740000 sec): 3 clusters Score: Raw -6771448.420258 + Penalty 5258.268908 = -6766190.151350 nChanged 19 SP:Iteration 40F (39339.900000 sec): 3 clusters Score: Raw -6771450.135191 + Penalty 5258.268908 = -6766191.866283 nChanged 16 SP:Iteration 41Q (39340.060000 sec): 3 clusters Score: Raw -6771451.720856 + Penalty 5258.268908 = -6766193.451947 nChanged 17 SP:Iteration 42Q (39340.210000 sec): 3 clusters Score: Raw -6771453.413245 + Penalty 5258.268908 = -6766195.144337 nChanged 19 SP:Iteration 43Q (39340.360000 sec): 3 clusters Score: Raw -6771456.024441 + Penalty 5258.268908 = -6766197.755533 nChanged 21 SP:Iteration 44Q (39340.510000 sec): 3 clusters Score: Raw -6771458.226475 + Penalty 5258.268908 = -6766199.957567 nChanged 12 SP:Iteration 45Q (39340.670000 sec): 3 clusters Score: Raw -6771459.420394 + Penalty 5258.268908 = -6766201.151486 nChanged 12 SP:Iteration 46Q (39340.820000 sec): 3 clusters Score: Raw -6771460.619178 + Penalty 5258.268908 = -6766202.350270 nChanged 13 SP:Iteration 47Q (39340.970000 sec): 3 clusters Score: Raw -6771461.768840 + Penalty 5258.268908 = -6766203.499932 nChanged 9 SP:Iteration 48Q (39341.120000 sec): 3 clusters Score: Raw -6771462.744259 + Penalty 5258.268908 = -6766204.475351 nChanged 5 SP:Iteration 49Q (39341.280000 sec): 3 clusters Score: Raw -6771463.212941 + Penalty 5258.268908 = -6766204.944033 nChanged 5 SP:Iteration 50Q (39341.430000 sec): 3 clusters Score: Raw -6771463.554084 + Penalty 5258.268908 = -6766205.285175 nChanged 1 SP:Iteration 51Q (39341.580000 sec): 3 clusters Score: Raw -6771463.602440 + Penalty 5258.268908 = -6766205.333532 nChanged 0 SP:Iteration 52F (39341.740000 sec): 3 clusters Score: Raw -6771463.602440 + Penalty 5258.268908 = -6766205.333532 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 16.31 GB. Trying to split cluster 11 (3745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39341.780000 sec): 2 clusters Score: Raw -614733.889535 + Penalty 2040.587870 = -612693.301665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39341.800000 sec): 3 clusters Score: Raw -613095.032531 + Penalty 4081.175740 = -609013.856791 nChanged 1343 SP:Iteration 1F (39341.810000 sec): 3 clusters Score: Raw -613968.898670 + Penalty 4081.175740 = -609887.722929 nChanged 299 SP:Iteration 2F (39341.830000 sec): 3 clusters Score: Raw -614249.958324 + Penalty 4081.175740 = -610168.782583 nChanged 251 SP:Iteration 3F (39341.840000 sec): 3 clusters Score: Raw -614533.496330 + Penalty 4081.175740 = -610452.320590 nChanged 258 SP:Iteration 4F (39341.860000 sec): 3 clusters Score: Raw -614845.141256 + Penalty 4081.175740 = -610763.965516 nChanged 241 SP:Iteration 5F (39341.870000 sec): 3 clusters Score: Raw -615145.015647 + Penalty 4081.175740 = -611063.839907 nChanged 236 SP:Iteration 6F (39341.890000 sec): 3 clusters Score: Raw -615469.424752 + Penalty 4081.175740 = -611388.249011 nChanged 207 SP:Iteration 7F (39341.900000 sec): 3 clusters Score: Raw -615773.418053 + Penalty 4081.175740 = -611692.242312 nChanged 181 SP:Iteration 8Q (39341.920000 sec): 3 clusters Score: Raw -616046.680135 + Penalty 4081.175740 = -611965.504394 nChanged 171 SP:Iteration 9Q (39341.930000 sec): 3 clusters Score: Raw -616268.377392 + Penalty 4081.175740 = -612187.201652 nChanged 138 SP:Iteration 10Q (39341.940000 sec): 3 clusters Score: Raw -616402.245619 + Penalty 4081.175740 = -612321.069878 nChanged 87 SP:Iteration 11Q (39341.960000 sec): 3 clusters Score: Raw -616461.596315 + Penalty 4081.175740 = -612380.420575 nChanged 47 SP:Iteration 12Q (39341.970000 sec): 3 clusters Score: Raw -616484.646815 + Penalty 4081.175740 = -612403.471074 nChanged 31 SP:Iteration 13Q (39341.980000 sec): 3 clusters Score: Raw -616499.324070 + Penalty 4081.175740 = -612418.148330 nChanged 18 SP:Iteration 14Q (39342.000000 sec): 3 clusters Score: Raw -616509.110910 + Penalty 4081.175740 = -612427.935170 nChanged 16 SP:Iteration 15Q (39342.010000 sec): 3 clusters Score: Raw -616516.943501 + Penalty 4081.175740 = -612435.767761 nChanged 15 SP:Iteration 16Q (39342.020000 sec): 3 clusters Score: Raw -616522.838312 + Penalty 4081.175740 = -612441.662572 nChanged 14 SP:Iteration 17Q (39342.040000 sec): 3 clusters Score: Raw -616528.700098 + Penalty 4081.175740 = -612447.524357 nChanged 6 SP:Iteration 18Q (39342.050000 sec): 3 clusters Score: Raw -616530.775483 + Penalty 4081.175740 = -612449.599743 nChanged 8 SP:Iteration 19Q (39342.060000 sec): 3 clusters Score: Raw -616534.047307 + Penalty 4081.175740 = -612452.871567 nChanged 7 SP:Iteration 20F (39342.080000 sec): 3 clusters Score: Raw -616536.293214 + Penalty 4081.175740 = -612455.117474 nChanged 4 SP:Iteration 21Q (39342.090000 sec): 3 clusters Score: Raw -616537.586754 + Penalty 4081.175740 = -612456.411014 nChanged 4 SP:Iteration 22Q (39342.100000 sec): 3 clusters Score: Raw -616539.145229 + Penalty 4081.175740 = -612457.969488 nChanged 1 SP:Iteration 23Q (39342.120000 sec): 3 clusters Score: Raw -616539.445754 + Penalty 4081.175740 = -612458.270013 nChanged 1 SP:Iteration 24Q (39342.130000 sec): 3 clusters Score: Raw -616539.690814 + Penalty 4081.175740 = -612458.515074 nChanged 0 SP:Iteration 25F (39342.140000 sec): 3 clusters Score: Raw -616539.690814 + Penalty 4081.175740 = -612458.515074 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (7531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39342.170000 sec): 2 clusters Score: Raw -1234896.196789 + Penalty 2213.842212 = -1232682.354576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39342.200000 sec): 3 clusters Score: Raw -1230984.498509 + Penalty 4427.684425 = -1226556.814084 nChanged 3035 SP:Iteration 1F (39342.230000 sec): 3 clusters Score: Raw -1233127.586439 + Penalty 4427.684425 = -1228699.902014 nChanged 796 SP:Iteration 2F (39342.260000 sec): 3 clusters Score: Raw -1234004.026273 + Penalty 4427.684425 = -1229576.341849 nChanged 698 SP:Iteration 3F (39342.290000 sec): 3 clusters Score: Raw -1234748.321648 + Penalty 4427.684425 = -1230320.637223 nChanged 574 SP:Iteration 4F (39342.320000 sec): 3 clusters Score: Raw -1235335.626428 + Penalty 4427.684425 = -1230907.942003 nChanged 462 SP:Iteration 5F (39342.350000 sec): 3 clusters Score: Raw -1235780.615697 + Penalty 4427.684425 = -1231352.931272 nChanged 341 SP:Iteration 6Q (39342.380000 sec): 3 clusters Score: Raw -1236101.973037 + Penalty 4427.684425 = -1231674.288612 nChanged 268 SP:Iteration 7Q (39342.410000 sec): 3 clusters Score: Raw -1236364.334099 + Penalty 4427.684425 = -1231936.649675 nChanged 231 SP:Iteration 8Q (39342.440000 sec): 3 clusters Score: Raw -1236602.515960 + Penalty 4427.684425 = -1232174.831535 nChanged 167 SP:Iteration 9Q (39342.460000 sec): 3 clusters Score: Raw -1236796.293009 + Penalty 4427.684425 = -1232368.608585 nChanged 128 SP:Iteration 10Q (39342.490000 sec): 3 clusters Score: Raw -1236964.906960 + Penalty 4427.684425 = -1232537.222535 nChanged 117 SP:Iteration 11Q (39342.520000 sec): 3 clusters Score: Raw -1237131.562375 + Penalty 4427.684425 = -1232703.877950 nChanged 109 SP:Iteration 12Q (39342.540000 sec): 3 clusters Score: Raw -1237235.034857 + Penalty 4427.684425 = -1232807.350432 nChanged 77 SP:Iteration 13Q (39342.570000 sec): 3 clusters Score: Raw -1237296.558614 + Penalty 4427.684425 = -1232868.874189 nChanged 61 SP:Iteration 14Q (39342.600000 sec): 3 clusters Score: Raw -1237355.820131 + Penalty 4427.684425 = -1232928.135707 nChanged 52 SP:Iteration 15Q (39342.620000 sec): 3 clusters Score: Raw -1237394.415346 + Penalty 4427.684425 = -1232966.730921 nChanged 33 SP:Iteration 16Q (39342.650000 sec): 3 clusters Score: Raw -1237417.959251 + Penalty 4427.684425 = -1232990.274826 nChanged 32 SP:Iteration 17Q (39342.670000 sec): 3 clusters Score: Raw -1237450.444272 + Penalty 4427.684425 = -1233022.759847 nChanged 30 SP:Iteration 18Q (39342.700000 sec): 3 clusters Score: Raw -1237486.144233 + Penalty 4427.684425 = -1233058.459809 nChanged 25 SP:Iteration 19Q (39342.720000 sec): 3 clusters Score: Raw -1237508.952695 + Penalty 4427.684425 = -1233081.268270 nChanged 21 SP:Iteration 20F (39342.750000 sec): 3 clusters Score: Raw -1237523.026743 + Penalty 4427.684425 = -1233095.342318 nChanged 17 SP:Iteration 21Q (39342.780000 sec): 3 clusters Score: Raw -1237538.470258 + Penalty 4427.684425 = -1233110.785834 nChanged 16 SP:Iteration 22Q (39342.800000 sec): 3 clusters Score: Raw -1237553.352569 + Penalty 4427.684425 = -1233125.668144 nChanged 9 SP:Iteration 23Q (39342.820000 sec): 3 clusters Score: Raw -1237560.396427 + Penalty 4427.684425 = -1233132.712003 nChanged 13 SP:Iteration 24Q (39342.840000 sec): 3 clusters Score: Raw -1237568.643821 + Penalty 4427.684425 = -1233140.959397 nChanged 10 SP:Iteration 25Q (39342.870000 sec): 3 clusters Score: Raw -1237574.207045 + Penalty 4427.684425 = -1233146.522621 nChanged 8 SP:Iteration 26Q (39342.890000 sec): 3 clusters Score: Raw -1237577.516319 + Penalty 4427.684425 = -1233149.831894 nChanged 3 SP:Iteration 27Q (39342.920000 sec): 3 clusters Score: Raw -1237578.308049 + Penalty 4427.684425 = -1233150.623624 nChanged 2 SP:Iteration 28Q (39342.940000 sec): 3 clusters Score: Raw -1237579.762146 + Penalty 4427.684425 = -1233152.077722 nChanged 3 SP:Iteration 29Q (39342.960000 sec): 3 clusters Score: Raw -1237581.181033 + Penalty 4427.684425 = -1233153.496609 nChanged 3 SP:Iteration 30Q (39342.990000 sec): 3 clusters Score: Raw -1237582.948521 + Penalty 4427.684425 = -1233155.264096 nChanged 3 SP:Iteration 31Q (39343.010000 sec): 3 clusters Score: Raw -1237585.377223 + Penalty 4427.684425 = -1233157.692799 nChanged 5 SP:Iteration 32Q (39343.040000 sec): 3 clusters Score: Raw -1237587.114022 + Penalty 4427.684425 = -1233159.429597 nChanged 2 SP:Iteration 33Q (39343.060000 sec): 3 clusters Score: Raw -1237587.833060 + Penalty 4427.684425 = -1233160.148636 nChanged 1 SP:Iteration 34Q (39343.080000 sec): 3 clusters Score: Raw -1237588.067082 + Penalty 4427.684425 = -1233160.382657 nChanged 0 SP:Iteration 35F (39343.110000 sec): 3 clusters Score: Raw -1237588.067082 + Penalty 4427.684425 = -1233160.382657 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 16.31 GB. Trying to split cluster 16 (3957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39343.140000 sec): 2 clusters Score: Raw -649708.960047 + Penalty 2054.243877 = -647654.716170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39343.160000 sec): 3 clusters Score: Raw -648019.131303 + Penalty 4108.487755 = -643910.643548 nChanged 1545 SP:Iteration 1F (39343.170000 sec): 3 clusters Score: Raw -649593.458233 + Penalty 4108.487755 = -645484.970478 nChanged 527 SP:Iteration 2F (39343.190000 sec): 3 clusters Score: Raw -650900.452495 + Penalty 4108.487755 = -646791.964740 nChanged 574 SP:Iteration 3F (39343.200000 sec): 3 clusters Score: Raw -653371.040711 + Penalty 4108.487755 = -649262.552956 nChanged 472 SP:Iteration 4F (39343.220000 sec): 3 clusters Score: Raw -656100.698034 + Penalty 4108.487755 = -651992.210279 nChanged 265 SP:Iteration 5F (39343.240000 sec): 3 clusters Score: Raw -657336.539078 + Penalty 4108.487755 = -653228.051323 nChanged 133 SP:Iteration 6Q (39343.250000 sec): 3 clusters Score: Raw -657571.799241 + Penalty 4108.487755 = -653463.311486 nChanged 69 SP:Iteration 7Q (39343.260000 sec): 3 clusters Score: Raw -657686.363412 + Penalty 4108.487755 = -653577.875657 nChanged 54 SP:Iteration 8Q (39343.280000 sec): 3 clusters Score: Raw -657788.919593 + Penalty 4108.487755 = -653680.431838 nChanged 55 SP:Iteration 9Q (39343.290000 sec): 3 clusters Score: Raw -657873.350987 + Penalty 4108.487755 = -653764.863232 nChanged 51 SP:Iteration 10Q (39343.300000 sec): 3 clusters Score: Raw -657934.872467 + Penalty 4108.487755 = -653826.384712 nChanged 44 SP:Iteration 11Q (39343.310000 sec): 3 clusters Score: Raw -657977.890931 + Penalty 4108.487755 = -653869.403176 nChanged 42 SP:Iteration 12Q (39343.330000 sec): 3 clusters Score: Raw -658019.116806 + Penalty 4108.487755 = -653910.629051 nChanged 22 SP:Iteration 13Q (39343.340000 sec): 3 clusters Score: Raw -658040.982478 + Penalty 4108.487755 = -653932.494723 nChanged 28 SP:Iteration 14Q (39343.350000 sec): 3 clusters Score: Raw -658066.239727 + Penalty 4108.487755 = -653957.751972 nChanged 23 SP:Iteration 15Q (39343.360000 sec): 3 clusters Score: Raw -658090.050609 + Penalty 4108.487755 = -653981.562854 nChanged 23 SP:Iteration 16Q (39343.380000 sec): 3 clusters Score: Raw -658114.012473 + Penalty 4108.487755 = -654005.524718 nChanged 19 SP:Iteration 17Q (39343.390000 sec): 3 clusters Score: Raw -658130.188670 + Penalty 4108.487755 = -654021.700915 nChanged 24 SP:Iteration 18Q (39343.410000 sec): 3 clusters Score: Raw -658148.545953 + Penalty 4108.487755 = -654040.058198 nChanged 16 SP:Iteration 19Q (39343.420000 sec): 3 clusters Score: Raw -658161.906318 + Penalty 4108.487755 = -654053.418563 nChanged 18 SP:Iteration 20F (39343.440000 sec): 3 clusters Score: Raw -658175.294785 + Penalty 4108.487755 = -654066.807030 nChanged 15 SP:Iteration 21Q (39343.450000 sec): 3 clusters Score: Raw -658189.046067 + Penalty 4108.487755 = -654080.558312 nChanged 23 SP:Iteration 22Q (39343.460000 sec): 3 clusters Score: Raw -658212.033157 + Penalty 4108.487755 = -654103.545403 nChanged 19 SP:Iteration 23Q (39343.470000 sec): 3 clusters Score: Raw -658227.979447 + Penalty 4108.487755 = -654119.491692 nChanged 23 SP:Iteration 24Q (39343.490000 sec): 3 clusters Score: Raw -658246.430733 + Penalty 4108.487755 = -654137.942978 nChanged 18 SP:Iteration 25Q (39343.500000 sec): 3 clusters Score: Raw -658261.789677 + Penalty 4108.487755 = -654153.301922 nChanged 15 SP:Iteration 26Q (39343.510000 sec): 3 clusters Score: Raw -658278.261714 + Penalty 4108.487755 = -654169.773959 nChanged 20 SP:Iteration 27Q (39343.530000 sec): 3 clusters Score: Raw -658301.920261 + Penalty 4108.487755 = -654193.432506 nChanged 31 SP:Iteration 28Q (39343.540000 sec): 3 clusters Score: Raw -658337.317993 + Penalty 4108.487755 = -654228.830238 nChanged 34 SP:Iteration 29Q (39343.550000 sec): 3 clusters Score: Raw -658377.297128 + Penalty 4108.487755 = -654268.809373 nChanged 33 SP:Iteration 30Q (39343.570000 sec): 3 clusters Score: Raw -658419.171185 + Penalty 4108.487755 = -654310.683430 nChanged 36 SP:Iteration 31Q (39343.580000 sec): 3 clusters Score: Raw -658474.868325 + Penalty 4108.487755 = -654366.380571 nChanged 43 SP:Iteration 32Q (39343.590000 sec): 3 clusters Score: Raw -658545.423395 + Penalty 4108.487755 = -654436.935640 nChanged 55 SP:Iteration 33Q (39343.600000 sec): 3 clusters Score: Raw -658657.383134 + Penalty 4108.487755 = -654548.895379 nChanged 48 SP:Iteration 34Q (39343.610000 sec): 3 clusters Score: Raw -658758.504154 + Penalty 4108.487755 = -654650.016399 nChanged 37 SP:Iteration 35Q (39343.630000 sec): 3 clusters Score: Raw -658799.480169 + Penalty 4108.487755 = -654690.992414 nChanged 29 SP:Iteration 36Q (39343.640000 sec): 3 clusters Score: Raw -658824.118783 + Penalty 4108.487755 = -654715.631028 nChanged 27 SP:Iteration 37Q (39343.650000 sec): 3 clusters Score: Raw -658843.491290 + Penalty 4108.487755 = -654735.003535 nChanged 14 SP:Iteration 38Q (39343.670000 sec): 3 clusters Score: Raw -658853.582462 + Penalty 4108.487755 = -654745.094707 nChanged 13 SP:Iteration 39Q (39343.680000 sec): 3 clusters Score: Raw -658865.641756 + Penalty 4108.487755 = -654757.154001 nChanged 12 SP:Iteration 40F (39343.690000 sec): 3 clusters Score: Raw -658876.278183 + Penalty 4108.487755 = -654767.790428 nChanged 14 SP:Iteration 41Q (39343.710000 sec): 3 clusters Score: Raw -658884.966871 + Penalty 4108.487755 = -654776.479116 nChanged 4 SP:Iteration 42Q (39343.720000 sec): 3 clusters Score: Raw -658887.765761 + Penalty 4108.487755 = -654779.278006 nChanged 1 SP:Iteration 43Q (39343.730000 sec): 3 clusters Score: Raw -658888.044104 + Penalty 4108.487755 = -654779.556350 nChanged 2 SP:Iteration 44Q (39343.740000 sec): 3 clusters Score: Raw -658889.303684 + Penalty 4108.487755 = -654780.815929 nChanged 1 SP:Iteration 45Q (39343.750000 sec): 3 clusters Score: Raw -658889.945924 + Penalty 4108.487755 = -654781.458169 nChanged 3 SP:Iteration 46Q (39343.770000 sec): 3 clusters Score: Raw -658891.295666 + Penalty 4108.487755 = -654782.807911 nChanged 2 SP:Iteration 47Q (39343.780000 sec): 3 clusters Score: Raw -658892.158946 + Penalty 4108.487755 = -654783.671192 nChanged 2 SP:Iteration 48Q (39343.790000 sec): 3 clusters Score: Raw -658892.844709 + Penalty 4108.487755 = -654784.356954 nChanged 6 SP:Iteration 49Q (39343.800000 sec): 3 clusters Score: Raw -658896.771738 + Penalty 4108.487755 = -654788.283983 nChanged 3 SP:Iteration 50Q (39343.810000 sec): 3 clusters Score: Raw -658898.677459 + Penalty 4108.487755 = -654790.189704 nChanged 3 SP:Iteration 51Q (39343.830000 sec): 3 clusters Score: Raw -658900.863502 + Penalty 4108.487755 = -654792.375747 nChanged 4 SP:Iteration 52Q (39343.840000 sec): 3 clusters Score: Raw -658902.027628 + Penalty 4108.487755 = -654793.539873 nChanged 3 SP:Iteration 53Q (39343.850000 sec): 3 clusters Score: Raw -658904.804962 + Penalty 4108.487755 = -654796.317207 nChanged 3 SP:Iteration 54Q (39343.870000 sec): 3 clusters Score: Raw -658906.889387 + Penalty 4108.487755 = -654798.401633 nChanged 1 SP:Iteration 55Q (39343.880000 sec): 3 clusters Score: Raw -658907.590934 + Penalty 4108.487755 = -654799.103179 nChanged 0 SP:Iteration 56F (39343.890000 sec): 3 clusters Score: Raw -658907.590934 + Penalty 4108.487755 = -654799.103179 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 16.31 GB. Trying to split cluster 17 (1394510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39350.340000 sec): 2 clusters Score: Raw -246802085.416469 + Penalty 3508.717307 = -246798576.699162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39356.080000 sec): 3 clusters Score: Raw -245857901.194782 + Penalty 7017.434614 = -245850883.760168 nChanged 686144 SP:Iteration 1F (39361.810000 sec): 3 clusters Score: Raw -246276778.195298 + Penalty 7017.434614 = -246269760.760684 nChanged 33912 SP:Iteration 2Q (39367.630000 sec): 3 clusters Score: Raw -246283745.871736 + Penalty 7017.434614 = -246276728.437122 nChanged 42367 SP:Iteration 3Q (39373.420000 sec): 3 clusters Score: Raw -246295823.202110 + Penalty 7017.434614 = -246288805.767496 nChanged 57879 SP:Iteration 4Q (39379.210000 sec): 3 clusters Score: Raw -246320611.638761 + Penalty 7017.434614 = -246313594.204147 nChanged 83805 SP:Iteration 5F (39384.910000 sec): 3 clusters Score: Raw -246373561.102123 + Penalty 7017.434614 = -246366543.667509 nChanged 114596 SP:Iteration 6F (39390.630000 sec): 3 clusters Score: Raw -246464638.846381 + Penalty 7017.434614 = -246457621.411767 nChanged 128133 SP:Iteration 7F (39396.300000 sec): 3 clusters Score: Raw -246571718.511392 + Penalty 7017.434614 = -246564701.076778 nChanged 107510 SP:Iteration 8F (39401.990000 sec): 3 clusters Score: Raw -246661842.880696 + Penalty 7017.434614 = -246654825.446083 nChanged 74917 SP:Iteration 9F (39407.660000 sec): 3 clusters Score: Raw -246729151.163254 + Penalty 7017.434614 = -246722133.728640 nChanged 47906 SP:Iteration 10Q (39413.210000 sec): 3 clusters Score: Raw -246775528.102897 + Penalty 7017.434614 = -246768510.668283 nChanged 29923 SP:Iteration 11Q (39418.400000 sec): 3 clusters Score: Raw -246803945.418519 + Penalty 7017.434614 = -246796927.983905 nChanged 20277 SP:Iteration 12Q (39423.240000 sec): 3 clusters Score: Raw -246822877.678993 + Penalty 7017.434614 = -246815860.244379 nChanged 14805 SP:Iteration 13Q (39427.780000 sec): 3 clusters Score: Raw -246837355.694932 + Penalty 7017.434614 = -246830338.260318 nChanged 10891 SP:Iteration 14Q (39432.160000 sec): 3 clusters Score: Raw -246847524.316051 + Penalty 7017.434614 = -246840506.881438 nChanged 7708 SP:Iteration 15Q (39436.410000 sec): 3 clusters Score: Raw -246853290.230561 + Penalty 7017.434614 = -246846272.795947 nChanged 5570 SP:Iteration 16Q (39440.580000 sec): 3 clusters Score: Raw -246856387.299827 + Penalty 7017.434614 = -246849369.865213 nChanged 4042 SP:Iteration 17Q (39444.710000 sec): 3 clusters Score: Raw -246858048.577640 + Penalty 7017.434614 = -246851031.143026 nChanged 3102 SP:Iteration 18Q (39448.870000 sec): 3 clusters Score: Raw -246859099.052694 + Penalty 7017.434614 = -246852081.618080 nChanged 2488 SP:Iteration 19Q (39452.960000 sec): 3 clusters Score: Raw -246859772.741615 + Penalty 7017.434614 = -246852755.307001 nChanged 2002 SP:Iteration 20F (39458.620000 sec): 3 clusters Score: Raw -246860221.133637 + Penalty 7017.434614 = -246853203.699023 nChanged 1652 SP:Iteration 21Q (39462.740000 sec): 3 clusters Score: Raw -246860549.999128 + Penalty 7017.434614 = -246853532.564514 nChanged 1368 SP:Iteration 22Q (39466.800000 sec): 3 clusters Score: Raw -246860776.145033 + Penalty 7017.434614 = -246853758.710419 nChanged 1043 SP:Iteration 23Q (39470.860000 sec): 3 clusters Score: Raw -246860906.755683 + Penalty 7017.434614 = -246853889.321069 nChanged 793 SP:Iteration 24Q (39474.920000 sec): 3 clusters Score: Raw -246860984.538482 + Penalty 7017.434614 = -246853967.103868 nChanged 633 SP:Iteration 25Q (39479.030000 sec): 3 clusters Score: Raw -246861035.114882 + Penalty 7017.434614 = -246854017.680268 nChanged 527 SP:Iteration 26Q (39483.130000 sec): 3 clusters Score: Raw -246861070.469883 + Penalty 7017.434614 = -246854053.035269 nChanged 418 SP:Iteration 27Q (39487.230000 sec): 3 clusters Score: Raw -246861094.595574 + Penalty 7017.434614 = -246854077.160960 nChanged 358 SP:Iteration 28Q (39491.320000 sec): 3 clusters Score: Raw -246861110.779163 + Penalty 7017.434614 = -246854093.344549 nChanged 259 SP:Iteration 29Q (39495.410000 sec): 3 clusters Score: Raw -246861119.640594 + Penalty 7017.434614 = -246854102.205980 nChanged 187 SP:Iteration 30Q (39499.510000 sec): 3 clusters Score: Raw -246861124.577814 + Penalty 7017.434614 = -246854107.143200 nChanged 169 SP:Iteration 31Q (39503.600000 sec): 3 clusters Score: Raw -246861128.553795 + Penalty 7017.434614 = -246854111.119181 nChanged 129 SP:Iteration 32Q (39507.690000 sec): 3 clusters Score: Raw -246861131.319281 + Penalty 7017.434614 = -246854113.884667 nChanged 117 SP:Iteration 33Q (39511.780000 sec): 3 clusters Score: Raw -246861133.457114 + Penalty 7017.434614 = -246854116.022501 nChanged 82 SP:Iteration 34Q (39515.870000 sec): 3 clusters Score: Raw -246861134.911644 + Penalty 7017.434614 = -246854117.477030 nChanged 66 SP:Iteration 35Q (39519.960000 sec): 3 clusters Score: Raw -246861135.944238 + Penalty 7017.434614 = -246854118.509624 nChanged 54 SP:Iteration 36Q (39524.070000 sec): 3 clusters Score: Raw -246861136.767983 + Penalty 7017.434614 = -246854119.333369 nChanged 43 SP:Iteration 37Q (39528.160000 sec): 3 clusters Score: Raw -246861137.427486 + Penalty 7017.434614 = -246854119.992872 nChanged 39 SP:Iteration 38Q (39532.250000 sec): 3 clusters Score: Raw -246861138.032751 + Penalty 7017.434614 = -246854120.598138 nChanged 44 SP:Iteration 39Q (39536.350000 sec): 3 clusters Score: Raw -246861138.635595 + Penalty 7017.434614 = -246854121.200981 nChanged 34 SP:Iteration 40F (39542.010000 sec): 3 clusters Score: Raw -246861139.037082 + Penalty 7017.434614 = -246854121.602468 nChanged 30 SP:Iteration 41Q (39546.100000 sec): 3 clusters Score: Raw -246861139.461978 + Penalty 7017.434614 = -246854122.027364 nChanged 30 SP:Iteration 42Q (39550.210000 sec): 3 clusters Score: Raw -246861139.894811 + Penalty 7017.434614 = -246854122.460197 nChanged 26 SP:Iteration 43Q (39554.320000 sec): 3 clusters Score: Raw -246861140.264281 + Penalty 7017.434614 = -246854122.829667 nChanged 28 SP:Iteration 44Q (39558.430000 sec): 3 clusters Score: Raw -246861140.617989 + Penalty 7017.434614 = -246854123.183376 nChanged 24 SP:Iteration 45Q (39562.490000 sec): 3 clusters Score: Raw -246861140.949928 + Penalty 7017.434614 = -246854123.515314 nChanged 20 SP:Iteration 46Q (39566.550000 sec): 3 clusters Score: Raw -246861141.194050 + Penalty 7017.434614 = -246854123.759436 nChanged 14 SP:Iteration 47Q (39570.590000 sec): 3 clusters Score: Raw -246861141.372933 + Penalty 7017.434614 = -246854123.938319 nChanged 16 SP:Iteration 48Q (39574.640000 sec): 3 clusters Score: Raw -246861141.592808 + Penalty 7017.434614 = -246854124.158194 nChanged 15 SP:Iteration 49Q (39578.680000 sec): 3 clusters Score: Raw -246861141.752881 + Penalty 7017.434614 = -246854124.318267 nChanged 11 SP:Iteration 50Q (39582.730000 sec): 3 clusters Score: Raw -246861141.848237 + Penalty 7017.434614 = -246854124.413623 nChanged 5 SP:Iteration 51Q (39586.780000 sec): 3 clusters Score: Raw -246861141.878218 + Penalty 7017.434614 = -246854124.443604 nChanged 2 SP:Iteration 52Q (39590.810000 sec): 3 clusters Score: Raw -246861141.889261 + Penalty 7017.434614 = -246854124.454647 nChanged 3 SP:Iteration 53Q (39594.850000 sec): 3 clusters Score: Raw -246861141.913859 + Penalty 7017.434614 = -246854124.479245 nChanged 2 SP:Iteration 54Q (39598.880000 sec): 3 clusters Score: Raw -246861141.930554 + Penalty 7017.434614 = -246854124.495940 nChanged 4 SP:Iteration 55Q (39602.920000 sec): 3 clusters Score: Raw -246861141.957502 + Penalty 7017.434614 = -246854124.522889 nChanged 2 SP:Iteration 56Q (39607.010000 sec): 3 clusters Score: Raw -246861141.987375 + Penalty 7017.434614 = -246854124.552761 nChanged 3 SP:Iteration 57Q (39611.090000 sec): 3 clusters Score: Raw -246861142.012052 + Penalty 7017.434614 = -246854124.577438 nChanged 3 SP:Iteration 58Q (39615.170000 sec): 3 clusters Score: Raw -246861142.028594 + Penalty 7017.434614 = -246854124.593980 nChanged 3 SP:Iteration 59Q (39619.260000 sec): 3 clusters Score: Raw -246861142.047087 + Penalty 7017.434614 = -246854124.612473 nChanged 2 SP:Iteration 60F (39624.910000 sec): 3 clusters Score: Raw -246861142.061524 + Penalty 7017.434614 = -246854124.626910 nChanged 1 SP:Iteration 61Q (39628.940000 sec): 3 clusters Score: Raw -246861142.076554 + Penalty 7017.434614 = -246854124.641940 nChanged 1 SP:Iteration 62Q (39632.980000 sec): 3 clusters Score: Raw -246861142.084736 + Penalty 7017.434614 = -246854124.650122 nChanged 0 SP:Iteration 63F (39638.620000 sec): 3 clusters Score: Raw -246861142.084736 + Penalty 7017.434614 = -246854124.650122 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 16.31 GB. Trying to split cluster 18 (2237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39639.090000 sec): 2 clusters Score: Raw -276721.716563 + Penalty 1912.796958 = -274808.919604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39639.100000 sec): 3 clusters Score: Raw -276814.953624 + Penalty 3825.593917 = -272989.359707 nChanged 928 SP:Iteration 1F (39639.100000 sec): 3 clusters Score: Raw -282253.266268 + Penalty 3825.593917 = -278427.672351 nChanged 475 SP:Iteration 2F (39639.120000 sec): 3 clusters Score: Raw -286702.817486 + Penalty 3825.593917 = -282877.223569 nChanged 151 SP:Iteration 3F (39639.120000 sec): 3 clusters Score: Raw -288257.125224 + Penalty 3825.593917 = -284431.531307 nChanged 79 SP:Iteration 4Q (39639.130000 sec): 3 clusters Score: Raw -288808.120919 + Penalty 3825.593917 = -284982.527002 nChanged 55 SP:Iteration 5Q (39639.140000 sec): 3 clusters Score: Raw -289276.802019 + Penalty 3825.593917 = -285451.208102 nChanged 37 SP:Iteration 6Q (39639.140000 sec): 3 clusters Score: Raw -289708.751032 + Penalty 3825.593917 = -285883.157115 nChanged 27 SP:Iteration 7Q (39639.150000 sec): 3 clusters Score: Raw -291040.618079 + Penalty 3825.593917 = -287215.024162 nChanged 8 SP:Iteration 8Q (39639.160000 sec): 3 clusters Score: Raw -291370.526947 + Penalty 3825.593917 = -287544.933030 nChanged 6 SP:Iteration 9Q (39639.160000 sec): 3 clusters Score: Raw -291374.920804 + Penalty 3825.593917 = -287549.326888 nChanged 1 SP:Iteration 10Q (39639.170000 sec): 3 clusters Score: Raw -291375.686001 + Penalty 3825.593917 = -287550.092084 nChanged 0 SP:Iteration 11F (39639.180000 sec): 3 clusters Score: Raw -291375.686001 + Penalty 3825.593917 = -287550.092084 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 16.31 GB. Trying to split cluster 19 (2100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39639.200000 sec): 2 clusters Score: Raw -241518.141691 + Penalty 1897.123771 = -239621.017920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39639.200000 sec): 3 clusters Score: Raw -242016.105118 + Penalty 3794.247541 = -238221.857576 nChanged 855 SP:Iteration 1F (39639.210000 sec): 3 clusters Score: Raw -249183.133206 + Penalty 3794.247541 = -245388.885665 nChanged 284 SP:Iteration 2F (39639.220000 sec): 3 clusters Score: Raw -254951.940605 + Penalty 3794.247541 = -251157.693064 nChanged 155 SP:Iteration 3F (39639.230000 sec): 3 clusters Score: Raw -256879.494323 + Penalty 3794.247541 = -253085.246781 nChanged 73 SP:Iteration 4Q (39639.230000 sec): 3 clusters Score: Raw -257680.351167 + Penalty 3794.247541 = -253886.103625 nChanged 40 SP:Iteration 5Q (39639.240000 sec): 3 clusters Score: Raw -257842.504942 + Penalty 3794.247541 = -254048.257401 nChanged 27 SP:Iteration 6Q (39639.240000 sec): 3 clusters Score: Raw -257997.156146 + Penalty 3794.247541 = -254202.908605 nChanged 25 SP:Iteration 7Q (39639.250000 sec): 3 clusters Score: Raw -258172.903034 + Penalty 3794.247541 = -254378.655492 nChanged 32 SP:Iteration 8Q (39639.260000 sec): 3 clusters Score: Raw -258762.232332 + Penalty 3794.247541 = -254967.984791 nChanged 20 SP:Iteration 9Q (39639.260000 sec): 3 clusters Score: Raw -259209.699057 + Penalty 3794.247541 = -255415.451516 nChanged 18 SP:Iteration 10Q (39639.270000 sec): 3 clusters Score: Raw -259322.042482 + Penalty 3794.247541 = -255527.794941 nChanged 12 SP:Iteration 11Q (39639.270000 sec): 3 clusters Score: Raw -259383.960757 + Penalty 3794.247541 = -255589.713216 nChanged 10 SP:Iteration 12Q (39639.280000 sec): 3 clusters Score: Raw -259462.873161 + Penalty 3794.247541 = -255668.625620 nChanged 7 SP:Iteration 13Q (39639.280000 sec): 3 clusters Score: Raw -259500.215432 + Penalty 3794.247541 = -255705.967891 nChanged 6 SP:Iteration 14Q (39639.290000 sec): 3 clusters Score: Raw -259510.998337 + Penalty 3794.247541 = -255716.750796 nChanged 1 SP:Iteration 15Q (39639.300000 sec): 3 clusters Score: Raw -259512.055181 + Penalty 3794.247541 = -255717.807640 nChanged 1 SP:Iteration 16Q (39639.300000 sec): 3 clusters Score: Raw -259513.013863 + Penalty 3794.247541 = -255718.766322 nChanged 0 SP:Iteration 17F (39639.310000 sec): 3 clusters Score: Raw -259513.013863 + Penalty 3794.247541 = -255718.766322 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 28. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (21791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39639.400000 sec): 2 clusters Score: Raw -3590330.798659 + Penalty 2477.334575 = -3587853.464084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39639.480000 sec): 3 clusters Score: Raw -3577483.332240 + Penalty 4954.669150 = -3572528.663089 nChanged 9677 SP:Iteration 1F (39639.570000 sec): 3 clusters Score: Raw -3582677.116288 + Penalty 4954.669150 = -3577722.447138 nChanged 1035 SP:Iteration 2Q (39639.660000 sec): 3 clusters Score: Raw -3583006.830237 + Penalty 4954.669150 = -3578052.161087 nChanged 886 SP:Iteration 3Q (39639.740000 sec): 3 clusters Score: Raw -3583310.685392 + Penalty 4954.669150 = -3578356.016241 nChanged 840 SP:Iteration 4Q (39639.830000 sec): 3 clusters Score: Raw -3583603.455531 + Penalty 4954.669150 = -3578648.786381 nChanged 815 SP:Iteration 5Q (39639.920000 sec): 3 clusters Score: Raw -3583909.788424 + Penalty 4954.669150 = -3578955.119274 nChanged 864 SP:Iteration 6Q (39640.010000 sec): 3 clusters Score: Raw -3584234.685642 + Penalty 4954.669150 = -3579280.016492 nChanged 856 SP:Iteration 7Q (39640.100000 sec): 3 clusters Score: Raw -3584579.505640 + Penalty 4954.669150 = -3579624.836489 nChanged 888 SP:Iteration 8Q (39640.180000 sec): 3 clusters Score: Raw -3584982.303780 + Penalty 4954.669150 = -3580027.634630 nChanged 934 SP:Iteration 9Q (39640.270000 sec): 3 clusters Score: Raw -3585427.296770 + Penalty 4954.669150 = -3580472.627619 nChanged 946 SP:Iteration 10Q (39640.360000 sec): 3 clusters Score: Raw -3585912.994525 + Penalty 4954.669150 = -3580958.325375 nChanged 969 SP:Iteration 11Q (39640.440000 sec): 3 clusters Score: Raw -3586442.864352 + Penalty 4954.669150 = -3581488.195201 nChanged 918 SP:Iteration 12Q (39640.530000 sec): 3 clusters Score: Raw -3587015.489670 + Penalty 4954.669150 = -3582060.820519 nChanged 928 SP:Iteration 13Q (39640.610000 sec): 3 clusters Score: Raw -3587672.331270 + Penalty 4954.669150 = -3582717.662120 nChanged 898 SP:Iteration 14Q (39640.700000 sec): 3 clusters Score: Raw -3588360.495540 + Penalty 4954.669150 = -3583405.826390 nChanged 802 SP:Iteration 15Q (39640.780000 sec): 3 clusters Score: Raw -3588894.356838 + Penalty 4954.669150 = -3583939.687688 nChanged 643 SP:Iteration 16Q (39640.860000 sec): 3 clusters Score: Raw -3589237.273286 + Penalty 4954.669150 = -3584282.604136 nChanged 475 SP:Iteration 17Q (39640.940000 sec): 3 clusters Score: Raw -3589456.945695 + Penalty 4954.669150 = -3584502.276545 nChanged 389 SP:Iteration 18Q (39641.020000 sec): 3 clusters Score: Raw -3589620.933627 + Penalty 4954.669150 = -3584666.264477 nChanged 307 SP:Iteration 19Q (39641.100000 sec): 3 clusters Score: Raw -3589725.006426 + Penalty 4954.669150 = -3584770.337276 nChanged 248 SP:Iteration 20F (39641.190000 sec): 3 clusters Score: Raw -3589804.789851 + Penalty 4954.669150 = -3584850.120701 nChanged 199 SP:Iteration 21Q (39641.270000 sec): 3 clusters Score: Raw -3589864.116946 + Penalty 4954.669150 = -3584909.447796 nChanged 179 SP:Iteration 22Q (39641.340000 sec): 3 clusters Score: Raw -3589912.775066 + Penalty 4954.669150 = -3584958.105916 nChanged 176 SP:Iteration 23Q (39641.420000 sec): 3 clusters Score: Raw -3589960.982722 + Penalty 4954.669150 = -3585006.313572 nChanged 170 SP:Iteration 24Q (39641.500000 sec): 3 clusters Score: Raw -3590014.986264 + Penalty 4954.669150 = -3585060.317114 nChanged 158 SP:Iteration 25Q (39641.570000 sec): 3 clusters Score: Raw -3590069.223104 + Penalty 4954.669150 = -3585114.553954 nChanged 162 SP:Iteration 26Q (39641.640000 sec): 3 clusters Score: Raw -3590123.979190 + Penalty 4954.669150 = -3585169.310040 nChanged 161 SP:Iteration 27Q (39641.720000 sec): 3 clusters Score: Raw -3590188.045979 + Penalty 4954.669150 = -3585233.376829 nChanged 152 SP:Iteration 28Q (39641.790000 sec): 3 clusters Score: Raw -3590257.802211 + Penalty 4954.669150 = -3585303.133061 nChanged 146 SP:Iteration 29Q (39641.860000 sec): 3 clusters Score: Raw -3590335.376590 + Penalty 4954.669150 = -3585380.707439 nChanged 155 SP:Iteration 30Q (39641.940000 sec): 3 clusters Score: Raw -3590427.349834 + Penalty 4954.669150 = -3585472.680683 nChanged 148 SP:Iteration 31Q (39642.010000 sec): 3 clusters Score: Raw -3590507.407506 + Penalty 4954.669150 = -3585552.738355 nChanged 127 SP:Iteration 32Q (39642.080000 sec): 3 clusters Score: Raw -3590572.771305 + Penalty 4954.669150 = -3585618.102155 nChanged 103 SP:Iteration 33Q (39642.150000 sec): 3 clusters Score: Raw -3590619.574179 + Penalty 4954.669150 = -3585664.905028 nChanged 105 SP:Iteration 34Q (39642.220000 sec): 3 clusters Score: Raw -3590657.664843 + Penalty 4954.669150 = -3585702.995692 nChanged 89 SP:Iteration 35Q (39642.290000 sec): 3 clusters Score: Raw -3590688.051066 + Penalty 4954.669150 = -3585733.381915 nChanged 81 SP:Iteration 36Q (39642.360000 sec): 3 clusters Score: Raw -3590711.897377 + Penalty 4954.669150 = -3585757.228227 nChanged 55 SP:Iteration 37Q (39642.430000 sec): 3 clusters Score: Raw -3590727.739206 + Penalty 4954.669150 = -3585773.070055 nChanged 48 SP:Iteration 38Q (39642.500000 sec): 3 clusters Score: Raw -3590744.565047 + Penalty 4954.669150 = -3585789.895897 nChanged 62 SP:Iteration 39Q (39642.560000 sec): 3 clusters Score: Raw -3590764.194268 + Penalty 4954.669150 = -3585809.525117 nChanged 44 SP:Iteration 40F (39642.650000 sec): 3 clusters Score: Raw -3590775.175588 + Penalty 4954.669150 = -3585820.506438 nChanged 33 SP:Iteration 41Q (39642.720000 sec): 3 clusters Score: Raw -3590782.426025 + Penalty 4954.669150 = -3585827.756875 nChanged 29 SP:Iteration 42Q (39642.790000 sec): 3 clusters Score: Raw -3590788.985370 + Penalty 4954.669150 = -3585834.316219 nChanged 27 SP:Iteration 43Q (39642.860000 sec): 3 clusters Score: Raw -3590795.595381 + Penalty 4954.669150 = -3585840.926230 nChanged 24 SP:Iteration 44Q (39642.920000 sec): 3 clusters Score: Raw -3590801.412997 + Penalty 4954.669150 = -3585846.743846 nChanged 29 SP:Iteration 45Q (39642.990000 sec): 3 clusters Score: Raw -3590806.686240 + Penalty 4954.669150 = -3585852.017090 nChanged 18 SP:Iteration 46Q (39643.060000 sec): 3 clusters Score: Raw -3590809.619989 + Penalty 4954.669150 = -3585854.950839 nChanged 10 SP:Iteration 47Q (39643.120000 sec): 3 clusters Score: Raw -3590811.697442 + Penalty 4954.669150 = -3585857.028291 nChanged 16 SP:Iteration 48Q (39643.190000 sec): 3 clusters Score: Raw -3590815.574012 + Penalty 4954.669150 = -3585860.904862 nChanged 14 SP:Iteration 49Q (39643.260000 sec): 3 clusters Score: Raw -3590818.528841 + Penalty 4954.669150 = -3585863.859690 nChanged 9 SP:Iteration 50Q (39643.330000 sec): 3 clusters Score: Raw -3590819.921748 + Penalty 4954.669150 = -3585865.252598 nChanged 7 SP:Iteration 51Q (39643.400000 sec): 3 clusters Score: Raw -3590821.269943 + Penalty 4954.669150 = -3585866.600793 nChanged 11 SP:Iteration 52Q (39643.460000 sec): 3 clusters Score: Raw -3590823.373230 + Penalty 4954.669150 = -3585868.704079 nChanged 10 SP:Iteration 53Q (39643.530000 sec): 3 clusters Score: Raw -3590826.186567 + Penalty 4954.669150 = -3585871.517416 nChanged 10 SP:Iteration 54Q (39643.600000 sec): 3 clusters Score: Raw -3590828.873219 + Penalty 4954.669150 = -3585874.204069 nChanged 7 SP:Iteration 55Q (39643.660000 sec): 3 clusters Score: Raw -3590830.339670 + Penalty 4954.669150 = -3585875.670519 nChanged 6 SP:Iteration 56Q (39643.730000 sec): 3 clusters Score: Raw -3590831.475615 + Penalty 4954.669150 = -3585876.806464 nChanged 3 SP:Iteration 57Q (39643.800000 sec): 3 clusters Score: Raw -3590832.170683 + Penalty 4954.669150 = -3585877.501533 nChanged 4 SP:Iteration 58Q (39643.870000 sec): 3 clusters Score: Raw -3590832.856510 + Penalty 4954.669150 = -3585878.187359 nChanged 2 SP:Iteration 59Q (39643.930000 sec): 3 clusters Score: Raw -3590833.091229 + Penalty 4954.669150 = -3585878.422079 nChanged 1 SP:Iteration 60F (39644.020000 sec): 3 clusters Score: Raw -3590833.187192 + Penalty 4954.669150 = -3585878.518042 nChanged 1 SP:Iteration 61Q (39644.080000 sec): 3 clusters Score: Raw -3590833.625852 + Penalty 4954.669150 = -3585878.956701 nChanged 3 SP:Iteration 62Q (39644.150000 sec): 3 clusters Score: Raw -3590834.114984 + Penalty 4954.669150 = -3585879.445833 nChanged 2 SP:Iteration 63Q (39644.220000 sec): 3 clusters Score: Raw -3590834.604602 + Penalty 4954.669150 = -3585879.935451 nChanged 3 SP:Iteration 64Q (39644.290000 sec): 3 clusters Score: Raw -3590835.182757 + Penalty 4954.669150 = -3585880.513607 nChanged 5 SP:Iteration 65Q (39644.360000 sec): 3 clusters Score: Raw -3590835.835425 + Penalty 4954.669150 = -3585881.166274 nChanged 0 SP:Iteration 66F (39644.440000 sec): 3 clusters Score: Raw -3590835.835425 + Penalty 4954.669150 = -3585881.166274 nChanged 0 Iteration 20F (39732.850000 sec): 29 clusters Score: Raw -378072814.316386 + Penalty 101363.634110 = -377971450.682276 nChanged 43512 Iteration 21Q (39755.710000 sec): 29 clusters Score: Raw -378129930.464769 + Penalty 101363.634110 = -378028566.830659 nChanged 23443 Iteration 22Q (39777.830000 sec): 29 clusters Score: Raw -378140601.796572 + Penalty 101363.634110 = -378039238.162462 nChanged 19460 Iteration 23Q (39799.790000 sec): 29 clusters Score: Raw -378147282.593808 + Penalty 101363.634110 = -378045918.959698 nChanged 16956 Iteration 24Q (39821.620000 sec): 29 clusters Score: Raw -378151784.172210 + Penalty 101363.634110 = -378050420.538100 nChanged 15010 Iteration 25Q (39843.280000 sec): 29 clusters Score: Raw -378155053.833317 + Penalty 101363.634110 = -378053690.199206 nChanged 13451 Iteration 26Q (39864.860000 sec): 29 clusters Score: Raw -378157355.932052 + Penalty 101363.634110 = -378055992.297942 nChanged 12346 Iteration 27Q (39886.420000 sec): 29 clusters Score: Raw -378159159.630342 + Penalty 101363.634110 = -378057795.996232 nChanged 11564 Iteration 28Q (39907.990000 sec): 29 clusters Score: Raw -378160591.666246 + Penalty 101363.634110 = -378059228.032136 nChanged 10854 Iteration 29Q (39929.530000 sec): 29 clusters Score: Raw -378161813.607399 + Penalty 101363.634110 = -378060449.973289 nChanged 10343 Iteration 30Q (39951.040000 sec): 29 clusters Score: Raw -378162892.984529 + Penalty 101363.634110 = -378061529.350419 nChanged 10019 Iteration 31Q (39972.500000 sec): 29 clusters Score: Raw -378163887.632156 + Penalty 101363.634110 = -378062523.998046 nChanged 9675 Iteration 32Q (39993.960000 sec): 29 clusters Score: Raw -378164777.068607 + Penalty 101363.634110 = -378063413.434497 nChanged 9367 Iteration 33Q (40015.400000 sec): 29 clusters Score: Raw -378165620.332389 + Penalty 101363.634110 = -378064256.698279 nChanged 9187 Iteration 34Q (40036.820000 sec): 29 clusters Score: Raw -378166403.176900 + Penalty 101363.634110 = -378065039.542790 nChanged 8987 Iteration 35Q (40058.250000 sec): 29 clusters Score: Raw -378167141.911073 + Penalty 101363.634110 = -378065778.276963 nChanged 8990 Iteration 36Q (40079.690000 sec): 29 clusters Score: Raw -378167879.253021 + Penalty 101363.634110 = -378066515.618910 nChanged 8942 Iteration 37Q (40101.110000 sec): 29 clusters Score: Raw -378168612.172003 + Penalty 101363.634110 = -378067248.537893 nChanged 8988 Iteration 38Q (40122.550000 sec): 29 clusters Score: Raw -378169359.206139 + Penalty 101363.634110 = -378067995.572029 nChanged 9119 Iteration 39Q (40143.950000 sec): 29 clusters Score: Raw -378170114.208876 + Penalty 101363.634110 = -378068750.574765 nChanged 9188 Iteration 40F (40232.570000 sec): 29 clusters Score: Raw -378198213.101155 + Penalty 101363.634110 = -378096849.467045 nChanged 10915 Iteration 41Q (40255.190000 sec): 29 clusters Score: Raw -378209461.419669 + Penalty 101363.634110 = -378108097.785559 nChanged 10890 Iteration 42Q (40277.820000 sec): 29 clusters Score: Raw -378211768.195988 + Penalty 101363.634110 = -378110404.561878 nChanged 10785 Iteration 43Q (40300.470000 sec): 29 clusters Score: Raw -378213417.104115 + Penalty 101363.634110 = -378112053.470005 nChanged 10763 Iteration 44Q (40323.080000 sec): 29 clusters Score: Raw -378214741.911079 + Penalty 101363.634110 = -378113378.276969 nChanged 10817 Iteration 45Q (40345.680000 sec): 29 clusters Score: Raw -378215955.164257 + Penalty 101363.634110 = -378114591.530147 nChanged 10802 Iteration 46Q (40368.280000 sec): 29 clusters Score: Raw -378217152.682622 + Penalty 101363.634110 = -378115789.048512 nChanged 10751 Iteration 47Q (40390.860000 sec): 29 clusters Score: Raw -378218475.944370 + Penalty 101363.634110 = -378117112.310260 nChanged 10889 Iteration 48Q (40413.450000 sec): 29 clusters Score: Raw -378219917.734195 + Penalty 101363.634110 = -378118554.100085 nChanged 10870 Iteration 49Q (40436.010000 sec): 29 clusters Score: Raw -378221367.688564 + Penalty 101363.634110 = -378120004.054454 nChanged 10673 Iteration 50Q (40458.580000 sec): 29 clusters Score: Raw -378222642.983016 + Penalty 101363.634110 = -378121279.348906 nChanged 10799 Iteration 51Q (40481.160000 sec): 29 clusters Score: Raw -378223871.668677 + Penalty 101363.634110 = -378122508.034567 nChanged 10790 Iteration 52Q (40503.720000 sec): 29 clusters Score: Raw -378225090.289182 + Penalty 101363.634110 = -378123726.655071 nChanged 10790 Iteration 53Q (40526.270000 sec): 29 clusters Score: Raw -378226305.700906 + Penalty 101363.634110 = -378124942.066796 nChanged 10714 Iteration 54Q (40548.800000 sec): 29 clusters Score: Raw -378227501.859107 + Penalty 101363.634110 = -378126138.224997 nChanged 10702 Iteration 55Q (40571.310000 sec): 29 clusters Score: Raw -378228719.696182 + Penalty 101363.634110 = -378127356.062072 nChanged 10810 Iteration 56Q (40593.820000 sec): 29 clusters Score: Raw -378229902.521350 + Penalty 101363.634110 = -378128538.887240 nChanged 10636 Iteration 57Q (40616.310000 sec): 29 clusters Score: Raw -378231040.697980 + Penalty 101363.634110 = -378129677.063869 nChanged 10749 Iteration 58Q (40638.780000 sec): 29 clusters Score: Raw -378232105.785647 + Penalty 101363.634110 = -378130742.151537 nChanged 10734 Writing temp clu file Because OldScore, -378129677.063869, is greater than current (better) Score,-378130742.151537 Compute initial score before splitting: Score: Raw -378232105.785647 + Penalty 101363.634110 = -378130742.151537 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (13165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40639.190000 sec): 2 clusters Score: Raw -2226472.529327 + Penalty 2352.358634 = -2224120.170694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40639.240000 sec): 3 clusters Score: Raw -2219150.948855 + Penalty 4704.717268 = -2214446.231587 nChanged 5520 SP:Iteration 1F (40639.290000 sec): 3 clusters Score: Raw -2222063.972262 + Penalty 4704.717268 = -2217359.254994 nChanged 830 SP:Iteration 2F (40639.340000 sec): 3 clusters Score: Raw -2222445.250630 + Penalty 4704.717268 = -2217740.533362 nChanged 683 SP:Iteration 3F (40639.400000 sec): 3 clusters Score: Raw -2222718.510880 + Penalty 4704.717268 = -2218013.793612 nChanged 548 SP:Iteration 4Q (40639.450000 sec): 3 clusters Score: Raw -2222934.352369 + Penalty 4704.717268 = -2218229.635101 nChanged 490 SP:Iteration 5Q (40639.500000 sec): 3 clusters Score: Raw -2223139.286513 + Penalty 4704.717268 = -2218434.569245 nChanged 467 SP:Iteration 6Q (40639.550000 sec): 3 clusters Score: Raw -2223340.166649 + Penalty 4704.717268 = -2218635.449382 nChanged 415 SP:Iteration 7Q (40639.600000 sec): 3 clusters Score: Raw -2223518.006327 + Penalty 4704.717268 = -2218813.289060 nChanged 425 SP:Iteration 8Q (40639.660000 sec): 3 clusters Score: Raw -2223691.049790 + Penalty 4704.717268 = -2218986.332523 nChanged 409 SP:Iteration 9Q (40639.710000 sec): 3 clusters Score: Raw -2223846.582204 + Penalty 4704.717268 = -2219141.864937 nChanged 354 SP:Iteration 10Q (40639.760000 sec): 3 clusters Score: Raw -2223973.166964 + Penalty 4704.717268 = -2219268.449696 nChanged 352 SP:Iteration 11Q (40639.810000 sec): 3 clusters Score: Raw -2224092.043897 + Penalty 4704.717268 = -2219387.326630 nChanged 299 SP:Iteration 12Q (40639.860000 sec): 3 clusters Score: Raw -2224192.608017 + Penalty 4704.717268 = -2219487.890749 nChanged 276 SP:Iteration 13Q (40639.910000 sec): 3 clusters Score: Raw -2224290.325859 + Penalty 4704.717268 = -2219585.608591 nChanged 286 SP:Iteration 14Q (40639.960000 sec): 3 clusters Score: Raw -2224389.113536 + Penalty 4704.717268 = -2219684.396268 nChanged 270 SP:Iteration 15Q (40640.020000 sec): 3 clusters Score: Raw -2224476.379080 + Penalty 4704.717268 = -2219771.661812 nChanged 243 SP:Iteration 16Q (40640.070000 sec): 3 clusters Score: Raw -2224558.601520 + Penalty 4704.717268 = -2219853.884252 nChanged 245 SP:Iteration 17Q (40640.120000 sec): 3 clusters Score: Raw -2224651.444910 + Penalty 4704.717268 = -2219946.727642 nChanged 249 SP:Iteration 18Q (40640.170000 sec): 3 clusters Score: Raw -2224744.341499 + Penalty 4704.717268 = -2220039.624231 nChanged 260 SP:Iteration 19Q (40640.220000 sec): 3 clusters Score: Raw -2224869.648929 + Penalty 4704.717268 = -2220164.931662 nChanged 279 SP:Iteration 20F (40640.270000 sec): 3 clusters Score: Raw -2224999.112809 + Penalty 4704.717268 = -2220294.395541 nChanged 289 SP:Iteration 21Q (40640.320000 sec): 3 clusters Score: Raw -2225150.865307 + Penalty 4704.717268 = -2220446.148039 nChanged 321 SP:Iteration 22Q (40640.370000 sec): 3 clusters Score: Raw -2225323.051324 + Penalty 4704.717268 = -2220618.334056 nChanged 296 SP:Iteration 23Q (40640.420000 sec): 3 clusters Score: Raw -2225456.397384 + Penalty 4704.717268 = -2220751.680116 nChanged 275 SP:Iteration 24Q (40640.470000 sec): 3 clusters Score: Raw -2225547.564427 + Penalty 4704.717268 = -2220842.847160 nChanged 207 SP:Iteration 25Q (40640.520000 sec): 3 clusters Score: Raw -2225617.709117 + Penalty 4704.717268 = -2220912.991849 nChanged 206 SP:Iteration 26Q (40640.570000 sec): 3 clusters Score: Raw -2225681.859778 + Penalty 4704.717268 = -2220977.142510 nChanged 179 SP:Iteration 27Q (40640.620000 sec): 3 clusters Score: Raw -2225733.276608 + Penalty 4704.717268 = -2221028.559340 nChanged 152 SP:Iteration 28Q (40640.670000 sec): 3 clusters Score: Raw -2225773.449665 + Penalty 4704.717268 = -2221068.732397 nChanged 137 SP:Iteration 29Q (40640.720000 sec): 3 clusters Score: Raw -2225806.298963 + Penalty 4704.717268 = -2221101.581696 nChanged 121 SP:Iteration 30Q (40640.760000 sec): 3 clusters Score: Raw -2225836.889396 + Penalty 4704.717268 = -2221132.172128 nChanged 114 SP:Iteration 31Q (40640.810000 sec): 3 clusters Score: Raw -2225865.710050 + Penalty 4704.717268 = -2221160.992782 nChanged 111 SP:Iteration 32Q (40640.860000 sec): 3 clusters Score: Raw -2225895.087967 + Penalty 4704.717268 = -2221190.370699 nChanged 99 SP:Iteration 33Q (40640.910000 sec): 3 clusters Score: Raw -2225918.084531 + Penalty 4704.717268 = -2221213.367264 nChanged 95 SP:Iteration 34Q (40640.960000 sec): 3 clusters Score: Raw -2225942.006977 + Penalty 4704.717268 = -2221237.289709 nChanged 93 SP:Iteration 35Q (40641.000000 sec): 3 clusters Score: Raw -2225963.275348 + Penalty 4704.717268 = -2221258.558081 nChanged 81 SP:Iteration 36Q (40641.050000 sec): 3 clusters Score: Raw -2225982.666566 + Penalty 4704.717268 = -2221277.949298 nChanged 76 SP:Iteration 37Q (40641.100000 sec): 3 clusters Score: Raw -2225998.926283 + Penalty 4704.717268 = -2221294.209015 nChanged 63 SP:Iteration 38Q (40641.150000 sec): 3 clusters Score: Raw -2226011.124266 + Penalty 4704.717268 = -2221306.406998 nChanged 51 SP:Iteration 39Q (40641.200000 sec): 3 clusters Score: Raw -2226020.676700 + Penalty 4704.717268 = -2221315.959432 nChanged 54 SP:Iteration 40F (40641.250000 sec): 3 clusters Score: Raw -2226031.473235 + Penalty 4704.717268 = -2221326.755967 nChanged 49 SP:Iteration 41Q (40641.290000 sec): 3 clusters Score: Raw -2226039.734319 + Penalty 4704.717268 = -2221335.017052 nChanged 47 SP:Iteration 42Q (40641.340000 sec): 3 clusters Score: Raw -2226049.217342 + Penalty 4704.717268 = -2221344.500074 nChanged 38 SP:Iteration 43Q (40641.390000 sec): 3 clusters Score: Raw -2226057.128419 + Penalty 4704.717268 = -2221352.411151 nChanged 35 SP:Iteration 44Q (40641.440000 sec): 3 clusters Score: Raw -2226064.441503 + Penalty 4704.717268 = -2221359.724235 nChanged 41 SP:Iteration 45Q (40641.480000 sec): 3 clusters Score: Raw -2226072.901856 + Penalty 4704.717268 = -2221368.184588 nChanged 37 SP:Iteration 46Q (40641.530000 sec): 3 clusters Score: Raw -2226079.824252 + Penalty 4704.717268 = -2221375.106984 nChanged 33 SP:Iteration 47Q (40641.580000 sec): 3 clusters Score: Raw -2226084.600148 + Penalty 4704.717268 = -2221379.882880 nChanged 27 SP:Iteration 48Q (40641.620000 sec): 3 clusters Score: Raw -2226088.740604 + Penalty 4704.717268 = -2221384.023337 nChanged 33 SP:Iteration 49Q (40641.670000 sec): 3 clusters Score: Raw -2226094.876678 + Penalty 4704.717268 = -2221390.159410 nChanged 45 SP:Iteration 50Q (40641.720000 sec): 3 clusters Score: Raw -2226103.921469 + Penalty 4704.717268 = -2221399.204201 nChanged 42 SP:Iteration 51Q (40641.760000 sec): 3 clusters Score: Raw -2226112.443080 + Penalty 4704.717268 = -2221407.725812 nChanged 38 SP:Iteration 52Q (40641.810000 sec): 3 clusters Score: Raw -2226120.989615 + Penalty 4704.717268 = -2221416.272347 nChanged 51 SP:Iteration 53Q (40641.860000 sec): 3 clusters Score: Raw -2226130.820800 + Penalty 4704.717268 = -2221426.103532 nChanged 49 SP:Iteration 54Q (40641.900000 sec): 3 clusters Score: Raw -2226141.270789 + Penalty 4704.717268 = -2221436.553521 nChanged 50 SP:Iteration 55Q (40641.950000 sec): 3 clusters Score: Raw -2226151.735734 + Penalty 4704.717268 = -2221447.018467 nChanged 46 SP:Iteration 56Q (40642.000000 sec): 3 clusters Score: Raw -2226160.295285 + Penalty 4704.717268 = -2221455.578018 nChanged 39 SP:Iteration 57Q (40642.050000 sec): 3 clusters Score: Raw -2226168.538536 + Penalty 4704.717268 = -2221463.821269 nChanged 48 SP:Iteration 58Q (40642.090000 sec): 3 clusters Score: Raw -2226181.266109 + Penalty 4704.717268 = -2221476.548841 nChanged 55 SP:Iteration 59Q (40642.140000 sec): 3 clusters Score: Raw -2226193.830169 + Penalty 4704.717268 = -2221489.112901 nChanged 56 SP:Iteration 60F (40642.190000 sec): 3 clusters Score: Raw -2226206.461994 + Penalty 4704.717268 = -2221501.744726 nChanged 54 SP:Iteration 61Q (40642.240000 sec): 3 clusters Score: Raw -2226219.867041 + Penalty 4704.717268 = -2221515.149773 nChanged 59 SP:Iteration 62Q (40642.280000 sec): 3 clusters Score: Raw -2226234.586100 + Penalty 4704.717268 = -2221529.868832 nChanged 77 SP:Iteration 63Q (40642.330000 sec): 3 clusters Score: Raw -2226253.529454 + Penalty 4704.717268 = -2221548.812186 nChanged 71 SP:Iteration 64Q (40642.380000 sec): 3 clusters Score: Raw -2226272.698489 + Penalty 4704.717268 = -2221567.981222 nChanged 78 SP:Iteration 65Q (40642.420000 sec): 3 clusters Score: Raw -2226292.879619 + Penalty 4704.717268 = -2221588.162352 nChanged 85 SP:Iteration 66Q (40642.470000 sec): 3 clusters Score: Raw -2226314.855374 + Penalty 4704.717268 = -2221610.138106 nChanged 81 SP:Iteration 67Q (40642.510000 sec): 3 clusters Score: Raw -2226338.627854 + Penalty 4704.717268 = -2221633.910586 nChanged 82 SP:Iteration 68Q (40642.560000 sec): 3 clusters Score: Raw -2226362.268802 + Penalty 4704.717268 = -2221657.551535 nChanged 80 SP:Iteration 69Q (40642.600000 sec): 3 clusters Score: Raw -2226382.544698 + Penalty 4704.717268 = -2221677.827430 nChanged 67 SP:Iteration 70Q (40642.650000 sec): 3 clusters Score: Raw -2226400.532786 + Penalty 4704.717268 = -2221695.815518 nChanged 58 SP:Iteration 71Q (40642.690000 sec): 3 clusters Score: Raw -2226417.498774 + Penalty 4704.717268 = -2221712.781507 nChanged 81 SP:Iteration 72Q (40642.740000 sec): 3 clusters Score: Raw -2226440.000619 + Penalty 4704.717268 = -2221735.283351 nChanged 75 SP:Iteration 73Q (40642.780000 sec): 3 clusters Score: Raw -2226461.467559 + Penalty 4704.717268 = -2221756.750291 nChanged 65 SP:Iteration 74Q (40642.830000 sec): 3 clusters Score: Raw -2226479.735975 + Penalty 4704.717268 = -2221775.018707 nChanged 75 SP:Iteration 75Q (40642.870000 sec): 3 clusters Score: Raw -2226504.589062 + Penalty 4704.717268 = -2221799.871795 nChanged 79 SP:Iteration 76Q (40642.920000 sec): 3 clusters Score: Raw -2226526.184615 + Penalty 4704.717268 = -2221821.467348 nChanged 57 SP:Iteration 77Q (40642.960000 sec): 3 clusters Score: Raw -2226540.554099 + Penalty 4704.717268 = -2221835.836831 nChanged 54 SP:Iteration 78Q (40643.000000 sec): 3 clusters Score: Raw -2226555.104757 + Penalty 4704.717268 = -2221850.387489 nChanged 50 SP:Iteration 79Q (40643.050000 sec): 3 clusters Score: Raw -2226568.904362 + Penalty 4704.717268 = -2221864.187095 nChanged 42 SP:Iteration 80F (40643.100000 sec): 3 clusters Score: Raw -2226581.072056 + Penalty 4704.717268 = -2221876.354789 nChanged 32 SP:Iteration 81Q (40643.140000 sec): 3 clusters Score: Raw -2226589.954871 + Penalty 4704.717268 = -2221885.237603 nChanged 41 SP:Iteration 82Q (40643.180000 sec): 3 clusters Score: Raw -2226602.821489 + Penalty 4704.717268 = -2221898.104222 nChanged 43 SP:Iteration 83Q (40643.230000 sec): 3 clusters Score: Raw -2226615.549034 + Penalty 4704.717268 = -2221910.831766 nChanged 42 SP:Iteration 84Q (40643.270000 sec): 3 clusters Score: Raw -2226628.855862 + Penalty 4704.717268 = -2221924.138594 nChanged 36 SP:Iteration 85Q (40643.320000 sec): 3 clusters Score: Raw -2226640.408327 + Penalty 4704.717268 = -2221935.691059 nChanged 38 SP:Iteration 86Q (40643.360000 sec): 3 clusters Score: Raw -2226650.091447 + Penalty 4704.717268 = -2221945.374179 nChanged 30 SP:Iteration 87Q (40643.400000 sec): 3 clusters Score: Raw -2226658.233406 + Penalty 4704.717268 = -2221953.516138 nChanged 31 SP:Iteration 88Q (40643.440000 sec): 3 clusters Score: Raw -2226668.810120 + Penalty 4704.717268 = -2221964.092853 nChanged 33 SP:Iteration 89Q (40643.490000 sec): 3 clusters Score: Raw -2226679.016704 + Penalty 4704.717268 = -2221974.299437 nChanged 41 SP:Iteration 90Q (40643.530000 sec): 3 clusters Score: Raw -2226691.810198 + Penalty 4704.717268 = -2221987.092930 nChanged 41 SP:Iteration 91Q (40643.570000 sec): 3 clusters Score: Raw -2226706.731568 + Penalty 4704.717268 = -2222002.014300 nChanged 36 SP:Iteration 92Q (40643.620000 sec): 3 clusters Score: Raw -2226716.671098 + Penalty 4704.717268 = -2222011.953831 nChanged 29 SP:Iteration 93Q (40643.660000 sec): 3 clusters Score: Raw -2226725.121150 + Penalty 4704.717268 = -2222020.403882 nChanged 26 SP:Iteration 94Q (40643.700000 sec): 3 clusters Score: Raw -2226732.496833 + Penalty 4704.717268 = -2222027.779565 nChanged 23 SP:Iteration 95Q (40643.740000 sec): 3 clusters Score: Raw -2226738.667198 + Penalty 4704.717268 = -2222033.949930 nChanged 18 SP:Iteration 96Q (40643.780000 sec): 3 clusters Score: Raw -2226744.436160 + Penalty 4704.717268 = -2222039.718892 nChanged 14 SP:Iteration 97Q (40643.820000 sec): 3 clusters Score: Raw -2226747.456899 + Penalty 4704.717268 = -2222042.739631 nChanged 12 SP:Iteration 98Q (40643.870000 sec): 3 clusters Score: Raw -2226750.429543 + Penalty 4704.717268 = -2222045.712276 nChanged 9 SP:Iteration 99Q (40643.910000 sec): 3 clusters Score: Raw -2226752.544901 + Penalty 4704.717268 = -2222047.827633 nChanged 12 SP:Iteration 100F (40643.960000 sec): 3 clusters Score: Raw -2226755.922869 + Penalty 4704.717268 = -2222051.205601 nChanged 15 SP:Iteration 101Q (40644.000000 sec): 3 clusters Score: Raw -2226760.297145 + Penalty 4704.717268 = -2222055.579877 nChanged 11 SP:Iteration 102Q (40644.040000 sec): 3 clusters Score: Raw -2226763.645301 + Penalty 4704.717268 = -2222058.928033 nChanged 9 SP:Iteration 103Q (40644.090000 sec): 3 clusters Score: Raw -2226765.824255 + Penalty 4704.717268 = -2222061.106988 nChanged 5 SP:Iteration 104Q (40644.130000 sec): 3 clusters Score: Raw -2226767.323523 + Penalty 4704.717268 = -2222062.606256 nChanged 2 SP:Iteration 105Q (40644.170000 sec): 3 clusters Score: Raw -2226767.770395 + Penalty 4704.717268 = -2222063.053128 nChanged 3 SP:Iteration 106Q (40644.210000 sec): 3 clusters Score: Raw -2226768.821899 + Penalty 4704.717268 = -2222064.104631 nChanged 4 SP:Iteration 107Q (40644.250000 sec): 3 clusters Score: Raw -2226769.718665 + Penalty 4704.717268 = -2222065.001398 nChanged 2 SP:Iteration 108Q (40644.300000 sec): 3 clusters Score: Raw -2226770.151007 + Penalty 4704.717268 = -2222065.433739 nChanged 3 SP:Iteration 109Q (40644.340000 sec): 3 clusters Score: Raw -2226771.179031 + Penalty 4704.717268 = -2222066.461763 nChanged 2 SP:Iteration 110Q (40644.380000 sec): 3 clusters Score: Raw -2226771.672488 + Penalty 4704.717268 = -2222066.955220 nChanged 0 SP:Iteration 111F (40644.430000 sec): 3 clusters Score: Raw -2226771.672488 + Penalty 4704.717268 = -2222066.955220 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40644.440000 sec): 2 clusters Score: Raw -95966.680976 + Penalty 1600.108141 = -94366.572835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40644.440000 sec): 3 clusters Score: Raw -96240.592660 + Penalty 3200.216281 = -93040.376379 nChanged 169 SP:Iteration 1F (40644.450000 sec): 3 clusters Score: Raw -96816.709839 + Penalty 3200.216281 = -93616.493557 nChanged 66 SP:Iteration 2F (40644.450000 sec): 3 clusters Score: Raw -97028.624535 + Penalty 3200.216281 = -93828.408253 nChanged 34 SP:Iteration 3F (40644.450000 sec): 3 clusters Score: Raw -97121.530247 + Penalty 3200.216281 = -93921.313965 nChanged 11 SP:Iteration 4Q (40644.450000 sec): 3 clusters Score: Raw -97153.736885 + Penalty 3200.216281 = -93953.520603 nChanged 7 SP:Iteration 5Q (40644.460000 sec): 3 clusters Score: Raw -97169.802073 + Penalty 3200.216281 = -93969.585791 nChanged 2 SP:Iteration 6Q (40644.460000 sec): 3 clusters Score: Raw -97173.085470 + Penalty 3200.216281 = -93972.869188 nChanged 1 SP:Iteration 7Q (40644.460000 sec): 3 clusters Score: Raw -97176.026578 + Penalty 3200.216281 = -93975.810297 nChanged 2 SP:Iteration 8Q (40644.460000 sec): 3 clusters Score: Raw -97179.625739 + Penalty 3200.216281 = -93979.409458 nChanged 0 SP:Iteration 9F (40644.460000 sec): 3 clusters Score: Raw -97179.625739 + Penalty 3200.216281 = -93979.409458 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (2137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40644.480000 sec): 2 clusters Score: Raw -329240.420916 + Penalty 1901.455247 = -327338.965669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40644.480000 sec): 3 clusters Score: Raw -328563.613417 + Penalty 3802.910495 = -324760.702922 nChanged 712 SP:Iteration 1F (40644.490000 sec): 3 clusters Score: Raw -329785.654163 + Penalty 3802.910495 = -325982.743668 nChanged 366 SP:Iteration 2F (40644.500000 sec): 3 clusters Score: Raw -331558.803969 + Penalty 3802.910495 = -327755.893474 nChanged 285 SP:Iteration 3F (40644.510000 sec): 3 clusters Score: Raw -333091.203537 + Penalty 3802.910495 = -329288.293043 nChanged 171 SP:Iteration 4F (40644.520000 sec): 3 clusters Score: Raw -334090.212486 + Penalty 3802.910495 = -330287.301992 nChanged 124 SP:Iteration 5F (40644.530000 sec): 3 clusters Score: Raw -335057.982207 + Penalty 3802.910495 = -331255.071712 nChanged 54 SP:Iteration 6Q (40644.530000 sec): 3 clusters Score: Raw -336968.904294 + Penalty 3802.910495 = -333165.993799 nChanged 31 SP:Iteration 7Q (40644.540000 sec): 3 clusters Score: Raw -337483.908477 + Penalty 3802.910495 = -333680.997982 nChanged 8 SP:Iteration 8Q (40644.540000 sec): 3 clusters Score: Raw -337515.193727 + Penalty 3802.910495 = -333712.283232 nChanged 4 SP:Iteration 9Q (40644.550000 sec): 3 clusters Score: Raw -337523.629709 + Penalty 3802.910495 = -333720.719214 nChanged 3 SP:Iteration 10Q (40644.560000 sec): 3 clusters Score: Raw -337537.659643 + Penalty 3802.910495 = -333734.749148 nChanged 3 SP:Iteration 11Q (40644.560000 sec): 3 clusters Score: Raw -337554.773755 + Penalty 3802.910495 = -333751.863260 nChanged 5 SP:Iteration 12Q (40644.570000 sec): 3 clusters Score: Raw -337579.491778 + Penalty 3802.910495 = -333776.581284 nChanged 7 SP:Iteration 13Q (40644.580000 sec): 3 clusters Score: Raw -337663.518772 + Penalty 3802.910495 = -333860.608278 nChanged 12 SP:Iteration 14Q (40644.580000 sec): 3 clusters Score: Raw -337897.087821 + Penalty 3802.910495 = -334094.177326 nChanged 6 SP:Iteration 15Q (40644.590000 sec): 3 clusters Score: Raw -337920.741062 + Penalty 3802.910495 = -334117.830568 nChanged 0 SP:Iteration 16F (40644.600000 sec): 3 clusters Score: Raw -337926.641081 + Penalty 3802.910495 = -334123.730586 nChanged 2 SP:Iteration 17Q (40644.600000 sec): 3 clusters Score: Raw -337942.976856 + Penalty 3802.910495 = -334140.066362 nChanged 4 SP:Iteration 18Q (40644.610000 sec): 3 clusters Score: Raw -337973.835812 + Penalty 3802.910495 = -334170.925317 nChanged 1 SP:Iteration 19Q (40644.620000 sec): 3 clusters Score: Raw -337975.081067 + Penalty 3802.910495 = -334172.170573 nChanged 0 SP:Iteration 20F (40644.630000 sec): 3 clusters Score: Raw -337975.081067 + Penalty 3802.910495 = -334172.170573 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 29. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (26354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40644.730000 sec): 2 clusters Score: Raw -4338728.691548 + Penalty 2524.485086 = -4336204.206462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40644.840000 sec): 3 clusters Score: Raw -4323192.179605 + Penalty 5048.970171 = -4318143.209434 nChanged 11792 SP:Iteration 1F (40644.940000 sec): 3 clusters Score: Raw -4329528.226904 + Penalty 5048.970171 = -4324479.256732 nChanged 1276 SP:Iteration 2Q (40645.050000 sec): 3 clusters Score: Raw -4329976.243334 + Penalty 5048.970171 = -4324927.273163 nChanged 1153 SP:Iteration 3Q (40645.160000 sec): 3 clusters Score: Raw -4330362.089376 + Penalty 5048.970171 = -4325313.119204 nChanged 1044 SP:Iteration 4Q (40645.260000 sec): 3 clusters Score: Raw -4330700.249842 + Penalty 5048.970171 = -4325651.279671 nChanged 1008 SP:Iteration 5Q (40645.370000 sec): 3 clusters Score: Raw -4331033.307868 + Penalty 5048.970171 = -4325984.337697 nChanged 958 SP:Iteration 6Q (40645.480000 sec): 3 clusters Score: Raw -4331368.862393 + Penalty 5048.970171 = -4326319.892222 nChanged 964 SP:Iteration 7Q (40645.580000 sec): 3 clusters Score: Raw -4331746.583262 + Penalty 5048.970171 = -4326697.613091 nChanged 1029 SP:Iteration 8Q (40645.690000 sec): 3 clusters Score: Raw -4332171.878212 + Penalty 5048.970171 = -4327122.908041 nChanged 1031 SP:Iteration 9Q (40645.790000 sec): 3 clusters Score: Raw -4332656.949478 + Penalty 5048.970171 = -4327607.979307 nChanged 1138 SP:Iteration 10Q (40645.900000 sec): 3 clusters Score: Raw -4333221.886418 + Penalty 5048.970171 = -4328172.916246 nChanged 1180 SP:Iteration 11Q (40646.000000 sec): 3 clusters Score: Raw -4333889.922151 + Penalty 5048.970171 = -4328840.951980 nChanged 1254 SP:Iteration 12Q (40646.110000 sec): 3 clusters Score: Raw -4334607.678738 + Penalty 5048.970171 = -4329558.708567 nChanged 1194 SP:Iteration 13Q (40646.210000 sec): 3 clusters Score: Raw -4335279.451207 + Penalty 5048.970171 = -4330230.481036 nChanged 1117 SP:Iteration 14Q (40646.320000 sec): 3 clusters Score: Raw -4335882.042042 + Penalty 5048.970171 = -4330833.071871 nChanged 1015 SP:Iteration 15Q (40646.420000 sec): 3 clusters Score: Raw -4336442.079422 + Penalty 5048.970171 = -4331393.109251 nChanged 885 SP:Iteration 16Q (40646.520000 sec): 3 clusters Score: Raw -4336937.706832 + Penalty 5048.970171 = -4331888.736661 nChanged 808 SP:Iteration 17Q (40646.630000 sec): 3 clusters Score: Raw -4337429.597415 + Penalty 5048.970171 = -4332380.627243 nChanged 734 SP:Iteration 18Q (40646.730000 sec): 3 clusters Score: Raw -4337885.947635 + Penalty 5048.970171 = -4332836.977464 nChanged 653 SP:Iteration 19Q (40646.820000 sec): 3 clusters Score: Raw -4338314.277194 + Penalty 5048.970171 = -4333265.307022 nChanged 515 SP:Iteration 20F (40646.930000 sec): 3 clusters Score: Raw -4338639.837722 + Penalty 5048.970171 = -4333590.867551 nChanged 361 SP:Iteration 21Q (40647.020000 sec): 3 clusters Score: Raw -4338848.721685 + Penalty 5048.970171 = -4333799.751513 nChanged 266 SP:Iteration 22Q (40647.120000 sec): 3 clusters Score: Raw -4338995.411181 + Penalty 5048.970171 = -4333946.441010 nChanged 195 SP:Iteration 23Q (40647.200000 sec): 3 clusters Score: Raw -4339099.137766 + Penalty 5048.970171 = -4334050.167594 nChanged 152 SP:Iteration 24Q (40647.290000 sec): 3 clusters Score: Raw -4339173.709890 + Penalty 5048.970171 = -4334124.739719 nChanged 133 SP:Iteration 25Q (40647.380000 sec): 3 clusters Score: Raw -4339238.209196 + Penalty 5048.970171 = -4334189.239025 nChanged 107 SP:Iteration 26Q (40647.470000 sec): 3 clusters Score: Raw -4339292.059251 + Penalty 5048.970171 = -4334243.089080 nChanged 82 SP:Iteration 27Q (40647.550000 sec): 3 clusters Score: Raw -4339329.725885 + Penalty 5048.970171 = -4334280.755714 nChanged 69 SP:Iteration 28Q (40647.640000 sec): 3 clusters Score: Raw -4339358.371129 + Penalty 5048.970171 = -4334309.400958 nChanged 44 SP:Iteration 29Q (40647.720000 sec): 3 clusters Score: Raw -4339374.844620 + Penalty 5048.970171 = -4334325.874449 nChanged 32 SP:Iteration 30Q (40647.800000 sec): 3 clusters Score: Raw -4339386.306907 + Penalty 5048.970171 = -4334337.336736 nChanged 20 SP:Iteration 31Q (40647.890000 sec): 3 clusters Score: Raw -4339393.097308 + Penalty 5048.970171 = -4334344.127136 nChanged 15 SP:Iteration 32Q (40647.970000 sec): 3 clusters Score: Raw -4339399.460256 + Penalty 5048.970171 = -4334350.490085 nChanged 19 SP:Iteration 33Q (40648.050000 sec): 3 clusters Score: Raw -4339405.932060 + Penalty 5048.970171 = -4334356.961889 nChanged 20 SP:Iteration 34Q (40648.140000 sec): 3 clusters Score: Raw -4339412.792070 + Penalty 5048.970171 = -4334363.821898 nChanged 11 SP:Iteration 35Q (40648.220000 sec): 3 clusters Score: Raw -4339417.282285 + Penalty 5048.970171 = -4334368.312114 nChanged 15 SP:Iteration 36Q (40648.300000 sec): 3 clusters Score: Raw -4339425.108026 + Penalty 5048.970171 = -4334376.137854 nChanged 15 SP:Iteration 37Q (40648.380000 sec): 3 clusters Score: Raw -4339430.553585 + Penalty 5048.970171 = -4334381.583414 nChanged 11 SP:Iteration 38Q (40648.460000 sec): 3 clusters Score: Raw -4339434.023663 + Penalty 5048.970171 = -4334385.053492 nChanged 5 SP:Iteration 39Q (40648.540000 sec): 3 clusters Score: Raw -4339435.296712 + Penalty 5048.970171 = -4334386.326541 nChanged 2 SP:Iteration 40F (40648.650000 sec): 3 clusters Score: Raw -4339436.389064 + Penalty 5048.970171 = -4334387.418893 nChanged 6 SP:Iteration 41Q (40648.730000 sec): 3 clusters Score: Raw -4339438.286290 + Penalty 5048.970171 = -4334389.316119 nChanged 7 SP:Iteration 42Q (40648.810000 sec): 3 clusters Score: Raw -4339440.447555 + Penalty 5048.970171 = -4334391.477384 nChanged 4 SP:Iteration 43Q (40648.900000 sec): 3 clusters Score: Raw -4339442.557947 + Penalty 5048.970171 = -4334393.587776 nChanged 4 SP:Iteration 44Q (40648.980000 sec): 3 clusters Score: Raw -4339443.725905 + Penalty 5048.970171 = -4334394.755734 nChanged 0 SP:Iteration 45F (40649.080000 sec): 3 clusters Score: Raw -4339443.725905 + Penalty 5048.970171 = -4334394.755734 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (10887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40649.120000 sec): 2 clusters Score: Raw -1807456.377853 + Penalty 2305.240525 = -1805151.137329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40649.170000 sec): 3 clusters Score: Raw -1801593.149410 + Penalty 4610.481049 = -1796982.668361 nChanged 4592 SP:Iteration 1F (40649.210000 sec): 3 clusters Score: Raw -1805154.308519 + Penalty 4610.481049 = -1800543.827470 nChanged 1091 SP:Iteration 2F (40649.250000 sec): 3 clusters Score: Raw -1807154.828687 + Penalty 4610.481049 = -1802544.347638 nChanged 1203 SP:Iteration 3F (40649.300000 sec): 3 clusters Score: Raw -1808779.393685 + Penalty 4610.481049 = -1804168.912636 nChanged 1007 SP:Iteration 4F (40649.340000 sec): 3 clusters Score: Raw -1809659.418334 + Penalty 4610.481049 = -1805048.937285 nChanged 693 SP:Iteration 5F (40649.380000 sec): 3 clusters Score: Raw -1810070.075946 + Penalty 4610.481049 = -1805459.594897 nChanged 447 SP:Iteration 6Q (40649.420000 sec): 3 clusters Score: Raw -1810286.043835 + Penalty 4610.481049 = -1805675.562786 nChanged 313 SP:Iteration 7Q (40649.460000 sec): 3 clusters Score: Raw -1810418.777841 + Penalty 4610.481049 = -1805808.296792 nChanged 236 SP:Iteration 8Q (40649.500000 sec): 3 clusters Score: Raw -1810503.441286 + Penalty 4610.481049 = -1805892.960237 nChanged 191 SP:Iteration 9Q (40649.540000 sec): 3 clusters Score: Raw -1810570.249619 + Penalty 4610.481049 = -1805959.768570 nChanged 158 SP:Iteration 10Q (40649.580000 sec): 3 clusters Score: Raw -1810619.865842 + Penalty 4610.481049 = -1806009.384793 nChanged 130 SP:Iteration 11Q (40649.620000 sec): 3 clusters Score: Raw -1810654.886228 + Penalty 4610.481049 = -1806044.405179 nChanged 122 SP:Iteration 12Q (40649.660000 sec): 3 clusters Score: Raw -1810684.327290 + Penalty 4610.481049 = -1806073.846241 nChanged 116 SP:Iteration 13Q (40649.700000 sec): 3 clusters Score: Raw -1810714.570296 + Penalty 4610.481049 = -1806104.089247 nChanged 114 SP:Iteration 14Q (40649.740000 sec): 3 clusters Score: Raw -1810743.159657 + Penalty 4610.481049 = -1806132.678608 nChanged 93 SP:Iteration 15Q (40649.780000 sec): 3 clusters Score: Raw -1810768.053486 + Penalty 4610.481049 = -1806157.572437 nChanged 101 SP:Iteration 16Q (40649.820000 sec): 3 clusters Score: Raw -1810797.159922 + Penalty 4610.481049 = -1806186.678873 nChanged 93 SP:Iteration 17Q (40649.860000 sec): 3 clusters Score: Raw -1810821.214537 + Penalty 4610.481049 = -1806210.733488 nChanged 105 SP:Iteration 18Q (40649.900000 sec): 3 clusters Score: Raw -1810850.676979 + Penalty 4610.481049 = -1806240.195929 nChanged 110 SP:Iteration 19Q (40649.940000 sec): 3 clusters Score: Raw -1810882.966495 + Penalty 4610.481049 = -1806272.485446 nChanged 91 SP:Iteration 20F (40649.980000 sec): 3 clusters Score: Raw -1810908.837133 + Penalty 4610.481049 = -1806298.356084 nChanged 83 SP:Iteration 21Q (40650.020000 sec): 3 clusters Score: Raw -1810929.885121 + Penalty 4610.481049 = -1806319.404072 nChanged 68 SP:Iteration 22Q (40650.060000 sec): 3 clusters Score: Raw -1810947.663475 + Penalty 4610.481049 = -1806337.182426 nChanged 80 SP:Iteration 23Q (40650.100000 sec): 3 clusters Score: Raw -1810966.245802 + Penalty 4610.481049 = -1806355.764752 nChanged 71 SP:Iteration 24Q (40650.140000 sec): 3 clusters Score: Raw -1810984.405520 + Penalty 4610.481049 = -1806373.924471 nChanged 65 SP:Iteration 25Q (40650.180000 sec): 3 clusters Score: Raw -1811000.301213 + Penalty 4610.481049 = -1806389.820164 nChanged 65 SP:Iteration 26Q (40650.220000 sec): 3 clusters Score: Raw -1811016.532945 + Penalty 4610.481049 = -1806406.051896 nChanged 63 SP:Iteration 27Q (40650.260000 sec): 3 clusters Score: Raw -1811032.496519 + Penalty 4610.481049 = -1806422.015470 nChanged 53 SP:Iteration 28Q (40650.300000 sec): 3 clusters Score: Raw -1811045.095412 + Penalty 4610.481049 = -1806434.614362 nChanged 43 SP:Iteration 29Q (40650.340000 sec): 3 clusters Score: Raw -1811055.254284 + Penalty 4610.481049 = -1806444.773235 nChanged 43 SP:Iteration 30Q (40650.380000 sec): 3 clusters Score: Raw -1811064.999725 + Penalty 4610.481049 = -1806454.518676 nChanged 33 SP:Iteration 31Q (40650.420000 sec): 3 clusters Score: Raw -1811072.285082 + Penalty 4610.481049 = -1806461.804033 nChanged 29 SP:Iteration 32Q (40650.450000 sec): 3 clusters Score: Raw -1811077.135386 + Penalty 4610.481049 = -1806466.654337 nChanged 24 SP:Iteration 33Q (40650.490000 sec): 3 clusters Score: Raw -1811081.309761 + Penalty 4610.481049 = -1806470.828712 nChanged 17 SP:Iteration 34Q (40650.530000 sec): 3 clusters Score: Raw -1811085.242163 + Penalty 4610.481049 = -1806474.761114 nChanged 20 SP:Iteration 35Q (40650.570000 sec): 3 clusters Score: Raw -1811088.259450 + Penalty 4610.481049 = -1806477.778400 nChanged 11 SP:Iteration 36Q (40650.610000 sec): 3 clusters Score: Raw -1811089.712188 + Penalty 4610.481049 = -1806479.231139 nChanged 9 SP:Iteration 37Q (40650.650000 sec): 3 clusters Score: Raw -1811090.957023 + Penalty 4610.481049 = -1806480.475974 nChanged 4 SP:Iteration 38Q (40650.690000 sec): 3 clusters Score: Raw -1811091.908038 + Penalty 4610.481049 = -1806481.426989 nChanged 5 SP:Iteration 39Q (40650.730000 sec): 3 clusters Score: Raw -1811093.254248 + Penalty 4610.481049 = -1806482.773199 nChanged 4 SP:Iteration 40F (40650.770000 sec): 3 clusters Score: Raw -1811094.154735 + Penalty 4610.481049 = -1806483.673686 nChanged 3 SP:Iteration 41Q (40650.810000 sec): 3 clusters Score: Raw -1811094.783873 + Penalty 4610.481049 = -1806484.302824 nChanged 3 SP:Iteration 42Q (40650.850000 sec): 3 clusters Score: Raw -1811095.443954 + Penalty 4610.481049 = -1806484.962904 nChanged 2 SP:Iteration 43Q (40650.890000 sec): 3 clusters Score: Raw -1811095.725586 + Penalty 4610.481049 = -1806485.244537 nChanged 1 SP:Iteration 44Q (40650.930000 sec): 3 clusters Score: Raw -1811095.809785 + Penalty 4610.481049 = -1806485.328735 nChanged 0 SP:Iteration 45F (40650.970000 sec): 3 clusters Score: Raw -1811095.809785 + Penalty 4610.481049 = -1806485.328735 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 30. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40651.000000 sec): 2 clusters Score: Raw -559001.815214 + Penalty 2025.151170 = -556976.664044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40651.010000 sec): 3 clusters Score: Raw -557553.813485 + Penalty 4050.302340 = -553503.511145 nChanged 1360 SP:Iteration 1F (40651.020000 sec): 3 clusters Score: Raw -559163.147170 + Penalty 4050.302340 = -555112.844830 nChanged 447 SP:Iteration 2F (40651.040000 sec): 3 clusters Score: Raw -559833.125727 + Penalty 4050.302340 = -555782.823387 nChanged 333 SP:Iteration 3F (40651.050000 sec): 3 clusters Score: Raw -560246.160898 + Penalty 4050.302340 = -556195.858558 nChanged 246 SP:Iteration 4F (40651.070000 sec): 3 clusters Score: Raw -560540.000708 + Penalty 4050.302340 = -556489.698368 nChanged 182 SP:Iteration 5F (40651.080000 sec): 3 clusters Score: Raw -560731.125181 + Penalty 4050.302340 = -556680.822841 nChanged 123 SP:Iteration 6Q (40651.090000 sec): 3 clusters Score: Raw -560871.312701 + Penalty 4050.302340 = -556821.010361 nChanged 81 SP:Iteration 7Q (40651.110000 sec): 3 clusters Score: Raw -560944.097424 + Penalty 4050.302340 = -556893.795084 nChanged 58 SP:Iteration 8Q (40651.120000 sec): 3 clusters Score: Raw -560994.319004 + Penalty 4050.302340 = -556944.016664 nChanged 41 SP:Iteration 9Q (40651.130000 sec): 3 clusters Score: Raw -561034.107265 + Penalty 4050.302340 = -556983.804925 nChanged 34 SP:Iteration 10Q (40651.140000 sec): 3 clusters Score: Raw -561063.041230 + Penalty 4050.302340 = -557012.738890 nChanged 25 SP:Iteration 11Q (40651.160000 sec): 3 clusters Score: Raw -561083.056196 + Penalty 4050.302340 = -557032.753856 nChanged 15 SP:Iteration 12Q (40651.170000 sec): 3 clusters Score: Raw -561092.110587 + Penalty 4050.302340 = -557041.808247 nChanged 11 SP:Iteration 13Q (40651.180000 sec): 3 clusters Score: Raw -561098.819625 + Penalty 4050.302340 = -557048.517285 nChanged 7 SP:Iteration 14Q (40651.200000 sec): 3 clusters Score: Raw -561102.401664 + Penalty 4050.302340 = -557052.099323 nChanged 5 SP:Iteration 15Q (40651.210000 sec): 3 clusters Score: Raw -561106.441598 + Penalty 4050.302340 = -557056.139258 nChanged 5 SP:Iteration 16Q (40651.220000 sec): 3 clusters Score: Raw -561108.784024 + Penalty 4050.302340 = -557058.481684 nChanged 2 SP:Iteration 17Q (40651.230000 sec): 3 clusters Score: Raw -561110.048587 + Penalty 4050.302340 = -557059.746247 nChanged 3 SP:Iteration 18Q (40651.240000 sec): 3 clusters Score: Raw -561111.188669 + Penalty 4050.302340 = -557060.886329 nChanged 0 SP:Iteration 19F (40651.260000 sec): 3 clusters Score: Raw -561111.188669 + Penalty 4050.302340 = -557060.886329 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 31. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (534616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40653.100000 sec): 2 clusters Score: Raw -92821005.980838 + Penalty 3270.947395 = -92817735.033443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40655.300000 sec): 3 clusters Score: Raw -92463580.668445 + Penalty 6541.894790 = -92457038.773656 nChanged 260335 SP:Iteration 1F (40657.480000 sec): 3 clusters Score: Raw -92619439.551750 + Penalty 6541.894790 = -92612897.656961 nChanged 11377 SP:Iteration 2Q (40659.720000 sec): 3 clusters Score: Raw -92621572.676527 + Penalty 6541.894790 = -92615030.781738 nChanged 14124 SP:Iteration 3Q (40661.920000 sec): 3 clusters Score: Raw -92625133.725406 + Penalty 6541.894790 = -92618591.830617 nChanged 19215 SP:Iteration 4Q (40664.150000 sec): 3 clusters Score: Raw -92631935.424862 + Penalty 6541.894790 = -92625393.530073 nChanged 27925 SP:Iteration 5F (40666.350000 sec): 3 clusters Score: Raw -92645851.801091 + Penalty 6541.894790 = -92639309.906302 nChanged 39979 SP:Iteration 6F (40668.540000 sec): 3 clusters Score: Raw -92673130.767011 + Penalty 6541.894790 = -92666588.872221 nChanged 50893 SP:Iteration 7F (40670.720000 sec): 3 clusters Score: Raw -92717664.074405 + Penalty 6541.894790 = -92711122.179616 nChanged 51152 SP:Iteration 8F (40672.880000 sec): 3 clusters Score: Raw -92769159.914572 + Penalty 6541.894790 = -92762618.019783 nChanged 34052 SP:Iteration 9F (40675.050000 sec): 3 clusters Score: Raw -92804128.092650 + Penalty 6541.894790 = -92797586.197861 nChanged 13556 SP:Iteration 10Q (40676.960000 sec): 3 clusters Score: Raw -92817360.949285 + Penalty 6541.894790 = -92810819.054496 nChanged 3302 SP:Iteration 11Q (40678.630000 sec): 3 clusters Score: Raw -92820443.963373 + Penalty 6541.894790 = -92813902.068584 nChanged 568 SP:Iteration 12Q (40680.160000 sec): 3 clusters Score: Raw -92821051.112515 + Penalty 6541.894790 = -92814509.217726 nChanged 78 SP:Iteration 13Q (40681.650000 sec): 3 clusters Score: Raw -92821197.134444 + Penalty 6541.894790 = -92814655.239654 nChanged 29 SP:Iteration 14Q (40683.140000 sec): 3 clusters Score: Raw -92821258.631670 + Penalty 6541.894790 = -92814716.736881 nChanged 13 SP:Iteration 15Q (40684.620000 sec): 3 clusters Score: Raw -92821288.590539 + Penalty 6541.894790 = -92814746.695749 nChanged 8 SP:Iteration 16Q (40686.100000 sec): 3 clusters Score: Raw -92821300.713392 + Penalty 6541.894790 = -92814758.818603 nChanged 5 SP:Iteration 17Q (40687.590000 sec): 3 clusters Score: Raw -92821313.459090 + Penalty 6541.894790 = -92814771.564300 nChanged 1 SP:Iteration 18Q (40689.070000 sec): 3 clusters Score: Raw -92821316.946758 + Penalty 6541.894790 = -92814775.051969 nChanged 2 SP:Iteration 19Q (40690.550000 sec): 3 clusters Score: Raw -92821320.264879 + Penalty 6541.894790 = -92814778.370090 nChanged 1 SP:Iteration 20F (40692.700000 sec): 3 clusters Score: Raw -92821322.660811 + Penalty 6541.894790 = -92814780.766021 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (196090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40693.430000 sec): 2 clusters Score: Raw -33409063.065358 + Penalty 3022.209596 = -33406040.855762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40694.240000 sec): 3 clusters Score: Raw -33280757.841611 + Penalty 6044.419192 = -33274713.422419 nChanged 93948 SP:Iteration 1F (40695.040000 sec): 3 clusters Score: Raw -33335314.173177 + Penalty 6044.419192 = -33329269.753985 nChanged 4853 SP:Iteration 2Q (40695.870000 sec): 3 clusters Score: Raw -33336140.609665 + Penalty 6044.419192 = -33330096.190473 nChanged 4981 SP:Iteration 3Q (40696.680000 sec): 3 clusters Score: Raw -33337065.895692 + Penalty 6044.419192 = -33331021.476500 nChanged 5379 SP:Iteration 4Q (40697.510000 sec): 3 clusters Score: Raw -33338250.710211 + Penalty 6044.419192 = -33332206.291019 nChanged 6147 SP:Iteration 5Q (40698.330000 sec): 3 clusters Score: Raw -33340008.912146 + Penalty 6044.419192 = -33333964.492954 nChanged 7718 SP:Iteration 6Q (40699.150000 sec): 3 clusters Score: Raw -33342871.008912 + Penalty 6044.419192 = -33336826.589720 nChanged 9955 SP:Iteration 7F (40699.950000 sec): 3 clusters Score: Raw -33347836.749901 + Penalty 6044.419192 = -33341792.330709 nChanged 13030 SP:Iteration 8F (40700.750000 sec): 3 clusters Score: Raw -33356332.268301 + Penalty 6044.419192 = -33350287.849109 nChanged 15850 SP:Iteration 9F (40701.550000 sec): 3 clusters Score: Raw -33369211.735977 + Penalty 6044.419192 = -33363167.316784 nChanged 16479 SP:Iteration 10F (40702.350000 sec): 3 clusters Score: Raw -33384343.087300 + Penalty 6044.419192 = -33378298.668108 nChanged 13266 SP:Iteration 11F (40703.150000 sec): 3 clusters Score: Raw -33397097.293699 + Penalty 6044.419192 = -33391052.874507 nChanged 7953 SP:Iteration 12Q (40703.890000 sec): 3 clusters Score: Raw -33404611.057695 + Penalty 6044.419192 = -33398566.638503 nChanged 3417 SP:Iteration 13Q (40704.560000 sec): 3 clusters Score: Raw -33407686.134180 + Penalty 6044.419192 = -33401641.714988 nChanged 1171 SP:Iteration 14Q (40705.170000 sec): 3 clusters Score: Raw -33408716.435601 + Penalty 6044.419192 = -33402672.016409 nChanged 345 SP:Iteration 15Q (40705.740000 sec): 3 clusters Score: Raw -33409080.754635 + Penalty 6044.419192 = -33403036.335443 nChanged 116 SP:Iteration 16Q (40706.300000 sec): 3 clusters Score: Raw -33409252.275243 + Penalty 6044.419192 = -33403207.856051 nChanged 57 SP:Iteration 17Q (40706.860000 sec): 3 clusters Score: Raw -33409327.912278 + Penalty 6044.419192 = -33403283.493086 nChanged 25 SP:Iteration 18Q (40707.410000 sec): 3 clusters Score: Raw -33409364.955201 + Penalty 6044.419192 = -33403320.536009 nChanged 9 SP:Iteration 19Q (40707.960000 sec): 3 clusters Score: Raw -33409376.911296 + Penalty 6044.419192 = -33403332.492104 nChanged 7 SP:Iteration 20F (40708.750000 sec): 3 clusters Score: Raw -33409386.226160 + Penalty 6044.419192 = -33403341.806968 nChanged 4 SP:Iteration 21Q (40709.300000 sec): 3 clusters Score: Raw -33409391.417444 + Penalty 6044.419192 = -33403346.998252 nChanged 3 SP:Iteration 22Q (40709.850000 sec): 3 clusters Score: Raw -33409396.053033 + Penalty 6044.419192 = -33403351.633841 nChanged 4 SP:Iteration 23Q (40710.400000 sec): 3 clusters Score: Raw -33409399.241032 + Penalty 6044.419192 = -33403354.821840 nChanged 0 SP:Iteration 24F (40711.190000 sec): 3 clusters Score: Raw -33409399.241032 + Penalty 6044.419192 = -33403354.821840 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (21638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40711.320000 sec): 2 clusters Score: Raw -3703020.785242 + Penalty 2475.587164 = -3700545.198078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40711.410000 sec): 3 clusters Score: Raw -3690374.330990 + Penalty 4951.174328 = -3685423.156662 nChanged 9607 SP:Iteration 1F (40711.490000 sec): 3 clusters Score: Raw -3695598.270048 + Penalty 4951.174328 = -3690647.095720 nChanged 1138 SP:Iteration 2F (40711.580000 sec): 3 clusters Score: Raw -3696020.487762 + Penalty 4951.174328 = -3691069.313434 nChanged 971 SP:Iteration 3Q (40711.660000 sec): 3 clusters Score: Raw -3696413.917986 + Penalty 4951.174328 = -3691462.743657 nChanged 999 SP:Iteration 4Q (40711.750000 sec): 3 clusters Score: Raw -3696946.899989 + Penalty 4951.174328 = -3691995.725661 nChanged 1171 SP:Iteration 5F (40711.840000 sec): 3 clusters Score: Raw -3697754.030470 + Penalty 4951.174328 = -3692802.856142 nChanged 1432 SP:Iteration 6F (40711.920000 sec): 3 clusters Score: Raw -3699041.626391 + Penalty 4951.174328 = -3694090.452062 nChanged 1653 SP:Iteration 7F (40712.010000 sec): 3 clusters Score: Raw -3700740.764958 + Penalty 4951.174328 = -3695789.590629 nChanged 1663 SP:Iteration 8F (40712.100000 sec): 3 clusters Score: Raw -3702615.266436 + Penalty 4951.174328 = -3697664.092108 nChanged 1346 SP:Iteration 9F (40712.180000 sec): 3 clusters Score: Raw -3704191.252635 + Penalty 4951.174328 = -3699240.078306 nChanged 899 SP:Iteration 10Q (40712.260000 sec): 3 clusters Score: Raw -3705056.513401 + Penalty 4951.174328 = -3700105.339072 nChanged 484 SP:Iteration 11Q (40712.340000 sec): 3 clusters Score: Raw -3705348.013069 + Penalty 4951.174328 = -3700396.838741 nChanged 238 SP:Iteration 12Q (40712.410000 sec): 3 clusters Score: Raw -3705439.940754 + Penalty 4951.174328 = -3700488.766426 nChanged 143 SP:Iteration 13Q (40712.480000 sec): 3 clusters Score: Raw -3705485.151246 + Penalty 4951.174328 = -3700533.976918 nChanged 121 SP:Iteration 14Q (40712.560000 sec): 3 clusters Score: Raw -3705518.465671 + Penalty 4951.174328 = -3700567.291342 nChanged 67 SP:Iteration 15Q (40712.630000 sec): 3 clusters Score: Raw -3705535.836839 + Penalty 4951.174328 = -3700584.662511 nChanged 59 SP:Iteration 16Q (40712.700000 sec): 3 clusters Score: Raw -3705548.039402 + Penalty 4951.174328 = -3700596.865074 nChanged 43 SP:Iteration 17Q (40712.780000 sec): 3 clusters Score: Raw -3705554.930786 + Penalty 4951.174328 = -3700603.756457 nChanged 35 SP:Iteration 18Q (40712.850000 sec): 3 clusters Score: Raw -3705560.111389 + Penalty 4951.174328 = -3700608.937061 nChanged 33 SP:Iteration 19Q (40712.920000 sec): 3 clusters Score: Raw -3705564.789400 + Penalty 4951.174328 = -3700613.615071 nChanged 20 SP:Iteration 20F (40713.000000 sec): 3 clusters Score: Raw -3705567.687365 + Penalty 4951.174328 = -3700616.513036 nChanged 24 SP:Iteration 21Q (40713.080000 sec): 3 clusters Score: Raw -3705571.056622 + Penalty 4951.174328 = -3700619.882293 nChanged 20 SP:Iteration 22Q (40713.150000 sec): 3 clusters Score: Raw -3705573.456212 + Penalty 4951.174328 = -3700622.281884 nChanged 14 SP:Iteration 23Q (40713.220000 sec): 3 clusters Score: Raw -3705575.253831 + Penalty 4951.174328 = -3700624.079502 nChanged 15 SP:Iteration 24Q (40713.290000 sec): 3 clusters Score: Raw -3705577.353533 + Penalty 4951.174328 = -3700626.179205 nChanged 18 SP:Iteration 25Q (40713.360000 sec): 3 clusters Score: Raw -3705579.168392 + Penalty 4951.174328 = -3700627.994064 nChanged 12 SP:Iteration 26Q (40713.440000 sec): 3 clusters Score: Raw -3705581.199326 + Penalty 4951.174328 = -3700630.024998 nChanged 15 SP:Iteration 27Q (40713.510000 sec): 3 clusters Score: Raw -3705583.205797 + Penalty 4951.174328 = -3700632.031469 nChanged 15 SP:Iteration 28Q (40713.580000 sec): 3 clusters Score: Raw -3705584.939580 + Penalty 4951.174328 = -3700633.765252 nChanged 14 SP:Iteration 29Q (40713.650000 sec): 3 clusters Score: Raw -3705586.897268 + Penalty 4951.174328 = -3700635.722940 nChanged 13 SP:Iteration 30Q (40713.720000 sec): 3 clusters Score: Raw -3705588.651253 + Penalty 4951.174328 = -3700637.476925 nChanged 16 SP:Iteration 31Q (40713.800000 sec): 3 clusters Score: Raw -3705591.105870 + Penalty 4951.174328 = -3700639.931541 nChanged 18 SP:Iteration 32Q (40713.870000 sec): 3 clusters Score: Raw -3705594.507810 + Penalty 4951.174328 = -3700643.333482 nChanged 25 SP:Iteration 33Q (40713.940000 sec): 3 clusters Score: Raw -3705598.816255 + Penalty 4951.174328 = -3700647.641927 nChanged 22 SP:Iteration 34Q (40714.010000 sec): 3 clusters Score: Raw -3705601.552896 + Penalty 4951.174328 = -3700650.378567 nChanged 18 SP:Iteration 35Q (40714.080000 sec): 3 clusters Score: Raw -3705604.568146 + Penalty 4951.174328 = -3700653.393817 nChanged 16 SP:Iteration 36Q (40714.150000 sec): 3 clusters Score: Raw -3705606.881307 + Penalty 4951.174328 = -3700655.706979 nChanged 13 SP:Iteration 37Q (40714.220000 sec): 3 clusters Score: Raw -3705608.573914 + Penalty 4951.174328 = -3700657.399586 nChanged 11 SP:Iteration 38Q (40714.290000 sec): 3 clusters Score: Raw -3705610.293205 + Penalty 4951.174328 = -3700659.118876 nChanged 9 SP:Iteration 39Q (40714.360000 sec): 3 clusters Score: Raw -3705612.239223 + Penalty 4951.174328 = -3700661.064894 nChanged 8 SP:Iteration 40F (40714.450000 sec): 3 clusters Score: Raw -3705614.075205 + Penalty 4951.174328 = -3700662.900877 nChanged 14 SP:Iteration 41Q (40714.520000 sec): 3 clusters Score: Raw -3705617.292816 + Penalty 4951.174328 = -3700666.118488 nChanged 13 SP:Iteration 42Q (40714.590000 sec): 3 clusters Score: Raw -3705619.739031 + Penalty 4951.174328 = -3700668.564702 nChanged 18 SP:Iteration 43Q (40714.660000 sec): 3 clusters Score: Raw -3705622.334747 + Penalty 4951.174328 = -3700671.160419 nChanged 15 SP:Iteration 44Q (40714.730000 sec): 3 clusters Score: Raw -3705625.029306 + Penalty 4951.174328 = -3700673.854977 nChanged 16 SP:Iteration 45Q (40714.800000 sec): 3 clusters Score: Raw -3705627.699523 + Penalty 4951.174328 = -3700676.525195 nChanged 17 SP:Iteration 46Q (40714.880000 sec): 3 clusters Score: Raw -3705632.182414 + Penalty 4951.174328 = -3700681.008085 nChanged 26 SP:Iteration 47Q (40714.950000 sec): 3 clusters Score: Raw -3705636.568977 + Penalty 4951.174328 = -3700685.394649 nChanged 24 SP:Iteration 48Q (40715.020000 sec): 3 clusters Score: Raw -3705640.844860 + Penalty 4951.174328 = -3700689.670532 nChanged 20 SP:Iteration 49Q (40715.090000 sec): 3 clusters Score: Raw -3705644.752901 + Penalty 4951.174328 = -3700693.578573 nChanged 12 SP:Iteration 50Q (40715.160000 sec): 3 clusters Score: Raw -3705646.415442 + Penalty 4951.174328 = -3700695.241113 nChanged 8 SP:Iteration 51Q (40715.230000 sec): 3 clusters Score: Raw -3705647.303610 + Penalty 4951.174328 = -3700696.129282 nChanged 10 SP:Iteration 52Q (40715.300000 sec): 3 clusters Score: Raw -3705648.203968 + Penalty 4951.174328 = -3700697.029639 nChanged 7 SP:Iteration 53Q (40715.360000 sec): 3 clusters Score: Raw -3705648.943777 + Penalty 4951.174328 = -3700697.769449 nChanged 6 SP:Iteration 54Q (40715.440000 sec): 3 clusters Score: Raw -3705649.484947 + Penalty 4951.174328 = -3700698.310619 nChanged 5 SP:Iteration 55Q (40715.500000 sec): 3 clusters Score: Raw -3705649.859628 + Penalty 4951.174328 = -3700698.685299 nChanged 2 SP:Iteration 56Q (40715.580000 sec): 3 clusters Score: Raw -3705649.963632 + Penalty 4951.174328 = -3700698.789304 nChanged 1 SP:Iteration 57Q (40715.640000 sec): 3 clusters Score: Raw -3705650.033236 + Penalty 4951.174328 = -3700698.858908 nChanged 1 SP:Iteration 58Q (40715.720000 sec): 3 clusters Score: Raw -3705650.138018 + Penalty 4951.174328 = -3700698.963689 nChanged 1 SP:Iteration 59Q (40715.780000 sec): 3 clusters Score: Raw -3705650.219588 + Penalty 4951.174328 = -3700699.045260 nChanged 0 SP:Iteration 60F (40715.870000 sec): 3 clusters Score: Raw -3705650.219588 + Penalty 4951.174328 = -3700699.045260 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 32. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (8482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40715.920000 sec): 2 clusters Score: Raw -1400155.078594 + Penalty 2243.333984 = -1397911.744610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40715.950000 sec): 3 clusters Score: Raw -1395802.893288 + Penalty 4486.667969 = -1391316.225319 nChanged 3472 SP:Iteration 1F (40715.980000 sec): 3 clusters Score: Raw -1398067.158054 + Penalty 4486.667969 = -1393580.490085 nChanged 788 SP:Iteration 2F (40716.020000 sec): 3 clusters Score: Raw -1398790.435079 + Penalty 4486.667969 = -1394303.767110 nChanged 755 SP:Iteration 3F (40716.050000 sec): 3 clusters Score: Raw -1399600.181866 + Penalty 4486.667969 = -1395113.513897 nChanged 742 SP:Iteration 4F (40716.080000 sec): 3 clusters Score: Raw -1400413.431696 + Penalty 4486.667969 = -1395926.763727 nChanged 628 SP:Iteration 5F (40716.120000 sec): 3 clusters Score: Raw -1400987.742874 + Penalty 4486.667969 = -1396501.074906 nChanged 456 SP:Iteration 6F (40716.150000 sec): 3 clusters Score: Raw -1401337.849920 + Penalty 4486.667969 = -1396851.181951 nChanged 305 SP:Iteration 7Q (40716.180000 sec): 3 clusters Score: Raw -1401580.838095 + Penalty 4486.667969 = -1397094.170126 nChanged 213 SP:Iteration 8Q (40716.220000 sec): 3 clusters Score: Raw -1401735.975850 + Penalty 4486.667969 = -1397249.307881 nChanged 149 SP:Iteration 9Q (40716.250000 sec): 3 clusters Score: Raw -1401827.320867 + Penalty 4486.667969 = -1397340.652899 nChanged 92 SP:Iteration 10Q (40716.280000 sec): 3 clusters Score: Raw -1401884.263160 + Penalty 4486.667969 = -1397397.595191 nChanged 88 SP:Iteration 11Q (40716.310000 sec): 3 clusters Score: Raw -1401934.266420 + Penalty 4486.667969 = -1397447.598451 nChanged 81 SP:Iteration 12Q (40716.350000 sec): 3 clusters Score: Raw -1401987.904739 + Penalty 4486.667969 = -1397501.236771 nChanged 81 SP:Iteration 13Q (40716.380000 sec): 3 clusters Score: Raw -1402041.895637 + Penalty 4486.667969 = -1397555.227668 nChanged 64 SP:Iteration 14Q (40716.410000 sec): 3 clusters Score: Raw -1402087.574845 + Penalty 4486.667969 = -1397600.906876 nChanged 65 SP:Iteration 15Q (40716.440000 sec): 3 clusters Score: Raw -1402139.163342 + Penalty 4486.667969 = -1397652.495374 nChanged 66 SP:Iteration 16Q (40716.480000 sec): 3 clusters Score: Raw -1402195.716943 + Penalty 4486.667969 = -1397709.048974 nChanged 74 SP:Iteration 17Q (40716.510000 sec): 3 clusters Score: Raw -1402267.123675 + Penalty 4486.667969 = -1397780.455707 nChanged 86 SP:Iteration 18Q (40716.540000 sec): 3 clusters Score: Raw -1402372.010814 + Penalty 4486.667969 = -1397885.342845 nChanged 114 SP:Iteration 19Q (40716.570000 sec): 3 clusters Score: Raw -1402509.370305 + Penalty 4486.667969 = -1398022.702336 nChanged 124 SP:Iteration 20F (40716.600000 sec): 3 clusters Score: Raw -1402656.021125 + Penalty 4486.667969 = -1398169.353156 nChanged 123 SP:Iteration 21Q (40716.630000 sec): 3 clusters Score: Raw -1402769.690254 + Penalty 4486.667969 = -1398283.022285 nChanged 127 SP:Iteration 22Q (40716.660000 sec): 3 clusters Score: Raw -1402877.213269 + Penalty 4486.667969 = -1398390.545300 nChanged 148 SP:Iteration 23Q (40716.690000 sec): 3 clusters Score: Raw -1403012.537542 + Penalty 4486.667969 = -1398525.869573 nChanged 149 SP:Iteration 24Q (40716.720000 sec): 3 clusters Score: Raw -1403161.905327 + Penalty 4486.667969 = -1398675.237358 nChanged 156 SP:Iteration 25Q (40716.750000 sec): 3 clusters Score: Raw -1403307.156917 + Penalty 4486.667969 = -1398820.488948 nChanged 142 SP:Iteration 26Q (40716.780000 sec): 3 clusters Score: Raw -1403463.170722 + Penalty 4486.667969 = -1398976.502754 nChanged 138 SP:Iteration 27Q (40716.810000 sec): 3 clusters Score: Raw -1403562.554738 + Penalty 4486.667969 = -1399075.886770 nChanged 126 SP:Iteration 28Q (40716.840000 sec): 3 clusters Score: Raw -1403631.013094 + Penalty 4486.667969 = -1399144.345125 nChanged 89 SP:Iteration 29Q (40716.860000 sec): 3 clusters Score: Raw -1403669.244408 + Penalty 4486.667969 = -1399182.576440 nChanged 75 SP:Iteration 30Q (40716.890000 sec): 3 clusters Score: Raw -1403703.060010 + Penalty 4486.667969 = -1399216.392042 nChanged 68 SP:Iteration 31Q (40716.920000 sec): 3 clusters Score: Raw -1403732.444033 + Penalty 4486.667969 = -1399245.776064 nChanged 61 SP:Iteration 32Q (40716.950000 sec): 3 clusters Score: Raw -1403759.122535 + Penalty 4486.667969 = -1399272.454566 nChanged 53 SP:Iteration 33Q (40716.980000 sec): 3 clusters Score: Raw -1403778.423382 + Penalty 4486.667969 = -1399291.755413 nChanged 38 SP:Iteration 34Q (40717.000000 sec): 3 clusters Score: Raw -1403793.971971 + Penalty 4486.667969 = -1399307.304002 nChanged 30 SP:Iteration 35Q (40717.030000 sec): 3 clusters Score: Raw -1403804.133339 + Penalty 4486.667969 = -1399317.465370 nChanged 32 SP:Iteration 36Q (40717.060000 sec): 3 clusters Score: Raw -1403813.984968 + Penalty 4486.667969 = -1399327.316999 nChanged 25 SP:Iteration 37Q (40717.090000 sec): 3 clusters Score: Raw -1403821.636808 + Penalty 4486.667969 = -1399334.968839 nChanged 24 SP:Iteration 38Q (40717.120000 sec): 3 clusters Score: Raw -1403829.606547 + Penalty 4486.667969 = -1399342.938578 nChanged 22 SP:Iteration 39Q (40717.140000 sec): 3 clusters Score: Raw -1403836.535020 + Penalty 4486.667969 = -1399349.867051 nChanged 19 SP:Iteration 40F (40717.180000 sec): 3 clusters Score: Raw -1403842.171170 + Penalty 4486.667969 = -1399355.503202 nChanged 17 SP:Iteration 41Q (40717.210000 sec): 3 clusters Score: Raw -1403847.115553 + Penalty 4486.667969 = -1399360.447584 nChanged 20 SP:Iteration 42Q (40717.240000 sec): 3 clusters Score: Raw -1403851.650266 + Penalty 4486.667969 = -1399364.982297 nChanged 11 SP:Iteration 43Q (40717.260000 sec): 3 clusters Score: Raw -1403853.626997 + Penalty 4486.667969 = -1399366.959028 nChanged 5 SP:Iteration 44Q (40717.300000 sec): 3 clusters Score: Raw -1403854.601689 + Penalty 4486.667969 = -1399367.933720 nChanged 2 SP:Iteration 45Q (40717.320000 sec): 3 clusters Score: Raw -1403854.941727 + Penalty 4486.667969 = -1399368.273758 nChanged 1 SP:Iteration 46Q (40717.350000 sec): 3 clusters Score: Raw -1403855.012799 + Penalty 4486.667969 = -1399368.344830 nChanged 0 SP:Iteration 47F (40717.390000 sec): 3 clusters Score: Raw -1403855.012799 + Penalty 4486.667969 = -1399368.344830 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (2554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40717.410000 sec): 2 clusters Score: Raw -416336.047501 + Penalty 1945.663177 = -414390.384324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40717.420000 sec): 3 clusters Score: Raw -415282.929267 + Penalty 3891.326354 = -411391.602913 nChanged 864 SP:Iteration 1F (40717.430000 sec): 3 clusters Score: Raw -415923.238850 + Penalty 3891.326354 = -412031.912496 nChanged 235 SP:Iteration 2F (40717.440000 sec): 3 clusters Score: Raw -416140.453107 + Penalty 3891.326354 = -412249.126752 nChanged 150 SP:Iteration 3F (40717.450000 sec): 3 clusters Score: Raw -416292.679811 + Penalty 3891.326354 = -412401.353457 nChanged 141 SP:Iteration 4F (40717.460000 sec): 3 clusters Score: Raw -416456.269756 + Penalty 3891.326354 = -412564.943401 nChanged 116 SP:Iteration 5Q (40717.470000 sec): 3 clusters Score: Raw -416597.226229 + Penalty 3891.326354 = -412705.899875 nChanged 104 SP:Iteration 6Q (40717.480000 sec): 3 clusters Score: Raw -416710.601010 + Penalty 3891.326354 = -412819.274656 nChanged 87 SP:Iteration 7Q (40717.490000 sec): 3 clusters Score: Raw -416800.667853 + Penalty 3891.326354 = -412909.341499 nChanged 82 SP:Iteration 8Q (40717.500000 sec): 3 clusters Score: Raw -416884.433175 + Penalty 3891.326354 = -412993.106821 nChanged 91 SP:Iteration 9Q (40717.510000 sec): 3 clusters Score: Raw -417002.546059 + Penalty 3891.326354 = -413111.219705 nChanged 99 SP:Iteration 10Q (40717.520000 sec): 3 clusters Score: Raw -417154.260645 + Penalty 3891.326354 = -413262.934291 nChanged 82 SP:Iteration 11Q (40717.530000 sec): 3 clusters Score: Raw -417262.979431 + Penalty 3891.326354 = -413371.653077 nChanged 54 SP:Iteration 12Q (40717.540000 sec): 3 clusters Score: Raw -417330.051796 + Penalty 3891.326354 = -413438.725442 nChanged 57 SP:Iteration 13Q (40717.550000 sec): 3 clusters Score: Raw -417381.424335 + Penalty 3891.326354 = -413490.097981 nChanged 44 SP:Iteration 14Q (40717.560000 sec): 3 clusters Score: Raw -417425.808281 + Penalty 3891.326354 = -413534.481927 nChanged 33 SP:Iteration 15Q (40717.570000 sec): 3 clusters Score: Raw -417455.222231 + Penalty 3891.326354 = -413563.895877 nChanged 29 SP:Iteration 16Q (40717.580000 sec): 3 clusters Score: Raw -417484.044985 + Penalty 3891.326354 = -413592.718631 nChanged 37 SP:Iteration 17Q (40717.580000 sec): 3 clusters Score: Raw -417518.596404 + Penalty 3891.326354 = -413627.270050 nChanged 28 SP:Iteration 18Q (40717.600000 sec): 3 clusters Score: Raw -417539.626112 + Penalty 3891.326354 = -413648.299758 nChanged 32 SP:Iteration 19Q (40717.600000 sec): 3 clusters Score: Raw -417569.038005 + Penalty 3891.326354 = -413677.711651 nChanged 28 SP:Iteration 20F (40717.610000 sec): 3 clusters Score: Raw -417602.752702 + Penalty 3891.326354 = -413711.426348 nChanged 30 SP:Iteration 21Q (40717.620000 sec): 3 clusters Score: Raw -417632.356143 + Penalty 3891.326354 = -413741.029789 nChanged 32 SP:Iteration 22Q (40717.630000 sec): 3 clusters Score: Raw -417688.913395 + Penalty 3891.326354 = -413797.587041 nChanged 33 SP:Iteration 23Q (40717.640000 sec): 3 clusters Score: Raw -417769.173631 + Penalty 3891.326354 = -413877.847277 nChanged 51 SP:Iteration 24Q (40717.650000 sec): 3 clusters Score: Raw -417878.709521 + Penalty 3891.326354 = -413987.383167 nChanged 46 SP:Iteration 25Q (40717.660000 sec): 3 clusters Score: Raw -417956.631356 + Penalty 3891.326354 = -414065.305002 nChanged 31 SP:Iteration 26Q (40717.670000 sec): 3 clusters Score: Raw -417982.869942 + Penalty 3891.326354 = -414091.543588 nChanged 13 SP:Iteration 27Q (40717.680000 sec): 3 clusters Score: Raw -417988.417544 + Penalty 3891.326354 = -414097.091190 nChanged 3 SP:Iteration 28Q (40717.680000 sec): 3 clusters Score: Raw -417990.061078 + Penalty 3891.326354 = -414098.734724 nChanged 1 SP:Iteration 29Q (40717.690000 sec): 3 clusters Score: Raw -417990.723625 + Penalty 3891.326354 = -414099.397271 nChanged 0 SP:Iteration 30F (40717.700000 sec): 3 clusters Score: Raw -417990.723625 + Penalty 3891.326354 = -414099.397271 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40717.710000 sec): 2 clusters Score: Raw -116867.393595 + Penalty 1643.097307 = -115224.296287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40717.720000 sec): 3 clusters Score: Raw -116777.645791 + Penalty 3286.194615 = -113491.451176 nChanged 165 SP:Iteration 1F (40717.720000 sec): 3 clusters Score: Raw -117082.198391 + Penalty 3286.194615 = -113796.003776 nChanged 53 SP:Iteration 2F (40717.720000 sec): 3 clusters Score: Raw -117259.918268 + Penalty 3286.194615 = -113973.723653 nChanged 40 SP:Iteration 3F (40717.720000 sec): 3 clusters Score: Raw -117517.709808 + Penalty 3286.194615 = -114231.515193 nChanged 36 SP:Iteration 4Q (40717.730000 sec): 3 clusters Score: Raw -117645.401553 + Penalty 3286.194615 = -114359.206938 nChanged 28 SP:Iteration 5Q (40717.730000 sec): 3 clusters Score: Raw -117696.167079 + Penalty 3286.194615 = -114409.972464 nChanged 14 SP:Iteration 6Q (40717.730000 sec): 3 clusters Score: Raw -117718.557692 + Penalty 3286.194615 = -114432.363077 nChanged 12 SP:Iteration 7Q (40717.740000 sec): 3 clusters Score: Raw -117738.278260 + Penalty 3286.194615 = -114452.083645 nChanged 11 SP:Iteration 8Q (40717.740000 sec): 3 clusters Score: Raw -117761.251685 + Penalty 3286.194615 = -114475.057070 nChanged 7 SP:Iteration 9Q (40717.740000 sec): 3 clusters Score: Raw -117778.942457 + Penalty 3286.194615 = -114492.747842 nChanged 8 SP:Iteration 10Q (40717.740000 sec): 3 clusters Score: Raw -117798.188578 + Penalty 3286.194615 = -114511.993964 nChanged 7 SP:Iteration 11Q (40717.740000 sec): 3 clusters Score: Raw -117812.961386 + Penalty 3286.194615 = -114526.766772 nChanged 10 SP:Iteration 12Q (40717.750000 sec): 3 clusters Score: Raw -117840.175071 + Penalty 3286.194615 = -114553.980457 nChanged 13 SP:Iteration 13Q (40717.750000 sec): 3 clusters Score: Raw -117872.369182 + Penalty 3286.194615 = -114586.174568 nChanged 8 SP:Iteration 14Q (40717.750000 sec): 3 clusters Score: Raw -117888.958496 + Penalty 3286.194615 = -114602.763882 nChanged 9 SP:Iteration 15Q (40717.760000 sec): 3 clusters Score: Raw -117906.958691 + Penalty 3286.194615 = -114620.764076 nChanged 10 SP:Iteration 16Q (40717.760000 sec): 3 clusters Score: Raw -117923.431320 + Penalty 3286.194615 = -114637.236706 nChanged 10 SP:Iteration 17Q (40717.760000 sec): 3 clusters Score: Raw -117935.939172 + Penalty 3286.194615 = -114649.744558 nChanged 6 SP:Iteration 18Q (40717.760000 sec): 3 clusters Score: Raw -117947.534695 + Penalty 3286.194615 = -114661.340081 nChanged 5 SP:Iteration 19Q (40717.760000 sec): 3 clusters Score: Raw -117957.069605 + Penalty 3286.194615 = -114670.874990 nChanged 5 SP:Iteration 20F (40717.770000 sec): 3 clusters Score: Raw -117968.922268 + Penalty 3286.194615 = -114682.727654 nChanged 2 SP:Iteration 21Q (40717.770000 sec): 3 clusters Score: Raw -117971.434563 + Penalty 3286.194615 = -114685.239949 nChanged 2 SP:Iteration 22Q (40717.770000 sec): 3 clusters Score: Raw -117974.689525 + Penalty 3286.194615 = -114688.494911 nChanged 0 SP:Iteration 23F (40717.780000 sec): 3 clusters Score: Raw -117974.689525 + Penalty 3286.194615 = -114688.494911 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (2503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40717.790000 sec): 2 clusters Score: Raw -376627.518351 + Penalty 1940.660832 = -374686.857519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40717.800000 sec): 3 clusters Score: Raw -375773.211082 + Penalty 3881.321665 = -371891.889418 nChanged 859 SP:Iteration 1F (40717.810000 sec): 3 clusters Score: Raw -377159.818576 + Penalty 3881.321665 = -373278.496911 nChanged 338 SP:Iteration 2F (40717.820000 sec): 3 clusters Score: Raw -378393.405330 + Penalty 3881.321665 = -374512.083665 nChanged 334 SP:Iteration 3F (40717.830000 sec): 3 clusters Score: Raw -379984.635123 + Penalty 3881.321665 = -376103.313458 nChanged 194 SP:Iteration 4F (40717.840000 sec): 3 clusters Score: Raw -380770.760378 + Penalty 3881.321665 = -376889.438713 nChanged 95 SP:Iteration 5Q (40717.850000 sec): 3 clusters Score: Raw -381013.213629 + Penalty 3881.321665 = -377131.891965 nChanged 61 SP:Iteration 6Q (40717.860000 sec): 3 clusters Score: Raw -381418.529460 + Penalty 3881.321665 = -377537.207795 nChanged 57 SP:Iteration 7Q (40717.860000 sec): 3 clusters Score: Raw -381885.595688 + Penalty 3881.321665 = -378004.274023 nChanged 61 SP:Iteration 8Q (40717.870000 sec): 3 clusters Score: Raw -382147.464420 + Penalty 3881.321665 = -378266.142755 nChanged 56 SP:Iteration 9Q (40717.880000 sec): 3 clusters Score: Raw -382269.389654 + Penalty 3881.321665 = -378388.067990 nChanged 37 SP:Iteration 10Q (40717.880000 sec): 3 clusters Score: Raw -382340.624087 + Penalty 3881.321665 = -378459.302422 nChanged 21 SP:Iteration 11Q (40717.890000 sec): 3 clusters Score: Raw -382408.803651 + Penalty 3881.321665 = -378527.481987 nChanged 17 SP:Iteration 12Q (40717.900000 sec): 3 clusters Score: Raw -382513.394695 + Penalty 3881.321665 = -378632.073030 nChanged 15 SP:Iteration 13Q (40717.910000 sec): 3 clusters Score: Raw -382768.025022 + Penalty 3881.321665 = -378886.703358 nChanged 21 SP:Iteration 14Q (40717.910000 sec): 3 clusters Score: Raw -383412.853697 + Penalty 3881.321665 = -379531.532033 nChanged 32 SP:Iteration 15Q (40717.920000 sec): 3 clusters Score: Raw -383738.079625 + Penalty 3881.321665 = -379856.757961 nChanged 21 SP:Iteration 16Q (40717.930000 sec): 3 clusters Score: Raw -383749.435512 + Penalty 3881.321665 = -379868.113848 nChanged 9 SP:Iteration 17Q (40717.940000 sec): 3 clusters Score: Raw -383757.050481 + Penalty 3881.321665 = -379875.728817 nChanged 3 SP:Iteration 18Q (40717.940000 sec): 3 clusters Score: Raw -383758.762516 + Penalty 3881.321665 = -379877.440852 nChanged 2 SP:Iteration 19Q (40717.950000 sec): 3 clusters Score: Raw -383760.524582 + Penalty 3881.321665 = -379879.202917 nChanged 1 SP:Iteration 20F (40717.960000 sec): 3 clusters Score: Raw -383772.473413 + Penalty 3881.321665 = -379891.151748 nChanged 11 SP:Iteration 21Q (40717.970000 sec): 3 clusters Score: Raw -383780.912765 + Penalty 3881.321665 = -379899.591101 nChanged 7 SP:Iteration 22Q (40717.980000 sec): 3 clusters Score: Raw -383785.573075 + Penalty 3881.321665 = -379904.251410 nChanged 10 SP:Iteration 23Q (40717.980000 sec): 3 clusters Score: Raw -383795.018955 + Penalty 3881.321665 = -379913.697291 nChanged 12 SP:Iteration 24Q (40717.990000 sec): 3 clusters Score: Raw -383806.657330 + Penalty 3881.321665 = -379925.335665 nChanged 14 SP:Iteration 25Q (40718.000000 sec): 3 clusters Score: Raw -383820.908079 + Penalty 3881.321665 = -379939.586414 nChanged 21 SP:Iteration 26Q (40718.000000 sec): 3 clusters Score: Raw -383855.831476 + Penalty 3881.321665 = -379974.509812 nChanged 27 SP:Iteration 27Q (40718.010000 sec): 3 clusters Score: Raw -383893.766205 + Penalty 3881.321665 = -380012.444540 nChanged 28 SP:Iteration 28Q (40718.020000 sec): 3 clusters Score: Raw -383927.951733 + Penalty 3881.321665 = -380046.630069 nChanged 14 SP:Iteration 29Q (40718.020000 sec): 3 clusters Score: Raw -383939.423680 + Penalty 3881.321665 = -380058.102016 nChanged 5 SP:Iteration 30Q (40718.030000 sec): 3 clusters Score: Raw -383947.097586 + Penalty 3881.321665 = -380065.775921 nChanged 3 SP:Iteration 31Q (40718.040000 sec): 3 clusters Score: Raw -383948.729027 + Penalty 3881.321665 = -380067.407363 nChanged 0 SP:Iteration 32F (40718.050000 sec): 3 clusters Score: Raw -383980.876949 + Penalty 3881.321665 = -380099.555285 nChanged 27 SP:Iteration 33Q (40718.060000 sec): 3 clusters Score: Raw -384053.728270 + Penalty 3881.321665 = -380172.406606 nChanged 41 SP:Iteration 34Q (40718.060000 sec): 3 clusters Score: Raw -384212.146133 + Penalty 3881.321665 = -380330.824469 nChanged 61 SP:Iteration 35Q (40718.070000 sec): 3 clusters Score: Raw -384471.341229 + Penalty 3881.321665 = -380590.019564 nChanged 29 SP:Iteration 36Q (40718.080000 sec): 3 clusters Score: Raw -384618.308336 + Penalty 3881.321665 = -380736.986671 nChanged 22 SP:Iteration 37Q (40718.090000 sec): 3 clusters Score: Raw -384765.628075 + Penalty 3881.321665 = -380884.306410 nChanged 15 SP:Iteration 38Q (40718.100000 sec): 3 clusters Score: Raw -384906.504240 + Penalty 3881.321665 = -381025.182576 nChanged 10 SP:Iteration 39Q (40718.100000 sec): 3 clusters Score: Raw -385143.544365 + Penalty 3881.321665 = -381262.222701 nChanged 17 SP:Iteration 40F (40718.110000 sec): 3 clusters Score: Raw -385433.207269 + Penalty 3881.321665 = -381551.885605 nChanged 19 SP:Iteration 41Q (40718.120000 sec): 3 clusters Score: Raw -385572.458085 + Penalty 3881.321665 = -381691.136420 nChanged 21 SP:Iteration 42Q (40718.120000 sec): 3 clusters Score: Raw -385645.275273 + Penalty 3881.321665 = -381763.953609 nChanged 7 SP:Iteration 43Q (40718.130000 sec): 3 clusters Score: Raw -385657.212567 + Penalty 3881.321665 = -381775.890902 nChanged 3 SP:Iteration 44Q (40718.140000 sec): 3 clusters Score: Raw -385659.811870 + Penalty 3881.321665 = -381778.490206 nChanged 0 SP:Iteration 45F (40718.150000 sec): 3 clusters Score: Raw -385659.811870 + Penalty 3881.321665 = -381778.490206 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (9139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40718.190000 sec): 2 clusters Score: Raw -1627242.388970 + Penalty 2261.835950 = -1624980.553020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40718.230000 sec): 3 clusters Score: Raw -1622363.111052 + Penalty 4523.671900 = -1617839.439152 nChanged 3714 SP:Iteration 1F (40718.260000 sec): 3 clusters Score: Raw -1624399.684065 + Penalty 4523.671900 = -1619876.012166 nChanged 663 SP:Iteration 2F (40718.300000 sec): 3 clusters Score: Raw -1624894.076669 + Penalty 4523.671900 = -1620370.404770 nChanged 579 SP:Iteration 3F (40718.340000 sec): 3 clusters Score: Raw -1625413.858802 + Penalty 4523.671900 = -1620890.186902 nChanged 548 SP:Iteration 4F (40718.370000 sec): 3 clusters Score: Raw -1625905.127552 + Penalty 4523.671900 = -1621381.455653 nChanged 563 SP:Iteration 5F (40718.410000 sec): 3 clusters Score: Raw -1626380.649363 + Penalty 4523.671900 = -1621856.977463 nChanged 545 SP:Iteration 6F (40718.440000 sec): 3 clusters Score: Raw -1626813.471320 + Penalty 4523.671900 = -1622289.799421 nChanged 514 SP:Iteration 7F (40718.480000 sec): 3 clusters Score: Raw -1627210.846313 + Penalty 4523.671900 = -1622687.174413 nChanged 523 SP:Iteration 8F (40718.520000 sec): 3 clusters Score: Raw -1627661.064312 + Penalty 4523.671900 = -1623137.392412 nChanged 567 SP:Iteration 9F (40718.550000 sec): 3 clusters Score: Raw -1628182.402990 + Penalty 4523.671900 = -1623658.731090 nChanged 562 SP:Iteration 10F (40718.590000 sec): 3 clusters Score: Raw -1628741.955468 + Penalty 4523.671900 = -1624218.283569 nChanged 471 SP:Iteration 11F (40718.620000 sec): 3 clusters Score: Raw -1629247.903892 + Penalty 4523.671900 = -1624724.231992 nChanged 351 SP:Iteration 12Q (40718.660000 sec): 3 clusters Score: Raw -1629631.401451 + Penalty 4523.671900 = -1625107.729552 nChanged 245 SP:Iteration 13Q (40718.690000 sec): 3 clusters Score: Raw -1629865.634540 + Penalty 4523.671900 = -1625341.962640 nChanged 144 SP:Iteration 14Q (40718.720000 sec): 3 clusters Score: Raw -1630000.155661 + Penalty 4523.671900 = -1625476.483762 nChanged 92 SP:Iteration 15Q (40718.760000 sec): 3 clusters Score: Raw -1630075.731715 + Penalty 4523.671900 = -1625552.059815 nChanged 66 SP:Iteration 16Q (40718.780000 sec): 3 clusters Score: Raw -1630115.253714 + Penalty 4523.671900 = -1625591.581815 nChanged 49 SP:Iteration 17Q (40718.810000 sec): 3 clusters Score: Raw -1630142.297203 + Penalty 4523.671900 = -1625618.625304 nChanged 41 SP:Iteration 18Q (40718.840000 sec): 3 clusters Score: Raw -1630164.205181 + Penalty 4523.671900 = -1625640.533281 nChanged 45 SP:Iteration 19Q (40718.870000 sec): 3 clusters Score: Raw -1630188.505519 + Penalty 4523.671900 = -1625664.833620 nChanged 35 SP:Iteration 20F (40718.910000 sec): 3 clusters Score: Raw -1630207.832448 + Penalty 4523.671900 = -1625684.160549 nChanged 31 SP:Iteration 21Q (40718.940000 sec): 3 clusters Score: Raw -1630224.523278 + Penalty 4523.671900 = -1625700.851378 nChanged 34 SP:Iteration 22Q (40718.960000 sec): 3 clusters Score: Raw -1630239.898120 + Penalty 4523.671900 = -1625716.226221 nChanged 31 SP:Iteration 23Q (40718.990000 sec): 3 clusters Score: Raw -1630256.285725 + Penalty 4523.671900 = -1625732.613826 nChanged 30 SP:Iteration 24Q (40719.020000 sec): 3 clusters Score: Raw -1630279.548084 + Penalty 4523.671900 = -1625755.876185 nChanged 46 SP:Iteration 25Q (40719.050000 sec): 3 clusters Score: Raw -1630329.639024 + Penalty 4523.671900 = -1625805.967124 nChanged 64 SP:Iteration 26Q (40719.080000 sec): 3 clusters Score: Raw -1630394.190934 + Penalty 4523.671900 = -1625870.519034 nChanged 77 SP:Iteration 27Q (40719.110000 sec): 3 clusters Score: Raw -1630462.851335 + Penalty 4523.671900 = -1625939.179436 nChanged 95 SP:Iteration 28Q (40719.140000 sec): 3 clusters Score: Raw -1630572.566611 + Penalty 4523.671900 = -1626048.894711 nChanged 113 SP:Iteration 29Q (40719.160000 sec): 3 clusters Score: Raw -1630710.792924 + Penalty 4523.671900 = -1626187.121025 nChanged 130 SP:Iteration 30Q (40719.190000 sec): 3 clusters Score: Raw -1630871.140356 + Penalty 4523.671900 = -1626347.468456 nChanged 120 SP:Iteration 31Q (40719.220000 sec): 3 clusters Score: Raw -1630975.949018 + Penalty 4523.671900 = -1626452.277118 nChanged 102 SP:Iteration 32Q (40719.250000 sec): 3 clusters Score: Raw -1631059.489376 + Penalty 4523.671900 = -1626535.817476 nChanged 75 SP:Iteration 33Q (40719.280000 sec): 3 clusters Score: Raw -1631113.044507 + Penalty 4523.671900 = -1626589.372607 nChanged 51 SP:Iteration 34Q (40719.300000 sec): 3 clusters Score: Raw -1631140.906900 + Penalty 4523.671900 = -1626617.235000 nChanged 28 SP:Iteration 35Q (40719.330000 sec): 3 clusters Score: Raw -1631155.088633 + Penalty 4523.671900 = -1626631.416734 nChanged 14 SP:Iteration 36Q (40719.360000 sec): 3 clusters Score: Raw -1631159.160968 + Penalty 4523.671900 = -1626635.489068 nChanged 5 SP:Iteration 37Q (40719.380000 sec): 3 clusters Score: Raw -1631160.150084 + Penalty 4523.671900 = -1626636.478184 nChanged 0 SP:Iteration 38F (40719.420000 sec): 3 clusters Score: Raw -1631160.150084 + Penalty 4523.671900 = -1626636.478184 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 35. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40719.440000 sec): 2 clusters Score: Raw -468260.584391 + Penalty 1976.829267 = -466283.755124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40719.460000 sec): 3 clusters Score: Raw -467057.921719 + Penalty 3953.658534 = -463104.263185 nChanged 1015 SP:Iteration 1F (40719.470000 sec): 3 clusters Score: Raw -467782.080609 + Penalty 3953.658534 = -463828.422075 nChanged 222 SP:Iteration 2F (40719.480000 sec): 3 clusters Score: Raw -467970.316291 + Penalty 3953.658534 = -464016.657757 nChanged 147 SP:Iteration 3F (40719.490000 sec): 3 clusters Score: Raw -468111.598114 + Penalty 3953.658534 = -464157.939580 nChanged 133 SP:Iteration 4Q (40719.500000 sec): 3 clusters Score: Raw -468250.647654 + Penalty 3953.658534 = -464296.989121 nChanged 135 SP:Iteration 5Q (40719.510000 sec): 3 clusters Score: Raw -468376.652207 + Penalty 3953.658534 = -464422.993674 nChanged 132 SP:Iteration 6Q (40719.520000 sec): 3 clusters Score: Raw -468493.338529 + Penalty 3953.658534 = -464539.679995 nChanged 107 SP:Iteration 7Q (40719.540000 sec): 3 clusters Score: Raw -468597.401017 + Penalty 3953.658534 = -464643.742483 nChanged 100 SP:Iteration 8Q (40719.550000 sec): 3 clusters Score: Raw -468684.871730 + Penalty 3953.658534 = -464731.213196 nChanged 73 SP:Iteration 9Q (40719.560000 sec): 3 clusters Score: Raw -468750.320263 + Penalty 3953.658534 = -464796.661730 nChanged 65 SP:Iteration 10Q (40719.570000 sec): 3 clusters Score: Raw -468807.205872 + Penalty 3953.658534 = -464853.547339 nChanged 56 SP:Iteration 11Q (40719.580000 sec): 3 clusters Score: Raw -468855.231177 + Penalty 3953.658534 = -464901.572644 nChanged 55 SP:Iteration 12Q (40719.590000 sec): 3 clusters Score: Raw -468902.894108 + Penalty 3953.658534 = -464949.235575 nChanged 39 SP:Iteration 13Q (40719.600000 sec): 3 clusters Score: Raw -468937.183890 + Penalty 3953.658534 = -464983.525356 nChanged 51 SP:Iteration 14Q (40719.610000 sec): 3 clusters Score: Raw -468979.726461 + Penalty 3953.658534 = -465026.067927 nChanged 41 SP:Iteration 15Q (40719.620000 sec): 3 clusters Score: Raw -469008.308982 + Penalty 3953.658534 = -465054.650448 nChanged 28 SP:Iteration 16Q (40719.630000 sec): 3 clusters Score: Raw -469028.596438 + Penalty 3953.658534 = -465074.937904 nChanged 26 SP:Iteration 17Q (40719.640000 sec): 3 clusters Score: Raw -469046.645145 + Penalty 3953.658534 = -465092.986612 nChanged 17 SP:Iteration 18Q (40719.660000 sec): 3 clusters Score: Raw -469058.203233 + Penalty 3953.658534 = -465104.544699 nChanged 14 SP:Iteration 19Q (40719.660000 sec): 3 clusters Score: Raw -469068.663439 + Penalty 3953.658534 = -465115.004905 nChanged 9 SP:Iteration 20F (40719.680000 sec): 3 clusters Score: Raw -469073.116703 + Penalty 3953.658534 = -465119.458170 nChanged 8 SP:Iteration 21Q (40719.690000 sec): 3 clusters Score: Raw -469078.089029 + Penalty 3953.658534 = -465124.430495 nChanged 9 SP:Iteration 22Q (40719.700000 sec): 3 clusters Score: Raw -469082.941852 + Penalty 3953.658534 = -465129.283319 nChanged 9 SP:Iteration 23Q (40719.710000 sec): 3 clusters Score: Raw -469088.352644 + Penalty 3953.658534 = -465134.694111 nChanged 7 SP:Iteration 24Q (40719.720000 sec): 3 clusters Score: Raw -469091.946369 + Penalty 3953.658534 = -465138.287835 nChanged 8 SP:Iteration 25Q (40719.730000 sec): 3 clusters Score: Raw -469096.106547 + Penalty 3953.658534 = -465142.448013 nChanged 7 SP:Iteration 26Q (40719.740000 sec): 3 clusters Score: Raw -469098.500218 + Penalty 3953.658534 = -465144.841684 nChanged 8 SP:Iteration 27Q (40719.750000 sec): 3 clusters Score: Raw -469102.136003 + Penalty 3953.658534 = -465148.477469 nChanged 5 SP:Iteration 28Q (40719.760000 sec): 3 clusters Score: Raw -469104.794523 + Penalty 3953.658534 = -465151.135989 nChanged 5 SP:Iteration 29Q (40719.770000 sec): 3 clusters Score: Raw -469106.825652 + Penalty 3953.658534 = -465153.167118 nChanged 6 SP:Iteration 30Q (40719.780000 sec): 3 clusters Score: Raw -469110.355428 + Penalty 3953.658534 = -465156.696894 nChanged 1 SP:Iteration 31Q (40719.790000 sec): 3 clusters Score: Raw -469110.968458 + Penalty 3953.658534 = -465157.309924 nChanged 1 SP:Iteration 32Q (40719.800000 sec): 3 clusters Score: Raw -469111.110574 + Penalty 3953.658534 = -465157.452041 nChanged 1 SP:Iteration 33Q (40719.810000 sec): 3 clusters Score: Raw -469111.764602 + Penalty 3953.658534 = -465158.106068 nChanged 2 SP:Iteration 34Q (40719.820000 sec): 3 clusters Score: Raw -469112.936177 + Penalty 3953.658534 = -465159.277643 nChanged 4 SP:Iteration 35Q (40719.830000 sec): 3 clusters Score: Raw -469116.649526 + Penalty 3953.658534 = -465162.990992 nChanged 6 SP:Iteration 36Q (40719.840000 sec): 3 clusters Score: Raw -469118.802307 + Penalty 3953.658534 = -465165.143773 nChanged 3 SP:Iteration 37Q (40719.860000 sec): 3 clusters Score: Raw -469119.618868 + Penalty 3953.658534 = -465165.960335 nChanged 1 SP:Iteration 38Q (40719.860000 sec): 3 clusters Score: Raw -469119.986904 + Penalty 3953.658534 = -465166.328370 nChanged 2 SP:Iteration 39Q (40719.880000 sec): 3 clusters Score: Raw -469120.494956 + Penalty 3953.658534 = -465166.836422 nChanged 4 SP:Iteration 40F (40719.890000 sec): 3 clusters Score: Raw -469122.157231 + Penalty 3953.658534 = -465168.498697 nChanged 1 SP:Iteration 41Q (40719.900000 sec): 3 clusters Score: Raw -469122.344545 + Penalty 3953.658534 = -465168.686012 nChanged 0 SP:Iteration 42F (40719.910000 sec): 3 clusters Score: Raw -469122.344545 + Penalty 3953.658534 = -465168.686012 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (2030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40719.920000 sec): 2 clusters Score: Raw -323561.084051 + Penalty 1888.716186 = -321672.367865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40719.930000 sec): 3 clusters Score: Raw -322928.995827 + Penalty 3777.432372 = -319151.563455 nChanged 647 SP:Iteration 1F (40719.940000 sec): 3 clusters Score: Raw -323696.471947 + Penalty 3777.432372 = -319919.039575 nChanged 240 SP:Iteration 2F (40719.940000 sec): 3 clusters Score: Raw -324122.568568 + Penalty 3777.432372 = -320345.136196 nChanged 151 SP:Iteration 3F (40719.950000 sec): 3 clusters Score: Raw -324502.641119 + Penalty 3777.432372 = -320725.208747 nChanged 193 SP:Iteration 4F (40719.960000 sec): 3 clusters Score: Raw -325394.981221 + Penalty 3777.432372 = -321617.548849 nChanged 283 SP:Iteration 5F (40719.970000 sec): 3 clusters Score: Raw -327263.238693 + Penalty 3777.432372 = -323485.806321 nChanged 220 SP:Iteration 6F (40719.980000 sec): 3 clusters Score: Raw -328643.074673 + Penalty 3777.432372 = -324865.642302 nChanged 95 SP:Iteration 7Q (40719.980000 sec): 3 clusters Score: Raw -329003.156475 + Penalty 3777.432372 = -325225.724103 nChanged 38 SP:Iteration 8Q (40719.990000 sec): 3 clusters Score: Raw -329089.443176 + Penalty 3777.432372 = -325312.010804 nChanged 18 SP:Iteration 9Q (40720.000000 sec): 3 clusters Score: Raw -329134.910377 + Penalty 3777.432372 = -325357.478005 nChanged 9 SP:Iteration 10Q (40720.000000 sec): 3 clusters Score: Raw -329153.829328 + Penalty 3777.432372 = -325376.396957 nChanged 2 SP:Iteration 11Q (40720.010000 sec): 3 clusters Score: Raw -329156.314656 + Penalty 3777.432372 = -325378.882285 nChanged 2 SP:Iteration 12Q (40720.010000 sec): 3 clusters Score: Raw -329162.517930 + Penalty 3777.432372 = -325385.085559 nChanged 3 SP:Iteration 13Q (40720.020000 sec): 3 clusters Score: Raw -329168.219764 + Penalty 3777.432372 = -325390.787392 nChanged 0 SP:Iteration 14F (40720.030000 sec): 3 clusters Score: Raw -329177.784085 + Penalty 3777.432372 = -325400.351713 nChanged 4 SP:Iteration 15Q (40720.030000 sec): 3 clusters Score: Raw -329206.725241 + Penalty 3777.432372 = -325429.292869 nChanged 2 SP:Iteration 16Q (40720.040000 sec): 3 clusters Score: Raw -329209.746687 + Penalty 3777.432372 = -325432.314315 nChanged 2 SP:Iteration 17Q (40720.040000 sec): 3 clusters Score: Raw -329217.037105 + Penalty 3777.432372 = -325439.604733 nChanged 0 SP:Iteration 18F (40720.060000 sec): 3 clusters Score: Raw -329217.037105 + Penalty 3777.432372 = -325439.604733 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 36. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (110576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40720.440000 sec): 2 clusters Score: Raw -19616901.871454 + Penalty 2880.137670 = -19614021.733784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40720.900000 sec): 3 clusters Score: Raw -19546128.483015 + Penalty 5760.275340 = -19540368.207675 nChanged 52141 SP:Iteration 1F (40721.350000 sec): 3 clusters Score: Raw -19575728.963015 + Penalty 5760.275340 = -19569968.687675 nChanged 3810 SP:Iteration 2Q (40721.810000 sec): 3 clusters Score: Raw -19576720.368351 + Penalty 5760.275340 = -19570960.093012 nChanged 4330 SP:Iteration 3Q (40722.270000 sec): 3 clusters Score: Raw -19578036.288948 + Penalty 5760.275340 = -19572276.013608 nChanged 4939 SP:Iteration 4Q (40722.740000 sec): 3 clusters Score: Raw -19579889.184593 + Penalty 5760.275340 = -19574128.909253 nChanged 5880 SP:Iteration 5F (40723.180000 sec): 3 clusters Score: Raw -19582670.601267 + Penalty 5760.275340 = -19576910.325927 nChanged 7108 SP:Iteration 6F (40723.640000 sec): 3 clusters Score: Raw -19587028.088275 + Penalty 5760.275340 = -19581267.812935 nChanged 8317 SP:Iteration 7F (40724.080000 sec): 3 clusters Score: Raw -19593394.184134 + Penalty 5760.275340 = -19587633.908794 nChanged 8942 SP:Iteration 8F (40724.530000 sec): 3 clusters Score: Raw -19601560.551868 + Penalty 5760.275340 = -19595800.276529 nChanged 7722 SP:Iteration 9F (40724.980000 sec): 3 clusters Score: Raw -19609270.507860 + Penalty 5760.275340 = -19603510.232520 nChanged 4874 SP:Iteration 10Q (40725.430000 sec): 3 clusters Score: Raw -19614125.459054 + Penalty 5760.275340 = -19608365.183715 nChanged 2132 SP:Iteration 11Q (40725.840000 sec): 3 clusters Score: Raw -19616135.047399 + Penalty 5760.275340 = -19610374.772059 nChanged 674 SP:Iteration 12Q (40726.200000 sec): 3 clusters Score: Raw -19616772.713876 + Penalty 5760.275340 = -19611012.438536 nChanged 199 SP:Iteration 13Q (40726.530000 sec): 3 clusters Score: Raw -19616993.892564 + Penalty 5760.275340 = -19611233.617224 nChanged 71 SP:Iteration 14Q (40726.850000 sec): 3 clusters Score: Raw -19617100.707574 + Penalty 5760.275340 = -19611340.432234 nChanged 34 SP:Iteration 15Q (40727.160000 sec): 3 clusters Score: Raw -19617151.671934 + Penalty 5760.275340 = -19611391.396594 nChanged 17 SP:Iteration 16Q (40727.480000 sec): 3 clusters Score: Raw -19617178.752950 + Penalty 5760.275340 = -19611418.477611 nChanged 16 SP:Iteration 17Q (40727.790000 sec): 3 clusters Score: Raw -19617200.014234 + Penalty 5760.275340 = -19611439.738894 nChanged 6 SP:Iteration 18Q (40728.100000 sec): 3 clusters Score: Raw -19617211.005634 + Penalty 5760.275340 = -19611450.730294 nChanged 8 SP:Iteration 19Q (40728.420000 sec): 3 clusters Score: Raw -19617221.665298 + Penalty 5760.275340 = -19611461.389958 nChanged 5 SP:Iteration 20F (40728.860000 sec): 3 clusters Score: Raw -19617228.914526 + Penalty 5760.275340 = -19611468.639186 nChanged 2 SP:Iteration 21Q (40729.170000 sec): 3 clusters Score: Raw -19617231.109881 + Penalty 5760.275340 = -19611470.834541 nChanged 1 SP:Iteration 22Q (40729.490000 sec): 3 clusters Score: Raw -19617233.128469 + Penalty 5760.275340 = -19611472.853129 nChanged 3 SP:Iteration 23Q (40729.800000 sec): 3 clusters Score: Raw -19617237.716995 + Penalty 5760.275340 = -19611477.441656 nChanged 4 SP:Iteration 24Q (40730.110000 sec): 3 clusters Score: Raw -19617242.836272 + Penalty 5760.275340 = -19611482.560932 nChanged 3 SP:Iteration 25Q (40730.420000 sec): 3 clusters Score: Raw -19617249.044535 + Penalty 5760.275340 = -19611488.769195 nChanged 0 SP:Iteration 26F (40730.870000 sec): 3 clusters Score: Raw -19617249.044535 + Penalty 5760.275340 = -19611488.769195 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40730.910000 sec): 2 clusters Score: Raw -84514.510158 + Penalty 1647.659854 = -82866.850304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40730.920000 sec): 3 clusters Score: Raw -84736.281275 + Penalty 3295.319708 = -81440.961567 nChanged 265 SP:Iteration 1F (40730.920000 sec): 3 clusters Score: Raw -85842.699635 + Penalty 3295.319708 = -82547.379928 nChanged 124 SP:Iteration 2F (40730.920000 sec): 3 clusters Score: Raw -86491.528226 + Penalty 3295.319708 = -83196.208519 nChanged 49 SP:Iteration 3F (40730.930000 sec): 3 clusters Score: Raw -86874.641911 + Penalty 3295.319708 = -83579.322204 nChanged 24 SP:Iteration 4Q (40730.930000 sec): 3 clusters Score: Raw -87173.250142 + Penalty 3295.319708 = -83877.930435 nChanged 27 SP:Iteration 5Q (40730.930000 sec): 3 clusters Score: Raw -87585.635582 + Penalty 3295.319708 = -84290.315875 nChanged 26 SP:Iteration 6Q (40730.930000 sec): 3 clusters Score: Raw -87882.952138 + Penalty 3295.319708 = -84587.632430 nChanged 28 SP:Iteration 7Q (40730.930000 sec): 3 clusters Score: Raw -88095.139418 + Penalty 3295.319708 = -84799.819711 nChanged 21 SP:Iteration 8Q (40730.940000 sec): 3 clusters Score: Raw -88246.848286 + Penalty 3295.319708 = -84951.528578 nChanged 17 SP:Iteration 9Q (40730.940000 sec): 3 clusters Score: Raw -88356.203517 + Penalty 3295.319708 = -85060.883809 nChanged 6 SP:Iteration 10Q (40730.940000 sec): 3 clusters Score: Raw -88391.980154 + Penalty 3295.319708 = -85096.660447 nChanged 5 SP:Iteration 11Q (40730.950000 sec): 3 clusters Score: Raw -88409.964294 + Penalty 3295.319708 = -85114.644586 nChanged 2 SP:Iteration 12Q (40730.950000 sec): 3 clusters Score: Raw -88415.886422 + Penalty 3295.319708 = -85120.566715 nChanged 2 SP:Iteration 13Q (40730.950000 sec): 3 clusters Score: Raw -88420.257871 + Penalty 3295.319708 = -85124.938163 nChanged 0 SP:Iteration 14F (40730.950000 sec): 3 clusters Score: Raw -88427.763271 + Penalty 3295.319708 = -85132.443563 nChanged 1 SP:Iteration 15Q (40730.950000 sec): 3 clusters Score: Raw -88436.117334 + Penalty 3295.319708 = -85140.797626 nChanged 0 SP:Iteration 16F (40730.960000 sec): 3 clusters Score: Raw -88436.117334 + Penalty 3295.319708 = -85140.797626 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40730.980000 sec): 2 clusters Score: Raw -172370.535533 + Penalty 1852.191291 = -170518.344242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40730.990000 sec): 3 clusters Score: Raw -172903.409558 + Penalty 3704.382583 = -169199.026976 nChanged 790 SP:Iteration 1F (40730.990000 sec): 3 clusters Score: Raw -184338.138561 + Penalty 3704.382583 = -180633.755978 nChanged 233 SP:Iteration 2F (40731.000000 sec): 3 clusters Score: Raw -192753.198669 + Penalty 3704.382583 = -189048.816086 nChanged 119 SP:Iteration 3F (40731.010000 sec): 3 clusters Score: Raw -196125.759621 + Penalty 3704.382583 = -192421.377038 nChanged 86 SP:Iteration 4Q (40731.010000 sec): 3 clusters Score: Raw -199087.126269 + Penalty 3704.382583 = -195382.743687 nChanged 46 SP:Iteration 5Q (40731.010000 sec): 3 clusters Score: Raw -202821.465110 + Penalty 3704.382583 = -199117.082527 nChanged 21 SP:Iteration 6Q (40731.020000 sec): 3 clusters Score: Raw -203241.546610 + Penalty 3704.382583 = -199537.164027 nChanged 7 SP:Iteration 7Q (40731.030000 sec): 3 clusters Score: Raw -203275.016463 + Penalty 3704.382583 = -199570.633880 nChanged 1 SP:Iteration 8Q (40731.030000 sec): 3 clusters Score: Raw -203277.069870 + Penalty 3704.382583 = -199572.687287 nChanged 0 SP:Iteration 9F (40731.040000 sec): 3 clusters Score: Raw -203277.069870 + Penalty 3704.382583 = -199572.687287 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (25603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40731.140000 sec): 2 clusters Score: Raw -4225194.456521 + Penalty 2517.315273 = -4222677.141248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40731.240000 sec): 3 clusters Score: Raw -4209962.730278 + Penalty 5034.630546 = -4204928.099731 nChanged 11458 SP:Iteration 1F (40731.340000 sec): 3 clusters Score: Raw -4216166.204905 + Penalty 5034.630546 = -4211131.574358 nChanged 1483 SP:Iteration 2F (40731.440000 sec): 3 clusters Score: Raw -4216884.325967 + Penalty 5034.630546 = -4211849.695421 nChanged 1463 SP:Iteration 3F (40731.550000 sec): 3 clusters Score: Raw -4217644.300392 + Penalty 5034.630546 = -4212609.669846 nChanged 1479 SP:Iteration 4F (40731.650000 sec): 3 clusters Score: Raw -4218503.301925 + Penalty 5034.630546 = -4213468.671379 nChanged 1527 SP:Iteration 5F (40731.750000 sec): 3 clusters Score: Raw -4219466.446679 + Penalty 5034.630546 = -4214431.816133 nChanged 1573 SP:Iteration 6F (40731.850000 sec): 3 clusters Score: Raw -4220546.527600 + Penalty 5034.630546 = -4215511.897054 nChanged 1511 SP:Iteration 7F (40731.950000 sec): 3 clusters Score: Raw -4221670.664608 + Penalty 5034.630546 = -4216636.034062 nChanged 1382 SP:Iteration 8F (40732.050000 sec): 3 clusters Score: Raw -4222769.757566 + Penalty 5034.630546 = -4217735.127020 nChanged 1165 SP:Iteration 9Q (40732.150000 sec): 3 clusters Score: Raw -4223699.157458 + Penalty 5034.630546 = -4218664.526912 nChanged 889 SP:Iteration 10Q (40732.250000 sec): 3 clusters Score: Raw -4224361.877898 + Penalty 5034.630546 = -4219327.247352 nChanged 657 SP:Iteration 11Q (40732.350000 sec): 3 clusters Score: Raw -4224817.947412 + Penalty 5034.630546 = -4219783.316866 nChanged 486 SP:Iteration 12Q (40732.440000 sec): 3 clusters Score: Raw -4225120.928020 + Penalty 5034.630546 = -4220086.297473 nChanged 375 SP:Iteration 13Q (40732.530000 sec): 3 clusters Score: Raw -4225312.690871 + Penalty 5034.630546 = -4220278.060325 nChanged 296 SP:Iteration 14Q (40732.610000 sec): 3 clusters Score: Raw -4225439.570592 + Penalty 5034.630546 = -4220404.940046 nChanged 253 SP:Iteration 15Q (40732.700000 sec): 3 clusters Score: Raw -4225548.232278 + Penalty 5034.630546 = -4220513.601731 nChanged 244 SP:Iteration 16Q (40732.790000 sec): 3 clusters Score: Raw -4225649.848137 + Penalty 5034.630546 = -4220615.217591 nChanged 172 SP:Iteration 17Q (40732.870000 sec): 3 clusters Score: Raw -4225710.748420 + Penalty 5034.630546 = -4220676.117874 nChanged 137 SP:Iteration 18Q (40732.950000 sec): 3 clusters Score: Raw -4225749.841150 + Penalty 5034.630546 = -4220715.210604 nChanged 105 SP:Iteration 19Q (40733.030000 sec): 3 clusters Score: Raw -4225780.555391 + Penalty 5034.630546 = -4220745.924845 nChanged 99 SP:Iteration 20F (40733.130000 sec): 3 clusters Score: Raw -4225811.973546 + Penalty 5034.630546 = -4220777.343000 nChanged 90 SP:Iteration 21Q (40733.220000 sec): 3 clusters Score: Raw -4225838.189434 + Penalty 5034.630546 = -4220803.558888 nChanged 80 SP:Iteration 22Q (40733.310000 sec): 3 clusters Score: Raw -4225858.646913 + Penalty 5034.630546 = -4220824.016366 nChanged 63 SP:Iteration 23Q (40733.390000 sec): 3 clusters Score: Raw -4225872.082548 + Penalty 5034.630546 = -4220837.452001 nChanged 37 SP:Iteration 24Q (40733.470000 sec): 3 clusters Score: Raw -4225879.727818 + Penalty 5034.630546 = -4220845.097271 nChanged 33 SP:Iteration 25Q (40733.550000 sec): 3 clusters Score: Raw -4225888.113216 + Penalty 5034.630546 = -4220853.482670 nChanged 32 SP:Iteration 26Q (40733.630000 sec): 3 clusters Score: Raw -4225895.741947 + Penalty 5034.630546 = -4220861.111401 nChanged 21 SP:Iteration 27Q (40733.710000 sec): 3 clusters Score: Raw -4225900.270199 + Penalty 5034.630546 = -4220865.639653 nChanged 20 SP:Iteration 28Q (40733.790000 sec): 3 clusters Score: Raw -4225904.241922 + Penalty 5034.630546 = -4220869.611375 nChanged 20 SP:Iteration 29Q (40733.870000 sec): 3 clusters Score: Raw -4225909.174532 + Penalty 5034.630546 = -4220874.543985 nChanged 22 SP:Iteration 30Q (40733.950000 sec): 3 clusters Score: Raw -4225913.428105 + Penalty 5034.630546 = -4220878.797558 nChanged 17 SP:Iteration 31Q (40734.030000 sec): 3 clusters Score: Raw -4225917.155582 + Penalty 5034.630546 = -4220882.525036 nChanged 20 SP:Iteration 32Q (40734.110000 sec): 3 clusters Score: Raw -4225920.494378 + Penalty 5034.630546 = -4220885.863832 nChanged 14 SP:Iteration 33Q (40734.190000 sec): 3 clusters Score: Raw -4225922.992649 + Penalty 5034.630546 = -4220888.362102 nChanged 18 SP:Iteration 34Q (40734.270000 sec): 3 clusters Score: Raw -4225927.561253 + Penalty 5034.630546 = -4220892.930707 nChanged 25 SP:Iteration 35Q (40734.340000 sec): 3 clusters Score: Raw -4225934.555837 + Penalty 5034.630546 = -4220899.925290 nChanged 29 SP:Iteration 36Q (40734.420000 sec): 3 clusters Score: Raw -4225944.154914 + Penalty 5034.630546 = -4220909.524368 nChanged 26 SP:Iteration 37Q (40734.500000 sec): 3 clusters Score: Raw -4225950.737359 + Penalty 5034.630546 = -4220916.106812 nChanged 23 SP:Iteration 38Q (40734.580000 sec): 3 clusters Score: Raw -4225956.390626 + Penalty 5034.630546 = -4220921.760079 nChanged 17 SP:Iteration 39Q (40734.660000 sec): 3 clusters Score: Raw -4225961.369965 + Penalty 5034.630546 = -4220926.739419 nChanged 16 SP:Iteration 40F (40734.760000 sec): 3 clusters Score: Raw -4225965.156109 + Penalty 5034.630546 = -4220930.525563 nChanged 18 SP:Iteration 41Q (40734.840000 sec): 3 clusters Score: Raw -4225968.512407 + Penalty 5034.630546 = -4220933.881860 nChanged 14 SP:Iteration 42Q (40734.910000 sec): 3 clusters Score: Raw -4225970.863393 + Penalty 5034.630546 = -4220936.232847 nChanged 17 SP:Iteration 43Q (40734.990000 sec): 3 clusters Score: Raw -4225973.878210 + Penalty 5034.630546 = -4220939.247663 nChanged 15 SP:Iteration 44Q (40735.070000 sec): 3 clusters Score: Raw -4225977.006886 + Penalty 5034.630546 = -4220942.376340 nChanged 12 SP:Iteration 45Q (40735.150000 sec): 3 clusters Score: Raw -4225979.175090 + Penalty 5034.630546 = -4220944.544544 nChanged 17 SP:Iteration 46Q (40735.230000 sec): 3 clusters Score: Raw -4225982.789299 + Penalty 5034.630546 = -4220948.158752 nChanged 16 SP:Iteration 47Q (40735.310000 sec): 3 clusters Score: Raw -4225986.653109 + Penalty 5034.630546 = -4220952.022563 nChanged 12 SP:Iteration 48Q (40735.380000 sec): 3 clusters Score: Raw -4225988.890156 + Penalty 5034.630546 = -4220954.259609 nChanged 8 SP:Iteration 49Q (40735.460000 sec): 3 clusters Score: Raw -4225990.028637 + Penalty 5034.630546 = -4220955.398090 nChanged 5 SP:Iteration 50Q (40735.540000 sec): 3 clusters Score: Raw -4225990.598495 + Penalty 5034.630546 = -4220955.967949 nChanged 3 SP:Iteration 51Q (40735.620000 sec): 3 clusters Score: Raw -4225991.046365 + Penalty 5034.630546 = -4220956.415819 nChanged 2 SP:Iteration 52Q (40735.690000 sec): 3 clusters Score: Raw -4225991.276491 + Penalty 5034.630546 = -4220956.645945 nChanged 4 SP:Iteration 53Q (40735.770000 sec): 3 clusters Score: Raw -4225991.907790 + Penalty 5034.630546 = -4220957.277244 nChanged 4 SP:Iteration 54Q (40735.850000 sec): 3 clusters Score: Raw -4225992.870504 + Penalty 5034.630546 = -4220958.239958 nChanged 4 SP:Iteration 55Q (40735.930000 sec): 3 clusters Score: Raw -4225993.661465 + Penalty 5034.630546 = -4220959.030919 nChanged 5 SP:Iteration 56Q (40736.010000 sec): 3 clusters Score: Raw -4225994.526277 + Penalty 5034.630546 = -4220959.895730 nChanged 9 SP:Iteration 57Q (40736.080000 sec): 3 clusters Score: Raw -4225996.258640 + Penalty 5034.630546 = -4220961.628093 nChanged 9 SP:Iteration 58Q (40736.160000 sec): 3 clusters Score: Raw -4225998.355527 + Penalty 5034.630546 = -4220963.724980 nChanged 7 SP:Iteration 59Q (40736.240000 sec): 3 clusters Score: Raw -4225999.849235 + Penalty 5034.630546 = -4220965.218689 nChanged 9 SP:Iteration 60F (40736.340000 sec): 3 clusters Score: Raw -4226001.744844 + Penalty 5034.630546 = -4220967.114297 nChanged 11 SP:Iteration 61Q (40736.410000 sec): 3 clusters Score: Raw -4226003.751781 + Penalty 5034.630546 = -4220969.121235 nChanged 8 SP:Iteration 62Q (40736.490000 sec): 3 clusters Score: Raw -4226005.373371 + Penalty 5034.630546 = -4220970.742825 nChanged 8 SP:Iteration 63Q (40736.570000 sec): 3 clusters Score: Raw -4226006.657360 + Penalty 5034.630546 = -4220972.026813 nChanged 6 SP:Iteration 64Q (40736.650000 sec): 3 clusters Score: Raw -4226007.706308 + Penalty 5034.630546 = -4220973.075761 nChanged 5 SP:Iteration 65Q (40736.730000 sec): 3 clusters Score: Raw -4226008.778118 + Penalty 5034.630546 = -4220974.147572 nChanged 7 SP:Iteration 66Q (40736.800000 sec): 3 clusters Score: Raw -4226010.601681 + Penalty 5034.630546 = -4220975.971134 nChanged 7 SP:Iteration 67Q (40736.880000 sec): 3 clusters Score: Raw -4226011.809002 + Penalty 5034.630546 = -4220977.178456 nChanged 3 SP:Iteration 68Q (40736.950000 sec): 3 clusters Score: Raw -4226012.613167 + Penalty 5034.630546 = -4220977.982621 nChanged 5 SP:Iteration 69Q (40737.030000 sec): 3 clusters Score: Raw -4226013.587471 + Penalty 5034.630546 = -4220978.956925 nChanged 3 SP:Iteration 70Q (40737.110000 sec): 3 clusters Score: Raw -4226014.484524 + Penalty 5034.630546 = -4220979.853978 nChanged 6 SP:Iteration 71Q (40737.190000 sec): 3 clusters Score: Raw -4226016.105377 + Penalty 5034.630546 = -4220981.474831 nChanged 4 SP:Iteration 72Q (40737.260000 sec): 3 clusters Score: Raw -4226017.146846 + Penalty 5034.630546 = -4220982.516300 nChanged 9 SP:Iteration 73Q (40737.340000 sec): 3 clusters Score: Raw -4226019.311827 + Penalty 5034.630546 = -4220984.681280 nChanged 8 SP:Iteration 74Q (40737.420000 sec): 3 clusters Score: Raw -4226021.314345 + Penalty 5034.630546 = -4220986.683799 nChanged 6 SP:Iteration 75Q (40737.490000 sec): 3 clusters Score: Raw -4226022.560476 + Penalty 5034.630546 = -4220987.929930 nChanged 6 SP:Iteration 76Q (40737.570000 sec): 3 clusters Score: Raw -4226023.880932 + Penalty 5034.630546 = -4220989.250386 nChanged 6 SP:Iteration 77Q (40737.640000 sec): 3 clusters Score: Raw -4226024.830293 + Penalty 5034.630546 = -4220990.199747 nChanged 3 SP:Iteration 78Q (40737.720000 sec): 3 clusters Score: Raw -4226025.382013 + Penalty 5034.630546 = -4220990.751467 nChanged 3 SP:Iteration 79Q (40737.800000 sec): 3 clusters Score: Raw -4226026.166920 + Penalty 5034.630546 = -4220991.536374 nChanged 4 SP:Iteration 80F (40737.900000 sec): 3 clusters Score: Raw -4226027.020846 + Penalty 5034.630546 = -4220992.390300 nChanged 5 SP:Iteration 81Q (40737.970000 sec): 3 clusters Score: Raw -4226027.717828 + Penalty 5034.630546 = -4220993.087282 nChanged 2 SP:Iteration 82Q (40738.050000 sec): 3 clusters Score: Raw -4226027.982149 + Penalty 5034.630546 = -4220993.351602 nChanged 2 SP:Iteration 83Q (40738.130000 sec): 3 clusters Score: Raw -4226028.375671 + Penalty 5034.630546 = -4220993.745124 nChanged 4 SP:Iteration 84Q (40738.210000 sec): 3 clusters Score: Raw -4226028.980092 + Penalty 5034.630546 = -4220994.349545 nChanged 4 SP:Iteration 85Q (40738.280000 sec): 3 clusters Score: Raw -4226029.616978 + Penalty 5034.630546 = -4220994.986432 nChanged 3 SP:Iteration 86Q (40738.360000 sec): 3 clusters Score: Raw -4226030.192522 + Penalty 5034.630546 = -4220995.561975 nChanged 3 SP:Iteration 87Q (40738.430000 sec): 3 clusters Score: Raw -4226030.564254 + Penalty 5034.630546 = -4220995.933708 nChanged 4 SP:Iteration 88Q (40738.510000 sec): 3 clusters Score: Raw -4226031.178196 + Penalty 5034.630546 = -4220996.547650 nChanged 2 SP:Iteration 89Q (40738.590000 sec): 3 clusters Score: Raw -4226031.367978 + Penalty 5034.630546 = -4220996.737432 nChanged 0 SP:Iteration 90F (40738.690000 sec): 3 clusters Score: Raw -4226031.367978 + Penalty 5034.630546 = -4220996.737432 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (1809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40738.710000 sec): 2 clusters Score: Raw -266822.989005 + Penalty 1860.131312 = -264962.857693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40738.710000 sec): 3 clusters Score: Raw -266355.146598 + Penalty 3720.262625 = -262634.883973 nChanged 646 SP:Iteration 1F (40738.720000 sec): 3 clusters Score: Raw -267639.936213 + Penalty 3720.262625 = -263919.673588 nChanged 293 SP:Iteration 2F (40738.730000 sec): 3 clusters Score: Raw -268574.123681 + Penalty 3720.262625 = -264853.861056 nChanged 171 SP:Iteration 3F (40738.730000 sec): 3 clusters Score: Raw -269114.611091 + Penalty 3720.262625 = -265394.348467 nChanged 106 SP:Iteration 4F (40738.740000 sec): 3 clusters Score: Raw -269438.926186 + Penalty 3720.262625 = -265718.663561 nChanged 74 SP:Iteration 5Q (40738.750000 sec): 3 clusters Score: Raw -269579.400168 + Penalty 3720.262625 = -265859.137543 nChanged 36 SP:Iteration 6Q (40738.750000 sec): 3 clusters Score: Raw -269653.089162 + Penalty 3720.262625 = -265932.826538 nChanged 21 SP:Iteration 7Q (40738.760000 sec): 3 clusters Score: Raw -269718.510406 + Penalty 3720.262625 = -265998.247781 nChanged 12 SP:Iteration 8Q (40738.770000 sec): 3 clusters Score: Raw -269738.638839 + Penalty 3720.262625 = -266018.376214 nChanged 11 SP:Iteration 9Q (40738.770000 sec): 3 clusters Score: Raw -269760.786677 + Penalty 3720.262625 = -266040.524052 nChanged 14 SP:Iteration 10Q (40738.780000 sec): 3 clusters Score: Raw -269768.594592 + Penalty 3720.262625 = -266048.331968 nChanged 2 SP:Iteration 11Q (40738.790000 sec): 3 clusters Score: Raw -269770.420603 + Penalty 3720.262625 = -266050.157978 nChanged 2 SP:Iteration 12Q (40738.790000 sec): 3 clusters Score: Raw -269771.051033 + Penalty 3720.262625 = -266050.788408 nChanged 2 SP:Iteration 13Q (40738.790000 sec): 3 clusters Score: Raw -269772.662984 + Penalty 3720.262625 = -266052.400359 nChanged 3 SP:Iteration 14Q (40738.800000 sec): 3 clusters Score: Raw -269774.734924 + Penalty 3720.262625 = -266054.472299 nChanged 2 SP:Iteration 15Q (40738.810000 sec): 3 clusters Score: Raw -269776.552373 + Penalty 3720.262625 = -266056.289748 nChanged 1 SP:Iteration 16Q (40738.810000 sec): 3 clusters Score: Raw -269777.090590 + Penalty 3720.262625 = -266056.827966 nChanged 1 SP:Iteration 17Q (40738.820000 sec): 3 clusters Score: Raw -269777.528896 + Penalty 3720.262625 = -266057.266271 nChanged 1 SP:Iteration 18Q (40738.830000 sec): 3 clusters Score: Raw -269778.481996 + Penalty 3720.262625 = -266058.219371 nChanged 0 SP:Iteration 19F (40738.830000 sec): 3 clusters Score: Raw -269778.481996 + Penalty 3720.262625 = -266058.219371 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40738.910000 sec): 2 clusters Score: Raw -3323646.554274 + Penalty 2442.769194 = -3321203.785080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40738.990000 sec): 3 clusters Score: Raw -3312643.821649 + Penalty 4885.538388 = -3307758.283261 nChanged 8437 SP:Iteration 1F (40739.060000 sec): 3 clusters Score: Raw -3317067.236794 + Penalty 4885.538388 = -3312181.698406 nChanged 1078 SP:Iteration 2F (40739.130000 sec): 3 clusters Score: Raw -3317506.038655 + Penalty 4885.538388 = -3312620.500266 nChanged 956 SP:Iteration 3F (40739.210000 sec): 3 clusters Score: Raw -3317908.071115 + Penalty 4885.538388 = -3313022.532727 nChanged 869 SP:Iteration 4Q (40739.290000 sec): 3 clusters Score: Raw -3318297.280202 + Penalty 4885.538388 = -3313411.741813 nChanged 852 SP:Iteration 5Q (40739.360000 sec): 3 clusters Score: Raw -3318747.032908 + Penalty 4885.538388 = -3313861.494519 nChanged 1013 SP:Iteration 6F (40739.430000 sec): 3 clusters Score: Raw -3319371.795303 + Penalty 4885.538388 = -3314486.256914 nChanged 1155 SP:Iteration 7F (40739.510000 sec): 3 clusters Score: Raw -3320239.842351 + Penalty 4885.538388 = -3315354.303962 nChanged 1244 SP:Iteration 8F (40739.590000 sec): 3 clusters Score: Raw -3321279.739311 + Penalty 4885.538388 = -3316394.200923 nChanged 1151 SP:Iteration 9F (40739.660000 sec): 3 clusters Score: Raw -3322249.247382 + Penalty 4885.538388 = -3317363.708993 nChanged 909 SP:Iteration 10Q (40739.730000 sec): 3 clusters Score: Raw -3322984.134190 + Penalty 4885.538388 = -3318098.595802 nChanged 650 SP:Iteration 11Q (40739.810000 sec): 3 clusters Score: Raw -3323460.340767 + Penalty 4885.538388 = -3318574.802378 nChanged 439 SP:Iteration 12Q (40739.880000 sec): 3 clusters Score: Raw -3323752.756519 + Penalty 4885.538388 = -3318867.218130 nChanged 296 SP:Iteration 13Q (40739.950000 sec): 3 clusters Score: Raw -3323950.709617 + Penalty 4885.538388 = -3319065.171229 nChanged 202 SP:Iteration 14Q (40740.010000 sec): 3 clusters Score: Raw -3324083.148783 + Penalty 4885.538388 = -3319197.610395 nChanged 151 SP:Iteration 15Q (40740.070000 sec): 3 clusters Score: Raw -3324164.479661 + Penalty 4885.538388 = -3319278.941273 nChanged 110 SP:Iteration 16Q (40740.140000 sec): 3 clusters Score: Raw -3324212.915148 + Penalty 4885.538388 = -3319327.376759 nChanged 59 SP:Iteration 17Q (40740.200000 sec): 3 clusters Score: Raw -3324239.100995 + Penalty 4885.538388 = -3319353.562606 nChanged 40 SP:Iteration 18Q (40740.260000 sec): 3 clusters Score: Raw -3324251.661435 + Penalty 4885.538388 = -3319366.123047 nChanged 25 SP:Iteration 19Q (40740.330000 sec): 3 clusters Score: Raw -3324259.504381 + Penalty 4885.538388 = -3319373.965993 nChanged 30 SP:Iteration 20F (40740.400000 sec): 3 clusters Score: Raw -3324269.545169 + Penalty 4885.538388 = -3319384.006781 nChanged 31 SP:Iteration 21Q (40740.460000 sec): 3 clusters Score: Raw -3324279.476171 + Penalty 4885.538388 = -3319393.937783 nChanged 25 SP:Iteration 22Q (40740.520000 sec): 3 clusters Score: Raw -3324286.644551 + Penalty 4885.538388 = -3319401.106162 nChanged 22 SP:Iteration 23Q (40740.580000 sec): 3 clusters Score: Raw -3324293.669521 + Penalty 4885.538388 = -3319408.131133 nChanged 19 SP:Iteration 24Q (40740.640000 sec): 3 clusters Score: Raw -3324298.745299 + Penalty 4885.538388 = -3319413.206911 nChanged 16 SP:Iteration 25Q (40740.700000 sec): 3 clusters Score: Raw -3324303.179990 + Penalty 4885.538388 = -3319417.641602 nChanged 12 SP:Iteration 26Q (40740.760000 sec): 3 clusters Score: Raw -3324306.038499 + Penalty 4885.538388 = -3319420.500111 nChanged 8 SP:Iteration 27Q (40740.820000 sec): 3 clusters Score: Raw -3324307.976957 + Penalty 4885.538388 = -3319422.438569 nChanged 5 SP:Iteration 28Q (40740.880000 sec): 3 clusters Score: Raw -3324309.575502 + Penalty 4885.538388 = -3319424.037113 nChanged 1 SP:Iteration 29Q (40740.940000 sec): 3 clusters Score: Raw -3324309.884981 + Penalty 4885.538388 = -3319424.346593 nChanged 2 SP:Iteration 30Q (40741.000000 sec): 3 clusters Score: Raw -3324310.360284 + Penalty 4885.538388 = -3319424.821895 nChanged 0 SP:Iteration 31F (40741.080000 sec): 3 clusters Score: Raw -3324310.360284 + Penalty 4885.538388 = -3319424.821895 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (67890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40741.310000 sec): 2 clusters Score: Raw -11644627.765774 + Penalty 2759.159719 = -11641868.606056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40741.590000 sec): 3 clusters Score: Raw -11601760.248776 + Penalty 5518.319438 = -11596241.929338 nChanged 31711 SP:Iteration 1F (40741.860000 sec): 3 clusters Score: Raw -11620810.541139 + Penalty 5518.319438 = -11615292.221701 nChanged 3965 SP:Iteration 2F (40742.140000 sec): 3 clusters Score: Raw -11623332.364550 + Penalty 5518.319438 = -11617814.045113 nChanged 5227 SP:Iteration 3F (40742.410000 sec): 3 clusters Score: Raw -11627277.803903 + Penalty 5518.319438 = -11621759.484466 nChanged 6014 SP:Iteration 4F (40742.690000 sec): 3 clusters Score: Raw -11632177.252969 + Penalty 5518.319438 = -11626658.933531 nChanged 5734 SP:Iteration 5F (40742.960000 sec): 3 clusters Score: Raw -11636776.649214 + Penalty 5518.319438 = -11631258.329776 nChanged 4413 SP:Iteration 6F (40743.240000 sec): 3 clusters Score: Raw -11640270.115703 + Penalty 5518.319438 = -11634751.796265 nChanged 2742 SP:Iteration 7Q (40743.510000 sec): 3 clusters Score: Raw -11642722.803645 + Penalty 5518.319438 = -11637204.484207 nChanged 1657 SP:Iteration 8Q (40743.780000 sec): 3 clusters Score: Raw -11644699.996718 + Penalty 5518.319438 = -11639181.677281 nChanged 1001 SP:Iteration 9Q (40744.040000 sec): 3 clusters Score: Raw -11645378.385178 + Penalty 5518.319438 = -11639860.065741 nChanged 777 SP:Iteration 10Q (40744.300000 sec): 3 clusters Score: Raw -11645664.704840 + Penalty 5518.319438 = -11640146.385402 nChanged 605 SP:Iteration 11Q (40744.540000 sec): 3 clusters Score: Raw -11645846.356836 + Penalty 5518.319438 = -11640328.037398 nChanged 533 SP:Iteration 12Q (40744.780000 sec): 3 clusters Score: Raw -11645980.650318 + Penalty 5518.319438 = -11640462.330880 nChanged 466 SP:Iteration 13Q (40745.020000 sec): 3 clusters Score: Raw -11646089.914453 + Penalty 5518.319438 = -11640571.595016 nChanged 435 SP:Iteration 14Q (40745.250000 sec): 3 clusters Score: Raw -11646188.292646 + Penalty 5518.319438 = -11640669.973208 nChanged 409 SP:Iteration 15Q (40745.480000 sec): 3 clusters Score: Raw -11646274.044613 + Penalty 5518.319438 = -11640755.725176 nChanged 342 SP:Iteration 16Q (40745.710000 sec): 3 clusters Score: Raw -11646337.593210 + Penalty 5518.319438 = -11640819.273773 nChanged 308 SP:Iteration 17Q (40745.940000 sec): 3 clusters Score: Raw -11646393.396475 + Penalty 5518.319438 = -11640875.077038 nChanged 270 SP:Iteration 18Q (40746.170000 sec): 3 clusters Score: Raw -11646440.154458 + Penalty 5518.319438 = -11640921.835021 nChanged 260 SP:Iteration 19Q (40746.390000 sec): 3 clusters Score: Raw -11646484.167429 + Penalty 5518.319438 = -11640965.847992 nChanged 259 SP:Iteration 20F (40746.670000 sec): 3 clusters Score: Raw -11646527.310681 + Penalty 5518.319438 = -11641008.991243 nChanged 240 SP:Iteration 21Q (40746.890000 sec): 3 clusters Score: Raw -11646565.251369 + Penalty 5518.319438 = -11641046.931932 nChanged 199 SP:Iteration 22Q (40747.120000 sec): 3 clusters Score: Raw -11646595.273856 + Penalty 5518.319438 = -11641076.954418 nChanged 183 SP:Iteration 23Q (40747.340000 sec): 3 clusters Score: Raw -11646622.002890 + Penalty 5518.319438 = -11641103.683453 nChanged 175 SP:Iteration 24Q (40747.560000 sec): 3 clusters Score: Raw -11646646.292038 + Penalty 5518.319438 = -11641127.972600 nChanged 162 SP:Iteration 25Q (40747.780000 sec): 3 clusters Score: Raw -11646669.504364 + Penalty 5518.319438 = -11641151.184927 nChanged 152 SP:Iteration 26Q (40748.000000 sec): 3 clusters Score: Raw -11646688.477665 + Penalty 5518.319438 = -11641170.158228 nChanged 126 SP:Iteration 27Q (40748.220000 sec): 3 clusters Score: Raw -11646702.491305 + Penalty 5518.319438 = -11641184.171867 nChanged 118 SP:Iteration 28Q (40748.440000 sec): 3 clusters Score: Raw -11646717.221005 + Penalty 5518.319438 = -11641198.901567 nChanged 102 SP:Iteration 29Q (40748.660000 sec): 3 clusters Score: Raw -11646727.496083 + Penalty 5518.319438 = -11641209.176645 nChanged 86 SP:Iteration 30Q (40748.880000 sec): 3 clusters Score: Raw -11646736.448586 + Penalty 5518.319438 = -11641218.129148 nChanged 88 SP:Iteration 31Q (40749.100000 sec): 3 clusters Score: Raw -11646745.498433 + Penalty 5518.319438 = -11641227.178996 nChanged 72 SP:Iteration 32Q (40749.320000 sec): 3 clusters Score: Raw -11646752.800439 + Penalty 5518.319438 = -11641234.481001 nChanged 71 SP:Iteration 33Q (40749.530000 sec): 3 clusters Score: Raw -11646760.069142 + Penalty 5518.319438 = -11641241.749705 nChanged 70 SP:Iteration 34Q (40749.750000 sec): 3 clusters Score: Raw -11646767.173425 + Penalty 5518.319438 = -11641248.853988 nChanged 57 SP:Iteration 35Q (40749.970000 sec): 3 clusters Score: Raw -11646772.698307 + Penalty 5518.319438 = -11641254.378870 nChanged 49 SP:Iteration 36Q (40750.190000 sec): 3 clusters Score: Raw -11646776.823000 + Penalty 5518.319438 = -11641258.503563 nChanged 36 SP:Iteration 37Q (40750.400000 sec): 3 clusters Score: Raw -11646779.820679 + Penalty 5518.319438 = -11641261.501242 nChanged 42 SP:Iteration 38Q (40750.620000 sec): 3 clusters Score: Raw -11646783.125263 + Penalty 5518.319438 = -11641264.805825 nChanged 40 SP:Iteration 39Q (40750.830000 sec): 3 clusters Score: Raw -11646785.612575 + Penalty 5518.319438 = -11641267.293138 nChanged 29 SP:Iteration 40F (40751.110000 sec): 3 clusters Score: Raw -11646787.840547 + Penalty 5518.319438 = -11641269.521109 nChanged 33 SP:Iteration 41Q (40751.320000 sec): 3 clusters Score: Raw -11646790.703558 + Penalty 5518.319438 = -11641272.384120 nChanged 34 SP:Iteration 42Q (40751.540000 sec): 3 clusters Score: Raw -11646793.489731 + Penalty 5518.319438 = -11641275.170293 nChanged 32 SP:Iteration 43Q (40751.760000 sec): 3 clusters Score: Raw -11646796.657819 + Penalty 5518.319438 = -11641278.338382 nChanged 34 SP:Iteration 44Q (40751.970000 sec): 3 clusters Score: Raw -11646799.091433 + Penalty 5518.319438 = -11641280.771996 nChanged 27 SP:Iteration 45Q (40752.190000 sec): 3 clusters Score: Raw -11646800.777048 + Penalty 5518.319438 = -11641282.457611 nChanged 28 SP:Iteration 46Q (40752.400000 sec): 3 clusters Score: Raw -11646802.330816 + Penalty 5518.319438 = -11641284.011379 nChanged 24 SP:Iteration 47Q (40752.620000 sec): 3 clusters Score: Raw -11646803.591867 + Penalty 5518.319438 = -11641285.272429 nChanged 21 SP:Iteration 48Q (40752.830000 sec): 3 clusters Score: Raw -11646804.919686 + Penalty 5518.319438 = -11641286.600249 nChanged 20 SP:Iteration 49Q (40753.050000 sec): 3 clusters Score: Raw -11646806.208850 + Penalty 5518.319438 = -11641287.889413 nChanged 20 SP:Iteration 50Q (40753.270000 sec): 3 clusters Score: Raw -11646807.505161 + Penalty 5518.319438 = -11641289.185723 nChanged 18 SP:Iteration 51Q (40753.480000 sec): 3 clusters Score: Raw -11646808.641508 + Penalty 5518.319438 = -11641290.322071 nChanged 13 SP:Iteration 52Q (40753.690000 sec): 3 clusters Score: Raw -11646809.305867 + Penalty 5518.319438 = -11641290.986429 nChanged 8 SP:Iteration 53Q (40753.910000 sec): 3 clusters Score: Raw -11646809.763381 + Penalty 5518.319438 = -11641291.443943 nChanged 9 SP:Iteration 54Q (40754.130000 sec): 3 clusters Score: Raw -11646810.571510 + Penalty 5518.319438 = -11641292.252073 nChanged 16 SP:Iteration 55Q (40754.340000 sec): 3 clusters Score: Raw -11646811.727547 + Penalty 5518.319438 = -11641293.408109 nChanged 14 SP:Iteration 56Q (40754.560000 sec): 3 clusters Score: Raw -11646812.676804 + Penalty 5518.319438 = -11641294.357367 nChanged 13 SP:Iteration 57Q (40754.770000 sec): 3 clusters Score: Raw -11646813.716455 + Penalty 5518.319438 = -11641295.397017 nChanged 16 SP:Iteration 58Q (40754.990000 sec): 3 clusters Score: Raw -11646814.730688 + Penalty 5518.319438 = -11641296.411251 nChanged 11 SP:Iteration 59Q (40755.200000 sec): 3 clusters Score: Raw -11646815.426483 + Penalty 5518.319438 = -11641297.107045 nChanged 11 SP:Iteration 60F (40755.470000 sec): 3 clusters Score: Raw -11646816.077172 + Penalty 5518.319438 = -11641297.757734 nChanged 12 SP:Iteration 61Q (40755.690000 sec): 3 clusters Score: Raw -11646817.018786 + Penalty 5518.319438 = -11641298.699348 nChanged 8 SP:Iteration 62Q (40755.910000 sec): 3 clusters Score: Raw -11646817.497400 + Penalty 5518.319438 = -11641299.177962 nChanged 10 SP:Iteration 63Q (40756.120000 sec): 3 clusters Score: Raw -11646818.076361 + Penalty 5518.319438 = -11641299.756924 nChanged 8 SP:Iteration 64Q (40756.340000 sec): 3 clusters Score: Raw -11646818.496449 + Penalty 5518.319438 = -11641300.177012 nChanged 3 SP:Iteration 65Q (40756.550000 sec): 3 clusters Score: Raw -11646818.647264 + Penalty 5518.319438 = -11641300.327826 nChanged 3 SP:Iteration 66Q (40756.770000 sec): 3 clusters Score: Raw -11646818.761080 + Penalty 5518.319438 = -11641300.441642 nChanged 4 SP:Iteration 67Q (40756.980000 sec): 3 clusters Score: Raw -11646818.970233 + Penalty 5518.319438 = -11641300.650795 nChanged 2 SP:Iteration 68Q (40757.200000 sec): 3 clusters Score: Raw -11646819.058049 + Penalty 5518.319438 = -11641300.738611 nChanged 1 SP:Iteration 69Q (40757.410000 sec): 3 clusters Score: Raw -11646819.096344 + Penalty 5518.319438 = -11641300.776906 nChanged 2 SP:Iteration 70Q (40757.630000 sec): 3 clusters Score: Raw -11646819.168714 + Penalty 5518.319438 = -11641300.849277 nChanged 1 SP:Iteration 71Q (40757.850000 sec): 3 clusters Score: Raw -11646819.212875 + Penalty 5518.319438 = -11641300.893437 nChanged 0 SP:Iteration 72F (40758.120000 sec): 3 clusters Score: Raw -11646819.212875 + Penalty 5518.319438 = -11641300.893437 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40758.150000 sec): 2 clusters Score: Raw -220629.888112 + Penalty 1778.189647 = -218851.698465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40758.150000 sec): 3 clusters Score: Raw -220243.852313 + Penalty 3556.379294 = -216687.473019 nChanged 353 SP:Iteration 1F (40758.160000 sec): 3 clusters Score: Raw -220549.852949 + Penalty 3556.379294 = -216993.473655 nChanged 85 SP:Iteration 2F (40758.160000 sec): 3 clusters Score: Raw -220658.608738 + Penalty 3556.379294 = -217102.229444 nChanged 55 SP:Iteration 3Q (40758.170000 sec): 3 clusters Score: Raw -220736.370610 + Penalty 3556.379294 = -217179.991316 nChanged 45 SP:Iteration 4Q (40758.170000 sec): 3 clusters Score: Raw -220800.690835 + Penalty 3556.379294 = -217244.311541 nChanged 43 SP:Iteration 5Q (40758.180000 sec): 3 clusters Score: Raw -220857.242224 + Penalty 3556.379294 = -217300.862931 nChanged 37 SP:Iteration 6Q (40758.180000 sec): 3 clusters Score: Raw -220904.717825 + Penalty 3556.379294 = -217348.338531 nChanged 30 SP:Iteration 7Q (40758.190000 sec): 3 clusters Score: Raw -220945.340527 + Penalty 3556.379294 = -217388.961233 nChanged 29 SP:Iteration 8Q (40758.190000 sec): 3 clusters Score: Raw -220978.240517 + Penalty 3556.379294 = -217421.861224 nChanged 30 SP:Iteration 9Q (40758.200000 sec): 3 clusters Score: Raw -221016.244113 + Penalty 3556.379294 = -217459.864819 nChanged 29 SP:Iteration 10Q (40758.200000 sec): 3 clusters Score: Raw -221049.861563 + Penalty 3556.379294 = -217493.482269 nChanged 23 SP:Iteration 11Q (40758.210000 sec): 3 clusters Score: Raw -221075.795524 + Penalty 3556.379294 = -217519.416231 nChanged 21 SP:Iteration 12Q (40758.210000 sec): 3 clusters Score: Raw -221103.895619 + Penalty 3556.379294 = -217547.516325 nChanged 21 SP:Iteration 13Q (40758.220000 sec): 3 clusters Score: Raw -221133.756095 + Penalty 3556.379294 = -217577.376801 nChanged 25 SP:Iteration 14Q (40758.230000 sec): 3 clusters Score: Raw -221168.891308 + Penalty 3556.379294 = -217612.512014 nChanged 26 SP:Iteration 15Q (40758.230000 sec): 3 clusters Score: Raw -221197.180081 + Penalty 3556.379294 = -217640.800788 nChanged 18 SP:Iteration 16Q (40758.230000 sec): 3 clusters Score: Raw -221216.275512 + Penalty 3556.379294 = -217659.896219 nChanged 4 SP:Iteration 17Q (40758.240000 sec): 3 clusters Score: Raw -221220.571047 + Penalty 3556.379294 = -217664.191753 nChanged 3 SP:Iteration 18Q (40758.240000 sec): 3 clusters Score: Raw -221225.073575 + Penalty 3556.379294 = -217668.694281 nChanged 6 SP:Iteration 19Q (40758.250000 sec): 3 clusters Score: Raw -221233.113672 + Penalty 3556.379294 = -217676.734378 nChanged 4 SP:Iteration 20F (40758.250000 sec): 3 clusters Score: Raw -221240.292911 + Penalty 3556.379294 = -217683.913618 nChanged 6 SP:Iteration 21Q (40758.260000 sec): 3 clusters Score: Raw -221248.978391 + Penalty 3556.379294 = -217692.599098 nChanged 9 SP:Iteration 22Q (40758.260000 sec): 3 clusters Score: Raw -221263.806757 + Penalty 3556.379294 = -217707.427463 nChanged 9 SP:Iteration 23Q (40758.270000 sec): 3 clusters Score: Raw -221277.235240 + Penalty 3556.379294 = -217720.855947 nChanged 6 SP:Iteration 24Q (40758.270000 sec): 3 clusters Score: Raw -221286.914706 + Penalty 3556.379294 = -217730.535413 nChanged 11 SP:Iteration 25Q (40758.280000 sec): 3 clusters Score: Raw -221301.475031 + Penalty 3556.379294 = -217745.095737 nChanged 6 SP:Iteration 26Q (40758.280000 sec): 3 clusters Score: Raw -221311.377523 + Penalty 3556.379294 = -217754.998229 nChanged 5 SP:Iteration 27Q (40758.290000 sec): 3 clusters Score: Raw -221320.005214 + Penalty 3556.379294 = -217763.625920 nChanged 3 SP:Iteration 28Q (40758.290000 sec): 3 clusters Score: Raw -221322.546677 + Penalty 3556.379294 = -217766.167383 nChanged 3 SP:Iteration 29Q (40758.300000 sec): 3 clusters Score: Raw -221325.215105 + Penalty 3556.379294 = -217768.835811 nChanged 1 SP:Iteration 30Q (40758.300000 sec): 3 clusters Score: Raw -221325.709197 + Penalty 3556.379294 = -217769.329903 nChanged 1 SP:Iteration 31Q (40758.310000 sec): 3 clusters Score: Raw -221327.040859 + Penalty 3556.379294 = -217770.661566 nChanged 2 SP:Iteration 32Q (40758.310000 sec): 3 clusters Score: Raw -221329.370013 + Penalty 3556.379294 = -217772.990719 nChanged 0 SP:Iteration 33F (40758.310000 sec): 3 clusters Score: Raw -221329.370013 + Penalty 3556.379294 = -217772.990719 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (2188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40758.330000 sec): 2 clusters Score: Raw -379195.341749 + Penalty 1907.304305 = -377288.037445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40758.330000 sec): 3 clusters Score: Raw -378388.056130 + Penalty 3814.608609 = -374573.447521 nChanged 738 SP:Iteration 1F (40758.340000 sec): 3 clusters Score: Raw -379000.627047 + Penalty 3814.608609 = -375186.018438 nChanged 220 SP:Iteration 2F (40758.350000 sec): 3 clusters Score: Raw -379286.974185 + Penalty 3814.608609 = -375472.365576 nChanged 133 SP:Iteration 3F (40758.360000 sec): 3 clusters Score: Raw -379468.016058 + Penalty 3814.608609 = -375653.407449 nChanged 109 SP:Iteration 4Q (40758.370000 sec): 3 clusters Score: Raw -379640.137364 + Penalty 3814.608609 = -375825.528755 nChanged 114 SP:Iteration 5F (40758.380000 sec): 3 clusters Score: Raw -379866.126601 + Penalty 3814.608609 = -376051.517992 nChanged 154 SP:Iteration 6F (40758.390000 sec): 3 clusters Score: Raw -380207.358327 + Penalty 3814.608609 = -376392.749717 nChanged 174 SP:Iteration 7F (40758.390000 sec): 3 clusters Score: Raw -380673.432024 + Penalty 3814.608609 = -376858.823415 nChanged 186 SP:Iteration 8F (40758.410000 sec): 3 clusters Score: Raw -381044.959428 + Penalty 3814.608609 = -377230.350819 nChanged 124 SP:Iteration 9F (40758.410000 sec): 3 clusters Score: Raw -381194.620035 + Penalty 3814.608609 = -377380.011426 nChanged 64 SP:Iteration 10Q (40758.420000 sec): 3 clusters Score: Raw -381258.832243 + Penalty 3814.608609 = -377444.223634 nChanged 32 SP:Iteration 11Q (40758.430000 sec): 3 clusters Score: Raw -381291.129396 + Penalty 3814.608609 = -377476.520787 nChanged 18 SP:Iteration 12Q (40758.440000 sec): 3 clusters Score: Raw -381310.542578 + Penalty 3814.608609 = -377495.933969 nChanged 14 SP:Iteration 13Q (40758.450000 sec): 3 clusters Score: Raw -381325.693441 + Penalty 3814.608609 = -377511.084832 nChanged 7 SP:Iteration 14Q (40758.450000 sec): 3 clusters Score: Raw -381336.300138 + Penalty 3814.608609 = -377521.691528 nChanged 6 SP:Iteration 15Q (40758.460000 sec): 3 clusters Score: Raw -381339.594786 + Penalty 3814.608609 = -377524.986176 nChanged 3 SP:Iteration 16Q (40758.470000 sec): 3 clusters Score: Raw -381342.005861 + Penalty 3814.608609 = -377527.397252 nChanged 3 SP:Iteration 17Q (40758.470000 sec): 3 clusters Score: Raw -381344.540963 + Penalty 3814.608609 = -377529.932353 nChanged 2 SP:Iteration 18Q (40758.480000 sec): 3 clusters Score: Raw -381345.788665 + Penalty 3814.608609 = -377531.180056 nChanged 1 SP:Iteration 19Q (40758.490000 sec): 3 clusters Score: Raw -381346.412542 + Penalty 3814.608609 = -377531.803933 nChanged 0 SP:Iteration 20F (40758.500000 sec): 3 clusters Score: Raw -381346.412542 + Penalty 3814.608609 = -377531.803933 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 40. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (1109270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40762.280000 sec): 2 clusters Score: Raw -197404223.543461 + Penalty 3451.964749 = -197400771.578711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40766.840000 sec): 3 clusters Score: Raw -196654056.941134 + Penalty 6903.929499 = -196647153.011635 nChanged 545375 SP:Iteration 1F (40771.390000 sec): 3 clusters Score: Raw -196995002.934229 + Penalty 6903.929499 = -196988099.004730 nChanged 50705 SP:Iteration 2Q (40776.000000 sec): 3 clusters Score: Raw -197021483.221479 + Penalty 6903.929499 = -197014579.291981 nChanged 72342 SP:Iteration 3F (40780.540000 sec): 3 clusters Score: Raw -197066003.891177 + Penalty 6903.929499 = -197059099.961678 nChanged 82186 SP:Iteration 4F (40785.060000 sec): 3 clusters Score: Raw -197113493.926128 + Penalty 6903.929499 = -197106589.996629 nChanged 75970 SP:Iteration 5F (40789.590000 sec): 3 clusters Score: Raw -197153414.628513 + Penalty 6903.929499 = -197146510.699014 nChanged 65976 SP:Iteration 6F (40794.140000 sec): 3 clusters Score: Raw -197187200.187370 + Penalty 6903.929499 = -197180296.257871 nChanged 58141 SP:Iteration 7F (40798.660000 sec): 3 clusters Score: Raw -197218623.288360 + Penalty 6903.929499 = -197211719.358861 nChanged 54364 SP:Iteration 8Q (40803.270000 sec): 3 clusters Score: Raw -197251911.884422 + Penalty 6903.929499 = -197245007.954923 nChanged 53093 SP:Iteration 9Q (40807.840000 sec): 3 clusters Score: Raw -197288647.213256 + Penalty 6903.929499 = -197281743.283757 nChanged 50121 SP:Iteration 10Q (40812.440000 sec): 3 clusters Score: Raw -197326195.131735 + Penalty 6903.929499 = -197319291.202237 nChanged 41667 SP:Iteration 11Q (40816.940000 sec): 3 clusters Score: Raw -197358568.085851 + Penalty 6903.929499 = -197351664.156352 nChanged 28753 SP:Iteration 12Q (40821.370000 sec): 3 clusters Score: Raw -197380599.170786 + Penalty 6903.929499 = -197373695.241287 nChanged 16845 SP:Iteration 13Q (40825.510000 sec): 3 clusters Score: Raw -197393175.308657 + Penalty 6903.929499 = -197386271.379158 nChanged 8639 SP:Iteration 14Q (40829.310000 sec): 3 clusters Score: Raw -197399496.270891 + Penalty 6903.929499 = -197392592.341392 nChanged 3918 SP:Iteration 15Q (40832.820000 sec): 3 clusters Score: Raw -197402316.794923 + Penalty 6903.929499 = -197395412.865424 nChanged 1689 SP:Iteration 16Q (40836.150000 sec): 3 clusters Score: Raw -197403553.772194 + Penalty 6903.929499 = -197396649.842695 nChanged 782 SP:Iteration 17Q (40839.380000 sec): 3 clusters Score: Raw -197404114.373843 + Penalty 6903.929499 = -197397210.444344 nChanged 409 SP:Iteration 18Q (40842.560000 sec): 3 clusters Score: Raw -197404391.814084 + Penalty 6903.929499 = -197397487.884585 nChanged 237 SP:Iteration 19Q (40845.710000 sec): 3 clusters Score: Raw -197404547.431404 + Penalty 6903.929499 = -197397643.501906 nChanged 170 SP:Iteration 20F (40850.150000 sec): 3 clusters Score: Raw -197404667.969456 + Penalty 6903.929499 = -197397764.039957 nChanged 145 SP:Iteration 21Q (40853.290000 sec): 3 clusters Score: Raw -197404752.799219 + Penalty 6903.929499 = -197397848.869720 nChanged 103 SP:Iteration 22Q (40856.420000 sec): 3 clusters Score: Raw -197404803.161273 + Penalty 6903.929499 = -197397899.231774 nChanged 76 SP:Iteration 23Q (40859.550000 sec): 3 clusters Score: Raw -197404835.978728 + Penalty 6903.929499 = -197397932.049229 nChanged 59 SP:Iteration 24Q (40862.650000 sec): 3 clusters Score: Raw -197404863.522897 + Penalty 6903.929499 = -197397959.593398 nChanged 63 SP:Iteration 25Q (40865.770000 sec): 3 clusters Score: Raw -197404894.490606 + Penalty 6903.929499 = -197397990.561107 nChanged 44 SP:Iteration 26Q (40868.890000 sec): 3 clusters Score: Raw -197404915.540717 + Penalty 6903.929499 = -197398011.611218 nChanged 47 SP:Iteration 27Q (40872.010000 sec): 3 clusters Score: Raw -197404936.884192 + Penalty 6903.929499 = -197398032.954694 nChanged 38 SP:Iteration 28Q (40875.130000 sec): 3 clusters Score: Raw -197404953.761040 + Penalty 6903.929499 = -197398049.831541 nChanged 41 SP:Iteration 29Q (40878.240000 sec): 3 clusters Score: Raw -197404968.984869 + Penalty 6903.929499 = -197398065.055371 nChanged 27 SP:Iteration 30Q (40881.360000 sec): 3 clusters Score: Raw -197404978.465037 + Penalty 6903.929499 = -197398074.535538 nChanged 22 SP:Iteration 31Q (40884.470000 sec): 3 clusters Score: Raw -197404988.182282 + Penalty 6903.929499 = -197398084.252783 nChanged 21 SP:Iteration 32Q (40887.580000 sec): 3 clusters Score: Raw -197404996.322397 + Penalty 6903.929499 = -197398092.392898 nChanged 21 SP:Iteration 33Q (40890.690000 sec): 3 clusters Score: Raw -197405003.610417 + Penalty 6903.929499 = -197398099.680918 nChanged 14 SP:Iteration 34Q (40893.800000 sec): 3 clusters Score: Raw -197405008.145656 + Penalty 6903.929499 = -197398104.216157 nChanged 12 SP:Iteration 35Q (40896.920000 sec): 3 clusters Score: Raw -197405011.932887 + Penalty 6903.929499 = -197398108.003388 nChanged 9 SP:Iteration 36Q (40900.030000 sec): 3 clusters Score: Raw -197405014.913526 + Penalty 6903.929499 = -197398110.984027 nChanged 6 SP:Iteration 37Q (40903.140000 sec): 3 clusters Score: Raw -197405017.057068 + Penalty 6903.929499 = -197398113.127569 nChanged 9 SP:Iteration 38Q (40906.250000 sec): 3 clusters Score: Raw -197405019.668918 + Penalty 6903.929499 = -197398115.739419 nChanged 6 SP:Iteration 39Q (40909.360000 sec): 3 clusters Score: Raw -197405021.004549 + Penalty 6903.929499 = -197398117.075050 nChanged 2 SP:Iteration 40F (40913.810000 sec): 3 clusters Score: Raw -197405021.275222 + Penalty 6903.929499 = -197398117.345723 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (1238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40914.170000 sec): 2 clusters Score: Raw -166327.854355 + Penalty 1766.070608 = -164561.783747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40914.180000 sec): 3 clusters Score: Raw -166211.200019 + Penalty 3532.141217 = -162679.058803 nChanged 394 SP:Iteration 1F (40914.180000 sec): 3 clusters Score: Raw -167107.234147 + Penalty 3532.141217 = -163575.092930 nChanged 169 SP:Iteration 2F (40914.190000 sec): 3 clusters Score: Raw -167786.760104 + Penalty 3532.141217 = -164254.618887 nChanged 131 SP:Iteration 3F (40914.190000 sec): 3 clusters Score: Raw -168361.413360 + Penalty 3532.141217 = -164829.272143 nChanged 69 SP:Iteration 4F (40914.200000 sec): 3 clusters Score: Raw -168670.900646 + Penalty 3532.141217 = -165138.759429 nChanged 55 SP:Iteration 5Q (40914.200000 sec): 3 clusters Score: Raw -168926.265844 + Penalty 3532.141217 = -165394.124627 nChanged 41 SP:Iteration 6Q (40914.210000 sec): 3 clusters Score: Raw -169130.407869 + Penalty 3532.141217 = -165598.266652 nChanged 39 SP:Iteration 7Q (40914.210000 sec): 3 clusters Score: Raw -169323.641597 + Penalty 3532.141217 = -165791.500380 nChanged 26 SP:Iteration 8Q (40914.210000 sec): 3 clusters Score: Raw -169434.892349 + Penalty 3532.141217 = -165902.751132 nChanged 24 SP:Iteration 9Q (40914.220000 sec): 3 clusters Score: Raw -169505.530994 + Penalty 3532.141217 = -165973.389777 nChanged 14 SP:Iteration 10Q (40914.220000 sec): 3 clusters Score: Raw -169630.988555 + Penalty 3532.141217 = -166098.847338 nChanged 10 SP:Iteration 11Q (40914.230000 sec): 3 clusters Score: Raw -169642.694706 + Penalty 3532.141217 = -166110.553489 nChanged 7 SP:Iteration 12Q (40914.230000 sec): 3 clusters Score: Raw -169652.485867 + Penalty 3532.141217 = -166120.344650 nChanged 6 SP:Iteration 13Q (40914.230000 sec): 3 clusters Score: Raw -169662.295918 + Penalty 3532.141217 = -166130.154701 nChanged 6 SP:Iteration 14Q (40914.230000 sec): 3 clusters Score: Raw -169672.257721 + Penalty 3532.141217 = -166140.116505 nChanged 2 SP:Iteration 15Q (40914.240000 sec): 3 clusters Score: Raw -169673.904663 + Penalty 3532.141217 = -166141.763446 nChanged 1 SP:Iteration 16Q (40914.240000 sec): 3 clusters Score: Raw -169674.572541 + Penalty 3532.141217 = -166142.431324 nChanged 0 SP:Iteration 17F (40914.250000 sec): 3 clusters Score: Raw -169674.572541 + Penalty 3532.141217 = -166142.431324 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 41. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (40914.260000 sec): 2 clusters Score: Raw -117313.217142 + Penalty 1667.808343 = -115645.408799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (40914.270000 sec): 3 clusters Score: Raw -117334.501716 + Penalty 3335.616687 = -113998.885030 nChanged 233 SP:Iteration 1F (40914.270000 sec): 3 clusters Score: Raw -118078.638921 + Penalty 3335.616687 = -114743.022235 nChanged 99 SP:Iteration 2F (40914.270000 sec): 3 clusters Score: Raw -118606.194109 + Penalty 3335.616687 = -115270.577422 nChanged 64 SP:Iteration 3F (40914.280000 sec): 3 clusters Score: Raw -119180.871448 + Penalty 3335.616687 = -115845.254761 nChanged 126 SP:Iteration 4F (40914.280000 sec): 3 clusters Score: Raw -119912.368273 + Penalty 3335.616687 = -116576.751587 nChanged 78 SP:Iteration 5F (40914.290000 sec): 3 clusters Score: Raw -120469.244861 + Penalty 3335.616687 = -117133.628174 nChanged 28 SP:Iteration 6Q (40914.290000 sec): 3 clusters Score: Raw -121194.770164 + Penalty 3335.616687 = -117859.153478 nChanged 10 SP:Iteration 7Q (40914.290000 sec): 3 clusters Score: Raw -121587.759431 + Penalty 3335.616687 = -118252.142745 nChanged 14 SP:Iteration 8Q (40914.290000 sec): 3 clusters Score: Raw -122121.054588 + Penalty 3335.616687 = -118785.437901 nChanged 4 SP:Iteration 9Q (40914.290000 sec): 3 clusters Score: Raw -122551.776492 + Penalty 3335.616687 = -119216.159806 nChanged 0 SP:Iteration 10F (40914.300000 sec): 3 clusters Score: Raw -122551.776492 + Penalty 3335.616687 = -119216.159806 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 42. Iteration 59Q (40942.730000 sec): 43 clusters Score: Raw -378343867.865719 + Penalty 152045.451165 = -378191822.414553 nChanged 15442 Deleting Class 25 (786 points): Lose 3571.429260 but Gain 3620.129790 Iteration 60F (41074.190000 sec): 42 clusters Score: Raw -378395676.318246 + Penalty 148425.321376 = -378247250.996870 nChanged 15217 Iteration 61Q (41101.550000 sec): 42 clusters Score: Raw -378411718.180857 + Penalty 148425.321376 = -378263292.859482 nChanged 13162 Iteration 62Q (41128.740000 sec): 42 clusters Score: Raw -378414232.139510 + Penalty 148425.321376 = -378265806.818134 nChanged 12628 Iteration 63Q (41155.840000 sec): 42 clusters Score: Raw -378416084.770541 + Penalty 148425.321376 = -378267659.449165 nChanged 12422 Iteration 64Q (41182.880000 sec): 42 clusters Score: Raw -378417664.170020 + Penalty 148425.321376 = -378269238.848644 nChanged 12400 Iteration 65Q (41210.000000 sec): 42 clusters Score: Raw -378419134.883202 + Penalty 148425.321376 = -378270709.561827 nChanged 12518 Iteration 66Q (41237.110000 sec): 42 clusters Score: Raw -378420501.478237 + Penalty 148425.321376 = -378272076.156861 nChanged 12851 Iteration 67Q (41264.210000 sec): 42 clusters Score: Raw -378421866.044974 + Penalty 148425.321376 = -378273440.723598 nChanged 13072 Iteration 68Q (41291.320000 sec): 42 clusters Score: Raw -378423252.086565 + Penalty 148425.321376 = -378274826.765189 nChanged 13228 Iteration 69Q (41318.420000 sec): 42 clusters Score: Raw -378424597.555507 + Penalty 148425.321376 = -378276172.234132 nChanged 13185 Iteration 70Q (41345.460000 sec): 42 clusters Score: Raw -378425880.377975 + Penalty 148425.321376 = -378277455.056599 nChanged 13045 Iteration 71Q (41372.500000 sec): 42 clusters Score: Raw -378427070.702307 + Penalty 148425.321376 = -378278645.380931 nChanged 13010 Iteration 72Q (41399.530000 sec): 42 clusters Score: Raw -378428245.261325 + Penalty 148425.321376 = -378279819.939949 nChanged 13029 Iteration 73Q (41426.540000 sec): 42 clusters Score: Raw -378429388.730758 + Penalty 148425.321376 = -378280963.409382 nChanged 13091 Iteration 74Q (41453.500000 sec): 42 clusters Score: Raw -378430559.083384 + Penalty 148425.321376 = -378282133.762008 nChanged 13005 Iteration 75Q (41480.440000 sec): 42 clusters Score: Raw -378431708.548849 + Penalty 148425.321376 = -378283283.227474 nChanged 13218 Iteration 76Q (41507.380000 sec): 42 clusters Score: Raw -378432882.471355 + Penalty 148425.321376 = -378284457.149980 nChanged 13135 Iteration 77Q (41534.300000 sec): 42 clusters Score: Raw -378434045.533068 + Penalty 148425.321376 = -378285620.211692 nChanged 13312 Iteration 78Q (41561.220000 sec): 42 clusters Score: Raw -378435217.266326 + Penalty 148425.321376 = -378286791.944951 nChanged 13359 Iteration 79Q (41588.150000 sec): 42 clusters Score: Raw -378436385.528744 + Penalty 148425.321376 = -378287960.207369 nChanged 13421 Iteration 80F (41716.390000 sec): 42 clusters Score: Raw -378447952.247918 + Penalty 148425.321376 = -378299526.926543 nChanged 13852 Iteration 81Q (41743.800000 sec): 42 clusters Score: Raw -378461151.151738 + Penalty 148425.321376 = -378312725.830362 nChanged 13557 Iteration 82Q (41771.230000 sec): 42 clusters Score: Raw -378462979.750571 + Penalty 148425.321376 = -378314554.429196 nChanged 13324 Iteration 83Q (41798.670000 sec): 42 clusters Score: Raw -378464455.979550 + Penalty 148425.321376 = -378316030.658174 nChanged 13668 Iteration 84Q (41826.120000 sec): 42 clusters Score: Raw -378465833.775633 + Penalty 148425.321376 = -378317408.454257 nChanged 13648 Iteration 85Q (41853.530000 sec): 42 clusters Score: Raw -378467180.355752 + Penalty 148425.321376 = -378318755.034376 nChanged 13500 Iteration 86Q (41880.950000 sec): 42 clusters Score: Raw -378468411.713925 + Penalty 148425.321376 = -378319986.392549 nChanged 13663 Iteration 87Q (41908.320000 sec): 42 clusters Score: Raw -378469629.248499 + Penalty 148425.321376 = -378321203.927123 nChanged 13750 Iteration 88Q (41935.660000 sec): 42 clusters Score: Raw -378470847.864185 + Penalty 148425.321376 = -378322422.542809 nChanged 13807 Iteration 89Q (41962.970000 sec): 42 clusters Score: Raw -378472072.529019 + Penalty 148425.321376 = -378323647.207644 nChanged 13692 Iteration 90Q (41990.300000 sec): 42 clusters Score: Raw -378473252.248692 + Penalty 148425.321376 = -378324826.927316 nChanged 13704 Iteration 91Q (42017.600000 sec): 42 clusters Score: Raw -378474398.137161 + Penalty 148425.321376 = -378325972.815785 nChanged 13625 Iteration 92Q (42044.880000 sec): 42 clusters Score: Raw -378475566.163709 + Penalty 148425.321376 = -378327140.842333 nChanged 13433 Iteration 93Q (42072.140000 sec): 42 clusters Score: Raw -378476664.920563 + Penalty 148425.321376 = -378328239.599187 nChanged 13391 Iteration 94Q (42099.410000 sec): 42 clusters Score: Raw -378477745.775408 + Penalty 148425.321376 = -378329320.454032 nChanged 13357 Iteration 95Q (42126.670000 sec): 42 clusters Score: Raw -378478797.447753 + Penalty 148425.321376 = -378330372.126377 nChanged 13411 Iteration 96Q (42153.940000 sec): 42 clusters Score: Raw -378479853.282963 + Penalty 148425.321376 = -378331427.961587 nChanged 13271 Iteration 97Q (42181.160000 sec): 42 clusters Score: Raw -378480867.740005 + Penalty 148425.321376 = -378332442.418629 nChanged 12991 Iteration 98Q (42208.360000 sec): 42 clusters Score: Raw -378481851.650092 + Penalty 148425.321376 = -378333426.328717 nChanged 13205 Writing temp clu file Because OldScore, -378332442.418629, is greater than current (better) Score,-378333426.328717 Compute initial score before splitting: Score: Raw -378481851.650092 + Penalty 148425.321376 = -378333426.328717 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (17750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42208.760000 sec): 2 clusters Score: Raw -3013385.009219 + Penalty 2426.466917 = -3010958.542302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42208.830000 sec): 3 clusters Score: Raw -3003172.989972 + Penalty 4852.933834 = -2998320.056138 nChanged 7699 SP:Iteration 1F (42208.900000 sec): 3 clusters Score: Raw -3007268.511950 + Penalty 4852.933834 = -3002415.578115 nChanged 929 SP:Iteration 2F (42208.970000 sec): 3 clusters Score: Raw -3007614.386650 + Penalty 4852.933834 = -3002761.452816 nChanged 787 SP:Iteration 3Q (42209.050000 sec): 3 clusters Score: Raw -3007878.010024 + Penalty 4852.933834 = -3003025.076190 nChanged 644 SP:Iteration 4Q (42209.120000 sec): 3 clusters Score: Raw -3008087.803311 + Penalty 4852.933834 = -3003234.869477 nChanged 591 SP:Iteration 5Q (42209.190000 sec): 3 clusters Score: Raw -3008282.711323 + Penalty 4852.933834 = -3003429.777489 nChanged 547 SP:Iteration 6Q (42209.260000 sec): 3 clusters Score: Raw -3008469.709143 + Penalty 4852.933834 = -3003616.775309 nChanged 532 SP:Iteration 7Q (42209.330000 sec): 3 clusters Score: Raw -3008657.263596 + Penalty 4852.933834 = -3003804.329762 nChanged 557 SP:Iteration 8Q (42209.400000 sec): 3 clusters Score: Raw -3008860.442316 + Penalty 4852.933834 = -3004007.508481 nChanged 568 SP:Iteration 9Q (42209.470000 sec): 3 clusters Score: Raw -3009087.942502 + Penalty 4852.933834 = -3004235.008667 nChanged 610 SP:Iteration 10Q (42209.540000 sec): 3 clusters Score: Raw -3009358.841137 + Penalty 4852.933834 = -3004505.907303 nChanged 647 SP:Iteration 11Q (42209.610000 sec): 3 clusters Score: Raw -3009700.296244 + Penalty 4852.933834 = -3004847.362410 nChanged 702 SP:Iteration 12Q (42209.690000 sec): 3 clusters Score: Raw -3010077.847525 + Penalty 4852.933834 = -3005224.913691 nChanged 721 SP:Iteration 13Q (42209.750000 sec): 3 clusters Score: Raw -3010495.543990 + Penalty 4852.933834 = -3005642.610156 nChanged 724 SP:Iteration 14Q (42209.830000 sec): 3 clusters Score: Raw -3010927.945233 + Penalty 4852.933834 = -3006075.011399 nChanged 663 SP:Iteration 15Q (42209.890000 sec): 3 clusters Score: Raw -3011324.083894 + Penalty 4852.933834 = -3006471.150059 nChanged 612 SP:Iteration 16Q (42209.960000 sec): 3 clusters Score: Raw -3011693.773218 + Penalty 4852.933834 = -3006840.839383 nChanged 552 SP:Iteration 17Q (42210.030000 sec): 3 clusters Score: Raw -3012017.686477 + Penalty 4852.933834 = -3007164.752643 nChanged 483 SP:Iteration 18Q (42210.090000 sec): 3 clusters Score: Raw -3012287.665881 + Penalty 4852.933834 = -3007434.732047 nChanged 417 SP:Iteration 19Q (42210.160000 sec): 3 clusters Score: Raw -3012518.258277 + Penalty 4852.933834 = -3007665.324442 nChanged 359 SP:Iteration 20F (42210.230000 sec): 3 clusters Score: Raw -3012692.275234 + Penalty 4852.933834 = -3007839.341399 nChanged 289 SP:Iteration 21Q (42210.290000 sec): 3 clusters Score: Raw -3012835.389839 + Penalty 4852.933834 = -3007982.456004 nChanged 258 SP:Iteration 22Q (42210.350000 sec): 3 clusters Score: Raw -3012955.926123 + Penalty 4852.933834 = -3008102.992289 nChanged 219 SP:Iteration 23Q (42210.410000 sec): 3 clusters Score: Raw -3013056.311413 + Penalty 4852.933834 = -3008203.377578 nChanged 184 SP:Iteration 24Q (42210.470000 sec): 3 clusters Score: Raw -3013135.107731 + Penalty 4852.933834 = -3008282.173896 nChanged 145 SP:Iteration 25Q (42210.530000 sec): 3 clusters Score: Raw -3013197.528827 + Penalty 4852.933834 = -3008344.594992 nChanged 141 SP:Iteration 26Q (42210.590000 sec): 3 clusters Score: Raw -3013254.419459 + Penalty 4852.933834 = -3008401.485625 nChanged 117 SP:Iteration 27Q (42210.650000 sec): 3 clusters Score: Raw -3013303.915099 + Penalty 4852.933834 = -3008450.981265 nChanged 96 SP:Iteration 28Q (42210.710000 sec): 3 clusters Score: Raw -3013341.300506 + Penalty 4852.933834 = -3008488.366672 nChanged 97 SP:Iteration 29Q (42210.760000 sec): 3 clusters Score: Raw -3013377.664340 + Penalty 4852.933834 = -3008524.730506 nChanged 80 SP:Iteration 30Q (42210.820000 sec): 3 clusters Score: Raw -3013402.430637 + Penalty 4852.933834 = -3008549.496802 nChanged 66 SP:Iteration 31Q (42210.880000 sec): 3 clusters Score: Raw -3013425.723093 + Penalty 4852.933834 = -3008572.789259 nChanged 54 SP:Iteration 32Q (42210.930000 sec): 3 clusters Score: Raw -3013443.367178 + Penalty 4852.933834 = -3008590.433344 nChanged 51 SP:Iteration 33Q (42210.990000 sec): 3 clusters Score: Raw -3013461.836374 + Penalty 4852.933834 = -3008608.902540 nChanged 46 SP:Iteration 34Q (42211.050000 sec): 3 clusters Score: Raw -3013480.107765 + Penalty 4852.933834 = -3008627.173930 nChanged 46 SP:Iteration 35Q (42211.100000 sec): 3 clusters Score: Raw -3013496.776493 + Penalty 4852.933834 = -3008643.842658 nChanged 40 SP:Iteration 36Q (42211.160000 sec): 3 clusters Score: Raw -3013509.860774 + Penalty 4852.933834 = -3008656.926940 nChanged 41 SP:Iteration 37Q (42211.210000 sec): 3 clusters Score: Raw -3013524.271706 + Penalty 4852.933834 = -3008671.337871 nChanged 40 SP:Iteration 38Q (42211.270000 sec): 3 clusters Score: Raw -3013538.268366 + Penalty 4852.933834 = -3008685.334532 nChanged 29 SP:Iteration 39Q (42211.330000 sec): 3 clusters Score: Raw -3013550.152374 + Penalty 4852.933834 = -3008697.218539 nChanged 30 SP:Iteration 40F (42211.390000 sec): 3 clusters Score: Raw -3013559.739592 + Penalty 4852.933834 = -3008706.805758 nChanged 27 SP:Iteration 41Q (42211.450000 sec): 3 clusters Score: Raw -3013567.497667 + Penalty 4852.933834 = -3008714.563833 nChanged 24 SP:Iteration 42Q (42211.500000 sec): 3 clusters Score: Raw -3013575.949652 + Penalty 4852.933834 = -3008723.015818 nChanged 21 SP:Iteration 43Q (42211.560000 sec): 3 clusters Score: Raw -3013585.525348 + Penalty 4852.933834 = -3008732.591514 nChanged 27 SP:Iteration 44Q (42211.610000 sec): 3 clusters Score: Raw -3013595.278527 + Penalty 4852.933834 = -3008742.344693 nChanged 27 SP:Iteration 45Q (42211.670000 sec): 3 clusters Score: Raw -3013605.253288 + Penalty 4852.933834 = -3008752.319454 nChanged 29 SP:Iteration 46Q (42211.720000 sec): 3 clusters Score: Raw -3013618.308996 + Penalty 4852.933834 = -3008765.375162 nChanged 25 SP:Iteration 47Q (42211.770000 sec): 3 clusters Score: Raw -3013628.104037 + Penalty 4852.933834 = -3008775.170202 nChanged 23 SP:Iteration 48Q (42211.830000 sec): 3 clusters Score: Raw -3013637.369462 + Penalty 4852.933834 = -3008784.435628 nChanged 16 SP:Iteration 49Q (42211.880000 sec): 3 clusters Score: Raw -3013643.631747 + Penalty 4852.933834 = -3008790.697913 nChanged 18 SP:Iteration 50Q (42211.940000 sec): 3 clusters Score: Raw -3013650.556953 + Penalty 4852.933834 = -3008797.623119 nChanged 18 SP:Iteration 51Q (42211.990000 sec): 3 clusters Score: Raw -3013659.404069 + Penalty 4852.933834 = -3008806.470235 nChanged 20 SP:Iteration 52Q (42212.040000 sec): 3 clusters Score: Raw -3013669.513008 + Penalty 4852.933834 = -3008816.579174 nChanged 16 SP:Iteration 53Q (42212.100000 sec): 3 clusters Score: Raw -3013676.161349 + Penalty 4852.933834 = -3008823.227515 nChanged 17 SP:Iteration 54Q (42212.150000 sec): 3 clusters Score: Raw -3013682.289126 + Penalty 4852.933834 = -3008829.355292 nChanged 15 SP:Iteration 55Q (42212.200000 sec): 3 clusters Score: Raw -3013688.461495 + Penalty 4852.933834 = -3008835.527661 nChanged 15 SP:Iteration 56Q (42212.260000 sec): 3 clusters Score: Raw -3013693.816858 + Penalty 4852.933834 = -3008840.883024 nChanged 11 SP:Iteration 57Q (42212.310000 sec): 3 clusters Score: Raw -3013697.498921 + Penalty 4852.933834 = -3008844.565087 nChanged 12 SP:Iteration 58Q (42212.360000 sec): 3 clusters Score: Raw -3013702.065019 + Penalty 4852.933834 = -3008849.131184 nChanged 5 SP:Iteration 59Q (42212.410000 sec): 3 clusters Score: Raw -3013703.888716 + Penalty 4852.933834 = -3008850.954882 nChanged 4 SP:Iteration 60F (42212.490000 sec): 3 clusters Score: Raw -3013706.146239 + Penalty 4852.933834 = -3008853.212405 nChanged 10 SP:Iteration 61Q (42212.540000 sec): 3 clusters Score: Raw -3013710.008505 + Penalty 4852.933834 = -3008857.074670 nChanged 12 SP:Iteration 62Q (42212.590000 sec): 3 clusters Score: Raw -3013714.730842 + Penalty 4852.933834 = -3008861.797008 nChanged 7 SP:Iteration 63Q (42212.640000 sec): 3 clusters Score: Raw -3013716.815567 + Penalty 4852.933834 = -3008863.881733 nChanged 2 SP:Iteration 64Q (42212.690000 sec): 3 clusters Score: Raw -3013717.487205 + Penalty 4852.933834 = -3008864.553370 nChanged 1 SP:Iteration 65Q (42212.750000 sec): 3 clusters Score: Raw -3013717.698738 + Penalty 4852.933834 = -3008864.764903 nChanged 2 SP:Iteration 66Q (42212.800000 sec): 3 clusters Score: Raw -3013718.188575 + Penalty 4852.933834 = -3008865.254741 nChanged 3 SP:Iteration 67Q (42212.850000 sec): 3 clusters Score: Raw -3013718.931472 + Penalty 4852.933834 = -3008865.997638 nChanged 2 SP:Iteration 68Q (42212.910000 sec): 3 clusters Score: Raw -3013719.186991 + Penalty 4852.933834 = -3008866.253157 nChanged 0 SP:Iteration 69F (42212.970000 sec): 3 clusters Score: Raw -3013719.186991 + Penalty 4852.933834 = -3008866.253157 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42212.990000 sec): 2 clusters Score: Raw -86836.284018 + Penalty 1576.314700 = -85259.969318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42212.990000 sec): 3 clusters Score: Raw -87043.180200 + Penalty 3152.629400 = -83890.550800 nChanged 141 SP:Iteration 1F (42212.990000 sec): 3 clusters Score: Raw -87316.858814 + Penalty 3152.629400 = -84164.229415 nChanged 41 SP:Iteration 2F (42212.990000 sec): 3 clusters Score: Raw -87404.864335 + Penalty 3152.629400 = -84252.234935 nChanged 27 SP:Iteration 3Q (42212.990000 sec): 3 clusters Score: Raw -87520.912421 + Penalty 3152.629400 = -84368.283021 nChanged 24 SP:Iteration 4Q (42213.000000 sec): 3 clusters Score: Raw -87613.532001 + Penalty 3152.629400 = -84460.902601 nChanged 14 SP:Iteration 5Q (42213.000000 sec): 3 clusters Score: Raw -87719.704867 + Penalty 3152.629400 = -84567.075468 nChanged 18 SP:Iteration 6Q (42213.000000 sec): 3 clusters Score: Raw -87782.729266 + Penalty 3152.629400 = -84630.099866 nChanged 7 SP:Iteration 7Q (42213.010000 sec): 3 clusters Score: Raw -87797.532462 + Penalty 3152.629400 = -84644.903062 nChanged 2 SP:Iteration 8Q (42213.010000 sec): 3 clusters Score: Raw -87799.576232 + Penalty 3152.629400 = -84646.946832 nChanged 0 SP:Iteration 9F (42213.010000 sec): 3 clusters Score: Raw -87803.478030 + Penalty 3152.629400 = -84650.848630 nChanged 2 SP:Iteration 10Q (42213.010000 sec): 3 clusters Score: Raw -87862.403135 + Penalty 3152.629400 = -84709.773735 nChanged 7 SP:Iteration 11Q (42213.010000 sec): 3 clusters Score: Raw -87895.568456 + Penalty 3152.629400 = -84742.939057 nChanged 8 SP:Iteration 12Q (42213.010000 sec): 3 clusters Score: Raw -87920.948797 + Penalty 3152.629400 = -84768.319397 nChanged 3 SP:Iteration 13Q (42213.020000 sec): 3 clusters Score: Raw -87927.637364 + Penalty 3152.629400 = -84775.007964 nChanged 2 SP:Iteration 14Q (42213.020000 sec): 3 clusters Score: Raw -87930.169942 + Penalty 3152.629400 = -84777.540543 nChanged 1 SP:Iteration 15Q (42213.020000 sec): 3 clusters Score: Raw -87931.073687 + Penalty 3152.629400 = -84778.444288 nChanged 0 SP:Iteration 16F (42213.020000 sec): 3 clusters Score: Raw -87931.073687 + Penalty 3152.629400 = -84778.444288 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42213.030000 sec): 2 clusters Score: Raw -249234.856781 + Penalty 1813.182159 = -247421.674622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42213.040000 sec): 3 clusters Score: Raw -248804.601212 + Penalty 3626.364319 = -245178.236893 nChanged 429 SP:Iteration 1F (42213.050000 sec): 3 clusters Score: Raw -249241.027213 + Penalty 3626.364319 = -245614.662894 nChanged 120 SP:Iteration 2F (42213.050000 sec): 3 clusters Score: Raw -249428.536323 + Penalty 3626.364319 = -245802.172005 nChanged 75 SP:Iteration 3F (42213.060000 sec): 3 clusters Score: Raw -249541.296851 + Penalty 3626.364319 = -245914.932532 nChanged 65 SP:Iteration 4Q (42213.060000 sec): 3 clusters Score: Raw -249657.068880 + Penalty 3626.364319 = -246030.704561 nChanged 64 SP:Iteration 5Q (42213.070000 sec): 3 clusters Score: Raw -249902.535205 + Penalty 3626.364319 = -246276.170886 nChanged 104 SP:Iteration 6F (42213.070000 sec): 3 clusters Score: Raw -250423.547843 + Penalty 3626.364319 = -246797.183524 nChanged 148 SP:Iteration 7F (42213.080000 sec): 3 clusters Score: Raw -251486.335948 + Penalty 3626.364319 = -247859.971630 nChanged 177 SP:Iteration 8F (42213.090000 sec): 3 clusters Score: Raw -252969.878740 + Penalty 3626.364319 = -249343.514422 nChanged 97 SP:Iteration 9F (42213.090000 sec): 3 clusters Score: Raw -253833.005875 + Penalty 3626.364319 = -250206.641556 nChanged 46 SP:Iteration 10Q (42213.100000 sec): 3 clusters Score: Raw -254038.067076 + Penalty 3626.364319 = -250411.702757 nChanged 19 SP:Iteration 11Q (42213.100000 sec): 3 clusters Score: Raw -254183.008904 + Penalty 3626.364319 = -250556.644585 nChanged 10 SP:Iteration 12Q (42213.110000 sec): 3 clusters Score: Raw -254292.596945 + Penalty 3626.364319 = -250666.232626 nChanged 8 SP:Iteration 13Q (42213.110000 sec): 3 clusters Score: Raw -254348.585834 + Penalty 3626.364319 = -250722.221515 nChanged 3 SP:Iteration 14Q (42213.110000 sec): 3 clusters Score: Raw -254354.274382 + Penalty 3626.364319 = -250727.910064 nChanged 0 SP:Iteration 15F (42213.120000 sec): 3 clusters Score: Raw -254354.274382 + Penalty 3626.364319 = -250727.910064 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 16.31 GB. Trying to split cluster 4 (36546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42213.260000 sec): 2 clusters Score: Raw -6036694.279300 + Penalty 2605.569101 = -6034088.710199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42213.410000 sec): 3 clusters Score: Raw -6014479.652320 + Penalty 5211.138202 = -6009268.514118 nChanged 16536 SP:Iteration 1F (42213.550000 sec): 3 clusters Score: Raw -6023641.790371 + Penalty 5211.138202 = -6018430.652169 nChanged 1858 SP:Iteration 2F (42213.700000 sec): 3 clusters Score: Raw -6024419.325390 + Penalty 5211.138202 = -6019208.187188 nChanged 2016 SP:Iteration 3F (42213.840000 sec): 3 clusters Score: Raw -6025485.763548 + Penalty 5211.138202 = -6020274.625346 nChanged 2309 SP:Iteration 4F (42213.990000 sec): 3 clusters Score: Raw -6026905.084763 + Penalty 5211.138202 = -6021693.946561 nChanged 2468 SP:Iteration 5F (42214.140000 sec): 3 clusters Score: Raw -6028521.993753 + Penalty 5211.138202 = -6023310.855551 nChanged 2437 SP:Iteration 6F (42214.280000 sec): 3 clusters Score: Raw -6030066.919892 + Penalty 5211.138202 = -6024855.781690 nChanged 2163 SP:Iteration 7F (42214.430000 sec): 3 clusters Score: Raw -6031396.362464 + Penalty 5211.138202 = -6026185.224262 nChanged 1853 SP:Iteration 8F (42214.570000 sec): 3 clusters Score: Raw -6032489.624313 + Penalty 5211.138202 = -6027278.486111 nChanged 1516 SP:Iteration 9Q (42214.720000 sec): 3 clusters Score: Raw -6033394.706333 + Penalty 5211.138202 = -6028183.568131 nChanged 1345 SP:Iteration 10Q (42214.860000 sec): 3 clusters Score: Raw -6034241.440736 + Penalty 5211.138202 = -6029030.302534 nChanged 1183 SP:Iteration 11Q (42215.010000 sec): 3 clusters Score: Raw -6034998.926650 + Penalty 5211.138202 = -6029787.788448 nChanged 895 SP:Iteration 12Q (42215.150000 sec): 3 clusters Score: Raw -6035566.014894 + Penalty 5211.138202 = -6030354.876692 nChanged 701 SP:Iteration 13Q (42215.280000 sec): 3 clusters Score: Raw -6036007.639265 + Penalty 5211.138202 = -6030796.501063 nChanged 551 SP:Iteration 14Q (42215.420000 sec): 3 clusters Score: Raw -6036344.616333 + Penalty 5211.138202 = -6031133.478131 nChanged 357 SP:Iteration 15Q (42215.540000 sec): 3 clusters Score: Raw -6036554.188061 + Penalty 5211.138202 = -6031343.049859 nChanged 269 SP:Iteration 16Q (42215.670000 sec): 3 clusters Score: Raw -6036710.394331 + Penalty 5211.138202 = -6031499.256130 nChanged 195 SP:Iteration 17Q (42215.790000 sec): 3 clusters Score: Raw -6036831.410927 + Penalty 5211.138202 = -6031620.272725 nChanged 138 SP:Iteration 18Q (42215.900000 sec): 3 clusters Score: Raw -6036906.721417 + Penalty 5211.138202 = -6031695.583215 nChanged 96 SP:Iteration 19Q (42216.020000 sec): 3 clusters Score: Raw -6036966.580819 + Penalty 5211.138202 = -6031755.442617 nChanged 64 SP:Iteration 20F (42216.160000 sec): 3 clusters Score: Raw -6037002.790281 + Penalty 5211.138202 = -6031791.652079 nChanged 57 SP:Iteration 21Q (42216.270000 sec): 3 clusters Score: Raw -6037035.354213 + Penalty 5211.138202 = -6031824.216011 nChanged 41 SP:Iteration 22Q (42216.380000 sec): 3 clusters Score: Raw -6037055.059819 + Penalty 5211.138202 = -6031843.921617 nChanged 29 SP:Iteration 23Q (42216.490000 sec): 3 clusters Score: Raw -6037069.027222 + Penalty 5211.138202 = -6031857.889020 nChanged 22 SP:Iteration 24Q (42216.600000 sec): 3 clusters Score: Raw -6037080.422489 + Penalty 5211.138202 = -6031869.284287 nChanged 17 SP:Iteration 25Q (42216.710000 sec): 3 clusters Score: Raw -6037089.072441 + Penalty 5211.138202 = -6031877.934239 nChanged 13 SP:Iteration 26Q (42216.820000 sec): 3 clusters Score: Raw -6037093.602461 + Penalty 5211.138202 = -6031882.464259 nChanged 7 SP:Iteration 27Q (42216.930000 sec): 3 clusters Score: Raw -6037097.296394 + Penalty 5211.138202 = -6031886.158192 nChanged 8 SP:Iteration 28Q (42217.040000 sec): 3 clusters Score: Raw -6037100.149960 + Penalty 5211.138202 = -6031889.011758 nChanged 5 SP:Iteration 29Q (42217.150000 sec): 3 clusters Score: Raw -6037102.690274 + Penalty 5211.138202 = -6031891.552072 nChanged 7 SP:Iteration 30Q (42217.260000 sec): 3 clusters Score: Raw -6037105.969087 + Penalty 5211.138202 = -6031894.830885 nChanged 13 SP:Iteration 31Q (42217.360000 sec): 3 clusters Score: Raw -6037113.502694 + Penalty 5211.138202 = -6031902.364492 nChanged 13 SP:Iteration 32Q (42217.470000 sec): 3 clusters Score: Raw -6037119.160881 + Penalty 5211.138202 = -6031908.022679 nChanged 7 SP:Iteration 33Q (42217.580000 sec): 3 clusters Score: Raw -6037122.558259 + Penalty 5211.138202 = -6031911.420057 nChanged 6 SP:Iteration 34Q (42217.690000 sec): 3 clusters Score: Raw -6037125.636322 + Penalty 5211.138202 = -6031914.498120 nChanged 3 SP:Iteration 35Q (42217.800000 sec): 3 clusters Score: Raw -6037126.847966 + Penalty 5211.138202 = -6031915.709764 nChanged 3 SP:Iteration 36Q (42217.900000 sec): 3 clusters Score: Raw -6037127.908308 + Penalty 5211.138202 = -6031916.770107 nChanged 3 SP:Iteration 37Q (42218.010000 sec): 3 clusters Score: Raw -6037129.346644 + Penalty 5211.138202 = -6031918.208442 nChanged 2 SP:Iteration 38Q (42218.120000 sec): 3 clusters Score: Raw -6037130.026065 + Penalty 5211.138202 = -6031918.887863 nChanged 2 SP:Iteration 39Q (42218.220000 sec): 3 clusters Score: Raw -6037131.354310 + Penalty 5211.138202 = -6031920.216108 nChanged 5 SP:Iteration 40F (42218.370000 sec): 3 clusters Score: Raw -6037133.219973 + Penalty 5211.138202 = -6031922.081771 nChanged 5 SP:Iteration 41Q (42218.480000 sec): 3 clusters Score: Raw -6037134.594444 + Penalty 5211.138202 = -6031923.456242 nChanged 2 SP:Iteration 42Q (42218.580000 sec): 3 clusters Score: Raw -6037135.297663 + Penalty 5211.138202 = -6031924.159462 nChanged 0 SP:Iteration 43F (42218.730000 sec): 3 clusters Score: Raw -6037135.297663 + Penalty 5211.138202 = -6031924.159462 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42218.750000 sec): 2 clusters Score: Raw -391261.084617 + Penalty 1933.830105 = -389327.254513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42218.760000 sec): 3 clusters Score: Raw -390348.003577 + Penalty 3867.660210 = -386480.343367 nChanged 807 SP:Iteration 1F (42218.770000 sec): 3 clusters Score: Raw -391067.606223 + Penalty 3867.660210 = -387199.946014 nChanged 244 SP:Iteration 2F (42218.780000 sec): 3 clusters Score: Raw -391471.227780 + Penalty 3867.660210 = -387603.567570 nChanged 199 SP:Iteration 3F (42218.790000 sec): 3 clusters Score: Raw -391852.113961 + Penalty 3867.660210 = -387984.453751 nChanged 167 SP:Iteration 4F (42218.800000 sec): 3 clusters Score: Raw -392109.316558 + Penalty 3867.660210 = -388241.656349 nChanged 130 SP:Iteration 5F (42218.810000 sec): 3 clusters Score: Raw -392321.823571 + Penalty 3867.660210 = -388454.163361 nChanged 108 SP:Iteration 6Q (42218.820000 sec): 3 clusters Score: Raw -392489.890971 + Penalty 3867.660210 = -388622.230762 nChanged 83 SP:Iteration 7Q (42218.820000 sec): 3 clusters Score: Raw -392628.034366 + Penalty 3867.660210 = -388760.374156 nChanged 69 SP:Iteration 8Q (42218.840000 sec): 3 clusters Score: Raw -392717.653062 + Penalty 3867.660210 = -388849.992853 nChanged 51 SP:Iteration 9Q (42218.840000 sec): 3 clusters Score: Raw -392780.272698 + Penalty 3867.660210 = -388912.612489 nChanged 42 SP:Iteration 10Q (42218.850000 sec): 3 clusters Score: Raw -392825.847037 + Penalty 3867.660210 = -388958.186828 nChanged 26 SP:Iteration 11Q (42218.860000 sec): 3 clusters Score: Raw -392851.588756 + Penalty 3867.660210 = -388983.928546 nChanged 22 SP:Iteration 12Q (42218.870000 sec): 3 clusters Score: Raw -392871.668159 + Penalty 3867.660210 = -389004.007950 nChanged 19 SP:Iteration 13Q (42218.880000 sec): 3 clusters Score: Raw -392889.865766 + Penalty 3867.660210 = -389022.205556 nChanged 13 SP:Iteration 14Q (42218.880000 sec): 3 clusters Score: Raw -392905.530629 + Penalty 3867.660210 = -389037.870419 nChanged 18 SP:Iteration 15Q (42218.890000 sec): 3 clusters Score: Raw -392921.455542 + Penalty 3867.660210 = -389053.795333 nChanged 17 SP:Iteration 16Q (42218.900000 sec): 3 clusters Score: Raw -392933.623798 + Penalty 3867.660210 = -389065.963588 nChanged 13 SP:Iteration 17Q (42218.910000 sec): 3 clusters Score: Raw -392942.137887 + Penalty 3867.660210 = -389074.477677 nChanged 8 SP:Iteration 18Q (42218.920000 sec): 3 clusters Score: Raw -392946.732340 + Penalty 3867.660210 = -389079.072130 nChanged 3 SP:Iteration 19Q (42218.920000 sec): 3 clusters Score: Raw -392950.533409 + Penalty 3867.660210 = -389082.873199 nChanged 5 SP:Iteration 20F (42218.930000 sec): 3 clusters Score: Raw -392955.315958 + Penalty 3867.660210 = -389087.655748 nChanged 3 SP:Iteration 21Q (42218.940000 sec): 3 clusters Score: Raw -392957.169964 + Penalty 3867.660210 = -389089.509754 nChanged 4 SP:Iteration 22Q (42218.950000 sec): 3 clusters Score: Raw -392959.152149 + Penalty 3867.660210 = -389091.491939 nChanged 0 SP:Iteration 23F (42218.960000 sec): 3 clusters Score: Raw -392959.152149 + Penalty 3867.660210 = -389091.491939 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (4019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42218.980000 sec): 2 clusters Score: Raw -648449.115877 + Penalty 2058.099522 = -646391.016355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42218.990000 sec): 3 clusters Score: Raw -646613.043760 + Penalty 4116.199044 = -642496.844717 nChanged 1530 SP:Iteration 1F (42219.010000 sec): 3 clusters Score: Raw -647551.411171 + Penalty 4116.199044 = -643435.212127 nChanged 345 SP:Iteration 2F (42219.020000 sec): 3 clusters Score: Raw -647826.690677 + Penalty 4116.199044 = -643710.491633 nChanged 247 SP:Iteration 3F (42219.040000 sec): 3 clusters Score: Raw -648042.015002 + Penalty 4116.199044 = -643925.815959 nChanged 200 SP:Iteration 4Q (42219.060000 sec): 3 clusters Score: Raw -648205.376739 + Penalty 4116.199044 = -644089.177695 nChanged 181 SP:Iteration 5Q (42219.070000 sec): 3 clusters Score: Raw -648347.254640 + Penalty 4116.199044 = -644231.055597 nChanged 165 SP:Iteration 6Q (42219.090000 sec): 3 clusters Score: Raw -648495.240467 + Penalty 4116.199044 = -644379.041423 nChanged 188 SP:Iteration 7Q (42219.100000 sec): 3 clusters Score: Raw -648672.207526 + Penalty 4116.199044 = -644556.008482 nChanged 166 SP:Iteration 8Q (42219.120000 sec): 3 clusters Score: Raw -648841.944399 + Penalty 4116.199044 = -644725.745356 nChanged 163 SP:Iteration 9Q (42219.140000 sec): 3 clusters Score: Raw -649015.146313 + Penalty 4116.199044 = -644898.947269 nChanged 172 SP:Iteration 10Q (42219.150000 sec): 3 clusters Score: Raw -649198.612426 + Penalty 4116.199044 = -645082.413382 nChanged 151 SP:Iteration 11Q (42219.170000 sec): 3 clusters Score: Raw -649325.078735 + Penalty 4116.199044 = -645208.879691 nChanged 106 SP:Iteration 12Q (42219.180000 sec): 3 clusters Score: Raw -649402.570311 + Penalty 4116.199044 = -645286.371267 nChanged 88 SP:Iteration 13Q (42219.200000 sec): 3 clusters Score: Raw -649466.330225 + Penalty 4116.199044 = -645350.131181 nChanged 68 SP:Iteration 14Q (42219.210000 sec): 3 clusters Score: Raw -649524.607689 + Penalty 4116.199044 = -645408.408646 nChanged 59 SP:Iteration 15Q (42219.230000 sec): 3 clusters Score: Raw -649562.988139 + Penalty 4116.199044 = -645446.789095 nChanged 35 SP:Iteration 16Q (42219.240000 sec): 3 clusters Score: Raw -649583.151651 + Penalty 4116.199044 = -645466.952608 nChanged 25 SP:Iteration 17Q (42219.260000 sec): 3 clusters Score: Raw -649598.040863 + Penalty 4116.199044 = -645481.841819 nChanged 26 SP:Iteration 18Q (42219.280000 sec): 3 clusters Score: Raw -649611.692015 + Penalty 4116.199044 = -645495.492972 nChanged 16 SP:Iteration 19Q (42219.290000 sec): 3 clusters Score: Raw -649620.894314 + Penalty 4116.199044 = -645504.695271 nChanged 18 SP:Iteration 20F (42219.300000 sec): 3 clusters Score: Raw -649628.167389 + Penalty 4116.199044 = -645511.968345 nChanged 8 SP:Iteration 21Q (42219.320000 sec): 3 clusters Score: Raw -649631.292215 + Penalty 4116.199044 = -645515.093171 nChanged 9 SP:Iteration 22Q (42219.340000 sec): 3 clusters Score: Raw -649635.290787 + Penalty 4116.199044 = -645519.091743 nChanged 5 SP:Iteration 23Q (42219.350000 sec): 3 clusters Score: Raw -649638.185625 + Penalty 4116.199044 = -645521.986581 nChanged 5 SP:Iteration 24Q (42219.370000 sec): 3 clusters Score: Raw -649640.130731 + Penalty 4116.199044 = -645523.931687 nChanged 4 SP:Iteration 25Q (42219.380000 sec): 3 clusters Score: Raw -649642.262697 + Penalty 4116.199044 = -645526.063654 nChanged 2 SP:Iteration 26Q (42219.400000 sec): 3 clusters Score: Raw -649642.986838 + Penalty 4116.199044 = -645526.787794 nChanged 3 SP:Iteration 27Q (42219.410000 sec): 3 clusters Score: Raw -649644.454728 + Penalty 4116.199044 = -645528.255684 nChanged 6 SP:Iteration 28Q (42219.430000 sec): 3 clusters Score: Raw -649646.500128 + Penalty 4116.199044 = -645530.301085 nChanged 3 SP:Iteration 29Q (42219.440000 sec): 3 clusters Score: Raw -649648.220905 + Penalty 4116.199044 = -645532.021861 nChanged 5 SP:Iteration 30Q (42219.460000 sec): 3 clusters Score: Raw -649650.503395 + Penalty 4116.199044 = -645534.304351 nChanged 1 SP:Iteration 31Q (42219.470000 sec): 3 clusters Score: Raw -649650.935339 + Penalty 4116.199044 = -645534.736295 nChanged 1 SP:Iteration 32Q (42219.490000 sec): 3 clusters Score: Raw -649651.507946 + Penalty 4116.199044 = -645535.308902 nChanged 0 SP:Iteration 33F (42219.500000 sec): 3 clusters Score: Raw -649651.507946 + Penalty 4116.199044 = -645535.308902 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (807710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42222.270000 sec): 2 clusters Score: Raw -140797319.508225 + Penalty 3373.285674 = -140793946.222551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42225.600000 sec): 3 clusters Score: Raw -140252858.655253 + Penalty 6746.571348 = -140246112.083906 nChanged 396078 SP:Iteration 1F (42228.910000 sec): 3 clusters Score: Raw -140492708.495548 + Penalty 6746.571348 = -140485961.924200 nChanged 18891 SP:Iteration 2Q (42232.300000 sec): 3 clusters Score: Raw -140496476.933722 + Penalty 6746.571348 = -140489730.362374 nChanged 24424 SP:Iteration 3Q (42235.690000 sec): 3 clusters Score: Raw -140503290.060996 + Penalty 6746.571348 = -140496543.489648 nChanged 33904 SP:Iteration 4Q (42239.060000 sec): 3 clusters Score: Raw -140516751.876223 + Penalty 6746.571348 = -140510005.304875 nChanged 47592 SP:Iteration 5F (42242.360000 sec): 3 clusters Score: Raw -140543288.626491 + Penalty 6746.571348 = -140536542.055143 nChanged 63575 SP:Iteration 6F (42245.680000 sec): 3 clusters Score: Raw -140590398.286720 + Penalty 6746.571348 = -140583651.715372 nChanged 73391 SP:Iteration 7F (42249.000000 sec): 3 clusters Score: Raw -140656772.224853 + Penalty 6746.571348 = -140650025.653505 nChanged 67416 SP:Iteration 8F (42252.300000 sec): 3 clusters Score: Raw -140724104.515301 + Penalty 6746.571348 = -140717357.943953 nChanged 44786 SP:Iteration 9F (42255.580000 sec): 3 clusters Score: Raw -140768930.571907 + Penalty 6746.571348 = -140762184.000559 nChanged 20747 SP:Iteration 10Q (42258.560000 sec): 3 clusters Score: Raw -140788532.147875 + Penalty 6746.571348 = -140781785.576527 nChanged 7152 SP:Iteration 11Q (42261.170000 sec): 3 clusters Score: Raw -140794910.897052 + Penalty 6746.571348 = -140788164.325704 nChanged 2045 SP:Iteration 12Q (42263.540000 sec): 3 clusters Score: Raw -140796727.799692 + Penalty 6746.571348 = -140789981.228344 nChanged 549 SP:Iteration 13Q (42265.840000 sec): 3 clusters Score: Raw -140797287.187823 + Penalty 6746.571348 = -140790540.616475 nChanged 178 SP:Iteration 14Q (42268.100000 sec): 3 clusters Score: Raw -140797495.969798 + Penalty 6746.571348 = -140790749.398451 nChanged 74 SP:Iteration 15Q (42270.360000 sec): 3 clusters Score: Raw -140797601.642443 + Penalty 6746.571348 = -140790855.071095 nChanged 38 SP:Iteration 16Q (42272.610000 sec): 3 clusters Score: Raw -140797654.272238 + Penalty 6746.571348 = -140790907.700890 nChanged 27 SP:Iteration 17Q (42274.860000 sec): 3 clusters Score: Raw -140797685.970627 + Penalty 6746.571348 = -140790939.399279 nChanged 12 SP:Iteration 18Q (42277.110000 sec): 3 clusters Score: Raw -140797702.418683 + Penalty 6746.571348 = -140790955.847336 nChanged 14 SP:Iteration 19Q (42279.360000 sec): 3 clusters Score: Raw -140797715.426419 + Penalty 6746.571348 = -140790968.855071 nChanged 5 SP:Iteration 20F (42282.600000 sec): 3 clusters Score: Raw -140797719.742556 + Penalty 6746.571348 = -140790973.171208 nChanged 2 SP:Iteration 21Q (42284.850000 sec): 3 clusters Score: Raw -140797721.277344 + Penalty 6746.571348 = -140790974.705997 nChanged 2 SP:Iteration 22Q (42287.100000 sec): 3 clusters Score: Raw -140797722.930338 + Penalty 6746.571348 = -140790976.358990 nChanged 0 SP:Iteration 23F (42290.350000 sec): 3 clusters Score: Raw -140797722.930338 + Penalty 6746.571348 = -140790976.358990 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (210033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42291.210000 sec): 2 clusters Score: Raw -35985013.492959 + Penalty 3039.244945 = -35981974.248014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42292.070000 sec): 3 clusters Score: Raw -35847193.294526 + Penalty 6078.489890 = -35841114.804636 nChanged 101195 SP:Iteration 1F (42292.930000 sec): 3 clusters Score: Raw -35906497.924455 + Penalty 6078.489890 = -35900419.434565 nChanged 6704 SP:Iteration 2Q (42293.810000 sec): 3 clusters Score: Raw -35908359.004205 + Penalty 6078.489890 = -35902280.514314 nChanged 8278 SP:Iteration 3Q (42294.690000 sec): 3 clusters Score: Raw -35911319.482865 + Penalty 6078.489890 = -35905240.992975 nChanged 10760 SP:Iteration 4F (42295.550000 sec): 3 clusters Score: Raw -35916674.041461 + Penalty 6078.489890 = -35910595.551571 nChanged 14750 SP:Iteration 5F (42296.410000 sec): 3 clusters Score: Raw -35926686.013173 + Penalty 6078.489890 = -35920607.523282 nChanged 18478 SP:Iteration 6F (42297.270000 sec): 3 clusters Score: Raw -35942352.330254 + Penalty 6078.489890 = -35936273.840364 nChanged 19021 SP:Iteration 7F (42298.130000 sec): 3 clusters Score: Raw -35960775.332033 + Penalty 6078.489890 = -35954696.842143 nChanged 14141 SP:Iteration 8F (42298.980000 sec): 3 clusters Score: Raw -35974942.465169 + Penalty 6078.489890 = -35968863.975278 nChanged 7217 SP:Iteration 9Q (42299.760000 sec): 3 clusters Score: Raw -35981890.217465 + Penalty 6078.489890 = -35975811.727575 nChanged 2560 SP:Iteration 10Q (42300.450000 sec): 3 clusters Score: Raw -35984216.108522 + Penalty 6078.489890 = -35978137.618632 nChanged 717 SP:Iteration 11Q (42301.080000 sec): 3 clusters Score: Raw -35984921.182859 + Penalty 6078.489890 = -35978842.692969 nChanged 213 SP:Iteration 12Q (42301.680000 sec): 3 clusters Score: Raw -35985143.882055 + Penalty 6078.489890 = -35979065.392164 nChanged 84 SP:Iteration 13Q (42302.270000 sec): 3 clusters Score: Raw -35985248.649481 + Penalty 6078.489890 = -35979170.159590 nChanged 38 SP:Iteration 14Q (42302.870000 sec): 3 clusters Score: Raw -35985292.585423 + Penalty 6078.489890 = -35979214.095532 nChanged 32 SP:Iteration 15Q (42303.460000 sec): 3 clusters Score: Raw -35985331.890280 + Penalty 6078.489890 = -35979253.400390 nChanged 23 SP:Iteration 16Q (42304.050000 sec): 3 clusters Score: Raw -35985354.194498 + Penalty 6078.489890 = -35979275.704608 nChanged 12 SP:Iteration 17Q (42304.640000 sec): 3 clusters Score: Raw -35985368.236106 + Penalty 6078.489890 = -35979289.746216 nChanged 9 SP:Iteration 18Q (42305.230000 sec): 3 clusters Score: Raw -35985380.054442 + Penalty 6078.489890 = -35979301.564552 nChanged 6 SP:Iteration 19Q (42305.820000 sec): 3 clusters Score: Raw -35985388.253629 + Penalty 6078.489890 = -35979309.763739 nChanged 2 SP:Iteration 20F (42306.670000 sec): 3 clusters Score: Raw -35985393.815841 + Penalty 6078.489890 = -35979315.325951 nChanged 5 SP:Iteration 21Q (42307.260000 sec): 3 clusters Score: Raw -35985400.028835 + Penalty 6078.489890 = -35979321.538944 nChanged 2 SP:Iteration 22Q (42307.850000 sec): 3 clusters Score: Raw -35985400.903922 + Penalty 6078.489890 = -35979322.414031 nChanged 0 SP:Iteration 23F (42308.700000 sec): 3 clusters Score: Raw -35985400.903922 + Penalty 6078.489890 = -35979322.414031 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (8509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42308.800000 sec): 2 clusters Score: Raw -1449111.029715 + Penalty 2244.122167 = -1446866.907548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42308.830000 sec): 3 clusters Score: Raw -1444696.970467 + Penalty 4488.244334 = -1440208.726133 nChanged 3477 SP:Iteration 1F (42308.860000 sec): 3 clusters Score: Raw -1446602.929381 + Penalty 4488.244334 = -1442114.685047 nChanged 511 SP:Iteration 2F (42308.900000 sec): 3 clusters Score: Raw -1446830.254986 + Penalty 4488.244334 = -1442342.010652 nChanged 386 SP:Iteration 3Q (42308.930000 sec): 3 clusters Score: Raw -1446991.720697 + Penalty 4488.244334 = -1442503.476362 nChanged 276 SP:Iteration 4Q (42308.960000 sec): 3 clusters Score: Raw -1447091.930630 + Penalty 4488.244334 = -1442603.686296 nChanged 229 SP:Iteration 5Q (42309.000000 sec): 3 clusters Score: Raw -1447166.280089 + Penalty 4488.244334 = -1442678.035755 nChanged 184 SP:Iteration 6Q (42309.030000 sec): 3 clusters Score: Raw -1447222.001070 + Penalty 4488.244334 = -1442733.756736 nChanged 159 SP:Iteration 7Q (42309.070000 sec): 3 clusters Score: Raw -1447272.635325 + Penalty 4488.244334 = -1442784.390991 nChanged 144 SP:Iteration 8Q (42309.100000 sec): 3 clusters Score: Raw -1447311.556781 + Penalty 4488.244334 = -1442823.312447 nChanged 119 SP:Iteration 9Q (42309.130000 sec): 3 clusters Score: Raw -1447340.648657 + Penalty 4488.244334 = -1442852.404322 nChanged 96 SP:Iteration 10Q (42309.170000 sec): 3 clusters Score: Raw -1447364.121848 + Penalty 4488.244334 = -1442875.877514 nChanged 83 SP:Iteration 11Q (42309.200000 sec): 3 clusters Score: Raw -1447388.897236 + Penalty 4488.244334 = -1442900.652902 nChanged 111 SP:Iteration 12Q (42309.240000 sec): 3 clusters Score: Raw -1447425.248897 + Penalty 4488.244334 = -1442937.004563 nChanged 102 SP:Iteration 13Q (42309.270000 sec): 3 clusters Score: Raw -1447459.809313 + Penalty 4488.244334 = -1442971.564979 nChanged 106 SP:Iteration 14Q (42309.300000 sec): 3 clusters Score: Raw -1447495.331977 + Penalty 4488.244334 = -1443007.087643 nChanged 115 SP:Iteration 15Q (42309.340000 sec): 3 clusters Score: Raw -1447528.560450 + Penalty 4488.244334 = -1443040.316116 nChanged 111 SP:Iteration 16Q (42309.370000 sec): 3 clusters Score: Raw -1447561.901660 + Penalty 4488.244334 = -1443073.657326 nChanged 91 SP:Iteration 17Q (42309.410000 sec): 3 clusters Score: Raw -1447588.027414 + Penalty 4488.244334 = -1443099.783079 nChanged 101 SP:Iteration 18Q (42309.440000 sec): 3 clusters Score: Raw -1447621.956140 + Penalty 4488.244334 = -1443133.711806 nChanged 112 SP:Iteration 19Q (42309.470000 sec): 3 clusters Score: Raw -1447663.721237 + Penalty 4488.244334 = -1443175.476903 nChanged 130 SP:Iteration 20F (42309.510000 sec): 3 clusters Score: Raw -1447721.140808 + Penalty 4488.244334 = -1443232.896474 nChanged 154 SP:Iteration 21Q (42309.540000 sec): 3 clusters Score: Raw -1447784.888966 + Penalty 4488.244334 = -1443296.644632 nChanged 146 SP:Iteration 22Q (42309.570000 sec): 3 clusters Score: Raw -1447837.468986 + Penalty 4488.244334 = -1443349.224652 nChanged 139 SP:Iteration 23Q (42309.610000 sec): 3 clusters Score: Raw -1447891.836693 + Penalty 4488.244334 = -1443403.592359 nChanged 143 SP:Iteration 24Q (42309.640000 sec): 3 clusters Score: Raw -1447948.817027 + Penalty 4488.244334 = -1443460.572693 nChanged 140 SP:Iteration 25Q (42309.670000 sec): 3 clusters Score: Raw -1447999.269184 + Penalty 4488.244334 = -1443511.024850 nChanged 143 SP:Iteration 26Q (42309.700000 sec): 3 clusters Score: Raw -1448065.400695 + Penalty 4488.244334 = -1443577.156360 nChanged 145 SP:Iteration 27Q (42309.740000 sec): 3 clusters Score: Raw -1448131.688081 + Penalty 4488.244334 = -1443643.443747 nChanged 147 SP:Iteration 28Q (42309.770000 sec): 3 clusters Score: Raw -1448195.479124 + Penalty 4488.244334 = -1443707.234790 nChanged 145 SP:Iteration 29Q (42309.800000 sec): 3 clusters Score: Raw -1448258.072288 + Penalty 4488.244334 = -1443769.827954 nChanged 135 SP:Iteration 30Q (42309.830000 sec): 3 clusters Score: Raw -1448313.623488 + Penalty 4488.244334 = -1443825.379153 nChanged 139 SP:Iteration 31Q (42309.870000 sec): 3 clusters Score: Raw -1448377.119817 + Penalty 4488.244334 = -1443888.875483 nChanged 147 SP:Iteration 32Q (42309.900000 sec): 3 clusters Score: Raw -1448442.468279 + Penalty 4488.244334 = -1443954.223945 nChanged 123 SP:Iteration 33Q (42309.930000 sec): 3 clusters Score: Raw -1448502.524853 + Penalty 4488.244334 = -1444014.280519 nChanged 124 SP:Iteration 34Q (42309.960000 sec): 3 clusters Score: Raw -1448559.073111 + Penalty 4488.244334 = -1444070.828777 nChanged 115 SP:Iteration 35Q (42309.990000 sec): 3 clusters Score: Raw -1448620.303237 + Penalty 4488.244334 = -1444132.058903 nChanged 117 SP:Iteration 36Q (42310.020000 sec): 3 clusters Score: Raw -1448676.342259 + Penalty 4488.244334 = -1444188.097925 nChanged 117 SP:Iteration 37Q (42310.050000 sec): 3 clusters Score: Raw -1448733.335858 + Penalty 4488.244334 = -1444245.091524 nChanged 98 SP:Iteration 38Q (42310.080000 sec): 3 clusters Score: Raw -1448777.393556 + Penalty 4488.244334 = -1444289.149222 nChanged 95 SP:Iteration 39Q (42310.110000 sec): 3 clusters Score: Raw -1448827.458226 + Penalty 4488.244334 = -1444339.213892 nChanged 81 SP:Iteration 40F (42310.140000 sec): 3 clusters Score: Raw -1448867.933197 + Penalty 4488.244334 = -1444379.688863 nChanged 72 SP:Iteration 41Q (42310.170000 sec): 3 clusters Score: Raw -1448909.334919 + Penalty 4488.244334 = -1444421.090585 nChanged 88 SP:Iteration 42Q (42310.210000 sec): 3 clusters Score: Raw -1448960.388025 + Penalty 4488.244334 = -1444472.143691 nChanged 70 SP:Iteration 43Q (42310.230000 sec): 3 clusters Score: Raw -1449001.113393 + Penalty 4488.244334 = -1444512.869059 nChanged 69 SP:Iteration 44Q (42310.270000 sec): 3 clusters Score: Raw -1449043.988831 + Penalty 4488.244334 = -1444555.744497 nChanged 73 SP:Iteration 45Q (42310.290000 sec): 3 clusters Score: Raw -1449090.561200 + Penalty 4488.244334 = -1444602.316866 nChanged 72 SP:Iteration 46Q (42310.320000 sec): 3 clusters Score: Raw -1449146.753771 + Penalty 4488.244334 = -1444658.509437 nChanged 56 SP:Iteration 47Q (42310.350000 sec): 3 clusters Score: Raw -1449183.769352 + Penalty 4488.244334 = -1444695.525018 nChanged 53 SP:Iteration 48Q (42310.380000 sec): 3 clusters Score: Raw -1449224.405166 + Penalty 4488.244334 = -1444736.160832 nChanged 44 SP:Iteration 49Q (42310.400000 sec): 3 clusters Score: Raw -1449254.650398 + Penalty 4488.244334 = -1444766.406064 nChanged 33 SP:Iteration 50Q (42310.430000 sec): 3 clusters Score: Raw -1449280.490002 + Penalty 4488.244334 = -1444792.245668 nChanged 25 SP:Iteration 51Q (42310.450000 sec): 3 clusters Score: Raw -1449303.508270 + Penalty 4488.244334 = -1444815.263936 nChanged 24 SP:Iteration 52Q (42310.480000 sec): 3 clusters Score: Raw -1449322.946267 + Penalty 4488.244334 = -1444834.701933 nChanged 20 SP:Iteration 53Q (42310.510000 sec): 3 clusters Score: Raw -1449337.207791 + Penalty 4488.244334 = -1444848.963457 nChanged 13 SP:Iteration 54Q (42310.530000 sec): 3 clusters Score: Raw -1449345.671158 + Penalty 4488.244334 = -1444857.426824 nChanged 14 SP:Iteration 55Q (42310.560000 sec): 3 clusters Score: Raw -1449354.504901 + Penalty 4488.244334 = -1444866.260567 nChanged 13 SP:Iteration 56Q (42310.590000 sec): 3 clusters Score: Raw -1449363.596957 + Penalty 4488.244334 = -1444875.352623 nChanged 10 SP:Iteration 57Q (42310.610000 sec): 3 clusters Score: Raw -1449371.190773 + Penalty 4488.244334 = -1444882.946439 nChanged 9 SP:Iteration 58Q (42310.640000 sec): 3 clusters Score: Raw -1449377.168718 + Penalty 4488.244334 = -1444888.924384 nChanged 8 SP:Iteration 59Q (42310.660000 sec): 3 clusters Score: Raw -1449381.450113 + Penalty 4488.244334 = -1444893.205779 nChanged 3 SP:Iteration 60F (42310.690000 sec): 3 clusters Score: Raw -1449382.452963 + Penalty 4488.244334 = -1444894.208629 nChanged 1 SP:Iteration 61Q (42310.720000 sec): 3 clusters Score: Raw -1449382.656025 + Penalty 4488.244334 = -1444894.411691 nChanged 0 SP:Iteration 62F (42310.750000 sec): 3 clusters Score: Raw -1449382.656025 + Penalty 4488.244334 = -1444894.411691 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42310.770000 sec): 2 clusters Score: Raw -787687.441180 + Penalty 2100.637179 = -785586.804001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42310.790000 sec): 3 clusters Score: Raw -785409.137173 + Penalty 4201.274358 = -781207.862815 nChanged 1850 SP:Iteration 1F (42310.810000 sec): 3 clusters Score: Raw -786543.361902 + Penalty 4201.274358 = -782342.087544 nChanged 432 SP:Iteration 2F (42310.830000 sec): 3 clusters Score: Raw -786894.876924 + Penalty 4201.274358 = -782693.602566 nChanged 326 SP:Iteration 3F (42310.850000 sec): 3 clusters Score: Raw -787229.217274 + Penalty 4201.274358 = -783027.942916 nChanged 317 SP:Iteration 4F (42310.870000 sec): 3 clusters Score: Raw -787549.387924 + Penalty 4201.274358 = -783348.113566 nChanged 275 SP:Iteration 5F (42310.890000 sec): 3 clusters Score: Raw -787834.615957 + Penalty 4201.274358 = -783633.341599 nChanged 238 SP:Iteration 6Q (42310.910000 sec): 3 clusters Score: Raw -788073.195551 + Penalty 4201.274358 = -783871.921193 nChanged 208 SP:Iteration 7Q (42310.930000 sec): 3 clusters Score: Raw -788260.189924 + Penalty 4201.274358 = -784058.915566 nChanged 154 SP:Iteration 8Q (42310.940000 sec): 3 clusters Score: Raw -788367.694142 + Penalty 4201.274358 = -784166.419785 nChanged 131 SP:Iteration 9Q (42310.960000 sec): 3 clusters Score: Raw -788438.247236 + Penalty 4201.274358 = -784236.972878 nChanged 88 SP:Iteration 10Q (42310.980000 sec): 3 clusters Score: Raw -788479.035340 + Penalty 4201.274358 = -784277.760983 nChanged 61 SP:Iteration 11Q (42311.000000 sec): 3 clusters Score: Raw -788508.769100 + Penalty 4201.274358 = -784307.494742 nChanged 54 SP:Iteration 12Q (42311.010000 sec): 3 clusters Score: Raw -788531.740247 + Penalty 4201.274358 = -784330.465889 nChanged 41 SP:Iteration 13Q (42311.030000 sec): 3 clusters Score: Raw -788549.061942 + Penalty 4201.274358 = -784347.787584 nChanged 34 SP:Iteration 14Q (42311.050000 sec): 3 clusters Score: Raw -788566.413681 + Penalty 4201.274358 = -784365.139323 nChanged 30 SP:Iteration 15Q (42311.070000 sec): 3 clusters Score: Raw -788577.385857 + Penalty 4201.274358 = -784376.111499 nChanged 23 SP:Iteration 16Q (42311.090000 sec): 3 clusters Score: Raw -788585.241291 + Penalty 4201.274358 = -784383.966933 nChanged 16 SP:Iteration 17Q (42311.110000 sec): 3 clusters Score: Raw -788591.670360 + Penalty 4201.274358 = -784390.396002 nChanged 20 SP:Iteration 18Q (42311.120000 sec): 3 clusters Score: Raw -788600.903486 + Penalty 4201.274358 = -784399.629128 nChanged 24 SP:Iteration 19Q (42311.140000 sec): 3 clusters Score: Raw -788609.445249 + Penalty 4201.274358 = -784408.170891 nChanged 16 SP:Iteration 20F (42311.160000 sec): 3 clusters Score: Raw -788614.279331 + Penalty 4201.274358 = -784413.004974 nChanged 16 SP:Iteration 21Q (42311.180000 sec): 3 clusters Score: Raw -788620.657978 + Penalty 4201.274358 = -784419.383620 nChanged 19 SP:Iteration 22Q (42311.190000 sec): 3 clusters Score: Raw -788628.363087 + Penalty 4201.274358 = -784427.088729 nChanged 22 SP:Iteration 23Q (42311.210000 sec): 3 clusters Score: Raw -788637.435734 + Penalty 4201.274358 = -784436.161376 nChanged 18 SP:Iteration 24Q (42311.230000 sec): 3 clusters Score: Raw -788644.261294 + Penalty 4201.274358 = -784442.986936 nChanged 12 SP:Iteration 25Q (42311.250000 sec): 3 clusters Score: Raw -788648.773554 + Penalty 4201.274358 = -784447.499196 nChanged 14 SP:Iteration 26Q (42311.270000 sec): 3 clusters Score: Raw -788652.294133 + Penalty 4201.274358 = -784451.019775 nChanged 3 SP:Iteration 27Q (42311.280000 sec): 3 clusters Score: Raw -788653.150499 + Penalty 4201.274358 = -784451.876141 nChanged 4 SP:Iteration 28Q (42311.300000 sec): 3 clusters Score: Raw -788653.912553 + Penalty 4201.274358 = -784452.638195 nChanged 3 SP:Iteration 29Q (42311.320000 sec): 3 clusters Score: Raw -788654.691965 + Penalty 4201.274358 = -784453.417607 nChanged 2 SP:Iteration 30Q (42311.340000 sec): 3 clusters Score: Raw -788655.287397 + Penalty 4201.274358 = -784454.013039 nChanged 2 SP:Iteration 31Q (42311.350000 sec): 3 clusters Score: Raw -788655.974855 + Penalty 4201.274358 = -784454.700497 nChanged 2 SP:Iteration 32Q (42311.370000 sec): 3 clusters Score: Raw -788656.681052 + Penalty 4201.274358 = -784455.406694 nChanged 2 SP:Iteration 33Q (42311.390000 sec): 3 clusters Score: Raw -788657.180400 + Penalty 4201.274358 = -784455.906042 nChanged 1 SP:Iteration 34Q (42311.410000 sec): 3 clusters Score: Raw -788657.570777 + Penalty 4201.274358 = -784456.296419 nChanged 1 SP:Iteration 35Q (42311.430000 sec): 3 clusters Score: Raw -788657.636900 + Penalty 4201.274358 = -784456.362542 nChanged 0 SP:Iteration 36F (42311.450000 sec): 3 clusters Score: Raw -788657.636900 + Penalty 4201.274358 = -784456.362542 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (2866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42311.460000 sec): 2 clusters Score: Raw -469043.614818 + Penalty 1974.246807 = -467069.368011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42311.470000 sec): 3 clusters Score: Raw -467883.430479 + Penalty 3948.493614 = -463934.936866 nChanged 1015 SP:Iteration 1F (42311.480000 sec): 3 clusters Score: Raw -468667.745718 + Penalty 3948.493614 = -464719.252105 nChanged 258 SP:Iteration 2F (42311.490000 sec): 3 clusters Score: Raw -468940.703256 + Penalty 3948.493614 = -464992.209642 nChanged 196 SP:Iteration 3F (42311.510000 sec): 3 clusters Score: Raw -469142.280610 + Penalty 3948.493614 = -465193.786996 nChanged 140 SP:Iteration 4Q (42311.520000 sec): 3 clusters Score: Raw -469256.802405 + Penalty 3948.493614 = -465308.308791 nChanged 121 SP:Iteration 5Q (42311.530000 sec): 3 clusters Score: Raw -469369.567822 + Penalty 3948.493614 = -465421.074208 nChanged 95 SP:Iteration 6Q (42311.540000 sec): 3 clusters Score: Raw -469463.097835 + Penalty 3948.493614 = -465514.604221 nChanged 108 SP:Iteration 7Q (42311.550000 sec): 3 clusters Score: Raw -469569.496670 + Penalty 3948.493614 = -465621.003057 nChanged 79 SP:Iteration 8Q (42311.560000 sec): 3 clusters Score: Raw -469649.880761 + Penalty 3948.493614 = -465701.387147 nChanged 77 SP:Iteration 9Q (42311.570000 sec): 3 clusters Score: Raw -469728.170775 + Penalty 3948.493614 = -465779.677162 nChanged 56 SP:Iteration 10Q (42311.580000 sec): 3 clusters Score: Raw -469796.403266 + Penalty 3948.493614 = -465847.909652 nChanged 58 SP:Iteration 11Q (42311.590000 sec): 3 clusters Score: Raw -469843.630846 + Penalty 3948.493614 = -465895.137232 nChanged 36 SP:Iteration 12Q (42311.600000 sec): 3 clusters Score: Raw -469870.041948 + Penalty 3948.493614 = -465921.548335 nChanged 35 SP:Iteration 13Q (42311.610000 sec): 3 clusters Score: Raw -469894.679020 + Penalty 3948.493614 = -465946.185406 nChanged 22 SP:Iteration 14Q (42311.630000 sec): 3 clusters Score: Raw -469914.640925 + Penalty 3948.493614 = -465966.147311 nChanged 21 SP:Iteration 15Q (42311.630000 sec): 3 clusters Score: Raw -469936.002514 + Penalty 3948.493614 = -465987.508900 nChanged 27 SP:Iteration 16Q (42311.650000 sec): 3 clusters Score: Raw -469957.931210 + Penalty 3948.493614 = -466009.437596 nChanged 36 SP:Iteration 17Q (42311.660000 sec): 3 clusters Score: Raw -469992.251931 + Penalty 3948.493614 = -466043.758317 nChanged 40 SP:Iteration 18Q (42311.670000 sec): 3 clusters Score: Raw -470035.910144 + Penalty 3948.493614 = -466087.416530 nChanged 48 SP:Iteration 19Q (42311.680000 sec): 3 clusters Score: Raw -470086.969897 + Penalty 3948.493614 = -466138.476283 nChanged 52 SP:Iteration 20F (42311.690000 sec): 3 clusters Score: Raw -470150.855810 + Penalty 3948.493614 = -466202.362196 nChanged 49 SP:Iteration 21Q (42311.700000 sec): 3 clusters Score: Raw -470202.367421 + Penalty 3948.493614 = -466253.873807 nChanged 48 SP:Iteration 22Q (42311.710000 sec): 3 clusters Score: Raw -470241.417955 + Penalty 3948.493614 = -466292.924341 nChanged 45 SP:Iteration 23Q (42311.720000 sec): 3 clusters Score: Raw -470271.344618 + Penalty 3948.493614 = -466322.851004 nChanged 35 SP:Iteration 24Q (42311.730000 sec): 3 clusters Score: Raw -470298.245716 + Penalty 3948.493614 = -466349.752102 nChanged 44 SP:Iteration 25Q (42311.740000 sec): 3 clusters Score: Raw -470337.141210 + Penalty 3948.493614 = -466388.647596 nChanged 46 SP:Iteration 26Q (42311.750000 sec): 3 clusters Score: Raw -470378.164000 + Penalty 3948.493614 = -466429.670386 nChanged 41 SP:Iteration 27Q (42311.760000 sec): 3 clusters Score: Raw -470402.951679 + Penalty 3948.493614 = -466454.458065 nChanged 32 SP:Iteration 28Q (42311.770000 sec): 3 clusters Score: Raw -470428.567320 + Penalty 3948.493614 = -466480.073706 nChanged 31 SP:Iteration 29Q (42311.780000 sec): 3 clusters Score: Raw -470450.952786 + Penalty 3948.493614 = -466502.459172 nChanged 21 SP:Iteration 30Q (42311.790000 sec): 3 clusters Score: Raw -470462.854552 + Penalty 3948.493614 = -466514.360938 nChanged 18 SP:Iteration 31Q (42311.800000 sec): 3 clusters Score: Raw -470471.815973 + Penalty 3948.493614 = -466523.322360 nChanged 13 SP:Iteration 32Q (42311.810000 sec): 3 clusters Score: Raw -470478.960850 + Penalty 3948.493614 = -466530.467236 nChanged 7 SP:Iteration 33Q (42311.820000 sec): 3 clusters Score: Raw -470482.193382 + Penalty 3948.493614 = -466533.699768 nChanged 8 SP:Iteration 34Q (42311.830000 sec): 3 clusters Score: Raw -470489.021716 + Penalty 3948.493614 = -466540.528103 nChanged 9 SP:Iteration 35Q (42311.840000 sec): 3 clusters Score: Raw -470494.284851 + Penalty 3948.493614 = -466545.791237 nChanged 8 SP:Iteration 36Q (42311.850000 sec): 3 clusters Score: Raw -470497.833068 + Penalty 3948.493614 = -466549.339454 nChanged 4 SP:Iteration 37Q (42311.860000 sec): 3 clusters Score: Raw -470500.278431 + Penalty 3948.493614 = -466551.784817 nChanged 4 SP:Iteration 38Q (42311.870000 sec): 3 clusters Score: Raw -470501.281376 + Penalty 3948.493614 = -466552.787762 nChanged 2 SP:Iteration 39Q (42311.880000 sec): 3 clusters Score: Raw -470501.907564 + Penalty 3948.493614 = -466553.413951 nChanged 2 SP:Iteration 40F (42311.890000 sec): 3 clusters Score: Raw -470502.341007 + Penalty 3948.493614 = -466553.847393 nChanged 2 SP:Iteration 41Q (42311.900000 sec): 3 clusters Score: Raw -470502.723891 + Penalty 3948.493614 = -466554.230278 nChanged 1 SP:Iteration 42Q (42311.910000 sec): 3 clusters Score: Raw -470502.972589 + Penalty 3948.493614 = -466554.478976 nChanged 1 SP:Iteration 43Q (42311.920000 sec): 3 clusters Score: Raw -470503.345607 + Penalty 3948.493614 = -466554.851993 nChanged 0 SP:Iteration 44F (42311.930000 sec): 3 clusters Score: Raw -470503.345607 + Penalty 3948.493614 = -466554.851993 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42311.940000 sec): 2 clusters Score: Raw -116971.017573 + Penalty 1643.426002 = -115327.591572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42311.940000 sec): 3 clusters Score: Raw -116850.566097 + Penalty 3286.852004 = -113563.714093 nChanged 187 SP:Iteration 1F (42311.950000 sec): 3 clusters Score: Raw -117132.900465 + Penalty 3286.852004 = -113846.048461 nChanged 50 SP:Iteration 2F (42311.950000 sec): 3 clusters Score: Raw -117225.108035 + Penalty 3286.852004 = -113938.256031 nChanged 24 SP:Iteration 3Q (42311.950000 sec): 3 clusters Score: Raw -117273.532873 + Penalty 3286.852004 = -113986.680870 nChanged 19 SP:Iteration 4Q (42311.950000 sec): 3 clusters Score: Raw -117311.665331 + Penalty 3286.852004 = -114024.813328 nChanged 11 SP:Iteration 5Q (42311.960000 sec): 3 clusters Score: Raw -117329.222856 + Penalty 3286.852004 = -114042.370852 nChanged 7 SP:Iteration 6Q (42311.960000 sec): 3 clusters Score: Raw -117345.625213 + Penalty 3286.852004 = -114058.773209 nChanged 10 SP:Iteration 7Q (42311.960000 sec): 3 clusters Score: Raw -117398.873341 + Penalty 3286.852004 = -114112.021338 nChanged 15 SP:Iteration 8Q (42311.970000 sec): 3 clusters Score: Raw -117559.461785 + Penalty 3286.852004 = -114272.609782 nChanged 36 SP:Iteration 9Q (42311.970000 sec): 3 clusters Score: Raw -117850.320936 + Penalty 3286.852004 = -114563.468932 nChanged 49 SP:Iteration 10F (42311.970000 sec): 3 clusters Score: Raw -118080.548075 + Penalty 3286.852004 = -114793.696072 nChanged 55 SP:Iteration 11F (42311.970000 sec): 3 clusters Score: Raw -118317.924103 + Penalty 3286.852004 = -115031.072099 nChanged 39 SP:Iteration 12F (42311.980000 sec): 3 clusters Score: Raw -118563.930681 + Penalty 3286.852004 = -115277.078677 nChanged 25 SP:Iteration 13Q (42311.980000 sec): 3 clusters Score: Raw -118702.371795 + Penalty 3286.852004 = -115415.519792 nChanged 18 SP:Iteration 14Q (42311.980000 sec): 3 clusters Score: Raw -118787.835764 + Penalty 3286.852004 = -115500.983760 nChanged 3 SP:Iteration 15Q (42311.990000 sec): 3 clusters Score: Raw -118800.105926 + Penalty 3286.852004 = -115513.253923 nChanged 2 SP:Iteration 16Q (42311.990000 sec): 3 clusters Score: Raw -118803.802908 + Penalty 3286.852004 = -115516.950905 nChanged 1 SP:Iteration 17Q (42311.990000 sec): 3 clusters Score: Raw -118806.594302 + Penalty 3286.852004 = -115519.742298 nChanged 0 SP:Iteration 18F (42311.990000 sec): 3 clusters Score: Raw -118806.594302 + Penalty 3286.852004 = -115519.742298 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (1219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42312.010000 sec): 2 clusters Score: Raw -191049.599386 + Penalty 1762.234960 = -189287.364426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42312.010000 sec): 3 clusters Score: Raw -190712.963215 + Penalty 3524.469920 = -187188.493295 nChanged 325 SP:Iteration 1F (42312.020000 sec): 3 clusters Score: Raw -191083.297742 + Penalty 3524.469920 = -187558.827822 nChanged 92 SP:Iteration 2F (42312.030000 sec): 3 clusters Score: Raw -191237.386374 + Penalty 3524.469920 = -187712.916454 nChanged 73 SP:Iteration 3F (42312.030000 sec): 3 clusters Score: Raw -191363.104728 + Penalty 3524.469920 = -187838.634808 nChanged 53 SP:Iteration 4Q (42312.030000 sec): 3 clusters Score: Raw -191464.809017 + Penalty 3524.469920 = -187940.339097 nChanged 58 SP:Iteration 5Q (42312.040000 sec): 3 clusters Score: Raw -191579.943882 + Penalty 3524.469920 = -188055.473961 nChanged 40 SP:Iteration 6Q (42312.050000 sec): 3 clusters Score: Raw -191663.203416 + Penalty 3524.469920 = -188138.733496 nChanged 47 SP:Iteration 7Q (42312.050000 sec): 3 clusters Score: Raw -191771.587809 + Penalty 3524.469920 = -188247.117889 nChanged 49 SP:Iteration 8Q (42312.050000 sec): 3 clusters Score: Raw -191892.289951 + Penalty 3524.469920 = -188367.820030 nChanged 46 SP:Iteration 9Q (42312.060000 sec): 3 clusters Score: Raw -191991.122682 + Penalty 3524.469920 = -188466.652762 nChanged 33 SP:Iteration 10Q (42312.060000 sec): 3 clusters Score: Raw -192069.995519 + Penalty 3524.469920 = -188545.525599 nChanged 26 SP:Iteration 11Q (42312.070000 sec): 3 clusters Score: Raw -192125.349912 + Penalty 3524.469920 = -188600.879992 nChanged 23 SP:Iteration 12Q (42312.070000 sec): 3 clusters Score: Raw -192175.901411 + Penalty 3524.469920 = -188651.431491 nChanged 22 SP:Iteration 13Q (42312.070000 sec): 3 clusters Score: Raw -192213.702876 + Penalty 3524.469920 = -188689.232956 nChanged 19 SP:Iteration 14Q (42312.080000 sec): 3 clusters Score: Raw -192263.262135 + Penalty 3524.469920 = -188738.792214 nChanged 21 SP:Iteration 15Q (42312.080000 sec): 3 clusters Score: Raw -192314.419146 + Penalty 3524.469920 = -188789.949225 nChanged 22 SP:Iteration 16Q (42312.090000 sec): 3 clusters Score: Raw -192361.035762 + Penalty 3524.469920 = -188836.565841 nChanged 13 SP:Iteration 17Q (42312.090000 sec): 3 clusters Score: Raw -192407.643767 + Penalty 3524.469920 = -188883.173847 nChanged 17 SP:Iteration 18Q (42312.090000 sec): 3 clusters Score: Raw -192440.316092 + Penalty 3524.469920 = -188915.846172 nChanged 13 SP:Iteration 19Q (42312.100000 sec): 3 clusters Score: Raw -192466.945523 + Penalty 3524.469920 = -188942.475603 nChanged 15 SP:Iteration 20F (42312.100000 sec): 3 clusters Score: Raw -192506.848050 + Penalty 3524.469920 = -188982.378130 nChanged 11 SP:Iteration 21Q (42312.110000 sec): 3 clusters Score: Raw -192541.476900 + Penalty 3524.469920 = -189017.006979 nChanged 11 SP:Iteration 22Q (42312.110000 sec): 3 clusters Score: Raw -192561.503786 + Penalty 3524.469920 = -189037.033865 nChanged 5 SP:Iteration 23Q (42312.110000 sec): 3 clusters Score: Raw -192567.135523 + Penalty 3524.469920 = -189042.665603 nChanged 3 SP:Iteration 24Q (42312.120000 sec): 3 clusters Score: Raw -192569.881143 + Penalty 3524.469920 = -189045.411223 nChanged 2 SP:Iteration 25Q (42312.120000 sec): 3 clusters Score: Raw -192573.621027 + Penalty 3524.469920 = -189049.151107 nChanged 1 SP:Iteration 26Q (42312.130000 sec): 3 clusters Score: Raw -192575.422801 + Penalty 3524.469920 = -189050.952881 nChanged 0 SP:Iteration 27F (42312.130000 sec): 3 clusters Score: Raw -192575.422801 + Penalty 3524.469920 = -189050.952881 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (6381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42312.160000 sec): 2 clusters Score: Raw -1149499.715256 + Penalty 2172.747866 = -1147326.967390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42312.180000 sec): 3 clusters Score: Raw -1146331.829088 + Penalty 4345.495732 = -1141986.333357 nChanged 2526 SP:Iteration 1F (42312.210000 sec): 3 clusters Score: Raw -1147781.782729 + Penalty 4345.495732 = -1143436.286997 nChanged 454 SP:Iteration 2F (42312.230000 sec): 3 clusters Score: Raw -1148071.525435 + Penalty 4345.495732 = -1143726.029703 nChanged 403 SP:Iteration 3F (42312.260000 sec): 3 clusters Score: Raw -1148384.035844 + Penalty 4345.495732 = -1144038.540112 nChanged 398 SP:Iteration 4F (42312.280000 sec): 3 clusters Score: Raw -1148771.143667 + Penalty 4345.495732 = -1144425.647935 nChanged 393 SP:Iteration 5F (42312.310000 sec): 3 clusters Score: Raw -1149191.549977 + Penalty 4345.495732 = -1144846.054246 nChanged 442 SP:Iteration 6F (42312.330000 sec): 3 clusters Score: Raw -1149671.198286 + Penalty 4345.495732 = -1145325.702554 nChanged 408 SP:Iteration 7F (42312.360000 sec): 3 clusters Score: Raw -1150136.276100 + Penalty 4345.495732 = -1145790.780369 nChanged 353 SP:Iteration 8F (42312.380000 sec): 3 clusters Score: Raw -1150517.448689 + Penalty 4345.495732 = -1146171.952957 nChanged 269 SP:Iteration 9Q (42312.410000 sec): 3 clusters Score: Raw -1150758.976994 + Penalty 4345.495732 = -1146413.481263 nChanged 166 SP:Iteration 10Q (42312.430000 sec): 3 clusters Score: Raw -1150872.892687 + Penalty 4345.495732 = -1146527.396955 nChanged 99 SP:Iteration 11Q (42312.450000 sec): 3 clusters Score: Raw -1150922.859187 + Penalty 4345.495732 = -1146577.363455 nChanged 68 SP:Iteration 12Q (42312.480000 sec): 3 clusters Score: Raw -1150955.428761 + Penalty 4345.495732 = -1146609.933030 nChanged 52 SP:Iteration 13Q (42312.500000 sec): 3 clusters Score: Raw -1150975.926210 + Penalty 4345.495732 = -1146630.430479 nChanged 29 SP:Iteration 14Q (42312.530000 sec): 3 clusters Score: Raw -1150986.463103 + Penalty 4345.495732 = -1146640.967371 nChanged 26 SP:Iteration 15Q (42312.550000 sec): 3 clusters Score: Raw -1150994.667522 + Penalty 4345.495732 = -1146649.171790 nChanged 23 SP:Iteration 16Q (42312.570000 sec): 3 clusters Score: Raw -1151002.589861 + Penalty 4345.495732 = -1146657.094130 nChanged 19 SP:Iteration 17Q (42312.600000 sec): 3 clusters Score: Raw -1151007.761539 + Penalty 4345.495732 = -1146662.265808 nChanged 12 SP:Iteration 18Q (42312.620000 sec): 3 clusters Score: Raw -1151010.792392 + Penalty 4345.495732 = -1146665.296661 nChanged 8 SP:Iteration 19Q (42312.640000 sec): 3 clusters Score: Raw -1151012.671924 + Penalty 4345.495732 = -1146667.176193 nChanged 5 SP:Iteration 20F (42312.670000 sec): 3 clusters Score: Raw -1151014.589225 + Penalty 4345.495732 = -1146669.093494 nChanged 7 SP:Iteration 21Q (42312.690000 sec): 3 clusters Score: Raw -1151016.107685 + Penalty 4345.495732 = -1146670.611953 nChanged 6 SP:Iteration 22Q (42312.710000 sec): 3 clusters Score: Raw -1151017.531487 + Penalty 4345.495732 = -1146672.035755 nChanged 5 SP:Iteration 23Q (42312.740000 sec): 3 clusters Score: Raw -1151019.040386 + Penalty 4345.495732 = -1146673.544654 nChanged 3 SP:Iteration 24Q (42312.760000 sec): 3 clusters Score: Raw -1151019.878667 + Penalty 4345.495732 = -1146674.382935 nChanged 3 SP:Iteration 25Q (42312.790000 sec): 3 clusters Score: Raw -1151020.371871 + Penalty 4345.495732 = -1146674.876139 nChanged 1 SP:Iteration 26Q (42312.810000 sec): 3 clusters Score: Raw -1151020.531100 + Penalty 4345.495732 = -1146675.035368 nChanged 1 SP:Iteration 27Q (42312.830000 sec): 3 clusters Score: Raw -1151020.728645 + Penalty 4345.495732 = -1146675.232914 nChanged 3 SP:Iteration 28Q (42312.860000 sec): 3 clusters Score: Raw -1151021.464946 + Penalty 4345.495732 = -1146675.969215 nChanged 2 SP:Iteration 29Q (42312.880000 sec): 3 clusters Score: Raw -1151022.144888 + Penalty 4345.495732 = -1146676.649156 nChanged 4 SP:Iteration 30Q (42312.900000 sec): 3 clusters Score: Raw -1151022.944884 + Penalty 4345.495732 = -1146677.449152 nChanged 1 SP:Iteration 31Q (42312.930000 sec): 3 clusters Score: Raw -1151023.378039 + Penalty 4345.495732 = -1146677.882308 nChanged 0 SP:Iteration 32F (42312.950000 sec): 3 clusters Score: Raw -1151023.378039 + Penalty 4345.495732 = -1146677.882308 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (3385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42312.970000 sec): 2 clusters Score: Raw -537545.274893 + Penalty 2015.523078 = -535529.751815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42312.980000 sec): 3 clusters Score: Raw -536044.700569 + Penalty 4031.046156 = -532013.654413 nChanged 1244 SP:Iteration 1F (42312.990000 sec): 3 clusters Score: Raw -537063.054316 + Penalty 4031.046156 = -533032.008160 nChanged 316 SP:Iteration 2F (42313.010000 sec): 3 clusters Score: Raw -537454.872461 + Penalty 4031.046156 = -533423.826305 nChanged 238 SP:Iteration 3F (42313.020000 sec): 3 clusters Score: Raw -537734.851596 + Penalty 4031.046156 = -533703.805440 nChanged 197 SP:Iteration 4F (42313.040000 sec): 3 clusters Score: Raw -537945.919299 + Penalty 4031.046156 = -533914.873143 nChanged 170 SP:Iteration 5F (42313.050000 sec): 3 clusters Score: Raw -538120.017749 + Penalty 4031.046156 = -534088.971593 nChanged 138 SP:Iteration 6Q (42313.060000 sec): 3 clusters Score: Raw -538259.657172 + Penalty 4031.046156 = -534228.611016 nChanged 112 SP:Iteration 7Q (42313.070000 sec): 3 clusters Score: Raw -538384.229629 + Penalty 4031.046156 = -534353.183473 nChanged 109 SP:Iteration 8Q (42313.090000 sec): 3 clusters Score: Raw -538511.444485 + Penalty 4031.046156 = -534480.398329 nChanged 109 SP:Iteration 9Q (42313.100000 sec): 3 clusters Score: Raw -538618.382519 + Penalty 4031.046156 = -534587.336363 nChanged 88 SP:Iteration 10Q (42313.110000 sec): 3 clusters Score: Raw -538709.102376 + Penalty 4031.046156 = -534678.056220 nChanged 85 SP:Iteration 11Q (42313.130000 sec): 3 clusters Score: Raw -538776.838516 + Penalty 4031.046156 = -534745.792360 nChanged 65 SP:Iteration 12Q (42313.140000 sec): 3 clusters Score: Raw -538828.741374 + Penalty 4031.046156 = -534797.695218 nChanged 63 SP:Iteration 13Q (42313.150000 sec): 3 clusters Score: Raw -538872.150227 + Penalty 4031.046156 = -534841.104071 nChanged 47 SP:Iteration 14Q (42313.160000 sec): 3 clusters Score: Raw -538904.587457 + Penalty 4031.046156 = -534873.541301 nChanged 37 SP:Iteration 15Q (42313.170000 sec): 3 clusters Score: Raw -538931.649209 + Penalty 4031.046156 = -534900.603053 nChanged 39 SP:Iteration 16Q (42313.190000 sec): 3 clusters Score: Raw -538956.089407 + Penalty 4031.046156 = -534925.043251 nChanged 34 SP:Iteration 17Q (42313.200000 sec): 3 clusters Score: Raw -538978.632440 + Penalty 4031.046156 = -534947.586284 nChanged 35 SP:Iteration 18Q (42313.210000 sec): 3 clusters Score: Raw -539008.445232 + Penalty 4031.046156 = -534977.399076 nChanged 34 SP:Iteration 19Q (42313.230000 sec): 3 clusters Score: Raw -539037.949451 + Penalty 4031.046156 = -535006.903295 nChanged 33 SP:Iteration 20F (42313.240000 sec): 3 clusters Score: Raw -539061.905257 + Penalty 4031.046156 = -535030.859101 nChanged 28 SP:Iteration 21Q (42313.250000 sec): 3 clusters Score: Raw -539082.695646 + Penalty 4031.046156 = -535051.649490 nChanged 20 SP:Iteration 22Q (42313.260000 sec): 3 clusters Score: Raw -539095.858835 + Penalty 4031.046156 = -535064.812679 nChanged 20 SP:Iteration 23Q (42313.270000 sec): 3 clusters Score: Raw -539108.915504 + Penalty 4031.046156 = -535077.869348 nChanged 25 SP:Iteration 24Q (42313.290000 sec): 3 clusters Score: Raw -539127.330994 + Penalty 4031.046156 = -535096.284838 nChanged 16 SP:Iteration 25Q (42313.300000 sec): 3 clusters Score: Raw -539139.095082 + Penalty 4031.046156 = -535108.048926 nChanged 22 SP:Iteration 26Q (42313.310000 sec): 3 clusters Score: Raw -539147.702931 + Penalty 4031.046156 = -535116.656775 nChanged 12 SP:Iteration 27Q (42313.320000 sec): 3 clusters Score: Raw -539153.671807 + Penalty 4031.046156 = -535122.625651 nChanged 11 SP:Iteration 28Q (42313.330000 sec): 3 clusters Score: Raw -539159.031497 + Penalty 4031.046156 = -535127.985341 nChanged 12 SP:Iteration 29Q (42313.350000 sec): 3 clusters Score: Raw -539165.725542 + Penalty 4031.046156 = -535134.679386 nChanged 12 SP:Iteration 30Q (42313.360000 sec): 3 clusters Score: Raw -539172.322696 + Penalty 4031.046156 = -535141.276540 nChanged 11 SP:Iteration 31Q (42313.370000 sec): 3 clusters Score: Raw -539179.718741 + Penalty 4031.046156 = -535148.672585 nChanged 6 SP:Iteration 32Q (42313.380000 sec): 3 clusters Score: Raw -539182.417071 + Penalty 4031.046156 = -535151.370915 nChanged 5 SP:Iteration 33Q (42313.390000 sec): 3 clusters Score: Raw -539185.007062 + Penalty 4031.046156 = -535153.960906 nChanged 3 SP:Iteration 34Q (42313.410000 sec): 3 clusters Score: Raw -539186.179337 + Penalty 4031.046156 = -535155.133181 nChanged 2 SP:Iteration 35Q (42313.420000 sec): 3 clusters Score: Raw -539186.951540 + Penalty 4031.046156 = -535155.905384 nChanged 1 SP:Iteration 36Q (42313.430000 sec): 3 clusters Score: Raw -539187.579506 + Penalty 4031.046156 = -535156.533350 nChanged 1 SP:Iteration 37Q (42313.440000 sec): 3 clusters Score: Raw -539188.078132 + Penalty 4031.046156 = -535157.031976 nChanged 2 SP:Iteration 38Q (42313.450000 sec): 3 clusters Score: Raw -539188.963948 + Penalty 4031.046156 = -535157.917792 nChanged 2 SP:Iteration 39Q (42313.470000 sec): 3 clusters Score: Raw -539189.657807 + Penalty 4031.046156 = -535158.611651 nChanged 2 SP:Iteration 40F (42313.480000 sec): 3 clusters Score: Raw -539190.691929 + Penalty 4031.046156 = -535159.645773 nChanged 3 SP:Iteration 41Q (42313.490000 sec): 3 clusters Score: Raw -539192.588625 + Penalty 4031.046156 = -535161.542469 nChanged 2 SP:Iteration 42Q (42313.500000 sec): 3 clusters Score: Raw -539193.882473 + Penalty 4031.046156 = -535162.836317 nChanged 2 SP:Iteration 43Q (42313.510000 sec): 3 clusters Score: Raw -539194.447938 + Penalty 4031.046156 = -535163.401782 nChanged 2 SP:Iteration 44Q (42313.530000 sec): 3 clusters Score: Raw -539195.393923 + Penalty 4031.046156 = -535164.347767 nChanged 2 SP:Iteration 45Q (42313.540000 sec): 3 clusters Score: Raw -539196.575235 + Penalty 4031.046156 = -535165.529080 nChanged 1 SP:Iteration 46Q (42313.550000 sec): 3 clusters Score: Raw -539197.620366 + Penalty 4031.046156 = -535166.574210 nChanged 2 SP:Iteration 47Q (42313.560000 sec): 3 clusters Score: Raw -539200.135005 + Penalty 4031.046156 = -535169.088849 nChanged 5 SP:Iteration 48Q (42313.570000 sec): 3 clusters Score: Raw -539203.823183 + Penalty 4031.046156 = -535172.777028 nChanged 9 SP:Iteration 49Q (42313.590000 sec): 3 clusters Score: Raw -539208.664643 + Penalty 4031.046156 = -535177.618487 nChanged 5 SP:Iteration 50Q (42313.600000 sec): 3 clusters Score: Raw -539211.603686 + Penalty 4031.046156 = -535180.557530 nChanged 2 SP:Iteration 51Q (42313.610000 sec): 3 clusters Score: Raw -539212.344101 + Penalty 4031.046156 = -535181.297945 nChanged 2 SP:Iteration 52Q (42313.620000 sec): 3 clusters Score: Raw -539214.934893 + Penalty 4031.046156 = -535183.888737 nChanged 3 SP:Iteration 53Q (42313.630000 sec): 3 clusters Score: Raw -539215.960188 + Penalty 4031.046156 = -535184.914032 nChanged 2 SP:Iteration 54Q (42313.640000 sec): 3 clusters Score: Raw -539217.040457 + Penalty 4031.046156 = -535185.994301 nChanged 3 SP:Iteration 55Q (42313.650000 sec): 3 clusters Score: Raw -539218.098117 + Penalty 4031.046156 = -535187.051961 nChanged 2 SP:Iteration 56Q (42313.670000 sec): 3 clusters Score: Raw -539220.127765 + Penalty 4031.046156 = -535189.081609 nChanged 4 SP:Iteration 57Q (42313.680000 sec): 3 clusters Score: Raw -539223.697411 + Penalty 4031.046156 = -535192.651255 nChanged 4 SP:Iteration 58Q (42313.690000 sec): 3 clusters Score: Raw -539226.717145 + Penalty 4031.046156 = -535195.670989 nChanged 3 SP:Iteration 59Q (42313.700000 sec): 3 clusters Score: Raw -539229.121156 + Penalty 4031.046156 = -535198.075001 nChanged 3 SP:Iteration 60F (42313.710000 sec): 3 clusters Score: Raw -539231.132372 + Penalty 4031.046156 = -535200.086216 nChanged 7 SP:Iteration 61Q (42313.730000 sec): 3 clusters Score: Raw -539237.262823 + Penalty 4031.046156 = -535206.216667 nChanged 9 SP:Iteration 62Q (42313.740000 sec): 3 clusters Score: Raw -539243.221984 + Penalty 4031.046156 = -535212.175828 nChanged 7 SP:Iteration 63Q (42313.750000 sec): 3 clusters Score: Raw -539246.526633 + Penalty 4031.046156 = -535215.480477 nChanged 2 SP:Iteration 64Q (42313.760000 sec): 3 clusters Score: Raw -539246.951390 + Penalty 4031.046156 = -535215.905234 nChanged 0 SP:Iteration 65F (42313.780000 sec): 3 clusters Score: Raw -539246.951390 + Penalty 4031.046156 = -535215.905234 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42313.780000 sec): 2 clusters Score: Raw -120006.281552 + Penalty 1643.754261 = -118362.527291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42313.790000 sec): 3 clusters Score: Raw -119927.616568 + Penalty 3287.508523 = -116640.108045 nChanged 192 SP:Iteration 1F (42313.790000 sec): 3 clusters Score: Raw -120218.651058 + Penalty 3287.508523 = -116931.142536 nChanged 46 SP:Iteration 2F (42313.790000 sec): 3 clusters Score: Raw -120299.194745 + Penalty 3287.508523 = -117011.686223 nChanged 22 SP:Iteration 3Q (42313.800000 sec): 3 clusters Score: Raw -120341.998634 + Penalty 3287.508523 = -117054.490112 nChanged 17 SP:Iteration 4Q (42313.800000 sec): 3 clusters Score: Raw -120375.272821 + Penalty 3287.508523 = -117087.764299 nChanged 12 SP:Iteration 5Q (42313.800000 sec): 3 clusters Score: Raw -120408.718955 + Penalty 3287.508523 = -117121.210433 nChanged 9 SP:Iteration 6Q (42313.810000 sec): 3 clusters Score: Raw -120426.562276 + Penalty 3287.508523 = -117139.053753 nChanged 10 SP:Iteration 7Q (42313.810000 sec): 3 clusters Score: Raw -120451.983058 + Penalty 3287.508523 = -117164.474535 nChanged 11 SP:Iteration 8Q (42313.810000 sec): 3 clusters Score: Raw -120473.238921 + Penalty 3287.508523 = -117185.730399 nChanged 8 SP:Iteration 9Q (42313.810000 sec): 3 clusters Score: Raw -120498.426780 + Penalty 3287.508523 = -117210.918258 nChanged 15 SP:Iteration 10Q (42313.820000 sec): 3 clusters Score: Raw -120550.255787 + Penalty 3287.508523 = -117262.747264 nChanged 22 SP:Iteration 11Q (42313.820000 sec): 3 clusters Score: Raw -120597.058539 + Penalty 3287.508523 = -117309.550017 nChanged 13 SP:Iteration 12Q (42313.820000 sec): 3 clusters Score: Raw -120637.008859 + Penalty 3287.508523 = -117349.500336 nChanged 21 SP:Iteration 13Q (42313.830000 sec): 3 clusters Score: Raw -120721.436869 + Penalty 3287.508523 = -117433.928347 nChanged 21 SP:Iteration 14Q (42313.830000 sec): 3 clusters Score: Raw -120792.362139 + Penalty 3287.508523 = -117504.853616 nChanged 21 SP:Iteration 15Q (42313.830000 sec): 3 clusters Score: Raw -120877.146623 + Penalty 3287.508523 = -117589.638100 nChanged 25 SP:Iteration 16Q (42313.830000 sec): 3 clusters Score: Raw -120992.316700 + Penalty 3287.508523 = -117704.808177 nChanged 35 SP:Iteration 17Q (42313.830000 sec): 3 clusters Score: Raw -121104.192384 + Penalty 3287.508523 = -117816.683862 nChanged 18 SP:Iteration 18Q (42313.840000 sec): 3 clusters Score: Raw -121172.825135 + Penalty 3287.508523 = -117885.316612 nChanged 16 SP:Iteration 19Q (42313.840000 sec): 3 clusters Score: Raw -121294.428386 + Penalty 3287.508523 = -118006.919863 nChanged 15 SP:Iteration 20F (42313.840000 sec): 3 clusters Score: Raw -121407.349969 + Penalty 3287.508523 = -118119.841446 nChanged 16 SP:Iteration 21Q (42313.850000 sec): 3 clusters Score: Raw -121516.491705 + Penalty 3287.508523 = -118228.983182 nChanged 8 SP:Iteration 22Q (42313.850000 sec): 3 clusters Score: Raw -121537.483633 + Penalty 3287.508523 = -118249.975110 nChanged 2 SP:Iteration 23Q (42313.850000 sec): 3 clusters Score: Raw -121540.545392 + Penalty 3287.508523 = -118253.036870 nChanged 0 SP:Iteration 24F (42313.850000 sec): 3 clusters Score: Raw -121540.545392 + Penalty 3287.508523 = -118253.036870 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (130587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42314.310000 sec): 2 clusters Score: Raw -23091039.198445 + Penalty 2921.389148 = -23088117.809297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42314.850000 sec): 3 clusters Score: Raw -23006233.798265 + Penalty 5842.778295 = -23000391.019970 nChanged 62345 SP:Iteration 1F (42315.390000 sec): 3 clusters Score: Raw -23042174.241876 + Penalty 5842.778295 = -23036331.463581 nChanged 4266 SP:Iteration 2Q (42315.930000 sec): 3 clusters Score: Raw -23043265.043921 + Penalty 5842.778295 = -23037422.265625 nChanged 4960 SP:Iteration 3Q (42316.480000 sec): 3 clusters Score: Raw -23044911.573356 + Penalty 5842.778295 = -23039068.795061 nChanged 6457 SP:Iteration 4Q (42317.030000 sec): 3 clusters Score: Raw -23047876.075363 + Penalty 5842.778295 = -23042033.297068 nChanged 8973 SP:Iteration 5F (42317.570000 sec): 3 clusters Score: Raw -23053602.161015 + Penalty 5842.778295 = -23047759.382720 nChanged 11527 SP:Iteration 6F (42318.100000 sec): 3 clusters Score: Raw -23063135.531485 + Penalty 5842.778295 = -23057292.753189 nChanged 12012 SP:Iteration 7F (42318.630000 sec): 3 clusters Score: Raw -23074781.390077 + Penalty 5842.778295 = -23068938.611782 nChanged 9387 SP:Iteration 8F (42319.170000 sec): 3 clusters Score: Raw -23084395.099188 + Penalty 5842.778295 = -23078552.320892 nChanged 4719 SP:Iteration 9Q (42319.690000 sec): 3 clusters Score: Raw -23089109.724932 + Penalty 5842.778295 = -23083266.946636 nChanged 1611 SP:Iteration 10Q (42320.150000 sec): 3 clusters Score: Raw -23090615.428662 + Penalty 5842.778295 = -23084772.650367 nChanged 419 SP:Iteration 11Q (42320.560000 sec): 3 clusters Score: Raw -23091052.965549 + Penalty 5842.778295 = -23085210.187254 nChanged 116 SP:Iteration 12Q (42320.940000 sec): 3 clusters Score: Raw -23091197.956829 + Penalty 5842.778295 = -23085355.178534 nChanged 42 SP:Iteration 13Q (42321.310000 sec): 3 clusters Score: Raw -23091259.622267 + Penalty 5842.778295 = -23085416.843972 nChanged 17 SP:Iteration 14Q (42321.690000 sec): 3 clusters Score: Raw -23091283.471256 + Penalty 5842.778295 = -23085440.692961 nChanged 4 SP:Iteration 15Q (42322.060000 sec): 3 clusters Score: Raw -23091288.451904 + Penalty 5842.778295 = -23085445.673608 nChanged 6 SP:Iteration 16Q (42322.430000 sec): 3 clusters Score: Raw -23091295.930371 + Penalty 5842.778295 = -23085453.152075 nChanged 4 SP:Iteration 17Q (42322.790000 sec): 3 clusters Score: Raw -23091304.423683 + Penalty 5842.778295 = -23085461.645388 nChanged 3 SP:Iteration 18Q (42323.170000 sec): 3 clusters Score: Raw -23091309.218761 + Penalty 5842.778295 = -23085466.440466 nChanged 4 SP:Iteration 19Q (42323.530000 sec): 3 clusters Score: Raw -23091316.816433 + Penalty 5842.778295 = -23085474.038138 nChanged 4 SP:Iteration 20F (42324.060000 sec): 3 clusters Score: Raw -23091320.945916 + Penalty 5842.778295 = -23085478.167621 nChanged 1 SP:Iteration 21Q (42324.430000 sec): 3 clusters Score: Raw -23091321.853051 + Penalty 5842.778295 = -23085479.074756 nChanged 1 SP:Iteration 22Q (42324.800000 sec): 3 clusters Score: Raw -23091324.125178 + Penalty 5842.778295 = -23085481.346882 nChanged 0 SP:Iteration 23F (42325.330000 sec): 3 clusters Score: Raw -23091324.125178 + Penalty 5842.778295 = -23085481.346882 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42325.370000 sec): 2 clusters Score: Raw -69558.246235 + Penalty 1564.859733 = -67993.386502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42325.380000 sec): 3 clusters Score: Raw -69739.450915 + Penalty 3129.719466 = -66609.731449 nChanged 144 SP:Iteration 1F (42325.380000 sec): 3 clusters Score: Raw -70223.022143 + Penalty 3129.719466 = -67093.302677 nChanged 47 SP:Iteration 2F (42325.380000 sec): 3 clusters Score: Raw -70470.424046 + Penalty 3129.719466 = -67340.704580 nChanged 31 SP:Iteration 3F (42325.390000 sec): 3 clusters Score: Raw -70689.793645 + Penalty 3129.719466 = -67560.074179 nChanged 23 SP:Iteration 4Q (42325.390000 sec): 3 clusters Score: Raw -70849.147142 + Penalty 3129.719466 = -67719.427676 nChanged 23 SP:Iteration 5Q (42325.390000 sec): 3 clusters Score: Raw -70986.011886 + Penalty 3129.719466 = -67856.292420 nChanged 10 SP:Iteration 6Q (42325.390000 sec): 3 clusters Score: Raw -71046.787143 + Penalty 3129.719466 = -67917.067677 nChanged 7 SP:Iteration 7Q (42325.390000 sec): 3 clusters Score: Raw -71113.945923 + Penalty 3129.719466 = -67984.226457 nChanged 6 SP:Iteration 8Q (42325.390000 sec): 3 clusters Score: Raw -71169.667162 + Penalty 3129.719466 = -68039.947696 nChanged 11 SP:Iteration 9Q (42325.390000 sec): 3 clusters Score: Raw -71225.238315 + Penalty 3129.719466 = -68095.518849 nChanged 7 SP:Iteration 10Q (42325.400000 sec): 3 clusters Score: Raw -71249.854977 + Penalty 3129.719466 = -68120.135511 nChanged 6 SP:Iteration 11Q (42325.400000 sec): 3 clusters Score: Raw -71270.557549 + Penalty 3129.719466 = -68140.838083 nChanged 6 SP:Iteration 12Q (42325.400000 sec): 3 clusters Score: Raw -71288.008911 + Penalty 3129.719466 = -68158.289445 nChanged 7 SP:Iteration 13Q (42325.400000 sec): 3 clusters Score: Raw -71306.413729 + Penalty 3129.719466 = -68176.694263 nChanged 3 SP:Iteration 14Q (42325.410000 sec): 3 clusters Score: Raw -71312.184313 + Penalty 3129.719466 = -68182.464847 nChanged 5 SP:Iteration 15Q (42325.410000 sec): 3 clusters Score: Raw -71326.430231 + Penalty 3129.719466 = -68196.710765 nChanged 3 SP:Iteration 16Q (42325.410000 sec): 3 clusters Score: Raw -71334.561677 + Penalty 3129.719466 = -68204.842211 nChanged 3 SP:Iteration 17Q (42325.410000 sec): 3 clusters Score: Raw -71343.994727 + Penalty 3129.719466 = -68214.275261 nChanged 2 SP:Iteration 18Q (42325.410000 sec): 3 clusters Score: Raw -71348.399050 + Penalty 3129.719466 = -68218.679584 nChanged 3 SP:Iteration 19Q (42325.410000 sec): 3 clusters Score: Raw -71356.450490 + Penalty 3129.719466 = -68226.731024 nChanged 3 SP:Iteration 20F (42325.410000 sec): 3 clusters Score: Raw -71377.428088 + Penalty 3129.719466 = -68247.708622 nChanged 2 SP:Iteration 21Q (42325.420000 sec): 3 clusters Score: Raw -71389.332812 + Penalty 3129.719466 = -68259.613346 nChanged 1 SP:Iteration 22Q (42325.420000 sec): 3 clusters Score: Raw -71394.973446 + Penalty 3129.719466 = -68265.253980 nChanged 2 SP:Iteration 23Q (42325.420000 sec): 3 clusters Score: Raw -71401.301850 + Penalty 3129.719466 = -68271.582384 nChanged 3 SP:Iteration 24Q (42325.420000 sec): 3 clusters Score: Raw -71414.995926 + Penalty 3129.719466 = -68285.276460 nChanged 2 SP:Iteration 25Q (42325.420000 sec): 3 clusters Score: Raw -71419.873748 + Penalty 3129.719466 = -68290.154282 nChanged 2 SP:Iteration 26Q (42325.430000 sec): 3 clusters Score: Raw -71423.821718 + Penalty 3129.719466 = -68294.102252 nChanged 1 SP:Iteration 27Q (42325.430000 sec): 3 clusters Score: Raw -71425.889545 + Penalty 3129.719466 = -68296.170079 nChanged 0 SP:Iteration 28F (42325.430000 sec): 3 clusters Score: Raw -71425.889545 + Penalty 3129.719466 = -68296.170079 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42325.450000 sec): 2 clusters Score: Raw -138702.656124 + Penalty 1720.934979 = -136981.721145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42325.450000 sec): 3 clusters Score: Raw -138800.563151 + Penalty 3441.869957 = -135358.693193 nChanged 359 SP:Iteration 1F (42325.450000 sec): 3 clusters Score: Raw -140617.547783 + Penalty 3441.869957 = -137175.677826 nChanged 143 SP:Iteration 2F (42325.460000 sec): 3 clusters Score: Raw -141834.709017 + Penalty 3441.869957 = -138392.839060 nChanged 76 SP:Iteration 3F (42325.460000 sec): 3 clusters Score: Raw -142410.072449 + Penalty 3441.869957 = -138968.202491 nChanged 36 SP:Iteration 4Q (42325.470000 sec): 3 clusters Score: Raw -142614.985467 + Penalty 3441.869957 = -139173.115510 nChanged 25 SP:Iteration 5Q (42325.470000 sec): 3 clusters Score: Raw -142781.678958 + Penalty 3441.869957 = -139339.809001 nChanged 32 SP:Iteration 6Q (42325.470000 sec): 3 clusters Score: Raw -143070.723704 + Penalty 3441.869957 = -139628.853747 nChanged 23 SP:Iteration 7Q (42325.470000 sec): 3 clusters Score: Raw -143276.865358 + Penalty 3441.869957 = -139834.995401 nChanged 15 SP:Iteration 8Q (42325.480000 sec): 3 clusters Score: Raw -143421.665272 + Penalty 3441.869957 = -139979.795315 nChanged 13 SP:Iteration 9Q (42325.480000 sec): 3 clusters Score: Raw -143537.357019 + Penalty 3441.869957 = -140095.487062 nChanged 7 SP:Iteration 10Q (42325.490000 sec): 3 clusters Score: Raw -143653.061802 + Penalty 3441.869957 = -140211.191845 nChanged 9 SP:Iteration 11Q (42325.490000 sec): 3 clusters Score: Raw -143911.010683 + Penalty 3441.869957 = -140469.140725 nChanged 11 SP:Iteration 12Q (42325.490000 sec): 3 clusters Score: Raw -144312.275482 + Penalty 3441.869957 = -140870.405525 nChanged 6 SP:Iteration 13Q (42325.490000 sec): 3 clusters Score: Raw -144623.860851 + Penalty 3441.869957 = -141181.990894 nChanged 3 SP:Iteration 14Q (42325.490000 sec): 3 clusters Score: Raw -145043.219819 + Penalty 3441.869957 = -141601.349861 nChanged 2 SP:Iteration 15Q (42325.500000 sec): 3 clusters Score: Raw -145500.791010 + Penalty 3441.869957 = -142058.921053 nChanged 1 SP:Iteration 16Q (42325.500000 sec): 3 clusters Score: Raw -145521.139280 + Penalty 3441.869957 = -142079.269323 nChanged 3 SP:Iteration 17Q (42325.510000 sec): 3 clusters Score: Raw -145679.372852 + Penalty 3441.869957 = -142237.502895 nChanged 3 SP:Iteration 18Q (42325.510000 sec): 3 clusters Score: Raw -145779.229611 + Penalty 3441.869957 = -142337.359653 nChanged 2 SP:Iteration 19Q (42325.510000 sec): 3 clusters Score: Raw -145786.512474 + Penalty 3441.869957 = -142344.642517 nChanged 2 SP:Iteration 20F (42325.510000 sec): 3 clusters Score: Raw -145821.064144 + Penalty 3441.869957 = -142379.194187 nChanged 4 SP:Iteration 21Q (42325.520000 sec): 3 clusters Score: Raw -145861.094881 + Penalty 3441.869957 = -142419.224924 nChanged 4 SP:Iteration 22Q (42325.520000 sec): 3 clusters Score: Raw -145916.150920 + Penalty 3441.869957 = -142474.280963 nChanged 3 SP:Iteration 23Q (42325.520000 sec): 3 clusters Score: Raw -146007.233747 + Penalty 3441.869957 = -142565.363790 nChanged 5 SP:Iteration 24Q (42325.530000 sec): 3 clusters Score: Raw -146306.019497 + Penalty 3441.869957 = -142864.149540 nChanged 3 SP:Iteration 25Q (42325.530000 sec): 3 clusters Score: Raw -146631.529452 + Penalty 3441.869957 = -143189.659495 nChanged 3 SP:Iteration 26Q (42325.530000 sec): 3 clusters Score: Raw -146651.491998 + Penalty 3441.869957 = -143209.622041 nChanged 2 SP:Iteration 27Q (42325.530000 sec): 3 clusters Score: Raw -146666.672771 + Penalty 3441.869957 = -143224.802814 nChanged 3 SP:Iteration 28Q (42325.540000 sec): 3 clusters Score: Raw -146675.407365 + Penalty 3441.869957 = -143233.537407 nChanged 1 SP:Iteration 29Q (42325.540000 sec): 3 clusters Score: Raw -146683.667456 + Penalty 3441.869957 = -143241.797499 nChanged 1 SP:Iteration 30Q (42325.550000 sec): 3 clusters Score: Raw -146688.212812 + Penalty 3441.869957 = -143246.342854 nChanged 0 SP:Iteration 31F (42325.550000 sec): 3 clusters Score: Raw -146691.173500 + Penalty 3441.869957 = -143249.303543 nChanged 1 SP:Iteration 32Q (42325.550000 sec): 3 clusters Score: Raw -146693.084851 + Penalty 3441.869957 = -143251.214894 nChanged 0 SP:Iteration 33F (42325.550000 sec): 3 clusters Score: Raw -146693.084851 + Penalty 3441.869957 = -143251.214894 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 45. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (25064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42325.650000 sec): 2 clusters Score: Raw -4158948.167281 + Penalty 2512.038582 = -4156436.128698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42325.750000 sec): 3 clusters Score: Raw -4144184.766941 + Penalty 5024.077165 = -4139160.689776 nChanged 11163 SP:Iteration 1F (42325.850000 sec): 3 clusters Score: Raw -4150147.101439 + Penalty 5024.077165 = -4145123.024274 nChanged 1294 SP:Iteration 2F (42325.950000 sec): 3 clusters Score: Raw -4150627.950975 + Penalty 5024.077165 = -4145603.873810 nChanged 1166 SP:Iteration 3Q (42326.050000 sec): 3 clusters Score: Raw -4151061.079956 + Penalty 5024.077165 = -4146037.002791 nChanged 1117 SP:Iteration 4Q (42326.150000 sec): 3 clusters Score: Raw -4151488.929547 + Penalty 5024.077165 = -4146464.852382 nChanged 1016 SP:Iteration 5Q (42326.250000 sec): 3 clusters Score: Raw -4151923.973620 + Penalty 5024.077165 = -4146899.896455 nChanged 1067 SP:Iteration 6Q (42326.350000 sec): 3 clusters Score: Raw -4152453.382708 + Penalty 5024.077165 = -4147429.305543 nChanged 1132 SP:Iteration 7Q (42326.450000 sec): 3 clusters Score: Raw -4153019.209831 + Penalty 5024.077165 = -4147995.132666 nChanged 1143 SP:Iteration 8Q (42326.550000 sec): 3 clusters Score: Raw -4153625.278878 + Penalty 5024.077165 = -4148601.201713 nChanged 1155 SP:Iteration 9Q (42326.650000 sec): 3 clusters Score: Raw -4154290.034129 + Penalty 5024.077165 = -4149265.956965 nChanged 1155 SP:Iteration 10Q (42326.750000 sec): 3 clusters Score: Raw -4154983.833997 + Penalty 5024.077165 = -4149959.756832 nChanged 1082 SP:Iteration 11Q (42326.850000 sec): 3 clusters Score: Raw -4155590.857991 + Penalty 5024.077165 = -4150566.780826 nChanged 878 SP:Iteration 12Q (42326.950000 sec): 3 clusters Score: Raw -4156013.010435 + Penalty 5024.077165 = -4150988.933270 nChanged 700 SP:Iteration 13Q (42327.050000 sec): 3 clusters Score: Raw -4156300.942598 + Penalty 5024.077165 = -4151276.865433 nChanged 520 SP:Iteration 14Q (42327.150000 sec): 3 clusters Score: Raw -4156502.190257 + Penalty 5024.077165 = -4151478.113092 nChanged 420 SP:Iteration 15Q (42327.240000 sec): 3 clusters Score: Raw -4156649.669804 + Penalty 5024.077165 = -4151625.592639 nChanged 377 SP:Iteration 16Q (42327.340000 sec): 3 clusters Score: Raw -4156770.054500 + Penalty 5024.077165 = -4151745.977335 nChanged 330 SP:Iteration 17Q (42327.430000 sec): 3 clusters Score: Raw -4156868.927364 + Penalty 5024.077165 = -4151844.850199 nChanged 341 SP:Iteration 18Q (42327.530000 sec): 3 clusters Score: Raw -4156976.483901 + Penalty 5024.077165 = -4151952.406736 nChanged 338 SP:Iteration 19Q (42327.620000 sec): 3 clusters Score: Raw -4157082.081776 + Penalty 5024.077165 = -4152058.004611 nChanged 343 SP:Iteration 20F (42327.720000 sec): 3 clusters Score: Raw -4157195.826431 + Penalty 5024.077165 = -4152171.749266 nChanged 321 SP:Iteration 21Q (42327.810000 sec): 3 clusters Score: Raw -4157306.377437 + Penalty 5024.077165 = -4152282.300272 nChanged 332 SP:Iteration 22Q (42327.910000 sec): 3 clusters Score: Raw -4157422.647056 + Penalty 5024.077165 = -4152398.569891 nChanged 343 SP:Iteration 23Q (42327.990000 sec): 3 clusters Score: Raw -4157546.078990 + Penalty 5024.077165 = -4152522.001825 nChanged 354 SP:Iteration 24Q (42328.090000 sec): 3 clusters Score: Raw -4157672.297038 + Penalty 5024.077165 = -4152648.219873 nChanged 350 SP:Iteration 25Q (42328.170000 sec): 3 clusters Score: Raw -4157796.033078 + Penalty 5024.077165 = -4152771.955913 nChanged 335 SP:Iteration 26Q (42328.270000 sec): 3 clusters Score: Raw -4157916.577359 + Penalty 5024.077165 = -4152892.500194 nChanged 337 SP:Iteration 27Q (42328.350000 sec): 3 clusters Score: Raw -4158045.464489 + Penalty 5024.077165 = -4153021.387324 nChanged 331 SP:Iteration 28Q (42328.440000 sec): 3 clusters Score: Raw -4158170.613541 + Penalty 5024.077165 = -4153146.536376 nChanged 307 SP:Iteration 29Q (42328.530000 sec): 3 clusters Score: Raw -4158287.808723 + Penalty 5024.077165 = -4153263.731558 nChanged 277 SP:Iteration 30Q (42328.620000 sec): 3 clusters Score: Raw -4158387.111331 + Penalty 5024.077165 = -4153363.034166 nChanged 260 SP:Iteration 31Q (42328.700000 sec): 3 clusters Score: Raw -4158471.698429 + Penalty 5024.077165 = -4153447.621264 nChanged 221 SP:Iteration 32Q (42328.790000 sec): 3 clusters Score: Raw -4158542.538822 + Penalty 5024.077165 = -4153518.461657 nChanged 203 SP:Iteration 33Q (42328.870000 sec): 3 clusters Score: Raw -4158611.107482 + Penalty 5024.077165 = -4153587.030317 nChanged 188 SP:Iteration 34Q (42328.960000 sec): 3 clusters Score: Raw -4158673.989046 + Penalty 5024.077165 = -4153649.911881 nChanged 180 SP:Iteration 35Q (42329.040000 sec): 3 clusters Score: Raw -4158730.956740 + Penalty 5024.077165 = -4153706.879575 nChanged 153 SP:Iteration 36Q (42329.120000 sec): 3 clusters Score: Raw -4158778.455654 + Penalty 5024.077165 = -4153754.378489 nChanged 143 SP:Iteration 37Q (42329.210000 sec): 3 clusters Score: Raw -4158815.989674 + Penalty 5024.077165 = -4153791.912509 nChanged 111 SP:Iteration 38Q (42329.290000 sec): 3 clusters Score: Raw -4158843.431436 + Penalty 5024.077165 = -4153819.354271 nChanged 107 SP:Iteration 39Q (42329.370000 sec): 3 clusters Score: Raw -4158870.043881 + Penalty 5024.077165 = -4153845.966716 nChanged 94 SP:Iteration 40F (42329.470000 sec): 3 clusters Score: Raw -4158892.481601 + Penalty 5024.077165 = -4153868.404436 nChanged 75 SP:Iteration 41Q (42329.550000 sec): 3 clusters Score: Raw -4158909.774084 + Penalty 5024.077165 = -4153885.696919 nChanged 68 SP:Iteration 42Q (42329.630000 sec): 3 clusters Score: Raw -4158924.268734 + Penalty 5024.077165 = -4153900.191569 nChanged 47 SP:Iteration 43Q (42329.710000 sec): 3 clusters Score: Raw -4158934.209214 + Penalty 5024.077165 = -4153910.132049 nChanged 46 SP:Iteration 44Q (42329.790000 sec): 3 clusters Score: Raw -4158943.961953 + Penalty 5024.077165 = -4153919.884788 nChanged 52 SP:Iteration 45Q (42329.870000 sec): 3 clusters Score: Raw -4158954.470278 + Penalty 5024.077165 = -4153930.393113 nChanged 58 SP:Iteration 46Q (42329.950000 sec): 3 clusters Score: Raw -4158969.156790 + Penalty 5024.077165 = -4153945.079625 nChanged 61 SP:Iteration 47Q (42330.030000 sec): 3 clusters Score: Raw -4158984.336044 + Penalty 5024.077165 = -4153960.258879 nChanged 51 SP:Iteration 48Q (42330.110000 sec): 3 clusters Score: Raw -4158996.828074 + Penalty 5024.077165 = -4153972.750909 nChanged 59 SP:Iteration 49Q (42330.190000 sec): 3 clusters Score: Raw -4159011.950457 + Penalty 5024.077165 = -4153987.873292 nChanged 58 SP:Iteration 50Q (42330.270000 sec): 3 clusters Score: Raw -4159027.055250 + Penalty 5024.077165 = -4154002.978085 nChanged 48 SP:Iteration 51Q (42330.340000 sec): 3 clusters Score: Raw -4159040.826738 + Penalty 5024.077165 = -4154016.749573 nChanged 47 SP:Iteration 52Q (42330.420000 sec): 3 clusters Score: Raw -4159051.748983 + Penalty 5024.077165 = -4154027.671818 nChanged 53 SP:Iteration 53Q (42330.500000 sec): 3 clusters Score: Raw -4159064.834737 + Penalty 5024.077165 = -4154040.757572 nChanged 39 SP:Iteration 54Q (42330.580000 sec): 3 clusters Score: Raw -4159075.403059 + Penalty 5024.077165 = -4154051.325894 nChanged 46 SP:Iteration 55Q (42330.650000 sec): 3 clusters Score: Raw -4159086.349589 + Penalty 5024.077165 = -4154062.272424 nChanged 49 SP:Iteration 56Q (42330.730000 sec): 3 clusters Score: Raw -4159098.876009 + Penalty 5024.077165 = -4154074.798844 nChanged 36 SP:Iteration 57Q (42330.810000 sec): 3 clusters Score: Raw -4159107.218100 + Penalty 5024.077165 = -4154083.140935 nChanged 26 SP:Iteration 58Q (42330.890000 sec): 3 clusters Score: Raw -4159113.546174 + Penalty 5024.077165 = -4154089.469009 nChanged 24 SP:Iteration 59Q (42330.960000 sec): 3 clusters Score: Raw -4159119.683034 + Penalty 5024.077165 = -4154095.605869 nChanged 29 SP:Iteration 60F (42331.060000 sec): 3 clusters Score: Raw -4159127.402297 + Penalty 5024.077165 = -4154103.325132 nChanged 24 SP:Iteration 61Q (42331.140000 sec): 3 clusters Score: Raw -4159133.394176 + Penalty 5024.077165 = -4154109.317011 nChanged 20 SP:Iteration 62Q (42331.210000 sec): 3 clusters Score: Raw -4159138.665652 + Penalty 5024.077165 = -4154114.588487 nChanged 20 SP:Iteration 63Q (42331.290000 sec): 3 clusters Score: Raw -4159144.189063 + Penalty 5024.077165 = -4154120.111898 nChanged 20 SP:Iteration 64Q (42331.370000 sec): 3 clusters Score: Raw -4159148.116207 + Penalty 5024.077165 = -4154124.039042 nChanged 16 SP:Iteration 65Q (42331.450000 sec): 3 clusters Score: Raw -4159150.645794 + Penalty 5024.077165 = -4154126.568629 nChanged 9 SP:Iteration 66Q (42331.520000 sec): 3 clusters Score: Raw -4159151.997114 + Penalty 5024.077165 = -4154127.919949 nChanged 9 SP:Iteration 67Q (42331.600000 sec): 3 clusters Score: Raw -4159153.540470 + Penalty 5024.077165 = -4154129.463305 nChanged 7 SP:Iteration 68Q (42331.670000 sec): 3 clusters Score: Raw -4159154.498259 + Penalty 5024.077165 = -4154130.421094 nChanged 0 SP:Iteration 69F (42331.770000 sec): 3 clusters Score: Raw -4159154.498259 + Penalty 5024.077165 = -4154130.421094 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42331.790000 sec): 2 clusters Score: Raw -59889.011493 + Penalty 1507.823432 = -58381.188060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42331.790000 sec): 3 clusters Score: Raw -60047.388918 + Penalty 3015.646865 = -57031.742053 nChanged 99 SP:Iteration 1F (42331.790000 sec): 3 clusters Score: Raw -60354.433400 + Penalty 3015.646865 = -57338.786536 nChanged 34 SP:Iteration 2F (42331.790000 sec): 3 clusters Score: Raw -60458.174321 + Penalty 3015.646865 = -57442.527457 nChanged 13 SP:Iteration 3Q (42331.790000 sec): 3 clusters Score: Raw -60515.763690 + Penalty 3015.646865 = -57500.116826 nChanged 8 SP:Iteration 4Q (42331.790000 sec): 3 clusters Score: Raw -60555.280776 + Penalty 3015.646865 = -57539.633912 nChanged 11 SP:Iteration 5Q (42331.800000 sec): 3 clusters Score: Raw -60594.724166 + Penalty 3015.646865 = -57579.077301 nChanged 8 SP:Iteration 6Q (42331.800000 sec): 3 clusters Score: Raw -60670.784314 + Penalty 3015.646865 = -57655.137449 nChanged 17 SP:Iteration 7Q (42331.800000 sec): 3 clusters Score: Raw -60870.689250 + Penalty 3015.646865 = -57855.042385 nChanged 24 SP:Iteration 8F (42331.800000 sec): 3 clusters Score: Raw -61137.532212 + Penalty 3015.646865 = -58121.885347 nChanged 15 SP:Iteration 9Q (42331.800000 sec): 3 clusters Score: Raw -61305.172612 + Penalty 3015.646865 = -58289.525747 nChanged 11 SP:Iteration 10Q (42331.810000 sec): 3 clusters Score: Raw -61386.093322 + Penalty 3015.646865 = -58370.446457 nChanged 3 SP:Iteration 11Q (42331.810000 sec): 3 clusters Score: Raw -61430.499950 + Penalty 3015.646865 = -58414.853085 nChanged 1 SP:Iteration 12Q (42331.810000 sec): 3 clusters Score: Raw -61447.183733 + Penalty 3015.646865 = -58431.536868 nChanged 1 SP:Iteration 13Q (42331.810000 sec): 3 clusters Score: Raw -61458.443769 + Penalty 3015.646865 = -58442.796904 nChanged 1 SP:Iteration 14Q (42331.810000 sec): 3 clusters Score: Raw -61462.673366 + Penalty 3015.646865 = -58447.026501 nChanged 0 SP:Iteration 15F (42331.810000 sec): 3 clusters Score: Raw -61462.673366 + Penalty 3015.646865 = -58447.026501 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 46. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (17194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42331.890000 sec): 2 clusters Score: Raw -3032780.260279 + Penalty 2418.574310 = -3030361.685969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42331.950000 sec): 3 clusters Score: Raw -3022832.266382 + Penalty 4837.148619 = -3017995.117763 nChanged 7563 SP:Iteration 1F (42332.020000 sec): 3 clusters Score: Raw -3026896.583577 + Penalty 4837.148619 = -3022059.434958 nChanged 1064 SP:Iteration 2F (42332.090000 sec): 3 clusters Score: Raw -3027350.258818 + Penalty 4837.148619 = -3022513.110199 nChanged 929 SP:Iteration 3F (42332.160000 sec): 3 clusters Score: Raw -3027758.907870 + Penalty 4837.148619 = -3022921.759250 nChanged 830 SP:Iteration 4Q (42332.230000 sec): 3 clusters Score: Raw -3028137.750112 + Penalty 4837.148619 = -3023300.601493 nChanged 805 SP:Iteration 5Q (42332.290000 sec): 3 clusters Score: Raw -3028527.466298 + Penalty 4837.148619 = -3023690.317678 nChanged 831 SP:Iteration 6Q (42332.360000 sec): 3 clusters Score: Raw -3028994.538481 + Penalty 4837.148619 = -3024157.389862 nChanged 864 SP:Iteration 7F (42332.430000 sec): 3 clusters Score: Raw -3029507.940830 + Penalty 4837.148619 = -3024670.792211 nChanged 818 SP:Iteration 8Q (42332.500000 sec): 3 clusters Score: Raw -3030019.370294 + Penalty 4837.148619 = -3025182.221675 nChanged 779 SP:Iteration 9Q (42332.570000 sec): 3 clusters Score: Raw -3030550.150852 + Penalty 4837.148619 = -3025713.002233 nChanged 690 SP:Iteration 10Q (42332.630000 sec): 3 clusters Score: Raw -3031057.614937 + Penalty 4837.148619 = -3026220.466318 nChanged 599 SP:Iteration 11Q (42332.700000 sec): 3 clusters Score: Raw -3031519.023673 + Penalty 4837.148619 = -3026681.875054 nChanged 488 SP:Iteration 12Q (42332.770000 sec): 3 clusters Score: Raw -3031954.421164 + Penalty 4837.148619 = -3027117.272544 nChanged 389 SP:Iteration 13Q (42332.830000 sec): 3 clusters Score: Raw -3032278.432205 + Penalty 4837.148619 = -3027441.283586 nChanged 307 SP:Iteration 14Q (42332.890000 sec): 3 clusters Score: Raw -3032544.426349 + Penalty 4837.148619 = -3027707.277730 nChanged 256 SP:Iteration 15Q (42332.950000 sec): 3 clusters Score: Raw -3032714.966284 + Penalty 4837.148619 = -3027877.817665 nChanged 203 SP:Iteration 16Q (42333.010000 sec): 3 clusters Score: Raw -3032813.682240 + Penalty 4837.148619 = -3027976.533621 nChanged 140 SP:Iteration 17Q (42333.070000 sec): 3 clusters Score: Raw -3032884.891992 + Penalty 4837.148619 = -3028047.743372 nChanged 125 SP:Iteration 18Q (42333.120000 sec): 3 clusters Score: Raw -3032942.141839 + Penalty 4837.148619 = -3028104.993220 nChanged 105 SP:Iteration 19Q (42333.180000 sec): 3 clusters Score: Raw -3032999.315163 + Penalty 4837.148619 = -3028162.166543 nChanged 98 SP:Iteration 20F (42333.250000 sec): 3 clusters Score: Raw -3033038.914234 + Penalty 4837.148619 = -3028201.765615 nChanged 78 SP:Iteration 21Q (42333.300000 sec): 3 clusters Score: Raw -3033066.020856 + Penalty 4837.148619 = -3028228.872237 nChanged 76 SP:Iteration 22Q (42333.360000 sec): 3 clusters Score: Raw -3033091.679721 + Penalty 4837.148619 = -3028254.531102 nChanged 56 SP:Iteration 23Q (42333.410000 sec): 3 clusters Score: Raw -3033108.405237 + Penalty 4837.148619 = -3028271.256618 nChanged 47 SP:Iteration 24Q (42333.470000 sec): 3 clusters Score: Raw -3033121.583666 + Penalty 4837.148619 = -3028284.435047 nChanged 35 SP:Iteration 25Q (42333.520000 sec): 3 clusters Score: Raw -3033130.046013 + Penalty 4837.148619 = -3028292.897394 nChanged 31 SP:Iteration 26Q (42333.580000 sec): 3 clusters Score: Raw -3033137.462517 + Penalty 4837.148619 = -3028300.313898 nChanged 28 SP:Iteration 27Q (42333.640000 sec): 3 clusters Score: Raw -3033144.859756 + Penalty 4837.148619 = -3028307.711137 nChanged 35 SP:Iteration 28Q (42333.690000 sec): 3 clusters Score: Raw -3033154.600917 + Penalty 4837.148619 = -3028317.452298 nChanged 28 SP:Iteration 29Q (42333.750000 sec): 3 clusters Score: Raw -3033161.832861 + Penalty 4837.148619 = -3028324.684241 nChanged 23 SP:Iteration 30Q (42333.800000 sec): 3 clusters Score: Raw -3033167.239572 + Penalty 4837.148619 = -3028330.090952 nChanged 22 SP:Iteration 31Q (42333.860000 sec): 3 clusters Score: Raw -3033172.766973 + Penalty 4837.148619 = -3028335.618354 nChanged 19 SP:Iteration 32Q (42333.910000 sec): 3 clusters Score: Raw -3033178.188358 + Penalty 4837.148619 = -3028341.039739 nChanged 19 SP:Iteration 33Q (42333.960000 sec): 3 clusters Score: Raw -3033182.962890 + Penalty 4837.148619 = -3028345.814271 nChanged 18 SP:Iteration 34Q (42334.020000 sec): 3 clusters Score: Raw -3033186.984999 + Penalty 4837.148619 = -3028349.836380 nChanged 16 SP:Iteration 35Q (42334.070000 sec): 3 clusters Score: Raw -3033190.465968 + Penalty 4837.148619 = -3028353.317349 nChanged 15 SP:Iteration 36Q (42334.120000 sec): 3 clusters Score: Raw -3033194.687580 + Penalty 4837.148619 = -3028357.538960 nChanged 20 SP:Iteration 37Q (42334.180000 sec): 3 clusters Score: Raw -3033200.398047 + Penalty 4837.148619 = -3028363.249428 nChanged 18 SP:Iteration 38Q (42334.230000 sec): 3 clusters Score: Raw -3033205.863759 + Penalty 4837.148619 = -3028368.715139 nChanged 20 SP:Iteration 39Q (42334.290000 sec): 3 clusters Score: Raw -3033211.454271 + Penalty 4837.148619 = -3028374.305652 nChanged 19 SP:Iteration 40F (42334.350000 sec): 3 clusters Score: Raw -3033216.625981 + Penalty 4837.148619 = -3028379.477362 nChanged 16 SP:Iteration 41Q (42334.410000 sec): 3 clusters Score: Raw -3033222.697813 + Penalty 4837.148619 = -3028385.549194 nChanged 20 SP:Iteration 42Q (42334.460000 sec): 3 clusters Score: Raw -3033233.020650 + Penalty 4837.148619 = -3028395.872030 nChanged 29 SP:Iteration 43Q (42334.520000 sec): 3 clusters Score: Raw -3033241.377055 + Penalty 4837.148619 = -3028404.228436 nChanged 24 SP:Iteration 44Q (42334.570000 sec): 3 clusters Score: Raw -3033248.487623 + Penalty 4837.148619 = -3028411.339004 nChanged 20 SP:Iteration 45Q (42334.620000 sec): 3 clusters Score: Raw -3033255.155138 + Penalty 4837.148619 = -3028418.006519 nChanged 28 SP:Iteration 46Q (42334.680000 sec): 3 clusters Score: Raw -3033262.878228 + Penalty 4837.148619 = -3028425.729609 nChanged 28 SP:Iteration 47Q (42334.730000 sec): 3 clusters Score: Raw -3033270.697688 + Penalty 4837.148619 = -3028433.549068 nChanged 26 SP:Iteration 48Q (42334.780000 sec): 3 clusters Score: Raw -3033278.394466 + Penalty 4837.148619 = -3028441.245847 nChanged 18 SP:Iteration 49Q (42334.830000 sec): 3 clusters Score: Raw -3033282.704816 + Penalty 4837.148619 = -3028445.556197 nChanged 12 SP:Iteration 50Q (42334.890000 sec): 3 clusters Score: Raw -3033284.791088 + Penalty 4837.148619 = -3028447.642469 nChanged 7 SP:Iteration 51Q (42334.940000 sec): 3 clusters Score: Raw -3033285.820335 + Penalty 4837.148619 = -3028448.671716 nChanged 4 SP:Iteration 52Q (42334.990000 sec): 3 clusters Score: Raw -3033286.692288 + Penalty 4837.148619 = -3028449.543668 nChanged 4 SP:Iteration 53Q (42335.040000 sec): 3 clusters Score: Raw -3033287.256099 + Penalty 4837.148619 = -3028450.107480 nChanged 5 SP:Iteration 54Q (42335.100000 sec): 3 clusters Score: Raw -3033288.083164 + Penalty 4837.148619 = -3028450.934545 nChanged 3 SP:Iteration 55Q (42335.150000 sec): 3 clusters Score: Raw -3033288.434272 + Penalty 4837.148619 = -3028451.285653 nChanged 3 SP:Iteration 56Q (42335.200000 sec): 3 clusters Score: Raw -3033288.969957 + Penalty 4837.148619 = -3028451.821338 nChanged 1 SP:Iteration 57Q (42335.260000 sec): 3 clusters Score: Raw -3033289.030516 + Penalty 4837.148619 = -3028451.881897 nChanged 2 SP:Iteration 58Q (42335.320000 sec): 3 clusters Score: Raw -3033289.520901 + Penalty 4837.148619 = -3028452.372281 nChanged 3 SP:Iteration 59Q (42335.370000 sec): 3 clusters Score: Raw -3033290.242268 + Penalty 4837.148619 = -3028453.093649 nChanged 2 SP:Iteration 60F (42335.440000 sec): 3 clusters Score: Raw -3033290.634083 + Penalty 4837.148619 = -3028453.485463 nChanged 1 SP:Iteration 61Q (42335.490000 sec): 3 clusters Score: Raw -3033290.728378 + Penalty 4837.148619 = -3028453.579758 nChanged 1 SP:Iteration 62Q (42335.540000 sec): 3 clusters Score: Raw -3033290.765042 + Penalty 4837.148619 = -3028453.616422 nChanged 1 SP:Iteration 63Q (42335.590000 sec): 3 clusters Score: Raw -3033290.983968 + Penalty 4837.148619 = -3028453.835348 nChanged 1 SP:Iteration 64Q (42335.650000 sec): 3 clusters Score: Raw -3033291.138874 + Penalty 4837.148619 = -3028453.990255 nChanged 2 SP:Iteration 65Q (42335.700000 sec): 3 clusters Score: Raw -3033291.445428 + Penalty 4837.148619 = -3028454.296809 nChanged 0 SP:Iteration 66F (42335.770000 sec): 3 clusters Score: Raw -3033291.445428 + Penalty 4837.148619 = -3028454.296809 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (109797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42336.140000 sec): 2 clusters Score: Raw -18930589.096846 + Penalty 2878.384344 = -18927710.712502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42336.600000 sec): 3 clusters Score: Raw -18859923.790053 + Penalty 5756.768689 = -18854167.021365 nChanged 52223 SP:Iteration 1F (42337.050000 sec): 3 clusters Score: Raw -18890260.187349 + Penalty 5756.768689 = -18884503.418660 nChanged 3677 SP:Iteration 2Q (42337.500000 sec): 3 clusters Score: Raw -18891223.453554 + Penalty 5756.768689 = -18885466.684866 nChanged 3894 SP:Iteration 3Q (42337.960000 sec): 3 clusters Score: Raw -18892381.271724 + Penalty 5756.768689 = -18886624.503035 nChanged 4246 SP:Iteration 4Q (42338.420000 sec): 3 clusters Score: Raw -18894026.717744 + Penalty 5756.768689 = -18888269.949056 nChanged 4959 SP:Iteration 5Q (42338.880000 sec): 3 clusters Score: Raw -18896448.828849 + Penalty 5756.768689 = -18890692.060160 nChanged 5598 SP:Iteration 6F (42339.330000 sec): 3 clusters Score: Raw -18899747.394999 + Penalty 5756.768689 = -18893990.626310 nChanged 6366 SP:Iteration 7F (42339.780000 sec): 3 clusters Score: Raw -18903981.526859 + Penalty 5756.768689 = -18898224.758170 nChanged 6698 SP:Iteration 8F (42340.230000 sec): 3 clusters Score: Raw -18908446.989348 + Penalty 5756.768689 = -18902690.220660 nChanged 6322 SP:Iteration 9F (42340.680000 sec): 3 clusters Score: Raw -18912096.247910 + Penalty 5756.768689 = -18906339.479222 nChanged 5356 SP:Iteration 10Q (42341.120000 sec): 3 clusters Score: Raw -18914520.161755 + Penalty 5756.768689 = -18908763.393066 nChanged 4044 SP:Iteration 11Q (42341.560000 sec): 3 clusters Score: Raw -18915961.745498 + Penalty 5756.768689 = -18910204.976809 nChanged 3188 SP:Iteration 12Q (42341.990000 sec): 3 clusters Score: Raw -18916944.316458 + Penalty 5756.768689 = -18911187.547769 nChanged 2646 SP:Iteration 13Q (42342.420000 sec): 3 clusters Score: Raw -18917696.892417 + Penalty 5756.768689 = -18911940.123728 nChanged 2324 SP:Iteration 14Q (42342.850000 sec): 3 clusters Score: Raw -18918336.897678 + Penalty 5756.768689 = -18912580.128989 nChanged 2276 SP:Iteration 15Q (42343.270000 sec): 3 clusters Score: Raw -18918976.041988 + Penalty 5756.768689 = -18913219.273300 nChanged 2259 SP:Iteration 16Q (42343.690000 sec): 3 clusters Score: Raw -18919624.463017 + Penalty 5756.768689 = -18913867.694328 nChanged 2300 SP:Iteration 17Q (42344.120000 sec): 3 clusters Score: Raw -18920311.540301 + Penalty 5756.768689 = -18914554.771612 nChanged 2369 SP:Iteration 18Q (42344.530000 sec): 3 clusters Score: Raw -18921058.659382 + Penalty 5756.768689 = -18915301.890693 nChanged 2499 SP:Iteration 19Q (42344.950000 sec): 3 clusters Score: Raw -18921872.425562 + Penalty 5756.768689 = -18916115.656874 nChanged 2404 SP:Iteration 20F (42345.400000 sec): 3 clusters Score: Raw -18922650.342026 + Penalty 5756.768689 = -18916893.573338 nChanged 2369 SP:Iteration 21Q (42345.800000 sec): 3 clusters Score: Raw -18923430.670543 + Penalty 5756.768689 = -18917673.901854 nChanged 2298 SP:Iteration 22Q (42346.190000 sec): 3 clusters Score: Raw -18924202.656204 + Penalty 5756.768689 = -18918445.887515 nChanged 2186 SP:Iteration 23Q (42346.590000 sec): 3 clusters Score: Raw -18924979.662490 + Penalty 5756.768689 = -18919222.893802 nChanged 2123 SP:Iteration 24Q (42346.970000 sec): 3 clusters Score: Raw -18925761.718898 + Penalty 5756.768689 = -18920004.950209 nChanged 2061 SP:Iteration 25Q (42347.350000 sec): 3 clusters Score: Raw -18926537.241974 + Penalty 5756.768689 = -18920780.473285 nChanged 1893 SP:Iteration 26Q (42347.720000 sec): 3 clusters Score: Raw -18927246.289231 + Penalty 5756.768689 = -18921489.520543 nChanged 1641 SP:Iteration 27Q (42348.090000 sec): 3 clusters Score: Raw -18927850.775808 + Penalty 5756.768689 = -18922094.007119 nChanged 1473 SP:Iteration 28Q (42348.450000 sec): 3 clusters Score: Raw -18928377.540351 + Penalty 5756.768689 = -18922620.771662 nChanged 1253 SP:Iteration 29Q (42348.820000 sec): 3 clusters Score: Raw -18928821.866851 + Penalty 5756.768689 = -18923065.098163 nChanged 1130 SP:Iteration 30Q (42349.170000 sec): 3 clusters Score: Raw -18929205.654905 + Penalty 5756.768689 = -18923448.886216 nChanged 918 SP:Iteration 31Q (42349.520000 sec): 3 clusters Score: Raw -18929519.891426 + Penalty 5756.768689 = -18923763.122737 nChanged 790 SP:Iteration 32Q (42349.860000 sec): 3 clusters Score: Raw -18929785.471905 + Penalty 5756.768689 = -18924028.703217 nChanged 638 SP:Iteration 33Q (42350.210000 sec): 3 clusters Score: Raw -18929990.437630 + Penalty 5756.768689 = -18924233.668941 nChanged 567 SP:Iteration 34Q (42350.550000 sec): 3 clusters Score: Raw -18930156.086607 + Penalty 5756.768689 = -18924399.317918 nChanged 478 SP:Iteration 35Q (42350.890000 sec): 3 clusters Score: Raw -18930292.224323 + Penalty 5756.768689 = -18924535.455634 nChanged 368 SP:Iteration 36Q (42351.230000 sec): 3 clusters Score: Raw -18930390.278998 + Penalty 5756.768689 = -18924633.510310 nChanged 344 SP:Iteration 37Q (42351.570000 sec): 3 clusters Score: Raw -18930481.863558 + Penalty 5756.768689 = -18924725.094869 nChanged 287 SP:Iteration 38Q (42351.910000 sec): 3 clusters Score: Raw -18930556.176882 + Penalty 5756.768689 = -18924799.408194 nChanged 261 SP:Iteration 39Q (42352.240000 sec): 3 clusters Score: Raw -18930625.676688 + Penalty 5756.768689 = -18924868.907999 nChanged 212 SP:Iteration 40F (42352.690000 sec): 3 clusters Score: Raw -18930681.566105 + Penalty 5756.768689 = -18924924.797416 nChanged 183 SP:Iteration 41Q (42353.020000 sec): 3 clusters Score: Raw -18930728.432957 + Penalty 5756.768689 = -18924971.664268 nChanged 149 SP:Iteration 42Q (42353.350000 sec): 3 clusters Score: Raw -18930762.217186 + Penalty 5756.768689 = -18925005.448497 nChanged 117 SP:Iteration 43Q (42353.670000 sec): 3 clusters Score: Raw -18930789.380457 + Penalty 5756.768689 = -18925032.611769 nChanged 112 SP:Iteration 44Q (42354.010000 sec): 3 clusters Score: Raw -18930813.442982 + Penalty 5756.768689 = -18925056.674293 nChanged 109 SP:Iteration 45Q (42354.330000 sec): 3 clusters Score: Raw -18930840.566681 + Penalty 5756.768689 = -18925083.797992 nChanged 115 SP:Iteration 46Q (42354.660000 sec): 3 clusters Score: Raw -18930869.815533 + Penalty 5756.768689 = -18925113.046844 nChanged 99 SP:Iteration 47Q (42354.990000 sec): 3 clusters Score: Raw -18930892.392292 + Penalty 5756.768689 = -18925135.623603 nChanged 76 SP:Iteration 48Q (42355.310000 sec): 3 clusters Score: Raw -18930911.681113 + Penalty 5756.768689 = -18925154.912424 nChanged 75 SP:Iteration 49Q (42355.630000 sec): 3 clusters Score: Raw -18930931.656867 + Penalty 5756.768689 = -18925174.888179 nChanged 67 SP:Iteration 50Q (42355.960000 sec): 3 clusters Score: Raw -18930947.378812 + Penalty 5756.768689 = -18925190.610123 nChanged 60 SP:Iteration 51Q (42356.290000 sec): 3 clusters Score: Raw -18930959.855989 + Penalty 5756.768689 = -18925203.087300 nChanged 52 SP:Iteration 52Q (42356.610000 sec): 3 clusters Score: Raw -18930971.032684 + Penalty 5756.768689 = -18925214.263996 nChanged 60 SP:Iteration 53Q (42356.930000 sec): 3 clusters Score: Raw -18930981.247392 + Penalty 5756.768689 = -18925224.478703 nChanged 35 SP:Iteration 54Q (42357.260000 sec): 3 clusters Score: Raw -18930988.668025 + Penalty 5756.768689 = -18925231.899336 nChanged 33 SP:Iteration 55Q (42357.580000 sec): 3 clusters Score: Raw -18930995.219098 + Penalty 5756.768689 = -18925238.450410 nChanged 26 SP:Iteration 56Q (42357.900000 sec): 3 clusters Score: Raw -18931001.126548 + Penalty 5756.768689 = -18925244.357860 nChanged 36 SP:Iteration 57Q (42358.230000 sec): 3 clusters Score: Raw -18931008.486875 + Penalty 5756.768689 = -18925251.718186 nChanged 37 SP:Iteration 58Q (42358.550000 sec): 3 clusters Score: Raw -18931017.226549 + Penalty 5756.768689 = -18925260.457861 nChanged 44 SP:Iteration 59Q (42358.870000 sec): 3 clusters Score: Raw -18931026.014566 + Penalty 5756.768689 = -18925269.245877 nChanged 37 SP:Iteration 60F (42359.310000 sec): 3 clusters Score: Raw -18931033.472489 + Penalty 5756.768689 = -18925276.703800 nChanged 40 SP:Iteration 61Q (42359.630000 sec): 3 clusters Score: Raw -18931043.711474 + Penalty 5756.768689 = -18925286.942786 nChanged 42 SP:Iteration 62Q (42359.960000 sec): 3 clusters Score: Raw -18931053.146089 + Penalty 5756.768689 = -18925296.377401 nChanged 32 SP:Iteration 63Q (42360.280000 sec): 3 clusters Score: Raw -18931061.177491 + Penalty 5756.768689 = -18925304.408803 nChanged 32 SP:Iteration 64Q (42360.600000 sec): 3 clusters Score: Raw -18931066.948367 + Penalty 5756.768689 = -18925310.179678 nChanged 26 SP:Iteration 65Q (42360.930000 sec): 3 clusters Score: Raw -18931072.716579 + Penalty 5756.768689 = -18925315.947890 nChanged 27 SP:Iteration 66Q (42361.250000 sec): 3 clusters Score: Raw -18931078.623542 + Penalty 5756.768689 = -18925321.854853 nChanged 28 SP:Iteration 67Q (42361.570000 sec): 3 clusters Score: Raw -18931084.726255 + Penalty 5756.768689 = -18925327.957567 nChanged 25 SP:Iteration 68Q (42361.890000 sec): 3 clusters Score: Raw -18931092.352987 + Penalty 5756.768689 = -18925335.584298 nChanged 34 SP:Iteration 69Q (42362.210000 sec): 3 clusters Score: Raw -18931101.368872 + Penalty 5756.768689 = -18925344.600183 nChanged 35 SP:Iteration 70Q (42362.530000 sec): 3 clusters Score: Raw -18931110.977171 + Penalty 5756.768689 = -18925354.208482 nChanged 31 SP:Iteration 71Q (42362.850000 sec): 3 clusters Score: Raw -18931118.610187 + Penalty 5756.768689 = -18925361.841499 nChanged 32 SP:Iteration 72Q (42363.170000 sec): 3 clusters Score: Raw -18931128.466626 + Penalty 5756.768689 = -18925371.697938 nChanged 35 SP:Iteration 73Q (42363.490000 sec): 3 clusters Score: Raw -18931138.120656 + Penalty 5756.768689 = -18925381.351967 nChanged 29 SP:Iteration 74Q (42363.810000 sec): 3 clusters Score: Raw -18931148.224187 + Penalty 5756.768689 = -18925391.455498 nChanged 28 SP:Iteration 75Q (42364.130000 sec): 3 clusters Score: Raw -18931155.939834 + Penalty 5756.768689 = -18925399.171146 nChanged 28 SP:Iteration 76Q (42364.450000 sec): 3 clusters Score: Raw -18931162.737089 + Penalty 5756.768689 = -18925405.968400 nChanged 32 SP:Iteration 77Q (42364.770000 sec): 3 clusters Score: Raw -18931172.558243 + Penalty 5756.768689 = -18925415.789555 nChanged 35 SP:Iteration 78Q (42365.090000 sec): 3 clusters Score: Raw -18931182.638886 + Penalty 5756.768689 = -18925425.870197 nChanged 30 SP:Iteration 79Q (42365.410000 sec): 3 clusters Score: Raw -18931192.384289 + Penalty 5756.768689 = -18925435.615600 nChanged 26 SP:Iteration 80F (42365.850000 sec): 3 clusters Score: Raw -18931199.025834 + Penalty 5756.768689 = -18925442.257145 nChanged 19 SP:Iteration 81Q (42366.170000 sec): 3 clusters Score: Raw -18931204.467779 + Penalty 5756.768689 = -18925447.699091 nChanged 24 SP:Iteration 82Q (42366.490000 sec): 3 clusters Score: Raw -18931213.667346 + Penalty 5756.768689 = -18925456.898657 nChanged 25 SP:Iteration 83Q (42366.810000 sec): 3 clusters Score: Raw -18931222.505164 + Penalty 5756.768689 = -18925465.736475 nChanged 25 SP:Iteration 84Q (42367.130000 sec): 3 clusters Score: Raw -18931228.444695 + Penalty 5756.768689 = -18925471.676007 nChanged 16 SP:Iteration 85Q (42367.450000 sec): 3 clusters Score: Raw -18931232.817390 + Penalty 5756.768689 = -18925476.048701 nChanged 17 SP:Iteration 86Q (42367.770000 sec): 3 clusters Score: Raw -18931237.177909 + Penalty 5756.768689 = -18925480.409221 nChanged 15 SP:Iteration 87Q (42368.090000 sec): 3 clusters Score: Raw -18931241.302072 + Penalty 5756.768689 = -18925484.533384 nChanged 15 SP:Iteration 88Q (42368.410000 sec): 3 clusters Score: Raw -18931245.079250 + Penalty 5756.768689 = -18925488.310561 nChanged 8 SP:Iteration 89Q (42368.720000 sec): 3 clusters Score: Raw -18931246.885851 + Penalty 5756.768689 = -18925490.117162 nChanged 7 SP:Iteration 90Q (42369.040000 sec): 3 clusters Score: Raw -18931248.407828 + Penalty 5756.768689 = -18925491.639140 nChanged 8 SP:Iteration 91Q (42369.360000 sec): 3 clusters Score: Raw -18931250.574021 + Penalty 5756.768689 = -18925493.805333 nChanged 9 SP:Iteration 92Q (42369.670000 sec): 3 clusters Score: Raw -18931252.540923 + Penalty 5756.768689 = -18925495.772235 nChanged 8 SP:Iteration 93Q (42369.990000 sec): 3 clusters Score: Raw -18931253.937406 + Penalty 5756.768689 = -18925497.168718 nChanged 4 SP:Iteration 94Q (42370.310000 sec): 3 clusters Score: Raw -18931254.547246 + Penalty 5756.768689 = -18925497.778558 nChanged 1 SP:Iteration 95Q (42370.630000 sec): 3 clusters Score: Raw -18931254.702933 + Penalty 5756.768689 = -18925497.934245 nChanged 3 SP:Iteration 96Q (42370.950000 sec): 3 clusters Score: Raw -18931255.146445 + Penalty 5756.768689 = -18925498.377756 nChanged 1 SP:Iteration 97Q (42371.270000 sec): 3 clusters Score: Raw -18931255.497338 + Penalty 5756.768689 = -18925498.728650 nChanged 2 SP:Iteration 98Q (42371.580000 sec): 3 clusters Score: Raw -18931255.678833 + Penalty 5756.768689 = -18925498.910144 nChanged 0 SP:Iteration 99F (42372.030000 sec): 3 clusters Score: Raw -18931255.678833 + Penalty 5756.768689 = -18925498.910144 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42372.070000 sec): 2 clusters Score: Raw -296223.025556 + Penalty 1852.191291 = -294370.834264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42372.080000 sec): 3 clusters Score: Raw -295639.148836 + Penalty 3704.382583 = -291934.766253 nChanged 504 SP:Iteration 1F (42372.090000 sec): 3 clusters Score: Raw -296051.045778 + Penalty 3704.382583 = -292346.663196 nChanged 125 SP:Iteration 2F (42372.090000 sec): 3 clusters Score: Raw -296187.163877 + Penalty 3704.382583 = -292482.781295 nChanged 77 SP:Iteration 3Q (42372.100000 sec): 3 clusters Score: Raw -296265.978254 + Penalty 3704.382583 = -292561.595671 nChanged 51 SP:Iteration 4Q (42372.110000 sec): 3 clusters Score: Raw -296315.392132 + Penalty 3704.382583 = -292611.009550 nChanged 42 SP:Iteration 5Q (42372.110000 sec): 3 clusters Score: Raw -296348.589999 + Penalty 3704.382583 = -292644.207416 nChanged 43 SP:Iteration 6Q (42372.120000 sec): 3 clusters Score: Raw -296385.127975 + Penalty 3704.382583 = -292680.745393 nChanged 44 SP:Iteration 7Q (42372.130000 sec): 3 clusters Score: Raw -296426.653416 + Penalty 3704.382583 = -292722.270833 nChanged 54 SP:Iteration 8Q (42372.130000 sec): 3 clusters Score: Raw -296483.219888 + Penalty 3704.382583 = -292778.837306 nChanged 57 SP:Iteration 9Q (42372.140000 sec): 3 clusters Score: Raw -296534.098222 + Penalty 3704.382583 = -292829.715640 nChanged 50 SP:Iteration 10Q (42372.150000 sec): 3 clusters Score: Raw -296595.516536 + Penalty 3704.382583 = -292891.133953 nChanged 55 SP:Iteration 11Q (42372.150000 sec): 3 clusters Score: Raw -296665.201813 + Penalty 3704.382583 = -292960.819231 nChanged 51 SP:Iteration 12Q (42372.160000 sec): 3 clusters Score: Raw -296721.275300 + Penalty 3704.382583 = -293016.892717 nChanged 50 SP:Iteration 13Q (42372.170000 sec): 3 clusters Score: Raw -296790.839721 + Penalty 3704.382583 = -293086.457139 nChanged 45 SP:Iteration 14Q (42372.170000 sec): 3 clusters Score: Raw -296848.919655 + Penalty 3704.382583 = -293144.537073 nChanged 46 SP:Iteration 15Q (42372.180000 sec): 3 clusters Score: Raw -296903.588256 + Penalty 3704.382583 = -293199.205674 nChanged 35 SP:Iteration 16Q (42372.190000 sec): 3 clusters Score: Raw -296938.524772 + Penalty 3704.382583 = -293234.142189 nChanged 26 SP:Iteration 17Q (42372.190000 sec): 3 clusters Score: Raw -296968.902515 + Penalty 3704.382583 = -293264.519932 nChanged 17 SP:Iteration 18Q (42372.200000 sec): 3 clusters Score: Raw -296986.642759 + Penalty 3704.382583 = -293282.260177 nChanged 12 SP:Iteration 19Q (42372.210000 sec): 3 clusters Score: Raw -296998.680130 + Penalty 3704.382583 = -293294.297547 nChanged 10 SP:Iteration 20F (42372.210000 sec): 3 clusters Score: Raw -297008.317872 + Penalty 3704.382583 = -293303.935289 nChanged 9 SP:Iteration 21Q (42372.220000 sec): 3 clusters Score: Raw -297017.040791 + Penalty 3704.382583 = -293312.658209 nChanged 4 SP:Iteration 22Q (42372.230000 sec): 3 clusters Score: Raw -297021.532949 + Penalty 3704.382583 = -293317.150367 nChanged 3 SP:Iteration 23Q (42372.230000 sec): 3 clusters Score: Raw -297024.230232 + Penalty 3704.382583 = -293319.847649 nChanged 2 SP:Iteration 24Q (42372.240000 sec): 3 clusters Score: Raw -297025.468012 + Penalty 3704.382583 = -293321.085430 nChanged 0 SP:Iteration 25F (42372.250000 sec): 3 clusters Score: Raw -297025.468012 + Penalty 3704.382583 = -293321.085430 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (743194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42374.790000 sec): 2 clusters Score: Raw -133590958.230139 + Penalty 3352.640674 = -133587605.589466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42377.860000 sec): 3 clusters Score: Raw -133090414.990115 + Penalty 6705.281347 = -133083709.708768 nChanged 364640 SP:Iteration 1F (42380.900000 sec): 3 clusters Score: Raw -133323593.291896 + Penalty 6705.281347 = -133316888.010548 nChanged 40585 SP:Iteration 2F (42383.940000 sec): 3 clusters Score: Raw -133346595.421999 + Penalty 6705.281347 = -133339890.140652 nChanged 53308 SP:Iteration 3F (42386.970000 sec): 3 clusters Score: Raw -133380401.315471 + Penalty 6705.281347 = -133373696.034124 nChanged 56632 SP:Iteration 4F (42390.000000 sec): 3 clusters Score: Raw -133414417.393826 + Penalty 6705.281347 = -133407712.112478 nChanged 50635 SP:Iteration 5F (42393.040000 sec): 3 clusters Score: Raw -133439819.390717 + Penalty 6705.281347 = -133433114.109370 nChanged 39992 SP:Iteration 6F (42396.080000 sec): 3 clusters Score: Raw -133454978.083997 + Penalty 6705.281347 = -133448272.802650 nChanged 29480 SP:Iteration 7Q (42399.180000 sec): 3 clusters Score: Raw -133463061.226990 + Penalty 6705.281347 = -133456355.945643 nChanged 20949 SP:Iteration 8Q (42402.260000 sec): 3 clusters Score: Raw -133467446.317809 + Penalty 6705.281347 = -133460741.036462 nChanged 15441 SP:Iteration 9Q (42405.310000 sec): 3 clusters Score: Raw -133470342.353377 + Penalty 6705.281347 = -133463637.072030 nChanged 13394 SP:Iteration 10Q (42408.370000 sec): 3 clusters Score: Raw -133473076.346709 + Penalty 6705.281347 = -133466371.065362 nChanged 14179 SP:Iteration 11Q (42411.450000 sec): 3 clusters Score: Raw -133476509.681311 + Penalty 6705.281347 = -133469804.399964 nChanged 17264 SP:Iteration 12Q (42414.510000 sec): 3 clusters Score: Raw -133481513.880873 + Penalty 6705.281347 = -133474808.599526 nChanged 21034 SP:Iteration 13Q (42417.610000 sec): 3 clusters Score: Raw -133488897.471599 + Penalty 6705.281347 = -133482192.190252 nChanged 24611 SP:Iteration 14Q (42420.710000 sec): 3 clusters Score: Raw -133499452.304792 + Penalty 6705.281347 = -133492747.023445 nChanged 27964 SP:Iteration 15Q (42423.800000 sec): 3 clusters Score: Raw -133513663.143277 + Penalty 6705.281347 = -133506957.861930 nChanged 28898 SP:Iteration 16Q (42426.890000 sec): 3 clusters Score: Raw -133530379.227079 + Penalty 6705.281347 = -133523673.945731 nChanged 27445 SP:Iteration 17Q (42429.970000 sec): 3 clusters Score: Raw -133547767.005726 + Penalty 6705.281347 = -133541061.724379 nChanged 23310 SP:Iteration 18Q (42433.010000 sec): 3 clusters Score: Raw -133563128.264624 + Penalty 6705.281347 = -133556422.983277 nChanged 17268 SP:Iteration 19Q (42436.000000 sec): 3 clusters Score: Raw -133574441.869467 + Penalty 6705.281347 = -133567736.588120 nChanged 11552 SP:Iteration 20F (42438.990000 sec): 3 clusters Score: Raw -133581774.964067 + Penalty 6705.281347 = -133575069.682720 nChanged 7154 SP:Iteration 21Q (42441.640000 sec): 3 clusters Score: Raw -133586087.159994 + Penalty 6705.281347 = -133579381.878647 nChanged 4155 SP:Iteration 22Q (42444.120000 sec): 3 clusters Score: Raw -133588527.363970 + Penalty 6705.281347 = -133581822.082623 nChanged 2333 SP:Iteration 23Q (42446.480000 sec): 3 clusters Score: Raw -133589812.182318 + Penalty 6705.281347 = -133583106.900971 nChanged 1348 SP:Iteration 24Q (42448.750000 sec): 3 clusters Score: Raw -133590535.208765 + Penalty 6705.281347 = -133583829.927418 nChanged 794 SP:Iteration 25Q (42450.970000 sec): 3 clusters Score: Raw -133590919.665147 + Penalty 6705.281347 = -133584214.383800 nChanged 461 SP:Iteration 26Q (42453.150000 sec): 3 clusters Score: Raw -133591142.683532 + Penalty 6705.281347 = -133584437.402185 nChanged 335 SP:Iteration 27Q (42455.320000 sec): 3 clusters Score: Raw -133591293.238081 + Penalty 6705.281347 = -133584587.956734 nChanged 237 SP:Iteration 28Q (42457.470000 sec): 3 clusters Score: Raw -133591397.214501 + Penalty 6705.281347 = -133584691.933154 nChanged 188 SP:Iteration 29Q (42459.610000 sec): 3 clusters Score: Raw -133591478.025365 + Penalty 6705.281347 = -133584772.744018 nChanged 147 SP:Iteration 30Q (42461.740000 sec): 3 clusters Score: Raw -133591538.612724 + Penalty 6705.281347 = -133584833.331377 nChanged 113 SP:Iteration 31Q (42463.860000 sec): 3 clusters Score: Raw -133591581.749986 + Penalty 6705.281347 = -133584876.468639 nChanged 90 SP:Iteration 32Q (42465.980000 sec): 3 clusters Score: Raw -133591613.822572 + Penalty 6705.281347 = -133584908.541225 nChanged 77 SP:Iteration 33Q (42468.100000 sec): 3 clusters Score: Raw -133591636.098494 + Penalty 6705.281347 = -133584930.817147 nChanged 44 SP:Iteration 34Q (42470.220000 sec): 3 clusters Score: Raw -133591654.465973 + Penalty 6705.281347 = -133584949.184626 nChanged 52 SP:Iteration 35Q (42472.330000 sec): 3 clusters Score: Raw -133591675.866904 + Penalty 6705.281347 = -133584970.585557 nChanged 47 SP:Iteration 36Q (42474.440000 sec): 3 clusters Score: Raw -133591691.641730 + Penalty 6705.281347 = -133584986.360383 nChanged 41 SP:Iteration 37Q (42476.550000 sec): 3 clusters Score: Raw -133591706.016641 + Penalty 6705.281347 = -133585000.735294 nChanged 45 SP:Iteration 38Q (42478.650000 sec): 3 clusters Score: Raw -133591719.879897 + Penalty 6705.281347 = -133585014.598550 nChanged 32 SP:Iteration 39Q (42480.760000 sec): 3 clusters Score: Raw -133591728.295775 + Penalty 6705.281347 = -133585023.014428 nChanged 26 SP:Iteration 40F (42483.740000 sec): 3 clusters Score: Raw -133591736.362203 + Penalty 6705.281347 = -133585031.080856 nChanged 32 SP:Iteration 41Q (42485.850000 sec): 3 clusters Score: Raw -133591746.822809 + Penalty 6705.281347 = -133585041.541462 nChanged 29 SP:Iteration 42Q (42487.950000 sec): 3 clusters Score: Raw -133591756.928031 + Penalty 6705.281347 = -133585051.646684 nChanged 41 SP:Iteration 43Q (42490.060000 sec): 3 clusters Score: Raw -133591770.656928 + Penalty 6705.281347 = -133585065.375581 nChanged 27 SP:Iteration 44Q (42492.170000 sec): 3 clusters Score: Raw -133591779.264828 + Penalty 6705.281347 = -133585073.983481 nChanged 25 SP:Iteration 45Q (42494.280000 sec): 3 clusters Score: Raw -133591786.505177 + Penalty 6705.281347 = -133585081.223830 nChanged 16 SP:Iteration 46Q (42496.380000 sec): 3 clusters Score: Raw -133591790.447666 + Penalty 6705.281347 = -133585085.166319 nChanged 10 SP:Iteration 47Q (42498.480000 sec): 3 clusters Score: Raw -133591793.700339 + Penalty 6705.281347 = -133585088.418992 nChanged 16 SP:Iteration 48Q (42500.570000 sec): 3 clusters Score: Raw -133591799.383695 + Penalty 6705.281347 = -133585094.102348 nChanged 11 SP:Iteration 49Q (42502.680000 sec): 3 clusters Score: Raw -133591802.754930 + Penalty 6705.281347 = -133585097.473583 nChanged 12 SP:Iteration 50Q (42504.790000 sec): 3 clusters Score: Raw -133591809.631525 + Penalty 6705.281347 = -133585104.350178 nChanged 22 SP:Iteration 51Q (42506.900000 sec): 3 clusters Score: Raw -133591818.923449 + Penalty 6705.281347 = -133585113.642102 nChanged 28 SP:Iteration 52Q (42509.000000 sec): 3 clusters Score: Raw -133591828.480676 + Penalty 6705.281347 = -133585123.199329 nChanged 23 SP:Iteration 53Q (42511.110000 sec): 3 clusters Score: Raw -133591836.820331 + Penalty 6705.281347 = -133585131.538984 nChanged 16 SP:Iteration 54Q (42513.220000 sec): 3 clusters Score: Raw -133591842.714736 + Penalty 6705.281347 = -133585137.433389 nChanged 25 SP:Iteration 55Q (42515.320000 sec): 3 clusters Score: Raw -133591853.073164 + Penalty 6705.281347 = -133585147.791817 nChanged 31 SP:Iteration 56Q (42517.420000 sec): 3 clusters Score: Raw -133591865.652273 + Penalty 6705.281347 = -133585160.370926 nChanged 35 SP:Iteration 57Q (42519.510000 sec): 3 clusters Score: Raw -133591878.194628 + Penalty 6705.281347 = -133585172.913281 nChanged 32 SP:Iteration 58Q (42521.610000 sec): 3 clusters Score: Raw -133591889.330801 + Penalty 6705.281347 = -133585184.049454 nChanged 37 SP:Iteration 59Q (42523.710000 sec): 3 clusters Score: Raw -133591903.080198 + Penalty 6705.281347 = -133585197.798851 nChanged 27 SP:Iteration 60F (42526.680000 sec): 3 clusters Score: Raw -133591914.015620 + Penalty 6705.281347 = -133585208.734273 nChanged 33 SP:Iteration 61Q (42528.770000 sec): 3 clusters Score: Raw -133591926.467750 + Penalty 6705.281347 = -133585221.186403 nChanged 32 SP:Iteration 62Q (42530.870000 sec): 3 clusters Score: Raw -133591938.145051 + Penalty 6705.281347 = -133585232.863704 nChanged 30 SP:Iteration 63Q (42532.950000 sec): 3 clusters Score: Raw -133591951.053629 + Penalty 6705.281347 = -133585245.772282 nChanged 35 SP:Iteration 64Q (42535.040000 sec): 3 clusters Score: Raw -133591964.105457 + Penalty 6705.281347 = -133585258.824110 nChanged 32 SP:Iteration 65Q (42537.130000 sec): 3 clusters Score: Raw -133591977.002093 + Penalty 6705.281347 = -133585271.720746 nChanged 30 SP:Iteration 66Q (42539.220000 sec): 3 clusters Score: Raw -133591985.886133 + Penalty 6705.281347 = -133585280.604786 nChanged 19 SP:Iteration 67Q (42541.300000 sec): 3 clusters Score: Raw -133591991.519813 + Penalty 6705.281347 = -133585286.238466 nChanged 17 SP:Iteration 68Q (42543.380000 sec): 3 clusters Score: Raw -133591997.211544 + Penalty 6705.281347 = -133585291.930197 nChanged 23 SP:Iteration 69Q (42545.470000 sec): 3 clusters Score: Raw -133592005.109091 + Penalty 6705.281347 = -133585299.827744 nChanged 21 SP:Iteration 70Q (42547.550000 sec): 3 clusters Score: Raw -133592011.446096 + Penalty 6705.281347 = -133585306.164749 nChanged 19 SP:Iteration 71Q (42549.630000 sec): 3 clusters Score: Raw -133592017.041078 + Penalty 6705.281347 = -133585311.759731 nChanged 14 SP:Iteration 72Q (42551.700000 sec): 3 clusters Score: Raw -133592020.899278 + Penalty 6705.281347 = -133585315.617930 nChanged 5 SP:Iteration 73Q (42553.790000 sec): 3 clusters Score: Raw -133592022.759360 + Penalty 6705.281347 = -133585317.478013 nChanged 11 SP:Iteration 74Q (42555.870000 sec): 3 clusters Score: Raw -133592025.707772 + Penalty 6705.281347 = -133585320.426425 nChanged 7 SP:Iteration 75Q (42557.960000 sec): 3 clusters Score: Raw -133592027.783551 + Penalty 6705.281347 = -133585322.502204 nChanged 6 SP:Iteration 76Q (42560.040000 sec): 3 clusters Score: Raw -133592028.789991 + Penalty 6705.281347 = -133585323.508644 nChanged 5 SP:Iteration 77Q (42562.120000 sec): 3 clusters Score: Raw -133592029.694954 + Penalty 6705.281347 = -133585324.413607 nChanged 4 SP:Iteration 78Q (42564.200000 sec): 3 clusters Score: Raw -133592030.711970 + Penalty 6705.281347 = -133585325.430623 nChanged 5 SP:Iteration 79Q (42566.290000 sec): 3 clusters Score: Raw -133592032.585889 + Penalty 6705.281347 = -133585327.304541 nChanged 6 SP:Iteration 80F (42569.260000 sec): 3 clusters Score: Raw -133592034.664057 + Penalty 6705.281347 = -133585329.382710 nChanged 4 SP:Iteration 81Q (42571.350000 sec): 3 clusters Score: Raw -133592035.904370 + Penalty 6705.281347 = -133585330.623023 nChanged 7 SP:Iteration 82Q (42573.430000 sec): 3 clusters Score: Raw -133592038.236314 + Penalty 6705.281347 = -133585332.954967 nChanged 4 SP:Iteration 83Q (42575.510000 sec): 3 clusters Score: Raw -133592039.488403 + Penalty 6705.281347 = -133585334.207056 nChanged 1 SP:Iteration 84Q (42577.610000 sec): 3 clusters Score: Raw -133592039.670240 + Penalty 6705.281347 = -133585334.388893 nChanged 1 SP:Iteration 85Q (42579.690000 sec): 3 clusters Score: Raw -133592040.294365 + Penalty 6705.281347 = -133585335.013018 nChanged 4 SP:Iteration 86Q (42581.760000 sec): 3 clusters Score: Raw -133592042.132731 + Penalty 6705.281347 = -133585336.851384 nChanged 5 SP:Iteration 87Q (42583.850000 sec): 3 clusters Score: Raw -133592043.298867 + Penalty 6705.281347 = -133585338.017520 nChanged 6 SP:Iteration 88Q (42585.940000 sec): 3 clusters Score: Raw -133592045.311384 + Penalty 6705.281347 = -133585340.030037 nChanged 9 SP:Iteration 89Q (42588.030000 sec): 3 clusters Score: Raw -133592048.169200 + Penalty 6705.281347 = -133585342.887853 nChanged 10 SP:Iteration 90Q (42590.110000 sec): 3 clusters Score: Raw -133592051.372244 + Penalty 6705.281347 = -133585346.090897 nChanged 9 SP:Iteration 91Q (42592.200000 sec): 3 clusters Score: Raw -133592054.121613 + Penalty 6705.281347 = -133585348.840266 nChanged 9 SP:Iteration 92Q (42594.290000 sec): 3 clusters Score: Raw -133592056.714685 + Penalty 6705.281347 = -133585351.433338 nChanged 7 SP:Iteration 93Q (42596.380000 sec): 3 clusters Score: Raw -133592058.362152 + Penalty 6705.281347 = -133585353.080805 nChanged 4 SP:Iteration 94Q (42598.470000 sec): 3 clusters Score: Raw -133592059.432738 + Penalty 6705.281347 = -133585354.151391 nChanged 4 SP:Iteration 95Q (42600.560000 sec): 3 clusters Score: Raw -133592060.310091 + Penalty 6705.281347 = -133585355.028744 nChanged 3 SP:Iteration 96Q (42602.640000 sec): 3 clusters Score: Raw -133592061.248002 + Penalty 6705.281347 = -133585355.966655 nChanged 2 SP:Iteration 97Q (42604.730000 sec): 3 clusters Score: Raw -133592061.720792 + Penalty 6705.281347 = -133585356.439445 nChanged 1 SP:Iteration 98Q (42606.820000 sec): 3 clusters Score: Raw -133592061.885984 + Penalty 6705.281347 = -133585356.604637 nChanged 0 SP:Iteration 99F (42609.800000 sec): 3 clusters Score: Raw -133592061.885984 + Penalty 6705.281347 = -133585356.604637 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42610.040000 sec): 2 clusters Score: Raw -83502.385613 + Penalty 1578.458188 = -81923.927425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42610.040000 sec): 3 clusters Score: Raw -83529.080976 + Penalty 3156.916375 = -80372.164601 nChanged 118 SP:Iteration 1F (42610.040000 sec): 3 clusters Score: Raw -83789.176788 + Penalty 3156.916375 = -80632.260412 nChanged 47 SP:Iteration 2F (42610.050000 sec): 3 clusters Score: Raw -83972.406099 + Penalty 3156.916375 = -80815.489723 nChanged 42 SP:Iteration 3F (42610.050000 sec): 3 clusters Score: Raw -84172.564525 + Penalty 3156.916375 = -81015.648150 nChanged 38 SP:Iteration 4F (42610.050000 sec): 3 clusters Score: Raw -84470.678444 + Penalty 3156.916375 = -81313.762069 nChanged 53 SP:Iteration 5F (42610.060000 sec): 3 clusters Score: Raw -84914.564859 + Penalty 3156.916375 = -81757.648483 nChanged 42 SP:Iteration 6F (42610.060000 sec): 3 clusters Score: Raw -85198.823441 + Penalty 3156.916375 = -82041.907066 nChanged 20 SP:Iteration 7Q (42610.060000 sec): 3 clusters Score: Raw -85321.509534 + Penalty 3156.916375 = -82164.593158 nChanged 10 SP:Iteration 8Q (42610.060000 sec): 3 clusters Score: Raw -85359.129834 + Penalty 3156.916375 = -82202.213458 nChanged 0 SP:Iteration 9F (42610.060000 sec): 3 clusters Score: Raw -85359.129834 + Penalty 3156.916375 = -82202.213458 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42610.080000 sec): 2 clusters Score: Raw -84377.746706 + Penalty 1565.310233 = -82812.436473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42610.080000 sec): 3 clusters Score: Raw -84392.919836 + Penalty 3130.620465 = -81262.299370 nChanged 117 SP:Iteration 1F (42610.080000 sec): 3 clusters Score: Raw -84605.348675 + Penalty 3130.620465 = -81474.728209 nChanged 20 SP:Iteration 2Q (42610.080000 sec): 3 clusters Score: Raw -84650.422546 + Penalty 3130.620465 = -81519.802081 nChanged 4 SP:Iteration 3Q (42610.090000 sec): 3 clusters Score: Raw -84660.111059 + Penalty 3130.620465 = -81529.490593 nChanged 4 SP:Iteration 4Q (42610.090000 sec): 3 clusters Score: Raw -84671.136791 + Penalty 3130.620465 = -81540.516326 nChanged 1 SP:Iteration 5Q (42610.090000 sec): 3 clusters Score: Raw -84673.906034 + Penalty 3130.620465 = -81543.285569 nChanged 1 SP:Iteration 6Q (42610.090000 sec): 3 clusters Score: Raw -84675.201322 + Penalty 3130.620465 = -81544.580857 nChanged 1 SP:Iteration 7Q (42610.100000 sec): 3 clusters Score: Raw -84676.350935 + Penalty 3130.620465 = -81545.730470 nChanged 1 SP:Iteration 8Q (42610.100000 sec): 3 clusters Score: Raw -84677.288631 + Penalty 3130.620465 = -81546.668166 nChanged 2 SP:Iteration 9Q (42610.100000 sec): 3 clusters Score: Raw -84680.627513 + Penalty 3130.620465 = -81550.007047 nChanged 2 SP:Iteration 10Q (42610.100000 sec): 3 clusters Score: Raw -84684.391434 + Penalty 3130.620465 = -81553.770969 nChanged 2 SP:Iteration 11Q (42610.100000 sec): 3 clusters Score: Raw -84687.090363 + Penalty 3130.620465 = -81556.469897 nChanged 0 SP:Iteration 12F (42610.110000 sec): 3 clusters Score: Raw -84687.090363 + Penalty 3130.620465 = -81556.469897 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42610.120000 sec): 2 clusters Score: Raw -116699.677407 + Penalty 1647.336727 = -115052.340681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42610.120000 sec): 3 clusters Score: Raw -116602.558974 + Penalty 3294.673453 = -113307.885521 nChanged 179 SP:Iteration 1F (42610.120000 sec): 3 clusters Score: Raw -117005.221050 + Penalty 3294.673453 = -113710.547597 nChanged 67 SP:Iteration 2F (42610.120000 sec): 3 clusters Score: Raw -117232.313073 + Penalty 3294.673453 = -113937.639620 nChanged 45 SP:Iteration 3F (42610.130000 sec): 3 clusters Score: Raw -117347.153699 + Penalty 3294.673453 = -114052.480245 nChanged 28 SP:Iteration 4Q (42610.130000 sec): 3 clusters Score: Raw -117418.984445 + Penalty 3294.673453 = -114124.310991 nChanged 18 SP:Iteration 5Q (42610.130000 sec): 3 clusters Score: Raw -117466.274018 + Penalty 3294.673453 = -114171.600565 nChanged 13 SP:Iteration 6Q (42610.140000 sec): 3 clusters Score: Raw -117506.739261 + Penalty 3294.673453 = -114212.065807 nChanged 14 SP:Iteration 7Q (42610.140000 sec): 3 clusters Score: Raw -117561.907715 + Penalty 3294.673453 = -114267.234262 nChanged 11 SP:Iteration 8Q (42610.140000 sec): 3 clusters Score: Raw -117601.939159 + Penalty 3294.673453 = -114307.265705 nChanged 7 SP:Iteration 9Q (42610.140000 sec): 3 clusters Score: Raw -117624.464055 + Penalty 3294.673453 = -114329.790602 nChanged 8 SP:Iteration 10Q (42610.140000 sec): 3 clusters Score: Raw -117643.845424 + Penalty 3294.673453 = -114349.171970 nChanged 6 SP:Iteration 11Q (42610.150000 sec): 3 clusters Score: Raw -117655.713330 + Penalty 3294.673453 = -114361.039876 nChanged 4 SP:Iteration 12Q (42610.150000 sec): 3 clusters Score: Raw -117666.751321 + Penalty 3294.673453 = -114372.077868 nChanged 7 SP:Iteration 13Q (42610.150000 sec): 3 clusters Score: Raw -117683.767676 + Penalty 3294.673453 = -114389.094223 nChanged 8 SP:Iteration 14Q (42610.160000 sec): 3 clusters Score: Raw -117699.685945 + Penalty 3294.673453 = -114405.012491 nChanged 7 SP:Iteration 15Q (42610.160000 sec): 3 clusters Score: Raw -117714.477987 + Penalty 3294.673453 = -114419.804533 nChanged 4 SP:Iteration 16Q (42610.160000 sec): 3 clusters Score: Raw -117721.398126 + Penalty 3294.673453 = -114426.724672 nChanged 4 SP:Iteration 17Q (42610.160000 sec): 3 clusters Score: Raw -117729.605532 + Penalty 3294.673453 = -114434.932079 nChanged 7 SP:Iteration 18Q (42610.170000 sec): 3 clusters Score: Raw -117744.438757 + Penalty 3294.673453 = -114449.765304 nChanged 8 SP:Iteration 19Q (42610.170000 sec): 3 clusters Score: Raw -117773.630960 + Penalty 3294.673453 = -114478.957506 nChanged 13 SP:Iteration 20F (42610.170000 sec): 3 clusters Score: Raw -117829.441878 + Penalty 3294.673453 = -114534.768425 nChanged 12 SP:Iteration 21Q (42610.180000 sec): 3 clusters Score: Raw -117871.727420 + Penalty 3294.673453 = -114577.053967 nChanged 12 SP:Iteration 22Q (42610.180000 sec): 3 clusters Score: Raw -117914.491718 + Penalty 3294.673453 = -114619.818264 nChanged 7 SP:Iteration 23Q (42610.180000 sec): 3 clusters Score: Raw -117947.796770 + Penalty 3294.673453 = -114653.123316 nChanged 12 SP:Iteration 24Q (42610.180000 sec): 3 clusters Score: Raw -118027.857062 + Penalty 3294.673453 = -114733.183609 nChanged 12 SP:Iteration 25Q (42610.180000 sec): 3 clusters Score: Raw -118076.248044 + Penalty 3294.673453 = -114781.574590 nChanged 8 SP:Iteration 26Q (42610.190000 sec): 3 clusters Score: Raw -118104.559692 + Penalty 3294.673453 = -114809.886239 nChanged 3 SP:Iteration 27Q (42610.190000 sec): 3 clusters Score: Raw -118121.388108 + Penalty 3294.673453 = -114826.714655 nChanged 3 SP:Iteration 28Q (42610.190000 sec): 3 clusters Score: Raw -118135.394186 + Penalty 3294.673453 = -114840.720733 nChanged 4 SP:Iteration 29Q (42610.190000 sec): 3 clusters Score: Raw -118148.030383 + Penalty 3294.673453 = -114853.356929 nChanged 5 SP:Iteration 30Q (42610.200000 sec): 3 clusters Score: Raw -118166.042689 + Penalty 3294.673453 = -114871.369236 nChanged 6 SP:Iteration 31Q (42610.200000 sec): 3 clusters Score: Raw -118184.007234 + Penalty 3294.673453 = -114889.333780 nChanged 3 SP:Iteration 32Q (42610.200000 sec): 3 clusters Score: Raw -118199.530203 + Penalty 3294.673453 = -114904.856749 nChanged 3 SP:Iteration 33Q (42610.200000 sec): 3 clusters Score: Raw -118208.706024 + Penalty 3294.673453 = -114914.032570 nChanged 3 SP:Iteration 34Q (42610.200000 sec): 3 clusters Score: Raw -118227.572341 + Penalty 3294.673453 = -114932.898888 nChanged 2 SP:Iteration 35Q (42610.210000 sec): 3 clusters Score: Raw -118237.932276 + Penalty 3294.673453 = -114943.258823 nChanged 4 SP:Iteration 36Q (42610.210000 sec): 3 clusters Score: Raw -118267.059732 + Penalty 3294.673453 = -114972.386279 nChanged 1 SP:Iteration 37Q (42610.210000 sec): 3 clusters Score: Raw -118278.036617 + Penalty 3294.673453 = -114983.363163 nChanged 3 SP:Iteration 38Q (42610.210000 sec): 3 clusters Score: Raw -118316.943203 + Penalty 3294.673453 = -115022.269750 nChanged 4 SP:Iteration 39Q (42610.220000 sec): 3 clusters Score: Raw -118370.207862 + Penalty 3294.673453 = -115075.534408 nChanged 0 SP:Iteration 40F (42610.220000 sec): 3 clusters Score: Raw -118374.330016 + Penalty 3294.673453 = -115079.656562 nChanged 1 SP:Iteration 41Q (42610.220000 sec): 3 clusters Score: Raw -118380.622042 + Penalty 3294.673453 = -115085.948589 nChanged 0 SP:Iteration 42F (42610.220000 sec): 3 clusters Score: Raw -118380.622042 + Penalty 3294.673453 = -115085.948589 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (10048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42610.270000 sec): 2 clusters Score: Raw -1694172.415907 + Penalty 2285.351964 = -1691887.063943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42610.310000 sec): 3 clusters Score: Raw -1688860.994741 + Penalty 4570.703929 = -1684290.290812 nChanged 4165 SP:Iteration 1F (42610.350000 sec): 3 clusters Score: Raw -1690998.544557 + Penalty 4570.703929 = -1686427.840629 nChanged 627 SP:Iteration 2F (42610.390000 sec): 3 clusters Score: Raw -1691277.743466 + Penalty 4570.703929 = -1686707.039537 nChanged 439 SP:Iteration 3Q (42610.430000 sec): 3 clusters Score: Raw -1691469.358938 + Penalty 4570.703929 = -1686898.655009 nChanged 379 SP:Iteration 4Q (42610.470000 sec): 3 clusters Score: Raw -1691670.999084 + Penalty 4570.703929 = -1687100.295155 nChanged 373 SP:Iteration 5Q (42610.510000 sec): 3 clusters Score: Raw -1691848.580488 + Penalty 4570.703929 = -1687277.876559 nChanged 350 SP:Iteration 6Q (42610.550000 sec): 3 clusters Score: Raw -1692058.282436 + Penalty 4570.703929 = -1687487.578507 nChanged 429 SP:Iteration 7Q (42610.590000 sec): 3 clusters Score: Raw -1692336.988440 + Penalty 4570.703929 = -1687766.284512 nChanged 462 SP:Iteration 8Q (42610.630000 sec): 3 clusters Score: Raw -1692613.233460 + Penalty 4570.703929 = -1688042.529531 nChanged 444 SP:Iteration 9Q (42610.670000 sec): 3 clusters Score: Raw -1692861.727190 + Penalty 4570.703929 = -1688291.023261 nChanged 433 SP:Iteration 10Q (42610.710000 sec): 3 clusters Score: Raw -1693129.151521 + Penalty 4570.703929 = -1688558.447592 nChanged 386 SP:Iteration 11Q (42610.740000 sec): 3 clusters Score: Raw -1693357.847851 + Penalty 4570.703929 = -1688787.143922 nChanged 389 SP:Iteration 12Q (42610.780000 sec): 3 clusters Score: Raw -1693563.439972 + Penalty 4570.703929 = -1688992.736043 nChanged 342 SP:Iteration 13Q (42610.820000 sec): 3 clusters Score: Raw -1693739.979896 + Penalty 4570.703929 = -1689169.275967 nChanged 306 SP:Iteration 14Q (42610.860000 sec): 3 clusters Score: Raw -1693906.558864 + Penalty 4570.703929 = -1689335.854935 nChanged 291 SP:Iteration 15Q (42610.900000 sec): 3 clusters Score: Raw -1694057.508767 + Penalty 4570.703929 = -1689486.804838 nChanged 251 SP:Iteration 16Q (42610.940000 sec): 3 clusters Score: Raw -1694172.143645 + Penalty 4570.703929 = -1689601.439716 nChanged 191 SP:Iteration 17Q (42610.980000 sec): 3 clusters Score: Raw -1694258.035278 + Penalty 4570.703929 = -1689687.331349 nChanged 168 SP:Iteration 18Q (42611.020000 sec): 3 clusters Score: Raw -1694328.333344 + Penalty 4570.703929 = -1689757.629416 nChanged 144 SP:Iteration 19Q (42611.060000 sec): 3 clusters Score: Raw -1694391.737812 + Penalty 4570.703929 = -1689821.033883 nChanged 139 SP:Iteration 20F (42611.100000 sec): 3 clusters Score: Raw -1694452.381381 + Penalty 4570.703929 = -1689881.677452 nChanged 136 SP:Iteration 21Q (42611.140000 sec): 3 clusters Score: Raw -1694504.198632 + Penalty 4570.703929 = -1689933.494703 nChanged 114 SP:Iteration 22Q (42611.170000 sec): 3 clusters Score: Raw -1694550.434412 + Penalty 4570.703929 = -1689979.730484 nChanged 105 SP:Iteration 23Q (42611.210000 sec): 3 clusters Score: Raw -1694590.910187 + Penalty 4570.703929 = -1690020.206258 nChanged 104 SP:Iteration 24Q (42611.250000 sec): 3 clusters Score: Raw -1694624.846413 + Penalty 4570.703929 = -1690054.142484 nChanged 81 SP:Iteration 25Q (42611.290000 sec): 3 clusters Score: Raw -1694656.567975 + Penalty 4570.703929 = -1690085.864046 nChanged 68 SP:Iteration 26Q (42611.320000 sec): 3 clusters Score: Raw -1694681.555028 + Penalty 4570.703929 = -1690110.851099 nChanged 64 SP:Iteration 27Q (42611.360000 sec): 3 clusters Score: Raw -1694701.959819 + Penalty 4570.703929 = -1690131.255890 nChanged 59 SP:Iteration 28Q (42611.400000 sec): 3 clusters Score: Raw -1694723.026889 + Penalty 4570.703929 = -1690152.322961 nChanged 57 SP:Iteration 29Q (42611.440000 sec): 3 clusters Score: Raw -1694741.515447 + Penalty 4570.703929 = -1690170.811518 nChanged 44 SP:Iteration 30Q (42611.470000 sec): 3 clusters Score: Raw -1694759.903560 + Penalty 4570.703929 = -1690189.199632 nChanged 56 SP:Iteration 31Q (42611.510000 sec): 3 clusters Score: Raw -1694779.195179 + Penalty 4570.703929 = -1690208.491250 nChanged 48 SP:Iteration 32Q (42611.550000 sec): 3 clusters Score: Raw -1694793.668934 + Penalty 4570.703929 = -1690222.965005 nChanged 38 SP:Iteration 33Q (42611.580000 sec): 3 clusters Score: Raw -1694808.059910 + Penalty 4570.703929 = -1690237.355981 nChanged 40 SP:Iteration 34Q (42611.620000 sec): 3 clusters Score: Raw -1694820.754706 + Penalty 4570.703929 = -1690250.050778 nChanged 32 SP:Iteration 35Q (42611.660000 sec): 3 clusters Score: Raw -1694830.075616 + Penalty 4570.703929 = -1690259.371687 nChanged 28 SP:Iteration 36Q (42611.690000 sec): 3 clusters Score: Raw -1694839.354447 + Penalty 4570.703929 = -1690268.650519 nChanged 30 SP:Iteration 37Q (42611.730000 sec): 3 clusters Score: Raw -1694849.230626 + Penalty 4570.703929 = -1690278.526697 nChanged 24 SP:Iteration 38Q (42611.760000 sec): 3 clusters Score: Raw -1694856.159899 + Penalty 4570.703929 = -1690285.455970 nChanged 22 SP:Iteration 39Q (42611.800000 sec): 3 clusters Score: Raw -1694861.202805 + Penalty 4570.703929 = -1690290.498876 nChanged 18 SP:Iteration 40F (42611.840000 sec): 3 clusters Score: Raw -1694866.081874 + Penalty 4570.703929 = -1690295.377945 nChanged 19 SP:Iteration 41Q (42611.880000 sec): 3 clusters Score: Raw -1694870.636452 + Penalty 4570.703929 = -1690299.932524 nChanged 11 SP:Iteration 42Q (42611.910000 sec): 3 clusters Score: Raw -1694872.962346 + Penalty 4570.703929 = -1690302.258417 nChanged 12 SP:Iteration 43Q (42611.950000 sec): 3 clusters Score: Raw -1694875.749981 + Penalty 4570.703929 = -1690305.046053 nChanged 14 SP:Iteration 44Q (42611.980000 sec): 3 clusters Score: Raw -1694878.956682 + Penalty 4570.703929 = -1690308.252754 nChanged 9 SP:Iteration 45Q (42612.020000 sec): 3 clusters Score: Raw -1694881.024911 + Penalty 4570.703929 = -1690310.320982 nChanged 11 SP:Iteration 46Q (42612.060000 sec): 3 clusters Score: Raw -1694883.738593 + Penalty 4570.703929 = -1690313.034664 nChanged 11 SP:Iteration 47Q (42612.090000 sec): 3 clusters Score: Raw -1694886.800479 + Penalty 4570.703929 = -1690316.096550 nChanged 6 SP:Iteration 48Q (42612.130000 sec): 3 clusters Score: Raw -1694889.049719 + Penalty 4570.703929 = -1690318.345790 nChanged 5 SP:Iteration 49Q (42612.160000 sec): 3 clusters Score: Raw -1694890.008649 + Penalty 4570.703929 = -1690319.304720 nChanged 4 SP:Iteration 50Q (42612.200000 sec): 3 clusters Score: Raw -1694890.439274 + Penalty 4570.703929 = -1690319.735345 nChanged 3 SP:Iteration 51Q (42612.240000 sec): 3 clusters Score: Raw -1694890.900290 + Penalty 4570.703929 = -1690320.196361 nChanged 3 SP:Iteration 52Q (42612.270000 sec): 3 clusters Score: Raw -1694891.455786 + Penalty 4570.703929 = -1690320.751857 nChanged 5 SP:Iteration 53Q (42612.310000 sec): 3 clusters Score: Raw -1694893.268418 + Penalty 4570.703929 = -1690322.564490 nChanged 9 SP:Iteration 54Q (42612.340000 sec): 3 clusters Score: Raw -1694896.051655 + Penalty 4570.703929 = -1690325.347726 nChanged 8 SP:Iteration 55Q (42612.380000 sec): 3 clusters Score: Raw -1694897.528366 + Penalty 4570.703929 = -1690326.824438 nChanged 6 SP:Iteration 56Q (42612.420000 sec): 3 clusters Score: Raw -1694898.911788 + Penalty 4570.703929 = -1690328.207860 nChanged 2 SP:Iteration 57Q (42612.450000 sec): 3 clusters Score: Raw -1694899.270763 + Penalty 4570.703929 = -1690328.566834 nChanged 0 SP:Iteration 58F (42612.490000 sec): 3 clusters Score: Raw -1694899.270763 + Penalty 4570.703929 = -1690328.566834 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42612.500000 sec): 2 clusters Score: Raw -125297.903040 + Penalty 1653.405285 = -123644.497755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42612.510000 sec): 3 clusters Score: Raw -125177.039447 + Penalty 3306.810569 = -121870.228878 nChanged 179 SP:Iteration 1F (42612.510000 sec): 3 clusters Score: Raw -125430.496935 + Penalty 3306.810569 = -122123.686366 nChanged 55 SP:Iteration 2F (42612.510000 sec): 3 clusters Score: Raw -125509.250633 + Penalty 3306.810569 = -122202.440064 nChanged 24 SP:Iteration 3Q (42612.520000 sec): 3 clusters Score: Raw -125568.992020 + Penalty 3306.810569 = -122262.181451 nChanged 24 SP:Iteration 4Q (42612.520000 sec): 3 clusters Score: Raw -125645.549729 + Penalty 3306.810569 = -122338.739160 nChanged 38 SP:Iteration 5Q (42612.520000 sec): 3 clusters Score: Raw -125748.283950 + Penalty 3306.810569 = -122441.473381 nChanged 35 SP:Iteration 6Q (42612.520000 sec): 3 clusters Score: Raw -125868.255755 + Penalty 3306.810569 = -122561.445186 nChanged 30 SP:Iteration 7Q (42612.530000 sec): 3 clusters Score: Raw -126008.691792 + Penalty 3306.810569 = -122701.881223 nChanged 33 SP:Iteration 8Q (42612.530000 sec): 3 clusters Score: Raw -126152.628476 + Penalty 3306.810569 = -122845.817907 nChanged 36 SP:Iteration 9Q (42612.540000 sec): 3 clusters Score: Raw -126318.763237 + Penalty 3306.810569 = -123011.952668 nChanged 30 SP:Iteration 10Q (42612.540000 sec): 3 clusters Score: Raw -126432.917021 + Penalty 3306.810569 = -123126.106452 nChanged 24 SP:Iteration 11Q (42612.540000 sec): 3 clusters Score: Raw -126507.609344 + Penalty 3306.810569 = -123200.798775 nChanged 19 SP:Iteration 12Q (42612.540000 sec): 3 clusters Score: Raw -126562.491515 + Penalty 3306.810569 = -123255.680946 nChanged 15 SP:Iteration 13Q (42612.540000 sec): 3 clusters Score: Raw -126617.395739 + Penalty 3306.810569 = -123310.585170 nChanged 13 SP:Iteration 14Q (42612.550000 sec): 3 clusters Score: Raw -126663.995703 + Penalty 3306.810569 = -123357.185134 nChanged 11 SP:Iteration 15Q (42612.550000 sec): 3 clusters Score: Raw -126698.244314 + Penalty 3306.810569 = -123391.433745 nChanged 9 SP:Iteration 16Q (42612.550000 sec): 3 clusters Score: Raw -126724.370752 + Penalty 3306.810569 = -123417.560183 nChanged 6 SP:Iteration 17Q (42612.560000 sec): 3 clusters Score: Raw -126746.204916 + Penalty 3306.810569 = -123439.394347 nChanged 5 SP:Iteration 18Q (42612.560000 sec): 3 clusters Score: Raw -126758.144100 + Penalty 3306.810569 = -123451.333531 nChanged 0 SP:Iteration 19F (42612.560000 sec): 3 clusters Score: Raw -126758.144100 + Penalty 3306.810569 = -123451.333531 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42612.580000 sec): 2 clusters Score: Raw -619356.029186 + Penalty 2029.690224 = -617326.338962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42612.590000 sec): 3 clusters Score: Raw -617793.472337 + Penalty 4059.380448 = -613734.091889 nChanged 1283 SP:Iteration 1F (42612.600000 sec): 3 clusters Score: Raw -618603.809405 + Penalty 4059.380448 = -614544.428957 nChanged 277 SP:Iteration 2F (42612.620000 sec): 3 clusters Score: Raw -618805.799453 + Penalty 4059.380448 = -614746.419005 nChanged 202 SP:Iteration 3F (42612.630000 sec): 3 clusters Score: Raw -618951.005588 + Penalty 4059.380448 = -614891.625140 nChanged 139 SP:Iteration 4Q (42612.650000 sec): 3 clusters Score: Raw -619039.013671 + Penalty 4059.380448 = -614979.633223 nChanged 99 SP:Iteration 5Q (42612.660000 sec): 3 clusters Score: Raw -619091.513233 + Penalty 4059.380448 = -615032.132785 nChanged 69 SP:Iteration 6Q (42612.680000 sec): 3 clusters Score: Raw -619126.414442 + Penalty 4059.380448 = -615067.033995 nChanged 55 SP:Iteration 7Q (42612.690000 sec): 3 clusters Score: Raw -619152.113939 + Penalty 4059.380448 = -615092.733492 nChanged 42 SP:Iteration 8Q (42612.700000 sec): 3 clusters Score: Raw -619170.795312 + Penalty 4059.380448 = -615111.414864 nChanged 28 SP:Iteration 9Q (42612.720000 sec): 3 clusters Score: Raw -619180.666511 + Penalty 4059.380448 = -615121.286063 nChanged 23 SP:Iteration 10Q (42612.730000 sec): 3 clusters Score: Raw -619187.877478 + Penalty 4059.380448 = -615128.497030 nChanged 21 SP:Iteration 11Q (42612.740000 sec): 3 clusters Score: Raw -619197.501084 + Penalty 4059.380448 = -615138.120636 nChanged 17 SP:Iteration 12Q (42612.760000 sec): 3 clusters Score: Raw -619204.655511 + Penalty 4059.380448 = -615145.275063 nChanged 15 SP:Iteration 13Q (42612.770000 sec): 3 clusters Score: Raw -619210.497693 + Penalty 4059.380448 = -615151.117245 nChanged 8 SP:Iteration 14Q (42612.790000 sec): 3 clusters Score: Raw -619213.828718 + Penalty 4059.380448 = -615154.448270 nChanged 12 SP:Iteration 15Q (42612.800000 sec): 3 clusters Score: Raw -619218.527311 + Penalty 4059.380448 = -615159.146863 nChanged 15 SP:Iteration 16Q (42612.820000 sec): 3 clusters Score: Raw -619223.955149 + Penalty 4059.380448 = -615164.574701 nChanged 15 SP:Iteration 17Q (42612.830000 sec): 3 clusters Score: Raw -619229.470665 + Penalty 4059.380448 = -615170.090217 nChanged 16 SP:Iteration 18Q (42612.840000 sec): 3 clusters Score: Raw -619237.247586 + Penalty 4059.380448 = -615177.867138 nChanged 12 SP:Iteration 19Q (42612.860000 sec): 3 clusters Score: Raw -619241.428585 + Penalty 4059.380448 = -615182.048137 nChanged 14 SP:Iteration 20F (42612.870000 sec): 3 clusters Score: Raw -619245.643448 + Penalty 4059.380448 = -615186.263000 nChanged 10 SP:Iteration 21Q (42612.880000 sec): 3 clusters Score: Raw -619249.242905 + Penalty 4059.380448 = -615189.862457 nChanged 10 SP:Iteration 22Q (42612.900000 sec): 3 clusters Score: Raw -619253.758907 + Penalty 4059.380448 = -615194.378459 nChanged 11 SP:Iteration 23Q (42612.910000 sec): 3 clusters Score: Raw -619258.441736 + Penalty 4059.380448 = -615199.061288 nChanged 18 SP:Iteration 24Q (42612.930000 sec): 3 clusters Score: Raw -619264.824984 + Penalty 4059.380448 = -615205.444536 nChanged 9 SP:Iteration 25Q (42612.940000 sec): 3 clusters Score: Raw -619268.168275 + Penalty 4059.380448 = -615208.787827 nChanged 10 SP:Iteration 26Q (42612.960000 sec): 3 clusters Score: Raw -619271.657129 + Penalty 4059.380448 = -615212.276681 nChanged 14 SP:Iteration 27Q (42612.960000 sec): 3 clusters Score: Raw -619275.268569 + Penalty 4059.380448 = -615215.888121 nChanged 8 SP:Iteration 28Q (42612.980000 sec): 3 clusters Score: Raw -619278.396755 + Penalty 4059.380448 = -615219.016307 nChanged 10 SP:Iteration 29Q (42612.990000 sec): 3 clusters Score: Raw -619282.119766 + Penalty 4059.380448 = -615222.739318 nChanged 16 SP:Iteration 30Q (42613.010000 sec): 3 clusters Score: Raw -619288.348338 + Penalty 4059.380448 = -615228.967891 nChanged 19 SP:Iteration 31Q (42613.020000 sec): 3 clusters Score: Raw -619295.796772 + Penalty 4059.380448 = -615236.416324 nChanged 9 SP:Iteration 32Q (42613.040000 sec): 3 clusters Score: Raw -619299.504022 + Penalty 4059.380448 = -615240.123574 nChanged 12 SP:Iteration 33Q (42613.050000 sec): 3 clusters Score: Raw -619304.321277 + Penalty 4059.380448 = -615244.940829 nChanged 15 SP:Iteration 34Q (42613.060000 sec): 3 clusters Score: Raw -619310.028707 + Penalty 4059.380448 = -615250.648259 nChanged 17 SP:Iteration 35Q (42613.080000 sec): 3 clusters Score: Raw -619317.356965 + Penalty 4059.380448 = -615257.976517 nChanged 18 SP:Iteration 36Q (42613.090000 sec): 3 clusters Score: Raw -619324.779160 + Penalty 4059.380448 = -615265.398713 nChanged 13 SP:Iteration 37Q (42613.100000 sec): 3 clusters Score: Raw -619331.510910 + Penalty 4059.380448 = -615272.130462 nChanged 17 SP:Iteration 38Q (42613.120000 sec): 3 clusters Score: Raw -619338.037445 + Penalty 4059.380448 = -615278.656997 nChanged 10 SP:Iteration 39Q (42613.130000 sec): 3 clusters Score: Raw -619341.370911 + Penalty 4059.380448 = -615281.990463 nChanged 11 SP:Iteration 40F (42613.150000 sec): 3 clusters Score: Raw -619344.481497 + Penalty 4059.380448 = -615285.101049 nChanged 8 SP:Iteration 41Q (42613.160000 sec): 3 clusters Score: Raw -619347.519944 + Penalty 4059.380448 = -615288.139496 nChanged 9 SP:Iteration 42Q (42613.170000 sec): 3 clusters Score: Raw -619350.723609 + Penalty 4059.380448 = -615291.343161 nChanged 5 SP:Iteration 43Q (42613.190000 sec): 3 clusters Score: Raw -619352.629456 + Penalty 4059.380448 = -615293.249008 nChanged 4 SP:Iteration 44Q (42613.200000 sec): 3 clusters Score: Raw -619354.140806 + Penalty 4059.380448 = -615294.760358 nChanged 3 SP:Iteration 45Q (42613.220000 sec): 3 clusters Score: Raw -619354.948239 + Penalty 4059.380448 = -615295.567791 nChanged 1 SP:Iteration 46Q (42613.230000 sec): 3 clusters Score: Raw -619355.103696 + Penalty 4059.380448 = -615295.723248 nChanged 1 SP:Iteration 47Q (42613.240000 sec): 3 clusters Score: Raw -619355.363143 + Penalty 4059.380448 = -615295.982695 nChanged 1 SP:Iteration 48Q (42613.260000 sec): 3 clusters Score: Raw -619355.685570 + Penalty 4059.380448 = -615296.305122 nChanged 2 SP:Iteration 49Q (42613.270000 sec): 3 clusters Score: Raw -619356.261572 + Penalty 4059.380448 = -615296.881124 nChanged 0 SP:Iteration 50F (42613.280000 sec): 3 clusters Score: Raw -619356.261572 + Penalty 4059.380448 = -615296.881124 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (14756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42613.340000 sec): 2 clusters Score: Raw -2488652.209236 + Penalty 2380.652455 = -2486271.556782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42613.400000 sec): 3 clusters Score: Raw -2480404.782487 + Penalty 4761.304909 = -2475643.477578 nChanged 6319 SP:Iteration 1F (42613.460000 sec): 3 clusters Score: Raw -2483918.297188 + Penalty 4761.304909 = -2479156.992279 nChanged 1020 SP:Iteration 2F (42613.520000 sec): 3 clusters Score: Raw -2484477.509540 + Penalty 4761.304909 = -2479716.204631 nChanged 880 SP:Iteration 3F (42613.570000 sec): 3 clusters Score: Raw -2484957.793832 + Penalty 4761.304909 = -2480196.488923 nChanged 775 SP:Iteration 4F (42613.630000 sec): 3 clusters Score: Raw -2485376.984863 + Penalty 4761.304909 = -2480615.679954 nChanged 762 SP:Iteration 5F (42613.690000 sec): 3 clusters Score: Raw -2485873.606193 + Penalty 4761.304909 = -2481112.301284 nChanged 779 SP:Iteration 6F (42613.750000 sec): 3 clusters Score: Raw -2486529.916182 + Penalty 4761.304909 = -2481768.611273 nChanged 945 SP:Iteration 7F (42613.810000 sec): 3 clusters Score: Raw -2487398.763499 + Penalty 4761.304909 = -2482637.458590 nChanged 1048 SP:Iteration 8F (42613.860000 sec): 3 clusters Score: Raw -2488303.820284 + Penalty 4761.304909 = -2483542.515375 nChanged 1020 SP:Iteration 9F (42613.920000 sec): 3 clusters Score: Raw -2489088.674803 + Penalty 4761.304909 = -2484327.369894 nChanged 912 SP:Iteration 10F (42613.980000 sec): 3 clusters Score: Raw -2489732.042189 + Penalty 4761.304909 = -2484970.737280 nChanged 654 SP:Iteration 11Q (42614.040000 sec): 3 clusters Score: Raw -2490119.717173 + Penalty 4761.304909 = -2485358.412264 nChanged 430 SP:Iteration 12Q (42614.100000 sec): 3 clusters Score: Raw -2490337.335271 + Penalty 4761.304909 = -2485576.030362 nChanged 306 SP:Iteration 13Q (42614.150000 sec): 3 clusters Score: Raw -2490470.458096 + Penalty 4761.304909 = -2485709.153187 nChanged 193 SP:Iteration 14Q (42614.210000 sec): 3 clusters Score: Raw -2490547.873505 + Penalty 4761.304909 = -2485786.568596 nChanged 159 SP:Iteration 15Q (42614.270000 sec): 3 clusters Score: Raw -2490605.030345 + Penalty 4761.304909 = -2485843.725435 nChanged 136 SP:Iteration 16Q (42614.320000 sec): 3 clusters Score: Raw -2490645.809166 + Penalty 4761.304909 = -2485884.504257 nChanged 99 SP:Iteration 17Q (42614.380000 sec): 3 clusters Score: Raw -2490673.948743 + Penalty 4761.304909 = -2485912.643834 nChanged 79 SP:Iteration 18Q (42614.440000 sec): 3 clusters Score: Raw -2490693.054060 + Penalty 4761.304909 = -2485931.749151 nChanged 59 SP:Iteration 19Q (42614.500000 sec): 3 clusters Score: Raw -2490705.428553 + Penalty 4761.304909 = -2485944.123644 nChanged 39 SP:Iteration 20F (42614.560000 sec): 3 clusters Score: Raw -2490712.630348 + Penalty 4761.304909 = -2485951.325439 nChanged 38 SP:Iteration 21Q (42614.610000 sec): 3 clusters Score: Raw -2490719.549032 + Penalty 4761.304909 = -2485958.244122 nChanged 27 SP:Iteration 22Q (42614.670000 sec): 3 clusters Score: Raw -2490724.825659 + Penalty 4761.304909 = -2485963.520750 nChanged 32 SP:Iteration 23Q (42614.730000 sec): 3 clusters Score: Raw -2490731.360713 + Penalty 4761.304909 = -2485970.055804 nChanged 28 SP:Iteration 24Q (42614.780000 sec): 3 clusters Score: Raw -2490736.114871 + Penalty 4761.304909 = -2485974.809962 nChanged 26 SP:Iteration 25Q (42614.840000 sec): 3 clusters Score: Raw -2490741.203346 + Penalty 4761.304909 = -2485979.898437 nChanged 31 SP:Iteration 26Q (42614.900000 sec): 3 clusters Score: Raw -2490747.095375 + Penalty 4761.304909 = -2485985.790466 nChanged 39 SP:Iteration 27Q (42614.960000 sec): 3 clusters Score: Raw -2490754.344710 + Penalty 4761.304909 = -2485993.039801 nChanged 25 SP:Iteration 28Q (42615.020000 sec): 3 clusters Score: Raw -2490760.147464 + Penalty 4761.304909 = -2485998.842555 nChanged 35 SP:Iteration 29Q (42615.070000 sec): 3 clusters Score: Raw -2490767.726205 + Penalty 4761.304909 = -2486006.421296 nChanged 24 SP:Iteration 30Q (42615.130000 sec): 3 clusters Score: Raw -2490772.145775 + Penalty 4761.304909 = -2486010.840866 nChanged 23 SP:Iteration 31Q (42615.190000 sec): 3 clusters Score: Raw -2490776.214005 + Penalty 4761.304909 = -2486014.909096 nChanged 11 SP:Iteration 32Q (42615.250000 sec): 3 clusters Score: Raw -2490777.840608 + Penalty 4761.304909 = -2486016.535698 nChanged 6 SP:Iteration 33Q (42615.300000 sec): 3 clusters Score: Raw -2490778.862713 + Penalty 4761.304909 = -2486017.557803 nChanged 5 SP:Iteration 34Q (42615.360000 sec): 3 clusters Score: Raw -2490779.573988 + Penalty 4761.304909 = -2486018.269079 nChanged 7 SP:Iteration 35Q (42615.420000 sec): 3 clusters Score: Raw -2490781.004357 + Penalty 4761.304909 = -2486019.699448 nChanged 9 SP:Iteration 36Q (42615.480000 sec): 3 clusters Score: Raw -2490783.100069 + Penalty 4761.304909 = -2486021.795159 nChanged 10 SP:Iteration 37Q (42615.540000 sec): 3 clusters Score: Raw -2490785.577153 + Penalty 4761.304909 = -2486024.272244 nChanged 14 SP:Iteration 38Q (42615.590000 sec): 3 clusters Score: Raw -2490789.058600 + Penalty 4761.304909 = -2486027.753691 nChanged 19 SP:Iteration 39Q (42615.650000 sec): 3 clusters Score: Raw -2490792.517992 + Penalty 4761.304909 = -2486031.213083 nChanged 16 SP:Iteration 40F (42615.710000 sec): 3 clusters Score: Raw -2490794.974627 + Penalty 4761.304909 = -2486033.669718 nChanged 13 SP:Iteration 41Q (42615.760000 sec): 3 clusters Score: Raw -2490796.840980 + Penalty 4761.304909 = -2486035.536070 nChanged 13 SP:Iteration 42Q (42615.820000 sec): 3 clusters Score: Raw -2490798.909736 + Penalty 4761.304909 = -2486037.604827 nChanged 13 SP:Iteration 43Q (42615.880000 sec): 3 clusters Score: Raw -2490801.006676 + Penalty 4761.304909 = -2486039.701767 nChanged 9 SP:Iteration 44Q (42615.940000 sec): 3 clusters Score: Raw -2490802.253718 + Penalty 4761.304909 = -2486040.948809 nChanged 6 SP:Iteration 45Q (42616.000000 sec): 3 clusters Score: Raw -2490803.510320 + Penalty 4761.304909 = -2486042.205411 nChanged 8 SP:Iteration 46Q (42616.050000 sec): 3 clusters Score: Raw -2490804.709773 + Penalty 4761.304909 = -2486043.404864 nChanged 4 SP:Iteration 47Q (42616.110000 sec): 3 clusters Score: Raw -2490805.361107 + Penalty 4761.304909 = -2486044.056198 nChanged 5 SP:Iteration 48Q (42616.170000 sec): 3 clusters Score: Raw -2490806.235952 + Penalty 4761.304909 = -2486044.931043 nChanged 6 SP:Iteration 49Q (42616.230000 sec): 3 clusters Score: Raw -2490807.775329 + Penalty 4761.304909 = -2486046.470419 nChanged 8 SP:Iteration 50Q (42616.280000 sec): 3 clusters Score: Raw -2490809.627302 + Penalty 4761.304909 = -2486048.322392 nChanged 11 SP:Iteration 51Q (42616.340000 sec): 3 clusters Score: Raw -2490811.666454 + Penalty 4761.304909 = -2486050.361545 nChanged 13 SP:Iteration 52Q (42616.400000 sec): 3 clusters Score: Raw -2490813.641034 + Penalty 4761.304909 = -2486052.336125 nChanged 9 SP:Iteration 53Q (42616.460000 sec): 3 clusters Score: Raw -2490815.298703 + Penalty 4761.304909 = -2486053.993794 nChanged 11 SP:Iteration 54Q (42616.510000 sec): 3 clusters Score: Raw -2490817.028691 + Penalty 4761.304909 = -2486055.723782 nChanged 9 SP:Iteration 55Q (42616.570000 sec): 3 clusters Score: Raw -2490818.425964 + Penalty 4761.304909 = -2486057.121055 nChanged 4 SP:Iteration 56Q (42616.630000 sec): 3 clusters Score: Raw -2490818.834639 + Penalty 4761.304909 = -2486057.529730 nChanged 5 SP:Iteration 57Q (42616.690000 sec): 3 clusters Score: Raw -2490819.624375 + Penalty 4761.304909 = -2486058.319465 nChanged 5 SP:Iteration 58Q (42616.740000 sec): 3 clusters Score: Raw -2490821.025951 + Penalty 4761.304909 = -2486059.721041 nChanged 6 SP:Iteration 59Q (42616.800000 sec): 3 clusters Score: Raw -2490822.487149 + Penalty 4761.304909 = -2486061.182240 nChanged 3 SP:Iteration 60F (42616.870000 sec): 3 clusters Score: Raw -2490823.299157 + Penalty 4761.304909 = -2486061.994248 nChanged 4 SP:Iteration 61Q (42616.920000 sec): 3 clusters Score: Raw -2490824.034189 + Penalty 4761.304909 = -2486062.729279 nChanged 5 SP:Iteration 62Q (42616.980000 sec): 3 clusters Score: Raw -2490825.419449 + Penalty 4761.304909 = -2486064.114540 nChanged 7 SP:Iteration 63Q (42617.040000 sec): 3 clusters Score: Raw -2490826.537073 + Penalty 4761.304909 = -2486065.232164 nChanged 8 SP:Iteration 64Q (42617.090000 sec): 3 clusters Score: Raw -2490828.017344 + Penalty 4761.304909 = -2486066.712434 nChanged 10 SP:Iteration 65Q (42617.150000 sec): 3 clusters Score: Raw -2490829.686945 + Penalty 4761.304909 = -2486068.382036 nChanged 12 SP:Iteration 66Q (42617.210000 sec): 3 clusters Score: Raw -2490831.412272 + Penalty 4761.304909 = -2486070.107363 nChanged 10 SP:Iteration 67Q (42617.270000 sec): 3 clusters Score: Raw -2490832.690251 + Penalty 4761.304909 = -2486071.385342 nChanged 5 SP:Iteration 68Q (42617.330000 sec): 3 clusters Score: Raw -2490833.184501 + Penalty 4761.304909 = -2486071.879592 nChanged 4 SP:Iteration 69Q (42617.380000 sec): 3 clusters Score: Raw -2490833.849713 + Penalty 4761.304909 = -2486072.544804 nChanged 2 SP:Iteration 70Q (42617.440000 sec): 3 clusters Score: Raw -2490834.507340 + Penalty 4761.304909 = -2486073.202431 nChanged 1 SP:Iteration 71Q (42617.500000 sec): 3 clusters Score: Raw -2490834.665268 + Penalty 4761.304909 = -2486073.360359 nChanged 1 SP:Iteration 72Q (42617.550000 sec): 3 clusters Score: Raw -2490834.825023 + Penalty 4761.304909 = -2486073.520114 nChanged 0 SP:Iteration 73F (42617.610000 sec): 3 clusters Score: Raw -2490834.825023 + Penalty 4761.304909 = -2486073.520114 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (1212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42617.630000 sec): 2 clusters Score: Raw -186180.833027 + Penalty 1760.806737 = -184420.026290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42617.630000 sec): 3 clusters Score: Raw -185892.653254 + Penalty 3521.613475 = -182371.039780 nChanged 373 SP:Iteration 1F (42617.640000 sec): 3 clusters Score: Raw -186643.723830 + Penalty 3521.613475 = -183122.110356 nChanged 173 SP:Iteration 2F (42617.640000 sec): 3 clusters Score: Raw -187111.996190 + Penalty 3521.613475 = -183590.382716 nChanged 85 SP:Iteration 3F (42617.650000 sec): 3 clusters Score: Raw -187341.824878 + Penalty 3521.613475 = -183820.211403 nChanged 52 SP:Iteration 4Q (42617.650000 sec): 3 clusters Score: Raw -187522.984724 + Penalty 3521.613475 = -184001.371249 nChanged 43 SP:Iteration 5Q (42617.650000 sec): 3 clusters Score: Raw -187630.174393 + Penalty 3521.613475 = -184108.560918 nChanged 20 SP:Iteration 6Q (42617.660000 sec): 3 clusters Score: Raw -187680.702853 + Penalty 3521.613475 = -184159.089379 nChanged 13 SP:Iteration 7Q (42617.660000 sec): 3 clusters Score: Raw -187711.434588 + Penalty 3521.613475 = -184189.821114 nChanged 8 SP:Iteration 8Q (42617.670000 sec): 3 clusters Score: Raw -187724.185850 + Penalty 3521.613475 = -184202.572376 nChanged 8 SP:Iteration 9Q (42617.670000 sec): 3 clusters Score: Raw -187740.333419 + Penalty 3521.613475 = -184218.719944 nChanged 6 SP:Iteration 10Q (42617.670000 sec): 3 clusters Score: Raw -187751.330557 + Penalty 3521.613475 = -184229.717083 nChanged 7 SP:Iteration 11Q (42617.680000 sec): 3 clusters Score: Raw -187766.857787 + Penalty 3521.613475 = -184245.244312 nChanged 7 SP:Iteration 12Q (42617.680000 sec): 3 clusters Score: Raw -187784.632432 + Penalty 3521.613475 = -184263.018957 nChanged 6 SP:Iteration 13Q (42617.690000 sec): 3 clusters Score: Raw -187794.648319 + Penalty 3521.613475 = -184273.034844 nChanged 4 SP:Iteration 14Q (42617.690000 sec): 3 clusters Score: Raw -187805.518042 + Penalty 3521.613475 = -184283.904567 nChanged 5 SP:Iteration 15Q (42617.690000 sec): 3 clusters Score: Raw -187815.765113 + Penalty 3521.613475 = -184294.151639 nChanged 1 SP:Iteration 16Q (42617.700000 sec): 3 clusters Score: Raw -187817.116713 + Penalty 3521.613475 = -184295.503239 nChanged 2 SP:Iteration 17Q (42617.700000 sec): 3 clusters Score: Raw -187820.356429 + Penalty 3521.613475 = -184298.742954 nChanged 3 SP:Iteration 18Q (42617.710000 sec): 3 clusters Score: Raw -187826.709093 + Penalty 3521.613475 = -184305.095619 nChanged 2 SP:Iteration 19Q (42617.710000 sec): 3 clusters Score: Raw -187828.805631 + Penalty 3521.613475 = -184307.192157 nChanged 1 SP:Iteration 20F (42617.710000 sec): 3 clusters Score: Raw -187829.883811 + Penalty 3521.613475 = -184308.270336 nChanged 2 SP:Iteration 21Q (42617.720000 sec): 3 clusters Score: Raw -187832.814977 + Penalty 3521.613475 = -184311.201503 nChanged 2 SP:Iteration 22Q (42617.720000 sec): 3 clusters Score: Raw -187835.797093 + Penalty 3521.613475 = -184314.183618 nChanged 2 SP:Iteration 23Q (42617.730000 sec): 3 clusters Score: Raw -187837.982808 + Penalty 3521.613475 = -184316.369334 nChanged 0 SP:Iteration 24F (42617.730000 sec): 3 clusters Score: Raw -187837.982808 + Penalty 3521.613475 = -184316.369334 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42617.750000 sec): 2 clusters Score: Raw -403172.556303 + Penalty 1914.564449 = -401257.991854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42617.750000 sec): 3 clusters Score: Raw -402262.238322 + Penalty 3829.128898 = -398433.109423 nChanged 745 SP:Iteration 1F (42617.760000 sec): 3 clusters Score: Raw -402791.513132 + Penalty 3829.128898 = -398962.384234 nChanged 167 SP:Iteration 2F (42617.770000 sec): 3 clusters Score: Raw -402945.742236 + Penalty 3829.128898 = -399116.613337 nChanged 118 SP:Iteration 3F (42617.780000 sec): 3 clusters Score: Raw -403063.287756 + Penalty 3829.128898 = -399234.158858 nChanged 98 SP:Iteration 4Q (42617.790000 sec): 3 clusters Score: Raw -403178.893867 + Penalty 3829.128898 = -399349.764969 nChanged 85 SP:Iteration 5Q (42617.800000 sec): 3 clusters Score: Raw -403264.858167 + Penalty 3829.128898 = -399435.729268 nChanged 75 SP:Iteration 6Q (42617.810000 sec): 3 clusters Score: Raw -403330.713755 + Penalty 3829.128898 = -399501.584857 nChanged 56 SP:Iteration 7Q (42617.810000 sec): 3 clusters Score: Raw -403379.456545 + Penalty 3829.128898 = -399550.327647 nChanged 48 SP:Iteration 8Q (42617.830000 sec): 3 clusters Score: Raw -403418.874752 + Penalty 3829.128898 = -399589.745853 nChanged 47 SP:Iteration 9Q (42617.830000 sec): 3 clusters Score: Raw -403459.759384 + Penalty 3829.128898 = -399630.630485 nChanged 53 SP:Iteration 10Q (42617.840000 sec): 3 clusters Score: Raw -403521.264555 + Penalty 3829.128898 = -399692.135656 nChanged 74 SP:Iteration 11Q (42617.850000 sec): 3 clusters Score: Raw -403611.633766 + Penalty 3829.128898 = -399782.504868 nChanged 78 SP:Iteration 12Q (42617.860000 sec): 3 clusters Score: Raw -403703.638006 + Penalty 3829.128898 = -399874.509107 nChanged 79 SP:Iteration 13Q (42617.870000 sec): 3 clusters Score: Raw -403793.886778 + Penalty 3829.128898 = -399964.757879 nChanged 65 SP:Iteration 14Q (42617.870000 sec): 3 clusters Score: Raw -403879.546356 + Penalty 3829.128898 = -400050.417458 nChanged 65 SP:Iteration 15Q (42617.890000 sec): 3 clusters Score: Raw -403979.343305 + Penalty 3829.128898 = -400150.214406 nChanged 77 SP:Iteration 16Q (42617.890000 sec): 3 clusters Score: Raw -404132.086627 + Penalty 3829.128898 = -400302.957729 nChanged 80 SP:Iteration 17Q (42617.900000 sec): 3 clusters Score: Raw -404249.260460 + Penalty 3829.128898 = -400420.131562 nChanged 49 SP:Iteration 18Q (42617.910000 sec): 3 clusters Score: Raw -404313.423901 + Penalty 3829.128898 = -400484.295003 nChanged 51 SP:Iteration 19Q (42617.920000 sec): 3 clusters Score: Raw -404362.836381 + Penalty 3829.128898 = -400533.707483 nChanged 25 SP:Iteration 20F (42617.930000 sec): 3 clusters Score: Raw -404384.494109 + Penalty 3829.128898 = -400555.365210 nChanged 12 SP:Iteration 21Q (42617.930000 sec): 3 clusters Score: Raw -404395.178577 + Penalty 3829.128898 = -400566.049679 nChanged 11 SP:Iteration 22Q (42617.940000 sec): 3 clusters Score: Raw -404403.861220 + Penalty 3829.128898 = -400574.732321 nChanged 6 SP:Iteration 23Q (42617.950000 sec): 3 clusters Score: Raw -404408.363032 + Penalty 3829.128898 = -400579.234133 nChanged 5 SP:Iteration 24Q (42617.960000 sec): 3 clusters Score: Raw -404411.212424 + Penalty 3829.128898 = -400582.083525 nChanged 2 SP:Iteration 25Q (42617.970000 sec): 3 clusters Score: Raw -404412.923033 + Penalty 3829.128898 = -400583.794134 nChanged 0 SP:Iteration 26F (42617.970000 sec): 3 clusters Score: Raw -404412.923033 + Penalty 3829.128898 = -400583.794134 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42617.990000 sec): 2 clusters Score: Raw -330552.021991 + Penalty 1884.651531 = -328667.370461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42617.990000 sec): 3 clusters Score: Raw -329897.081378 + Penalty 3769.303061 = -326127.778316 nChanged 633 SP:Iteration 1F (42618.000000 sec): 3 clusters Score: Raw -330551.209998 + Penalty 3769.303061 = -326781.906937 nChanged 204 SP:Iteration 2F (42618.010000 sec): 3 clusters Score: Raw -330862.041095 + Penalty 3769.303061 = -327092.738033 nChanged 157 SP:Iteration 3F (42618.020000 sec): 3 clusters Score: Raw -331163.138298 + Penalty 3769.303061 = -327393.835237 nChanged 140 SP:Iteration 4F (42618.030000 sec): 3 clusters Score: Raw -331450.923722 + Penalty 3769.303061 = -327681.620660 nChanged 110 SP:Iteration 5F (42618.030000 sec): 3 clusters Score: Raw -331661.337841 + Penalty 3769.303061 = -327892.034780 nChanged 77 SP:Iteration 6Q (42618.040000 sec): 3 clusters Score: Raw -331790.054567 + Penalty 3769.303061 = -328020.751506 nChanged 50 SP:Iteration 7Q (42618.050000 sec): 3 clusters Score: Raw -331846.773589 + Penalty 3769.303061 = -328077.470527 nChanged 35 SP:Iteration 8Q (42618.050000 sec): 3 clusters Score: Raw -331901.709751 + Penalty 3769.303061 = -328132.406690 nChanged 39 SP:Iteration 9Q (42618.060000 sec): 3 clusters Score: Raw -331945.510805 + Penalty 3769.303061 = -328176.207743 nChanged 28 SP:Iteration 10Q (42618.070000 sec): 3 clusters Score: Raw -331974.629874 + Penalty 3769.303061 = -328205.326813 nChanged 20 SP:Iteration 11Q (42618.080000 sec): 3 clusters Score: Raw -331989.595077 + Penalty 3769.303061 = -328220.292015 nChanged 20 SP:Iteration 12Q (42618.090000 sec): 3 clusters Score: Raw -332006.357790 + Penalty 3769.303061 = -328237.054729 nChanged 17 SP:Iteration 13Q (42618.090000 sec): 3 clusters Score: Raw -332029.368953 + Penalty 3769.303061 = -328260.065892 nChanged 24 SP:Iteration 14Q (42618.100000 sec): 3 clusters Score: Raw -332060.935697 + Penalty 3769.303061 = -328291.632636 nChanged 25 SP:Iteration 15Q (42618.110000 sec): 3 clusters Score: Raw -332086.883849 + Penalty 3769.303061 = -328317.580787 nChanged 20 SP:Iteration 16Q (42618.110000 sec): 3 clusters Score: Raw -332100.831355 + Penalty 3769.303061 = -328331.528294 nChanged 10 SP:Iteration 17Q (42618.120000 sec): 3 clusters Score: Raw -332106.445715 + Penalty 3769.303061 = -328337.142653 nChanged 9 SP:Iteration 18Q (42618.130000 sec): 3 clusters Score: Raw -332111.740423 + Penalty 3769.303061 = -328342.437362 nChanged 6 SP:Iteration 19Q (42618.130000 sec): 3 clusters Score: Raw -332114.497348 + Penalty 3769.303061 = -328345.194287 nChanged 5 SP:Iteration 20F (42618.140000 sec): 3 clusters Score: Raw -332119.063871 + Penalty 3769.303061 = -328349.760810 nChanged 7 SP:Iteration 21Q (42618.150000 sec): 3 clusters Score: Raw -332128.560822 + Penalty 3769.303061 = -328359.257761 nChanged 10 SP:Iteration 22Q (42618.160000 sec): 3 clusters Score: Raw -332135.663136 + Penalty 3769.303061 = -328366.360074 nChanged 4 SP:Iteration 23Q (42618.160000 sec): 3 clusters Score: Raw -332140.873745 + Penalty 3769.303061 = -328371.570684 nChanged 5 SP:Iteration 24Q (42618.170000 sec): 3 clusters Score: Raw -332143.413997 + Penalty 3769.303061 = -328374.110936 nChanged 4 SP:Iteration 25Q (42618.180000 sec): 3 clusters Score: Raw -332146.081214 + Penalty 3769.303061 = -328376.778153 nChanged 2 SP:Iteration 26Q (42618.190000 sec): 3 clusters Score: Raw -332146.858942 + Penalty 3769.303061 = -328377.555881 nChanged 2 SP:Iteration 27Q (42618.190000 sec): 3 clusters Score: Raw -332147.787234 + Penalty 3769.303061 = -328378.484172 nChanged 3 SP:Iteration 28Q (42618.200000 sec): 3 clusters Score: Raw -332149.098362 + Penalty 3769.303061 = -328379.795300 nChanged 0 SP:Iteration 29F (42618.210000 sec): 3 clusters Score: Raw -332149.098362 + Penalty 3769.303061 = -328379.795300 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42618.210000 sec): 2 clusters Score: Raw -55119.230216 + Penalty 1581.006155 = -53538.224061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42618.220000 sec): 3 clusters Score: Raw -55315.734286 + Penalty 3162.012311 = -52153.721975 nChanged 176 SP:Iteration 1F (42618.220000 sec): 3 clusters Score: Raw -56208.786320 + Penalty 3162.012311 = -53046.774010 nChanged 83 SP:Iteration 2F (42618.220000 sec): 3 clusters Score: Raw -56719.146879 + Penalty 3162.012311 = -53557.134568 nChanged 47 SP:Iteration 3F (42618.220000 sec): 3 clusters Score: Raw -57238.344489 + Penalty 3162.012311 = -54076.332179 nChanged 25 SP:Iteration 4Q (42618.230000 sec): 3 clusters Score: Raw -57551.378235 + Penalty 3162.012311 = -54389.365925 nChanged 16 SP:Iteration 5Q (42618.230000 sec): 3 clusters Score: Raw -57661.365565 + Penalty 3162.012311 = -54499.353254 nChanged 6 SP:Iteration 6Q (42618.230000 sec): 3 clusters Score: Raw -57719.934880 + Penalty 3162.012311 = -54557.922569 nChanged 4 SP:Iteration 7Q (42618.230000 sec): 3 clusters Score: Raw -57769.249423 + Penalty 3162.012311 = -54607.237112 nChanged 7 SP:Iteration 8Q (42618.230000 sec): 3 clusters Score: Raw -58086.215448 + Penalty 3162.012311 = -54924.203137 nChanged 12 SP:Iteration 9Q (42618.230000 sec): 3 clusters Score: Raw -58438.333801 + Penalty 3162.012311 = -55276.321491 nChanged 7 SP:Iteration 10Q (42618.240000 sec): 3 clusters Score: Raw -58607.231733 + Penalty 3162.012311 = -55445.219422 nChanged 6 SP:Iteration 11Q (42618.240000 sec): 3 clusters Score: Raw -58828.890002 + Penalty 3162.012311 = -55666.877691 nChanged 4 SP:Iteration 12Q (42618.240000 sec): 3 clusters Score: Raw -58858.287325 + Penalty 3162.012311 = -55696.275015 nChanged 2 SP:Iteration 13Q (42618.240000 sec): 3 clusters Score: Raw -58964.027740 + Penalty 3162.012311 = -55802.015429 nChanged 2 SP:Iteration 14Q (42618.240000 sec): 3 clusters Score: Raw -59157.030017 + Penalty 3162.012311 = -55995.017706 nChanged 3 SP:Iteration 15Q (42618.250000 sec): 3 clusters Score: Raw -59217.308525 + Penalty 3162.012311 = -56055.296215 nChanged 3 SP:Iteration 16Q (42618.250000 sec): 3 clusters Score: Raw -59292.454702 + Penalty 3162.012311 = -56130.442391 nChanged 1 SP:Iteration 17Q (42618.250000 sec): 3 clusters Score: Raw -59295.599734 + Penalty 3162.012311 = -56133.587423 nChanged 0 SP:Iteration 18F (42618.250000 sec): 3 clusters Score: Raw -59304.324718 + Penalty 3162.012311 = -56142.312407 nChanged 2 SP:Iteration 19Q (42618.250000 sec): 3 clusters Score: Raw -59334.434585 + Penalty 3162.012311 = -56172.422274 nChanged 0 SP:Iteration 20F (42618.250000 sec): 3 clusters Score: Raw -59334.434585 + Penalty 3162.012311 = -56172.422274 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (1616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42618.270000 sec): 2 clusters Score: Raw -139681.538141 + Penalty 1832.151891 = -137849.386249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42618.280000 sec): 3 clusters Score: Raw -139872.743669 + Penalty 3664.303783 = -136208.439886 nChanged 644 SP:Iteration 1F (42618.290000 sec): 3 clusters Score: Raw -143159.333273 + Penalty 3664.303783 = -139495.029491 nChanged 287 SP:Iteration 2F (42618.290000 sec): 3 clusters Score: Raw -148017.065504 + Penalty 3664.303783 = -144352.761722 nChanged 240 SP:Iteration 3F (42618.300000 sec): 3 clusters Score: Raw -152062.571450 + Penalty 3664.303783 = -148398.267668 nChanged 82 SP:Iteration 4F (42618.310000 sec): 3 clusters Score: Raw -153101.472124 + Penalty 3664.303783 = -149437.168342 nChanged 211 SP:Iteration 5F (42618.310000 sec): 3 clusters Score: Raw -155267.442856 + Penalty 3664.303783 = -151603.139073 nChanged 52 SP:Iteration 6Q (42618.320000 sec): 3 clusters Score: Raw -155834.477224 + Penalty 3664.303783 = -152170.173441 nChanged 6 SP:Iteration 7Q (42618.320000 sec): 3 clusters Score: Raw -155894.008336 + Penalty 3664.303783 = -152229.704554 nChanged 5 SP:Iteration 8Q (42618.330000 sec): 3 clusters Score: Raw -155928.191466 + Penalty 3664.303783 = -152263.887683 nChanged 3 SP:Iteration 9Q (42618.330000 sec): 3 clusters Score: Raw -155981.565163 + Penalty 3664.303783 = -152317.261380 nChanged 4 SP:Iteration 10Q (42618.330000 sec): 3 clusters Score: Raw -156025.324144 + Penalty 3664.303783 = -152361.020361 nChanged 4 SP:Iteration 11Q (42618.340000 sec): 3 clusters Score: Raw -156067.605499 + Penalty 3664.303783 = -152403.301716 nChanged 3 SP:Iteration 12Q (42618.340000 sec): 3 clusters Score: Raw -156115.120740 + Penalty 3664.303783 = -152450.816958 nChanged 3 SP:Iteration 13Q (42618.350000 sec): 3 clusters Score: Raw -156175.418667 + Penalty 3664.303783 = -152511.114885 nChanged 3 SP:Iteration 14Q (42618.350000 sec): 3 clusters Score: Raw -156328.664663 + Penalty 3664.303783 = -152664.360881 nChanged 5 SP:Iteration 15Q (42618.360000 sec): 3 clusters Score: Raw -156624.817098 + Penalty 3664.303783 = -152960.513315 nChanged 1 SP:Iteration 16Q (42618.360000 sec): 3 clusters Score: Raw -156666.676969 + Penalty 3664.303783 = -153002.373187 nChanged 0 SP:Iteration 17F (42618.370000 sec): 3 clusters Score: Raw -156666.676969 + Penalty 3664.303783 = -153002.373187 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42618.380000 sec): 2 clusters Score: Raw -134667.970839 + Penalty 1689.461583 = -132978.509255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42618.390000 sec): 3 clusters Score: Raw -134723.254222 + Penalty 3378.923167 = -131344.331055 nChanged 275 SP:Iteration 1F (42618.390000 sec): 3 clusters Score: Raw -135471.043408 + Penalty 3378.923167 = -132092.120242 nChanged 94 SP:Iteration 2F (42618.390000 sec): 3 clusters Score: Raw -135831.874620 + Penalty 3378.923167 = -132452.951454 nChanged 66 SP:Iteration 3F (42618.400000 sec): 3 clusters Score: Raw -136064.359509 + Penalty 3378.923167 = -132685.436342 nChanged 36 SP:Iteration 4Q (42618.400000 sec): 3 clusters Score: Raw -136172.018834 + Penalty 3378.923167 = -132793.095667 nChanged 16 SP:Iteration 5Q (42618.410000 sec): 3 clusters Score: Raw -136219.480078 + Penalty 3378.923167 = -132840.556911 nChanged 9 SP:Iteration 6Q (42618.410000 sec): 3 clusters Score: Raw -136255.856142 + Penalty 3378.923167 = -132876.932975 nChanged 6 SP:Iteration 7Q (42618.410000 sec): 3 clusters Score: Raw -136267.883268 + Penalty 3378.923167 = -132888.960101 nChanged 2 SP:Iteration 8Q (42618.410000 sec): 3 clusters Score: Raw -136278.719225 + Penalty 3378.923167 = -132899.796058 nChanged 1 SP:Iteration 9Q (42618.420000 sec): 3 clusters Score: Raw -136279.544994 + Penalty 3378.923167 = -132900.621828 nChanged 0 SP:Iteration 10F (42618.420000 sec): 3 clusters Score: Raw -136279.660445 + Penalty 3378.923167 = -132900.737278 nChanged 1 SP:Iteration 11Q (42618.420000 sec): 3 clusters Score: Raw -136289.768762 + Penalty 3378.923167 = -132910.845595 nChanged 3 SP:Iteration 12Q (42618.430000 sec): 3 clusters Score: Raw -136295.749208 + Penalty 3378.923167 = -132916.826041 nChanged 2 SP:Iteration 13Q (42618.430000 sec): 3 clusters Score: Raw -136298.283862 + Penalty 3378.923167 = -132919.360695 nChanged 1 SP:Iteration 14Q (42618.430000 sec): 3 clusters Score: Raw -136298.941662 + Penalty 3378.923167 = -132920.018495 nChanged 0 SP:Iteration 15F (42618.440000 sec): 3 clusters Score: Raw -136298.941662 + Penalty 3378.923167 = -132920.018495 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42618.450000 sec): 2 clusters Score: Raw -289104.018924 + Penalty 1834.898996 = -287269.119927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42618.450000 sec): 3 clusters Score: Raw -288598.712711 + Penalty 3669.797993 = -284928.914719 nChanged 506 SP:Iteration 1F (42618.460000 sec): 3 clusters Score: Raw -289029.646596 + Penalty 3669.797993 = -285359.848603 nChanged 124 SP:Iteration 2F (42618.470000 sec): 3 clusters Score: Raw -289156.507018 + Penalty 3669.797993 = -285486.709025 nChanged 69 SP:Iteration 3Q (42618.470000 sec): 3 clusters Score: Raw -289223.113515 + Penalty 3669.797993 = -285553.315523 nChanged 54 SP:Iteration 4Q (42618.480000 sec): 3 clusters Score: Raw -289281.122891 + Penalty 3669.797993 = -285611.324899 nChanged 46 SP:Iteration 5Q (42618.490000 sec): 3 clusters Score: Raw -289325.644086 + Penalty 3669.797993 = -285655.846094 nChanged 42 SP:Iteration 6Q (42618.490000 sec): 3 clusters Score: Raw -289366.848412 + Penalty 3669.797993 = -285697.050420 nChanged 33 SP:Iteration 7Q (42618.500000 sec): 3 clusters Score: Raw -289391.271369 + Penalty 3669.797993 = -285721.473376 nChanged 27 SP:Iteration 8Q (42618.510000 sec): 3 clusters Score: Raw -289424.017237 + Penalty 3669.797993 = -285754.219244 nChanged 32 SP:Iteration 9Q (42618.510000 sec): 3 clusters Score: Raw -289458.789864 + Penalty 3669.797993 = -285788.991871 nChanged 25 SP:Iteration 10Q (42618.520000 sec): 3 clusters Score: Raw -289480.826394 + Penalty 3669.797993 = -285811.028402 nChanged 15 SP:Iteration 11Q (42618.520000 sec): 3 clusters Score: Raw -289494.854643 + Penalty 3669.797993 = -285825.056650 nChanged 10 SP:Iteration 12Q (42618.530000 sec): 3 clusters Score: Raw -289502.548036 + Penalty 3669.797993 = -285832.750044 nChanged 14 SP:Iteration 13Q (42618.540000 sec): 3 clusters Score: Raw -289516.926784 + Penalty 3669.797993 = -285847.128791 nChanged 13 SP:Iteration 14Q (42618.540000 sec): 3 clusters Score: Raw -289530.312895 + Penalty 3669.797993 = -285860.514902 nChanged 8 SP:Iteration 15Q (42618.550000 sec): 3 clusters Score: Raw -289536.259425 + Penalty 3669.797993 = -285866.461433 nChanged 4 SP:Iteration 16Q (42618.550000 sec): 3 clusters Score: Raw -289540.831226 + Penalty 3669.797993 = -285871.033234 nChanged 4 SP:Iteration 17Q (42618.560000 sec): 3 clusters Score: Raw -289544.231977 + Penalty 3669.797993 = -285874.433984 nChanged 4 SP:Iteration 18Q (42618.570000 sec): 3 clusters Score: Raw -289546.860764 + Penalty 3669.797993 = -285877.062771 nChanged 4 SP:Iteration 19Q (42618.570000 sec): 3 clusters Score: Raw -289551.247863 + Penalty 3669.797993 = -285881.449870 nChanged 2 SP:Iteration 20F (42618.580000 sec): 3 clusters Score: Raw -289552.597626 + Penalty 3669.797993 = -285882.799633 nChanged 1 SP:Iteration 21Q (42618.590000 sec): 3 clusters Score: Raw -289552.987400 + Penalty 3669.797993 = -285883.189407 nChanged 1 SP:Iteration 22Q (42618.590000 sec): 3 clusters Score: Raw -289553.327496 + Penalty 3669.797993 = -285883.529504 nChanged 0 SP:Iteration 23F (42618.600000 sec): 3 clusters Score: Raw -289553.327496 + Penalty 3669.797993 = -285883.529504 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42618.610000 sec): 2 clusters Score: Raw -65643.531855 + Penalty 1540.228819 = -64103.303035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42618.610000 sec): 3 clusters Score: Raw -65781.190973 + Penalty 3080.457638 = -62700.733335 nChanged 134 SP:Iteration 1F (42618.610000 sec): 3 clusters Score: Raw -66065.201964 + Penalty 3080.457638 = -62984.744326 nChanged 49 SP:Iteration 2F (42618.610000 sec): 3 clusters Score: Raw -66312.482484 + Penalty 3080.457638 = -63232.024846 nChanged 59 SP:Iteration 3F (42618.610000 sec): 3 clusters Score: Raw -66631.530963 + Penalty 3080.457638 = -63551.073324 nChanged 42 SP:Iteration 4F (42618.620000 sec): 3 clusters Score: Raw -67040.437536 + Penalty 3080.457638 = -63959.979898 nChanged 24 SP:Iteration 5Q (42618.620000 sec): 3 clusters Score: Raw -67366.562881 + Penalty 3080.457638 = -64286.105243 nChanged 15 SP:Iteration 6Q (42618.620000 sec): 3 clusters Score: Raw -67485.225847 + Penalty 3080.457638 = -64404.768209 nChanged 6 SP:Iteration 7Q (42618.620000 sec): 3 clusters Score: Raw -67718.913237 + Penalty 3080.457638 = -64638.455599 nChanged 5 SP:Iteration 8Q (42618.620000 sec): 3 clusters Score: Raw -67751.433256 + Penalty 3080.457638 = -64670.975618 nChanged 2 SP:Iteration 9Q (42618.630000 sec): 3 clusters Score: Raw -67777.428964 + Penalty 3080.457638 = -64696.971326 nChanged 1 SP:Iteration 10Q (42618.630000 sec): 3 clusters Score: Raw -67782.530736 + Penalty 3080.457638 = -64702.073097 nChanged 0 SP:Iteration 11F (42618.630000 sec): 3 clusters Score: Raw -67782.530736 + Penalty 3080.457638 = -64702.073097 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42618.640000 sec): 2 clusters Score: Raw -35184.592804 + Penalty 1366.328307 = -33818.264496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42618.650000 sec): 3 clusters Score: Raw -35458.008883 + Penalty 2732.656615 = -32725.352268 nChanged 37 SP:Iteration 1F (42618.650000 sec): 3 clusters Score: Raw -35717.444321 + Penalty 2732.656615 = -32984.787706 nChanged 11 SP:Iteration 2Q (42618.650000 sec): 3 clusters Score: Raw -35821.735943 + Penalty 2732.656615 = -33089.079329 nChanged 6 SP:Iteration 3Q (42618.650000 sec): 3 clusters Score: Raw -35858.643571 + Penalty 2732.656615 = -33125.986956 nChanged 2 SP:Iteration 4Q (42618.650000 sec): 3 clusters Score: Raw -35870.069093 + Penalty 2732.656615 = -33137.412478 nChanged 0 SP:Iteration 5F (42618.650000 sec): 3 clusters Score: Raw -35870.069093 + Penalty 2732.656615 = -33137.412478 nChanged 0 Deleting Class 44 (268 points): Lose 2709.072604 but Gain 3620.129790 Iteration 99Q (42649.120000 sec): 51 clusters Score: Raw -378528458.370620 + Penalty 181006.489483 = -378347451.881138 nChanged 13613 Deleting Class 27 (221 points): Lose 2602.326896 but Gain 3620.129790 Iteration 100F (42805.070000 sec): 50 clusters Score: Raw -378592439.022039 + Penalty 177386.359693 = -378415052.662346 nChanged 14514 Iteration 101Q (42835.240000 sec): 50 clusters Score: Raw -378647418.865810 + Penalty 177386.359693 = -378470032.506117 nChanged 13383 Iteration 102Q (42865.460000 sec): 50 clusters Score: Raw -378650958.960639 + Penalty 177386.359693 = -378473572.600946 nChanged 13312 Iteration 103Q (42895.670000 sec): 50 clusters Score: Raw -378652884.770408 + Penalty 177386.359693 = -378475498.410715 nChanged 13177 Iteration 104Q (42925.810000 sec): 50 clusters Score: Raw -378654344.489110 + Penalty 177386.359693 = -378476958.129417 nChanged 13080 Iteration 105Q (42955.920000 sec): 50 clusters Score: Raw -378655740.068487 + Penalty 177386.359693 = -378478353.708794 nChanged 12902 Iteration 106Q (42986.050000 sec): 50 clusters Score: Raw -378656976.377070 + Penalty 177386.359693 = -378479590.017377 nChanged 12630 Iteration 107Q (43016.110000 sec): 50 clusters Score: Raw -378658061.182916 + Penalty 177386.359693 = -378480674.823223 nChanged 12519 Iteration 108Q (43046.130000 sec): 50 clusters Score: Raw -378659159.414574 + Penalty 177386.359693 = -378481773.054881 nChanged 12157 Iteration 109Q (43076.090000 sec): 50 clusters Score: Raw -378660212.931018 + Penalty 177386.359693 = -378482826.571325 nChanged 12015 Iteration 110Q (43106.030000 sec): 50 clusters Score: Raw -378661241.608997 + Penalty 177386.359693 = -378483855.249304 nChanged 12024 Iteration 111Q (43135.930000 sec): 50 clusters Score: Raw -378662206.623273 + Penalty 177386.359693 = -378484820.263580 nChanged 12086 Iteration 112Q (43165.800000 sec): 50 clusters Score: Raw -378663113.270949 + Penalty 177386.359693 = -378485726.911256 nChanged 12134 Iteration 113Q (43195.640000 sec): 50 clusters Score: Raw -378663966.909784 + Penalty 177386.359693 = -378486580.550091 nChanged 12161 Iteration 114Q (43225.460000 sec): 50 clusters Score: Raw -378664841.221996 + Penalty 177386.359693 = -378487454.862303 nChanged 12065 Iteration 115Q (43255.270000 sec): 50 clusters Score: Raw -378665678.497028 + Penalty 177386.359693 = -378488292.137335 nChanged 11905 Iteration 116Q (43285.040000 sec): 50 clusters Score: Raw -378666535.510519 + Penalty 177386.359693 = -378489149.150826 nChanged 11948 Iteration 117Q (43314.790000 sec): 50 clusters Score: Raw -378667398.029307 + Penalty 177386.359693 = -378490011.669614 nChanged 12008 Iteration 118Q (43344.550000 sec): 50 clusters Score: Raw -378668299.709438 + Penalty 177386.359693 = -378490913.349745 nChanged 12153 Iteration 119Q (43374.270000 sec): 50 clusters Score: Raw -378669205.156429 + Penalty 177386.359693 = -378491818.796737 nChanged 12247 Iteration 120F (43527.080000 sec): 50 clusters Score: Raw -378680882.969968 + Penalty 177386.359693 = -378503496.610275 nChanged 12442 Iteration 121Q (43557.030000 sec): 50 clusters Score: Raw -378684823.650099 + Penalty 177386.359693 = -378507437.290406 nChanged 12253 Iteration 122Q (43586.930000 sec): 50 clusters Score: Raw -378686524.548435 + Penalty 177386.359693 = -378509138.188742 nChanged 12268 Iteration 123Q (43616.910000 sec): 50 clusters Score: Raw -378687618.445378 + Penalty 177386.359693 = -378510232.085685 nChanged 12416 Iteration 124Q (43646.900000 sec): 50 clusters Score: Raw -378688580.522097 + Penalty 177386.359693 = -378511194.162404 nChanged 12469 Iteration 125Q (43676.850000 sec): 50 clusters Score: Raw -378689514.011061 + Penalty 177386.359693 = -378512127.651368 nChanged 12354 Iteration 126Q (43706.780000 sec): 50 clusters Score: Raw -378690423.804063 + Penalty 177386.359693 = -378513037.444370 nChanged 12461 Iteration 127Q (43736.670000 sec): 50 clusters Score: Raw -378691341.040744 + Penalty 177386.359693 = -378513954.681051 nChanged 12602 Iteration 128Q (43766.540000 sec): 50 clusters Score: Raw -378692277.005663 + Penalty 177386.359693 = -378514890.645970 nChanged 12698 Iteration 129Q (43796.390000 sec): 50 clusters Score: Raw -378693247.531490 + Penalty 177386.359693 = -378515861.171797 nChanged 13047 Iteration 130Q (43826.210000 sec): 50 clusters Score: Raw -378694271.385404 + Penalty 177386.359693 = -378516885.025711 nChanged 13304 Iteration 131Q (43856.020000 sec): 50 clusters Score: Raw -378695337.575272 + Penalty 177386.359693 = -378517951.215579 nChanged 13391 Iteration 132Q (43885.790000 sec): 50 clusters Score: Raw -378696444.799763 + Penalty 177386.359693 = -378519058.440070 nChanged 13595 Iteration 133Q (43915.550000 sec): 50 clusters Score: Raw -378697586.951940 + Penalty 177386.359693 = -378520200.592247 nChanged 13781 Iteration 134Q (43945.280000 sec): 50 clusters Score: Raw -378698782.911819 + Penalty 177386.359693 = -378521396.552126 nChanged 14085 Iteration 135Q (43975.010000 sec): 50 clusters Score: Raw -378700033.678740 + Penalty 177386.359693 = -378522647.319047 nChanged 14429 Iteration 136Q (44004.700000 sec): 50 clusters Score: Raw -378701364.840724 + Penalty 177386.359693 = -378523978.481031 nChanged 14887 Iteration 137Q (44034.380000 sec): 50 clusters Score: Raw -378702806.805271 + Penalty 177386.359693 = -378525420.445578 nChanged 15203 Iteration 138Q (44064.050000 sec): 50 clusters Score: Raw -378704361.186700 + Penalty 177386.359693 = -378526974.827007 nChanged 15867 Writing temp clu file Because OldScore, -378525420.445578, is greater than current (better) Score,-378526974.827007 Compute initial score before splitting: Score: Raw -378704361.186700 + Penalty 177386.359693 = -378526974.827007 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (37733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44064.530000 sec): 2 clusters Score: Raw -6406490.042955 + Penalty 2613.496000 = -6403876.546955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44064.690000 sec): 3 clusters Score: Raw -6383550.601937 + Penalty 5226.992000 = -6378323.609938 nChanged 17086 SP:Iteration 1F (44064.840000 sec): 3 clusters Score: Raw -6393027.824372 + Penalty 5226.992000 = -6387800.832372 nChanged 1746 SP:Iteration 2Q (44064.990000 sec): 3 clusters Score: Raw -6393622.661081 + Penalty 5226.992000 = -6388395.669081 nChanged 1652 SP:Iteration 3Q (44065.140000 sec): 3 clusters Score: Raw -6394238.322146 + Penalty 5226.992000 = -6389011.330146 nChanged 1629 SP:Iteration 4Q (44065.290000 sec): 3 clusters Score: Raw -6394953.269071 + Penalty 5226.992000 = -6389726.277072 nChanged 1838 SP:Iteration 5Q (44065.450000 sec): 3 clusters Score: Raw -6395900.110147 + Penalty 5226.992000 = -6390673.118147 nChanged 2149 SP:Iteration 6F (44065.600000 sec): 3 clusters Score: Raw -6397255.887047 + Penalty 5226.992000 = -6392028.895047 nChanged 2500 SP:Iteration 7F (44065.750000 sec): 3 clusters Score: Raw -6399162.654560 + Penalty 5226.992000 = -6393935.662560 nChanged 2664 SP:Iteration 8F (44065.900000 sec): 3 clusters Score: Raw -6401459.661063 + Penalty 5226.992000 = -6396232.669064 nChanged 2467 SP:Iteration 9F (44066.050000 sec): 3 clusters Score: Raw -6403737.561989 + Penalty 5226.992000 = -6398510.569989 nChanged 1627 SP:Iteration 10Q (44066.190000 sec): 3 clusters Score: Raw -6405230.232750 + Penalty 5226.992000 = -6400003.240750 nChanged 878 SP:Iteration 11Q (44066.310000 sec): 3 clusters Score: Raw -6406051.029656 + Penalty 5226.992000 = -6400824.037657 nChanged 390 SP:Iteration 12Q (44066.430000 sec): 3 clusters Score: Raw -6406434.319938 + Penalty 5226.992000 = -6401207.327938 nChanged 144 SP:Iteration 13Q (44066.550000 sec): 3 clusters Score: Raw -6406582.360086 + Penalty 5226.992000 = -6401355.368086 nChanged 70 SP:Iteration 14Q (44066.650000 sec): 3 clusters Score: Raw -6406658.159567 + Penalty 5226.992000 = -6401431.167568 nChanged 43 SP:Iteration 15Q (44066.760000 sec): 3 clusters Score: Raw -6406699.750860 + Penalty 5226.992000 = -6401472.758860 nChanged 24 SP:Iteration 16Q (44066.870000 sec): 3 clusters Score: Raw -6406730.163396 + Penalty 5226.992000 = -6401503.171396 nChanged 15 SP:Iteration 17Q (44066.970000 sec): 3 clusters Score: Raw -6406746.713264 + Penalty 5226.992000 = -6401519.721264 nChanged 9 SP:Iteration 18Q (44067.080000 sec): 3 clusters Score: Raw -6406755.431018 + Penalty 5226.992000 = -6401528.439018 nChanged 6 SP:Iteration 19Q (44067.190000 sec): 3 clusters Score: Raw -6406762.724997 + Penalty 5226.992000 = -6401535.732997 nChanged 5 SP:Iteration 20F (44067.330000 sec): 3 clusters Score: Raw -6406768.817755 + Penalty 5226.992000 = -6401541.825756 nChanged 4 SP:Iteration 21Q (44067.440000 sec): 3 clusters Score: Raw -6406773.062852 + Penalty 5226.992000 = -6401546.070852 nChanged 3 SP:Iteration 22Q (44067.540000 sec): 3 clusters Score: Raw -6406775.924142 + Penalty 5226.992000 = -6401548.932143 nChanged 1 SP:Iteration 23Q (44067.650000 sec): 3 clusters Score: Raw -6406776.356092 + Penalty 5226.992000 = -6401549.364092 nChanged 0 SP:Iteration 24F (44067.790000 sec): 3 clusters Score: Raw -6406776.356092 + Penalty 5226.992000 = -6401549.364092 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44067.810000 sec): 2 clusters Score: Raw -86565.812220 + Penalty 1575.883770 = -84989.928450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44067.820000 sec): 3 clusters Score: Raw -86815.049145 + Penalty 3151.767540 = -83663.281605 nChanged 142 SP:Iteration 1F (44067.820000 sec): 3 clusters Score: Raw -87270.954662 + Penalty 3151.767540 = -84119.187122 nChanged 58 SP:Iteration 2F (44067.820000 sec): 3 clusters Score: Raw -87494.218864 + Penalty 3151.767540 = -84342.451323 nChanged 38 SP:Iteration 3F (44067.830000 sec): 3 clusters Score: Raw -87649.126458 + Penalty 3151.767540 = -84497.358918 nChanged 22 SP:Iteration 4Q (44067.830000 sec): 3 clusters Score: Raw -87736.751756 + Penalty 3151.767540 = -84584.984216 nChanged 21 SP:Iteration 5Q (44067.830000 sec): 3 clusters Score: Raw -87815.132042 + Penalty 3151.767540 = -84663.364502 nChanged 18 SP:Iteration 6Q (44067.830000 sec): 3 clusters Score: Raw -87882.901613 + Penalty 3151.767540 = -84731.134073 nChanged 11 SP:Iteration 7Q (44067.830000 sec): 3 clusters Score: Raw -87930.170307 + Penalty 3151.767540 = -84778.402767 nChanged 8 SP:Iteration 8Q (44067.830000 sec): 3 clusters Score: Raw -87951.211444 + Penalty 3151.767540 = -84799.443904 nChanged 1 SP:Iteration 9Q (44067.840000 sec): 3 clusters Score: Raw -87952.540551 + Penalty 3151.767540 = -84800.773011 nChanged 2 SP:Iteration 10Q (44067.840000 sec): 3 clusters Score: Raw -87955.046371 + Penalty 3151.767540 = -84803.278831 nChanged 2 SP:Iteration 11Q (44067.840000 sec): 3 clusters Score: Raw -87959.379460 + Penalty 3151.767540 = -84807.611919 nChanged 3 SP:Iteration 12Q (44067.840000 sec): 3 clusters Score: Raw -87982.791194 + Penalty 3151.767540 = -84831.023654 nChanged 2 SP:Iteration 13Q (44067.840000 sec): 3 clusters Score: Raw -87985.594711 + Penalty 3151.767540 = -84833.827171 nChanged 1 SP:Iteration 14Q (44067.850000 sec): 3 clusters Score: Raw -87988.055460 + Penalty 3151.767540 = -84836.287920 nChanged 0 SP:Iteration 15F (44067.850000 sec): 3 clusters Score: Raw -87993.320112 + Penalty 3151.767540 = -84841.552572 nChanged 1 SP:Iteration 16Q (44067.850000 sec): 3 clusters Score: Raw -88094.149827 + Penalty 3151.767540 = -84942.382286 nChanged 7 SP:Iteration 17Q (44067.850000 sec): 3 clusters Score: Raw -88161.658203 + Penalty 3151.767540 = -85009.890663 nChanged 9 SP:Iteration 18Q (44067.850000 sec): 3 clusters Score: Raw -88200.401150 + Penalty 3151.767540 = -85048.633610 nChanged 3 SP:Iteration 19Q (44067.850000 sec): 3 clusters Score: Raw -88210.525189 + Penalty 3151.767540 = -85058.757649 nChanged 1 SP:Iteration 20F (44067.860000 sec): 3 clusters Score: Raw -88211.515445 + Penalty 3151.767540 = -85059.747904 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 16.31 GB. Trying to split cluster 3 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44067.870000 sec): 2 clusters Score: Raw -205249.668811 + Penalty 1756.472045 = -203493.196766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44067.880000 sec): 3 clusters Score: Raw -204905.839837 + Penalty 3512.944090 = -201392.895747 nChanged 322 SP:Iteration 1F (44067.890000 sec): 3 clusters Score: Raw -205255.518342 + Penalty 3512.944090 = -201742.574252 nChanged 94 SP:Iteration 2F (44067.890000 sec): 3 clusters Score: Raw -205408.146943 + Penalty 3512.944090 = -201895.202853 nChanged 57 SP:Iteration 3Q (44067.890000 sec): 3 clusters Score: Raw -205502.161299 + Penalty 3512.944090 = -201989.217208 nChanged 38 SP:Iteration 4Q (44067.900000 sec): 3 clusters Score: Raw -205568.428207 + Penalty 3512.944090 = -202055.484117 nChanged 32 SP:Iteration 5Q (44067.900000 sec): 3 clusters Score: Raw -205643.517429 + Penalty 3512.944090 = -202130.573339 nChanged 39 SP:Iteration 6Q (44067.910000 sec): 3 clusters Score: Raw -205728.115020 + Penalty 3512.944090 = -202215.170930 nChanged 33 SP:Iteration 7Q (44067.910000 sec): 3 clusters Score: Raw -205816.411743 + Penalty 3512.944090 = -202303.467653 nChanged 31 SP:Iteration 8Q (44067.920000 sec): 3 clusters Score: Raw -205898.766875 + Penalty 3512.944090 = -202385.822785 nChanged 24 SP:Iteration 9Q (44067.920000 sec): 3 clusters Score: Raw -205954.198840 + Penalty 3512.944090 = -202441.254750 nChanged 23 SP:Iteration 10Q (44067.930000 sec): 3 clusters Score: Raw -206005.416873 + Penalty 3512.944090 = -202492.472783 nChanged 29 SP:Iteration 11Q (44067.930000 sec): 3 clusters Score: Raw -206047.225984 + Penalty 3512.944090 = -202534.281894 nChanged 24 SP:Iteration 12Q (44067.930000 sec): 3 clusters Score: Raw -206088.713044 + Penalty 3512.944090 = -202575.768953 nChanged 28 SP:Iteration 13Q (44067.940000 sec): 3 clusters Score: Raw -206172.932832 + Penalty 3512.944090 = -202659.988742 nChanged 33 SP:Iteration 14Q (44067.940000 sec): 3 clusters Score: Raw -206259.162641 + Penalty 3512.944090 = -202746.218551 nChanged 23 SP:Iteration 15Q (44067.950000 sec): 3 clusters Score: Raw -206308.103958 + Penalty 3512.944090 = -202795.159867 nChanged 15 SP:Iteration 16Q (44067.950000 sec): 3 clusters Score: Raw -206329.384324 + Penalty 3512.944090 = -202816.440233 nChanged 8 SP:Iteration 17Q (44067.950000 sec): 3 clusters Score: Raw -206339.413153 + Penalty 3512.944090 = -202826.469062 nChanged 7 SP:Iteration 18Q (44067.960000 sec): 3 clusters Score: Raw -206346.413765 + Penalty 3512.944090 = -202833.469674 nChanged 3 SP:Iteration 19Q (44067.960000 sec): 3 clusters Score: Raw -206351.303579 + Penalty 3512.944090 = -202838.359489 nChanged 6 SP:Iteration 20F (44067.970000 sec): 3 clusters Score: Raw -206358.056122 + Penalty 3512.944090 = -202845.112032 nChanged 4 SP:Iteration 21Q (44067.970000 sec): 3 clusters Score: Raw -206362.805452 + Penalty 3512.944090 = -202849.861362 nChanged 7 SP:Iteration 22Q (44067.970000 sec): 3 clusters Score: Raw -206373.829012 + Penalty 3512.944090 = -202860.884921 nChanged 7 SP:Iteration 23Q (44067.980000 sec): 3 clusters Score: Raw -206381.962311 + Penalty 3512.944090 = -202869.018221 nChanged 8 SP:Iteration 24Q (44067.980000 sec): 3 clusters Score: Raw -206393.161065 + Penalty 3512.944090 = -202880.216975 nChanged 4 SP:Iteration 25Q (44067.990000 sec): 3 clusters Score: Raw -206398.016149 + Penalty 3512.944090 = -202885.072059 nChanged 1 SP:Iteration 26Q (44067.990000 sec): 3 clusters Score: Raw -206398.807369 + Penalty 3512.944090 = -202885.863278 nChanged 0 SP:Iteration 27F (44067.990000 sec): 3 clusters Score: Raw -206398.807369 + Penalty 3512.944090 = -202885.863278 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (37562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44068.130000 sec): 2 clusters Score: Raw -6191897.456721 + Penalty 2612.369549 = -6189285.087172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44068.280000 sec): 3 clusters Score: Raw -6169150.199964 + Penalty 5224.739097 = -6163925.460867 nChanged 17054 SP:Iteration 1F (44068.430000 sec): 3 clusters Score: Raw -6178663.107335 + Penalty 5224.739097 = -6173438.368238 nChanged 1872 SP:Iteration 2Q (44068.580000 sec): 3 clusters Score: Raw -6179388.119476 + Penalty 5224.739097 = -6174163.380379 nChanged 1881 SP:Iteration 3F (44068.730000 sec): 3 clusters Score: Raw -6180239.051897 + Penalty 5224.739097 = -6175014.312799 nChanged 1945 SP:Iteration 4F (44068.880000 sec): 3 clusters Score: Raw -6181243.247130 + Penalty 5224.739097 = -6176018.508032 nChanged 2078 SP:Iteration 5F (44069.030000 sec): 3 clusters Score: Raw -6182399.975631 + Penalty 5224.739097 = -6177175.236533 nChanged 2166 SP:Iteration 6F (44069.180000 sec): 3 clusters Score: Raw -6183565.686789 + Penalty 5224.739097 = -6178340.947692 nChanged 2019 SP:Iteration 7F (44069.330000 sec): 3 clusters Score: Raw -6184610.321056 + Penalty 5224.739097 = -6179385.581959 nChanged 1793 SP:Iteration 8Q (44069.480000 sec): 3 clusters Score: Raw -6185443.082899 + Penalty 5224.739097 = -6180218.343802 nChanged 1531 SP:Iteration 9Q (44069.640000 sec): 3 clusters Score: Raw -6186044.243021 + Penalty 5224.739097 = -6180819.503924 nChanged 1263 SP:Iteration 10Q (44069.780000 sec): 3 clusters Score: Raw -6186486.498957 + Penalty 5224.739097 = -6181261.759860 nChanged 1050 SP:Iteration 11Q (44069.930000 sec): 3 clusters Score: Raw -6186834.864684 + Penalty 5224.739097 = -6181610.125587 nChanged 952 SP:Iteration 12Q (44070.080000 sec): 3 clusters Score: Raw -6187131.428810 + Penalty 5224.739097 = -6181906.689712 nChanged 850 SP:Iteration 13Q (44070.230000 sec): 3 clusters Score: Raw -6187380.746891 + Penalty 5224.739097 = -6182156.007793 nChanged 812 SP:Iteration 14Q (44070.380000 sec): 3 clusters Score: Raw -6187617.783388 + Penalty 5224.739097 = -6182393.044291 nChanged 844 SP:Iteration 15Q (44070.530000 sec): 3 clusters Score: Raw -6187885.542915 + Penalty 5224.739097 = -6182660.803818 nChanged 883 SP:Iteration 16Q (44070.680000 sec): 3 clusters Score: Raw -6188181.752748 + Penalty 5224.739097 = -6182957.013650 nChanged 865 SP:Iteration 17Q (44070.820000 sec): 3 clusters Score: Raw -6188486.136387 + Penalty 5224.739097 = -6183261.397290 nChanged 919 SP:Iteration 18Q (44070.970000 sec): 3 clusters Score: Raw -6188810.821004 + Penalty 5224.739097 = -6183586.081906 nChanged 866 SP:Iteration 19Q (44071.120000 sec): 3 clusters Score: Raw -6189120.480340 + Penalty 5224.739097 = -6183895.741243 nChanged 864 SP:Iteration 20F (44071.260000 sec): 3 clusters Score: Raw -6189421.412286 + Penalty 5224.739097 = -6184196.673189 nChanged 761 SP:Iteration 21Q (44071.410000 sec): 3 clusters Score: Raw -6189666.910192 + Penalty 5224.739097 = -6184442.171095 nChanged 716 SP:Iteration 22Q (44071.550000 sec): 3 clusters Score: Raw -6189900.790794 + Penalty 5224.739097 = -6184676.051697 nChanged 709 SP:Iteration 23Q (44071.690000 sec): 3 clusters Score: Raw -6190138.466220 + Penalty 5224.739097 = -6184913.727123 nChanged 644 SP:Iteration 24Q (44071.830000 sec): 3 clusters Score: Raw -6190351.319160 + Penalty 5224.739097 = -6185126.580063 nChanged 622 SP:Iteration 25Q (44071.970000 sec): 3 clusters Score: Raw -6190562.402410 + Penalty 5224.739097 = -6185337.663312 nChanged 622 SP:Iteration 26Q (44072.100000 sec): 3 clusters Score: Raw -6190771.810748 + Penalty 5224.739097 = -6185547.071650 nChanged 578 SP:Iteration 27Q (44072.240000 sec): 3 clusters Score: Raw -6190985.271917 + Penalty 5224.739097 = -6185760.532820 nChanged 563 SP:Iteration 28Q (44072.370000 sec): 3 clusters Score: Raw -6191197.674362 + Penalty 5224.739097 = -6185972.935265 nChanged 490 SP:Iteration 29Q (44072.500000 sec): 3 clusters Score: Raw -6191362.373946 + Penalty 5224.739097 = -6186137.634848 nChanged 415 SP:Iteration 30Q (44072.630000 sec): 3 clusters Score: Raw -6191509.114824 + Penalty 5224.739097 = -6186284.375726 nChanged 426 SP:Iteration 31Q (44072.760000 sec): 3 clusters Score: Raw -6191662.425040 + Penalty 5224.739097 = -6186437.685943 nChanged 392 SP:Iteration 32Q (44072.880000 sec): 3 clusters Score: Raw -6191798.520017 + Penalty 5224.739097 = -6186573.780920 nChanged 338 SP:Iteration 33Q (44073.010000 sec): 3 clusters Score: Raw -6191908.474359 + Penalty 5224.739097 = -6186683.735262 nChanged 272 SP:Iteration 34Q (44073.140000 sec): 3 clusters Score: Raw -6191993.744372 + Penalty 5224.739097 = -6186769.005274 nChanged 234 SP:Iteration 35Q (44073.260000 sec): 3 clusters Score: Raw -6192065.076690 + Penalty 5224.739097 = -6186840.337593 nChanged 219 SP:Iteration 36Q (44073.380000 sec): 3 clusters Score: Raw -6192132.586860 + Penalty 5224.739097 = -6186907.847762 nChanged 193 SP:Iteration 37Q (44073.500000 sec): 3 clusters Score: Raw -6192191.900813 + Penalty 5224.739097 = -6186967.161716 nChanged 173 SP:Iteration 38Q (44073.620000 sec): 3 clusters Score: Raw -6192240.863434 + Penalty 5224.739097 = -6187016.124337 nChanged 148 SP:Iteration 39Q (44073.740000 sec): 3 clusters Score: Raw -6192282.927977 + Penalty 5224.739097 = -6187058.188879 nChanged 122 SP:Iteration 40F (44073.890000 sec): 3 clusters Score: Raw -6192314.673443 + Penalty 5224.739097 = -6187089.934346 nChanged 107 SP:Iteration 41Q (44074.010000 sec): 3 clusters Score: Raw -6192343.140494 + Penalty 5224.739097 = -6187118.401396 nChanged 104 SP:Iteration 42Q (44074.120000 sec): 3 clusters Score: Raw -6192373.259141 + Penalty 5224.739097 = -6187148.520044 nChanged 99 SP:Iteration 43Q (44074.240000 sec): 3 clusters Score: Raw -6192402.969839 + Penalty 5224.739097 = -6187178.230741 nChanged 79 SP:Iteration 44Q (44074.360000 sec): 3 clusters Score: Raw -6192426.444106 + Penalty 5224.739097 = -6187201.705009 nChanged 78 SP:Iteration 45Q (44074.480000 sec): 3 clusters Score: Raw -6192448.096172 + Penalty 5224.739097 = -6187223.357074 nChanged 63 SP:Iteration 46Q (44074.590000 sec): 3 clusters Score: Raw -6192465.622631 + Penalty 5224.739097 = -6187240.883534 nChanged 59 SP:Iteration 47Q (44074.710000 sec): 3 clusters Score: Raw -6192481.432763 + Penalty 5224.739097 = -6187256.693666 nChanged 52 SP:Iteration 48Q (44074.820000 sec): 3 clusters Score: Raw -6192494.787121 + Penalty 5224.739097 = -6187270.048024 nChanged 51 SP:Iteration 49Q (44074.940000 sec): 3 clusters Score: Raw -6192508.130574 + Penalty 5224.739097 = -6187283.391477 nChanged 50 SP:Iteration 50Q (44075.060000 sec): 3 clusters Score: Raw -6192520.200874 + Penalty 5224.739097 = -6187295.461776 nChanged 43 SP:Iteration 51Q (44075.170000 sec): 3 clusters Score: Raw -6192530.958116 + Penalty 5224.739097 = -6187306.219018 nChanged 28 SP:Iteration 52Q (44075.290000 sec): 3 clusters Score: Raw -6192535.692837 + Penalty 5224.739097 = -6187310.953740 nChanged 16 SP:Iteration 53Q (44075.400000 sec): 3 clusters Score: Raw -6192538.859188 + Penalty 5224.739097 = -6187314.120091 nChanged 23 SP:Iteration 54Q (44075.520000 sec): 3 clusters Score: Raw -6192543.176996 + Penalty 5224.739097 = -6187318.437899 nChanged 19 SP:Iteration 55Q (44075.630000 sec): 3 clusters Score: Raw -6192546.197240 + Penalty 5224.739097 = -6187321.458142 nChanged 8 SP:Iteration 56Q (44075.750000 sec): 3 clusters Score: Raw -6192547.360935 + Penalty 5224.739097 = -6187322.621838 nChanged 7 SP:Iteration 57Q (44075.860000 sec): 3 clusters Score: Raw -6192548.718727 + Penalty 5224.739097 = -6187323.979629 nChanged 8 SP:Iteration 58Q (44075.980000 sec): 3 clusters Score: Raw -6192550.567573 + Penalty 5224.739097 = -6187325.828476 nChanged 6 SP:Iteration 59Q (44076.090000 sec): 3 clusters Score: Raw -6192551.524754 + Penalty 5224.739097 = -6187326.785657 nChanged 5 SP:Iteration 60F (44076.240000 sec): 3 clusters Score: Raw -6192552.330885 + Penalty 5224.739097 = -6187327.591787 nChanged 8 SP:Iteration 61Q (44076.360000 sec): 3 clusters Score: Raw -6192553.743706 + Penalty 5224.739097 = -6187329.004609 nChanged 8 SP:Iteration 62Q (44076.470000 sec): 3 clusters Score: Raw -6192555.164046 + Penalty 5224.739097 = -6187330.424948 nChanged 5 SP:Iteration 63Q (44076.580000 sec): 3 clusters Score: Raw -6192556.216973 + Penalty 5224.739097 = -6187331.477876 nChanged 8 SP:Iteration 64Q (44076.700000 sec): 3 clusters Score: Raw -6192557.860280 + Penalty 5224.739097 = -6187333.121182 nChanged 7 SP:Iteration 65Q (44076.810000 sec): 3 clusters Score: Raw -6192559.736519 + Penalty 5224.739097 = -6187334.997421 nChanged 13 SP:Iteration 66Q (44076.930000 sec): 3 clusters Score: Raw -6192562.732125 + Penalty 5224.739097 = -6187337.993028 nChanged 14 SP:Iteration 67Q (44077.040000 sec): 3 clusters Score: Raw -6192565.071295 + Penalty 5224.739097 = -6187340.332197 nChanged 8 SP:Iteration 68Q (44077.160000 sec): 3 clusters Score: Raw -6192566.876626 + Penalty 5224.739097 = -6187342.137529 nChanged 7 SP:Iteration 69Q (44077.270000 sec): 3 clusters Score: Raw -6192567.933330 + Penalty 5224.739097 = -6187343.194233 nChanged 4 SP:Iteration 70Q (44077.390000 sec): 3 clusters Score: Raw -6192568.546526 + Penalty 5224.739097 = -6187343.807429 nChanged 9 SP:Iteration 71Q (44077.500000 sec): 3 clusters Score: Raw -6192570.577632 + Penalty 5224.739097 = -6187345.838535 nChanged 8 SP:Iteration 72Q (44077.620000 sec): 3 clusters Score: Raw -6192572.320222 + Penalty 5224.739097 = -6187347.581125 nChanged 5 SP:Iteration 73Q (44077.730000 sec): 3 clusters Score: Raw -6192573.070938 + Penalty 5224.739097 = -6187348.331841 nChanged 5 SP:Iteration 74Q (44077.840000 sec): 3 clusters Score: Raw -6192573.942527 + Penalty 5224.739097 = -6187349.203429 nChanged 6 SP:Iteration 75Q (44077.960000 sec): 3 clusters Score: Raw -6192575.011369 + Penalty 5224.739097 = -6187350.272272 nChanged 6 SP:Iteration 76Q (44078.070000 sec): 3 clusters Score: Raw -6192576.309182 + Penalty 5224.739097 = -6187351.570085 nChanged 6 SP:Iteration 77Q (44078.190000 sec): 3 clusters Score: Raw -6192577.108651 + Penalty 5224.739097 = -6187352.369554 nChanged 6 SP:Iteration 78Q (44078.300000 sec): 3 clusters Score: Raw -6192578.164741 + Penalty 5224.739097 = -6187353.425643 nChanged 6 SP:Iteration 79Q (44078.420000 sec): 3 clusters Score: Raw -6192579.011574 + Penalty 5224.739097 = -6187354.272477 nChanged 3 SP:Iteration 80F (44078.560000 sec): 3 clusters Score: Raw -6192579.401510 + Penalty 5224.739097 = -6187354.662413 nChanged 1 SP:Iteration 81Q (44078.680000 sec): 3 clusters Score: Raw -6192579.549080 + Penalty 5224.739097 = -6187354.809983 nChanged 1 SP:Iteration 82Q (44078.790000 sec): 3 clusters Score: Raw -6192579.724455 + Penalty 5224.739097 = -6187354.985358 nChanged 2 SP:Iteration 83Q (44078.910000 sec): 3 clusters Score: Raw -6192580.109775 + Penalty 5224.739097 = -6187355.370678 nChanged 2 SP:Iteration 84Q (44079.020000 sec): 3 clusters Score: Raw -6192580.381536 + Penalty 5224.739097 = -6187355.642439 nChanged 1 SP:Iteration 85Q (44079.140000 sec): 3 clusters Score: Raw -6192580.489883 + Penalty 5224.739097 = -6187355.750786 nChanged 0 SP:Iteration 86F (44079.280000 sec): 3 clusters Score: Raw -6192580.489883 + Penalty 5224.739097 = -6187355.750786 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44079.310000 sec): 2 clusters Score: Raw -380879.445087 + Penalty 1927.538231 = -378951.906857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44079.320000 sec): 3 clusters Score: Raw -379997.296681 + Penalty 3855.076461 = -376142.220219 nChanged 820 SP:Iteration 1F (44079.320000 sec): 3 clusters Score: Raw -380574.694056 + Penalty 3855.076461 = -376719.617595 nChanged 191 SP:Iteration 2F (44079.340000 sec): 3 clusters Score: Raw -380796.494669 + Penalty 3855.076461 = -376941.418208 nChanged 127 SP:Iteration 3F (44079.340000 sec): 3 clusters Score: Raw -380990.318761 + Penalty 3855.076461 = -377135.242300 nChanged 160 SP:Iteration 4F (44079.360000 sec): 3 clusters Score: Raw -381300.886090 + Penalty 3855.076461 = -377445.809629 nChanged 183 SP:Iteration 5F (44079.360000 sec): 3 clusters Score: Raw -381747.320593 + Penalty 3855.076461 = -377892.244132 nChanged 190 SP:Iteration 6F (44079.370000 sec): 3 clusters Score: Raw -382142.691813 + Penalty 3855.076461 = -378287.615352 nChanged 139 SP:Iteration 7F (44079.380000 sec): 3 clusters Score: Raw -382405.733420 + Penalty 3855.076461 = -378550.656959 nChanged 99 SP:Iteration 8Q (44079.390000 sec): 3 clusters Score: Raw -382561.156051 + Penalty 3855.076461 = -378706.079590 nChanged 61 SP:Iteration 9Q (44079.400000 sec): 3 clusters Score: Raw -382645.165656 + Penalty 3855.076461 = -378790.089195 nChanged 38 SP:Iteration 10Q (44079.400000 sec): 3 clusters Score: Raw -382679.429864 + Penalty 3855.076461 = -378824.353402 nChanged 22 SP:Iteration 11Q (44079.410000 sec): 3 clusters Score: Raw -382700.796590 + Penalty 3855.076461 = -378845.720129 nChanged 17 SP:Iteration 12Q (44079.420000 sec): 3 clusters Score: Raw -382713.951818 + Penalty 3855.076461 = -378858.875357 nChanged 16 SP:Iteration 13Q (44079.430000 sec): 3 clusters Score: Raw -382733.562890 + Penalty 3855.076461 = -378878.486429 nChanged 15 SP:Iteration 14Q (44079.430000 sec): 3 clusters Score: Raw -382748.521806 + Penalty 3855.076461 = -378893.445345 nChanged 7 SP:Iteration 15Q (44079.440000 sec): 3 clusters Score: Raw -382757.085259 + Penalty 3855.076461 = -378902.008798 nChanged 9 SP:Iteration 16Q (44079.450000 sec): 3 clusters Score: Raw -382765.212730 + Penalty 3855.076461 = -378910.136268 nChanged 4 SP:Iteration 17Q (44079.460000 sec): 3 clusters Score: Raw -382767.597375 + Penalty 3855.076461 = -378912.520914 nChanged 3 SP:Iteration 18Q (44079.460000 sec): 3 clusters Score: Raw -382769.755916 + Penalty 3855.076461 = -378914.679455 nChanged 4 SP:Iteration 19Q (44079.470000 sec): 3 clusters Score: Raw -382771.979692 + Penalty 3855.076461 = -378916.903231 nChanged 3 SP:Iteration 20F (44079.480000 sec): 3 clusters Score: Raw -382774.215456 + Penalty 3855.076461 = -378919.138995 nChanged 2 SP:Iteration 21Q (44079.490000 sec): 3 clusters Score: Raw -382775.228162 + Penalty 3855.076461 = -378920.151701 nChanged 3 SP:Iteration 22Q (44079.500000 sec): 3 clusters Score: Raw -382778.372480 + Penalty 3855.076461 = -378923.296019 nChanged 5 SP:Iteration 23Q (44079.500000 sec): 3 clusters Score: Raw -382781.998925 + Penalty 3855.076461 = -378926.922463 nChanged 5 SP:Iteration 24Q (44079.510000 sec): 3 clusters Score: Raw -382785.362992 + Penalty 3855.076461 = -378930.286531 nChanged 2 SP:Iteration 25Q (44079.520000 sec): 3 clusters Score: Raw -382785.933291 + Penalty 3855.076461 = -378930.856829 nChanged 1 SP:Iteration 26Q (44079.530000 sec): 3 clusters Score: Raw -382786.314786 + Penalty 3855.076461 = -378931.238325 nChanged 0 SP:Iteration 27F (44079.540000 sec): 3 clusters Score: Raw -382786.314786 + Penalty 3855.076461 = -378931.238325 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (4652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44079.560000 sec): 2 clusters Score: Raw -752381.858352 + Penalty 2094.373023 = -750287.485328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44079.580000 sec): 3 clusters Score: Raw -750244.185013 + Penalty 4188.746047 = -746055.438967 nChanged 1780 SP:Iteration 1F (44079.600000 sec): 3 clusters Score: Raw -751462.300053 + Penalty 4188.746047 = -747273.554006 nChanged 374 SP:Iteration 2F (44079.610000 sec): 3 clusters Score: Raw -751812.369445 + Penalty 4188.746047 = -747623.623399 nChanged 290 SP:Iteration 3F (44079.630000 sec): 3 clusters Score: Raw -752076.413939 + Penalty 4188.746047 = -747887.667893 nChanged 247 SP:Iteration 4F (44079.650000 sec): 3 clusters Score: Raw -752268.565557 + Penalty 4188.746047 = -748079.819510 nChanged 240 SP:Iteration 5F (44079.670000 sec): 3 clusters Score: Raw -752433.463220 + Penalty 4188.746047 = -748244.717173 nChanged 212 SP:Iteration 6Q (44079.680000 sec): 3 clusters Score: Raw -752583.014202 + Penalty 4188.746047 = -748394.268155 nChanged 216 SP:Iteration 7Q (44079.700000 sec): 3 clusters Score: Raw -752753.894555 + Penalty 4188.746047 = -748565.148508 nChanged 207 SP:Iteration 8Q (44079.720000 sec): 3 clusters Score: Raw -752911.617954 + Penalty 4188.746047 = -748722.871908 nChanged 191 SP:Iteration 9Q (44079.740000 sec): 3 clusters Score: Raw -753042.759041 + Penalty 4188.746047 = -748854.012994 nChanged 143 SP:Iteration 10Q (44079.760000 sec): 3 clusters Score: Raw -753143.351663 + Penalty 4188.746047 = -748954.605616 nChanged 136 SP:Iteration 11Q (44079.780000 sec): 3 clusters Score: Raw -753242.932989 + Penalty 4188.746047 = -749054.186942 nChanged 110 SP:Iteration 12Q (44079.790000 sec): 3 clusters Score: Raw -753322.124464 + Penalty 4188.746047 = -749133.378417 nChanged 91 SP:Iteration 13Q (44079.810000 sec): 3 clusters Score: Raw -753378.553044 + Penalty 4188.746047 = -749189.806997 nChanged 79 SP:Iteration 14Q (44079.830000 sec): 3 clusters Score: Raw -753429.091812 + Penalty 4188.746047 = -749240.345765 nChanged 62 SP:Iteration 15Q (44079.840000 sec): 3 clusters Score: Raw -753462.671677 + Penalty 4188.746047 = -749273.925630 nChanged 57 SP:Iteration 16Q (44079.860000 sec): 3 clusters Score: Raw -753494.745846 + Penalty 4188.746047 = -749305.999800 nChanged 44 SP:Iteration 17Q (44079.880000 sec): 3 clusters Score: Raw -753520.804053 + Penalty 4188.746047 = -749332.058007 nChanged 32 SP:Iteration 18Q (44079.900000 sec): 3 clusters Score: Raw -753538.352829 + Penalty 4188.746047 = -749349.606782 nChanged 30 SP:Iteration 19Q (44079.920000 sec): 3 clusters Score: Raw -753555.925764 + Penalty 4188.746047 = -749367.179717 nChanged 17 SP:Iteration 20F (44079.930000 sec): 3 clusters Score: Raw -753564.255217 + Penalty 4188.746047 = -749375.509171 nChanged 17 SP:Iteration 21Q (44079.950000 sec): 3 clusters Score: Raw -753573.586597 + Penalty 4188.746047 = -749384.840550 nChanged 16 SP:Iteration 22Q (44079.970000 sec): 3 clusters Score: Raw -753583.406900 + Penalty 4188.746047 = -749394.660853 nChanged 26 SP:Iteration 23Q (44079.990000 sec): 3 clusters Score: Raw -753596.036682 + Penalty 4188.746047 = -749407.290635 nChanged 16 SP:Iteration 24Q (44080.000000 sec): 3 clusters Score: Raw -753604.198682 + Penalty 4188.746047 = -749415.452635 nChanged 11 SP:Iteration 25Q (44080.020000 sec): 3 clusters Score: Raw -753608.751895 + Penalty 4188.746047 = -749420.005848 nChanged 9 SP:Iteration 26Q (44080.040000 sec): 3 clusters Score: Raw -753613.940524 + Penalty 4188.746047 = -749425.194478 nChanged 11 SP:Iteration 27Q (44080.060000 sec): 3 clusters Score: Raw -753619.424639 + Penalty 4188.746047 = -749430.678592 nChanged 6 SP:Iteration 28Q (44080.070000 sec): 3 clusters Score: Raw -753622.836842 + Penalty 4188.746047 = -749434.090795 nChanged 6 SP:Iteration 29Q (44080.090000 sec): 3 clusters Score: Raw -753625.050581 + Penalty 4188.746047 = -749436.304534 nChanged 4 SP:Iteration 30Q (44080.110000 sec): 3 clusters Score: Raw -753626.154769 + Penalty 4188.746047 = -749437.408723 nChanged 2 SP:Iteration 31Q (44080.130000 sec): 3 clusters Score: Raw -753626.792759 + Penalty 4188.746047 = -749438.046712 nChanged 1 SP:Iteration 32Q (44080.140000 sec): 3 clusters Score: Raw -753627.244084 + Penalty 4188.746047 = -749438.498037 nChanged 1 SP:Iteration 33Q (44080.160000 sec): 3 clusters Score: Raw -753628.031659 + Penalty 4188.746047 = -749439.285612 nChanged 3 SP:Iteration 34Q (44080.180000 sec): 3 clusters Score: Raw -753629.311834 + Penalty 4188.746047 = -749440.565787 nChanged 6 SP:Iteration 35Q (44080.200000 sec): 3 clusters Score: Raw -753632.942719 + Penalty 4188.746047 = -749444.196672 nChanged 9 SP:Iteration 36Q (44080.210000 sec): 3 clusters Score: Raw -753635.998592 + Penalty 4188.746047 = -749447.252546 nChanged 8 SP:Iteration 37Q (44080.230000 sec): 3 clusters Score: Raw -753639.786844 + Penalty 4188.746047 = -749451.040797 nChanged 10 SP:Iteration 38Q (44080.250000 sec): 3 clusters Score: Raw -753647.111631 + Penalty 4188.746047 = -749458.365585 nChanged 10 SP:Iteration 39Q (44080.260000 sec): 3 clusters Score: Raw -753653.603430 + Penalty 4188.746047 = -749464.857383 nChanged 10 SP:Iteration 40F (44080.280000 sec): 3 clusters Score: Raw -753658.876170 + Penalty 4188.746047 = -749470.130123 nChanged 8 SP:Iteration 41Q (44080.300000 sec): 3 clusters Score: Raw -753663.186888 + Penalty 4188.746047 = -749474.440842 nChanged 7 SP:Iteration 42Q (44080.320000 sec): 3 clusters Score: Raw -753668.132060 + Penalty 4188.746047 = -749479.386013 nChanged 7 SP:Iteration 43Q (44080.340000 sec): 3 clusters Score: Raw -753673.019680 + Penalty 4188.746047 = -749484.273633 nChanged 8 SP:Iteration 44Q (44080.350000 sec): 3 clusters Score: Raw -753679.792804 + Penalty 4188.746047 = -749491.046758 nChanged 10 SP:Iteration 45Q (44080.370000 sec): 3 clusters Score: Raw -753685.704901 + Penalty 4188.746047 = -749496.958855 nChanged 8 SP:Iteration 46Q (44080.380000 sec): 3 clusters Score: Raw -753691.066297 + Penalty 4188.746047 = -749502.320250 nChanged 6 SP:Iteration 47Q (44080.400000 sec): 3 clusters Score: Raw -753697.875630 + Penalty 4188.746047 = -749509.129583 nChanged 5 SP:Iteration 48Q (44080.420000 sec): 3 clusters Score: Raw -753700.517888 + Penalty 4188.746047 = -749511.771841 nChanged 2 SP:Iteration 49Q (44080.440000 sec): 3 clusters Score: Raw -753701.574765 + Penalty 4188.746047 = -749512.828719 nChanged 2 SP:Iteration 50Q (44080.450000 sec): 3 clusters Score: Raw -753702.564817 + Penalty 4188.746047 = -749513.818770 nChanged 2 SP:Iteration 51Q (44080.470000 sec): 3 clusters Score: Raw -753704.278836 + Penalty 4188.746047 = -749515.532789 nChanged 3 SP:Iteration 52Q (44080.480000 sec): 3 clusters Score: Raw -753707.146168 + Penalty 4188.746047 = -749518.400121 nChanged 4 SP:Iteration 53Q (44080.500000 sec): 3 clusters Score: Raw -753709.182047 + Penalty 4188.746047 = -749520.436001 nChanged 1 SP:Iteration 54Q (44080.520000 sec): 3 clusters Score: Raw -753709.944815 + Penalty 4188.746047 = -749521.198768 nChanged 0 SP:Iteration 55F (44080.540000 sec): 3 clusters Score: Raw -753709.944815 + Penalty 4188.746047 = -749521.198768 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (1120783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44084.350000 sec): 2 clusters Score: Raw -195508290.295441 + Penalty 3454.525450 = -195504835.769991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44088.960000 sec): 3 clusters Score: Raw -194750970.461146 + Penalty 6909.050901 = -194744061.410246 nChanged 550193 SP:Iteration 1F (44093.550000 sec): 3 clusters Score: Raw -195085934.588573 + Penalty 6909.050901 = -195079025.537672 nChanged 22529 SP:Iteration 2Q (44098.210000 sec): 3 clusters Score: Raw -195089729.587226 + Penalty 6909.050901 = -195082820.536325 nChanged 26137 SP:Iteration 3Q (44102.890000 sec): 3 clusters Score: Raw -195095257.487352 + Penalty 6909.050901 = -195088348.436451 nChanged 31509 SP:Iteration 4Q (44107.570000 sec): 3 clusters Score: Raw -195104035.497427 + Penalty 6909.050901 = -195097126.446526 nChanged 39106 SP:Iteration 5Q (44112.240000 sec): 3 clusters Score: Raw -195118289.597294 + Penalty 6909.050901 = -195111380.546393 nChanged 48921 SP:Iteration 6Q (44116.930000 sec): 3 clusters Score: Raw -195141009.737231 + Penalty 6909.050901 = -195134100.686331 nChanged 58446 SP:Iteration 7F (44121.510000 sec): 3 clusters Score: Raw -195174310.850981 + Penalty 6909.050901 = -195167401.800080 nChanged 66480 SP:Iteration 8F (44126.100000 sec): 3 clusters Score: Raw -195217741.578078 + Penalty 6909.050901 = -195210832.527177 nChanged 70774 SP:Iteration 9F (44130.690000 sec): 3 clusters Score: Raw -195267663.800431 + Penalty 6909.050901 = -195260754.749531 nChanged 70893 SP:Iteration 10F (44135.250000 sec): 3 clusters Score: Raw -195320003.500460 + Penalty 6909.050901 = -195313094.449560 nChanged 66874 SP:Iteration 11F (44139.810000 sec): 3 clusters Score: Raw -195370722.884056 + Penalty 6909.050901 = -195363813.833156 nChanged 59374 SP:Iteration 12F (44144.360000 sec): 3 clusters Score: Raw -195416267.414970 + Penalty 6909.050901 = -195409358.364070 nChanged 47783 SP:Iteration 13Q (44148.450000 sec): 3 clusters Score: Raw -195452547.565241 + Penalty 6909.050901 = -195445638.514341 nChanged 34403 SP:Iteration 14Q (44152.330000 sec): 3 clusters Score: Raw -195477795.472752 + Penalty 6909.050901 = -195470886.421851 nChanged 22385 SP:Iteration 15Q (44156.050000 sec): 3 clusters Score: Raw -195492985.717066 + Penalty 6909.050901 = -195486076.666166 nChanged 12998 SP:Iteration 16Q (44159.560000 sec): 3 clusters Score: Raw -195500811.870873 + Penalty 6909.050901 = -195493902.819972 nChanged 7439 SP:Iteration 17Q (44162.960000 sec): 3 clusters Score: Raw -195504778.835783 + Penalty 6909.050901 = -195497869.784883 nChanged 4270 SP:Iteration 18Q (44166.280000 sec): 3 clusters Score: Raw -195506788.916566 + Penalty 6909.050901 = -195499879.865665 nChanged 2462 SP:Iteration 19Q (44169.550000 sec): 3 clusters Score: Raw -195507803.152341 + Penalty 6909.050901 = -195500894.101440 nChanged 1519 SP:Iteration 20F (44174.060000 sec): 3 clusters Score: Raw -195508366.783175 + Penalty 6909.050901 = -195501457.732274 nChanged 988 SP:Iteration 21Q (44177.280000 sec): 3 clusters Score: Raw -195508717.500680 + Penalty 6909.050901 = -195501808.449779 nChanged 685 SP:Iteration 22Q (44180.490000 sec): 3 clusters Score: Raw -195508935.665749 + Penalty 6909.050901 = -195502026.614848 nChanged 496 SP:Iteration 23Q (44183.680000 sec): 3 clusters Score: Raw -195509080.377836 + Penalty 6909.050901 = -195502171.326935 nChanged 373 SP:Iteration 24Q (44186.870000 sec): 3 clusters Score: Raw -195509198.483353 + Penalty 6909.050901 = -195502289.432453 nChanged 310 SP:Iteration 25Q (44190.050000 sec): 3 clusters Score: Raw -195509283.167354 + Penalty 6909.050901 = -195502374.116453 nChanged 247 SP:Iteration 26Q (44193.230000 sec): 3 clusters Score: Raw -195509346.030935 + Penalty 6909.050901 = -195502436.980035 nChanged 187 SP:Iteration 27Q (44196.400000 sec): 3 clusters Score: Raw -195509391.658692 + Penalty 6909.050901 = -195502482.607791 nChanged 163 SP:Iteration 28Q (44199.560000 sec): 3 clusters Score: Raw -195509428.644682 + Penalty 6909.050901 = -195502519.593781 nChanged 133 SP:Iteration 29Q (44202.730000 sec): 3 clusters Score: Raw -195509454.318868 + Penalty 6909.050901 = -195502545.267967 nChanged 99 SP:Iteration 30Q (44205.900000 sec): 3 clusters Score: Raw -195509472.390103 + Penalty 6909.050901 = -195502563.339202 nChanged 75 SP:Iteration 31Q (44209.080000 sec): 3 clusters Score: Raw -195509485.277255 + Penalty 6909.050901 = -195502576.226355 nChanged 63 SP:Iteration 32Q (44212.250000 sec): 3 clusters Score: Raw -195509496.204995 + Penalty 6909.050901 = -195502587.154095 nChanged 64 SP:Iteration 33Q (44215.410000 sec): 3 clusters Score: Raw -195509506.385266 + Penalty 6909.050901 = -195502597.334366 nChanged 44 SP:Iteration 34Q (44218.570000 sec): 3 clusters Score: Raw -195509513.029602 + Penalty 6909.050901 = -195502603.978701 nChanged 44 SP:Iteration 35Q (44221.730000 sec): 3 clusters Score: Raw -195509519.909143 + Penalty 6909.050901 = -195502610.858243 nChanged 33 SP:Iteration 36Q (44224.890000 sec): 3 clusters Score: Raw -195509524.994048 + Penalty 6909.050901 = -195502615.943147 nChanged 36 SP:Iteration 37Q (44228.050000 sec): 3 clusters Score: Raw -195509530.449165 + Penalty 6909.050901 = -195502621.398265 nChanged 24 SP:Iteration 38Q (44231.210000 sec): 3 clusters Score: Raw -195509534.186733 + Penalty 6909.050901 = -195502625.135832 nChanged 15 SP:Iteration 39Q (44234.370000 sec): 3 clusters Score: Raw -195509536.298584 + Penalty 6909.050901 = -195502627.247684 nChanged 18 SP:Iteration 40F (44238.880000 sec): 3 clusters Score: Raw -195509538.816495 + Penalty 6909.050901 = -195502629.765595 nChanged 23 SP:Iteration 41Q (44242.050000 sec): 3 clusters Score: Raw -195509542.149250 + Penalty 6909.050901 = -195502633.098350 nChanged 15 SP:Iteration 42Q (44245.210000 sec): 3 clusters Score: Raw -195509544.037659 + Penalty 6909.050901 = -195502634.986758 nChanged 12 SP:Iteration 43Q (44248.370000 sec): 3 clusters Score: Raw -195509545.509047 + Penalty 6909.050901 = -195502636.458146 nChanged 9 SP:Iteration 44Q (44251.540000 sec): 3 clusters Score: Raw -195509546.473152 + Penalty 6909.050901 = -195502637.422251 nChanged 7 SP:Iteration 45Q (44254.700000 sec): 3 clusters Score: Raw -195509547.209691 + Penalty 6909.050901 = -195502638.158790 nChanged 5 SP:Iteration 46Q (44257.870000 sec): 3 clusters Score: Raw -195509547.806204 + Penalty 6909.050901 = -195502638.755303 nChanged 6 SP:Iteration 47Q (44261.030000 sec): 3 clusters Score: Raw -195509548.537743 + Penalty 6909.050901 = -195502639.486843 nChanged 9 SP:Iteration 48Q (44264.200000 sec): 3 clusters Score: Raw -195509549.544588 + Penalty 6909.050901 = -195502640.493687 nChanged 6 SP:Iteration 49Q (44267.360000 sec): 3 clusters Score: Raw -195509550.180432 + Penalty 6909.050901 = -195502641.129531 nChanged 5 SP:Iteration 50Q (44270.520000 sec): 3 clusters Score: Raw -195509550.607652 + Penalty 6909.050901 = -195502641.556752 nChanged 2 SP:Iteration 51Q (44273.700000 sec): 3 clusters Score: Raw -195509550.859980 + Penalty 6909.050901 = -195502641.809080 nChanged 1 SP:Iteration 52Q (44276.860000 sec): 3 clusters Score: Raw -195509550.982947 + Penalty 6909.050901 = -195502641.932046 nChanged 3 SP:Iteration 53Q (44280.020000 sec): 3 clusters Score: Raw -195509551.366535 + Penalty 6909.050901 = -195502642.315635 nChanged 4 SP:Iteration 54Q (44283.180000 sec): 3 clusters Score: Raw -195509551.822925 + Penalty 6909.050901 = -195502642.772025 nChanged 4 SP:Iteration 55Q (44286.340000 sec): 3 clusters Score: Raw -195509552.227704 + Penalty 6909.050901 = -195502643.176804 nChanged 6 SP:Iteration 56Q (44289.500000 sec): 3 clusters Score: Raw -195509552.894786 + Penalty 6909.050901 = -195502643.843886 nChanged 6 SP:Iteration 57Q (44292.670000 sec): 3 clusters Score: Raw -195509553.495433 + Penalty 6909.050901 = -195502644.444532 nChanged 3 SP:Iteration 58Q (44295.830000 sec): 3 clusters Score: Raw -195509553.894440 + Penalty 6909.050901 = -195502644.843539 nChanged 6 SP:Iteration 59Q (44298.990000 sec): 3 clusters Score: Raw -195509554.818023 + Penalty 6909.050901 = -195502645.767123 nChanged 10 SP:Iteration 60F (44303.510000 sec): 3 clusters Score: Raw -195509556.270560 + Penalty 6909.050901 = -195502647.219659 nChanged 10 SP:Iteration 61Q (44306.670000 sec): 3 clusters Score: Raw -195509557.446655 + Penalty 6909.050901 = -195502648.395754 nChanged 8 SP:Iteration 62Q (44309.840000 sec): 3 clusters Score: Raw -195509558.588469 + Penalty 6909.050901 = -195502649.537568 nChanged 7 SP:Iteration 63Q (44313.000000 sec): 3 clusters Score: Raw -195509559.475790 + Penalty 6909.050901 = -195502650.424889 nChanged 8 SP:Iteration 64Q (44316.160000 sec): 3 clusters Score: Raw -195509560.793124 + Penalty 6909.050901 = -195502651.742224 nChanged 9 SP:Iteration 65Q (44319.320000 sec): 3 clusters Score: Raw -195509561.963708 + Penalty 6909.050901 = -195502652.912807 nChanged 6 SP:Iteration 66Q (44322.490000 sec): 3 clusters Score: Raw -195509562.956037 + Penalty 6909.050901 = -195502653.905137 nChanged 10 SP:Iteration 67Q (44325.650000 sec): 3 clusters Score: Raw -195509564.269962 + Penalty 6909.050901 = -195502655.219061 nChanged 7 SP:Iteration 68Q (44328.810000 sec): 3 clusters Score: Raw -195509565.440663 + Penalty 6909.050901 = -195502656.389762 nChanged 13 SP:Iteration 69Q (44331.970000 sec): 3 clusters Score: Raw -195509567.350892 + Penalty 6909.050901 = -195502658.299991 nChanged 11 SP:Iteration 70Q (44335.130000 sec): 3 clusters Score: Raw -195509568.601133 + Penalty 6909.050901 = -195502659.550233 nChanged 12 SP:Iteration 71Q (44338.300000 sec): 3 clusters Score: Raw -195509570.070750 + Penalty 6909.050901 = -195502661.019850 nChanged 8 SP:Iteration 72Q (44341.460000 sec): 3 clusters Score: Raw -195509571.011599 + Penalty 6909.050901 = -195502661.960698 nChanged 6 SP:Iteration 73Q (44344.620000 sec): 3 clusters Score: Raw -195509571.805552 + Penalty 6909.050901 = -195502662.754651 nChanged 12 SP:Iteration 74Q (44347.780000 sec): 3 clusters Score: Raw -195509573.335826 + Penalty 6909.050901 = -195502664.284926 nChanged 10 SP:Iteration 75Q (44350.940000 sec): 3 clusters Score: Raw -195509574.696224 + Penalty 6909.050901 = -195502665.645323 nChanged 7 SP:Iteration 76Q (44354.100000 sec): 3 clusters Score: Raw -195509575.578682 + Penalty 6909.050901 = -195502666.527782 nChanged 4 SP:Iteration 77Q (44357.260000 sec): 3 clusters Score: Raw -195509576.102235 + Penalty 6909.050901 = -195502667.051334 nChanged 5 SP:Iteration 78Q (44360.420000 sec): 3 clusters Score: Raw -195509576.784498 + Penalty 6909.050901 = -195502667.733598 nChanged 7 SP:Iteration 79Q (44363.580000 sec): 3 clusters Score: Raw -195509577.684728 + Penalty 6909.050901 = -195502668.633828 nChanged 4 SP:Iteration 80F (44368.090000 sec): 3 clusters Score: Raw -195509578.144152 + Penalty 6909.050901 = -195502669.093252 nChanged 5 SP:Iteration 81Q (44371.250000 sec): 3 clusters Score: Raw -195509578.781703 + Penalty 6909.050901 = -195502669.730803 nChanged 6 SP:Iteration 82Q (44374.420000 sec): 3 clusters Score: Raw -195509579.415387 + Penalty 6909.050901 = -195502670.364486 nChanged 3 SP:Iteration 83Q (44377.580000 sec): 3 clusters Score: Raw -195509579.772773 + Penalty 6909.050901 = -195502670.721872 nChanged 4 SP:Iteration 84Q (44380.740000 sec): 3 clusters Score: Raw -195509580.341882 + Penalty 6909.050901 = -195502671.290981 nChanged 4 SP:Iteration 85Q (44383.900000 sec): 3 clusters Score: Raw -195509580.859842 + Penalty 6909.050901 = -195502671.808941 nChanged 6 SP:Iteration 86Q (44387.060000 sec): 3 clusters Score: Raw -195509581.670955 + Penalty 6909.050901 = -195502672.620054 nChanged 7 SP:Iteration 87Q (44390.220000 sec): 3 clusters Score: Raw -195509582.658077 + Penalty 6909.050901 = -195502673.607176 nChanged 5 SP:Iteration 88Q (44393.380000 sec): 3 clusters Score: Raw -195509583.276857 + Penalty 6909.050901 = -195502674.225957 nChanged 4 SP:Iteration 89Q (44396.540000 sec): 3 clusters Score: Raw -195509583.757078 + Penalty 6909.050901 = -195502674.706178 nChanged 6 SP:Iteration 90Q (44399.700000 sec): 3 clusters Score: Raw -195509584.477299 + Penalty 6909.050901 = -195502675.426398 nChanged 7 SP:Iteration 91Q (44402.870000 sec): 3 clusters Score: Raw -195509585.316714 + Penalty 6909.050901 = -195502676.265814 nChanged 4 SP:Iteration 92Q (44406.030000 sec): 3 clusters Score: Raw -195509585.744173 + Penalty 6909.050901 = -195502676.693272 nChanged 0 SP:Iteration 93F (44410.520000 sec): 3 clusters Score: Raw -195509585.744173 + Penalty 6909.050901 = -195502676.693272 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (147548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44411.300000 sec): 2 clusters Score: Raw -25512033.604572 + Penalty 2951.673389 = -25509081.931183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44411.910000 sec): 3 clusters Score: Raw -25415936.357962 + Penalty 5903.346777 = -25410033.011184 nChanged 70414 SP:Iteration 1F (44412.510000 sec): 3 clusters Score: Raw -25457373.545838 + Penalty 5903.346777 = -25451470.199061 nChanged 4621 SP:Iteration 2Q (44413.120000 sec): 3 clusters Score: Raw -25458483.372894 + Penalty 5903.346777 = -25452580.026116 nChanged 5131 SP:Iteration 3Q (44413.740000 sec): 3 clusters Score: Raw -25459903.987636 + Penalty 5903.346777 = -25454000.640859 nChanged 5581 SP:Iteration 4Q (44414.350000 sec): 3 clusters Score: Raw -25461735.700457 + Penalty 5903.346777 = -25455832.353679 nChanged 6359 SP:Iteration 5Q (44414.970000 sec): 3 clusters Score: Raw -25464224.615017 + Penalty 5903.346777 = -25458321.268240 nChanged 7480 SP:Iteration 6F (44415.570000 sec): 3 clusters Score: Raw -25467924.846943 + Penalty 5903.346777 = -25462021.500165 nChanged 8963 SP:Iteration 7F (44416.170000 sec): 3 clusters Score: Raw -25473415.273749 + Penalty 5903.346777 = -25467511.926971 nChanged 10352 SP:Iteration 8F (44416.770000 sec): 3 clusters Score: Raw -25480946.030643 + Penalty 5903.346777 = -25475042.683865 nChanged 10540 SP:Iteration 9F (44417.370000 sec): 3 clusters Score: Raw -25489490.274408 + Penalty 5903.346777 = -25483586.927630 nChanged 9494 SP:Iteration 10F (44417.960000 sec): 3 clusters Score: Raw -25497854.647801 + Penalty 5903.346777 = -25491951.301024 nChanged 7250 SP:Iteration 11Q (44418.550000 sec): 3 clusters Score: Raw -25504520.890116 + Penalty 5903.346777 = -25498617.543339 nChanged 4521 SP:Iteration 12Q (44419.100000 sec): 3 clusters Score: Raw -25508711.148262 + Penalty 5903.346777 = -25502807.801484 nChanged 2266 SP:Iteration 13Q (44419.590000 sec): 3 clusters Score: Raw -25510791.975505 + Penalty 5903.346777 = -25504888.628728 nChanged 962 SP:Iteration 14Q (44420.050000 sec): 3 clusters Score: Raw -25511676.054974 + Penalty 5903.346777 = -25505772.708197 nChanged 344 SP:Iteration 15Q (44420.480000 sec): 3 clusters Score: Raw -25512003.845504 + Penalty 5903.346777 = -25506100.498727 nChanged 156 SP:Iteration 16Q (44420.900000 sec): 3 clusters Score: Raw -25512169.911317 + Penalty 5903.346777 = -25506266.564539 nChanged 69 SP:Iteration 17Q (44421.320000 sec): 3 clusters Score: Raw -25512254.215367 + Penalty 5903.346777 = -25506350.868589 nChanged 35 SP:Iteration 18Q (44421.730000 sec): 3 clusters Score: Raw -25512296.037954 + Penalty 5903.346777 = -25506392.691176 nChanged 21 SP:Iteration 19Q (44422.150000 sec): 3 clusters Score: Raw -25512312.588803 + Penalty 5903.346777 = -25506409.242026 nChanged 9 SP:Iteration 20F (44422.740000 sec): 3 clusters Score: Raw -25512320.958797 + Penalty 5903.346777 = -25506417.612019 nChanged 7 SP:Iteration 21Q (44423.150000 sec): 3 clusters Score: Raw -25512326.535240 + Penalty 5903.346777 = -25506423.188463 nChanged 3 SP:Iteration 22Q (44423.570000 sec): 3 clusters Score: Raw -25512329.184716 + Penalty 5903.346777 = -25506425.837938 nChanged 0 SP:Iteration 23F (44424.170000 sec): 3 clusters Score: Raw -25512329.184716 + Penalty 5903.346777 = -25506425.837938 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (10067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44424.250000 sec): 2 clusters Score: Raw -1717306.545049 + Penalty 2285.820471 = -1715020.724578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44424.290000 sec): 3 clusters Score: Raw -1711905.525337 + Penalty 4571.640941 = -1707333.884396 nChanged 4175 SP:Iteration 1F (44424.330000 sec): 3 clusters Score: Raw -1714109.592400 + Penalty 4571.640941 = -1709537.951459 nChanged 659 SP:Iteration 2F (44424.370000 sec): 3 clusters Score: Raw -1714432.605986 + Penalty 4571.640941 = -1709860.965045 nChanged 547 SP:Iteration 3F (44424.400000 sec): 3 clusters Score: Raw -1714676.861488 + Penalty 4571.640941 = -1710105.220547 nChanged 450 SP:Iteration 4Q (44424.440000 sec): 3 clusters Score: Raw -1714876.448123 + Penalty 4571.640941 = -1710304.807182 nChanged 401 SP:Iteration 5Q (44424.480000 sec): 3 clusters Score: Raw -1715055.431946 + Penalty 4571.640941 = -1710483.791005 nChanged 377 SP:Iteration 6Q (44424.520000 sec): 3 clusters Score: Raw -1715251.849385 + Penalty 4571.640941 = -1710680.208444 nChanged 406 SP:Iteration 7Q (44424.560000 sec): 3 clusters Score: Raw -1715472.352508 + Penalty 4571.640941 = -1710900.711567 nChanged 412 SP:Iteration 8Q (44424.600000 sec): 3 clusters Score: Raw -1715707.423443 + Penalty 4571.640941 = -1711135.782502 nChanged 408 SP:Iteration 9Q (44424.640000 sec): 3 clusters Score: Raw -1715940.517025 + Penalty 4571.640941 = -1711368.876084 nChanged 401 SP:Iteration 10Q (44424.680000 sec): 3 clusters Score: Raw -1716158.325672 + Penalty 4571.640941 = -1711586.684730 nChanged 365 SP:Iteration 11Q (44424.720000 sec): 3 clusters Score: Raw -1716336.342146 + Penalty 4571.640941 = -1711764.701204 nChanged 302 SP:Iteration 12Q (44424.760000 sec): 3 clusters Score: Raw -1716475.659483 + Penalty 4571.640941 = -1711904.018542 nChanged 285 SP:Iteration 13Q (44424.800000 sec): 3 clusters Score: Raw -1716601.534920 + Penalty 4571.640941 = -1712029.893979 nChanged 251 SP:Iteration 14Q (44424.840000 sec): 3 clusters Score: Raw -1716708.515026 + Penalty 4571.640941 = -1712136.874085 nChanged 214 SP:Iteration 15Q (44424.880000 sec): 3 clusters Score: Raw -1716794.839458 + Penalty 4571.640941 = -1712223.198517 nChanged 193 SP:Iteration 16Q (44424.920000 sec): 3 clusters Score: Raw -1716873.273996 + Penalty 4571.640941 = -1712301.633055 nChanged 176 SP:Iteration 17Q (44424.960000 sec): 3 clusters Score: Raw -1716948.232190 + Penalty 4571.640941 = -1712376.591249 nChanged 155 SP:Iteration 18Q (44425.000000 sec): 3 clusters Score: Raw -1717013.783764 + Penalty 4571.640941 = -1712442.142822 nChanged 147 SP:Iteration 19Q (44425.040000 sec): 3 clusters Score: Raw -1717073.767447 + Penalty 4571.640941 = -1712502.126506 nChanged 134 SP:Iteration 20F (44425.080000 sec): 3 clusters Score: Raw -1717120.970748 + Penalty 4571.640941 = -1712549.329806 nChanged 122 SP:Iteration 21Q (44425.120000 sec): 3 clusters Score: Raw -1717171.295197 + Penalty 4571.640941 = -1712599.654256 nChanged 109 SP:Iteration 22Q (44425.160000 sec): 3 clusters Score: Raw -1717208.398357 + Penalty 4571.640941 = -1712636.757416 nChanged 92 SP:Iteration 23Q (44425.190000 sec): 3 clusters Score: Raw -1717236.081791 + Penalty 4571.640941 = -1712664.440850 nChanged 77 SP:Iteration 24Q (44425.230000 sec): 3 clusters Score: Raw -1717258.806467 + Penalty 4571.640941 = -1712687.165525 nChanged 75 SP:Iteration 25Q (44425.270000 sec): 3 clusters Score: Raw -1717283.745224 + Penalty 4571.640941 = -1712712.104283 nChanged 83 SP:Iteration 26Q (44425.310000 sec): 3 clusters Score: Raw -1717313.192560 + Penalty 4571.640941 = -1712741.551619 nChanged 82 SP:Iteration 27Q (44425.350000 sec): 3 clusters Score: Raw -1717345.837297 + Penalty 4571.640941 = -1712774.196356 nChanged 74 SP:Iteration 28Q (44425.390000 sec): 3 clusters Score: Raw -1717375.587911 + Penalty 4571.640941 = -1712803.946970 nChanged 82 SP:Iteration 29Q (44425.430000 sec): 3 clusters Score: Raw -1717410.779775 + Penalty 4571.640941 = -1712839.138833 nChanged 76 SP:Iteration 30Q (44425.470000 sec): 3 clusters Score: Raw -1717443.234207 + Penalty 4571.640941 = -1712871.593266 nChanged 75 SP:Iteration 31Q (44425.500000 sec): 3 clusters Score: Raw -1717480.037636 + Penalty 4571.640941 = -1712908.396694 nChanged 59 SP:Iteration 32Q (44425.540000 sec): 3 clusters Score: Raw -1717503.334166 + Penalty 4571.640941 = -1712931.693225 nChanged 36 SP:Iteration 33Q (44425.580000 sec): 3 clusters Score: Raw -1717515.278997 + Penalty 4571.640941 = -1712943.638056 nChanged 34 SP:Iteration 34Q (44425.610000 sec): 3 clusters Score: Raw -1717529.185533 + Penalty 4571.640941 = -1712957.544592 nChanged 38 SP:Iteration 35Q (44425.650000 sec): 3 clusters Score: Raw -1717542.621188 + Penalty 4571.640941 = -1712970.980246 nChanged 38 SP:Iteration 36Q (44425.690000 sec): 3 clusters Score: Raw -1717556.040961 + Penalty 4571.640941 = -1712984.400020 nChanged 27 SP:Iteration 37Q (44425.730000 sec): 3 clusters Score: Raw -1717563.411266 + Penalty 4571.640941 = -1712991.770325 nChanged 16 SP:Iteration 38Q (44425.770000 sec): 3 clusters Score: Raw -1717568.214809 + Penalty 4571.640941 = -1712996.573868 nChanged 26 SP:Iteration 39Q (44425.800000 sec): 3 clusters Score: Raw -1717576.723178 + Penalty 4571.640941 = -1713005.082236 nChanged 19 SP:Iteration 40F (44425.840000 sec): 3 clusters Score: Raw -1717583.639090 + Penalty 4571.640941 = -1713011.998148 nChanged 25 SP:Iteration 41Q (44425.880000 sec): 3 clusters Score: Raw -1717592.858400 + Penalty 4571.640941 = -1713021.217459 nChanged 24 SP:Iteration 42Q (44425.910000 sec): 3 clusters Score: Raw -1717602.533925 + Penalty 4571.640941 = -1713030.892984 nChanged 26 SP:Iteration 43Q (44425.950000 sec): 3 clusters Score: Raw -1717613.169606 + Penalty 4571.640941 = -1713041.528665 nChanged 28 SP:Iteration 44Q (44425.990000 sec): 3 clusters Score: Raw -1717625.383002 + Penalty 4571.640941 = -1713053.742061 nChanged 31 SP:Iteration 45Q (44426.030000 sec): 3 clusters Score: Raw -1717641.355762 + Penalty 4571.640941 = -1713069.714821 nChanged 34 SP:Iteration 46Q (44426.060000 sec): 3 clusters Score: Raw -1717657.806367 + Penalty 4571.640941 = -1713086.165426 nChanged 29 SP:Iteration 47Q (44426.100000 sec): 3 clusters Score: Raw -1717668.948755 + Penalty 4571.640941 = -1713097.307814 nChanged 17 SP:Iteration 48Q (44426.130000 sec): 3 clusters Score: Raw -1717675.118333 + Penalty 4571.640941 = -1713103.477392 nChanged 13 SP:Iteration 49Q (44426.170000 sec): 3 clusters Score: Raw -1717679.911059 + Penalty 4571.640941 = -1713108.270118 nChanged 14 SP:Iteration 50Q (44426.210000 sec): 3 clusters Score: Raw -1717685.149577 + Penalty 4571.640941 = -1713113.508636 nChanged 10 SP:Iteration 51Q (44426.240000 sec): 3 clusters Score: Raw -1717688.878248 + Penalty 4571.640941 = -1713117.237307 nChanged 9 SP:Iteration 52Q (44426.280000 sec): 3 clusters Score: Raw -1717692.895828 + Penalty 4571.640941 = -1713121.254886 nChanged 8 SP:Iteration 53Q (44426.310000 sec): 3 clusters Score: Raw -1717695.522748 + Penalty 4571.640941 = -1713123.881807 nChanged 3 SP:Iteration 54Q (44426.350000 sec): 3 clusters Score: Raw -1717696.340451 + Penalty 4571.640941 = -1713124.699510 nChanged 3 SP:Iteration 55Q (44426.390000 sec): 3 clusters Score: Raw -1717697.687597 + Penalty 4571.640941 = -1713126.046655 nChanged 8 SP:Iteration 56Q (44426.420000 sec): 3 clusters Score: Raw -1717700.939622 + Penalty 4571.640941 = -1713129.298681 nChanged 4 SP:Iteration 57Q (44426.460000 sec): 3 clusters Score: Raw -1717702.535971 + Penalty 4571.640941 = -1713130.895030 nChanged 2 SP:Iteration 58Q (44426.490000 sec): 3 clusters Score: Raw -1717703.115938 + Penalty 4571.640941 = -1713131.474997 nChanged 0 SP:Iteration 59F (44426.530000 sec): 3 clusters Score: Raw -1717703.115938 + Penalty 4571.640941 = -1713131.474997 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (5019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44426.550000 sec): 2 clusters Score: Raw -829336.127776 + Penalty 2113.204525 = -827222.923250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44426.570000 sec): 3 clusters Score: Raw -826899.867836 + Penalty 4226.409051 = -822673.458785 nChanged 1957 SP:Iteration 1F (44426.590000 sec): 3 clusters Score: Raw -828080.158804 + Penalty 4226.409051 = -823853.749754 nChanged 432 SP:Iteration 2F (44426.610000 sec): 3 clusters Score: Raw -828409.008272 + Penalty 4226.409051 = -824182.599221 nChanged 336 SP:Iteration 3F (44426.630000 sec): 3 clusters Score: Raw -828675.762277 + Penalty 4226.409051 = -824449.353226 nChanged 271 SP:Iteration 4F (44426.650000 sec): 3 clusters Score: Raw -828878.165454 + Penalty 4226.409051 = -824651.756403 nChanged 221 SP:Iteration 5Q (44426.670000 sec): 3 clusters Score: Raw -829029.913261 + Penalty 4226.409051 = -824803.504210 nChanged 172 SP:Iteration 6Q (44426.690000 sec): 3 clusters Score: Raw -829144.664521 + Penalty 4226.409051 = -824918.255470 nChanged 172 SP:Iteration 7Q (44426.710000 sec): 3 clusters Score: Raw -829248.848687 + Penalty 4226.409051 = -825022.439637 nChanged 139 SP:Iteration 8Q (44426.730000 sec): 3 clusters Score: Raw -829334.347834 + Penalty 4226.409051 = -825107.938783 nChanged 117 SP:Iteration 9Q (44426.750000 sec): 3 clusters Score: Raw -829400.831394 + Penalty 4226.409051 = -825174.422343 nChanged 118 SP:Iteration 10Q (44426.770000 sec): 3 clusters Score: Raw -829482.576586 + Penalty 4226.409051 = -825256.167535 nChanged 111 SP:Iteration 11Q (44426.790000 sec): 3 clusters Score: Raw -829547.232235 + Penalty 4226.409051 = -825320.823184 nChanged 91 SP:Iteration 12Q (44426.810000 sec): 3 clusters Score: Raw -829601.096361 + Penalty 4226.409051 = -825374.687310 nChanged 86 SP:Iteration 13Q (44426.830000 sec): 3 clusters Score: Raw -829637.861244 + Penalty 4226.409051 = -825411.452193 nChanged 64 SP:Iteration 14Q (44426.850000 sec): 3 clusters Score: Raw -829668.098616 + Penalty 4226.409051 = -825441.689565 nChanged 63 SP:Iteration 15Q (44426.870000 sec): 3 clusters Score: Raw -829694.984677 + Penalty 4226.409051 = -825468.575626 nChanged 55 SP:Iteration 16Q (44426.890000 sec): 3 clusters Score: Raw -829719.164545 + Penalty 4226.409051 = -825492.755494 nChanged 48 SP:Iteration 17Q (44426.910000 sec): 3 clusters Score: Raw -829745.595143 + Penalty 4226.409051 = -825519.186092 nChanged 54 SP:Iteration 18Q (44426.920000 sec): 3 clusters Score: Raw -829779.517314 + Penalty 4226.409051 = -825553.108264 nChanged 80 SP:Iteration 19Q (44426.940000 sec): 3 clusters Score: Raw -829818.909150 + Penalty 4226.409051 = -825592.500099 nChanged 81 SP:Iteration 20F (44426.960000 sec): 3 clusters Score: Raw -829862.575454 + Penalty 4226.409051 = -825636.166403 nChanged 84 SP:Iteration 21Q (44426.980000 sec): 3 clusters Score: Raw -829908.507253 + Penalty 4226.409051 = -825682.098202 nChanged 83 SP:Iteration 22Q (44427.000000 sec): 3 clusters Score: Raw -829949.020116 + Penalty 4226.409051 = -825722.611065 nChanged 78 SP:Iteration 23Q (44427.020000 sec): 3 clusters Score: Raw -829990.425089 + Penalty 4226.409051 = -825764.016039 nChanged 76 SP:Iteration 24Q (44427.040000 sec): 3 clusters Score: Raw -830044.917476 + Penalty 4226.409051 = -825818.508425 nChanged 89 SP:Iteration 25Q (44427.060000 sec): 3 clusters Score: Raw -830103.927607 + Penalty 4226.409051 = -825877.518556 nChanged 85 SP:Iteration 26Q (44427.070000 sec): 3 clusters Score: Raw -830151.447191 + Penalty 4226.409051 = -825925.038140 nChanged 78 SP:Iteration 27Q (44427.090000 sec): 3 clusters Score: Raw -830194.111948 + Penalty 4226.409051 = -825967.702897 nChanged 57 SP:Iteration 28Q (44427.110000 sec): 3 clusters Score: Raw -830214.629864 + Penalty 4226.409051 = -825988.220813 nChanged 45 SP:Iteration 29Q (44427.130000 sec): 3 clusters Score: Raw -830231.428506 + Penalty 4226.409051 = -826005.019455 nChanged 41 SP:Iteration 30Q (44427.150000 sec): 3 clusters Score: Raw -830246.007172 + Penalty 4226.409051 = -826019.598121 nChanged 35 SP:Iteration 31Q (44427.170000 sec): 3 clusters Score: Raw -830258.187423 + Penalty 4226.409051 = -826031.778372 nChanged 32 SP:Iteration 32Q (44427.190000 sec): 3 clusters Score: Raw -830271.368851 + Penalty 4226.409051 = -826044.959800 nChanged 25 SP:Iteration 33Q (44427.210000 sec): 3 clusters Score: Raw -830277.628720 + Penalty 4226.409051 = -826051.219669 nChanged 16 SP:Iteration 34Q (44427.230000 sec): 3 clusters Score: Raw -830282.644269 + Penalty 4226.409051 = -826056.235218 nChanged 16 SP:Iteration 35Q (44427.240000 sec): 3 clusters Score: Raw -830288.391021 + Penalty 4226.409051 = -826061.981970 nChanged 20 SP:Iteration 36Q (44427.260000 sec): 3 clusters Score: Raw -830293.887306 + Penalty 4226.409051 = -826067.478255 nChanged 14 SP:Iteration 37Q (44427.280000 sec): 3 clusters Score: Raw -830298.114344 + Penalty 4226.409051 = -826071.705293 nChanged 13 SP:Iteration 38Q (44427.300000 sec): 3 clusters Score: Raw -830301.005121 + Penalty 4226.409051 = -826074.596070 nChanged 5 SP:Iteration 39Q (44427.320000 sec): 3 clusters Score: Raw -830302.239336 + Penalty 4226.409051 = -826075.830285 nChanged 9 SP:Iteration 40F (44427.340000 sec): 3 clusters Score: Raw -830304.461378 + Penalty 4226.409051 = -826078.052327 nChanged 6 SP:Iteration 41Q (44427.350000 sec): 3 clusters Score: Raw -830305.994842 + Penalty 4226.409051 = -826079.585791 nChanged 6 SP:Iteration 42Q (44427.370000 sec): 3 clusters Score: Raw -830308.156206 + Penalty 4226.409051 = -826081.747155 nChanged 12 SP:Iteration 43Q (44427.390000 sec): 3 clusters Score: Raw -830311.468062 + Penalty 4226.409051 = -826085.059011 nChanged 7 SP:Iteration 44Q (44427.410000 sec): 3 clusters Score: Raw -830313.074637 + Penalty 4226.409051 = -826086.665587 nChanged 6 SP:Iteration 45Q (44427.430000 sec): 3 clusters Score: Raw -830314.867254 + Penalty 4226.409051 = -826088.458203 nChanged 7 SP:Iteration 46Q (44427.450000 sec): 3 clusters Score: Raw -830316.297947 + Penalty 4226.409051 = -826089.888896 nChanged 7 SP:Iteration 47Q (44427.470000 sec): 3 clusters Score: Raw -830317.817484 + Penalty 4226.409051 = -826091.408433 nChanged 6 SP:Iteration 48Q (44427.490000 sec): 3 clusters Score: Raw -830318.774111 + Penalty 4226.409051 = -826092.365060 nChanged 3 SP:Iteration 49Q (44427.510000 sec): 3 clusters Score: Raw -830319.467289 + Penalty 4226.409051 = -826093.058238 nChanged 7 SP:Iteration 50Q (44427.530000 sec): 3 clusters Score: Raw -830320.919910 + Penalty 4226.409051 = -826094.510859 nChanged 5 SP:Iteration 51Q (44427.540000 sec): 3 clusters Score: Raw -830321.899903 + Penalty 4226.409051 = -826095.490853 nChanged 3 SP:Iteration 52Q (44427.560000 sec): 3 clusters Score: Raw -830322.788433 + Penalty 4226.409051 = -826096.379382 nChanged 2 SP:Iteration 53Q (44427.580000 sec): 3 clusters Score: Raw -830323.374600 + Penalty 4226.409051 = -826096.965549 nChanged 2 SP:Iteration 54Q (44427.600000 sec): 3 clusters Score: Raw -830324.333885 + Penalty 4226.409051 = -826097.924834 nChanged 2 SP:Iteration 55Q (44427.620000 sec): 3 clusters Score: Raw -830324.887608 + Penalty 4226.409051 = -826098.478557 nChanged 3 SP:Iteration 56Q (44427.640000 sec): 3 clusters Score: Raw -830325.818358 + Penalty 4226.409051 = -826099.409307 nChanged 2 SP:Iteration 57Q (44427.650000 sec): 3 clusters Score: Raw -830326.260335 + Penalty 4226.409051 = -826099.851284 nChanged 2 SP:Iteration 58Q (44427.670000 sec): 3 clusters Score: Raw -830327.035706 + Penalty 4226.409051 = -826100.626655 nChanged 2 SP:Iteration 59Q (44427.690000 sec): 3 clusters Score: Raw -830327.426850 + Penalty 4226.409051 = -826101.017799 nChanged 1 SP:Iteration 60F (44427.710000 sec): 3 clusters Score: Raw -830327.591949 + Penalty 4226.409051 = -826101.182899 nChanged 2 SP:Iteration 61Q (44427.730000 sec): 3 clusters Score: Raw -830328.113328 + Penalty 4226.409051 = -826101.704277 nChanged 1 SP:Iteration 62Q (44427.750000 sec): 3 clusters Score: Raw -830328.428838 + Penalty 4226.409051 = -826102.019788 nChanged 2 SP:Iteration 63Q (44427.770000 sec): 3 clusters Score: Raw -830329.049836 + Penalty 4226.409051 = -826102.640785 nChanged 1 SP:Iteration 64Q (44427.790000 sec): 3 clusters Score: Raw -830329.437364 + Penalty 4226.409051 = -826103.028313 nChanged 0 SP:Iteration 65F (44427.810000 sec): 3 clusters Score: Raw -830329.437364 + Penalty 4226.409051 = -826103.028313 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44427.830000 sec): 2 clusters Score: Raw -665170.294229 + Penalty 2059.760036 = -663110.534192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44427.840000 sec): 3 clusters Score: Raw -663331.123019 + Penalty 4119.520073 = -659211.602946 nChanged 1473 SP:Iteration 1F (44427.860000 sec): 3 clusters Score: Raw -664430.234804 + Penalty 4119.520073 = -660310.714731 nChanged 388 SP:Iteration 2F (44427.870000 sec): 3 clusters Score: Raw -664864.735917 + Penalty 4119.520073 = -660745.215845 nChanged 283 SP:Iteration 3F (44427.890000 sec): 3 clusters Score: Raw -665245.101913 + Penalty 4119.520073 = -661125.581840 nChanged 290 SP:Iteration 4F (44427.910000 sec): 3 clusters Score: Raw -665662.717524 + Penalty 4119.520073 = -661543.197451 nChanged 301 SP:Iteration 5F (44427.920000 sec): 3 clusters Score: Raw -666074.807253 + Penalty 4119.520073 = -661955.287180 nChanged 266 SP:Iteration 6F (44427.940000 sec): 3 clusters Score: Raw -666409.391323 + Penalty 4119.520073 = -662289.871250 nChanged 204 SP:Iteration 7F (44427.950000 sec): 3 clusters Score: Raw -666640.425512 + Penalty 4119.520073 = -662520.905439 nChanged 161 SP:Iteration 8Q (44427.970000 sec): 3 clusters Score: Raw -666791.720592 + Penalty 4119.520073 = -662672.200519 nChanged 121 SP:Iteration 9Q (44427.980000 sec): 3 clusters Score: Raw -666886.974153 + Penalty 4119.520073 = -662767.454080 nChanged 56 SP:Iteration 10Q (44428.000000 sec): 3 clusters Score: Raw -666911.885786 + Penalty 4119.520073 = -662792.365714 nChanged 31 SP:Iteration 11Q (44428.010000 sec): 3 clusters Score: Raw -666925.136720 + Penalty 4119.520073 = -662805.616648 nChanged 19 SP:Iteration 12Q (44428.030000 sec): 3 clusters Score: Raw -666931.778626 + Penalty 4119.520073 = -662812.258553 nChanged 9 SP:Iteration 13Q (44428.040000 sec): 3 clusters Score: Raw -666935.217506 + Penalty 4119.520073 = -662815.697433 nChanged 9 SP:Iteration 14Q (44428.050000 sec): 3 clusters Score: Raw -666939.457923 + Penalty 4119.520073 = -662819.937850 nChanged 10 SP:Iteration 15Q (44428.070000 sec): 3 clusters Score: Raw -666943.077320 + Penalty 4119.520073 = -662823.557247 nChanged 5 SP:Iteration 16Q (44428.080000 sec): 3 clusters Score: Raw -666944.651585 + Penalty 4119.520073 = -662825.131512 nChanged 3 SP:Iteration 17Q (44428.090000 sec): 3 clusters Score: Raw -666946.440960 + Penalty 4119.520073 = -662826.920888 nChanged 5 SP:Iteration 18Q (44428.110000 sec): 3 clusters Score: Raw -666947.402434 + Penalty 4119.520073 = -662827.882361 nChanged 6 SP:Iteration 19Q (44428.120000 sec): 3 clusters Score: Raw -666948.725617 + Penalty 4119.520073 = -662829.205544 nChanged 2 SP:Iteration 20F (44428.140000 sec): 3 clusters Score: Raw -666949.803031 + Penalty 4119.520073 = -662830.282958 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44428.150000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44428.150000 sec): 3 clusters Score: Raw -79297.051389 + Penalty 3079.460653 = -76217.590736 nChanged 89 SP:Iteration 1F (44428.150000 sec): 3 clusters Score: Raw -79492.208209 + Penalty 3079.460653 = -76412.747556 nChanged 20 SP:Iteration 2Q (44428.150000 sec): 3 clusters Score: Raw -79539.109787 + Penalty 3079.460653 = -76459.649134 nChanged 11 SP:Iteration 3Q (44428.150000 sec): 3 clusters Score: Raw -79567.120248 + Penalty 3079.460653 = -76487.659595 nChanged 6 SP:Iteration 4Q (44428.160000 sec): 3 clusters Score: Raw -79583.957425 + Penalty 3079.460653 = -76504.496772 nChanged 5 SP:Iteration 5Q (44428.160000 sec): 3 clusters Score: Raw -79600.244712 + Penalty 3079.460653 = -76520.784059 nChanged 2 SP:Iteration 6Q (44428.160000 sec): 3 clusters Score: Raw -79607.277619 + Penalty 3079.460653 = -76527.816966 nChanged 4 SP:Iteration 7Q (44428.160000 sec): 3 clusters Score: Raw -79617.600207 + Penalty 3079.460653 = -76538.139554 nChanged 3 SP:Iteration 8Q (44428.170000 sec): 3 clusters Score: Raw -79624.887172 + Penalty 3079.460653 = -76545.426519 nChanged 2 SP:Iteration 9Q (44428.170000 sec): 3 clusters Score: Raw -79630.443852 + Penalty 3079.460653 = -76550.983199 nChanged 4 SP:Iteration 10Q (44428.170000 sec): 3 clusters Score: Raw -79640.331002 + Penalty 3079.460653 = -76560.870349 nChanged 2 SP:Iteration 11Q (44428.170000 sec): 3 clusters Score: Raw -79646.700407 + Penalty 3079.460653 = -76567.239754 nChanged 1 SP:Iteration 12Q (44428.170000 sec): 3 clusters Score: Raw -79649.228886 + Penalty 3079.460653 = -76569.768233 nChanged 1 SP:Iteration 13Q (44428.170000 sec): 3 clusters Score: Raw -79652.123718 + Penalty 3079.460653 = -76572.663065 nChanged 1 SP:Iteration 14Q (44428.170000 sec): 3 clusters Score: Raw -79653.457921 + Penalty 3079.460653 = -76573.997268 nChanged 1 SP:Iteration 15Q (44428.180000 sec): 3 clusters Score: Raw -79654.953760 + Penalty 3079.460653 = -76575.493107 nChanged 0 SP:Iteration 16F (44428.180000 sec): 3 clusters Score: Raw -79654.953760 + Penalty 3079.460653 = -76575.493107 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (1217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44428.190000 sec): 2 clusters Score: Raw -190746.324460 + Penalty 1761.827735 = -188984.496725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44428.190000 sec): 3 clusters Score: Raw -190400.208773 + Penalty 3523.655470 = -186876.553303 nChanged 329 SP:Iteration 1F (44428.200000 sec): 3 clusters Score: Raw -190771.420983 + Penalty 3523.655470 = -187247.765513 nChanged 104 SP:Iteration 2F (44428.200000 sec): 3 clusters Score: Raw -190957.024480 + Penalty 3523.655470 = -187433.369010 nChanged 76 SP:Iteration 3F (44428.210000 sec): 3 clusters Score: Raw -191136.522015 + Penalty 3523.655470 = -187612.866545 nChanged 58 SP:Iteration 4Q (44428.210000 sec): 3 clusters Score: Raw -191294.386403 + Penalty 3523.655470 = -187770.730933 nChanged 63 SP:Iteration 5F (44428.220000 sec): 3 clusters Score: Raw -191466.256125 + Penalty 3523.655470 = -187942.600655 nChanged 51 SP:Iteration 6Q (44428.220000 sec): 3 clusters Score: Raw -191629.074954 + Penalty 3523.655470 = -188105.419484 nChanged 72 SP:Iteration 7F (44428.230000 sec): 3 clusters Score: Raw -191907.767560 + Penalty 3523.655470 = -188384.112090 nChanged 71 SP:Iteration 8F (44428.230000 sec): 3 clusters Score: Raw -192179.676754 + Penalty 3523.655470 = -188656.021284 nChanged 59 SP:Iteration 9Q (44428.230000 sec): 3 clusters Score: Raw -192472.413431 + Penalty 3523.655470 = -188948.757960 nChanged 48 SP:Iteration 10Q (44428.240000 sec): 3 clusters Score: Raw -192805.686254 + Penalty 3523.655470 = -189282.030784 nChanged 29 SP:Iteration 11Q (44428.240000 sec): 3 clusters Score: Raw -193269.718557 + Penalty 3523.655470 = -189746.063087 nChanged 5 SP:Iteration 12Q (44428.250000 sec): 3 clusters Score: Raw -193312.001059 + Penalty 3523.655470 = -189788.345589 nChanged 2 SP:Iteration 13Q (44428.250000 sec): 3 clusters Score: Raw -193317.065091 + Penalty 3523.655470 = -189793.409621 nChanged 1 SP:Iteration 14Q (44428.250000 sec): 3 clusters Score: Raw -193319.118308 + Penalty 3523.655470 = -189795.462838 nChanged 0 SP:Iteration 15F (44428.260000 sec): 3 clusters Score: Raw -193319.118308 + Penalty 3523.655470 = -189795.462838 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 44. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44428.290000 sec): 2 clusters Score: Raw -1033246.559929 + Penalty 2146.147308 = -1031100.412622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44428.310000 sec): 3 clusters Score: Raw -1030433.299733 + Penalty 4292.294615 = -1026141.005118 nChanged 2231 SP:Iteration 1F (44428.330000 sec): 3 clusters Score: Raw -1031662.388653 + Penalty 4292.294615 = -1027370.094037 nChanged 399 SP:Iteration 2F (44428.360000 sec): 3 clusters Score: Raw -1031886.947462 + Penalty 4292.294615 = -1027594.652847 nChanged 289 SP:Iteration 3F (44428.380000 sec): 3 clusters Score: Raw -1032071.031626 + Penalty 4292.294615 = -1027778.737011 nChanged 269 SP:Iteration 4Q (44428.400000 sec): 3 clusters Score: Raw -1032318.359002 + Penalty 4292.294615 = -1028026.064386 nChanged 308 SP:Iteration 5F (44428.430000 sec): 3 clusters Score: Raw -1032623.452518 + Penalty 4292.294615 = -1028331.157903 nChanged 358 SP:Iteration 6F (44428.450000 sec): 3 clusters Score: Raw -1033024.671569 + Penalty 4292.294615 = -1028732.376953 nChanged 374 SP:Iteration 7F (44428.470000 sec): 3 clusters Score: Raw -1033449.823522 + Penalty 4292.294615 = -1029157.528906 nChanged 365 SP:Iteration 8F (44428.490000 sec): 3 clusters Score: Raw -1033869.242192 + Penalty 4292.294615 = -1029576.947576 nChanged 289 SP:Iteration 9F (44428.510000 sec): 3 clusters Score: Raw -1034114.346163 + Penalty 4292.294615 = -1029822.051548 nChanged 198 SP:Iteration 10Q (44428.540000 sec): 3 clusters Score: Raw -1034250.730299 + Penalty 4292.294615 = -1029958.435683 nChanged 149 SP:Iteration 11Q (44428.560000 sec): 3 clusters Score: Raw -1034338.239710 + Penalty 4292.294615 = -1030045.945095 nChanged 103 SP:Iteration 12Q (44428.580000 sec): 3 clusters Score: Raw -1034396.134759 + Penalty 4292.294615 = -1030103.840144 nChanged 69 SP:Iteration 13Q (44428.600000 sec): 3 clusters Score: Raw -1034434.025995 + Penalty 4292.294615 = -1030141.731380 nChanged 52 SP:Iteration 14Q (44428.620000 sec): 3 clusters Score: Raw -1034455.211138 + Penalty 4292.294615 = -1030162.916523 nChanged 32 SP:Iteration 15Q (44428.640000 sec): 3 clusters Score: Raw -1034465.537296 + Penalty 4292.294615 = -1030173.242681 nChanged 15 SP:Iteration 16Q (44428.670000 sec): 3 clusters Score: Raw -1034469.851071 + Penalty 4292.294615 = -1030177.556456 nChanged 8 SP:Iteration 17Q (44428.690000 sec): 3 clusters Score: Raw -1034472.084858 + Penalty 4292.294615 = -1030179.790243 nChanged 8 SP:Iteration 18Q (44428.710000 sec): 3 clusters Score: Raw -1034473.944188 + Penalty 4292.294615 = -1030181.649572 nChanged 4 SP:Iteration 19Q (44428.730000 sec): 3 clusters Score: Raw -1034475.401534 + Penalty 4292.294615 = -1030183.106918 nChanged 5 SP:Iteration 20F (44428.750000 sec): 3 clusters Score: Raw -1034476.471897 + Penalty 4292.294615 = -1030184.177282 nChanged 3 SP:Iteration 21Q (44428.770000 sec): 3 clusters Score: Raw -1034477.420799 + Penalty 4292.294615 = -1030185.126183 nChanged 4 SP:Iteration 22Q (44428.790000 sec): 3 clusters Score: Raw -1034478.576139 + Penalty 4292.294615 = -1030186.281524 nChanged 2 SP:Iteration 23Q (44428.810000 sec): 3 clusters Score: Raw -1034478.844087 + Penalty 4292.294615 = -1030186.549472 nChanged 3 SP:Iteration 24Q (44428.840000 sec): 3 clusters Score: Raw -1034479.670591 + Penalty 4292.294615 = -1030187.375975 nChanged 2 SP:Iteration 25Q (44428.860000 sec): 3 clusters Score: Raw -1034480.151869 + Penalty 4292.294615 = -1030187.857254 nChanged 2 SP:Iteration 26Q (44428.880000 sec): 3 clusters Score: Raw -1034480.524591 + Penalty 4292.294615 = -1030188.229976 nChanged 1 SP:Iteration 27Q (44428.900000 sec): 3 clusters Score: Raw -1034480.864071 + Penalty 4292.294615 = -1030188.569455 nChanged 0 SP:Iteration 28F (44428.920000 sec): 3 clusters Score: Raw -1034480.864071 + Penalty 4292.294615 = -1030188.569455 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (3905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44428.940000 sec): 2 clusters Score: Raw -618812.221792 + Penalty 2050.963239 = -616761.258553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44428.960000 sec): 3 clusters Score: Raw -617045.779354 + Penalty 4101.926479 = -612943.852875 nChanged 1433 SP:Iteration 1F (44428.970000 sec): 3 clusters Score: Raw -617952.876829 + Penalty 4101.926479 = -613850.950350 nChanged 361 SP:Iteration 2F (44428.990000 sec): 3 clusters Score: Raw -618284.596958 + Penalty 4101.926479 = -614182.670479 nChanged 310 SP:Iteration 3F (44429.000000 sec): 3 clusters Score: Raw -618624.304026 + Penalty 4101.926479 = -614522.377548 nChanged 255 SP:Iteration 4F (44429.020000 sec): 3 clusters Score: Raw -618926.814755 + Penalty 4101.926479 = -614824.888276 nChanged 248 SP:Iteration 5F (44429.030000 sec): 3 clusters Score: Raw -619187.058194 + Penalty 4101.926479 = -615085.131715 nChanged 208 SP:Iteration 6F (44429.050000 sec): 3 clusters Score: Raw -619414.337107 + Penalty 4101.926479 = -615312.410628 nChanged 179 SP:Iteration 7Q (44429.060000 sec): 3 clusters Score: Raw -619639.522122 + Penalty 4101.926479 = -615537.595644 nChanged 158 SP:Iteration 8Q (44429.080000 sec): 3 clusters Score: Raw -619841.475079 + Penalty 4101.926479 = -615739.548600 nChanged 118 SP:Iteration 9Q (44429.090000 sec): 3 clusters Score: Raw -619938.391676 + Penalty 4101.926479 = -615836.465197 nChanged 98 SP:Iteration 10Q (44429.110000 sec): 3 clusters Score: Raw -620011.033708 + Penalty 4101.926479 = -615909.107230 nChanged 82 SP:Iteration 11Q (44429.120000 sec): 3 clusters Score: Raw -620060.635560 + Penalty 4101.926479 = -615958.709081 nChanged 59 SP:Iteration 12Q (44429.130000 sec): 3 clusters Score: Raw -620099.370838 + Penalty 4101.926479 = -615997.444359 nChanged 45 SP:Iteration 13Q (44429.150000 sec): 3 clusters Score: Raw -620123.535880 + Penalty 4101.926479 = -616021.609402 nChanged 36 SP:Iteration 14Q (44429.160000 sec): 3 clusters Score: Raw -620141.870692 + Penalty 4101.926479 = -616039.944213 nChanged 30 SP:Iteration 15Q (44429.180000 sec): 3 clusters Score: Raw -620160.376975 + Penalty 4101.926479 = -616058.450496 nChanged 31 SP:Iteration 16Q (44429.190000 sec): 3 clusters Score: Raw -620178.461868 + Penalty 4101.926479 = -616076.535389 nChanged 33 SP:Iteration 17Q (44429.210000 sec): 3 clusters Score: Raw -620196.511014 + Penalty 4101.926479 = -616094.584535 nChanged 28 SP:Iteration 18Q (44429.220000 sec): 3 clusters Score: Raw -620212.753124 + Penalty 4101.926479 = -616110.826645 nChanged 18 SP:Iteration 19Q (44429.230000 sec): 3 clusters Score: Raw -620222.097563 + Penalty 4101.926479 = -616120.171085 nChanged 23 SP:Iteration 20F (44429.250000 sec): 3 clusters Score: Raw -620235.116441 + Penalty 4101.926479 = -616133.189962 nChanged 27 SP:Iteration 21Q (44429.260000 sec): 3 clusters Score: Raw -620250.624177 + Penalty 4101.926479 = -616148.697698 nChanged 22 SP:Iteration 22Q (44429.280000 sec): 3 clusters Score: Raw -620261.613026 + Penalty 4101.926479 = -616159.686547 nChanged 18 SP:Iteration 23Q (44429.290000 sec): 3 clusters Score: Raw -620270.994468 + Penalty 4101.926479 = -616169.067989 nChanged 15 SP:Iteration 24Q (44429.310000 sec): 3 clusters Score: Raw -620277.904763 + Penalty 4101.926479 = -616175.978284 nChanged 17 SP:Iteration 25Q (44429.320000 sec): 3 clusters Score: Raw -620288.232122 + Penalty 4101.926479 = -616186.305643 nChanged 19 SP:Iteration 26Q (44429.330000 sec): 3 clusters Score: Raw -620301.860653 + Penalty 4101.926479 = -616199.934174 nChanged 25 SP:Iteration 27Q (44429.350000 sec): 3 clusters Score: Raw -620316.769221 + Penalty 4101.926479 = -616214.842743 nChanged 25 SP:Iteration 28Q (44429.360000 sec): 3 clusters Score: Raw -620333.430088 + Penalty 4101.926479 = -616231.503610 nChanged 28 SP:Iteration 29Q (44429.370000 sec): 3 clusters Score: Raw -620350.974247 + Penalty 4101.926479 = -616249.047768 nChanged 30 SP:Iteration 30Q (44429.390000 sec): 3 clusters Score: Raw -620377.863103 + Penalty 4101.926479 = -616275.936624 nChanged 37 SP:Iteration 31Q (44429.400000 sec): 3 clusters Score: Raw -620406.109415 + Penalty 4101.926479 = -616304.182936 nChanged 34 SP:Iteration 32Q (44429.420000 sec): 3 clusters Score: Raw -620436.075313 + Penalty 4101.926479 = -616334.148834 nChanged 43 SP:Iteration 33Q (44429.430000 sec): 3 clusters Score: Raw -620463.174735 + Penalty 4101.926479 = -616361.248256 nChanged 36 SP:Iteration 34Q (44429.440000 sec): 3 clusters Score: Raw -620483.277151 + Penalty 4101.926479 = -616381.350672 nChanged 31 SP:Iteration 35Q (44429.460000 sec): 3 clusters Score: Raw -620497.884213 + Penalty 4101.926479 = -616395.957734 nChanged 20 SP:Iteration 36Q (44429.470000 sec): 3 clusters Score: Raw -620507.527458 + Penalty 4101.926479 = -616405.600979 nChanged 17 SP:Iteration 37Q (44429.490000 sec): 3 clusters Score: Raw -620515.703963 + Penalty 4101.926479 = -616413.777484 nChanged 19 SP:Iteration 38Q (44429.500000 sec): 3 clusters Score: Raw -620526.170212 + Penalty 4101.926479 = -616424.243733 nChanged 18 SP:Iteration 39Q (44429.510000 sec): 3 clusters Score: Raw -620538.723776 + Penalty 4101.926479 = -616436.797298 nChanged 21 SP:Iteration 40F (44429.530000 sec): 3 clusters Score: Raw -620552.081468 + Penalty 4101.926479 = -616450.154989 nChanged 18 SP:Iteration 41Q (44429.540000 sec): 3 clusters Score: Raw -620566.178655 + Penalty 4101.926479 = -616464.252176 nChanged 23 SP:Iteration 42Q (44429.550000 sec): 3 clusters Score: Raw -620578.922517 + Penalty 4101.926479 = -616476.996038 nChanged 21 SP:Iteration 43Q (44429.570000 sec): 3 clusters Score: Raw -620593.350419 + Penalty 4101.926479 = -616491.423940 nChanged 23 SP:Iteration 44Q (44429.580000 sec): 3 clusters Score: Raw -620606.267644 + Penalty 4101.926479 = -616504.341165 nChanged 22 SP:Iteration 45Q (44429.600000 sec): 3 clusters Score: Raw -620622.427273 + Penalty 4101.926479 = -616520.500794 nChanged 26 SP:Iteration 46Q (44429.610000 sec): 3 clusters Score: Raw -620642.204113 + Penalty 4101.926479 = -616540.277634 nChanged 32 SP:Iteration 47Q (44429.620000 sec): 3 clusters Score: Raw -620664.258236 + Penalty 4101.926479 = -616562.331758 nChanged 35 SP:Iteration 48Q (44429.640000 sec): 3 clusters Score: Raw -620687.435979 + Penalty 4101.926479 = -616585.509500 nChanged 30 SP:Iteration 49Q (44429.650000 sec): 3 clusters Score: Raw -620711.281889 + Penalty 4101.926479 = -616609.355410 nChanged 28 SP:Iteration 50Q (44429.670000 sec): 3 clusters Score: Raw -620733.134579 + Penalty 4101.926479 = -616631.208100 nChanged 31 SP:Iteration 51Q (44429.680000 sec): 3 clusters Score: Raw -620751.337927 + Penalty 4101.926479 = -616649.411448 nChanged 18 SP:Iteration 52Q (44429.690000 sec): 3 clusters Score: Raw -620760.433950 + Penalty 4101.926479 = -616658.507471 nChanged 12 SP:Iteration 53Q (44429.700000 sec): 3 clusters Score: Raw -620766.902289 + Penalty 4101.926479 = -616664.975810 nChanged 14 SP:Iteration 54Q (44429.720000 sec): 3 clusters Score: Raw -620774.931053 + Penalty 4101.926479 = -616673.004574 nChanged 12 SP:Iteration 55Q (44429.730000 sec): 3 clusters Score: Raw -620788.269787 + Penalty 4101.926479 = -616686.343308 nChanged 21 SP:Iteration 56Q (44429.740000 sec): 3 clusters Score: Raw -620804.603586 + Penalty 4101.926479 = -616702.677107 nChanged 14 SP:Iteration 57Q (44429.760000 sec): 3 clusters Score: Raw -620814.743134 + Penalty 4101.926479 = -616712.816655 nChanged 16 SP:Iteration 58Q (44429.770000 sec): 3 clusters Score: Raw -620826.968584 + Penalty 4101.926479 = -616725.042106 nChanged 14 SP:Iteration 59Q (44429.780000 sec): 3 clusters Score: Raw -620832.696968 + Penalty 4101.926479 = -616730.770489 nChanged 6 SP:Iteration 60F (44429.800000 sec): 3 clusters Score: Raw -620835.084457 + Penalty 4101.926479 = -616733.157978 nChanged 4 SP:Iteration 61Q (44429.810000 sec): 3 clusters Score: Raw -620838.566766 + Penalty 4101.926479 = -616736.640287 nChanged 8 SP:Iteration 62Q (44429.830000 sec): 3 clusters Score: Raw -620843.662789 + Penalty 4101.926479 = -616741.736310 nChanged 6 SP:Iteration 63Q (44429.840000 sec): 3 clusters Score: Raw -620849.060107 + Penalty 4101.926479 = -616747.133628 nChanged 8 SP:Iteration 64Q (44429.850000 sec): 3 clusters Score: Raw -620852.116465 + Penalty 4101.926479 = -616750.189987 nChanged 3 SP:Iteration 65Q (44429.870000 sec): 3 clusters Score: Raw -620852.985266 + Penalty 4101.926479 = -616751.058787 nChanged 3 SP:Iteration 66Q (44429.880000 sec): 3 clusters Score: Raw -620854.260840 + Penalty 4101.926479 = -616752.334361 nChanged 0 SP:Iteration 67F (44429.890000 sec): 3 clusters Score: Raw -620854.260840 + Penalty 4101.926479 = -616752.334361 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44429.900000 sec): 2 clusters Score: Raw -124553.896321 + Penalty 1654.350048 = -122899.546274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44429.910000 sec): 3 clusters Score: Raw -124472.640857 + Penalty 3308.700095 = -121163.940762 nChanged 208 SP:Iteration 1F (44429.910000 sec): 3 clusters Score: Raw -124823.161206 + Penalty 3308.700095 = -121514.461111 nChanged 62 SP:Iteration 2F (44429.910000 sec): 3 clusters Score: Raw -125004.553769 + Penalty 3308.700095 = -121695.853674 nChanged 37 SP:Iteration 3Q (44429.910000 sec): 3 clusters Score: Raw -125080.940948 + Penalty 3308.700095 = -121772.240853 nChanged 28 SP:Iteration 4Q (44429.920000 sec): 3 clusters Score: Raw -125124.428774 + Penalty 3308.700095 = -121815.728678 nChanged 15 SP:Iteration 5Q (44429.920000 sec): 3 clusters Score: Raw -125159.056004 + Penalty 3308.700095 = -121850.355909 nChanged 13 SP:Iteration 6Q (44429.930000 sec): 3 clusters Score: Raw -125184.232441 + Penalty 3308.700095 = -121875.532346 nChanged 5 SP:Iteration 7Q (44429.930000 sec): 3 clusters Score: Raw -125188.253465 + Penalty 3308.700095 = -121879.553370 nChanged 5 SP:Iteration 8Q (44429.930000 sec): 3 clusters Score: Raw -125196.957955 + Penalty 3308.700095 = -121888.257860 nChanged 4 SP:Iteration 9Q (44429.930000 sec): 3 clusters Score: Raw -125204.904446 + Penalty 3308.700095 = -121896.204351 nChanged 1 SP:Iteration 10Q (44429.930000 sec): 3 clusters Score: Raw -125209.150799 + Penalty 3308.700095 = -121900.450704 nChanged 2 SP:Iteration 11Q (44429.940000 sec): 3 clusters Score: Raw -125221.357560 + Penalty 3308.700095 = -121912.657464 nChanged 3 SP:Iteration 12Q (44429.940000 sec): 3 clusters Score: Raw -125227.100521 + Penalty 3308.700095 = -121918.400425 nChanged 2 SP:Iteration 13Q (44429.950000 sec): 3 clusters Score: Raw -125230.827115 + Penalty 3308.700095 = -121922.127019 nChanged 1 SP:Iteration 14Q (44429.950000 sec): 3 clusters Score: Raw -125231.573909 + Penalty 3308.700095 = -121922.873814 nChanged 0 SP:Iteration 15F (44429.950000 sec): 3 clusters Score: Raw -125231.573909 + Penalty 3308.700095 = -121922.873814 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (128540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44430.400000 sec): 2 clusters Score: Raw -22766606.815487 + Penalty 2917.470864 = -22763689.344623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44430.930000 sec): 3 clusters Score: Raw -22683736.275559 + Penalty 5834.941728 = -22677901.333831 nChanged 61185 SP:Iteration 1F (44431.450000 sec): 3 clusters Score: Raw -22718839.884118 + Penalty 5834.941728 = -22713004.942390 nChanged 3759 SP:Iteration 2Q (44431.990000 sec): 3 clusters Score: Raw -22719598.746680 + Penalty 5834.941728 = -22713763.804953 nChanged 3809 SP:Iteration 3Q (44432.530000 sec): 3 clusters Score: Raw -22720469.427519 + Penalty 5834.941728 = -22714634.485791 nChanged 3957 SP:Iteration 4Q (44433.060000 sec): 3 clusters Score: Raw -22721525.414375 + Penalty 5834.941728 = -22715690.472647 nChanged 4368 SP:Iteration 5Q (44433.600000 sec): 3 clusters Score: Raw -22722881.096180 + Penalty 5834.941728 = -22717046.154452 nChanged 4945 SP:Iteration 6Q (44434.130000 sec): 3 clusters Score: Raw -22724755.783784 + Penalty 5834.941728 = -22718920.842056 nChanged 5523 SP:Iteration 7Q (44434.670000 sec): 3 clusters Score: Raw -22727369.323937 + Penalty 5834.941728 = -22721534.382209 nChanged 6197 SP:Iteration 8Q (44435.200000 sec): 3 clusters Score: Raw -22730679.081208 + Penalty 5834.941728 = -22724844.139481 nChanged 6554 SP:Iteration 9F (44435.730000 sec): 3 clusters Score: Raw -22734674.878771 + Penalty 5834.941728 = -22728839.937044 nChanged 6783 SP:Iteration 10F (44436.250000 sec): 3 clusters Score: Raw -22738997.851987 + Penalty 5834.941728 = -22733162.910260 nChanged 6665 SP:Iteration 11F (44436.780000 sec): 3 clusters Score: Raw -22743316.217525 + Penalty 5834.941728 = -22737481.275797 nChanged 6294 SP:Iteration 12Q (44437.290000 sec): 3 clusters Score: Raw -22747195.189703 + Penalty 5834.941728 = -22741360.247975 nChanged 5643 SP:Iteration 13Q (44437.790000 sec): 3 clusters Score: Raw -22750633.590828 + Penalty 5834.941728 = -22744798.649100 nChanged 4982 SP:Iteration 14Q (44438.280000 sec): 3 clusters Score: Raw -22753642.689692 + Penalty 5834.941728 = -22747807.747965 nChanged 4501 SP:Iteration 15Q (44438.750000 sec): 3 clusters Score: Raw -22756314.413260 + Penalty 5834.941728 = -22750479.471532 nChanged 3956 SP:Iteration 16Q (44439.210000 sec): 3 clusters Score: Raw -22758630.285092 + Penalty 5834.941728 = -22752795.343364 nChanged 3487 SP:Iteration 17Q (44439.650000 sec): 3 clusters Score: Raw -22760609.500595 + Penalty 5834.941728 = -22754774.558868 nChanged 2894 SP:Iteration 18Q (44440.080000 sec): 3 clusters Score: Raw -22762212.451639 + Penalty 5834.941728 = -22756377.509911 nChanged 2363 SP:Iteration 19Q (44440.500000 sec): 3 clusters Score: Raw -22763513.728090 + Penalty 5834.941728 = -22757678.786362 nChanged 1854 SP:Iteration 20F (44441.020000 sec): 3 clusters Score: Raw -22764548.217102 + Penalty 5834.941728 = -22758713.275374 nChanged 1420 SP:Iteration 21Q (44441.420000 sec): 3 clusters Score: Raw -22765371.034666 + Penalty 5834.941728 = -22759536.092938 nChanged 973 SP:Iteration 22Q (44441.810000 sec): 3 clusters Score: Raw -22765929.209187 + Penalty 5834.941728 = -22760094.267459 nChanged 649 SP:Iteration 23Q (44442.190000 sec): 3 clusters Score: Raw -22766292.354008 + Penalty 5834.941728 = -22760457.412281 nChanged 417 SP:Iteration 24Q (44442.570000 sec): 3 clusters Score: Raw -22766536.844769 + Penalty 5834.941728 = -22760701.903041 nChanged 284 SP:Iteration 25Q (44442.950000 sec): 3 clusters Score: Raw -22766705.797416 + Penalty 5834.941728 = -22760870.855688 nChanged 182 SP:Iteration 26Q (44443.330000 sec): 3 clusters Score: Raw -22766812.654243 + Penalty 5834.941728 = -22760977.712515 nChanged 121 SP:Iteration 27Q (44443.700000 sec): 3 clusters Score: Raw -22766883.118894 + Penalty 5834.941728 = -22761048.177166 nChanged 90 SP:Iteration 28Q (44444.070000 sec): 3 clusters Score: Raw -22766935.927537 + Penalty 5834.941728 = -22761100.985809 nChanged 77 SP:Iteration 29Q (44444.440000 sec): 3 clusters Score: Raw -22766982.009313 + Penalty 5834.941728 = -22761147.067585 nChanged 56 SP:Iteration 30Q (44444.810000 sec): 3 clusters Score: Raw -22767013.227267 + Penalty 5834.941728 = -22761178.285540 nChanged 34 SP:Iteration 31Q (44445.180000 sec): 3 clusters Score: Raw -22767031.380826 + Penalty 5834.941728 = -22761196.439098 nChanged 23 SP:Iteration 32Q (44445.540000 sec): 3 clusters Score: Raw -22767043.831420 + Penalty 5834.941728 = -22761208.889692 nChanged 27 SP:Iteration 33Q (44445.910000 sec): 3 clusters Score: Raw -22767057.687963 + Penalty 5834.941728 = -22761222.746235 nChanged 14 SP:Iteration 34Q (44446.280000 sec): 3 clusters Score: Raw -22767065.387198 + Penalty 5834.941728 = -22761230.445470 nChanged 12 SP:Iteration 35Q (44446.640000 sec): 3 clusters Score: Raw -22767071.842280 + Penalty 5834.941728 = -22761236.900552 nChanged 11 SP:Iteration 36Q (44447.010000 sec): 3 clusters Score: Raw -22767077.891175 + Penalty 5834.941728 = -22761242.949447 nChanged 11 SP:Iteration 37Q (44447.370000 sec): 3 clusters Score: Raw -22767085.942759 + Penalty 5834.941728 = -22761251.001031 nChanged 13 SP:Iteration 38Q (44447.740000 sec): 3 clusters Score: Raw -22767095.064710 + Penalty 5834.941728 = -22761260.122982 nChanged 15 SP:Iteration 39Q (44448.110000 sec): 3 clusters Score: Raw -22767104.194831 + Penalty 5834.941728 = -22761269.253103 nChanged 10 SP:Iteration 40F (44448.620000 sec): 3 clusters Score: Raw -22767108.861569 + Penalty 5834.941728 = -22761273.919841 nChanged 4 SP:Iteration 41Q (44448.990000 sec): 3 clusters Score: Raw -22767111.084247 + Penalty 5834.941728 = -22761276.142519 nChanged 3 SP:Iteration 42Q (44449.350000 sec): 3 clusters Score: Raw -22767112.363324 + Penalty 5834.941728 = -22761277.421596 nChanged 0 SP:Iteration 43F (44449.870000 sec): 3 clusters Score: Raw -22767112.363324 + Penalty 5834.941728 = -22761277.421596 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44449.910000 sec): 2 clusters Score: Raw -60234.817898 + Penalty 1532.130140 = -58702.687758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44449.920000 sec): 3 clusters Score: Raw -60399.906414 + Penalty 3064.260281 = -57335.646133 nChanged 109 SP:Iteration 1F (44449.920000 sec): 3 clusters Score: Raw -60643.736931 + Penalty 3064.260281 = -57579.476650 nChanged 39 SP:Iteration 2F (44449.920000 sec): 3 clusters Score: Raw -60812.907329 + Penalty 3064.260281 = -57748.647048 nChanged 40 SP:Iteration 3F (44449.930000 sec): 3 clusters Score: Raw -61045.298549 + Penalty 3064.260281 = -57981.038269 nChanged 39 SP:Iteration 4F (44449.930000 sec): 3 clusters Score: Raw -61209.872215 + Penalty 3064.260281 = -58145.611934 nChanged 15 SP:Iteration 5Q (44449.930000 sec): 3 clusters Score: Raw -61248.839392 + Penalty 3064.260281 = -58184.579112 nChanged 7 SP:Iteration 6Q (44449.930000 sec): 3 clusters Score: Raw -61306.490419 + Penalty 3064.260281 = -58242.230138 nChanged 6 SP:Iteration 7Q (44449.930000 sec): 3 clusters Score: Raw -61335.510750 + Penalty 3064.260281 = -58271.250469 nChanged 6 SP:Iteration 8Q (44449.930000 sec): 3 clusters Score: Raw -61377.505449 + Penalty 3064.260281 = -58313.245168 nChanged 6 SP:Iteration 9Q (44449.930000 sec): 3 clusters Score: Raw -61437.851704 + Penalty 3064.260281 = -58373.591424 nChanged 5 SP:Iteration 10Q (44449.930000 sec): 3 clusters Score: Raw -61468.050576 + Penalty 3064.260281 = -58403.790296 nChanged 4 SP:Iteration 11Q (44449.940000 sec): 3 clusters Score: Raw -61495.025453 + Penalty 3064.260281 = -58430.765172 nChanged 3 SP:Iteration 12Q (44449.940000 sec): 3 clusters Score: Raw -61513.423376 + Penalty 3064.260281 = -58449.163095 nChanged 5 SP:Iteration 13Q (44449.940000 sec): 3 clusters Score: Raw -61530.444263 + Penalty 3064.260281 = -58466.183983 nChanged 0 SP:Iteration 14F (44449.940000 sec): 3 clusters Score: Raw -61531.392448 + Penalty 3064.260281 = -58467.132168 nChanged 1 SP:Iteration 15Q (44449.950000 sec): 3 clusters Score: Raw -61558.543091 + Penalty 3064.260281 = -58494.282810 nChanged 3 SP:Iteration 16Q (44449.950000 sec): 3 clusters Score: Raw -61578.304975 + Penalty 3064.260281 = -58514.044695 nChanged 1 SP:Iteration 17Q (44449.950000 sec): 3 clusters Score: Raw -61581.258545 + Penalty 3064.260281 = -58516.998265 nChanged 0 SP:Iteration 18F (44449.950000 sec): 3 clusters Score: Raw -61581.258545 + Penalty 3064.260281 = -58516.998265 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44449.960000 sec): 2 clusters Score: Raw -90063.289958 + Penalty 1584.363229 = -88478.926730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44449.960000 sec): 3 clusters Score: Raw -90167.161236 + Penalty 3168.726457 = -86998.434779 nChanged 133 SP:Iteration 1F (44449.960000 sec): 3 clusters Score: Raw -90677.395990 + Penalty 3168.726457 = -87508.669533 nChanged 58 SP:Iteration 2F (44449.960000 sec): 3 clusters Score: Raw -91220.898438 + Penalty 3168.726457 = -88052.171981 nChanged 40 SP:Iteration 3F (44449.970000 sec): 3 clusters Score: Raw -91643.536691 + Penalty 3168.726457 = -88474.810234 nChanged 47 SP:Iteration 4F (44449.970000 sec): 3 clusters Score: Raw -91910.040684 + Penalty 3168.726457 = -88741.314227 nChanged 27 SP:Iteration 5Q (44449.970000 sec): 3 clusters Score: Raw -92043.900315 + Penalty 3168.726457 = -88875.173858 nChanged 21 SP:Iteration 6Q (44449.970000 sec): 3 clusters Score: Raw -92131.972336 + Penalty 3168.726457 = -88963.245879 nChanged 5 SP:Iteration 7Q (44449.970000 sec): 3 clusters Score: Raw -92141.939320 + Penalty 3168.726457 = -88973.212863 nChanged 2 SP:Iteration 8Q (44449.970000 sec): 3 clusters Score: Raw -92144.285666 + Penalty 3168.726457 = -88975.559209 nChanged 0 SP:Iteration 9F (44449.980000 sec): 3 clusters Score: Raw -92144.285666 + Penalty 3168.726457 = -88975.559209 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 52. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (20091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44450.070000 sec): 2 clusters Score: Raw -3328826.515358 + Penalty 2457.190754 = -3326369.324605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44450.150000 sec): 3 clusters Score: Raw -3317212.335567 + Penalty 4914.381507 = -3312297.954060 nChanged 8807 SP:Iteration 1F (44450.230000 sec): 3 clusters Score: Raw -3321946.991847 + Penalty 4914.381507 = -3317032.610340 nChanged 1109 SP:Iteration 2F (44450.300000 sec): 3 clusters Score: Raw -3322363.758984 + Penalty 4914.381507 = -3317449.377477 nChanged 930 SP:Iteration 3Q (44450.390000 sec): 3 clusters Score: Raw -3322691.277972 + Penalty 4914.381507 = -3317776.896465 nChanged 800 SP:Iteration 4Q (44450.470000 sec): 3 clusters Score: Raw -3322954.937180 + Penalty 4914.381507 = -3318040.555673 nChanged 671 SP:Iteration 5Q (44450.550000 sec): 3 clusters Score: Raw -3323158.401891 + Penalty 4914.381507 = -3318244.020384 nChanged 643 SP:Iteration 6Q (44450.630000 sec): 3 clusters Score: Raw -3323352.722436 + Penalty 4914.381507 = -3318438.340928 nChanged 579 SP:Iteration 7Q (44450.710000 sec): 3 clusters Score: Raw -3323532.155285 + Penalty 4914.381507 = -3318617.773778 nChanged 550 SP:Iteration 8Q (44450.790000 sec): 3 clusters Score: Raw -3323704.028076 + Penalty 4914.381507 = -3318789.646569 nChanged 533 SP:Iteration 9Q (44450.870000 sec): 3 clusters Score: Raw -3323878.546058 + Penalty 4914.381507 = -3318964.164550 nChanged 555 SP:Iteration 10Q (44450.950000 sec): 3 clusters Score: Raw -3324080.118505 + Penalty 4914.381507 = -3319165.736998 nChanged 597 SP:Iteration 11Q (44451.030000 sec): 3 clusters Score: Raw -3324308.486010 + Penalty 4914.381507 = -3319394.104503 nChanged 598 SP:Iteration 12Q (44451.110000 sec): 3 clusters Score: Raw -3324544.222497 + Penalty 4914.381507 = -3319629.840990 nChanged 658 SP:Iteration 13Q (44451.190000 sec): 3 clusters Score: Raw -3324835.059194 + Penalty 4914.381507 = -3319920.677686 nChanged 687 SP:Iteration 14Q (44451.270000 sec): 3 clusters Score: Raw -3325188.551259 + Penalty 4914.381507 = -3320274.169752 nChanged 750 SP:Iteration 15Q (44451.350000 sec): 3 clusters Score: Raw -3325595.715519 + Penalty 4914.381507 = -3320681.334011 nChanged 765 SP:Iteration 16Q (44451.430000 sec): 3 clusters Score: Raw -3326048.521939 + Penalty 4914.381507 = -3321134.140432 nChanged 704 SP:Iteration 17Q (44451.510000 sec): 3 clusters Score: Raw -3326413.596207 + Penalty 4914.381507 = -3321499.214700 nChanged 613 SP:Iteration 18Q (44451.590000 sec): 3 clusters Score: Raw -3326718.931492 + Penalty 4914.381507 = -3321804.549984 nChanged 537 SP:Iteration 19Q (44451.670000 sec): 3 clusters Score: Raw -3326948.382413 + Penalty 4914.381507 = -3322034.000905 nChanged 427 SP:Iteration 20F (44451.750000 sec): 3 clusters Score: Raw -3327095.887562 + Penalty 4914.381507 = -3322181.506055 nChanged 299 SP:Iteration 21Q (44451.820000 sec): 3 clusters Score: Raw -3327183.263376 + Penalty 4914.381507 = -3322268.881868 nChanged 245 SP:Iteration 22Q (44451.900000 sec): 3 clusters Score: Raw -3327256.163857 + Penalty 4914.381507 = -3322341.782350 nChanged 216 SP:Iteration 23Q (44451.980000 sec): 3 clusters Score: Raw -3327315.733455 + Penalty 4914.381507 = -3322401.351947 nChanged 203 SP:Iteration 24Q (44452.050000 sec): 3 clusters Score: Raw -3327380.485000 + Penalty 4914.381507 = -3322466.103493 nChanged 218 SP:Iteration 25Q (44452.120000 sec): 3 clusters Score: Raw -3327446.315666 + Penalty 4914.381507 = -3322531.934159 nChanged 190 SP:Iteration 26Q (44452.200000 sec): 3 clusters Score: Raw -3327503.936942 + Penalty 4914.381507 = -3322589.555434 nChanged 184 SP:Iteration 27Q (44452.270000 sec): 3 clusters Score: Raw -3327555.258623 + Penalty 4914.381507 = -3322640.877116 nChanged 162 SP:Iteration 28Q (44452.350000 sec): 3 clusters Score: Raw -3327594.797800 + Penalty 4914.381507 = -3322680.416293 nChanged 156 SP:Iteration 29Q (44452.420000 sec): 3 clusters Score: Raw -3327642.360290 + Penalty 4914.381507 = -3322727.978783 nChanged 173 SP:Iteration 30Q (44452.500000 sec): 3 clusters Score: Raw -3327691.313547 + Penalty 4914.381507 = -3322776.932040 nChanged 156 SP:Iteration 31Q (44452.570000 sec): 3 clusters Score: Raw -3327729.058207 + Penalty 4914.381507 = -3322814.676699 nChanged 141 SP:Iteration 32Q (44452.640000 sec): 3 clusters Score: Raw -3327763.551992 + Penalty 4914.381507 = -3322849.170485 nChanged 154 SP:Iteration 33Q (44452.710000 sec): 3 clusters Score: Raw -3327807.973095 + Penalty 4914.381507 = -3322893.591588 nChanged 179 SP:Iteration 34Q (44452.790000 sec): 3 clusters Score: Raw -3327858.504967 + Penalty 4914.381507 = -3322944.123460 nChanged 168 SP:Iteration 35Q (44452.860000 sec): 3 clusters Score: Raw -3327906.393532 + Penalty 4914.381507 = -3322992.012024 nChanged 168 SP:Iteration 36Q (44452.930000 sec): 3 clusters Score: Raw -3327954.978520 + Penalty 4914.381507 = -3323040.597012 nChanged 173 SP:Iteration 37Q (44453.000000 sec): 3 clusters Score: Raw -3328001.817373 + Penalty 4914.381507 = -3323087.435865 nChanged 174 SP:Iteration 38Q (44453.080000 sec): 3 clusters Score: Raw -3328050.311290 + Penalty 4914.381507 = -3323135.929783 nChanged 178 SP:Iteration 39Q (44453.150000 sec): 3 clusters Score: Raw -3328101.686872 + Penalty 4914.381507 = -3323187.305365 nChanged 173 SP:Iteration 40F (44453.220000 sec): 3 clusters Score: Raw -3328152.951814 + Penalty 4914.381507 = -3323238.570307 nChanged 178 SP:Iteration 41Q (44453.300000 sec): 3 clusters Score: Raw -3328202.732839 + Penalty 4914.381507 = -3323288.351331 nChanged 155 SP:Iteration 42Q (44453.370000 sec): 3 clusters Score: Raw -3328242.414640 + Penalty 4914.381507 = -3323328.033132 nChanged 129 SP:Iteration 43Q (44453.440000 sec): 3 clusters Score: Raw -3328274.086646 + Penalty 4914.381507 = -3323359.705139 nChanged 108 SP:Iteration 44Q (44453.510000 sec): 3 clusters Score: Raw -3328299.131104 + Penalty 4914.381507 = -3323384.749597 nChanged 108 SP:Iteration 45Q (44453.580000 sec): 3 clusters Score: Raw -3328323.748517 + Penalty 4914.381507 = -3323409.367010 nChanged 113 SP:Iteration 46Q (44453.650000 sec): 3 clusters Score: Raw -3328354.014766 + Penalty 4914.381507 = -3323439.633258 nChanged 122 SP:Iteration 47Q (44453.720000 sec): 3 clusters Score: Raw -3328382.253769 + Penalty 4914.381507 = -3323467.872261 nChanged 95 SP:Iteration 48Q (44453.790000 sec): 3 clusters Score: Raw -3328404.608200 + Penalty 4914.381507 = -3323490.226693 nChanged 95 SP:Iteration 49Q (44453.860000 sec): 3 clusters Score: Raw -3328426.676167 + Penalty 4914.381507 = -3323512.294659 nChanged 85 SP:Iteration 50Q (44453.930000 sec): 3 clusters Score: Raw -3328445.110696 + Penalty 4914.381507 = -3323530.729189 nChanged 83 SP:Iteration 51Q (44453.990000 sec): 3 clusters Score: Raw -3328465.435548 + Penalty 4914.381507 = -3323551.054040 nChanged 91 SP:Iteration 52Q (44454.060000 sec): 3 clusters Score: Raw -3328486.923478 + Penalty 4914.381507 = -3323572.541971 nChanged 84 SP:Iteration 53Q (44454.130000 sec): 3 clusters Score: Raw -3328504.342110 + Penalty 4914.381507 = -3323589.960602 nChanged 75 SP:Iteration 54Q (44454.190000 sec): 3 clusters Score: Raw -3328521.578223 + Penalty 4914.381507 = -3323607.196716 nChanged 81 SP:Iteration 55Q (44454.260000 sec): 3 clusters Score: Raw -3328540.154243 + Penalty 4914.381507 = -3323625.772735 nChanged 91 SP:Iteration 56Q (44454.330000 sec): 3 clusters Score: Raw -3328564.257409 + Penalty 4914.381507 = -3323649.875901 nChanged 94 SP:Iteration 57Q (44454.400000 sec): 3 clusters Score: Raw -3328590.168710 + Penalty 4914.381507 = -3323675.787202 nChanged 89 SP:Iteration 58Q (44454.460000 sec): 3 clusters Score: Raw -3328614.449951 + Penalty 4914.381507 = -3323700.068444 nChanged 98 SP:Iteration 59Q (44454.530000 sec): 3 clusters Score: Raw -3328642.029995 + Penalty 4914.381507 = -3323727.648488 nChanged 88 SP:Iteration 60F (44454.610000 sec): 3 clusters Score: Raw -3328667.569030 + Penalty 4914.381507 = -3323753.187523 nChanged 83 SP:Iteration 61Q (44454.670000 sec): 3 clusters Score: Raw -3328689.567627 + Penalty 4914.381507 = -3323775.186120 nChanged 69 SP:Iteration 62Q (44454.740000 sec): 3 clusters Score: Raw -3328705.663140 + Penalty 4914.381507 = -3323791.281633 nChanged 63 SP:Iteration 63Q (44454.800000 sec): 3 clusters Score: Raw -3328722.057364 + Penalty 4914.381507 = -3323807.675857 nChanged 66 SP:Iteration 64Q (44454.870000 sec): 3 clusters Score: Raw -3328742.158673 + Penalty 4914.381507 = -3323827.777166 nChanged 70 SP:Iteration 65Q (44454.930000 sec): 3 clusters Score: Raw -3328763.294065 + Penalty 4914.381507 = -3323848.912558 nChanged 61 SP:Iteration 66Q (44455.000000 sec): 3 clusters Score: Raw -3328780.062382 + Penalty 4914.381507 = -3323865.680875 nChanged 61 SP:Iteration 67Q (44455.060000 sec): 3 clusters Score: Raw -3328800.249794 + Penalty 4914.381507 = -3323885.868287 nChanged 63 SP:Iteration 68Q (44455.130000 sec): 3 clusters Score: Raw -3328820.327615 + Penalty 4914.381507 = -3323905.946108 nChanged 47 SP:Iteration 69Q (44455.190000 sec): 3 clusters Score: Raw -3328831.705698 + Penalty 4914.381507 = -3323917.324191 nChanged 42 SP:Iteration 70Q (44455.250000 sec): 3 clusters Score: Raw -3328842.356257 + Penalty 4914.381507 = -3323927.974750 nChanged 33 SP:Iteration 71Q (44455.310000 sec): 3 clusters Score: Raw -3328849.625576 + Penalty 4914.381507 = -3323935.244069 nChanged 28 SP:Iteration 72Q (44455.380000 sec): 3 clusters Score: Raw -3328855.341370 + Penalty 4914.381507 = -3323940.959862 nChanged 28 SP:Iteration 73Q (44455.440000 sec): 3 clusters Score: Raw -3328861.050506 + Penalty 4914.381507 = -3323946.668998 nChanged 23 SP:Iteration 74Q (44455.500000 sec): 3 clusters Score: Raw -3328864.922687 + Penalty 4914.381507 = -3323950.541180 nChanged 20 SP:Iteration 75Q (44455.570000 sec): 3 clusters Score: Raw -3328869.465360 + Penalty 4914.381507 = -3323955.083853 nChanged 17 SP:Iteration 76Q (44455.630000 sec): 3 clusters Score: Raw -3328873.487959 + Penalty 4914.381507 = -3323959.106451 nChanged 18 SP:Iteration 77Q (44455.690000 sec): 3 clusters Score: Raw -3328878.452315 + Penalty 4914.381507 = -3323964.070807 nChanged 19 SP:Iteration 78Q (44455.750000 sec): 3 clusters Score: Raw -3328883.084402 + Penalty 4914.381507 = -3323968.702895 nChanged 25 SP:Iteration 79Q (44455.810000 sec): 3 clusters Score: Raw -3328888.689883 + Penalty 4914.381507 = -3323974.308376 nChanged 26 SP:Iteration 80F (44455.890000 sec): 3 clusters Score: Raw -3328895.018980 + Penalty 4914.381507 = -3323980.637472 nChanged 32 SP:Iteration 81Q (44455.950000 sec): 3 clusters Score: Raw -3328904.233205 + Penalty 4914.381507 = -3323989.851698 nChanged 38 SP:Iteration 82Q (44456.020000 sec): 3 clusters Score: Raw -3328917.356266 + Penalty 4914.381507 = -3324002.974759 nChanged 43 SP:Iteration 83Q (44456.080000 sec): 3 clusters Score: Raw -3328930.478639 + Penalty 4914.381507 = -3324016.097131 nChanged 40 SP:Iteration 84Q (44456.140000 sec): 3 clusters Score: Raw -3328942.004275 + Penalty 4914.381507 = -3324027.622767 nChanged 38 SP:Iteration 85Q (44456.200000 sec): 3 clusters Score: Raw -3328952.850047 + Penalty 4914.381507 = -3324038.468540 nChanged 34 SP:Iteration 86Q (44456.260000 sec): 3 clusters Score: Raw -3328964.533869 + Penalty 4914.381507 = -3324050.152361 nChanged 33 SP:Iteration 87Q (44456.330000 sec): 3 clusters Score: Raw -3328976.326367 + Penalty 4914.381507 = -3324061.944859 nChanged 36 SP:Iteration 88Q (44456.390000 sec): 3 clusters Score: Raw -3328989.055766 + Penalty 4914.381507 = -3324074.674258 nChanged 40 SP:Iteration 89Q (44456.450000 sec): 3 clusters Score: Raw -3329003.424121 + Penalty 4914.381507 = -3324089.042614 nChanged 38 SP:Iteration 90Q (44456.510000 sec): 3 clusters Score: Raw -3329016.222558 + Penalty 4914.381507 = -3324101.841050 nChanged 40 SP:Iteration 91Q (44456.570000 sec): 3 clusters Score: Raw -3329030.565700 + Penalty 4914.381507 = -3324116.184193 nChanged 43 SP:Iteration 92Q (44456.630000 sec): 3 clusters Score: Raw -3329045.006279 + Penalty 4914.381507 = -3324130.624772 nChanged 35 SP:Iteration 93Q (44456.690000 sec): 3 clusters Score: Raw -3329056.084774 + Penalty 4914.381507 = -3324141.703267 nChanged 29 SP:Iteration 94Q (44456.750000 sec): 3 clusters Score: Raw -3329063.975554 + Penalty 4914.381507 = -3324149.594046 nChanged 17 SP:Iteration 95Q (44456.810000 sec): 3 clusters Score: Raw -3329068.424774 + Penalty 4914.381507 = -3324154.043266 nChanged 17 SP:Iteration 96Q (44456.870000 sec): 3 clusters Score: Raw -3329073.432506 + Penalty 4914.381507 = -3324159.050999 nChanged 20 SP:Iteration 97Q (44456.930000 sec): 3 clusters Score: Raw -3329080.059369 + Penalty 4914.381507 = -3324165.677862 nChanged 17 SP:Iteration 98Q (44456.990000 sec): 3 clusters Score: Raw -3329086.194673 + Penalty 4914.381507 = -3324171.813165 nChanged 27 SP:Iteration 99Q (44457.050000 sec): 3 clusters Score: Raw -3329097.741024 + Penalty 4914.381507 = -3324183.359517 nChanged 36 SP:Iteration 100F (44457.130000 sec): 3 clusters Score: Raw -3329112.416650 + Penalty 4914.381507 = -3324198.035143 nChanged 30 SP:Iteration 101Q (44457.190000 sec): 3 clusters Score: Raw -3329122.453814 + Penalty 4914.381507 = -3324208.072306 nChanged 31 SP:Iteration 102Q (44457.250000 sec): 3 clusters Score: Raw -3329134.978262 + Penalty 4914.381507 = -3324220.596755 nChanged 32 SP:Iteration 103Q (44457.310000 sec): 3 clusters Score: Raw -3329147.452707 + Penalty 4914.381507 = -3324233.071200 nChanged 33 SP:Iteration 104Q (44457.370000 sec): 3 clusters Score: Raw -3329162.177577 + Penalty 4914.381507 = -3324247.796069 nChanged 35 SP:Iteration 105Q (44457.430000 sec): 3 clusters Score: Raw -3329174.276913 + Penalty 4914.381507 = -3324259.895406 nChanged 22 SP:Iteration 106Q (44457.490000 sec): 3 clusters Score: Raw -3329181.368775 + Penalty 4914.381507 = -3324266.987267 nChanged 19 SP:Iteration 107Q (44457.550000 sec): 3 clusters Score: Raw -3329188.651278 + Penalty 4914.381507 = -3324274.269771 nChanged 22 SP:Iteration 108Q (44457.600000 sec): 3 clusters Score: Raw -3329198.155513 + Penalty 4914.381507 = -3324283.774006 nChanged 19 SP:Iteration 109Q (44457.660000 sec): 3 clusters Score: Raw -3329206.629779 + Penalty 4914.381507 = -3324292.248271 nChanged 15 SP:Iteration 110Q (44457.720000 sec): 3 clusters Score: Raw -3329210.937913 + Penalty 4914.381507 = -3324296.556406 nChanged 15 SP:Iteration 111Q (44457.780000 sec): 3 clusters Score: Raw -3329216.565644 + Penalty 4914.381507 = -3324302.184137 nChanged 20 SP:Iteration 112Q (44457.840000 sec): 3 clusters Score: Raw -3329222.994417 + Penalty 4914.381507 = -3324308.612909 nChanged 11 SP:Iteration 113Q (44457.890000 sec): 3 clusters Score: Raw -3329227.165946 + Penalty 4914.381507 = -3324312.784439 nChanged 12 SP:Iteration 114Q (44457.950000 sec): 3 clusters Score: Raw -3329232.360348 + Penalty 4914.381507 = -3324317.978841 nChanged 12 SP:Iteration 115Q (44458.010000 sec): 3 clusters Score: Raw -3329236.585176 + Penalty 4914.381507 = -3324322.203668 nChanged 10 SP:Iteration 116Q (44458.070000 sec): 3 clusters Score: Raw -3329239.706029 + Penalty 4914.381507 = -3324325.324521 nChanged 8 SP:Iteration 117Q (44458.130000 sec): 3 clusters Score: Raw -3329242.813424 + Penalty 4914.381507 = -3324328.431916 nChanged 9 SP:Iteration 118Q (44458.190000 sec): 3 clusters Score: Raw -3329246.244862 + Penalty 4914.381507 = -3324331.863355 nChanged 2 SP:Iteration 119Q (44458.240000 sec): 3 clusters Score: Raw -3329246.594659 + Penalty 4914.381507 = -3324332.213151 nChanged 3 SP:Iteration 120F (44458.320000 sec): 3 clusters Score: Raw -3329247.634131 + Penalty 4914.381507 = -3324333.252623 nChanged 4 SP:Iteration 121Q (44458.380000 sec): 3 clusters Score: Raw -3329248.844600 + Penalty 4914.381507 = -3324334.463093 nChanged 3 SP:Iteration 122Q (44458.440000 sec): 3 clusters Score: Raw -3329249.589854 + Penalty 4914.381507 = -3324335.208346 nChanged 2 SP:Iteration 123Q (44458.490000 sec): 3 clusters Score: Raw -3329250.149848 + Penalty 4914.381507 = -3324335.768340 nChanged 2 SP:Iteration 124Q (44458.550000 sec): 3 clusters Score: Raw -3329250.632782 + Penalty 4914.381507 = -3324336.251275 nChanged 2 SP:Iteration 125Q (44458.610000 sec): 3 clusters Score: Raw -3329251.058107 + Penalty 4914.381507 = -3324336.676600 nChanged 1 SP:Iteration 126Q (44458.670000 sec): 3 clusters Score: Raw -3329251.398940 + Penalty 4914.381507 = -3324337.017432 nChanged 2 SP:Iteration 127Q (44458.730000 sec): 3 clusters Score: Raw -3329251.932852 + Penalty 4914.381507 = -3324337.551344 nChanged 3 SP:Iteration 128Q (44458.790000 sec): 3 clusters Score: Raw -3329253.032139 + Penalty 4914.381507 = -3324338.650632 nChanged 6 SP:Iteration 129Q (44458.840000 sec): 3 clusters Score: Raw -3329254.825981 + Penalty 4914.381507 = -3324340.444473 nChanged 4 SP:Iteration 130Q (44458.900000 sec): 3 clusters Score: Raw -3329255.895401 + Penalty 4914.381507 = -3324341.513893 nChanged 3 SP:Iteration 131Q (44458.960000 sec): 3 clusters Score: Raw -3329256.583124 + Penalty 4914.381507 = -3324342.201617 nChanged 5 SP:Iteration 132Q (44459.020000 sec): 3 clusters Score: Raw -3329258.207678 + Penalty 4914.381507 = -3324343.826171 nChanged 3 SP:Iteration 133Q (44459.070000 sec): 3 clusters Score: Raw -3329258.949651 + Penalty 4914.381507 = -3324344.568144 nChanged 1 SP:Iteration 134Q (44459.130000 sec): 3 clusters Score: Raw -3329259.719329 + Penalty 4914.381507 = -3324345.337822 nChanged 2 SP:Iteration 135Q (44459.190000 sec): 3 clusters Score: Raw -3329260.642568 + Penalty 4914.381507 = -3324346.261060 nChanged 5 SP:Iteration 136Q (44459.250000 sec): 3 clusters Score: Raw -3329262.287121 + Penalty 4914.381507 = -3324347.905614 nChanged 2 SP:Iteration 137Q (44459.310000 sec): 3 clusters Score: Raw -3329262.911292 + Penalty 4914.381507 = -3324348.529784 nChanged 0 SP:Iteration 138F (44459.390000 sec): 3 clusters Score: Raw -3329262.911292 + Penalty 4914.381507 = -3324348.529784 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44459.400000 sec): 2 clusters Score: Raw -42077.855799 + Penalty 1429.767393 = -40648.088405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44459.400000 sec): 3 clusters Score: Raw -42383.519225 + Penalty 2859.534787 = -39523.984439 nChanged 60 SP:Iteration 1F (44459.400000 sec): 3 clusters Score: Raw -42663.191857 + Penalty 2859.534787 = -39803.657070 nChanged 17 SP:Iteration 2F (44459.400000 sec): 3 clusters Score: Raw -42725.300105 + Penalty 2859.534787 = -39865.765318 nChanged 12 SP:Iteration 3Q (44459.400000 sec): 3 clusters Score: Raw -42761.621657 + Penalty 2859.534787 = -39902.086870 nChanged 4 SP:Iteration 4Q (44459.400000 sec): 3 clusters Score: Raw -42787.212810 + Penalty 2859.534787 = -39927.678023 nChanged 5 SP:Iteration 5Q (44459.410000 sec): 3 clusters Score: Raw -42818.909564 + Penalty 2859.534787 = -39959.374777 nChanged 7 SP:Iteration 6Q (44459.410000 sec): 3 clusters Score: Raw -42879.185353 + Penalty 2859.534787 = -40019.650566 nChanged 5 SP:Iteration 7Q (44459.410000 sec): 3 clusters Score: Raw -42911.412728 + Penalty 2859.534787 = -40051.877941 nChanged 3 SP:Iteration 8Q (44459.410000 sec): 3 clusters Score: Raw -42925.030705 + Penalty 2859.534787 = -40065.495919 nChanged 0 SP:Iteration 9F (44459.410000 sec): 3 clusters Score: Raw -42925.030705 + Penalty 2859.534787 = -40065.495919 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (16374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44459.470000 sec): 2 clusters Score: Raw -2890944.406317 + Penalty 2406.455598 = -2888537.950720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44459.540000 sec): 3 clusters Score: Raw -2881703.085231 + Penalty 4812.911195 = -2876890.174036 nChanged 7138 SP:Iteration 1F (44459.600000 sec): 3 clusters Score: Raw -2885495.944784 + Penalty 4812.911195 = -2880683.033589 nChanged 956 SP:Iteration 2F (44459.670000 sec): 3 clusters Score: Raw -2885919.553494 + Penalty 4812.911195 = -2881106.642299 nChanged 835 SP:Iteration 3F (44459.730000 sec): 3 clusters Score: Raw -2886377.902934 + Penalty 4812.911195 = -2881564.991739 nChanged 931 SP:Iteration 4F (44459.800000 sec): 3 clusters Score: Raw -2887025.180684 + Penalty 4812.911195 = -2882212.269489 nChanged 1066 SP:Iteration 5F (44459.860000 sec): 3 clusters Score: Raw -2887830.708574 + Penalty 4812.911195 = -2883017.797379 nChanged 1074 SP:Iteration 6F (44459.930000 sec): 3 clusters Score: Raw -2888754.290218 + Penalty 4812.911195 = -2883941.379023 nChanged 1070 SP:Iteration 7F (44459.990000 sec): 3 clusters Score: Raw -2889708.793853 + Penalty 4812.911195 = -2884895.882658 nChanged 927 SP:Iteration 8F (44460.060000 sec): 3 clusters Score: Raw -2890458.318318 + Penalty 4812.911195 = -2885645.407123 nChanged 743 SP:Iteration 9Q (44460.120000 sec): 3 clusters Score: Raw -2890994.808796 + Penalty 4812.911195 = -2886181.897601 nChanged 531 SP:Iteration 10Q (44460.180000 sec): 3 clusters Score: Raw -2891350.462687 + Penalty 4812.911195 = -2886537.551492 nChanged 414 SP:Iteration 11Q (44460.240000 sec): 3 clusters Score: Raw -2891615.389848 + Penalty 4812.911195 = -2886802.478653 nChanged 325 SP:Iteration 12Q (44460.300000 sec): 3 clusters Score: Raw -2891783.455029 + Penalty 4812.911195 = -2886970.543834 nChanged 244 SP:Iteration 13Q (44460.360000 sec): 3 clusters Score: Raw -2891897.626389 + Penalty 4812.911195 = -2887084.715194 nChanged 195 SP:Iteration 14Q (44460.420000 sec): 3 clusters Score: Raw -2891970.268973 + Penalty 4812.911195 = -2887157.357778 nChanged 154 SP:Iteration 15Q (44460.470000 sec): 3 clusters Score: Raw -2892024.356918 + Penalty 4812.911195 = -2887211.445723 nChanged 110 SP:Iteration 16Q (44460.530000 sec): 3 clusters Score: Raw -2892052.409338 + Penalty 4812.911195 = -2887239.498143 nChanged 77 SP:Iteration 17Q (44460.590000 sec): 3 clusters Score: Raw -2892071.356911 + Penalty 4812.911195 = -2887258.445716 nChanged 65 SP:Iteration 18Q (44460.650000 sec): 3 clusters Score: Raw -2892085.902012 + Penalty 4812.911195 = -2887272.990817 nChanged 50 SP:Iteration 19Q (44460.700000 sec): 3 clusters Score: Raw -2892096.559626 + Penalty 4812.911195 = -2887283.648431 nChanged 44 SP:Iteration 20F (44460.770000 sec): 3 clusters Score: Raw -2892106.015007 + Penalty 4812.911195 = -2887293.103812 nChanged 46 SP:Iteration 21Q (44460.820000 sec): 3 clusters Score: Raw -2892114.456658 + Penalty 4812.911195 = -2887301.545463 nChanged 31 SP:Iteration 22Q (44460.880000 sec): 3 clusters Score: Raw -2892119.739946 + Penalty 4812.911195 = -2887306.828751 nChanged 28 SP:Iteration 23Q (44460.930000 sec): 3 clusters Score: Raw -2892124.806528 + Penalty 4812.911195 = -2887311.895333 nChanged 30 SP:Iteration 24Q (44460.990000 sec): 3 clusters Score: Raw -2892130.694329 + Penalty 4812.911195 = -2887317.783134 nChanged 24 SP:Iteration 25Q (44461.050000 sec): 3 clusters Score: Raw -2892136.534305 + Penalty 4812.911195 = -2887323.623110 nChanged 32 SP:Iteration 26Q (44461.100000 sec): 3 clusters Score: Raw -2892142.805586 + Penalty 4812.911195 = -2887329.894391 nChanged 17 SP:Iteration 27Q (44461.160000 sec): 3 clusters Score: Raw -2892146.472924 + Penalty 4812.911195 = -2887333.561729 nChanged 18 SP:Iteration 28Q (44461.210000 sec): 3 clusters Score: Raw -2892149.650066 + Penalty 4812.911195 = -2887336.738871 nChanged 13 SP:Iteration 29Q (44461.270000 sec): 3 clusters Score: Raw -2892152.094542 + Penalty 4812.911195 = -2887339.183347 nChanged 16 SP:Iteration 30Q (44461.330000 sec): 3 clusters Score: Raw -2892154.639136 + Penalty 4812.911195 = -2887341.727941 nChanged 24 SP:Iteration 31Q (44461.380000 sec): 3 clusters Score: Raw -2892159.052067 + Penalty 4812.911195 = -2887346.140872 nChanged 18 SP:Iteration 32Q (44461.440000 sec): 3 clusters Score: Raw -2892161.946379 + Penalty 4812.911195 = -2887349.035184 nChanged 13 SP:Iteration 33Q (44461.490000 sec): 3 clusters Score: Raw -2892163.545905 + Penalty 4812.911195 = -2887350.634710 nChanged 18 SP:Iteration 34Q (44461.550000 sec): 3 clusters Score: Raw -2892166.221179 + Penalty 4812.911195 = -2887353.309984 nChanged 18 SP:Iteration 35Q (44461.610000 sec): 3 clusters Score: Raw -2892167.960227 + Penalty 4812.911195 = -2887355.049032 nChanged 8 SP:Iteration 36Q (44461.660000 sec): 3 clusters Score: Raw -2892168.832823 + Penalty 4812.911195 = -2887355.921628 nChanged 9 SP:Iteration 37Q (44461.720000 sec): 3 clusters Score: Raw -2892169.811788 + Penalty 4812.911195 = -2887356.900593 nChanged 6 SP:Iteration 38Q (44461.770000 sec): 3 clusters Score: Raw -2892170.772219 + Penalty 4812.911195 = -2887357.861024 nChanged 4 SP:Iteration 39Q (44461.830000 sec): 3 clusters Score: Raw -2892171.615815 + Penalty 4812.911195 = -2887358.704620 nChanged 9 SP:Iteration 40F (44461.890000 sec): 3 clusters Score: Raw -2892172.715052 + Penalty 4812.911195 = -2887359.803857 nChanged 5 SP:Iteration 41Q (44461.950000 sec): 3 clusters Score: Raw -2892173.389956 + Penalty 4812.911195 = -2887360.478760 nChanged 3 SP:Iteration 42Q (44462.000000 sec): 3 clusters Score: Raw -2892173.623755 + Penalty 4812.911195 = -2887360.712560 nChanged 2 SP:Iteration 43Q (44462.060000 sec): 3 clusters Score: Raw -2892174.118708 + Penalty 4812.911195 = -2887361.207513 nChanged 3 SP:Iteration 44Q (44462.110000 sec): 3 clusters Score: Raw -2892174.670586 + Penalty 4812.911195 = -2887361.759391 nChanged 5 SP:Iteration 45Q (44462.170000 sec): 3 clusters Score: Raw -2892175.484164 + Penalty 4812.911195 = -2887362.572969 nChanged 6 SP:Iteration 46Q (44462.230000 sec): 3 clusters Score: Raw -2892176.007292 + Penalty 4812.911195 = -2887363.096097 nChanged 3 SP:Iteration 47Q (44462.280000 sec): 3 clusters Score: Raw -2892176.465358 + Penalty 4812.911195 = -2887363.554163 nChanged 6 SP:Iteration 48Q (44462.340000 sec): 3 clusters Score: Raw -2892177.106827 + Penalty 4812.911195 = -2887364.195632 nChanged 4 SP:Iteration 49Q (44462.390000 sec): 3 clusters Score: Raw -2892177.506194 + Penalty 4812.911195 = -2887364.594999 nChanged 3 SP:Iteration 50Q (44462.450000 sec): 3 clusters Score: Raw -2892177.772705 + Penalty 4812.911195 = -2887364.861509 nChanged 3 SP:Iteration 51Q (44462.500000 sec): 3 clusters Score: Raw -2892178.014941 + Penalty 4812.911195 = -2887365.103746 nChanged 4 SP:Iteration 52Q (44462.560000 sec): 3 clusters Score: Raw -2892178.490763 + Penalty 4812.911195 = -2887365.579568 nChanged 3 SP:Iteration 53Q (44462.610000 sec): 3 clusters Score: Raw -2892178.717001 + Penalty 4812.911195 = -2887365.805806 nChanged 2 SP:Iteration 54Q (44462.670000 sec): 3 clusters Score: Raw -2892178.819679 + Penalty 4812.911195 = -2887365.908484 nChanged 0 SP:Iteration 55F (44462.730000 sec): 3 clusters Score: Raw -2892178.819679 + Penalty 4812.911195 = -2887365.908484 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (149021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44463.250000 sec): 2 clusters Score: Raw -25740357.170392 + Penalty 2954.136944 = -25737403.033448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44463.860000 sec): 3 clusters Score: Raw -25643317.372814 + Penalty 5908.273887 = -25637409.098927 nChanged 71198 SP:Iteration 1F (44464.470000 sec): 3 clusters Score: Raw -25685621.414870 + Penalty 5908.273887 = -25679713.140982 nChanged 5760 SP:Iteration 2Q (44465.090000 sec): 3 clusters Score: Raw -25687459.519588 + Penalty 5908.273887 = -25681551.245701 nChanged 6931 SP:Iteration 3Q (44465.720000 sec): 3 clusters Score: Raw -25690400.950922 + Penalty 5908.273887 = -25684492.677034 nChanged 8507 SP:Iteration 4F (44466.330000 sec): 3 clusters Score: Raw -25695028.381634 + Penalty 5908.273887 = -25689120.107747 nChanged 10107 SP:Iteration 5F (44466.930000 sec): 3 clusters Score: Raw -25701844.559448 + Penalty 5908.273887 = -25695936.285560 nChanged 10853 SP:Iteration 6F (44467.550000 sec): 3 clusters Score: Raw -25710206.169353 + Penalty 5908.273887 = -25704297.895466 nChanged 10299 SP:Iteration 7F (44468.160000 sec): 3 clusters Score: Raw -25718572.532502 + Penalty 5908.273887 = -25712664.258615 nChanged 8527 SP:Iteration 8F (44468.770000 sec): 3 clusters Score: Raw -25725526.705911 + Penalty 5908.273887 = -25719618.432023 nChanged 6666 SP:Iteration 9Q (44469.360000 sec): 3 clusters Score: Raw -25731224.227643 + Penalty 5908.273887 = -25725315.953756 nChanged 4832 SP:Iteration 10Q (44469.930000 sec): 3 clusters Score: Raw -25735592.714427 + Penalty 5908.273887 = -25729684.440539 nChanged 3047 SP:Iteration 11Q (44470.460000 sec): 3 clusters Score: Raw -25738355.733247 + Penalty 5908.273887 = -25732447.459360 nChanged 1521 SP:Iteration 12Q (44470.960000 sec): 3 clusters Score: Raw -25739693.281592 + Penalty 5908.273887 = -25733785.007705 nChanged 687 SP:Iteration 13Q (44471.420000 sec): 3 clusters Score: Raw -25740284.673985 + Penalty 5908.273887 = -25734376.400098 nChanged 332 SP:Iteration 14Q (44471.870000 sec): 3 clusters Score: Raw -25740553.487097 + Penalty 5908.273887 = -25734645.213210 nChanged 208 SP:Iteration 15Q (44472.310000 sec): 3 clusters Score: Raw -25740708.140965 + Penalty 5908.273887 = -25734799.867078 nChanged 110 SP:Iteration 16Q (44472.740000 sec): 3 clusters Score: Raw -25740777.780631 + Penalty 5908.273887 = -25734869.506744 nChanged 64 SP:Iteration 17Q (44473.170000 sec): 3 clusters Score: Raw -25740823.621152 + Penalty 5908.273887 = -25734915.347265 nChanged 61 SP:Iteration 18Q (44473.600000 sec): 3 clusters Score: Raw -25740875.999312 + Penalty 5908.273887 = -25734967.725425 nChanged 60 SP:Iteration 19Q (44474.030000 sec): 3 clusters Score: Raw -25740915.282325 + Penalty 5908.273887 = -25735007.008438 nChanged 40 SP:Iteration 20F (44474.630000 sec): 3 clusters Score: Raw -25740941.956752 + Penalty 5908.273887 = -25735033.682865 nChanged 30 SP:Iteration 21Q (44475.060000 sec): 3 clusters Score: Raw -25740964.311113 + Penalty 5908.273887 = -25735056.037226 nChanged 23 SP:Iteration 22Q (44475.480000 sec): 3 clusters Score: Raw -25740978.152477 + Penalty 5908.273887 = -25735069.878590 nChanged 18 SP:Iteration 23Q (44475.910000 sec): 3 clusters Score: Raw -25740991.974743 + Penalty 5908.273887 = -25735083.700856 nChanged 25 SP:Iteration 24Q (44476.330000 sec): 3 clusters Score: Raw -25741005.812891 + Penalty 5908.273887 = -25735097.539004 nChanged 16 SP:Iteration 25Q (44476.760000 sec): 3 clusters Score: Raw -25741013.857785 + Penalty 5908.273887 = -25735105.583898 nChanged 11 SP:Iteration 26Q (44477.180000 sec): 3 clusters Score: Raw -25741022.302591 + Penalty 5908.273887 = -25735114.028704 nChanged 18 SP:Iteration 27Q (44477.610000 sec): 3 clusters Score: Raw -25741033.591762 + Penalty 5908.273887 = -25735125.317874 nChanged 14 SP:Iteration 28Q (44478.030000 sec): 3 clusters Score: Raw -25741041.670594 + Penalty 5908.273887 = -25735133.396707 nChanged 11 SP:Iteration 29Q (44478.450000 sec): 3 clusters Score: Raw -25741049.014136 + Penalty 5908.273887 = -25735140.740249 nChanged 10 SP:Iteration 30Q (44478.880000 sec): 3 clusters Score: Raw -25741054.132821 + Penalty 5908.273887 = -25735145.858933 nChanged 10 SP:Iteration 31Q (44479.300000 sec): 3 clusters Score: Raw -25741059.194831 + Penalty 5908.273887 = -25735150.920944 nChanged 5 SP:Iteration 32Q (44479.720000 sec): 3 clusters Score: Raw -25741061.397039 + Penalty 5908.273887 = -25735153.123151 nChanged 5 SP:Iteration 33Q (44480.150000 sec): 3 clusters Score: Raw -25741063.425693 + Penalty 5908.273887 = -25735155.151805 nChanged 1 SP:Iteration 34Q (44480.570000 sec): 3 clusters Score: Raw -25741063.906005 + Penalty 5908.273887 = -25735155.632118 nChanged 1 SP:Iteration 35Q (44480.990000 sec): 3 clusters Score: Raw -25741064.460809 + Penalty 5908.273887 = -25735156.186921 nChanged 1 SP:Iteration 36Q (44481.420000 sec): 3 clusters Score: Raw -25741064.691008 + Penalty 5908.273887 = -25735156.417121 nChanged 2 SP:Iteration 37Q (44481.840000 sec): 3 clusters Score: Raw -25741065.331184 + Penalty 5908.273887 = -25735157.057297 nChanged 5 SP:Iteration 38Q (44482.260000 sec): 3 clusters Score: Raw -25741067.186727 + Penalty 5908.273887 = -25735158.912840 nChanged 5 SP:Iteration 39Q (44482.690000 sec): 3 clusters Score: Raw -25741069.433569 + Penalty 5908.273887 = -25735161.159682 nChanged 3 SP:Iteration 40F (44483.290000 sec): 3 clusters Score: Raw -25741070.297935 + Penalty 5908.273887 = -25735162.024048 nChanged 1 SP:Iteration 41Q (44483.710000 sec): 3 clusters Score: Raw -25741070.552079 + Penalty 5908.273887 = -25735162.278191 nChanged 0 SP:Iteration 42F (44484.320000 sec): 3 clusters Score: Raw -25741070.552079 + Penalty 5908.273887 = -25735162.278191 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44484.380000 sec): 2 clusters Score: Raw -283443.048524 + Penalty 1841.488756 = -281601.559768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44484.380000 sec): 3 clusters Score: Raw -282863.989003 + Penalty 3682.977512 = -279181.011491 nChanged 511 SP:Iteration 1F (44484.390000 sec): 3 clusters Score: Raw -283318.914049 + Penalty 3682.977512 = -279635.936538 nChanged 131 SP:Iteration 2F (44484.400000 sec): 3 clusters Score: Raw -283449.074647 + Penalty 3682.977512 = -279766.097135 nChanged 77 SP:Iteration 3Q (44484.400000 sec): 3 clusters Score: Raw -283564.342490 + Penalty 3682.977512 = -279881.364978 nChanged 66 SP:Iteration 4Q (44484.410000 sec): 3 clusters Score: Raw -283686.881925 + Penalty 3682.977512 = -280003.904413 nChanged 84 SP:Iteration 5F (44484.420000 sec): 3 clusters Score: Raw -283862.695220 + Penalty 3682.977512 = -280179.717708 nChanged 71 SP:Iteration 6Q (44484.420000 sec): 3 clusters Score: Raw -283975.004937 + Penalty 3682.977512 = -280292.027425 nChanged 67 SP:Iteration 7Q (44484.430000 sec): 3 clusters Score: Raw -284054.399891 + Penalty 3682.977512 = -280371.422379 nChanged 43 SP:Iteration 8Q (44484.430000 sec): 3 clusters Score: Raw -284103.590879 + Penalty 3682.977512 = -280420.613367 nChanged 31 SP:Iteration 9Q (44484.440000 sec): 3 clusters Score: Raw -284140.991865 + Penalty 3682.977512 = -280458.014353 nChanged 25 SP:Iteration 10Q (44484.450000 sec): 3 clusters Score: Raw -284161.656352 + Penalty 3682.977512 = -280478.678840 nChanged 14 SP:Iteration 11Q (44484.450000 sec): 3 clusters Score: Raw -284173.428395 + Penalty 3682.977512 = -280490.450883 nChanged 11 SP:Iteration 12Q (44484.460000 sec): 3 clusters Score: Raw -284183.077150 + Penalty 3682.977512 = -280500.099638 nChanged 7 SP:Iteration 13Q (44484.470000 sec): 3 clusters Score: Raw -284189.280950 + Penalty 3682.977512 = -280506.303438 nChanged 6 SP:Iteration 14Q (44484.470000 sec): 3 clusters Score: Raw -284195.249676 + Penalty 3682.977512 = -280512.272164 nChanged 3 SP:Iteration 15Q (44484.480000 sec): 3 clusters Score: Raw -284197.322704 + Penalty 3682.977512 = -280514.345192 nChanged 1 SP:Iteration 16Q (44484.490000 sec): 3 clusters Score: Raw -284197.573006 + Penalty 3682.977512 = -280514.595494 nChanged 0 SP:Iteration 17F (44484.490000 sec): 3 clusters Score: Raw -284197.573006 + Penalty 3682.977512 = -280514.595494 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44484.500000 sec): 2 clusters Score: Raw -107978.113301 + Penalty 1606.289146 = -106371.824155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44484.500000 sec): 3 clusters Score: Raw -107923.342599 + Penalty 3212.578292 = -104710.764307 nChanged 135 SP:Iteration 1F (44484.510000 sec): 3 clusters Score: Raw -108123.954366 + Penalty 3212.578292 = -104911.376074 nChanged 21 SP:Iteration 2Q (44484.510000 sec): 3 clusters Score: Raw -108158.653550 + Penalty 3212.578292 = -104946.075258 nChanged 10 SP:Iteration 3Q (44484.510000 sec): 3 clusters Score: Raw -108175.666166 + Penalty 3212.578292 = -104963.087874 nChanged 2 SP:Iteration 4Q (44484.510000 sec): 3 clusters Score: Raw -108179.527909 + Penalty 3212.578292 = -104966.949617 nChanged 1 SP:Iteration 5Q (44484.510000 sec): 3 clusters Score: Raw -108181.050454 + Penalty 3212.578292 = -104968.472162 nChanged 3 SP:Iteration 6Q (44484.520000 sec): 3 clusters Score: Raw -108186.069537 + Penalty 3212.578292 = -104973.491245 nChanged 2 SP:Iteration 7Q (44484.520000 sec): 3 clusters Score: Raw -108190.520837 + Penalty 3212.578292 = -104977.942545 nChanged 1 SP:Iteration 8Q (44484.520000 sec): 3 clusters Score: Raw -108191.890551 + Penalty 3212.578292 = -104979.312259 nChanged 0 SP:Iteration 9F (44484.530000 sec): 3 clusters Score: Raw -108191.890551 + Penalty 3212.578292 = -104979.312259 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (431430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44486.000000 sec): 2 clusters Score: Raw -78751776.904351 + Penalty 3217.765417 = -78748559.138934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44487.790000 sec): 3 clusters Score: Raw -78463903.010332 + Penalty 6435.530834 = -78457467.479499 nChanged 209885 SP:Iteration 1F (44489.550000 sec): 3 clusters Score: Raw -78589959.276682 + Penalty 6435.530834 = -78583523.745848 nChanged 12349 SP:Iteration 2Q (44491.370000 sec): 3 clusters Score: Raw -78593084.508266 + Penalty 6435.530834 = -78586648.977433 nChanged 16242 SP:Iteration 3Q (44493.160000 sec): 3 clusters Score: Raw -78598781.031567 + Penalty 6435.530834 = -78592345.500733 nChanged 21840 SP:Iteration 4F (44494.930000 sec): 3 clusters Score: Raw -78609166.301519 + Penalty 6435.530834 = -78602730.770686 nChanged 27996 SP:Iteration 5F (44496.700000 sec): 3 clusters Score: Raw -78625791.645821 + Penalty 6435.530834 = -78619356.114988 nChanged 32444 SP:Iteration 6F (44498.460000 sec): 3 clusters Score: Raw -78648216.596743 + Penalty 6435.530834 = -78641781.065910 nChanged 33012 SP:Iteration 7F (44500.230000 sec): 3 clusters Score: Raw -78673266.135305 + Penalty 6435.530834 = -78666830.604472 nChanged 29941 SP:Iteration 8F (44501.990000 sec): 3 clusters Score: Raw -78697548.076283 + Penalty 6435.530834 = -78691112.545450 nChanged 24836 SP:Iteration 9F (44503.750000 sec): 3 clusters Score: Raw -78718000.778003 + Penalty 6435.530834 = -78711565.247170 nChanged 18596 SP:Iteration 10Q (44505.500000 sec): 3 clusters Score: Raw -78733054.248224 + Penalty 6435.530834 = -78726618.717390 nChanged 12541 SP:Iteration 11Q (44507.210000 sec): 3 clusters Score: Raw -78742640.405414 + Penalty 6435.530834 = -78736204.874581 nChanged 7460 SP:Iteration 12Q (44508.840000 sec): 3 clusters Score: Raw -78747751.924380 + Penalty 6435.530834 = -78741316.393547 nChanged 3952 SP:Iteration 13Q (44510.360000 sec): 3 clusters Score: Raw -78750096.465165 + Penalty 6435.530834 = -78743660.934331 nChanged 2127 SP:Iteration 14Q (44511.790000 sec): 3 clusters Score: Raw -78751222.568962 + Penalty 6435.530834 = -78744787.038128 nChanged 1152 SP:Iteration 15Q (44513.160000 sec): 3 clusters Score: Raw -78751808.705044 + Penalty 6435.530834 = -78745373.174210 nChanged 665 SP:Iteration 16Q (44514.500000 sec): 3 clusters Score: Raw -78752112.006487 + Penalty 6435.530834 = -78745676.475654 nChanged 396 SP:Iteration 17Q (44515.800000 sec): 3 clusters Score: Raw -78752270.340097 + Penalty 6435.530834 = -78745834.809264 nChanged 282 SP:Iteration 18Q (44517.090000 sec): 3 clusters Score: Raw -78752398.159018 + Penalty 6435.530834 = -78745962.628185 nChanged 226 SP:Iteration 19Q (44518.370000 sec): 3 clusters Score: Raw -78752486.506302 + Penalty 6435.530834 = -78746050.975469 nChanged 144 SP:Iteration 20F (44520.110000 sec): 3 clusters Score: Raw -78752543.191454 + Penalty 6435.530834 = -78746107.660620 nChanged 112 SP:Iteration 21Q (44521.370000 sec): 3 clusters Score: Raw -78752579.136139 + Penalty 6435.530834 = -78746143.605306 nChanged 69 SP:Iteration 22Q (44522.630000 sec): 3 clusters Score: Raw -78752599.499544 + Penalty 6435.530834 = -78746163.968710 nChanged 55 SP:Iteration 23Q (44523.880000 sec): 3 clusters Score: Raw -78752616.529820 + Penalty 6435.530834 = -78746180.998986 nChanged 51 SP:Iteration 24Q (44525.130000 sec): 3 clusters Score: Raw -78752631.394512 + Penalty 6435.530834 = -78746195.863678 nChanged 38 SP:Iteration 25Q (44526.390000 sec): 3 clusters Score: Raw -78752640.987098 + Penalty 6435.530834 = -78746205.456265 nChanged 30 SP:Iteration 26Q (44527.640000 sec): 3 clusters Score: Raw -78752649.451690 + Penalty 6435.530834 = -78746213.920856 nChanged 24 SP:Iteration 27Q (44528.890000 sec): 3 clusters Score: Raw -78752656.408721 + Penalty 6435.530834 = -78746220.877887 nChanged 27 SP:Iteration 28Q (44530.130000 sec): 3 clusters Score: Raw -78752663.800106 + Penalty 6435.530834 = -78746228.269273 nChanged 22 SP:Iteration 29Q (44531.380000 sec): 3 clusters Score: Raw -78752670.425673 + Penalty 6435.530834 = -78746234.894839 nChanged 25 SP:Iteration 30Q (44532.630000 sec): 3 clusters Score: Raw -78752676.332187 + Penalty 6435.530834 = -78746240.801354 nChanged 19 SP:Iteration 31Q (44533.870000 sec): 3 clusters Score: Raw -78752680.046160 + Penalty 6435.530834 = -78746244.515326 nChanged 12 SP:Iteration 32Q (44535.110000 sec): 3 clusters Score: Raw -78752682.547114 + Penalty 6435.530834 = -78746247.016280 nChanged 9 SP:Iteration 33Q (44536.360000 sec): 3 clusters Score: Raw -78752685.418156 + Penalty 6435.530834 = -78746249.887323 nChanged 8 SP:Iteration 34Q (44537.610000 sec): 3 clusters Score: Raw -78752687.170142 + Penalty 6435.530834 = -78746251.639308 nChanged 3 SP:Iteration 35Q (44538.850000 sec): 3 clusters Score: Raw -78752687.704620 + Penalty 6435.530834 = -78746252.173786 nChanged 2 SP:Iteration 36Q (44540.100000 sec): 3 clusters Score: Raw -78752688.178839 + Penalty 6435.530834 = -78746252.648006 nChanged 2 SP:Iteration 37Q (44541.350000 sec): 3 clusters Score: Raw -78752688.456853 + Penalty 6435.530834 = -78746252.926020 nChanged 0 SP:Iteration 38F (44543.090000 sec): 3 clusters Score: Raw -78752688.456853 + Penalty 6435.530834 = -78746252.926020 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44543.230000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44543.240000 sec): 3 clusters Score: Raw -80946.161939 + Penalty 3100.944326 = -77845.217613 nChanged 91 SP:Iteration 1F (44543.240000 sec): 3 clusters Score: Raw -81118.355396 + Penalty 3100.944326 = -78017.411070 nChanged 24 SP:Iteration 2Q (44543.240000 sec): 3 clusters Score: Raw -81163.394200 + Penalty 3100.944326 = -78062.449874 nChanged 6 SP:Iteration 3Q (44543.240000 sec): 3 clusters Score: Raw -81187.387349 + Penalty 3100.944326 = -78086.443023 nChanged 5 SP:Iteration 4Q (44543.240000 sec): 3 clusters Score: Raw -81197.002116 + Penalty 3100.944326 = -78096.057790 nChanged 2 SP:Iteration 5Q (44543.240000 sec): 3 clusters Score: Raw -81202.160619 + Penalty 3100.944326 = -78101.216293 nChanged 4 SP:Iteration 6Q (44543.250000 sec): 3 clusters Score: Raw -81213.397303 + Penalty 3100.944326 = -78112.452977 nChanged 2 SP:Iteration 7Q (44543.250000 sec): 3 clusters Score: Raw -81216.782740 + Penalty 3100.944326 = -78115.838414 nChanged 1 SP:Iteration 8Q (44543.250000 sec): 3 clusters Score: Raw -81217.959441 + Penalty 3100.944326 = -78117.015115 nChanged 0 SP:Iteration 9F (44543.250000 sec): 3 clusters Score: Raw -81217.959441 + Penalty 3100.944326 = -78117.015115 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44543.260000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44543.260000 sec): 3 clusters Score: Raw -81949.283411 + Penalty 3110.410262 = -78838.873149 nChanged 95 SP:Iteration 1F (44543.260000 sec): 3 clusters Score: Raw -82163.073260 + Penalty 3110.410262 = -79052.662997 nChanged 32 SP:Iteration 2F (44543.270000 sec): 3 clusters Score: Raw -82302.702093 + Penalty 3110.410262 = -79192.291831 nChanged 24 SP:Iteration 3Q (44543.270000 sec): 3 clusters Score: Raw -82377.613854 + Penalty 3110.410262 = -79267.203592 nChanged 18 SP:Iteration 4Q (44543.270000 sec): 3 clusters Score: Raw -82419.496923 + Penalty 3110.410262 = -79309.086660 nChanged 6 SP:Iteration 5Q (44543.270000 sec): 3 clusters Score: Raw -82452.315157 + Penalty 3110.410262 = -79341.904895 nChanged 9 SP:Iteration 6Q (44543.270000 sec): 3 clusters Score: Raw -82483.968147 + Penalty 3110.410262 = -79373.557885 nChanged 8 SP:Iteration 7Q (44543.270000 sec): 3 clusters Score: Raw -82506.917280 + Penalty 3110.410262 = -79396.507018 nChanged 6 SP:Iteration 8Q (44543.280000 sec): 3 clusters Score: Raw -82529.418454 + Penalty 3110.410262 = -79419.008192 nChanged 6 SP:Iteration 9Q (44543.280000 sec): 3 clusters Score: Raw -82551.473048 + Penalty 3110.410262 = -79441.062785 nChanged 7 SP:Iteration 10Q (44543.280000 sec): 3 clusters Score: Raw -82579.836969 + Penalty 3110.410262 = -79469.426707 nChanged 7 SP:Iteration 11Q (44543.280000 sec): 3 clusters Score: Raw -82606.571161 + Penalty 3110.410262 = -79496.160899 nChanged 9 SP:Iteration 12Q (44543.290000 sec): 3 clusters Score: Raw -82644.385612 + Penalty 3110.410262 = -79533.975349 nChanged 1 SP:Iteration 13Q (44543.290000 sec): 3 clusters Score: Raw -82645.970236 + Penalty 3110.410262 = -79535.559974 nChanged 0 SP:Iteration 14F (44543.290000 sec): 3 clusters Score: Raw -82645.970236 + Penalty 3110.410262 = -79535.559974 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44543.330000 sec): 2 clusters Score: Raw -1683111.696056 + Penalty 2283.469038 = -1680828.227018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44543.370000 sec): 3 clusters Score: Raw -1677784.863611 + Penalty 4566.938077 = -1673217.925534 nChanged 4062 SP:Iteration 1F (44543.410000 sec): 3 clusters Score: Raw -1679994.762478 + Penalty 4566.938077 = -1675427.824401 nChanged 701 SP:Iteration 2F (44543.450000 sec): 3 clusters Score: Raw -1680360.255104 + Penalty 4566.938077 = -1675793.317028 nChanged 564 SP:Iteration 3F (44543.480000 sec): 3 clusters Score: Raw -1680649.290512 + Penalty 4566.938077 = -1676082.352435 nChanged 461 SP:Iteration 4Q (44543.520000 sec): 3 clusters Score: Raw -1680894.224220 + Penalty 4566.938077 = -1676327.286143 nChanged 419 SP:Iteration 5Q (44543.560000 sec): 3 clusters Score: Raw -1681121.658773 + Penalty 4566.938077 = -1676554.720696 nChanged 405 SP:Iteration 6Q (44543.600000 sec): 3 clusters Score: Raw -1681373.734430 + Penalty 4566.938077 = -1676806.796354 nChanged 423 SP:Iteration 7Q (44543.640000 sec): 3 clusters Score: Raw -1681683.327584 + Penalty 4566.938077 = -1677116.389508 nChanged 465 SP:Iteration 8Q (44543.680000 sec): 3 clusters Score: Raw -1681982.111584 + Penalty 4566.938077 = -1677415.173507 nChanged 441 SP:Iteration 9Q (44543.720000 sec): 3 clusters Score: Raw -1682223.386691 + Penalty 4566.938077 = -1677656.448615 nChanged 393 SP:Iteration 10Q (44543.760000 sec): 3 clusters Score: Raw -1682417.425836 + Penalty 4566.938077 = -1677850.487760 nChanged 322 SP:Iteration 11Q (44543.790000 sec): 3 clusters Score: Raw -1682569.876101 + Penalty 4566.938077 = -1678002.938024 nChanged 288 SP:Iteration 12Q (44543.830000 sec): 3 clusters Score: Raw -1682699.433411 + Penalty 4566.938077 = -1678132.495335 nChanged 239 SP:Iteration 13Q (44543.870000 sec): 3 clusters Score: Raw -1682803.864286 + Penalty 4566.938077 = -1678236.926210 nChanged 212 SP:Iteration 14Q (44543.910000 sec): 3 clusters Score: Raw -1682908.135853 + Penalty 4566.938077 = -1678341.197776 nChanged 214 SP:Iteration 15Q (44543.950000 sec): 3 clusters Score: Raw -1683016.466625 + Penalty 4566.938077 = -1678449.528548 nChanged 223 SP:Iteration 16Q (44543.990000 sec): 3 clusters Score: Raw -1683133.662804 + Penalty 4566.938077 = -1678566.724728 nChanged 206 SP:Iteration 17Q (44544.020000 sec): 3 clusters Score: Raw -1683247.823377 + Penalty 4566.938077 = -1678680.885301 nChanged 200 SP:Iteration 18Q (44544.060000 sec): 3 clusters Score: Raw -1683347.997460 + Penalty 4566.938077 = -1678781.059383 nChanged 167 SP:Iteration 19Q (44544.100000 sec): 3 clusters Score: Raw -1683424.096317 + Penalty 4566.938077 = -1678857.158241 nChanged 151 SP:Iteration 20F (44544.140000 sec): 3 clusters Score: Raw -1683493.191360 + Penalty 4566.938077 = -1678926.253284 nChanged 139 SP:Iteration 21Q (44544.170000 sec): 3 clusters Score: Raw -1683554.672300 + Penalty 4566.938077 = -1678987.734224 nChanged 135 SP:Iteration 22Q (44544.210000 sec): 3 clusters Score: Raw -1683613.511852 + Penalty 4566.938077 = -1679046.573776 nChanged 123 SP:Iteration 23Q (44544.250000 sec): 3 clusters Score: Raw -1683661.987734 + Penalty 4566.938077 = -1679095.049657 nChanged 85 SP:Iteration 24Q (44544.290000 sec): 3 clusters Score: Raw -1683689.624546 + Penalty 4566.938077 = -1679122.686469 nChanged 64 SP:Iteration 25Q (44544.320000 sec): 3 clusters Score: Raw -1683710.974936 + Penalty 4566.938077 = -1679144.036860 nChanged 64 SP:Iteration 26Q (44544.360000 sec): 3 clusters Score: Raw -1683730.334936 + Penalty 4566.938077 = -1679163.396860 nChanged 55 SP:Iteration 27Q (44544.390000 sec): 3 clusters Score: Raw -1683745.465389 + Penalty 4566.938077 = -1679178.527312 nChanged 54 SP:Iteration 28Q (44544.430000 sec): 3 clusters Score: Raw -1683761.947076 + Penalty 4566.938077 = -1679195.008999 nChanged 48 SP:Iteration 29Q (44544.470000 sec): 3 clusters Score: Raw -1683775.517686 + Penalty 4566.938077 = -1679208.579609 nChanged 44 SP:Iteration 30Q (44544.500000 sec): 3 clusters Score: Raw -1683786.603538 + Penalty 4566.938077 = -1679219.665461 nChanged 35 SP:Iteration 31Q (44544.530000 sec): 3 clusters Score: Raw -1683796.425540 + Penalty 4566.938077 = -1679229.487464 nChanged 27 SP:Iteration 32Q (44544.570000 sec): 3 clusters Score: Raw -1683803.477026 + Penalty 4566.938077 = -1679236.538950 nChanged 20 SP:Iteration 33Q (44544.610000 sec): 3 clusters Score: Raw -1683807.976309 + Penalty 4566.938077 = -1679241.038233 nChanged 17 SP:Iteration 34Q (44544.640000 sec): 3 clusters Score: Raw -1683812.544633 + Penalty 4566.938077 = -1679245.606556 nChanged 17 SP:Iteration 35Q (44544.670000 sec): 3 clusters Score: Raw -1683819.005001 + Penalty 4566.938077 = -1679252.066925 nChanged 25 SP:Iteration 36Q (44544.710000 sec): 3 clusters Score: Raw -1683825.654359 + Penalty 4566.938077 = -1679258.716283 nChanged 13 SP:Iteration 37Q (44544.740000 sec): 3 clusters Score: Raw -1683829.177699 + Penalty 4566.938077 = -1679262.239623 nChanged 18 SP:Iteration 38Q (44544.780000 sec): 3 clusters Score: Raw -1683834.109030 + Penalty 4566.938077 = -1679267.170953 nChanged 14 SP:Iteration 39Q (44544.810000 sec): 3 clusters Score: Raw -1683837.882377 + Penalty 4566.938077 = -1679270.944301 nChanged 17 SP:Iteration 40F (44544.850000 sec): 3 clusters Score: Raw -1683842.607397 + Penalty 4566.938077 = -1679275.669320 nChanged 16 SP:Iteration 41Q (44544.890000 sec): 3 clusters Score: Raw -1683847.595455 + Penalty 4566.938077 = -1679280.657379 nChanged 15 SP:Iteration 42Q (44544.920000 sec): 3 clusters Score: Raw -1683851.878581 + Penalty 4566.938077 = -1679284.940504 nChanged 19 SP:Iteration 43Q (44544.950000 sec): 3 clusters Score: Raw -1683855.948592 + Penalty 4566.938077 = -1679289.010516 nChanged 8 SP:Iteration 44Q (44544.990000 sec): 3 clusters Score: Raw -1683857.782195 + Penalty 4566.938077 = -1679290.844119 nChanged 14 SP:Iteration 45Q (44545.020000 sec): 3 clusters Score: Raw -1683861.400825 + Penalty 4566.938077 = -1679294.462748 nChanged 16 SP:Iteration 46Q (44545.060000 sec): 3 clusters Score: Raw -1683866.365228 + Penalty 4566.938077 = -1679299.427152 nChanged 21 SP:Iteration 47Q (44545.090000 sec): 3 clusters Score: Raw -1683873.405986 + Penalty 4566.938077 = -1679306.467910 nChanged 23 SP:Iteration 48Q (44545.130000 sec): 3 clusters Score: Raw -1683881.999724 + Penalty 4566.938077 = -1679315.061647 nChanged 26 SP:Iteration 49Q (44545.160000 sec): 3 clusters Score: Raw -1683889.307116 + Penalty 4566.938077 = -1679322.369039 nChanged 19 SP:Iteration 50Q (44545.190000 sec): 3 clusters Score: Raw -1683894.787022 + Penalty 4566.938077 = -1679327.848945 nChanged 16 SP:Iteration 51Q (44545.230000 sec): 3 clusters Score: Raw -1683898.823455 + Penalty 4566.938077 = -1679331.885378 nChanged 14 SP:Iteration 52Q (44545.270000 sec): 3 clusters Score: Raw -1683903.076148 + Penalty 4566.938077 = -1679336.138071 nChanged 13 SP:Iteration 53Q (44545.300000 sec): 3 clusters Score: Raw -1683907.754185 + Penalty 4566.938077 = -1679340.816108 nChanged 12 SP:Iteration 54Q (44545.330000 sec): 3 clusters Score: Raw -1683911.272056 + Penalty 4566.938077 = -1679344.333980 nChanged 13 SP:Iteration 55Q (44545.370000 sec): 3 clusters Score: Raw -1683913.987488 + Penalty 4566.938077 = -1679347.049412 nChanged 11 SP:Iteration 56Q (44545.400000 sec): 3 clusters Score: Raw -1683916.837120 + Penalty 4566.938077 = -1679349.899044 nChanged 20 SP:Iteration 57Q (44545.440000 sec): 3 clusters Score: Raw -1683921.999587 + Penalty 4566.938077 = -1679355.061511 nChanged 14 SP:Iteration 58Q (44545.470000 sec): 3 clusters Score: Raw -1683925.708311 + Penalty 4566.938077 = -1679358.770234 nChanged 15 SP:Iteration 59Q (44545.500000 sec): 3 clusters Score: Raw -1683929.004799 + Penalty 4566.938077 = -1679362.066723 nChanged 5 SP:Iteration 60F (44545.540000 sec): 3 clusters Score: Raw -1683930.247722 + Penalty 4566.938077 = -1679363.309646 nChanged 6 SP:Iteration 61Q (44545.570000 sec): 3 clusters Score: Raw -1683932.332344 + Penalty 4566.938077 = -1679365.394268 nChanged 11 SP:Iteration 62Q (44545.610000 sec): 3 clusters Score: Raw -1683935.868030 + Penalty 4566.938077 = -1679368.929953 nChanged 13 SP:Iteration 63Q (44545.640000 sec): 3 clusters Score: Raw -1683940.036834 + Penalty 4566.938077 = -1679373.098758 nChanged 17 SP:Iteration 64Q (44545.670000 sec): 3 clusters Score: Raw -1683944.597260 + Penalty 4566.938077 = -1679377.659183 nChanged 11 SP:Iteration 65Q (44545.700000 sec): 3 clusters Score: Raw -1683947.759130 + Penalty 4566.938077 = -1679380.821054 nChanged 12 SP:Iteration 66Q (44545.740000 sec): 3 clusters Score: Raw -1683950.538092 + Penalty 4566.938077 = -1679383.600016 nChanged 6 SP:Iteration 67Q (44545.770000 sec): 3 clusters Score: Raw -1683951.860189 + Penalty 4566.938077 = -1679384.922113 nChanged 6 SP:Iteration 68Q (44545.800000 sec): 3 clusters Score: Raw -1683953.144229 + Penalty 4566.938077 = -1679386.206152 nChanged 5 SP:Iteration 69Q (44545.840000 sec): 3 clusters Score: Raw -1683954.055183 + Penalty 4566.938077 = -1679387.117106 nChanged 4 SP:Iteration 70Q (44545.870000 sec): 3 clusters Score: Raw -1683955.064263 + Penalty 4566.938077 = -1679388.126187 nChanged 5 SP:Iteration 71Q (44545.900000 sec): 3 clusters Score: Raw -1683956.354844 + Penalty 4566.938077 = -1679389.416767 nChanged 9 SP:Iteration 72Q (44545.940000 sec): 3 clusters Score: Raw -1683959.513528 + Penalty 4566.938077 = -1679392.575451 nChanged 11 SP:Iteration 73Q (44545.970000 sec): 3 clusters Score: Raw -1683962.343081 + Penalty 4566.938077 = -1679395.405004 nChanged 4 SP:Iteration 74Q (44546.000000 sec): 3 clusters Score: Raw -1683963.170555 + Penalty 4566.938077 = -1679396.232478 nChanged 1 SP:Iteration 75Q (44546.030000 sec): 3 clusters Score: Raw -1683963.617375 + Penalty 4566.938077 = -1679396.679298 nChanged 1 SP:Iteration 76Q (44546.070000 sec): 3 clusters Score: Raw -1683963.728234 + Penalty 4566.938077 = -1679396.790157 nChanged 0 SP:Iteration 77F (44546.100000 sec): 3 clusters Score: Raw -1683963.728234 + Penalty 4566.938077 = -1679396.790157 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44546.120000 sec): 2 clusters Score: Raw -126004.298059 + Penalty 1654.977896 = -124349.320163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44546.120000 sec): 3 clusters Score: Raw -125918.565485 + Penalty 3309.955792 = -122608.609693 nChanged 167 SP:Iteration 1F (44546.120000 sec): 3 clusters Score: Raw -126244.015194 + Penalty 3309.955792 = -122934.059402 nChanged 62 SP:Iteration 2F (44546.120000 sec): 3 clusters Score: Raw -126453.732824 + Penalty 3309.955792 = -123143.777032 nChanged 61 SP:Iteration 3F (44546.130000 sec): 3 clusters Score: Raw -126697.966017 + Penalty 3309.955792 = -123388.010225 nChanged 45 SP:Iteration 4F (44546.130000 sec): 3 clusters Score: Raw -126916.727865 + Penalty 3309.955792 = -123606.772073 nChanged 45 SP:Iteration 5F (44546.140000 sec): 3 clusters Score: Raw -127178.656420 + Penalty 3309.955792 = -123868.700628 nChanged 30 SP:Iteration 6Q (44546.140000 sec): 3 clusters Score: Raw -127325.157764 + Penalty 3309.955792 = -124015.201972 nChanged 22 SP:Iteration 7Q (44546.140000 sec): 3 clusters Score: Raw -127393.375913 + Penalty 3309.955792 = -124083.420121 nChanged 11 SP:Iteration 8Q (44546.140000 sec): 3 clusters Score: Raw -127428.810733 + Penalty 3309.955792 = -124118.854941 nChanged 9 SP:Iteration 9Q (44546.140000 sec): 3 clusters Score: Raw -127452.511512 + Penalty 3309.955792 = -124142.555720 nChanged 3 SP:Iteration 10Q (44546.140000 sec): 3 clusters Score: Raw -127461.502694 + Penalty 3309.955792 = -124151.546902 nChanged 1 SP:Iteration 11Q (44546.140000 sec): 3 clusters Score: Raw -127464.903605 + Penalty 3309.955792 = -124154.947813 nChanged 1 SP:Iteration 12Q (44546.150000 sec): 3 clusters Score: Raw -127466.931977 + Penalty 3309.955792 = -124156.976185 nChanged 1 SP:Iteration 13Q (44546.150000 sec): 3 clusters Score: Raw -127469.275378 + Penalty 3309.955792 = -124159.319586 nChanged 1 SP:Iteration 14Q (44546.150000 sec): 3 clusters Score: Raw -127472.130090 + Penalty 3309.955792 = -124162.174298 nChanged 1 SP:Iteration 15Q (44546.160000 sec): 3 clusters Score: Raw -127475.036051 + Penalty 3309.955792 = -124165.080259 nChanged 4 SP:Iteration 16Q (44546.160000 sec): 3 clusters Score: Raw -127487.544054 + Penalty 3309.955792 = -124177.588262 nChanged 3 SP:Iteration 17Q (44546.160000 sec): 3 clusters Score: Raw -127498.402758 + Penalty 3309.955792 = -124188.446966 nChanged 3 SP:Iteration 18Q (44546.160000 sec): 3 clusters Score: Raw -127504.075618 + Penalty 3309.955792 = -124194.119826 nChanged 0 SP:Iteration 19F (44546.170000 sec): 3 clusters Score: Raw -127504.075618 + Penalty 3309.955792 = -124194.119826 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44546.180000 sec): 2 clusters Score: Raw -592220.758280 + Penalty 2018.870547 = -590201.887733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44546.200000 sec): 3 clusters Score: Raw -590683.401268 + Penalty 4037.741093 = -586645.660175 nChanged 1223 SP:Iteration 1F (44546.210000 sec): 3 clusters Score: Raw -591450.580318 + Penalty 4037.741093 = -587412.839225 nChanged 263 SP:Iteration 2F (44546.230000 sec): 3 clusters Score: Raw -591609.382343 + Penalty 4037.741093 = -587571.641250 nChanged 148 SP:Iteration 3Q (44546.240000 sec): 3 clusters Score: Raw -591682.310855 + Penalty 4037.741093 = -587644.569762 nChanged 98 SP:Iteration 4Q (44546.260000 sec): 3 clusters Score: Raw -591737.738552 + Penalty 4037.741093 = -587699.997459 nChanged 87 SP:Iteration 5Q (44546.270000 sec): 3 clusters Score: Raw -591794.659193 + Penalty 4037.741093 = -587756.918100 nChanged 63 SP:Iteration 6Q (44546.280000 sec): 3 clusters Score: Raw -591826.918379 + Penalty 4037.741093 = -587789.177286 nChanged 52 SP:Iteration 7Q (44546.300000 sec): 3 clusters Score: Raw -591859.069590 + Penalty 4037.741093 = -587821.328497 nChanged 67 SP:Iteration 8Q (44546.310000 sec): 3 clusters Score: Raw -591895.993948 + Penalty 4037.741093 = -587858.252855 nChanged 53 SP:Iteration 9Q (44546.330000 sec): 3 clusters Score: Raw -591926.483092 + Penalty 4037.741093 = -587888.741999 nChanged 55 SP:Iteration 10Q (44546.340000 sec): 3 clusters Score: Raw -591956.633680 + Penalty 4037.741093 = -587918.892587 nChanged 56 SP:Iteration 11Q (44546.350000 sec): 3 clusters Score: Raw -591984.408898 + Penalty 4037.741093 = -587946.667804 nChanged 40 SP:Iteration 12Q (44546.370000 sec): 3 clusters Score: Raw -592006.856445 + Penalty 4037.741093 = -587969.115352 nChanged 42 SP:Iteration 13Q (44546.380000 sec): 3 clusters Score: Raw -592024.032763 + Penalty 4037.741093 = -587986.291669 nChanged 35 SP:Iteration 14Q (44546.390000 sec): 3 clusters Score: Raw -592042.486259 + Penalty 4037.741093 = -588004.745165 nChanged 44 SP:Iteration 15Q (44546.410000 sec): 3 clusters Score: Raw -592071.512331 + Penalty 4037.741093 = -588033.771237 nChanged 47 SP:Iteration 16Q (44546.420000 sec): 3 clusters Score: Raw -592097.586630 + Penalty 4037.741093 = -588059.845536 nChanged 38 SP:Iteration 17Q (44546.430000 sec): 3 clusters Score: Raw -592113.283097 + Penalty 4037.741093 = -588075.542004 nChanged 28 SP:Iteration 18Q (44546.450000 sec): 3 clusters Score: Raw -592126.464772 + Penalty 4037.741093 = -588088.723679 nChanged 33 SP:Iteration 19Q (44546.460000 sec): 3 clusters Score: Raw -592140.473280 + Penalty 4037.741093 = -588102.732187 nChanged 29 SP:Iteration 20F (44546.470000 sec): 3 clusters Score: Raw -592152.531984 + Penalty 4037.741093 = -588114.790890 nChanged 34 SP:Iteration 21Q (44546.490000 sec): 3 clusters Score: Raw -592171.426364 + Penalty 4037.741093 = -588133.685271 nChanged 40 SP:Iteration 22Q (44546.500000 sec): 3 clusters Score: Raw -592192.669389 + Penalty 4037.741093 = -588154.928296 nChanged 25 SP:Iteration 23Q (44546.510000 sec): 3 clusters Score: Raw -592203.730164 + Penalty 4037.741093 = -588165.989071 nChanged 22 SP:Iteration 24Q (44546.530000 sec): 3 clusters Score: Raw -592214.859059 + Penalty 4037.741093 = -588177.117966 nChanged 20 SP:Iteration 25Q (44546.540000 sec): 3 clusters Score: Raw -592222.594363 + Penalty 4037.741093 = -588184.853269 nChanged 15 SP:Iteration 26Q (44546.550000 sec): 3 clusters Score: Raw -592230.647039 + Penalty 4037.741093 = -588192.905946 nChanged 18 SP:Iteration 27Q (44546.570000 sec): 3 clusters Score: Raw -592240.619985 + Penalty 4037.741093 = -588202.878892 nChanged 14 SP:Iteration 28Q (44546.580000 sec): 3 clusters Score: Raw -592249.148569 + Penalty 4037.741093 = -588211.407476 nChanged 21 SP:Iteration 29Q (44546.590000 sec): 3 clusters Score: Raw -592259.729519 + Penalty 4037.741093 = -588221.988426 nChanged 14 SP:Iteration 30Q (44546.610000 sec): 3 clusters Score: Raw -592264.653480 + Penalty 4037.741093 = -588226.912387 nChanged 16 SP:Iteration 31Q (44546.620000 sec): 3 clusters Score: Raw -592272.258904 + Penalty 4037.741093 = -588234.517810 nChanged 18 SP:Iteration 32Q (44546.630000 sec): 3 clusters Score: Raw -592279.940131 + Penalty 4037.741093 = -588242.199038 nChanged 13 SP:Iteration 33Q (44546.650000 sec): 3 clusters Score: Raw -592285.853817 + Penalty 4037.741093 = -588248.112724 nChanged 13 SP:Iteration 34Q (44546.660000 sec): 3 clusters Score: Raw -592290.572805 + Penalty 4037.741093 = -588252.831712 nChanged 13 SP:Iteration 35Q (44546.670000 sec): 3 clusters Score: Raw -592298.663887 + Penalty 4037.741093 = -588260.922793 nChanged 14 SP:Iteration 36Q (44546.690000 sec): 3 clusters Score: Raw -592304.489906 + Penalty 4037.741093 = -588266.748813 nChanged 12 SP:Iteration 37Q (44546.700000 sec): 3 clusters Score: Raw -592309.616664 + Penalty 4037.741093 = -588271.875571 nChanged 18 SP:Iteration 38Q (44546.720000 sec): 3 clusters Score: Raw -592317.240716 + Penalty 4037.741093 = -588279.499622 nChanged 14 SP:Iteration 39Q (44546.730000 sec): 3 clusters Score: Raw -592324.665609 + Penalty 4037.741093 = -588286.924516 nChanged 9 SP:Iteration 40F (44546.740000 sec): 3 clusters Score: Raw -592328.398316 + Penalty 4037.741093 = -588290.657223 nChanged 9 SP:Iteration 41Q (44546.760000 sec): 3 clusters Score: Raw -592332.866551 + Penalty 4037.741093 = -588295.125458 nChanged 8 SP:Iteration 42Q (44546.770000 sec): 3 clusters Score: Raw -592336.064799 + Penalty 4037.741093 = -588298.323706 nChanged 7 SP:Iteration 43Q (44546.780000 sec): 3 clusters Score: Raw -592338.687991 + Penalty 4037.741093 = -588300.946898 nChanged 6 SP:Iteration 44Q (44546.800000 sec): 3 clusters Score: Raw -592340.799972 + Penalty 4037.741093 = -588303.058879 nChanged 8 SP:Iteration 45Q (44546.810000 sec): 3 clusters Score: Raw -592345.588506 + Penalty 4037.741093 = -588307.847412 nChanged 16 SP:Iteration 46Q (44546.830000 sec): 3 clusters Score: Raw -592351.324898 + Penalty 4037.741093 = -588313.583805 nChanged 12 SP:Iteration 47Q (44546.840000 sec): 3 clusters Score: Raw -592356.595654 + Penalty 4037.741093 = -588318.854561 nChanged 13 SP:Iteration 48Q (44546.850000 sec): 3 clusters Score: Raw -592361.793970 + Penalty 4037.741093 = -588324.052877 nChanged 11 SP:Iteration 49Q (44546.870000 sec): 3 clusters Score: Raw -592365.764725 + Penalty 4037.741093 = -588328.023632 nChanged 9 SP:Iteration 50Q (44546.880000 sec): 3 clusters Score: Raw -592369.339627 + Penalty 4037.741093 = -588331.598534 nChanged 6 SP:Iteration 51Q (44546.890000 sec): 3 clusters Score: Raw -592371.620536 + Penalty 4037.741093 = -588333.879442 nChanged 2 SP:Iteration 52Q (44546.910000 sec): 3 clusters Score: Raw -592372.159515 + Penalty 4037.741093 = -588334.418421 nChanged 3 SP:Iteration 53Q (44546.920000 sec): 3 clusters Score: Raw -592372.830034 + Penalty 4037.741093 = -588335.088941 nChanged 3 SP:Iteration 54Q (44546.930000 sec): 3 clusters Score: Raw -592373.842790 + Penalty 4037.741093 = -588336.101696 nChanged 0 SP:Iteration 55F (44546.950000 sec): 3 clusters Score: Raw -592373.842790 + Penalty 4037.741093 = -588336.101696 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (20189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44547.020000 sec): 2 clusters Score: Raw -3417581.131728 + Penalty 2458.397509 = -3415122.734219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44547.100000 sec): 3 clusters Score: Raw -3405811.085496 + Penalty 4916.795018 = -3400894.290478 nChanged 8879 SP:Iteration 1F (44547.180000 sec): 3 clusters Score: Raw -3410704.009277 + Penalty 4916.795018 = -3405787.214260 nChanged 1183 SP:Iteration 2F (44547.260000 sec): 3 clusters Score: Raw -3411301.509510 + Penalty 4916.795018 = -3406384.714493 nChanged 1129 SP:Iteration 3F (44547.340000 sec): 3 clusters Score: Raw -3412038.945721 + Penalty 4916.795018 = -3407122.150704 nChanged 1234 SP:Iteration 4F (44547.420000 sec): 3 clusters Score: Raw -3412962.438914 + Penalty 4916.795018 = -3408045.643896 nChanged 1406 SP:Iteration 5F (44547.500000 sec): 3 clusters Score: Raw -3414076.074437 + Penalty 4916.795018 = -3409159.279419 nChanged 1445 SP:Iteration 6F (44547.580000 sec): 3 clusters Score: Raw -3415193.334198 + Penalty 4916.795018 = -3410276.539180 nChanged 1388 SP:Iteration 7F (44547.660000 sec): 3 clusters Score: Raw -3416172.759420 + Penalty 4916.795018 = -3411255.964403 nChanged 1118 SP:Iteration 8F (44547.740000 sec): 3 clusters Score: Raw -3416865.160329 + Penalty 4916.795018 = -3411948.365311 nChanged 872 SP:Iteration 9Q (44547.820000 sec): 3 clusters Score: Raw -3417352.395685 + Penalty 4916.795018 = -3412435.600667 nChanged 641 SP:Iteration 10Q (44547.900000 sec): 3 clusters Score: Raw -3417663.110005 + Penalty 4916.795018 = -3412746.314987 nChanged 522 SP:Iteration 11Q (44547.970000 sec): 3 clusters Score: Raw -3417904.605503 + Penalty 4916.795018 = -3412987.810486 nChanged 416 SP:Iteration 12Q (44548.050000 sec): 3 clusters Score: Raw -3418095.399669 + Penalty 4916.795018 = -3413178.604651 nChanged 392 SP:Iteration 13Q (44548.130000 sec): 3 clusters Score: Raw -3418282.836086 + Penalty 4916.795018 = -3413366.041068 nChanged 334 SP:Iteration 14Q (44548.210000 sec): 3 clusters Score: Raw -3418446.689069 + Penalty 4916.795018 = -3413529.894051 nChanged 312 SP:Iteration 15Q (44548.290000 sec): 3 clusters Score: Raw -3418587.319646 + Penalty 4916.795018 = -3413670.524629 nChanged 279 SP:Iteration 16Q (44548.370000 sec): 3 clusters Score: Raw -3418690.997799 + Penalty 4916.795018 = -3413774.202781 nChanged 237 SP:Iteration 17Q (44548.450000 sec): 3 clusters Score: Raw -3418776.783277 + Penalty 4916.795018 = -3413859.988259 nChanged 217 SP:Iteration 18Q (44548.530000 sec): 3 clusters Score: Raw -3418839.848395 + Penalty 4916.795018 = -3413923.053378 nChanged 177 SP:Iteration 19Q (44548.600000 sec): 3 clusters Score: Raw -3418897.614781 + Penalty 4916.795018 = -3413980.819764 nChanged 179 SP:Iteration 20F (44548.680000 sec): 3 clusters Score: Raw -3418947.822192 + Penalty 4916.795018 = -3414031.027174 nChanged 152 SP:Iteration 21Q (44548.760000 sec): 3 clusters Score: Raw -3418991.717778 + Penalty 4916.795018 = -3414074.922761 nChanged 135 SP:Iteration 22Q (44548.840000 sec): 3 clusters Score: Raw -3419033.082917 + Penalty 4916.795018 = -3414116.287899 nChanged 119 SP:Iteration 23Q (44548.920000 sec): 3 clusters Score: Raw -3419068.704167 + Penalty 4916.795018 = -3414151.909150 nChanged 123 SP:Iteration 24Q (44549.000000 sec): 3 clusters Score: Raw -3419098.957338 + Penalty 4916.795018 = -3414182.162321 nChanged 100 SP:Iteration 25Q (44549.080000 sec): 3 clusters Score: Raw -3419124.434476 + Penalty 4916.795018 = -3414207.639459 nChanged 90 SP:Iteration 26Q (44549.160000 sec): 3 clusters Score: Raw -3419151.550307 + Penalty 4916.795018 = -3414234.755290 nChanged 98 SP:Iteration 27Q (44549.240000 sec): 3 clusters Score: Raw -3419179.179094 + Penalty 4916.795018 = -3414262.384077 nChanged 84 SP:Iteration 28Q (44549.320000 sec): 3 clusters Score: Raw -3419199.195777 + Penalty 4916.795018 = -3414282.400760 nChanged 76 SP:Iteration 29Q (44549.400000 sec): 3 clusters Score: Raw -3419218.171700 + Penalty 4916.795018 = -3414301.376683 nChanged 78 SP:Iteration 30Q (44549.480000 sec): 3 clusters Score: Raw -3419237.737683 + Penalty 4916.795018 = -3414320.942665 nChanged 67 SP:Iteration 31Q (44549.560000 sec): 3 clusters Score: Raw -3419254.987019 + Penalty 4916.795018 = -3414338.192001 nChanged 69 SP:Iteration 32Q (44549.640000 sec): 3 clusters Score: Raw -3419269.237945 + Penalty 4916.795018 = -3414352.442928 nChanged 46 SP:Iteration 33Q (44549.720000 sec): 3 clusters Score: Raw -3419277.317383 + Penalty 4916.795018 = -3414360.522366 nChanged 44 SP:Iteration 34Q (44549.800000 sec): 3 clusters Score: Raw -3419286.173475 + Penalty 4916.795018 = -3414369.378458 nChanged 35 SP:Iteration 35Q (44549.870000 sec): 3 clusters Score: Raw -3419293.423482 + Penalty 4916.795018 = -3414376.628464 nChanged 44 SP:Iteration 36Q (44549.950000 sec): 3 clusters Score: Raw -3419304.943710 + Penalty 4916.795018 = -3414388.148692 nChanged 52 SP:Iteration 37Q (44550.030000 sec): 3 clusters Score: Raw -3419315.470268 + Penalty 4916.795018 = -3414398.675250 nChanged 37 SP:Iteration 38Q (44550.110000 sec): 3 clusters Score: Raw -3419322.815945 + Penalty 4916.795018 = -3414406.020927 nChanged 44 SP:Iteration 39Q (44550.190000 sec): 3 clusters Score: Raw -3419332.910832 + Penalty 4916.795018 = -3414416.115814 nChanged 51 SP:Iteration 40F (44550.270000 sec): 3 clusters Score: Raw -3419344.526345 + Penalty 4916.795018 = -3414427.731328 nChanged 46 SP:Iteration 41Q (44550.350000 sec): 3 clusters Score: Raw -3419352.937947 + Penalty 4916.795018 = -3414436.142929 nChanged 43 SP:Iteration 42Q (44550.430000 sec): 3 clusters Score: Raw -3419362.353997 + Penalty 4916.795018 = -3414445.558979 nChanged 32 SP:Iteration 43Q (44550.510000 sec): 3 clusters Score: Raw -3419368.915338 + Penalty 4916.795018 = -3414452.120320 nChanged 35 SP:Iteration 44Q (44550.590000 sec): 3 clusters Score: Raw -3419376.484110 + Penalty 4916.795018 = -3414459.689092 nChanged 27 SP:Iteration 45Q (44550.660000 sec): 3 clusters Score: Raw -3419381.570455 + Penalty 4916.795018 = -3414464.775438 nChanged 18 SP:Iteration 46Q (44550.740000 sec): 3 clusters Score: Raw -3419385.135247 + Penalty 4916.795018 = -3414468.340229 nChanged 18 SP:Iteration 47Q (44550.820000 sec): 3 clusters Score: Raw -3419388.189346 + Penalty 4916.795018 = -3414471.394328 nChanged 12 SP:Iteration 48Q (44550.900000 sec): 3 clusters Score: Raw -3419390.062033 + Penalty 4916.795018 = -3414473.267015 nChanged 9 SP:Iteration 49Q (44550.980000 sec): 3 clusters Score: Raw -3419391.839380 + Penalty 4916.795018 = -3414475.044362 nChanged 5 SP:Iteration 50Q (44551.060000 sec): 3 clusters Score: Raw -3419392.510616 + Penalty 4916.795018 = -3414475.715598 nChanged 3 SP:Iteration 51Q (44551.140000 sec): 3 clusters Score: Raw -3419392.826184 + Penalty 4916.795018 = -3414476.031166 nChanged 3 SP:Iteration 52Q (44551.220000 sec): 3 clusters Score: Raw -3419393.289698 + Penalty 4916.795018 = -3414476.494680 nChanged 3 SP:Iteration 53Q (44551.300000 sec): 3 clusters Score: Raw -3419393.705846 + Penalty 4916.795018 = -3414476.910829 nChanged 4 SP:Iteration 54Q (44551.370000 sec): 3 clusters Score: Raw -3419394.136114 + Penalty 4916.795018 = -3414477.341097 nChanged 1 SP:Iteration 55Q (44551.450000 sec): 3 clusters Score: Raw -3419394.277431 + Penalty 4916.795018 = -3414477.482413 nChanged 1 SP:Iteration 56Q (44551.530000 sec): 3 clusters Score: Raw -3419394.326107 + Penalty 4916.795018 = -3414477.531090 nChanged 0 SP:Iteration 57F (44551.610000 sec): 3 clusters Score: Raw -3419394.326107 + Penalty 4916.795018 = -3414477.531090 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (1094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44551.620000 sec): 2 clusters Score: Raw -168556.869746 + Penalty 1735.403804 = -166821.465943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44551.630000 sec): 3 clusters Score: Raw -168342.469006 + Penalty 3470.807608 = -164871.661398 nChanged 299 SP:Iteration 1F (44551.630000 sec): 3 clusters Score: Raw -168942.879527 + Penalty 3470.807608 = -165472.071920 nChanged 130 SP:Iteration 2F (44551.640000 sec): 3 clusters Score: Raw -169510.731835 + Penalty 3470.807608 = -166039.924228 nChanged 102 SP:Iteration 3F (44551.640000 sec): 3 clusters Score: Raw -169822.314575 + Penalty 3470.807608 = -166351.506967 nChanged 54 SP:Iteration 4Q (44551.640000 sec): 3 clusters Score: Raw -169953.580263 + Penalty 3470.807608 = -166482.772656 nChanged 32 SP:Iteration 5Q (44551.650000 sec): 3 clusters Score: Raw -170041.290907 + Penalty 3470.807608 = -166570.483299 nChanged 31 SP:Iteration 6Q (44551.650000 sec): 3 clusters Score: Raw -170123.092470 + Penalty 3470.807608 = -166652.284862 nChanged 18 SP:Iteration 7Q (44551.660000 sec): 3 clusters Score: Raw -170181.941048 + Penalty 3470.807608 = -166711.133441 nChanged 17 SP:Iteration 8Q (44551.660000 sec): 3 clusters Score: Raw -170225.980655 + Penalty 3470.807608 = -166755.173047 nChanged 13 SP:Iteration 9Q (44551.660000 sec): 3 clusters Score: Raw -170266.279879 + Penalty 3470.807608 = -166795.472271 nChanged 11 SP:Iteration 10Q (44551.670000 sec): 3 clusters Score: Raw -170286.893371 + Penalty 3470.807608 = -166816.085763 nChanged 2 SP:Iteration 11Q (44551.670000 sec): 3 clusters Score: Raw -170288.739511 + Penalty 3470.807608 = -166817.931904 nChanged 2 SP:Iteration 12Q (44551.670000 sec): 3 clusters Score: Raw -170291.459319 + Penalty 3470.807608 = -166820.651711 nChanged 0 SP:Iteration 13F (44551.680000 sec): 3 clusters Score: Raw -170291.459319 + Penalty 3470.807608 = -166820.651711 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44551.690000 sec): 2 clusters Score: Raw -396059.155735 + Penalty 1910.121876 = -394149.033858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44551.700000 sec): 3 clusters Score: Raw -395203.878210 + Penalty 3820.243753 = -391383.634457 nChanged 705 SP:Iteration 1F (44551.710000 sec): 3 clusters Score: Raw -395780.820459 + Penalty 3820.243753 = -391960.576707 nChanged 188 SP:Iteration 2F (44551.720000 sec): 3 clusters Score: Raw -395985.386685 + Penalty 3820.243753 = -392165.142932 nChanged 112 SP:Iteration 3F (44551.720000 sec): 3 clusters Score: Raw -396138.629089 + Penalty 3820.243753 = -392318.385337 nChanged 108 SP:Iteration 4Q (44551.740000 sec): 3 clusters Score: Raw -396323.637471 + Penalty 3820.243753 = -392503.393719 nChanged 105 SP:Iteration 5Q (44551.740000 sec): 3 clusters Score: Raw -396492.453595 + Penalty 3820.243753 = -392672.209842 nChanged 94 SP:Iteration 6Q (44551.750000 sec): 3 clusters Score: Raw -396621.573903 + Penalty 3820.243753 = -392801.330151 nChanged 86 SP:Iteration 7Q (44551.760000 sec): 3 clusters Score: Raw -396761.127305 + Penalty 3820.243753 = -392940.883552 nChanged 100 SP:Iteration 8Q (44551.770000 sec): 3 clusters Score: Raw -396926.419349 + Penalty 3820.243753 = -393106.175597 nChanged 98 SP:Iteration 9Q (44551.780000 sec): 3 clusters Score: Raw -397071.619048 + Penalty 3820.243753 = -393251.375295 nChanged 78 SP:Iteration 10Q (44551.780000 sec): 3 clusters Score: Raw -397180.272076 + Penalty 3820.243753 = -393360.028323 nChanged 49 SP:Iteration 11Q (44551.790000 sec): 3 clusters Score: Raw -397247.014262 + Penalty 3820.243753 = -393426.770510 nChanged 33 SP:Iteration 12Q (44551.800000 sec): 3 clusters Score: Raw -397302.120051 + Penalty 3820.243753 = -393481.876298 nChanged 33 SP:Iteration 13Q (44551.810000 sec): 3 clusters Score: Raw -397345.017989 + Penalty 3820.243753 = -393524.774237 nChanged 19 SP:Iteration 14Q (44551.820000 sec): 3 clusters Score: Raw -397364.039577 + Penalty 3820.243753 = -393543.795824 nChanged 12 SP:Iteration 15Q (44551.820000 sec): 3 clusters Score: Raw -397373.222335 + Penalty 3820.243753 = -393552.978582 nChanged 6 SP:Iteration 16Q (44551.830000 sec): 3 clusters Score: Raw -397378.077206 + Penalty 3820.243753 = -393557.833454 nChanged 5 SP:Iteration 17Q (44551.840000 sec): 3 clusters Score: Raw -397382.256921 + Penalty 3820.243753 = -393562.013169 nChanged 5 SP:Iteration 18Q (44551.850000 sec): 3 clusters Score: Raw -397384.832818 + Penalty 3820.243753 = -393564.589065 nChanged 2 SP:Iteration 19Q (44551.860000 sec): 3 clusters Score: Raw -397386.198714 + Penalty 3820.243753 = -393565.954961 nChanged 2 SP:Iteration 20F (44551.860000 sec): 3 clusters Score: Raw -397391.326187 + Penalty 3820.243753 = -393571.082434 nChanged 3 SP:Iteration 21Q (44551.870000 sec): 3 clusters Score: Raw -397394.376435 + Penalty 3820.243753 = -393574.132682 nChanged 4 SP:Iteration 22Q (44551.880000 sec): 3 clusters Score: Raw -397397.143309 + Penalty 3820.243753 = -393576.899556 nChanged 1 SP:Iteration 23Q (44551.890000 sec): 3 clusters Score: Raw -397397.926932 + Penalty 3820.243753 = -393577.683179 nChanged 2 SP:Iteration 24Q (44551.900000 sec): 3 clusters Score: Raw -397400.290870 + Penalty 3820.243753 = -393580.047117 nChanged 2 SP:Iteration 25Q (44551.900000 sec): 3 clusters Score: Raw -397402.156803 + Penalty 3820.243753 = -393581.913050 nChanged 1 SP:Iteration 26Q (44551.910000 sec): 3 clusters Score: Raw -397403.179941 + Penalty 3820.243753 = -393582.936189 nChanged 0 SP:Iteration 27F (44551.920000 sec): 3 clusters Score: Raw -397403.179941 + Penalty 3820.243753 = -393582.936189 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44551.930000 sec): 2 clusters Score: Raw -322458.706747 + Penalty 1877.597729 = -320581.109019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44551.940000 sec): 3 clusters Score: Raw -321756.161930 + Penalty 3755.195457 = -318000.966473 nChanged 662 SP:Iteration 1F (44551.940000 sec): 3 clusters Score: Raw -322410.256151 + Penalty 3755.195457 = -318655.060694 nChanged 209 SP:Iteration 2F (44551.950000 sec): 3 clusters Score: Raw -322745.880423 + Penalty 3755.195457 = -318990.684966 nChanged 148 SP:Iteration 3F (44551.960000 sec): 3 clusters Score: Raw -323000.800833 + Penalty 3755.195457 = -319245.605375 nChanged 124 SP:Iteration 4F (44551.960000 sec): 3 clusters Score: Raw -323208.620851 + Penalty 3755.195457 = -319453.425393 nChanged 87 SP:Iteration 5Q (44551.970000 sec): 3 clusters Score: Raw -323346.533990 + Penalty 3755.195457 = -319591.338533 nChanged 72 SP:Iteration 6Q (44551.980000 sec): 3 clusters Score: Raw -323465.113531 + Penalty 3755.195457 = -319709.918074 nChanged 49 SP:Iteration 7Q (44551.990000 sec): 3 clusters Score: Raw -323517.091852 + Penalty 3755.195457 = -319761.896395 nChanged 21 SP:Iteration 8Q (44551.990000 sec): 3 clusters Score: Raw -323535.084211 + Penalty 3755.195457 = -319779.888754 nChanged 18 SP:Iteration 9Q (44552.000000 sec): 3 clusters Score: Raw -323556.864591 + Penalty 3755.195457 = -319801.669134 nChanged 15 SP:Iteration 10Q (44552.010000 sec): 3 clusters Score: Raw -323569.325896 + Penalty 3755.195457 = -319814.130438 nChanged 8 SP:Iteration 11Q (44552.020000 sec): 3 clusters Score: Raw -323576.581054 + Penalty 3755.195457 = -319821.385596 nChanged 8 SP:Iteration 12Q (44552.020000 sec): 3 clusters Score: Raw -323584.927837 + Penalty 3755.195457 = -319829.732380 nChanged 9 SP:Iteration 13Q (44552.030000 sec): 3 clusters Score: Raw -323594.805589 + Penalty 3755.195457 = -319839.610132 nChanged 12 SP:Iteration 14Q (44552.040000 sec): 3 clusters Score: Raw -323605.630673 + Penalty 3755.195457 = -319850.435216 nChanged 8 SP:Iteration 15Q (44552.040000 sec): 3 clusters Score: Raw -323611.093163 + Penalty 3755.195457 = -319855.897706 nChanged 11 SP:Iteration 16Q (44552.050000 sec): 3 clusters Score: Raw -323619.172489 + Penalty 3755.195457 = -319863.977032 nChanged 13 SP:Iteration 17Q (44552.060000 sec): 3 clusters Score: Raw -323630.574869 + Penalty 3755.195457 = -319875.379412 nChanged 11 SP:Iteration 18Q (44552.060000 sec): 3 clusters Score: Raw -323642.762990 + Penalty 3755.195457 = -319887.567533 nChanged 16 SP:Iteration 19Q (44552.070000 sec): 3 clusters Score: Raw -323656.522027 + Penalty 3755.195457 = -319901.326570 nChanged 16 SP:Iteration 20F (44552.080000 sec): 3 clusters Score: Raw -323670.837959 + Penalty 3755.195457 = -319915.642502 nChanged 16 SP:Iteration 21Q (44552.090000 sec): 3 clusters Score: Raw -323686.240946 + Penalty 3755.195457 = -319931.045489 nChanged 11 SP:Iteration 22Q (44552.100000 sec): 3 clusters Score: Raw -323694.461648 + Penalty 3755.195457 = -319939.266191 nChanged 10 SP:Iteration 23Q (44552.100000 sec): 3 clusters Score: Raw -323701.712357 + Penalty 3755.195457 = -319946.516900 nChanged 10 SP:Iteration 24Q (44552.110000 sec): 3 clusters Score: Raw -323712.213261 + Penalty 3755.195457 = -319957.017804 nChanged 14 SP:Iteration 25Q (44552.120000 sec): 3 clusters Score: Raw -323726.784776 + Penalty 3755.195457 = -319971.589319 nChanged 16 SP:Iteration 26Q (44552.120000 sec): 3 clusters Score: Raw -323737.919070 + Penalty 3755.195457 = -319982.723612 nChanged 11 SP:Iteration 27Q (44552.130000 sec): 3 clusters Score: Raw -323747.598206 + Penalty 3755.195457 = -319992.402749 nChanged 14 SP:Iteration 28Q (44552.140000 sec): 3 clusters Score: Raw -323758.812323 + Penalty 3755.195457 = -320003.616866 nChanged 12 SP:Iteration 29Q (44552.140000 sec): 3 clusters Score: Raw -323776.675060 + Penalty 3755.195457 = -320021.479603 nChanged 17 SP:Iteration 30Q (44552.150000 sec): 3 clusters Score: Raw -323790.761841 + Penalty 3755.195457 = -320035.566384 nChanged 15 SP:Iteration 31Q (44552.160000 sec): 3 clusters Score: Raw -323802.317084 + Penalty 3755.195457 = -320047.121627 nChanged 7 SP:Iteration 32Q (44552.160000 sec): 3 clusters Score: Raw -323806.934402 + Penalty 3755.195457 = -320051.738945 nChanged 10 SP:Iteration 33Q (44552.170000 sec): 3 clusters Score: Raw -323815.803660 + Penalty 3755.195457 = -320060.608202 nChanged 16 SP:Iteration 34Q (44552.180000 sec): 3 clusters Score: Raw -323828.451664 + Penalty 3755.195457 = -320073.256207 nChanged 13 SP:Iteration 35Q (44552.180000 sec): 3 clusters Score: Raw -323840.568620 + Penalty 3755.195457 = -320085.373163 nChanged 13 SP:Iteration 36Q (44552.190000 sec): 3 clusters Score: Raw -323851.275896 + Penalty 3755.195457 = -320096.080439 nChanged 14 SP:Iteration 37Q (44552.200000 sec): 3 clusters Score: Raw -323866.915459 + Penalty 3755.195457 = -320111.720002 nChanged 19 SP:Iteration 38Q (44552.200000 sec): 3 clusters Score: Raw -323891.960517 + Penalty 3755.195457 = -320136.765060 nChanged 23 SP:Iteration 39Q (44552.210000 sec): 3 clusters Score: Raw -323918.104065 + Penalty 3755.195457 = -320162.908607 nChanged 31 SP:Iteration 40F (44552.220000 sec): 3 clusters Score: Raw -323954.497747 + Penalty 3755.195457 = -320199.302290 nChanged 30 SP:Iteration 41Q (44552.230000 sec): 3 clusters Score: Raw -323989.647536 + Penalty 3755.195457 = -320234.452079 nChanged 22 SP:Iteration 42Q (44552.230000 sec): 3 clusters Score: Raw -324013.827351 + Penalty 3755.195457 = -320258.631894 nChanged 24 SP:Iteration 43Q (44552.240000 sec): 3 clusters Score: Raw -324047.437585 + Penalty 3755.195457 = -320292.242128 nChanged 33 SP:Iteration 44Q (44552.250000 sec): 3 clusters Score: Raw -324092.123384 + Penalty 3755.195457 = -320336.927927 nChanged 25 SP:Iteration 45Q (44552.250000 sec): 3 clusters Score: Raw -324135.562272 + Penalty 3755.195457 = -320380.366815 nChanged 35 SP:Iteration 46Q (44552.260000 sec): 3 clusters Score: Raw -324192.221631 + Penalty 3755.195457 = -320437.026174 nChanged 24 SP:Iteration 47Q (44552.260000 sec): 3 clusters Score: Raw -324228.370455 + Penalty 3755.195457 = -320473.174998 nChanged 26 SP:Iteration 48Q (44552.270000 sec): 3 clusters Score: Raw -324259.916376 + Penalty 3755.195457 = -320504.720918 nChanged 20 SP:Iteration 49Q (44552.280000 sec): 3 clusters Score: Raw -324284.025800 + Penalty 3755.195457 = -320528.830343 nChanged 13 SP:Iteration 50Q (44552.280000 sec): 3 clusters Score: Raw -324304.843574 + Penalty 3755.195457 = -320549.648117 nChanged 11 SP:Iteration 51Q (44552.290000 sec): 3 clusters Score: Raw -324318.221740 + Penalty 3755.195457 = -320563.026283 nChanged 15 SP:Iteration 52Q (44552.300000 sec): 3 clusters Score: Raw -324336.639230 + Penalty 3755.195457 = -320581.443773 nChanged 16 SP:Iteration 53Q (44552.300000 sec): 3 clusters Score: Raw -324364.455087 + Penalty 3755.195457 = -320609.259630 nChanged 12 SP:Iteration 54Q (44552.310000 sec): 3 clusters Score: Raw -324385.244660 + Penalty 3755.195457 = -320630.049203 nChanged 14 SP:Iteration 55Q (44552.310000 sec): 3 clusters Score: Raw -324407.159915 + Penalty 3755.195457 = -320651.964458 nChanged 7 SP:Iteration 56Q (44552.320000 sec): 3 clusters Score: Raw -324415.202261 + Penalty 3755.195457 = -320660.006804 nChanged 6 SP:Iteration 57Q (44552.320000 sec): 3 clusters Score: Raw -324420.635004 + Penalty 3755.195457 = -320665.439547 nChanged 4 SP:Iteration 58Q (44552.330000 sec): 3 clusters Score: Raw -324424.385094 + Penalty 3755.195457 = -320669.189637 nChanged 2 SP:Iteration 59Q (44552.340000 sec): 3 clusters Score: Raw -324427.037917 + Penalty 3755.195457 = -320671.842460 nChanged 3 SP:Iteration 60F (44552.340000 sec): 3 clusters Score: Raw -324430.260060 + Penalty 3755.195457 = -320675.064603 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.360000 sec): 2 clusters Score: Raw -55951.970160 + Penalty 1549.514633 = -54402.455527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.360000 sec): 3 clusters Score: Raw -56024.555856 + Penalty 3099.029266 = -52925.526591 nChanged 134 SP:Iteration 1F (44552.360000 sec): 3 clusters Score: Raw -56340.994538 + Penalty 3099.029266 = -53241.965273 nChanged 42 SP:Iteration 2F (44552.370000 sec): 3 clusters Score: Raw -56512.961898 + Penalty 3099.029266 = -53413.932632 nChanged 33 SP:Iteration 3F (44552.370000 sec): 3 clusters Score: Raw -56708.198390 + Penalty 3099.029266 = -53609.169125 nChanged 34 SP:Iteration 4F (44552.370000 sec): 3 clusters Score: Raw -56930.746985 + Penalty 3099.029266 = -53831.717719 nChanged 37 SP:Iteration 5F (44552.370000 sec): 3 clusters Score: Raw -57163.123830 + Penalty 3099.029266 = -54064.094564 nChanged 32 SP:Iteration 6F (44552.380000 sec): 3 clusters Score: Raw -57367.406255 + Penalty 3099.029266 = -54268.376990 nChanged 20 SP:Iteration 7Q (44552.380000 sec): 3 clusters Score: Raw -57466.428506 + Penalty 3099.029266 = -54367.399241 nChanged 19 SP:Iteration 8Q (44552.380000 sec): 3 clusters Score: Raw -57580.974969 + Penalty 3099.029266 = -54481.945703 nChanged 11 SP:Iteration 9Q (44552.380000 sec): 3 clusters Score: Raw -57663.666021 + Penalty 3099.029266 = -54564.636755 nChanged 12 SP:Iteration 10Q (44552.380000 sec): 3 clusters Score: Raw -57716.785881 + Penalty 3099.029266 = -54617.756615 nChanged 8 SP:Iteration 11Q (44552.380000 sec): 3 clusters Score: Raw -57747.279225 + Penalty 3099.029266 = -54648.249959 nChanged 6 SP:Iteration 12Q (44552.380000 sec): 3 clusters Score: Raw -57792.140108 + Penalty 3099.029266 = -54693.110842 nChanged 4 SP:Iteration 13Q (44552.390000 sec): 3 clusters Score: Raw -57793.604236 + Penalty 3099.029266 = -54694.574971 nChanged 1 SP:Iteration 14Q (44552.390000 sec): 3 clusters Score: Raw -57795.498883 + Penalty 3099.029266 = -54696.469617 nChanged 1 SP:Iteration 15Q (44552.390000 sec): 3 clusters Score: Raw -57796.378436 + Penalty 3099.029266 = -54697.349170 nChanged 2 SP:Iteration 16Q (44552.390000 sec): 3 clusters Score: Raw -57798.267983 + Penalty 3099.029266 = -54699.238717 nChanged 1 SP:Iteration 17Q (44552.400000 sec): 3 clusters Score: Raw -57798.763829 + Penalty 3099.029266 = -54699.734563 nChanged 1 SP:Iteration 18Q (44552.400000 sec): 3 clusters Score: Raw -57810.300629 + Penalty 3099.029266 = -54711.271363 nChanged 0 SP:Iteration 19F (44552.400000 sec): 3 clusters Score: Raw -57824.799509 + Penalty 3099.029266 = -54725.770243 nChanged 2 SP:Iteration 20F (44552.400000 sec): 3 clusters Score: Raw -57874.111737 + Penalty 3099.029266 = -54775.082472 nChanged 5 SP:Iteration 21Q (44552.400000 sec): 3 clusters Score: Raw -57979.928850 + Penalty 3099.029266 = -54880.899584 nChanged 4 SP:Iteration 22Q (44552.400000 sec): 3 clusters Score: Raw -58213.298463 + Penalty 3099.029266 = -55114.269197 nChanged 5 SP:Iteration 23Q (44552.400000 sec): 3 clusters Score: Raw -58260.380572 + Penalty 3099.029266 = -55161.351306 nChanged 2 SP:Iteration 24Q (44552.410000 sec): 3 clusters Score: Raw -58262.663954 + Penalty 3099.029266 = -55163.634689 nChanged 0 SP:Iteration 25F (44552.410000 sec): 3 clusters Score: Raw -58262.663954 + Penalty 3099.029266 = -55163.634689 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (2301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.430000 sec): 2 clusters Score: Raw -229376.576680 + Penalty 1919.792574 = -227456.784105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.440000 sec): 3 clusters Score: Raw -229350.534349 + Penalty 3839.585149 = -225510.949201 nChanged 915 SP:Iteration 1F (44552.450000 sec): 3 clusters Score: Raw -234177.582558 + Penalty 3839.585149 = -230337.997410 nChanged 294 SP:Iteration 2F (44552.460000 sec): 3 clusters Score: Raw -235885.873372 + Penalty 3839.585149 = -232046.288223 nChanged 119 SP:Iteration 3F (44552.470000 sec): 3 clusters Score: Raw -236550.506004 + Penalty 3839.585149 = -232710.920855 nChanged 59 SP:Iteration 4Q (44552.470000 sec): 3 clusters Score: Raw -236947.134285 + Penalty 3839.585149 = -233107.549137 nChanged 38 SP:Iteration 5Q (44552.480000 sec): 3 clusters Score: Raw -237126.524270 + Penalty 3839.585149 = -233286.939122 nChanged 27 SP:Iteration 6Q (44552.490000 sec): 3 clusters Score: Raw -237266.435086 + Penalty 3839.585149 = -233426.849937 nChanged 10 SP:Iteration 7Q (44552.490000 sec): 3 clusters Score: Raw -237438.254445 + Penalty 3839.585149 = -233598.669296 nChanged 14 SP:Iteration 8Q (44552.500000 sec): 3 clusters Score: Raw -237658.420963 + Penalty 3839.585149 = -233818.835814 nChanged 9 SP:Iteration 9Q (44552.510000 sec): 3 clusters Score: Raw -237708.441628 + Penalty 3839.585149 = -233868.856479 nChanged 7 SP:Iteration 10Q (44552.510000 sec): 3 clusters Score: Raw -237721.301136 + Penalty 3839.585149 = -233881.715987 nChanged 5 SP:Iteration 11Q (44552.520000 sec): 3 clusters Score: Raw -237729.625955 + Penalty 3839.585149 = -233890.040806 nChanged 3 SP:Iteration 12Q (44552.530000 sec): 3 clusters Score: Raw -237739.195410 + Penalty 3839.585149 = -233899.610261 nChanged 2 SP:Iteration 13Q (44552.530000 sec): 3 clusters Score: Raw -237763.773423 + Penalty 3839.585149 = -233924.188274 nChanged 2 SP:Iteration 14Q (44552.540000 sec): 3 clusters Score: Raw -237776.754240 + Penalty 3839.585149 = -233937.169091 nChanged 7 SP:Iteration 15Q (44552.550000 sec): 3 clusters Score: Raw -237816.413131 + Penalty 3839.585149 = -233976.827982 nChanged 4 SP:Iteration 16Q (44552.550000 sec): 3 clusters Score: Raw -237849.313430 + Penalty 3839.585149 = -234009.728281 nChanged 1 SP:Iteration 17Q (44552.560000 sec): 3 clusters Score: Raw -237849.825053 + Penalty 3839.585149 = -234010.239904 nChanged 1 SP:Iteration 18Q (44552.560000 sec): 3 clusters Score: Raw -237850.318142 + Penalty 3839.585149 = -234010.732994 nChanged 0 SP:Iteration 19F (44552.580000 sec): 3 clusters Score: Raw -237850.478113 + Penalty 3839.585149 = -234010.892964 nChanged 1 SP:Iteration 20F (44552.580000 sec): 3 clusters Score: Raw -237857.042339 + Penalty 3839.585149 = -234017.457190 nChanged 2 SP:Iteration 21Q (44552.590000 sec): 3 clusters Score: Raw -237858.550652 + Penalty 3839.585149 = -234018.965504 nChanged 0 SP:Iteration 22F (44552.600000 sec): 3 clusters Score: Raw -237858.550652 + Penalty 3839.585149 = -234018.965504 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.620000 sec): 2 clusters Score: Raw -141219.283487 + Penalty 1702.223241 = -139517.060246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.620000 sec): 3 clusters Score: Raw -141203.327602 + Penalty 3404.446482 = -137798.881120 nChanged 278 SP:Iteration 1F (44552.620000 sec): 3 clusters Score: Raw -141850.599561 + Penalty 3404.446482 = -138446.153079 nChanged 104 SP:Iteration 2F (44552.630000 sec): 3 clusters Score: Raw -142250.608578 + Penalty 3404.446482 = -138846.162096 nChanged 83 SP:Iteration 3F (44552.630000 sec): 3 clusters Score: Raw -142618.315904 + Penalty 3404.446482 = -139213.869422 nChanged 57 SP:Iteration 4F (44552.640000 sec): 3 clusters Score: Raw -142780.284547 + Penalty 3404.446482 = -139375.838065 nChanged 28 SP:Iteration 5Q (44552.640000 sec): 3 clusters Score: Raw -142860.834922 + Penalty 3404.446482 = -139456.388440 nChanged 15 SP:Iteration 6Q (44552.640000 sec): 3 clusters Score: Raw -142934.610576 + Penalty 3404.446482 = -139530.164094 nChanged 14 SP:Iteration 7Q (44552.640000 sec): 3 clusters Score: Raw -142973.675765 + Penalty 3404.446482 = -139569.229283 nChanged 8 SP:Iteration 8Q (44552.650000 sec): 3 clusters Score: Raw -143025.417000 + Penalty 3404.446482 = -139620.970518 nChanged 12 SP:Iteration 9Q (44552.650000 sec): 3 clusters Score: Raw -143089.669444 + Penalty 3404.446482 = -139685.222962 nChanged 18 SP:Iteration 10Q (44552.660000 sec): 3 clusters Score: Raw -143132.267740 + Penalty 3404.446482 = -139727.821258 nChanged 12 SP:Iteration 11Q (44552.660000 sec): 3 clusters Score: Raw -143149.401468 + Penalty 3404.446482 = -139744.954986 nChanged 7 SP:Iteration 12Q (44552.660000 sec): 3 clusters Score: Raw -143156.438698 + Penalty 3404.446482 = -139751.992216 nChanged 2 SP:Iteration 13Q (44552.660000 sec): 3 clusters Score: Raw -143162.000112 + Penalty 3404.446482 = -139757.553629 nChanged 2 SP:Iteration 14Q (44552.670000 sec): 3 clusters Score: Raw -143177.816016 + Penalty 3404.446482 = -139773.369534 nChanged 5 SP:Iteration 15Q (44552.670000 sec): 3 clusters Score: Raw -143182.934006 + Penalty 3404.446482 = -139778.487524 nChanged 0 SP:Iteration 16F (44552.680000 sec): 3 clusters Score: Raw -143183.795038 + Penalty 3404.446482 = -139779.348556 nChanged 1 SP:Iteration 17Q (44552.680000 sec): 3 clusters Score: Raw -143200.902742 + Penalty 3404.446482 = -139796.456260 nChanged 5 SP:Iteration 18Q (44552.680000 sec): 3 clusters Score: Raw -143233.585962 + Penalty 3404.446482 = -139829.139480 nChanged 13 SP:Iteration 19Q (44552.680000 sec): 3 clusters Score: Raw -143267.720868 + Penalty 3404.446482 = -139863.274386 nChanged 9 SP:Iteration 20F (44552.690000 sec): 3 clusters Score: Raw -143295.171148 + Penalty 3404.446482 = -139890.724665 nChanged 4 SP:Iteration 21Q (44552.690000 sec): 3 clusters Score: Raw -143302.917989 + Penalty 3404.446482 = -139898.471507 nChanged 2 SP:Iteration 22Q (44552.700000 sec): 3 clusters Score: Raw -143303.917344 + Penalty 3404.446482 = -139899.470862 nChanged 1 SP:Iteration 23Q (44552.700000 sec): 3 clusters Score: Raw -143304.424340 + Penalty 3404.446482 = -139899.977857 nChanged 0 SP:Iteration 24F (44552.700000 sec): 3 clusters Score: Raw -143304.424340 + Penalty 3404.446482 = -139899.977857 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.720000 sec): 2 clusters Score: Raw -290525.930759 + Penalty 1836.110232 = -288689.820527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.720000 sec): 3 clusters Score: Raw -289981.176952 + Penalty 3672.220464 = -286308.956488 nChanged 480 SP:Iteration 1F (44552.730000 sec): 3 clusters Score: Raw -290367.818334 + Penalty 3672.220464 = -286695.597870 nChanged 139 SP:Iteration 2F (44552.740000 sec): 3 clusters Score: Raw -290512.269330 + Penalty 3672.220464 = -286840.048866 nChanged 88 SP:Iteration 3F (44552.750000 sec): 3 clusters Score: Raw -290601.573766 + Penalty 3672.220464 = -286929.353302 nChanged 63 SP:Iteration 4Q (44552.750000 sec): 3 clusters Score: Raw -290667.175390 + Penalty 3672.220464 = -286994.954926 nChanged 58 SP:Iteration 5Q (44552.760000 sec): 3 clusters Score: Raw -290719.247317 + Penalty 3672.220464 = -287047.026853 nChanged 36 SP:Iteration 6Q (44552.760000 sec): 3 clusters Score: Raw -290749.954554 + Penalty 3672.220464 = -287077.734090 nChanged 29 SP:Iteration 7Q (44552.770000 sec): 3 clusters Score: Raw -290778.077099 + Penalty 3672.220464 = -287105.856635 nChanged 36 SP:Iteration 8Q (44552.780000 sec): 3 clusters Score: Raw -290808.745854 + Penalty 3672.220464 = -287136.525390 nChanged 26 SP:Iteration 9Q (44552.780000 sec): 3 clusters Score: Raw -290830.784472 + Penalty 3672.220464 = -287158.564008 nChanged 24 SP:Iteration 10Q (44552.790000 sec): 3 clusters Score: Raw -290850.831919 + Penalty 3672.220464 = -287178.611455 nChanged 15 SP:Iteration 11Q (44552.800000 sec): 3 clusters Score: Raw -290865.760705 + Penalty 3672.220464 = -287193.540241 nChanged 17 SP:Iteration 12Q (44552.800000 sec): 3 clusters Score: Raw -290879.983425 + Penalty 3672.220464 = -287207.762961 nChanged 14 SP:Iteration 13Q (44552.810000 sec): 3 clusters Score: Raw -290892.803460 + Penalty 3672.220464 = -287220.582996 nChanged 12 SP:Iteration 14Q (44552.820000 sec): 3 clusters Score: Raw -290903.378744 + Penalty 3672.220464 = -287231.158281 nChanged 10 SP:Iteration 15Q (44552.820000 sec): 3 clusters Score: Raw -290912.184035 + Penalty 3672.220464 = -287239.963571 nChanged 12 SP:Iteration 16Q (44552.830000 sec): 3 clusters Score: Raw -290931.931454 + Penalty 3672.220464 = -287259.710990 nChanged 14 SP:Iteration 17Q (44552.840000 sec): 3 clusters Score: Raw -290947.183387 + Penalty 3672.220464 = -287274.962923 nChanged 9 SP:Iteration 18Q (44552.840000 sec): 3 clusters Score: Raw -290959.131850 + Penalty 3672.220464 = -287286.911386 nChanged 15 SP:Iteration 19Q (44552.850000 sec): 3 clusters Score: Raw -290979.614266 + Penalty 3672.220464 = -287307.393802 nChanged 15 SP:Iteration 20F (44552.860000 sec): 3 clusters Score: Raw -291000.477467 + Penalty 3672.220464 = -287328.257004 nChanged 14 SP:Iteration 21Q (44552.860000 sec): 3 clusters Score: Raw -291014.379272 + Penalty 3672.220464 = -287342.158808 nChanged 13 SP:Iteration 22Q (44552.870000 sec): 3 clusters Score: Raw -291029.041346 + Penalty 3672.220464 = -287356.820882 nChanged 8 SP:Iteration 23Q (44552.880000 sec): 3 clusters Score: Raw -291035.154675 + Penalty 3672.220464 = -287362.934211 nChanged 5 SP:Iteration 24Q (44552.880000 sec): 3 clusters Score: Raw -291041.658478 + Penalty 3672.220464 = -287369.438014 nChanged 2 SP:Iteration 25Q (44552.890000 sec): 3 clusters Score: Raw -291042.910910 + Penalty 3672.220464 = -287370.690446 nChanged 2 SP:Iteration 26Q (44552.890000 sec): 3 clusters Score: Raw -291043.908514 + Penalty 3672.220464 = -287371.688050 nChanged 2 SP:Iteration 27Q (44552.900000 sec): 3 clusters Score: Raw -291045.548360 + Penalty 3672.220464 = -287373.327897 nChanged 1 SP:Iteration 28Q (44552.900000 sec): 3 clusters Score: Raw -291046.446974 + Penalty 3672.220464 = -287374.226510 nChanged 1 SP:Iteration 29Q (44552.910000 sec): 3 clusters Score: Raw -291047.783997 + Penalty 3672.220464 = -287375.563533 nChanged 2 SP:Iteration 30Q (44552.920000 sec): 3 clusters Score: Raw -291049.845622 + Penalty 3672.220464 = -287377.625158 nChanged 1 SP:Iteration 31Q (44552.920000 sec): 3 clusters Score: Raw -291050.143650 + Penalty 3672.220464 = -287377.923186 nChanged 1 SP:Iteration 32Q (44552.930000 sec): 3 clusters Score: Raw -291050.754168 + Penalty 3672.220464 = -287378.533704 nChanged 0 SP:Iteration 33F (44552.940000 sec): 3 clusters Score: Raw -291050.754168 + Penalty 3672.220464 = -287378.533704 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.940000 sec): 2 clusters Score: Raw -43289.451687 + Penalty 1436.667375 = -41852.784312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.940000 sec): 3 clusters Score: Raw -43472.314520 + Penalty 2873.334750 = -40598.979770 nChanged 54 SP:Iteration 1F (44552.950000 sec): 3 clusters Score: Raw -43701.960718 + Penalty 2873.334750 = -40828.625968 nChanged 16 SP:Iteration 2Q (44552.950000 sec): 3 clusters Score: Raw -43798.259651 + Penalty 2873.334750 = -40924.924902 nChanged 10 SP:Iteration 3Q (44552.950000 sec): 3 clusters Score: Raw -43947.446752 + Penalty 2873.334750 = -41074.112003 nChanged 13 SP:Iteration 4Q (44552.950000 sec): 3 clusters Score: Raw -44018.541076 + Penalty 2873.334750 = -41145.206326 nChanged 8 SP:Iteration 5Q (44552.950000 sec): 3 clusters Score: Raw -44061.363871 + Penalty 2873.334750 = -41188.029121 nChanged 1 SP:Iteration 6Q (44552.950000 sec): 3 clusters Score: Raw -44063.810605 + Penalty 2873.334750 = -41190.475855 nChanged 2 SP:Iteration 7Q (44552.960000 sec): 3 clusters Score: Raw -44079.075192 + Penalty 2873.334750 = -41205.740442 nChanged 1 SP:Iteration 8Q (44552.960000 sec): 3 clusters Score: Raw -44091.471140 + Penalty 2873.334750 = -41218.136390 nChanged 1 SP:Iteration 9Q (44552.960000 sec): 3 clusters Score: Raw -44102.156050 + Penalty 2873.334750 = -41228.821300 nChanged 0 SP:Iteration 10F (44552.960000 sec): 3 clusters Score: Raw -44102.156050 + Penalty 2873.334750 = -41228.821300 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.960000 sec): 2 clusters Score: Raw -30444.321354 + Penalty 1329.600457 = -29114.720897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.960000 sec): 3 clusters Score: Raw -30686.865970 + Penalty 2659.200914 = -28027.665056 nChanged 17 SP:Iteration 1F (44552.960000 sec): 3 clusters Score: Raw -30787.315354 + Penalty 2659.200914 = -28128.114439 nChanged 6 SP:Iteration 2Q (44552.960000 sec): 3 clusters Score: Raw -30831.917120 + Penalty 2659.200914 = -28172.716206 nChanged 3 SP:Iteration 3Q (44552.970000 sec): 3 clusters Score: Raw -30848.413262 + Penalty 2659.200914 = -28189.212348 nChanged 0 SP:Iteration 4F (44552.970000 sec): 3 clusters Score: Raw -30848.413262 + Penalty 2659.200914 = -28189.212348 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.970000 sec): 2 clusters Score: Raw -40159.087277 + Penalty 1378.093359 = -38780.993918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.980000 sec): 3 clusters Score: Raw -40293.115620 + Penalty 2756.186719 = -37536.928902 nChanged 17 SP:Iteration 1F (44552.980000 sec): 3 clusters Score: Raw -40351.923489 + Penalty 2756.186719 = -37595.736770 nChanged 6 SP:Iteration 2Q (44552.980000 sec): 3 clusters Score: Raw -40381.561283 + Penalty 2756.186719 = -37625.374565 nChanged 0 SP:Iteration 3F (44552.980000 sec): 3 clusters Score: Raw -40381.561283 + Penalty 2756.186719 = -37625.374565 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44552.980000 sec): 2 clusters Score: Raw -55318.225331 + Penalty 1497.391988 = -53820.833343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44552.980000 sec): 3 clusters Score: Raw -55542.901586 + Penalty 2994.783976 = -52548.117610 nChanged 93 SP:Iteration 1F (44552.990000 sec): 3 clusters Score: Raw -56208.691851 + Penalty 2994.783976 = -53213.907875 nChanged 55 SP:Iteration 2F (44552.990000 sec): 3 clusters Score: Raw -56926.611872 + Penalty 2994.783976 = -53931.827896 nChanged 62 SP:Iteration 3F (44552.990000 sec): 3 clusters Score: Raw -58265.621551 + Penalty 2994.783976 = -55270.837575 nChanged 38 SP:Iteration 4F (44552.990000 sec): 3 clusters Score: Raw -59393.633486 + Penalty 2994.783976 = -56398.849510 nChanged 13 SP:Iteration 5Q (44553.000000 sec): 3 clusters Score: Raw -60030.411506 + Penalty 2994.783976 = -57035.627530 nChanged 6 SP:Iteration 6Q (44553.000000 sec): 3 clusters Score: Raw -60387.991242 + Penalty 2994.783976 = -57393.207266 nChanged 0 SP:Iteration 7F (44553.000000 sec): 3 clusters Score: Raw -60387.991242 + Penalty 2994.783976 = -57393.207266 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44553.010000 sec): 2 clusters Score: Raw -25761.148540 + Penalty 1282.280031 = -24478.868510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44553.010000 sec): 3 clusters Score: Raw -26197.140531 + Penalty 2564.560062 = -23632.580470 nChanged 17 SP:Iteration 1F (44553.010000 sec): 3 clusters Score: Raw -26287.683839 + Penalty 2564.560062 = -23723.123777 nChanged 2 SP:Iteration 2Q (44553.010000 sec): 3 clusters Score: Raw -26299.669514 + Penalty 2564.560062 = -23735.109452 nChanged 4 SP:Iteration 3Q (44553.020000 sec): 3 clusters Score: Raw -26323.571892 + Penalty 2564.560062 = -23759.011830 nChanged 3 SP:Iteration 4Q (44553.020000 sec): 3 clusters Score: Raw -26341.860374 + Penalty 2564.560062 = -23777.300312 nChanged 2 SP:Iteration 5Q (44553.020000 sec): 3 clusters Score: Raw -26356.882233 + Penalty 2564.560062 = -23792.322171 nChanged 3 SP:Iteration 6Q (44553.020000 sec): 3 clusters Score: Raw -26369.857737 + Penalty 2564.560062 = -23805.297675 nChanged 2 SP:Iteration 7Q (44553.020000 sec): 3 clusters Score: Raw -26374.033499 + Penalty 2564.560062 = -23809.473437 nChanged 1 SP:Iteration 8Q (44553.020000 sec): 3 clusters Score: Raw -26375.963243 + Penalty 2564.560062 = -23811.403181 nChanged 0 SP:Iteration 9F (44553.020000 sec): 3 clusters Score: Raw -26375.963243 + Penalty 2564.560062 = -23811.403181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44553.020000 sec): 2 clusters Score: Raw -55930.936716 + Penalty 1463.174544 = -54467.762172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44553.030000 sec): 3 clusters Score: Raw -56100.489156 + Penalty 2926.349087 = -53174.140068 nChanged 52 SP:Iteration 1F (44553.030000 sec): 3 clusters Score: Raw -56235.181827 + Penalty 2926.349087 = -53308.832740 nChanged 18 SP:Iteration 2Q (44553.030000 sec): 3 clusters Score: Raw -56298.438575 + Penalty 2926.349087 = -53372.089488 nChanged 7 SP:Iteration 3Q (44553.030000 sec): 3 clusters Score: Raw -56321.966929 + Penalty 2926.349087 = -53395.617841 nChanged 4 SP:Iteration 4Q (44553.030000 sec): 3 clusters Score: Raw -56328.190964 + Penalty 2926.349087 = -53401.841877 nChanged 1 SP:Iteration 5Q (44553.030000 sec): 3 clusters Score: Raw -56329.514949 + Penalty 2926.349087 = -53403.165861 nChanged 0 SP:Iteration 6F (44553.040000 sec): 3 clusters Score: Raw -56329.514949 + Penalty 2926.349087 = -53403.165861 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44553.040000 sec): 2 clusters Score: Raw -57444.140162 + Penalty 1463.174544 = -55980.965619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44553.040000 sec): 3 clusters Score: Raw -57546.052860 + Penalty 2926.349087 = -54619.703773 nChanged 56 SP:Iteration 1F (44553.040000 sec): 3 clusters Score: Raw -57749.645358 + Penalty 2926.349087 = -54823.296270 nChanged 23 SP:Iteration 2F (44553.040000 sec): 3 clusters Score: Raw -57852.565986 + Penalty 2926.349087 = -54926.216899 nChanged 8 SP:Iteration 3Q (44553.050000 sec): 3 clusters Score: Raw -57873.952890 + Penalty 2926.349087 = -54947.603803 nChanged 1 SP:Iteration 4Q (44553.050000 sec): 3 clusters Score: Raw -57886.954409 + Penalty 2926.349087 = -54960.605321 nChanged 1 SP:Iteration 5Q (44553.050000 sec): 3 clusters Score: Raw -57888.369773 + Penalty 2926.349087 = -54962.020685 nChanged 0 SP:Iteration 6F (44553.050000 sec): 3 clusters Score: Raw -57888.369773 + Penalty 2926.349087 = -54962.020685 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44553.060000 sec): 2 clusters Score: Raw -21587.543039 + Penalty 1374.233359 = -20213.309680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44553.060000 sec): 3 clusters Score: Raw -21884.370369 + Penalty 2748.466718 = -19135.903651 nChanged 44 SP:Iteration 1F (44553.060000 sec): 3 clusters Score: Raw -22176.889748 + Penalty 2748.466718 = -19428.423030 nChanged 19 SP:Iteration 2F (44553.060000 sec): 3 clusters Score: Raw -22305.648367 + Penalty 2748.466718 = -19557.181649 nChanged 13 SP:Iteration 3F (44553.060000 sec): 3 clusters Score: Raw -22388.752888 + Penalty 2748.466718 = -19640.286170 nChanged 10 SP:Iteration 4Q (44553.060000 sec): 3 clusters Score: Raw -22451.835750 + Penalty 2748.466718 = -19703.369032 nChanged 3 SP:Iteration 5Q (44553.060000 sec): 3 clusters Score: Raw -22459.531169 + Penalty 2748.466718 = -19711.064451 nChanged 2 SP:Iteration 6Q (44553.060000 sec): 3 clusters Score: Raw -22463.703174 + Penalty 2748.466718 = -19715.236456 nChanged 2 SP:Iteration 7Q (44553.060000 sec): 3 clusters Score: Raw -22507.169364 + Penalty 2748.466718 = -19758.702646 nChanged 1 SP:Iteration 8Q (44553.070000 sec): 3 clusters Score: Raw -22531.411316 + Penalty 2748.466718 = -19782.944598 nChanged 1 SP:Iteration 9Q (44553.070000 sec): 3 clusters Score: Raw -22538.603793 + Penalty 2748.466718 = -19790.137075 nChanged 0 SP:Iteration 10F (44553.070000 sec): 3 clusters Score: Raw -22538.603793 + Penalty 2748.466718 = -19790.137075 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44553.080000 sec): 2 clusters Score: Raw -36565.004604 + Penalty 1502.082435 = -35062.922168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44553.080000 sec): 3 clusters Score: Raw -36983.528059 + Penalty 3004.164871 = -33979.363188 nChanged 115 SP:Iteration 1F (44553.080000 sec): 3 clusters Score: Raw -37742.006388 + Penalty 3004.164871 = -34737.841517 nChanged 65 SP:Iteration 2F (44553.080000 sec): 3 clusters Score: Raw -38611.563767 + Penalty 3004.164871 = -35607.398896 nChanged 34 SP:Iteration 3F (44553.080000 sec): 3 clusters Score: Raw -39706.115830 + Penalty 3004.164871 = -36701.950960 nChanged 17 SP:Iteration 4Q (44553.080000 sec): 3 clusters Score: Raw -40587.252967 + Penalty 3004.164871 = -37583.088096 nChanged 3 SP:Iteration 5Q (44553.080000 sec): 3 clusters Score: Raw -40643.732137 + Penalty 3004.164871 = -37639.567266 nChanged 1 SP:Iteration 6Q (44553.080000 sec): 3 clusters Score: Raw -40689.047224 + Penalty 3004.164871 = -37684.882353 nChanged 0 SP:Iteration 7F (44553.090000 sec): 3 clusters Score: Raw -40689.047224 + Penalty 3004.164871 = -37684.882353 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (44553.100000 sec): 2 clusters Score: Raw -66021.398561 + Penalty 1525.349487 = -64496.049075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (44553.100000 sec): 3 clusters Score: Raw -66082.476029 + Penalty 3050.698973 = -63031.777056 nChanged 86 SP:Iteration 1F (44553.110000 sec): 3 clusters Score: Raw -66234.911413 + Penalty 3050.698973 = -63184.212440 nChanged 26 SP:Iteration 2F (44553.110000 sec): 3 clusters Score: Raw -66307.670582 + Penalty 3050.698973 = -63256.971609 nChanged 20 SP:Iteration 3Q (44553.110000 sec): 3 clusters Score: Raw -66356.252176 + Penalty 3050.698973 = -63305.553203 nChanged 11 SP:Iteration 4Q (44553.110000 sec): 3 clusters Score: Raw -66382.961124 + Penalty 3050.698973 = -63332.262151 nChanged 5 SP:Iteration 5Q (44553.110000 sec): 3 clusters Score: Raw -66392.329389 + Penalty 3050.698973 = -63341.630416 nChanged 2 SP:Iteration 6Q (44553.120000 sec): 3 clusters Score: Raw -66404.871532 + Penalty 3050.698973 = -63354.172558 nChanged 3 SP:Iteration 7Q (44553.120000 sec): 3 clusters Score: Raw -66414.305794 + Penalty 3050.698973 = -63363.606821 nChanged 4 SP:Iteration 8Q (44553.120000 sec): 3 clusters Score: Raw -66421.570603 + Penalty 3050.698973 = -63370.871630 nChanged 5 SP:Iteration 9Q (44553.120000 sec): 3 clusters Score: Raw -66429.474710 + Penalty 3050.698973 = -63378.775737 nChanged 5 SP:Iteration 10Q (44553.120000 sec): 3 clusters Score: Raw -66437.780829 + Penalty 3050.698973 = -63387.081856 nChanged 3 SP:Iteration 11Q (44553.120000 sec): 3 clusters Score: Raw -66441.128131 + Penalty 3050.698973 = -63390.429157 nChanged 2 SP:Iteration 12Q (44553.120000 sec): 3 clusters Score: Raw -66444.836770 + Penalty 3050.698973 = -63394.137797 nChanged 1 SP:Iteration 13Q (44553.130000 sec): 3 clusters Score: Raw -66458.812657 + Penalty 3050.698973 = -63408.113684 nChanged 3 SP:Iteration 14Q (44553.130000 sec): 3 clusters Score: Raw -66468.474971 + Penalty 3050.698973 = -63417.775998 nChanged 4 SP:Iteration 15Q (44553.130000 sec): 3 clusters Score: Raw -66474.307220 + Penalty 3050.698973 = -63423.608247 nChanged 6 SP:Iteration 16Q (44553.130000 sec): 3 clusters Score: Raw -66485.180647 + Penalty 3050.698973 = -63434.481674 nChanged 4 SP:Iteration 17Q (44553.140000 sec): 3 clusters Score: Raw -66489.753689 + Penalty 3050.698973 = -63439.054716 nChanged 3 SP:Iteration 18Q (44553.140000 sec): 3 clusters Score: Raw -66492.059223 + Penalty 3050.698973 = -63441.360249 nChanged 2 SP:Iteration 19Q (44553.140000 sec): 3 clusters Score: Raw -66493.909177 + Penalty 3050.698973 = -63443.210204 nChanged 0 SP:Iteration 20F (44553.140000 sec): 3 clusters Score: Raw -66493.909177 + Penalty 3050.698973 = -63443.210204 nChanged 0 Deleting Class 53 (482 points): Lose 2958.079720 but Gain 3620.129790 Iteration 139Q (44585.840000 sec): 58 clusters Score: Raw -378735891.144761 + Penalty 206347.398010 = -378529543.746751 nChanged 17338 Deleting Class 37 (311 points): Lose 3345.292324 but Gain 3620.129790 Iteration 140F (44763.110000 sec): 57 clusters Score: Raw -378798393.370142 + Penalty 202727.268220 = -378595666.101921 nChanged 17816 Iteration 141Q (44795.410000 sec): 57 clusters Score: Raw -378816627.808363 + Penalty 202727.268220 = -378613900.540142 nChanged 17301 Iteration 142Q (44827.610000 sec): 57 clusters Score: Raw -378822008.578124 + Penalty 202727.268220 = -378619281.309904 nChanged 17822 Iteration 143Q (44859.790000 sec): 57 clusters Score: Raw -378825581.097309 + Penalty 202727.268220 = -378622853.829089 nChanged 18175 Iteration 144Q (44891.920000 sec): 57 clusters Score: Raw -378828613.182963 + Penalty 202727.268220 = -378625885.914742 nChanged 18177 Iteration 145Q (44923.980000 sec): 57 clusters Score: Raw -378831228.524293 + Penalty 202727.268220 = -378628501.256072 nChanged 18383 Iteration 146Q (44955.980000 sec): 57 clusters Score: Raw -378833913.193470 + Penalty 202727.268220 = -378631185.925249 nChanged 18416 Iteration 147Q (44987.940000 sec): 57 clusters Score: Raw -378836240.704111 + Penalty 202727.268220 = -378633513.435890 nChanged 18247 Iteration 148Q (45019.810000 sec): 57 clusters Score: Raw -378838500.866006 + Penalty 202727.268220 = -378635773.597785 nChanged 17880 Iteration 149Q (45051.710000 sec): 57 clusters Score: Raw -378840655.919144 + Penalty 202727.268220 = -378637928.650924 nChanged 17170 Iteration 150Q (45083.520000 sec): 57 clusters Score: Raw -378842613.761362 + Penalty 202727.268220 = -378639886.493141 nChanged 16591 Iteration 151Q (45115.230000 sec): 57 clusters Score: Raw -378844431.354648 + Penalty 202727.268220 = -378641704.086427 nChanged 15902 Iteration 152Q (45146.830000 sec): 57 clusters Score: Raw -378846107.598916 + Penalty 202727.268220 = -378643380.330695 nChanged 15212 Iteration 153Q (45178.320000 sec): 57 clusters Score: Raw -378847636.185906 + Penalty 202727.268220 = -378644908.917686 nChanged 14661 Iteration 154Q (45209.730000 sec): 57 clusters Score: Raw -378849050.424954 + Penalty 202727.268220 = -378646323.156733 nChanged 14008 Iteration 155Q (45241.060000 sec): 57 clusters Score: Raw -378850341.718981 + Penalty 202727.268220 = -378647614.450761 nChanged 13145 Iteration 156Q (45272.280000 sec): 57 clusters Score: Raw -378851486.123153 + Penalty 202727.268220 = -378648758.854933 nChanged 12491 Iteration 157Q (45303.400000 sec): 57 clusters Score: Raw -378852515.909567 + Penalty 202727.268220 = -378649788.641346 nChanged 11880 Iteration 158Q (45334.450000 sec): 57 clusters Score: Raw -378853444.222563 + Penalty 202727.268220 = -378650716.954343 nChanged 11151 Iteration 159Q (45365.400000 sec): 57 clusters Score: Raw -378854267.618947 + Penalty 202727.268220 = -378651540.350726 nChanged 10315 Iteration 160F (45539.700000 sec): 57 clusters Score: Raw -378865090.143938 + Penalty 202727.268220 = -378662362.875717 nChanged 9998 Iteration 161Q (45571.090000 sec): 57 clusters Score: Raw -378881691.875008 + Penalty 202727.268220 = -378678964.606788 nChanged 9411 Iteration 162Q (45602.410000 sec): 57 clusters Score: Raw -378882993.507971 + Penalty 202727.268220 = -378680266.239750 nChanged 8834 Iteration 163Q (45633.670000 sec): 57 clusters Score: Raw -378883920.717855 + Penalty 202727.268220 = -378681193.449635 nChanged 8110 Iteration 164Q (45664.850000 sec): 57 clusters Score: Raw -378884606.768423 + Penalty 202727.268220 = -378681879.500203 nChanged 7421 Iteration 165Q (45695.960000 sec): 57 clusters Score: Raw -378885142.794402 + Penalty 202727.268220 = -378682415.526182 nChanged 6890 Iteration 166Q (45727.160000 sec): 57 clusters Score: Raw -378885813.679131 + Penalty 202727.268220 = -378683086.410910 nChanged 6520 Iteration 167Q (45758.270000 sec): 57 clusters Score: Raw -378886474.308332 + Penalty 202727.268220 = -378683747.040112 nChanged 5917 Iteration 168Q (45789.340000 sec): 57 clusters Score: Raw -378887993.823671 + Penalty 202727.268220 = -378685266.555451 nChanged 5559 Iteration 169Q (45820.350000 sec): 57 clusters Score: Raw -378889418.765195 + Penalty 202727.268220 = -378686691.496975 nChanged 5241 Iteration 170Q (45851.310000 sec): 57 clusters Score: Raw -378889634.081946 + Penalty 202727.268220 = -378686906.813726 nChanged 4725 Iteration 171Q (45882.220000 sec): 57 clusters Score: Raw -378889807.311396 + Penalty 202727.268220 = -378687080.043175 nChanged 4441 Iteration 172Q (45913.100000 sec): 57 clusters Score: Raw -378889960.646042 + Penalty 202727.268220 = -378687233.377822 nChanged 4141 Iteration 173Q (45943.950000 sec): 57 clusters Score: Raw -378890094.761119 + Penalty 202727.268220 = -378687367.492898 nChanged 3717 Iteration 174Q (45974.760000 sec): 57 clusters Score: Raw -378890211.252024 + Penalty 202727.268220 = -378687483.983804 nChanged 3529 Iteration 175Q (46005.540000 sec): 57 clusters Score: Raw -378890322.575022 + Penalty 202727.268220 = -378687595.306801 nChanged 3281 Iteration 176Q (46036.290000 sec): 57 clusters Score: Raw -378890419.211347 + Penalty 202727.268220 = -378687691.943126 nChanged 3104 Iteration 177Q (46067.010000 sec): 57 clusters Score: Raw -378890506.963084 + Penalty 202727.268220 = -378687779.694863 nChanged 2904 Iteration 178Q (46097.710000 sec): 57 clusters Score: Raw -378890587.075478 + Penalty 202727.268220 = -378687859.807258 nChanged 2711 Writing temp clu file Because OldScore, -378687779.694863, is greater than current (better) Score,-378687859.807258 Compute initial score before splitting: Score: Raw -378890587.075478 + Penalty 202727.268220 = -378687859.807258 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (68146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46098.290000 sec): 2 clusters Score: Raw -11534693.341034 + Penalty 2760.093120 = -11531933.247914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46098.570000 sec): 3 clusters Score: Raw -11491955.716344 + Penalty 5520.186240 = -11486435.530104 nChanged 31672 SP:Iteration 1F (46098.840000 sec): 3 clusters Score: Raw -11509648.164192 + Penalty 5520.186240 = -11504127.977952 nChanged 2387 SP:Iteration 2Q (46099.120000 sec): 3 clusters Score: Raw -11510212.293584 + Penalty 5520.186240 = -11504692.107344 nChanged 2237 SP:Iteration 3Q (46099.400000 sec): 3 clusters Score: Raw -11510728.981477 + Penalty 5520.186240 = -11505208.795238 nChanged 2094 SP:Iteration 4Q (46099.690000 sec): 3 clusters Score: Raw -11511227.656661 + Penalty 5520.186240 = -11505707.470421 nChanged 2049 SP:Iteration 5Q (46099.970000 sec): 3 clusters Score: Raw -11511783.680228 + Penalty 5520.186240 = -11506263.493988 nChanged 2260 SP:Iteration 6Q (46100.250000 sec): 3 clusters Score: Raw -11512531.705025 + Penalty 5520.186240 = -11507011.518785 nChanged 2658 SP:Iteration 7Q (46100.530000 sec): 3 clusters Score: Raw -11513584.358308 + Penalty 5520.186240 = -11508064.172068 nChanged 3076 SP:Iteration 8Q (46100.810000 sec): 3 clusters Score: Raw -11515129.035735 + Penalty 5520.186240 = -11509608.849496 nChanged 3632 SP:Iteration 9F (46101.090000 sec): 3 clusters Score: Raw -11517343.098434 + Penalty 5520.186240 = -11511822.912194 nChanged 4123 SP:Iteration 10F (46101.360000 sec): 3 clusters Score: Raw -11520198.332709 + Penalty 5520.186240 = -11514678.146470 nChanged 4350 SP:Iteration 11F (46101.640000 sec): 3 clusters Score: Raw -11523541.175497 + Penalty 5520.186240 = -11518020.989257 nChanged 4060 SP:Iteration 12F (46101.920000 sec): 3 clusters Score: Raw -11526871.325078 + Penalty 5520.186240 = -11521351.138839 nChanged 3331 SP:Iteration 13Q (46102.180000 sec): 3 clusters Score: Raw -11529607.000629 + Penalty 5520.186240 = -11524086.814390 nChanged 2372 SP:Iteration 14Q (46102.420000 sec): 3 clusters Score: Raw -11531595.723224 + Penalty 5520.186240 = -11526075.536984 nChanged 1650 SP:Iteration 15Q (46102.650000 sec): 3 clusters Score: Raw -11533025.278913 + Penalty 5520.186240 = -11527505.092673 nChanged 1028 SP:Iteration 16Q (46102.870000 sec): 3 clusters Score: Raw -11533918.840433 + Penalty 5520.186240 = -11528398.654193 nChanged 569 SP:Iteration 17Q (46103.070000 sec): 3 clusters Score: Raw -11534381.133958 + Penalty 5520.186240 = -11528860.947718 nChanged 326 SP:Iteration 18Q (46103.270000 sec): 3 clusters Score: Raw -11534632.594201 + Penalty 5520.186240 = -11529112.407961 nChanged 224 SP:Iteration 19Q (46103.470000 sec): 3 clusters Score: Raw -11534807.338736 + Penalty 5520.186240 = -11529287.152496 nChanged 133 SP:Iteration 20F (46103.740000 sec): 3 clusters Score: Raw -11534893.215863 + Penalty 5520.186240 = -11529373.029623 nChanged 90 SP:Iteration 21Q (46103.930000 sec): 3 clusters Score: Raw -11534946.482468 + Penalty 5520.186240 = -11529426.296229 nChanged 60 SP:Iteration 22Q (46104.120000 sec): 3 clusters Score: Raw -11534978.827186 + Penalty 5520.186240 = -11529458.640947 nChanged 49 SP:Iteration 23Q (46104.310000 sec): 3 clusters Score: Raw -11535009.522925 + Penalty 5520.186240 = -11529489.336685 nChanged 36 SP:Iteration 24Q (46104.500000 sec): 3 clusters Score: Raw -11535031.830508 + Penalty 5520.186240 = -11529511.644268 nChanged 36 SP:Iteration 25Q (46104.690000 sec): 3 clusters Score: Raw -11535052.022645 + Penalty 5520.186240 = -11529531.836406 nChanged 29 SP:Iteration 26Q (46104.880000 sec): 3 clusters Score: Raw -11535070.160881 + Penalty 5520.186240 = -11529549.974641 nChanged 33 SP:Iteration 27Q (46105.070000 sec): 3 clusters Score: Raw -11535089.057497 + Penalty 5520.186240 = -11529568.871257 nChanged 17 SP:Iteration 28Q (46105.260000 sec): 3 clusters Score: Raw -11535100.212128 + Penalty 5520.186240 = -11529580.025888 nChanged 23 SP:Iteration 29Q (46105.450000 sec): 3 clusters Score: Raw -11535115.076788 + Penalty 5520.186240 = -11529594.890548 nChanged 14 SP:Iteration 30Q (46105.640000 sec): 3 clusters Score: Raw -11535122.088511 + Penalty 5520.186240 = -11529601.902271 nChanged 8 SP:Iteration 31Q (46105.830000 sec): 3 clusters Score: Raw -11535126.174686 + Penalty 5520.186240 = -11529605.988447 nChanged 7 SP:Iteration 32Q (46106.020000 sec): 3 clusters Score: Raw -11535130.116990 + Penalty 5520.186240 = -11529609.930750 nChanged 3 SP:Iteration 33Q (46106.210000 sec): 3 clusters Score: Raw -11535131.627567 + Penalty 5520.186240 = -11529611.441328 nChanged 1 SP:Iteration 34Q (46106.400000 sec): 3 clusters Score: Raw -11535132.179637 + Penalty 5520.186240 = -11529611.993397 nChanged 2 SP:Iteration 35Q (46106.580000 sec): 3 clusters Score: Raw -11535133.114393 + Penalty 5520.186240 = -11529612.928153 nChanged 1 SP:Iteration 36Q (46106.770000 sec): 3 clusters Score: Raw -11535133.417323 + Penalty 5520.186240 = -11529613.231084 nChanged 0 SP:Iteration 37F (46107.040000 sec): 3 clusters Score: Raw -11535133.417323 + Penalty 5520.186240 = -11529613.231084 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46107.070000 sec): 2 clusters Score: Raw -54515.631202 + Penalty 1453.474983 = -53062.156218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46107.070000 sec): 3 clusters Score: Raw -54711.274564 + Penalty 2906.949967 = -51804.324597 nChanged 59 SP:Iteration 1F (46107.080000 sec): 3 clusters Score: Raw -54833.318953 + Penalty 2906.949967 = -51926.368986 nChanged 11 SP:Iteration 2Q (46107.080000 sec): 3 clusters Score: Raw -54872.005331 + Penalty 2906.949967 = -51965.055364 nChanged 4 SP:Iteration 3Q (46107.080000 sec): 3 clusters Score: Raw -54878.398432 + Penalty 2906.949967 = -51971.448465 nChanged 5 SP:Iteration 4Q (46107.080000 sec): 3 clusters Score: Raw -54893.850310 + Penalty 2906.949967 = -51986.900343 nChanged 3 SP:Iteration 5Q (46107.080000 sec): 3 clusters Score: Raw -54908.744685 + Penalty 2906.949967 = -52001.794718 nChanged 2 SP:Iteration 6Q (46107.080000 sec): 3 clusters Score: Raw -54913.665711 + Penalty 2906.949967 = -52006.715744 nChanged 1 SP:Iteration 7Q (46107.080000 sec): 3 clusters Score: Raw -54915.389203 + Penalty 2906.949967 = -52008.439237 nChanged 2 SP:Iteration 8Q (46107.080000 sec): 3 clusters Score: Raw -54918.106484 + Penalty 2906.949967 = -52011.156517 nChanged 1 SP:Iteration 9Q (46107.080000 sec): 3 clusters Score: Raw -54920.159354 + Penalty 2906.949967 = -52013.209388 nChanged 2 SP:Iteration 10Q (46107.090000 sec): 3 clusters Score: Raw -54922.592758 + Penalty 2906.949967 = -52015.642791 nChanged 0 SP:Iteration 11F (46107.090000 sec): 3 clusters Score: Raw -54922.592758 + Penalty 2906.949967 = -52015.642791 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46107.100000 sec): 2 clusters Score: Raw -203683.007034 + Penalty 1754.590873 = -201928.416161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46107.100000 sec): 3 clusters Score: Raw -203378.353598 + Penalty 3509.181746 = -199869.171852 nChanged 317 SP:Iteration 1F (46107.110000 sec): 3 clusters Score: Raw -203703.351999 + Penalty 3509.181746 = -200194.170253 nChanged 78 SP:Iteration 2F (46107.110000 sec): 3 clusters Score: Raw -203807.120205 + Penalty 3509.181746 = -200297.938459 nChanged 42 SP:Iteration 3Q (46107.120000 sec): 3 clusters Score: Raw -203850.318707 + Penalty 3509.181746 = -200341.136960 nChanged 18 SP:Iteration 4Q (46107.120000 sec): 3 clusters Score: Raw -203865.099087 + Penalty 3509.181746 = -200355.917341 nChanged 8 SP:Iteration 5Q (46107.120000 sec): 3 clusters Score: Raw -203873.380583 + Penalty 3509.181746 = -200364.198837 nChanged 8 SP:Iteration 6Q (46107.130000 sec): 3 clusters Score: Raw -203883.723300 + Penalty 3509.181746 = -200374.541554 nChanged 13 SP:Iteration 7Q (46107.140000 sec): 3 clusters Score: Raw -203896.449043 + Penalty 3509.181746 = -200387.267297 nChanged 8 SP:Iteration 8Q (46107.140000 sec): 3 clusters Score: Raw -203904.371369 + Penalty 3509.181746 = -200395.189623 nChanged 7 SP:Iteration 9Q (46107.140000 sec): 3 clusters Score: Raw -203913.422908 + Penalty 3509.181746 = -200404.241161 nChanged 3 SP:Iteration 10Q (46107.150000 sec): 3 clusters Score: Raw -203915.706342 + Penalty 3509.181746 = -200406.524596 nChanged 3 SP:Iteration 11Q (46107.150000 sec): 3 clusters Score: Raw -203917.840496 + Penalty 3509.181746 = -200408.658750 nChanged 3 SP:Iteration 12Q (46107.160000 sec): 3 clusters Score: Raw -203919.730108 + Penalty 3509.181746 = -200410.548362 nChanged 1 SP:Iteration 13Q (46107.160000 sec): 3 clusters Score: Raw -203921.126524 + Penalty 3509.181746 = -200411.944778 nChanged 2 SP:Iteration 14Q (46107.170000 sec): 3 clusters Score: Raw -203922.460162 + Penalty 3509.181746 = -200413.278416 nChanged 3 SP:Iteration 15Q (46107.170000 sec): 3 clusters Score: Raw -203925.842110 + Penalty 3509.181746 = -200416.660364 nChanged 3 SP:Iteration 16Q (46107.180000 sec): 3 clusters Score: Raw -203928.518872 + Penalty 3509.181746 = -200419.337126 nChanged 2 SP:Iteration 17Q (46107.180000 sec): 3 clusters Score: Raw -203930.018515 + Penalty 3509.181746 = -200420.836769 nChanged 1 SP:Iteration 18Q (46107.180000 sec): 3 clusters Score: Raw -203930.622550 + Penalty 3509.181746 = -200421.440804 nChanged 0 SP:Iteration 19F (46107.190000 sec): 3 clusters Score: Raw -203930.622550 + Penalty 3509.181746 = -200421.440804 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (26207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46107.280000 sec): 2 clusters Score: Raw -4311334.851179 + Penalty 2523.097894 = -4308811.753285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46107.390000 sec): 3 clusters Score: Raw -4295746.873090 + Penalty 5046.195787 = -4290700.677303 nChanged 11682 SP:Iteration 1F (46107.490000 sec): 3 clusters Score: Raw -4302149.584628 + Penalty 5046.195787 = -4297103.388840 nChanged 1405 SP:Iteration 2F (46107.600000 sec): 3 clusters Score: Raw -4302710.968147 + Penalty 5046.195787 = -4297664.772359 nChanged 1256 SP:Iteration 3Q (46107.700000 sec): 3 clusters Score: Raw -4303222.511508 + Penalty 5046.195787 = -4298176.315721 nChanged 1198 SP:Iteration 4Q (46107.810000 sec): 3 clusters Score: Raw -4303735.210730 + Penalty 5046.195787 = -4298689.014943 nChanged 1211 SP:Iteration 5Q (46107.910000 sec): 3 clusters Score: Raw -4304289.909204 + Penalty 5046.195787 = -4299243.713416 nChanged 1250 SP:Iteration 6Q (46108.020000 sec): 3 clusters Score: Raw -4304940.426515 + Penalty 5046.195787 = -4299894.230728 nChanged 1339 SP:Iteration 7F (46108.120000 sec): 3 clusters Score: Raw -4305743.164621 + Penalty 5046.195787 = -4300696.968834 nChanged 1464 SP:Iteration 8F (46108.230000 sec): 3 clusters Score: Raw -4306794.812350 + Penalty 5046.195787 = -4301748.616563 nChanged 1547 SP:Iteration 9F (46108.330000 sec): 3 clusters Score: Raw -4308034.135569 + Penalty 5046.195787 = -4302987.939782 nChanged 1393 SP:Iteration 10F (46108.430000 sec): 3 clusters Score: Raw -4309227.720931 + Penalty 5046.195787 = -4304181.525144 nChanged 1138 SP:Iteration 11Q (46108.530000 sec): 3 clusters Score: Raw -4310232.117103 + Penalty 5046.195787 = -4305185.921316 nChanged 850 SP:Iteration 12Q (46108.630000 sec): 3 clusters Score: Raw -4311005.924690 + Penalty 5046.195787 = -4305959.728902 nChanged 524 SP:Iteration 13Q (46108.720000 sec): 3 clusters Score: Raw -4311495.623252 + Penalty 5046.195787 = -4306449.427465 nChanged 326 SP:Iteration 14Q (46108.800000 sec): 3 clusters Score: Raw -4311797.646141 + Penalty 5046.195787 = -4306751.450353 nChanged 191 SP:Iteration 15Q (46108.880000 sec): 3 clusters Score: Raw -4311967.548695 + Penalty 5046.195787 = -4306921.352908 nChanged 146 SP:Iteration 16Q (46108.960000 sec): 3 clusters Score: Raw -4312092.909691 + Penalty 5046.195787 = -4307046.713904 nChanged 110 SP:Iteration 17Q (46109.040000 sec): 3 clusters Score: Raw -4312170.633734 + Penalty 5046.195787 = -4307124.437947 nChanged 78 SP:Iteration 18Q (46109.120000 sec): 3 clusters Score: Raw -4312220.992818 + Penalty 5046.195787 = -4307174.797031 nChanged 41 SP:Iteration 19Q (46109.200000 sec): 3 clusters Score: Raw -4312250.616744 + Penalty 5046.195787 = -4307204.420956 nChanged 42 SP:Iteration 20F (46109.300000 sec): 3 clusters Score: Raw -4312280.340139 + Penalty 5046.195787 = -4307234.144351 nChanged 30 SP:Iteration 21Q (46109.380000 sec): 3 clusters Score: Raw -4312299.178829 + Penalty 5046.195787 = -4307252.983042 nChanged 22 SP:Iteration 22Q (46109.450000 sec): 3 clusters Score: Raw -4312312.635847 + Penalty 5046.195787 = -4307266.440059 nChanged 15 SP:Iteration 23Q (46109.530000 sec): 3 clusters Score: Raw -4312321.892912 + Penalty 5046.195787 = -4307275.697125 nChanged 12 SP:Iteration 24Q (46109.600000 sec): 3 clusters Score: Raw -4312329.514265 + Penalty 5046.195787 = -4307283.318477 nChanged 11 SP:Iteration 25Q (46109.680000 sec): 3 clusters Score: Raw -4312334.271615 + Penalty 5046.195787 = -4307288.075828 nChanged 6 SP:Iteration 26Q (46109.750000 sec): 3 clusters Score: Raw -4312337.523992 + Penalty 5046.195787 = -4307291.328205 nChanged 6 SP:Iteration 27Q (46109.830000 sec): 3 clusters Score: Raw -4312339.865649 + Penalty 5046.195787 = -4307293.669861 nChanged 8 SP:Iteration 28Q (46109.900000 sec): 3 clusters Score: Raw -4312343.926740 + Penalty 5046.195787 = -4307297.730952 nChanged 4 SP:Iteration 29Q (46109.980000 sec): 3 clusters Score: Raw -4312346.000652 + Penalty 5046.195787 = -4307299.804864 nChanged 3 SP:Iteration 30Q (46110.050000 sec): 3 clusters Score: Raw -4312347.600101 + Penalty 5046.195787 = -4307301.404314 nChanged 1 SP:Iteration 31Q (46110.130000 sec): 3 clusters Score: Raw -4312347.848141 + Penalty 5046.195787 = -4307301.652353 nChanged 0 SP:Iteration 32F (46110.230000 sec): 3 clusters Score: Raw -4312347.848141 + Penalty 5046.195787 = -4307301.652353 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46110.250000 sec): 2 clusters Score: Raw -372909.182686 + Penalty 1922.259189 = -370986.923497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46110.260000 sec): 3 clusters Score: Raw -372018.088745 + Penalty 3844.518379 = -368173.570367 nChanged 748 SP:Iteration 1F (46110.270000 sec): 3 clusters Score: Raw -372575.523623 + Penalty 3844.518379 = -368731.005244 nChanged 224 SP:Iteration 2F (46110.280000 sec): 3 clusters Score: Raw -372881.313788 + Penalty 3844.518379 = -369036.795410 nChanged 179 SP:Iteration 3F (46110.290000 sec): 3 clusters Score: Raw -373277.201846 + Penalty 3844.518379 = -369432.683468 nChanged 189 SP:Iteration 4F (46110.300000 sec): 3 clusters Score: Raw -373700.624460 + Penalty 3844.518379 = -369856.106082 nChanged 160 SP:Iteration 5F (46110.310000 sec): 3 clusters Score: Raw -374051.780701 + Penalty 3844.518379 = -370207.262323 nChanged 138 SP:Iteration 6F (46110.320000 sec): 3 clusters Score: Raw -374354.073456 + Penalty 3844.518379 = -370509.555077 nChanged 96 SP:Iteration 7Q (46110.320000 sec): 3 clusters Score: Raw -374524.514540 + Penalty 3844.518379 = -370679.996161 nChanged 77 SP:Iteration 8Q (46110.330000 sec): 3 clusters Score: Raw -374623.534007 + Penalty 3844.518379 = -370779.015629 nChanged 40 SP:Iteration 9Q (46110.340000 sec): 3 clusters Score: Raw -374664.204724 + Penalty 3844.518379 = -370819.686345 nChanged 25 SP:Iteration 10Q (46110.350000 sec): 3 clusters Score: Raw -374685.064890 + Penalty 3844.518379 = -370840.546512 nChanged 15 SP:Iteration 11Q (46110.350000 sec): 3 clusters Score: Raw -374694.644812 + Penalty 3844.518379 = -370850.126434 nChanged 8 SP:Iteration 12Q (46110.360000 sec): 3 clusters Score: Raw -374702.534785 + Penalty 3844.518379 = -370858.016407 nChanged 9 SP:Iteration 13Q (46110.370000 sec): 3 clusters Score: Raw -374709.584945 + Penalty 3844.518379 = -370865.066566 nChanged 5 SP:Iteration 14Q (46110.380000 sec): 3 clusters Score: Raw -374714.322344 + Penalty 3844.518379 = -370869.803966 nChanged 2 SP:Iteration 15Q (46110.380000 sec): 3 clusters Score: Raw -374715.617072 + Penalty 3844.518379 = -370871.098693 nChanged 3 SP:Iteration 16Q (46110.390000 sec): 3 clusters Score: Raw -374716.505670 + Penalty 3844.518379 = -370871.987292 nChanged 0 SP:Iteration 17F (46110.400000 sec): 3 clusters Score: Raw -374716.505670 + Penalty 3844.518379 = -370871.987292 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46110.420000 sec): 2 clusters Score: Raw -587089.893422 + Penalty 2032.921316 = -585056.972106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46110.430000 sec): 3 clusters Score: Raw -585442.130730 + Penalty 4065.842632 = -581376.288098 nChanged 1379 SP:Iteration 1F (46110.450000 sec): 3 clusters Score: Raw -586354.312513 + Penalty 4065.842632 = -582288.469881 nChanged 305 SP:Iteration 2F (46110.460000 sec): 3 clusters Score: Raw -586599.208092 + Penalty 4065.842632 = -582533.365459 nChanged 229 SP:Iteration 3F (46110.480000 sec): 3 clusters Score: Raw -586829.410777 + Penalty 4065.842632 = -582763.568145 nChanged 223 SP:Iteration 4F (46110.490000 sec): 3 clusters Score: Raw -587086.678570 + Penalty 4065.842632 = -583020.835937 nChanged 233 SP:Iteration 5F (46110.500000 sec): 3 clusters Score: Raw -587355.811041 + Penalty 4065.842632 = -583289.968408 nChanged 204 SP:Iteration 6F (46110.520000 sec): 3 clusters Score: Raw -587577.991564 + Penalty 4065.842632 = -583512.148932 nChanged 156 SP:Iteration 7Q (46110.530000 sec): 3 clusters Score: Raw -587722.660845 + Penalty 4065.842632 = -583656.818213 nChanged 123 SP:Iteration 8Q (46110.540000 sec): 3 clusters Score: Raw -587838.077157 + Penalty 4065.842632 = -583772.234524 nChanged 97 SP:Iteration 9Q (46110.560000 sec): 3 clusters Score: Raw -587925.962630 + Penalty 4065.842632 = -583860.119997 nChanged 64 SP:Iteration 10Q (46110.580000 sec): 3 clusters Score: Raw -587980.799385 + Penalty 4065.842632 = -583914.956753 nChanged 52 SP:Iteration 11Q (46110.590000 sec): 3 clusters Score: Raw -588016.408207 + Penalty 4065.842632 = -583950.565575 nChanged 35 SP:Iteration 12Q (46110.600000 sec): 3 clusters Score: Raw -588036.795040 + Penalty 4065.842632 = -583970.952408 nChanged 31 SP:Iteration 13Q (46110.620000 sec): 3 clusters Score: Raw -588056.723441 + Penalty 4065.842632 = -583990.880809 nChanged 20 SP:Iteration 14Q (46110.630000 sec): 3 clusters Score: Raw -588072.780152 + Penalty 4065.842632 = -584006.937520 nChanged 22 SP:Iteration 15Q (46110.640000 sec): 3 clusters Score: Raw -588090.464779 + Penalty 4065.842632 = -584024.622147 nChanged 17 SP:Iteration 16Q (46110.660000 sec): 3 clusters Score: Raw -588109.888507 + Penalty 4065.842632 = -584044.045875 nChanged 15 SP:Iteration 17Q (46110.670000 sec): 3 clusters Score: Raw -588128.719411 + Penalty 4065.842632 = -584062.876778 nChanged 22 SP:Iteration 18Q (46110.680000 sec): 3 clusters Score: Raw -588144.615105 + Penalty 4065.842632 = -584078.772472 nChanged 12 SP:Iteration 19Q (46110.700000 sec): 3 clusters Score: Raw -588152.459222 + Penalty 4065.842632 = -584086.616590 nChanged 8 SP:Iteration 20F (46110.710000 sec): 3 clusters Score: Raw -588157.233632 + Penalty 4065.842632 = -584091.391000 nChanged 4 SP:Iteration 21Q (46110.720000 sec): 3 clusters Score: Raw -588160.871630 + Penalty 4065.842632 = -584095.028997 nChanged 5 SP:Iteration 22Q (46110.740000 sec): 3 clusters Score: Raw -588163.446334 + Penalty 4065.842632 = -584097.603701 nChanged 4 SP:Iteration 23Q (46110.750000 sec): 3 clusters Score: Raw -588165.146792 + Penalty 4065.842632 = -584099.304160 nChanged 2 SP:Iteration 24Q (46110.760000 sec): 3 clusters Score: Raw -588167.760041 + Penalty 4065.842632 = -584101.917408 nChanged 2 SP:Iteration 25Q (46110.780000 sec): 3 clusters Score: Raw -588168.357323 + Penalty 4065.842632 = -584102.514690 nChanged 2 SP:Iteration 26Q (46110.790000 sec): 3 clusters Score: Raw -588170.448911 + Penalty 4065.842632 = -584104.606279 nChanged 1 SP:Iteration 27Q (46110.810000 sec): 3 clusters Score: Raw -588170.835357 + Penalty 4065.842632 = -584104.992725 nChanged 0 SP:Iteration 28F (46110.820000 sec): 3 clusters Score: Raw -588170.835357 + Penalty 4065.842632 = -584104.992725 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (1334984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46115.360000 sec): 2 clusters Score: Raw -233414085.713211 + Penalty 3497.898606 = -233410587.814605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46120.880000 sec): 3 clusters Score: Raw -232508434.372551 + Penalty 6995.797213 = -232501438.575338 nChanged 658002 SP:Iteration 1F (46126.350000 sec): 3 clusters Score: Raw -232912354.939784 + Penalty 6995.797213 = -232905359.142571 nChanged 34115 SP:Iteration 2Q (46131.930000 sec): 3 clusters Score: Raw -232920171.413560 + Penalty 6995.797213 = -232913175.616347 nChanged 43906 SP:Iteration 3Q (46137.460000 sec): 3 clusters Score: Raw -232933896.132741 + Penalty 6995.797213 = -232926900.335528 nChanged 59245 SP:Iteration 4Q (46143.010000 sec): 3 clusters Score: Raw -232959572.066882 + Penalty 6995.797213 = -232952576.269669 nChanged 81080 SP:Iteration 5F (46148.480000 sec): 3 clusters Score: Raw -233007792.057899 + Penalty 6995.797213 = -233000796.260686 nChanged 105881 SP:Iteration 6F (46153.950000 sec): 3 clusters Score: Raw -233089696.903506 + Penalty 6995.797213 = -233082701.106294 nChanged 120205 SP:Iteration 7F (46159.400000 sec): 3 clusters Score: Raw -233200810.386245 + Penalty 6995.797213 = -233193814.589032 nChanged 106125 SP:Iteration 8F (46164.850000 sec): 3 clusters Score: Raw -233306608.249380 + Penalty 6995.797213 = -233299612.452167 nChanged 67162 SP:Iteration 9F (46170.270000 sec): 3 clusters Score: Raw -233372813.843240 + Penalty 6995.797213 = -233365818.046027 nChanged 30139 SP:Iteration 10Q (46174.990000 sec): 3 clusters Score: Raw -233400976.820589 + Penalty 6995.797213 = -233393981.023376 nChanged 10892 SP:Iteration 11Q (46179.220000 sec): 3 clusters Score: Raw -233410770.683300 + Penalty 6995.797213 = -233403774.886087 nChanged 4272 SP:Iteration 12Q (46183.190000 sec): 3 clusters Score: Raw -233414219.243173 + Penalty 6995.797213 = -233407223.445960 nChanged 2293 SP:Iteration 13Q (46187.050000 sec): 3 clusters Score: Raw -233415766.920863 + Penalty 6995.797213 = -233408771.123650 nChanged 1426 SP:Iteration 14Q (46190.880000 sec): 3 clusters Score: Raw -233416658.122189 + Penalty 6995.797213 = -233409662.324976 nChanged 1009 SP:Iteration 15Q (46194.690000 sec): 3 clusters Score: Raw -233417339.947353 + Penalty 6995.797213 = -233410344.150140 nChanged 847 SP:Iteration 16Q (46198.470000 sec): 3 clusters Score: Raw -233417957.549423 + Penalty 6995.797213 = -233410961.752210 nChanged 827 SP:Iteration 17Q (46202.240000 sec): 3 clusters Score: Raw -233418485.721983 + Penalty 6995.797213 = -233411489.924770 nChanged 750 SP:Iteration 18Q (46206.010000 sec): 3 clusters Score: Raw -233418812.445293 + Penalty 6995.797213 = -233411816.648080 nChanged 594 SP:Iteration 19Q (46209.780000 sec): 3 clusters Score: Raw -233418982.467037 + Penalty 6995.797213 = -233411986.669824 nChanged 422 SP:Iteration 20F (46215.150000 sec): 3 clusters Score: Raw -233419072.188698 + Penalty 6995.797213 = -233412076.391485 nChanged 311 SP:Iteration 21Q (46218.920000 sec): 3 clusters Score: Raw -233419127.661609 + Penalty 6995.797213 = -233412131.864396 nChanged 252 SP:Iteration 22Q (46222.680000 sec): 3 clusters Score: Raw -233419166.984684 + Penalty 6995.797213 = -233412171.187471 nChanged 206 SP:Iteration 23Q (46226.440000 sec): 3 clusters Score: Raw -233419195.880063 + Penalty 6995.797213 = -233412200.082850 nChanged 191 SP:Iteration 24Q (46230.210000 sec): 3 clusters Score: Raw -233419217.244329 + Penalty 6995.797213 = -233412221.447116 nChanged 127 SP:Iteration 25Q (46233.970000 sec): 3 clusters Score: Raw -233419229.259798 + Penalty 6995.797213 = -233412233.462585 nChanged 103 SP:Iteration 26Q (46237.740000 sec): 3 clusters Score: Raw -233419238.933480 + Penalty 6995.797213 = -233412243.136267 nChanged 89 SP:Iteration 27Q (46241.500000 sec): 3 clusters Score: Raw -233419247.788689 + Penalty 6995.797213 = -233412251.991476 nChanged 96 SP:Iteration 28Q (46245.270000 sec): 3 clusters Score: Raw -233419255.924381 + Penalty 6995.797213 = -233412260.127168 nChanged 71 SP:Iteration 29Q (46249.030000 sec): 3 clusters Score: Raw -233419261.657770 + Penalty 6995.797213 = -233412265.860557 nChanged 52 SP:Iteration 30Q (46252.800000 sec): 3 clusters Score: Raw -233419265.371798 + Penalty 6995.797213 = -233412269.574585 nChanged 37 SP:Iteration 31Q (46256.560000 sec): 3 clusters Score: Raw -233419267.587240 + Penalty 6995.797213 = -233412271.790027 nChanged 33 SP:Iteration 32Q (46260.330000 sec): 3 clusters Score: Raw -233419269.308654 + Penalty 6995.797213 = -233412273.511441 nChanged 20 SP:Iteration 33Q (46264.090000 sec): 3 clusters Score: Raw -233419270.572294 + Penalty 6995.797213 = -233412274.775081 nChanged 24 SP:Iteration 34Q (46267.850000 sec): 3 clusters Score: Raw -233419272.063478 + Penalty 6995.797213 = -233412276.266265 nChanged 23 SP:Iteration 35Q (46271.610000 sec): 3 clusters Score: Raw -233419273.186635 + Penalty 6995.797213 = -233412277.389422 nChanged 8 SP:Iteration 36Q (46275.370000 sec): 3 clusters Score: Raw -233419273.460018 + Penalty 6995.797213 = -233412277.662805 nChanged 8 SP:Iteration 37Q (46279.140000 sec): 3 clusters Score: Raw -233419273.871230 + Penalty 6995.797213 = -233412278.074017 nChanged 6 SP:Iteration 38Q (46282.900000 sec): 3 clusters Score: Raw -233419274.241982 + Penalty 6995.797213 = -233412278.444769 nChanged 5 SP:Iteration 39Q (46286.660000 sec): 3 clusters Score: Raw -233419274.409153 + Penalty 6995.797213 = -233412278.611940 nChanged 2 SP:Iteration 40F (46292.030000 sec): 3 clusters Score: Raw -233419274.518798 + Penalty 6995.797213 = -233412278.721585 nChanged 2 SP:Iteration 41Q (46295.810000 sec): 3 clusters Score: Raw -233419274.615439 + Penalty 6995.797213 = -233412278.818226 nChanged 2 SP:Iteration 42Q (46299.600000 sec): 3 clusters Score: Raw -233419274.669010 + Penalty 6995.797213 = -233412278.871797 nChanged 3 SP:Iteration 43Q (46303.380000 sec): 3 clusters Score: Raw -233419274.835319 + Penalty 6995.797213 = -233412279.038106 nChanged 2 SP:Iteration 44Q (46307.150000 sec): 3 clusters Score: Raw -233419274.930303 + Penalty 6995.797213 = -233412279.133090 nChanged 0 SP:Iteration 45F (46312.530000 sec): 3 clusters Score: Raw -233419274.930303 + Penalty 6995.797213 = -233412279.133090 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 37. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (39257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46313.100000 sec): 2 clusters Score: Raw -6839163.219143 + Penalty 2623.315493 = -6836539.903650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46313.250000 sec): 3 clusters Score: Raw -6815237.195282 + Penalty 5246.630985 = -6809990.564296 nChanged 17930 SP:Iteration 1F (46313.410000 sec): 3 clusters Score: Raw -6825163.516478 + Penalty 5246.630985 = -6819916.885493 nChanged 1646 SP:Iteration 2Q (46313.570000 sec): 3 clusters Score: Raw -6825641.912157 + Penalty 5246.630985 = -6820395.281171 nChanged 1542 SP:Iteration 3Q (46313.730000 sec): 3 clusters Score: Raw -6826081.987817 + Penalty 5246.630985 = -6820835.356831 nChanged 1490 SP:Iteration 4Q (46313.880000 sec): 3 clusters Score: Raw -6826538.746140 + Penalty 5246.630985 = -6821292.115155 nChanged 1531 SP:Iteration 5Q (46314.040000 sec): 3 clusters Score: Raw -6827102.002832 + Penalty 5246.630985 = -6821855.371847 nChanged 1725 SP:Iteration 6Q (46314.200000 sec): 3 clusters Score: Raw -6827835.861082 + Penalty 5246.630985 = -6822589.230096 nChanged 1926 SP:Iteration 7Q (46314.360000 sec): 3 clusters Score: Raw -6828807.868049 + Penalty 5246.630985 = -6823561.237064 nChanged 2178 SP:Iteration 8F (46314.520000 sec): 3 clusters Score: Raw -6830171.547700 + Penalty 5246.630985 = -6824924.916714 nChanged 2494 SP:Iteration 9F (46314.670000 sec): 3 clusters Score: Raw -6831963.685864 + Penalty 5246.630985 = -6826717.054878 nChanged 2546 SP:Iteration 10F (46314.830000 sec): 3 clusters Score: Raw -6834008.081280 + Penalty 5246.630985 = -6828761.450295 nChanged 2235 SP:Iteration 11F (46314.980000 sec): 3 clusters Score: Raw -6835949.564418 + Penalty 5246.630985 = -6830702.933433 nChanged 1696 SP:Iteration 12Q (46315.130000 sec): 3 clusters Score: Raw -6837474.940989 + Penalty 5246.630985 = -6832228.310003 nChanged 1043 SP:Iteration 13Q (46315.270000 sec): 3 clusters Score: Raw -6838411.720901 + Penalty 5246.630985 = -6833165.089915 nChanged 563 SP:Iteration 14Q (46315.400000 sec): 3 clusters Score: Raw -6838943.223111 + Penalty 5246.630985 = -6833696.592126 nChanged 239 SP:Iteration 15Q (46315.520000 sec): 3 clusters Score: Raw -6839186.291672 + Penalty 5246.630985 = -6833939.660686 nChanged 103 SP:Iteration 16Q (46315.630000 sec): 3 clusters Score: Raw -6839301.989581 + Penalty 5246.630985 = -6834055.358595 nChanged 55 SP:Iteration 17Q (46315.740000 sec): 3 clusters Score: Raw -6839369.207315 + Penalty 5246.630985 = -6834122.576329 nChanged 35 SP:Iteration 18Q (46315.850000 sec): 3 clusters Score: Raw -6839413.902977 + Penalty 5246.630985 = -6834167.271991 nChanged 24 SP:Iteration 19Q (46315.960000 sec): 3 clusters Score: Raw -6839446.489934 + Penalty 5246.630985 = -6834199.858948 nChanged 21 SP:Iteration 20F (46316.120000 sec): 3 clusters Score: Raw -6839468.879574 + Penalty 5246.630985 = -6834222.248588 nChanged 13 SP:Iteration 21Q (46316.220000 sec): 3 clusters Score: Raw -6839487.905098 + Penalty 5246.630985 = -6834241.274112 nChanged 14 SP:Iteration 22Q (46316.340000 sec): 3 clusters Score: Raw -6839511.785081 + Penalty 5246.630985 = -6834265.154095 nChanged 12 SP:Iteration 23Q (46316.440000 sec): 3 clusters Score: Raw -6839527.008142 + Penalty 5246.630985 = -6834280.377157 nChanged 10 SP:Iteration 24Q (46316.550000 sec): 3 clusters Score: Raw -6839539.590289 + Penalty 5246.630985 = -6834292.959304 nChanged 2 SP:Iteration 25Q (46316.660000 sec): 3 clusters Score: Raw -6839544.451488 + Penalty 5246.630985 = -6834297.820503 nChanged 3 SP:Iteration 26Q (46316.760000 sec): 3 clusters Score: Raw -6839550.259444 + Penalty 5246.630985 = -6834303.628458 nChanged 0 SP:Iteration 27F (46316.920000 sec): 3 clusters Score: Raw -6839550.259444 + Penalty 5246.630985 = -6834303.628458 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46316.970000 sec): 2 clusters Score: Raw -1990362.369520 + Penalty 2322.017953 = -1988040.351567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46317.020000 sec): 3 clusters Score: Raw -1983927.209630 + Penalty 4644.035907 = -1979283.173723 nChanged 4957 SP:Iteration 1F (46317.060000 sec): 3 clusters Score: Raw -1986608.634435 + Penalty 4644.035907 = -1981964.598529 nChanged 693 SP:Iteration 2F (46317.110000 sec): 3 clusters Score: Raw -1986920.960778 + Penalty 4644.035907 = -1982276.924871 nChanged 568 SP:Iteration 3Q (46317.160000 sec): 3 clusters Score: Raw -1987167.312077 + Penalty 4644.035907 = -1982523.276171 nChanged 520 SP:Iteration 4Q (46317.200000 sec): 3 clusters Score: Raw -1987430.325662 + Penalty 4644.035907 = -1982786.289755 nChanged 550 SP:Iteration 5Q (46317.250000 sec): 3 clusters Score: Raw -1987713.683896 + Penalty 4644.035907 = -1983069.647989 nChanged 551 SP:Iteration 6Q (46317.300000 sec): 3 clusters Score: Raw -1988015.507398 + Penalty 4644.035907 = -1983371.471492 nChanged 555 SP:Iteration 7Q (46317.340000 sec): 3 clusters Score: Raw -1988332.645126 + Penalty 4644.035907 = -1983688.609220 nChanged 539 SP:Iteration 8Q (46317.390000 sec): 3 clusters Score: Raw -1988661.197103 + Penalty 4644.035907 = -1984017.161196 nChanged 516 SP:Iteration 9Q (46317.430000 sec): 3 clusters Score: Raw -1989001.595910 + Penalty 4644.035907 = -1984357.560003 nChanged 497 SP:Iteration 10Q (46317.480000 sec): 3 clusters Score: Raw -1989317.297982 + Penalty 4644.035907 = -1984673.262075 nChanged 418 SP:Iteration 11Q (46317.520000 sec): 3 clusters Score: Raw -1989577.819282 + Penalty 4644.035907 = -1984933.783375 nChanged 364 SP:Iteration 12Q (46317.570000 sec): 3 clusters Score: Raw -1989797.184426 + Penalty 4644.035907 = -1985153.148519 nChanged 310 SP:Iteration 13Q (46317.620000 sec): 3 clusters Score: Raw -1989987.798418 + Penalty 4644.035907 = -1985343.762511 nChanged 251 SP:Iteration 14Q (46317.660000 sec): 3 clusters Score: Raw -1990138.775454 + Penalty 4644.035907 = -1985494.739547 nChanged 202 SP:Iteration 15Q (46317.700000 sec): 3 clusters Score: Raw -1990256.185825 + Penalty 4644.035907 = -1985612.149918 nChanged 176 SP:Iteration 16Q (46317.750000 sec): 3 clusters Score: Raw -1990363.642566 + Penalty 4644.035907 = -1985719.606659 nChanged 134 SP:Iteration 17Q (46317.790000 sec): 3 clusters Score: Raw -1990441.569131 + Penalty 4644.035907 = -1985797.533224 nChanged 105 SP:Iteration 18Q (46317.840000 sec): 3 clusters Score: Raw -1990502.512803 + Penalty 4644.035907 = -1985858.476896 nChanged 84 SP:Iteration 19Q (46317.880000 sec): 3 clusters Score: Raw -1990549.192889 + Penalty 4644.035907 = -1985905.156982 nChanged 67 SP:Iteration 20F (46317.930000 sec): 3 clusters Score: Raw -1990590.096765 + Penalty 4644.035907 = -1985946.060858 nChanged 63 SP:Iteration 21Q (46317.970000 sec): 3 clusters Score: Raw -1990624.273487 + Penalty 4644.035907 = -1985980.237580 nChanged 55 SP:Iteration 22Q (46318.010000 sec): 3 clusters Score: Raw -1990650.643840 + Penalty 4644.035907 = -1986006.607933 nChanged 27 SP:Iteration 23Q (46318.050000 sec): 3 clusters Score: Raw -1990663.088788 + Penalty 4644.035907 = -1986019.052881 nChanged 22 SP:Iteration 24Q (46318.090000 sec): 3 clusters Score: Raw -1990674.065257 + Penalty 4644.035907 = -1986030.029351 nChanged 27 SP:Iteration 25Q (46318.130000 sec): 3 clusters Score: Raw -1990690.343044 + Penalty 4644.035907 = -1986046.307137 nChanged 23 SP:Iteration 26Q (46318.170000 sec): 3 clusters Score: Raw -1990706.535170 + Penalty 4644.035907 = -1986062.499263 nChanged 24 SP:Iteration 27Q (46318.220000 sec): 3 clusters Score: Raw -1990717.873330 + Penalty 4644.035907 = -1986073.837423 nChanged 17 SP:Iteration 28Q (46318.260000 sec): 3 clusters Score: Raw -1990726.794064 + Penalty 4644.035907 = -1986082.758157 nChanged 11 SP:Iteration 29Q (46318.300000 sec): 3 clusters Score: Raw -1990733.655509 + Penalty 4644.035907 = -1986089.619602 nChanged 13 SP:Iteration 30Q (46318.340000 sec): 3 clusters Score: Raw -1990742.276270 + Penalty 4644.035907 = -1986098.240364 nChanged 12 SP:Iteration 31Q (46318.370000 sec): 3 clusters Score: Raw -1990750.642123 + Penalty 4644.035907 = -1986106.606217 nChanged 10 SP:Iteration 32Q (46318.410000 sec): 3 clusters Score: Raw -1990754.851872 + Penalty 4644.035907 = -1986110.815965 nChanged 6 SP:Iteration 33Q (46318.450000 sec): 3 clusters Score: Raw -1990757.146166 + Penalty 4644.035907 = -1986113.110260 nChanged 2 SP:Iteration 34Q (46318.490000 sec): 3 clusters Score: Raw -1990758.491875 + Penalty 4644.035907 = -1986114.455969 nChanged 1 SP:Iteration 35Q (46318.530000 sec): 3 clusters Score: Raw -1990758.714184 + Penalty 4644.035907 = -1986114.678277 nChanged 0 SP:Iteration 36F (46318.580000 sec): 3 clusters Score: Raw -1990758.714184 + Penalty 4644.035907 = -1986114.678277 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (5093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46318.600000 sec): 2 clusters Score: Raw -843433.840164 + Penalty 2116.834337 = -841317.005827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46318.620000 sec): 3 clusters Score: Raw -840936.700337 + Penalty 4233.668674 = -836703.031663 nChanged 1965 SP:Iteration 1F (46318.640000 sec): 3 clusters Score: Raw -842096.743579 + Penalty 4233.668674 = -837863.074905 nChanged 432 SP:Iteration 2F (46318.660000 sec): 3 clusters Score: Raw -842463.712103 + Penalty 4233.668674 = -838230.043429 nChanged 330 SP:Iteration 3F (46318.680000 sec): 3 clusters Score: Raw -842774.584634 + Penalty 4233.668674 = -838540.915959 nChanged 322 SP:Iteration 4F (46318.700000 sec): 3 clusters Score: Raw -843102.425387 + Penalty 4233.668674 = -838868.756713 nChanged 302 SP:Iteration 5F (46318.720000 sec): 3 clusters Score: Raw -843395.711872 + Penalty 4233.668674 = -839162.043198 nChanged 274 SP:Iteration 6F (46318.740000 sec): 3 clusters Score: Raw -843696.821376 + Penalty 4233.668674 = -839463.152702 nChanged 262 SP:Iteration 7F (46318.760000 sec): 3 clusters Score: Raw -843949.618374 + Penalty 4233.668674 = -839715.949700 nChanged 219 SP:Iteration 8Q (46318.780000 sec): 3 clusters Score: Raw -844117.127460 + Penalty 4233.668674 = -839883.458786 nChanged 167 SP:Iteration 9Q (46318.800000 sec): 3 clusters Score: Raw -844234.881299 + Penalty 4233.668674 = -840001.212625 nChanged 119 SP:Iteration 10Q (46318.820000 sec): 3 clusters Score: Raw -844298.514252 + Penalty 4233.668674 = -840064.845578 nChanged 97 SP:Iteration 11Q (46318.840000 sec): 3 clusters Score: Raw -844347.074531 + Penalty 4233.668674 = -840113.405857 nChanged 60 SP:Iteration 12Q (46318.860000 sec): 3 clusters Score: Raw -844375.437483 + Penalty 4233.668674 = -840141.768808 nChanged 50 SP:Iteration 13Q (46318.880000 sec): 3 clusters Score: Raw -844393.657178 + Penalty 4233.668674 = -840159.988504 nChanged 28 SP:Iteration 14Q (46318.900000 sec): 3 clusters Score: Raw -844403.746814 + Penalty 4233.668674 = -840170.078140 nChanged 28 SP:Iteration 15Q (46318.920000 sec): 3 clusters Score: Raw -844415.002996 + Penalty 4233.668674 = -840181.334321 nChanged 28 SP:Iteration 16Q (46318.930000 sec): 3 clusters Score: Raw -844424.250013 + Penalty 4233.668674 = -840190.581339 nChanged 21 SP:Iteration 17Q (46318.950000 sec): 3 clusters Score: Raw -844432.912264 + Penalty 4233.668674 = -840199.243590 nChanged 18 SP:Iteration 18Q (46318.970000 sec): 3 clusters Score: Raw -844437.678408 + Penalty 4233.668674 = -840204.009734 nChanged 5 SP:Iteration 19Q (46318.990000 sec): 3 clusters Score: Raw -844439.287954 + Penalty 4233.668674 = -840205.619280 nChanged 3 SP:Iteration 20F (46319.010000 sec): 3 clusters Score: Raw -844439.966739 + Penalty 4233.668674 = -840206.298065 nChanged 1 SP:Iteration 21Q (46319.030000 sec): 3 clusters Score: Raw -844440.258711 + Penalty 4233.668674 = -840206.590037 nChanged 2 SP:Iteration 22Q (46319.050000 sec): 3 clusters Score: Raw -844440.978506 + Penalty 4233.668674 = -840207.309832 nChanged 4 SP:Iteration 23Q (46319.070000 sec): 3 clusters Score: Raw -844442.473913 + Penalty 4233.668674 = -840208.805239 nChanged 6 SP:Iteration 24Q (46319.080000 sec): 3 clusters Score: Raw -844443.805306 + Penalty 4233.668674 = -840210.136632 nChanged 6 SP:Iteration 25Q (46319.100000 sec): 3 clusters Score: Raw -844446.009907 + Penalty 4233.668674 = -840212.341233 nChanged 5 SP:Iteration 26Q (46319.120000 sec): 3 clusters Score: Raw -844447.723098 + Penalty 4233.668674 = -840214.054423 nChanged 3 SP:Iteration 27Q (46319.140000 sec): 3 clusters Score: Raw -844448.097159 + Penalty 4233.668674 = -840214.428485 nChanged 0 SP:Iteration 28F (46319.160000 sec): 3 clusters Score: Raw -844448.097159 + Penalty 4233.668674 = -840214.428485 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46319.180000 sec): 2 clusters Score: Raw -786612.549515 + Penalty 2100.585193 = -784511.964322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46319.200000 sec): 3 clusters Score: Raw -784356.199451 + Penalty 4201.170386 = -780155.029065 nChanged 1815 SP:Iteration 1F (46319.220000 sec): 3 clusters Score: Raw -785597.870834 + Penalty 4201.170386 = -781396.700448 nChanged 420 SP:Iteration 2F (46319.240000 sec): 3 clusters Score: Raw -786012.684041 + Penalty 4201.170386 = -781811.513656 nChanged 364 SP:Iteration 3F (46319.260000 sec): 3 clusters Score: Raw -786392.579289 + Penalty 4201.170386 = -782191.408903 nChanged 360 SP:Iteration 4F (46319.280000 sec): 3 clusters Score: Raw -786791.145650 + Penalty 4201.170386 = -782589.975265 nChanged 333 SP:Iteration 5F (46319.300000 sec): 3 clusters Score: Raw -787163.487078 + Penalty 4201.170386 = -782962.316692 nChanged 276 SP:Iteration 6F (46319.320000 sec): 3 clusters Score: Raw -787466.995103 + Penalty 4201.170386 = -783265.824717 nChanged 218 SP:Iteration 7Q (46319.330000 sec): 3 clusters Score: Raw -787670.270420 + Penalty 4201.170386 = -783469.100035 nChanged 148 SP:Iteration 8Q (46319.350000 sec): 3 clusters Score: Raw -787804.439979 + Penalty 4201.170386 = -783603.269593 nChanged 87 SP:Iteration 9Q (46319.370000 sec): 3 clusters Score: Raw -787875.007652 + Penalty 4201.170386 = -783673.837266 nChanged 67 SP:Iteration 10Q (46319.390000 sec): 3 clusters Score: Raw -787922.613790 + Penalty 4201.170386 = -783721.443405 nChanged 37 SP:Iteration 11Q (46319.410000 sec): 3 clusters Score: Raw -787942.031487 + Penalty 4201.170386 = -783740.861101 nChanged 28 SP:Iteration 12Q (46319.420000 sec): 3 clusters Score: Raw -787956.519849 + Penalty 4201.170386 = -783755.349464 nChanged 17 SP:Iteration 13Q (46319.440000 sec): 3 clusters Score: Raw -787964.564983 + Penalty 4201.170386 = -783763.394598 nChanged 7 SP:Iteration 14Q (46319.460000 sec): 3 clusters Score: Raw -787967.196780 + Penalty 4201.170386 = -783766.026394 nChanged 9 SP:Iteration 15Q (46319.480000 sec): 3 clusters Score: Raw -787971.551654 + Penalty 4201.170386 = -783770.381269 nChanged 4 SP:Iteration 16Q (46319.500000 sec): 3 clusters Score: Raw -787973.616260 + Penalty 4201.170386 = -783772.445875 nChanged 1 SP:Iteration 17Q (46319.520000 sec): 3 clusters Score: Raw -787973.744016 + Penalty 4201.170386 = -783772.573630 nChanged 0 SP:Iteration 18F (46319.540000 sec): 3 clusters Score: Raw -787973.744016 + Penalty 4201.170386 = -783772.573630 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46319.540000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46319.540000 sec): 3 clusters Score: Raw -79280.654052 + Penalty 3079.460653 = -76201.193399 nChanged 89 SP:Iteration 1F (46319.550000 sec): 3 clusters Score: Raw -79479.172516 + Penalty 3079.460653 = -76399.711863 nChanged 25 SP:Iteration 2F (46319.550000 sec): 3 clusters Score: Raw -79540.023747 + Penalty 3079.460653 = -76460.563094 nChanged 5 SP:Iteration 3Q (46319.550000 sec): 3 clusters Score: Raw -79552.246090 + Penalty 3079.460653 = -76472.785437 nChanged 2 SP:Iteration 4Q (46319.550000 sec): 3 clusters Score: Raw -79560.803744 + Penalty 3079.460653 = -76481.343091 nChanged 0 SP:Iteration 5F (46319.560000 sec): 3 clusters Score: Raw -79560.803744 + Penalty 3079.460653 = -76481.343091 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46319.560000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46319.560000 sec): 3 clusters Score: Raw -93169.944215 + Penalty 3164.540778 = -90005.403437 nChanged 106 SP:Iteration 1F (46319.560000 sec): 3 clusters Score: Raw -93374.054809 + Penalty 3164.540778 = -90209.514031 nChanged 30 SP:Iteration 2F (46319.570000 sec): 3 clusters Score: Raw -93433.094663 + Penalty 3164.540778 = -90268.553885 nChanged 11 SP:Iteration 3Q (46319.570000 sec): 3 clusters Score: Raw -93457.981237 + Penalty 3164.540778 = -90293.440459 nChanged 11 SP:Iteration 4Q (46319.570000 sec): 3 clusters Score: Raw -93476.510781 + Penalty 3164.540778 = -90311.970003 nChanged 2 SP:Iteration 5Q (46319.580000 sec): 3 clusters Score: Raw -93480.826971 + Penalty 3164.540778 = -90316.286193 nChanged 2 SP:Iteration 6Q (46319.580000 sec): 3 clusters Score: Raw -93484.814285 + Penalty 3164.540778 = -90320.273506 nChanged 3 SP:Iteration 7Q (46319.580000 sec): 3 clusters Score: Raw -93491.688752 + Penalty 3164.540778 = -90327.147974 nChanged 3 SP:Iteration 8Q (46319.580000 sec): 3 clusters Score: Raw -93498.075653 + Penalty 3164.540778 = -90333.534874 nChanged 1 SP:Iteration 9Q (46319.580000 sec): 3 clusters Score: Raw -93499.157068 + Penalty 3164.540778 = -90334.616290 nChanged 1 SP:Iteration 10Q (46319.590000 sec): 3 clusters Score: Raw -93502.374405 + Penalty 3164.540778 = -90337.833626 nChanged 3 SP:Iteration 11Q (46319.590000 sec): 3 clusters Score: Raw -93508.607957 + Penalty 3164.540778 = -90344.067179 nChanged 2 SP:Iteration 12Q (46319.590000 sec): 3 clusters Score: Raw -93510.867330 + Penalty 3164.540778 = -90346.326552 nChanged 2 SP:Iteration 13Q (46319.590000 sec): 3 clusters Score: Raw -93513.046916 + Penalty 3164.540778 = -90348.506138 nChanged 0 SP:Iteration 14F (46319.600000 sec): 3 clusters Score: Raw -93513.046916 + Penalty 3164.540778 = -90348.506138 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46319.620000 sec): 2 clusters Score: Raw -973366.947424 + Penalty 2131.946569 = -971235.000855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46319.640000 sec): 3 clusters Score: Raw -970820.111930 + Penalty 4263.893138 = -966556.218792 nChanged 2024 SP:Iteration 1F (46319.660000 sec): 3 clusters Score: Raw -971959.064335 + Penalty 4263.893138 = -967695.171196 nChanged 402 SP:Iteration 2F (46319.680000 sec): 3 clusters Score: Raw -972174.610612 + Penalty 4263.893138 = -967910.717474 nChanged 250 SP:Iteration 3Q (46319.700000 sec): 3 clusters Score: Raw -972304.862569 + Penalty 4263.893138 = -968040.969430 nChanged 199 SP:Iteration 4Q (46319.730000 sec): 3 clusters Score: Raw -972419.744236 + Penalty 4263.893138 = -968155.851097 nChanged 199 SP:Iteration 5Q (46319.750000 sec): 3 clusters Score: Raw -972526.723940 + Penalty 4263.893138 = -968262.830802 nChanged 160 SP:Iteration 6Q (46319.770000 sec): 3 clusters Score: Raw -972613.056586 + Penalty 4263.893138 = -968349.163448 nChanged 177 SP:Iteration 7Q (46319.790000 sec): 3 clusters Score: Raw -972737.915325 + Penalty 4263.893138 = -968474.022186 nChanged 202 SP:Iteration 8Q (46319.810000 sec): 3 clusters Score: Raw -972927.395304 + Penalty 4263.893138 = -968663.502165 nChanged 254 SP:Iteration 9Q (46319.830000 sec): 3 clusters Score: Raw -973210.242354 + Penalty 4263.893138 = -968946.349216 nChanged 270 SP:Iteration 10Q (46319.860000 sec): 3 clusters Score: Raw -973555.308545 + Penalty 4263.893138 = -969291.415407 nChanged 251 SP:Iteration 11Q (46319.880000 sec): 3 clusters Score: Raw -973847.518645 + Penalty 4263.893138 = -969583.625507 nChanged 240 SP:Iteration 12Q (46319.900000 sec): 3 clusters Score: Raw -974089.023452 + Penalty 4263.893138 = -969825.130314 nChanged 179 SP:Iteration 13Q (46319.920000 sec): 3 clusters Score: Raw -974232.341245 + Penalty 4263.893138 = -969968.448107 nChanged 124 SP:Iteration 14Q (46319.940000 sec): 3 clusters Score: Raw -974311.677073 + Penalty 4263.893138 = -970047.783935 nChanged 77 SP:Iteration 15Q (46319.960000 sec): 3 clusters Score: Raw -974350.262903 + Penalty 4263.893138 = -970086.369764 nChanged 51 SP:Iteration 16Q (46319.980000 sec): 3 clusters Score: Raw -974375.946675 + Penalty 4263.893138 = -970112.053536 nChanged 33 SP:Iteration 17Q (46320.000000 sec): 3 clusters Score: Raw -974391.127929 + Penalty 4263.893138 = -970127.234791 nChanged 29 SP:Iteration 18Q (46320.020000 sec): 3 clusters Score: Raw -974402.061195 + Penalty 4263.893138 = -970138.168056 nChanged 26 SP:Iteration 19Q (46320.040000 sec): 3 clusters Score: Raw -974413.853154 + Penalty 4263.893138 = -970149.960016 nChanged 26 SP:Iteration 20F (46320.060000 sec): 3 clusters Score: Raw -974427.543677 + Penalty 4263.893138 = -970163.650538 nChanged 22 SP:Iteration 21Q (46320.080000 sec): 3 clusters Score: Raw -974436.730497 + Penalty 4263.893138 = -970172.837359 nChanged 18 SP:Iteration 22Q (46320.100000 sec): 3 clusters Score: Raw -974442.045881 + Penalty 4263.893138 = -970178.152743 nChanged 7 SP:Iteration 23Q (46320.120000 sec): 3 clusters Score: Raw -974444.148663 + Penalty 4263.893138 = -970180.255525 nChanged 13 SP:Iteration 24Q (46320.140000 sec): 3 clusters Score: Raw -974449.106538 + Penalty 4263.893138 = -970185.213399 nChanged 11 SP:Iteration 25Q (46320.160000 sec): 3 clusters Score: Raw -974453.708732 + Penalty 4263.893138 = -970189.815594 nChanged 11 SP:Iteration 26Q (46320.180000 sec): 3 clusters Score: Raw -974457.128713 + Penalty 4263.893138 = -970193.235575 nChanged 10 SP:Iteration 27Q (46320.200000 sec): 3 clusters Score: Raw -974459.718877 + Penalty 4263.893138 = -970195.825739 nChanged 4 SP:Iteration 28Q (46320.220000 sec): 3 clusters Score: Raw -974460.756379 + Penalty 4263.893138 = -970196.863241 nChanged 4 SP:Iteration 29Q (46320.240000 sec): 3 clusters Score: Raw -974462.114745 + Penalty 4263.893138 = -970198.221606 nChanged 6 SP:Iteration 30Q (46320.260000 sec): 3 clusters Score: Raw -974464.228813 + Penalty 4263.893138 = -970200.335675 nChanged 4 SP:Iteration 31Q (46320.280000 sec): 3 clusters Score: Raw -974465.973947 + Penalty 4263.893138 = -970202.080809 nChanged 3 SP:Iteration 32Q (46320.300000 sec): 3 clusters Score: Raw -974466.787754 + Penalty 4263.893138 = -970202.894615 nChanged 4 SP:Iteration 33Q (46320.320000 sec): 3 clusters Score: Raw -974468.087779 + Penalty 4263.893138 = -970204.194640 nChanged 0 SP:Iteration 34F (46320.340000 sec): 3 clusters Score: Raw -974468.087779 + Penalty 4263.893138 = -970204.194640 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (3375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46320.360000 sec): 2 clusters Score: Raw -534581.729850 + Penalty 2014.789350 = -532566.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46320.370000 sec): 3 clusters Score: Raw -533221.254633 + Penalty 4029.578699 = -529191.675934 nChanged 1183 SP:Iteration 1F (46320.380000 sec): 3 clusters Score: Raw -534309.796863 + Penalty 4029.578699 = -530280.218164 nChanged 371 SP:Iteration 2F (46320.400000 sec): 3 clusters Score: Raw -534774.785330 + Penalty 4029.578699 = -530745.206631 nChanged 239 SP:Iteration 3F (46320.410000 sec): 3 clusters Score: Raw -535018.553185 + Penalty 4029.578699 = -530988.974486 nChanged 177 SP:Iteration 4F (46320.420000 sec): 3 clusters Score: Raw -535170.653871 + Penalty 4029.578699 = -531141.075172 nChanged 134 SP:Iteration 5Q (46320.440000 sec): 3 clusters Score: Raw -535285.983137 + Penalty 4029.578699 = -531256.404438 nChanged 115 SP:Iteration 6Q (46320.450000 sec): 3 clusters Score: Raw -535378.845504 + Penalty 4029.578699 = -531349.266805 nChanged 85 SP:Iteration 7Q (46320.460000 sec): 3 clusters Score: Raw -535440.195963 + Penalty 4029.578699 = -531410.617264 nChanged 56 SP:Iteration 8Q (46320.470000 sec): 3 clusters Score: Raw -535473.698758 + Penalty 4029.578699 = -531444.120059 nChanged 35 SP:Iteration 9Q (46320.480000 sec): 3 clusters Score: Raw -535494.775498 + Penalty 4029.578699 = -531465.196799 nChanged 27 SP:Iteration 10Q (46320.500000 sec): 3 clusters Score: Raw -535511.516125 + Penalty 4029.578699 = -531481.937426 nChanged 31 SP:Iteration 11Q (46320.510000 sec): 3 clusters Score: Raw -535530.226491 + Penalty 4029.578699 = -531500.647792 nChanged 30 SP:Iteration 12Q (46320.520000 sec): 3 clusters Score: Raw -535547.934969 + Penalty 4029.578699 = -531518.356269 nChanged 25 SP:Iteration 13Q (46320.540000 sec): 3 clusters Score: Raw -535561.846582 + Penalty 4029.578699 = -531532.267883 nChanged 19 SP:Iteration 14Q (46320.550000 sec): 3 clusters Score: Raw -535569.658133 + Penalty 4029.578699 = -531540.079434 nChanged 10 SP:Iteration 15Q (46320.560000 sec): 3 clusters Score: Raw -535573.629230 + Penalty 4029.578699 = -531544.050531 nChanged 5 SP:Iteration 16Q (46320.570000 sec): 3 clusters Score: Raw -535576.301499 + Penalty 4029.578699 = -531546.722799 nChanged 5 SP:Iteration 17Q (46320.580000 sec): 3 clusters Score: Raw -535578.103937 + Penalty 4029.578699 = -531548.525238 nChanged 8 SP:Iteration 18Q (46320.600000 sec): 3 clusters Score: Raw -535580.181119 + Penalty 4029.578699 = -531550.602419 nChanged 5 SP:Iteration 19Q (46320.610000 sec): 3 clusters Score: Raw -535581.630325 + Penalty 4029.578699 = -531552.051626 nChanged 6 SP:Iteration 20F (46320.620000 sec): 3 clusters Score: Raw -535582.786281 + Penalty 4029.578699 = -531553.207582 nChanged 2 SP:Iteration 21Q (46320.640000 sec): 3 clusters Score: Raw -535584.077625 + Penalty 4029.578699 = -531554.498926 nChanged 1 SP:Iteration 22Q (46320.650000 sec): 3 clusters Score: Raw -535584.694639 + Penalty 4029.578699 = -531555.115939 nChanged 2 SP:Iteration 23Q (46320.660000 sec): 3 clusters Score: Raw -535585.287301 + Penalty 4029.578699 = -531555.708602 nChanged 0 SP:Iteration 24F (46320.670000 sec): 3 clusters Score: Raw -535585.287301 + Penalty 4029.578699 = -531555.708602 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46320.680000 sec): 2 clusters Score: Raw -123937.513333 + Penalty 1653.089562 = -122284.423771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46320.680000 sec): 3 clusters Score: Raw -123902.342311 + Penalty 3306.179124 = -120596.163187 nChanged 174 SP:Iteration 1F (46320.690000 sec): 3 clusters Score: Raw -124151.980868 + Penalty 3306.179124 = -120845.801744 nChanged 49 SP:Iteration 2F (46320.690000 sec): 3 clusters Score: Raw -124238.323896 + Penalty 3306.179124 = -120932.144772 nChanged 35 SP:Iteration 3Q (46320.690000 sec): 3 clusters Score: Raw -124319.251323 + Penalty 3306.179124 = -121013.072199 nChanged 27 SP:Iteration 4Q (46320.700000 sec): 3 clusters Score: Raw -124374.472962 + Penalty 3306.179124 = -121068.293838 nChanged 30 SP:Iteration 5Q (46320.700000 sec): 3 clusters Score: Raw -124433.984193 + Penalty 3306.179124 = -121127.805069 nChanged 19 SP:Iteration 6Q (46320.700000 sec): 3 clusters Score: Raw -124473.745149 + Penalty 3306.179124 = -121167.566025 nChanged 20 SP:Iteration 7Q (46320.700000 sec): 3 clusters Score: Raw -124518.585114 + Penalty 3306.179124 = -121212.405990 nChanged 16 SP:Iteration 8Q (46320.710000 sec): 3 clusters Score: Raw -124549.422723 + Penalty 3306.179124 = -121243.243599 nChanged 7 SP:Iteration 9Q (46320.710000 sec): 3 clusters Score: Raw -124567.774206 + Penalty 3306.179124 = -121261.595082 nChanged 8 SP:Iteration 10Q (46320.720000 sec): 3 clusters Score: Raw -124582.957335 + Penalty 3306.179124 = -121276.778211 nChanged 7 SP:Iteration 11Q (46320.720000 sec): 3 clusters Score: Raw -124594.144931 + Penalty 3306.179124 = -121287.965807 nChanged 6 SP:Iteration 12Q (46320.720000 sec): 3 clusters Score: Raw -124601.999206 + Penalty 3306.179124 = -121295.820082 nChanged 6 SP:Iteration 13Q (46320.720000 sec): 3 clusters Score: Raw -124613.968637 + Penalty 3306.179124 = -121307.789513 nChanged 6 SP:Iteration 14Q (46320.720000 sec): 3 clusters Score: Raw -124630.693478 + Penalty 3306.179124 = -121324.514354 nChanged 6 SP:Iteration 15Q (46320.730000 sec): 3 clusters Score: Raw -124640.031985 + Penalty 3306.179124 = -121333.852861 nChanged 2 SP:Iteration 16Q (46320.730000 sec): 3 clusters Score: Raw -124641.845695 + Penalty 3306.179124 = -121335.666571 nChanged 1 SP:Iteration 17Q (46320.740000 sec): 3 clusters Score: Raw -124646.586262 + Penalty 3306.179124 = -121340.407138 nChanged 1 SP:Iteration 18Q (46320.740000 sec): 3 clusters Score: Raw -124647.883428 + Penalty 3306.179124 = -121341.704304 nChanged 0 SP:Iteration 19F (46320.740000 sec): 3 clusters Score: Raw -124648.069992 + Penalty 3306.179124 = -121341.890868 nChanged 1 SP:Iteration 20F (46320.740000 sec): 3 clusters Score: Raw -124652.419628 + Penalty 3306.179124 = -121346.240504 nChanged 3 SP:Iteration 21Q (46320.750000 sec): 3 clusters Score: Raw -124667.116025 + Penalty 3306.179124 = -121360.936901 nChanged 1 SP:Iteration 22Q (46320.750000 sec): 3 clusters Score: Raw -124669.826369 + Penalty 3306.179124 = -121363.647245 nChanged 4 SP:Iteration 23Q (46320.750000 sec): 3 clusters Score: Raw -124686.042333 + Penalty 3306.179124 = -121379.863209 nChanged 7 SP:Iteration 24Q (46320.760000 sec): 3 clusters Score: Raw -124714.677971 + Penalty 3306.179124 = -121408.498847 nChanged 10 SP:Iteration 25Q (46320.760000 sec): 3 clusters Score: Raw -124766.539350 + Penalty 3306.179124 = -121460.360226 nChanged 14 SP:Iteration 26Q (46320.760000 sec): 3 clusters Score: Raw -124813.417357 + Penalty 3306.179124 = -121507.238233 nChanged 9 SP:Iteration 27Q (46320.760000 sec): 3 clusters Score: Raw -124847.439332 + Penalty 3306.179124 = -121541.260208 nChanged 8 SP:Iteration 28Q (46320.770000 sec): 3 clusters Score: Raw -124867.821576 + Penalty 3306.179124 = -121561.642452 nChanged 9 SP:Iteration 29Q (46320.770000 sec): 3 clusters Score: Raw -124896.995755 + Penalty 3306.179124 = -121590.816631 nChanged 9 SP:Iteration 30Q (46320.770000 sec): 3 clusters Score: Raw -124927.109299 + Penalty 3306.179124 = -121620.930175 nChanged 12 SP:Iteration 31Q (46320.780000 sec): 3 clusters Score: Raw -124968.626177 + Penalty 3306.179124 = -121662.447053 nChanged 15 SP:Iteration 32Q (46320.780000 sec): 3 clusters Score: Raw -125029.941494 + Penalty 3306.179124 = -121723.762370 nChanged 14 SP:Iteration 33Q (46320.780000 sec): 3 clusters Score: Raw -125083.018641 + Penalty 3306.179124 = -121776.839517 nChanged 13 SP:Iteration 34Q (46320.780000 sec): 3 clusters Score: Raw -125121.733656 + Penalty 3306.179124 = -121815.554531 nChanged 13 SP:Iteration 35Q (46320.780000 sec): 3 clusters Score: Raw -125160.026410 + Penalty 3306.179124 = -121853.847286 nChanged 14 SP:Iteration 36Q (46320.790000 sec): 3 clusters Score: Raw -125198.078346 + Penalty 3306.179124 = -121891.899222 nChanged 5 SP:Iteration 37Q (46320.790000 sec): 3 clusters Score: Raw -125210.581718 + Penalty 3306.179124 = -121904.402594 nChanged 8 SP:Iteration 38Q (46320.790000 sec): 3 clusters Score: Raw -125228.750148 + Penalty 3306.179124 = -121922.571024 nChanged 5 SP:Iteration 39Q (46320.800000 sec): 3 clusters Score: Raw -125243.178837 + Penalty 3306.179124 = -121936.999713 nChanged 6 SP:Iteration 40F (46320.800000 sec): 3 clusters Score: Raw -125257.668544 + Penalty 3306.179124 = -121951.489420 nChanged 8 SP:Iteration 41Q (46320.800000 sec): 3 clusters Score: Raw -125281.961110 + Penalty 3306.179124 = -121975.781986 nChanged 6 SP:Iteration 42Q (46320.800000 sec): 3 clusters Score: Raw -125300.004175 + Penalty 3306.179124 = -121993.825051 nChanged 13 SP:Iteration 43Q (46320.810000 sec): 3 clusters Score: Raw -125338.391466 + Penalty 3306.179124 = -122032.212342 nChanged 11 SP:Iteration 44Q (46320.810000 sec): 3 clusters Score: Raw -125360.633077 + Penalty 3306.179124 = -122054.453953 nChanged 7 SP:Iteration 45Q (46320.810000 sec): 3 clusters Score: Raw -125373.821213 + Penalty 3306.179124 = -122067.642089 nChanged 3 SP:Iteration 46Q (46320.820000 sec): 3 clusters Score: Raw -125381.732081 + Penalty 3306.179124 = -122075.552957 nChanged 1 SP:Iteration 47Q (46320.820000 sec): 3 clusters Score: Raw -125383.141683 + Penalty 3306.179124 = -122076.962559 nChanged 2 SP:Iteration 48Q (46320.820000 sec): 3 clusters Score: Raw -125385.910193 + Penalty 3306.179124 = -122079.731069 nChanged 0 SP:Iteration 49F (46320.820000 sec): 3 clusters Score: Raw -125385.910193 + Penalty 3306.179124 = -122079.731069 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (120343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46321.240000 sec): 2 clusters Score: Raw -21341906.233942 + Penalty 2901.129117 = -21339005.104825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46321.740000 sec): 3 clusters Score: Raw -21264145.596483 + Penalty 5802.258234 = -21258343.338250 nChanged 57145 SP:Iteration 1F (46322.230000 sec): 3 clusters Score: Raw -21297658.260500 + Penalty 5802.258234 = -21291856.002266 nChanged 4916 SP:Iteration 2Q (46322.740000 sec): 3 clusters Score: Raw -21299406.376795 + Penalty 5802.258234 = -21293604.118561 nChanged 6350 SP:Iteration 3F (46323.230000 sec): 3 clusters Score: Raw -21302507.916829 + Penalty 5802.258234 = -21296705.658595 nChanged 8531 SP:Iteration 4F (46323.720000 sec): 3 clusters Score: Raw -21308047.565194 + Penalty 5802.258234 = -21302245.306960 nChanged 10712 SP:Iteration 5F (46324.210000 sec): 3 clusters Score: Raw -21316909.958519 + Penalty 5802.258234 = -21311107.700285 nChanged 11071 SP:Iteration 6F (46324.700000 sec): 3 clusters Score: Raw -21327447.898314 + Penalty 5802.258234 = -21321645.640080 nChanged 8210 SP:Iteration 7F (46325.180000 sec): 3 clusters Score: Raw -21335610.601717 + Penalty 5802.258234 = -21329808.343483 nChanged 4324 SP:Iteration 8Q (46325.660000 sec): 3 clusters Score: Raw -21339878.352791 + Penalty 5802.258234 = -21334076.094557 nChanged 1632 SP:Iteration 9Q (46326.080000 sec): 3 clusters Score: Raw -21341482.745060 + Penalty 5802.258234 = -21335680.486827 nChanged 401 SP:Iteration 10Q (46326.460000 sec): 3 clusters Score: Raw -21341926.416734 + Penalty 5802.258234 = -21336124.158500 nChanged 103 SP:Iteration 11Q (46326.800000 sec): 3 clusters Score: Raw -21342074.986660 + Penalty 5802.258234 = -21336272.728426 nChanged 31 SP:Iteration 12Q (46327.140000 sec): 3 clusters Score: Raw -21342127.467784 + Penalty 5802.258234 = -21336325.209550 nChanged 14 SP:Iteration 13Q (46327.480000 sec): 3 clusters Score: Raw -21342153.478834 + Penalty 5802.258234 = -21336351.220600 nChanged 7 SP:Iteration 14Q (46327.820000 sec): 3 clusters Score: Raw -21342162.784039 + Penalty 5802.258234 = -21336360.525805 nChanged 5 SP:Iteration 15Q (46328.160000 sec): 3 clusters Score: Raw -21342174.900629 + Penalty 5802.258234 = -21336372.642395 nChanged 3 SP:Iteration 16Q (46328.500000 sec): 3 clusters Score: Raw -21342180.982265 + Penalty 5802.258234 = -21336378.724031 nChanged 3 SP:Iteration 17Q (46328.830000 sec): 3 clusters Score: Raw -21342189.819004 + Penalty 5802.258234 = -21336387.560770 nChanged 0 SP:Iteration 18F (46329.320000 sec): 3 clusters Score: Raw -21342189.819004 + Penalty 5802.258234 = -21336387.560770 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46329.360000 sec): 2 clusters Score: Raw -54296.201826 + Penalty 1507.823432 = -52788.378393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46329.360000 sec): 3 clusters Score: Raw -54455.513500 + Penalty 3015.646865 = -51439.866636 nChanged 93 SP:Iteration 1F (46329.360000 sec): 3 clusters Score: Raw -54689.099666 + Penalty 3015.646865 = -51673.452802 nChanged 33 SP:Iteration 2F (46329.370000 sec): 3 clusters Score: Raw -54777.131099 + Penalty 3015.646865 = -51761.484234 nChanged 19 SP:Iteration 3Q (46329.370000 sec): 3 clusters Score: Raw -54860.336726 + Penalty 3015.646865 = -51844.689861 nChanged 13 SP:Iteration 4Q (46329.370000 sec): 3 clusters Score: Raw -54928.228093 + Penalty 3015.646865 = -51912.581228 nChanged 10 SP:Iteration 5Q (46329.370000 sec): 3 clusters Score: Raw -54976.455811 + Penalty 3015.646865 = -51960.808946 nChanged 11 SP:Iteration 6Q (46329.370000 sec): 3 clusters Score: Raw -55016.964431 + Penalty 3015.646865 = -52001.317566 nChanged 6 SP:Iteration 7Q (46329.380000 sec): 3 clusters Score: Raw -55027.401898 + Penalty 3015.646865 = -52011.755033 nChanged 2 SP:Iteration 8Q (46329.380000 sec): 3 clusters Score: Raw -55035.070056 + Penalty 3015.646865 = -52019.423191 nChanged 2 SP:Iteration 9Q (46329.380000 sec): 3 clusters Score: Raw -55038.539877 + Penalty 3015.646865 = -52022.893013 nChanged 1 SP:Iteration 10Q (46329.380000 sec): 3 clusters Score: Raw -55040.928144 + Penalty 3015.646865 = -52025.281279 nChanged 2 SP:Iteration 11Q (46329.380000 sec): 3 clusters Score: Raw -55044.891579 + Penalty 3015.646865 = -52029.244714 nChanged 0 SP:Iteration 12F (46329.380000 sec): 3 clusters Score: Raw -55044.891579 + Penalty 3015.646865 = -52029.244714 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46329.390000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46329.390000 sec): 3 clusters Score: Raw -52153.714780 + Penalty 2871.820245 = -49281.894535 nChanged 45 SP:Iteration 1F (46329.390000 sec): 3 clusters Score: Raw -52285.324937 + Penalty 2871.820245 = -49413.504692 nChanged 13 SP:Iteration 2Q (46329.390000 sec): 3 clusters Score: Raw -52326.561176 + Penalty 2871.820245 = -49454.740931 nChanged 4 SP:Iteration 3Q (46329.400000 sec): 3 clusters Score: Raw -52339.726221 + Penalty 2871.820245 = -49467.905976 nChanged 1 SP:Iteration 4Q (46329.400000 sec): 3 clusters Score: Raw -52342.620610 + Penalty 2871.820245 = -49470.800365 nChanged 1 SP:Iteration 5Q (46329.400000 sec): 3 clusters Score: Raw -52345.719506 + Penalty 2871.820245 = -49473.899261 nChanged 1 SP:Iteration 6Q (46329.400000 sec): 3 clusters Score: Raw -52347.553738 + Penalty 2871.820245 = -49475.733493 nChanged 0 SP:Iteration 7F (46329.400000 sec): 3 clusters Score: Raw -52347.553738 + Penalty 2871.820245 = -49475.733493 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46329.480000 sec): 2 clusters Score: Raw -3686271.568506 + Penalty 2484.789653 = -3683786.778853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46329.570000 sec): 3 clusters Score: Raw -3672995.458805 + Penalty 4969.579307 = -3668025.879499 nChanged 9978 SP:Iteration 1F (46329.660000 sec): 3 clusters Score: Raw -3678622.177198 + Penalty 4969.579307 = -3673652.597892 nChanged 1148 SP:Iteration 2F (46329.750000 sec): 3 clusters Score: Raw -3679041.425827 + Penalty 4969.579307 = -3674071.846520 nChanged 1005 SP:Iteration 3Q (46329.840000 sec): 3 clusters Score: Raw -3679425.166059 + Penalty 4969.579307 = -3674455.586753 nChanged 922 SP:Iteration 4Q (46329.930000 sec): 3 clusters Score: Raw -3679787.547529 + Penalty 4969.579307 = -3674817.968223 nChanged 899 SP:Iteration 5Q (46330.020000 sec): 3 clusters Score: Raw -3680210.950543 + Penalty 4969.579307 = -3675241.371236 nChanged 954 SP:Iteration 6Q (46330.110000 sec): 3 clusters Score: Raw -3680735.595846 + Penalty 4969.579307 = -3675766.016539 nChanged 1024 SP:Iteration 7Q (46330.200000 sec): 3 clusters Score: Raw -3681305.090915 + Penalty 4969.579307 = -3676335.511608 nChanged 1061 SP:Iteration 8Q (46330.290000 sec): 3 clusters Score: Raw -3681887.105510 + Penalty 4969.579307 = -3676917.526204 nChanged 1006 SP:Iteration 9Q (46330.380000 sec): 3 clusters Score: Raw -3682437.984508 + Penalty 4969.579307 = -3677468.405201 nChanged 931 SP:Iteration 10Q (46330.470000 sec): 3 clusters Score: Raw -3682980.048327 + Penalty 4969.579307 = -3678010.469020 nChanged 856 SP:Iteration 11Q (46330.560000 sec): 3 clusters Score: Raw -3683432.764295 + Penalty 4969.579307 = -3678463.184989 nChanged 720 SP:Iteration 12Q (46330.640000 sec): 3 clusters Score: Raw -3683767.719698 + Penalty 4969.579307 = -3678798.140391 nChanged 561 SP:Iteration 13Q (46330.730000 sec): 3 clusters Score: Raw -3683961.986581 + Penalty 4969.579307 = -3678992.407274 nChanged 379 SP:Iteration 14Q (46330.820000 sec): 3 clusters Score: Raw -3684084.131963 + Penalty 4969.579307 = -3679114.552656 nChanged 290 SP:Iteration 15Q (46330.900000 sec): 3 clusters Score: Raw -3684165.021199 + Penalty 4969.579307 = -3679195.441892 nChanged 251 SP:Iteration 16Q (46330.990000 sec): 3 clusters Score: Raw -3684238.654113 + Penalty 4969.579307 = -3679269.074806 nChanged 253 SP:Iteration 17Q (46331.070000 sec): 3 clusters Score: Raw -3684312.569967 + Penalty 4969.579307 = -3679342.990660 nChanged 221 SP:Iteration 18Q (46331.160000 sec): 3 clusters Score: Raw -3684373.761145 + Penalty 4969.579307 = -3679404.181839 nChanged 246 SP:Iteration 19Q (46331.240000 sec): 3 clusters Score: Raw -3684444.673961 + Penalty 4969.579307 = -3679475.094654 nChanged 256 SP:Iteration 20F (46331.330000 sec): 3 clusters Score: Raw -3684521.054649 + Penalty 4969.579307 = -3679551.475343 nChanged 239 SP:Iteration 21Q (46331.420000 sec): 3 clusters Score: Raw -3684587.617048 + Penalty 4969.579307 = -3679618.037742 nChanged 227 SP:Iteration 22Q (46331.500000 sec): 3 clusters Score: Raw -3684649.986901 + Penalty 4969.579307 = -3679680.407594 nChanged 232 SP:Iteration 23Q (46331.590000 sec): 3 clusters Score: Raw -3684713.934421 + Penalty 4969.579307 = -3679744.355114 nChanged 220 SP:Iteration 24Q (46331.670000 sec): 3 clusters Score: Raw -3684781.386875 + Penalty 4969.579307 = -3679811.807568 nChanged 228 SP:Iteration 25Q (46331.760000 sec): 3 clusters Score: Raw -3684852.774217 + Penalty 4969.579307 = -3679883.194910 nChanged 223 SP:Iteration 26Q (46331.840000 sec): 3 clusters Score: Raw -3684915.492438 + Penalty 4969.579307 = -3679945.913132 nChanged 222 SP:Iteration 27Q (46331.920000 sec): 3 clusters Score: Raw -3684980.321672 + Penalty 4969.579307 = -3680010.742366 nChanged 227 SP:Iteration 28Q (46332.010000 sec): 3 clusters Score: Raw -3685036.790025 + Penalty 4969.579307 = -3680067.210718 nChanged 210 SP:Iteration 29Q (46332.090000 sec): 3 clusters Score: Raw -3685090.625657 + Penalty 4969.579307 = -3680121.046350 nChanged 215 SP:Iteration 30Q (46332.170000 sec): 3 clusters Score: Raw -3685147.925739 + Penalty 4969.579307 = -3680178.346432 nChanged 211 SP:Iteration 31Q (46332.260000 sec): 3 clusters Score: Raw -3685201.826772 + Penalty 4969.579307 = -3680232.247466 nChanged 219 SP:Iteration 32Q (46332.340000 sec): 3 clusters Score: Raw -3685265.706711 + Penalty 4969.579307 = -3680296.127404 nChanged 245 SP:Iteration 33Q (46332.420000 sec): 3 clusters Score: Raw -3685337.850446 + Penalty 4969.579307 = -3680368.271140 nChanged 245 SP:Iteration 34Q (46332.500000 sec): 3 clusters Score: Raw -3685412.388251 + Penalty 4969.579307 = -3680442.808945 nChanged 220 SP:Iteration 35Q (46332.580000 sec): 3 clusters Score: Raw -3685474.253789 + Penalty 4969.579307 = -3680504.674483 nChanged 211 SP:Iteration 36Q (46332.660000 sec): 3 clusters Score: Raw -3685526.869912 + Penalty 4969.579307 = -3680557.290605 nChanged 204 SP:Iteration 37Q (46332.740000 sec): 3 clusters Score: Raw -3685578.340198 + Penalty 4969.579307 = -3680608.760892 nChanged 203 SP:Iteration 38Q (46332.820000 sec): 3 clusters Score: Raw -3685634.478985 + Penalty 4969.579307 = -3680664.899678 nChanged 195 SP:Iteration 39Q (46332.900000 sec): 3 clusters Score: Raw -3685688.869642 + Penalty 4969.579307 = -3680719.290336 nChanged 172 SP:Iteration 40F (46332.990000 sec): 3 clusters Score: Raw -3685733.950029 + Penalty 4969.579307 = -3680764.370723 nChanged 163 SP:Iteration 41Q (46333.070000 sec): 3 clusters Score: Raw -3685772.690418 + Penalty 4969.579307 = -3680803.111112 nChanged 150 SP:Iteration 42Q (46333.150000 sec): 3 clusters Score: Raw -3685809.098510 + Penalty 4969.579307 = -3680839.519204 nChanged 168 SP:Iteration 43Q (46333.230000 sec): 3 clusters Score: Raw -3685850.917405 + Penalty 4969.579307 = -3680881.338098 nChanged 164 SP:Iteration 44Q (46333.310000 sec): 3 clusters Score: Raw -3685893.900233 + Penalty 4969.579307 = -3680924.320926 nChanged 167 SP:Iteration 45Q (46333.380000 sec): 3 clusters Score: Raw -3685939.208114 + Penalty 4969.579307 = -3680969.628807 nChanged 149 SP:Iteration 46Q (46333.460000 sec): 3 clusters Score: Raw -3685980.094930 + Penalty 4969.579307 = -3681010.515623 nChanged 165 SP:Iteration 47Q (46333.540000 sec): 3 clusters Score: Raw -3686025.703443 + Penalty 4969.579307 = -3681056.124136 nChanged 152 SP:Iteration 48Q (46333.620000 sec): 3 clusters Score: Raw -3686063.067955 + Penalty 4969.579307 = -3681093.488648 nChanged 149 SP:Iteration 49Q (46333.700000 sec): 3 clusters Score: Raw -3686101.259483 + Penalty 4969.579307 = -3681131.680177 nChanged 147 SP:Iteration 50Q (46333.770000 sec): 3 clusters Score: Raw -3686140.415743 + Penalty 4969.579307 = -3681170.836437 nChanged 142 SP:Iteration 51Q (46333.850000 sec): 3 clusters Score: Raw -3686182.205121 + Penalty 4969.579307 = -3681212.625814 nChanged 119 SP:Iteration 52Q (46333.920000 sec): 3 clusters Score: Raw -3686214.119348 + Penalty 4969.579307 = -3681244.540042 nChanged 113 SP:Iteration 53Q (46334.000000 sec): 3 clusters Score: Raw -3686243.816347 + Penalty 4969.579307 = -3681274.237040 nChanged 105 SP:Iteration 54Q (46334.080000 sec): 3 clusters Score: Raw -3686270.060526 + Penalty 4969.579307 = -3681300.481219 nChanged 91 SP:Iteration 55Q (46334.150000 sec): 3 clusters Score: Raw -3686290.735014 + Penalty 4969.579307 = -3681321.155708 nChanged 87 SP:Iteration 56Q (46334.220000 sec): 3 clusters Score: Raw -3686310.169870 + Penalty 4969.579307 = -3681340.590563 nChanged 88 SP:Iteration 57Q (46334.300000 sec): 3 clusters Score: Raw -3686331.994262 + Penalty 4969.579307 = -3681362.414955 nChanged 81 SP:Iteration 58Q (46334.370000 sec): 3 clusters Score: Raw -3686351.355171 + Penalty 4969.579307 = -3681381.775864 nChanged 82 SP:Iteration 59Q (46334.440000 sec): 3 clusters Score: Raw -3686368.730313 + Penalty 4969.579307 = -3681399.151006 nChanged 57 SP:Iteration 60F (46334.540000 sec): 3 clusters Score: Raw -3686379.803166 + Penalty 4969.579307 = -3681410.223859 nChanged 56 SP:Iteration 61Q (46334.610000 sec): 3 clusters Score: Raw -3686390.604345 + Penalty 4969.579307 = -3681421.025038 nChanged 59 SP:Iteration 62Q (46334.680000 sec): 3 clusters Score: Raw -3686403.021257 + Penalty 4969.579307 = -3681433.441950 nChanged 56 SP:Iteration 63Q (46334.750000 sec): 3 clusters Score: Raw -3686415.819519 + Penalty 4969.579307 = -3681446.240212 nChanged 53 SP:Iteration 64Q (46334.830000 sec): 3 clusters Score: Raw -3686424.986711 + Penalty 4969.579307 = -3681455.407405 nChanged 49 SP:Iteration 65Q (46334.900000 sec): 3 clusters Score: Raw -3686435.388580 + Penalty 4969.579307 = -3681465.809273 nChanged 63 SP:Iteration 66Q (46334.970000 sec): 3 clusters Score: Raw -3686448.790631 + Penalty 4969.579307 = -3681479.211325 nChanged 48 SP:Iteration 67Q (46335.040000 sec): 3 clusters Score: Raw -3686460.946247 + Penalty 4969.579307 = -3681491.366941 nChanged 50 SP:Iteration 68Q (46335.120000 sec): 3 clusters Score: Raw -3686472.435554 + Penalty 4969.579307 = -3681502.856248 nChanged 51 SP:Iteration 69Q (46335.190000 sec): 3 clusters Score: Raw -3686483.230346 + Penalty 4969.579307 = -3681513.651040 nChanged 39 SP:Iteration 70Q (46335.260000 sec): 3 clusters Score: Raw -3686491.849954 + Penalty 4969.579307 = -3681522.270648 nChanged 51 SP:Iteration 71Q (46335.330000 sec): 3 clusters Score: Raw -3686503.171380 + Penalty 4969.579307 = -3681533.592074 nChanged 41 SP:Iteration 72Q (46335.400000 sec): 3 clusters Score: Raw -3686511.378111 + Penalty 4969.579307 = -3681541.798805 nChanged 45 SP:Iteration 73Q (46335.470000 sec): 3 clusters Score: Raw -3686521.275119 + Penalty 4969.579307 = -3681551.695812 nChanged 43 SP:Iteration 74Q (46335.540000 sec): 3 clusters Score: Raw -3686532.969090 + Penalty 4969.579307 = -3681563.389784 nChanged 46 SP:Iteration 75Q (46335.610000 sec): 3 clusters Score: Raw -3686545.313989 + Penalty 4969.579307 = -3681575.734683 nChanged 45 SP:Iteration 76Q (46335.680000 sec): 3 clusters Score: Raw -3686558.247444 + Penalty 4969.579307 = -3681588.668137 nChanged 52 SP:Iteration 77Q (46335.750000 sec): 3 clusters Score: Raw -3686575.663410 + Penalty 4969.579307 = -3681606.084103 nChanged 65 SP:Iteration 78Q (46335.820000 sec): 3 clusters Score: Raw -3686594.533007 + Penalty 4969.579307 = -3681624.953700 nChanged 60 SP:Iteration 79Q (46335.890000 sec): 3 clusters Score: Raw -3686611.687546 + Penalty 4969.579307 = -3681642.108240 nChanged 55 SP:Iteration 80F (46335.980000 sec): 3 clusters Score: Raw -3686626.886190 + Penalty 4969.579307 = -3681657.306883 nChanged 53 SP:Iteration 81Q (46336.050000 sec): 3 clusters Score: Raw -3686640.915947 + Penalty 4969.579307 = -3681671.336641 nChanged 54 SP:Iteration 82Q (46336.120000 sec): 3 clusters Score: Raw -3686658.584792 + Penalty 4969.579307 = -3681689.005486 nChanged 47 SP:Iteration 83Q (46336.190000 sec): 3 clusters Score: Raw -3686672.485738 + Penalty 4969.579307 = -3681702.906431 nChanged 43 SP:Iteration 84Q (46336.260000 sec): 3 clusters Score: Raw -3686685.007378 + Penalty 4969.579307 = -3681715.428071 nChanged 31 SP:Iteration 85Q (46336.320000 sec): 3 clusters Score: Raw -3686692.813233 + Penalty 4969.579307 = -3681723.233927 nChanged 26 SP:Iteration 86Q (46336.390000 sec): 3 clusters Score: Raw -3686700.396705 + Penalty 4969.579307 = -3681730.817399 nChanged 28 SP:Iteration 87Q (46336.460000 sec): 3 clusters Score: Raw -3686707.043279 + Penalty 4969.579307 = -3681737.463973 nChanged 28 SP:Iteration 88Q (46336.530000 sec): 3 clusters Score: Raw -3686714.103815 + Penalty 4969.579307 = -3681744.524508 nChanged 25 SP:Iteration 89Q (46336.600000 sec): 3 clusters Score: Raw -3686718.991258 + Penalty 4969.579307 = -3681749.411951 nChanged 14 SP:Iteration 90Q (46336.660000 sec): 3 clusters Score: Raw -3686721.960173 + Penalty 4969.579307 = -3681752.380867 nChanged 12 SP:Iteration 91Q (46336.730000 sec): 3 clusters Score: Raw -3686724.273992 + Penalty 4969.579307 = -3681754.694685 nChanged 15 SP:Iteration 92Q (46336.800000 sec): 3 clusters Score: Raw -3686727.146333 + Penalty 4969.579307 = -3681757.567026 nChanged 9 SP:Iteration 93Q (46336.870000 sec): 3 clusters Score: Raw -3686728.907369 + Penalty 4969.579307 = -3681759.328063 nChanged 11 SP:Iteration 94Q (46336.940000 sec): 3 clusters Score: Raw -3686731.289860 + Penalty 4969.579307 = -3681761.710553 nChanged 9 SP:Iteration 95Q (46337.000000 sec): 3 clusters Score: Raw -3686733.284575 + Penalty 4969.579307 = -3681763.705268 nChanged 7 SP:Iteration 96Q (46337.070000 sec): 3 clusters Score: Raw -3686734.481279 + Penalty 4969.579307 = -3681764.901972 nChanged 7 SP:Iteration 97Q (46337.140000 sec): 3 clusters Score: Raw -3686735.807572 + Penalty 4969.579307 = -3681766.228265 nChanged 6 SP:Iteration 98Q (46337.200000 sec): 3 clusters Score: Raw -3686737.392502 + Penalty 4969.579307 = -3681767.813196 nChanged 7 SP:Iteration 99Q (46337.270000 sec): 3 clusters Score: Raw -3686739.228132 + Penalty 4969.579307 = -3681769.648825 nChanged 3 SP:Iteration 100F (46337.360000 sec): 3 clusters Score: Raw -3686739.683175 + Penalty 4969.579307 = -3681770.103869 nChanged 2 SP:Iteration 101Q (46337.430000 sec): 3 clusters Score: Raw -3686740.139645 + Penalty 4969.579307 = -3681770.560338 nChanged 0 SP:Iteration 102F (46337.520000 sec): 3 clusters Score: Raw -3686740.139645 + Penalty 4969.579307 = -3681770.560338 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46337.530000 sec): 2 clusters Score: Raw -41786.644732 + Penalty 1443.380567 = -40343.264165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46337.530000 sec): 3 clusters Score: Raw -42292.669015 + Penalty 2886.761133 = -39405.907881 nChanged 82 SP:Iteration 1F (46337.530000 sec): 3 clusters Score: Raw -42654.767862 + Penalty 2886.761133 = -39768.006728 nChanged 25 SP:Iteration 2F (46337.530000 sec): 3 clusters Score: Raw -42756.506700 + Penalty 2886.761133 = -39869.745567 nChanged 12 SP:Iteration 3Q (46337.540000 sec): 3 clusters Score: Raw -42810.133031 + Penalty 2886.761133 = -39923.371897 nChanged 1 SP:Iteration 4Q (46337.540000 sec): 3 clusters Score: Raw -42813.051098 + Penalty 2886.761133 = -39926.289964 nChanged 2 SP:Iteration 5Q (46337.540000 sec): 3 clusters Score: Raw -42822.457399 + Penalty 2886.761133 = -39935.696266 nChanged 1 SP:Iteration 6Q (46337.540000 sec): 3 clusters Score: Raw -42831.439579 + Penalty 2886.761133 = -39944.678446 nChanged 2 SP:Iteration 7Q (46337.540000 sec): 3 clusters Score: Raw -42840.424806 + Penalty 2886.761133 = -39953.663673 nChanged 1 SP:Iteration 8Q (46337.540000 sec): 3 clusters Score: Raw -42844.995844 + Penalty 2886.761133 = -39958.234710 nChanged 1 SP:Iteration 9Q (46337.540000 sec): 3 clusters Score: Raw -42850.852222 + Penalty 2886.761133 = -39964.091089 nChanged 0 SP:Iteration 10F (46337.540000 sec): 3 clusters Score: Raw -42850.852222 + Penalty 2886.761133 = -39964.091089 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (17981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46337.610000 sec): 2 clusters Score: Raw -3175313.923184 + Penalty 2429.673589 = -3172884.249594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46337.680000 sec): 3 clusters Score: Raw -3164970.616344 + Penalty 4859.347178 = -3160111.269166 nChanged 7824 SP:Iteration 1F (46337.750000 sec): 3 clusters Score: Raw -3169164.833319 + Penalty 4859.347178 = -3164305.486141 nChanged 1095 SP:Iteration 2F (46337.820000 sec): 3 clusters Score: Raw -3169640.611426 + Penalty 4859.347178 = -3164781.264248 nChanged 952 SP:Iteration 3F (46337.900000 sec): 3 clusters Score: Raw -3170082.176475 + Penalty 4859.347178 = -3165222.829297 nChanged 881 SP:Iteration 4Q (46337.970000 sec): 3 clusters Score: Raw -3170491.728215 + Penalty 4859.347178 = -3165632.381037 nChanged 822 SP:Iteration 5Q (46338.040000 sec): 3 clusters Score: Raw -3170891.670932 + Penalty 4859.347178 = -3166032.323754 nChanged 834 SP:Iteration 6Q (46338.110000 sec): 3 clusters Score: Raw -3171316.913302 + Penalty 4859.347178 = -3166457.566124 nChanged 789 SP:Iteration 7Q (46338.180000 sec): 3 clusters Score: Raw -3171763.982292 + Penalty 4859.347178 = -3166904.635114 nChanged 833 SP:Iteration 8Q (46338.250000 sec): 3 clusters Score: Raw -3172250.530198 + Penalty 4859.347178 = -3167391.183020 nChanged 853 SP:Iteration 9Q (46338.320000 sec): 3 clusters Score: Raw -3172793.737957 + Penalty 4859.347178 = -3167934.390779 nChanged 899 SP:Iteration 10Q (46338.390000 sec): 3 clusters Score: Raw -3173421.295248 + Penalty 4859.347178 = -3168561.948069 nChanged 877 SP:Iteration 11Q (46338.460000 sec): 3 clusters Score: Raw -3174013.793450 + Penalty 4859.347178 = -3169154.446272 nChanged 801 SP:Iteration 12Q (46338.530000 sec): 3 clusters Score: Raw -3174513.081515 + Penalty 4859.347178 = -3169653.734337 nChanged 720 SP:Iteration 13Q (46338.600000 sec): 3 clusters Score: Raw -3174957.721539 + Penalty 4859.347178 = -3170098.374361 nChanged 612 SP:Iteration 14Q (46338.670000 sec): 3 clusters Score: Raw -3175306.640652 + Penalty 4859.347178 = -3170447.293474 nChanged 501 SP:Iteration 15Q (46338.730000 sec): 3 clusters Score: Raw -3175560.250504 + Penalty 4859.347178 = -3170700.903326 nChanged 408 SP:Iteration 16Q (46338.800000 sec): 3 clusters Score: Raw -3175745.507882 + Penalty 4859.347178 = -3170886.160703 nChanged 359 SP:Iteration 17Q (46338.860000 sec): 3 clusters Score: Raw -3175909.343121 + Penalty 4859.347178 = -3171049.995943 nChanged 315 SP:Iteration 18Q (46338.930000 sec): 3 clusters Score: Raw -3176036.062625 + Penalty 4859.347178 = -3171176.715447 nChanged 248 SP:Iteration 19Q (46338.990000 sec): 3 clusters Score: Raw -3176130.341903 + Penalty 4859.347178 = -3171270.994725 nChanged 215 SP:Iteration 20F (46339.060000 sec): 3 clusters Score: Raw -3176200.366375 + Penalty 4859.347178 = -3171341.019197 nChanged 189 SP:Iteration 21Q (46339.130000 sec): 3 clusters Score: Raw -3176254.357387 + Penalty 4859.347178 = -3171395.010209 nChanged 155 SP:Iteration 22Q (46339.190000 sec): 3 clusters Score: Raw -3176296.848824 + Penalty 4859.347178 = -3171437.501646 nChanged 150 SP:Iteration 23Q (46339.250000 sec): 3 clusters Score: Raw -3176337.411042 + Penalty 4859.347178 = -3171478.063864 nChanged 125 SP:Iteration 24Q (46339.310000 sec): 3 clusters Score: Raw -3176367.905398 + Penalty 4859.347178 = -3171508.558220 nChanged 119 SP:Iteration 25Q (46339.380000 sec): 3 clusters Score: Raw -3176397.865641 + Penalty 4859.347178 = -3171538.518462 nChanged 108 SP:Iteration 26Q (46339.440000 sec): 3 clusters Score: Raw -3176424.940002 + Penalty 4859.347178 = -3171565.592824 nChanged 90 SP:Iteration 27Q (46339.500000 sec): 3 clusters Score: Raw -3176447.496708 + Penalty 4859.347178 = -3171588.149530 nChanged 92 SP:Iteration 28Q (46339.560000 sec): 3 clusters Score: Raw -3176469.712735 + Penalty 4859.347178 = -3171610.365557 nChanged 84 SP:Iteration 29Q (46339.620000 sec): 3 clusters Score: Raw -3176486.391697 + Penalty 4859.347178 = -3171627.044519 nChanged 66 SP:Iteration 30Q (46339.680000 sec): 3 clusters Score: Raw -3176500.141590 + Penalty 4859.347178 = -3171640.794411 nChanged 55 SP:Iteration 31Q (46339.740000 sec): 3 clusters Score: Raw -3176513.386420 + Penalty 4859.347178 = -3171654.039242 nChanged 56 SP:Iteration 32Q (46339.800000 sec): 3 clusters Score: Raw -3176525.123845 + Penalty 4859.347178 = -3171665.776667 nChanged 39 SP:Iteration 33Q (46339.860000 sec): 3 clusters Score: Raw -3176531.608856 + Penalty 4859.347178 = -3171672.261678 nChanged 31 SP:Iteration 34Q (46339.920000 sec): 3 clusters Score: Raw -3176537.941549 + Penalty 4859.347178 = -3171678.594371 nChanged 25 SP:Iteration 35Q (46339.980000 sec): 3 clusters Score: Raw -3176543.853428 + Penalty 4859.347178 = -3171684.506250 nChanged 35 SP:Iteration 36Q (46340.040000 sec): 3 clusters Score: Raw -3176551.215858 + Penalty 4859.347178 = -3171691.868680 nChanged 36 SP:Iteration 37Q (46340.100000 sec): 3 clusters Score: Raw -3176558.697629 + Penalty 4859.347178 = -3171699.350451 nChanged 33 SP:Iteration 38Q (46340.160000 sec): 3 clusters Score: Raw -3176566.646403 + Penalty 4859.347178 = -3171707.299225 nChanged 33 SP:Iteration 39Q (46340.220000 sec): 3 clusters Score: Raw -3176572.832431 + Penalty 4859.347178 = -3171713.485253 nChanged 24 SP:Iteration 40F (46340.280000 sec): 3 clusters Score: Raw -3176578.206709 + Penalty 4859.347178 = -3171718.859531 nChanged 19 SP:Iteration 41Q (46340.340000 sec): 3 clusters Score: Raw -3176581.480235 + Penalty 4859.347178 = -3171722.133057 nChanged 17 SP:Iteration 42Q (46340.400000 sec): 3 clusters Score: Raw -3176583.809711 + Penalty 4859.347178 = -3171724.462533 nChanged 13 SP:Iteration 43Q (46340.460000 sec): 3 clusters Score: Raw -3176586.102816 + Penalty 4859.347178 = -3171726.755637 nChanged 8 SP:Iteration 44Q (46340.520000 sec): 3 clusters Score: Raw -3176587.051226 + Penalty 4859.347178 = -3171727.704047 nChanged 8 SP:Iteration 45Q (46340.580000 sec): 3 clusters Score: Raw -3176589.156518 + Penalty 4859.347178 = -3171729.809340 nChanged 15 SP:Iteration 46Q (46340.640000 sec): 3 clusters Score: Raw -3176592.831869 + Penalty 4859.347178 = -3171733.484690 nChanged 8 SP:Iteration 47Q (46340.700000 sec): 3 clusters Score: Raw -3176594.198278 + Penalty 4859.347178 = -3171734.851100 nChanged 5 SP:Iteration 48Q (46340.760000 sec): 3 clusters Score: Raw -3176594.852692 + Penalty 4859.347178 = -3171735.505514 nChanged 3 SP:Iteration 49Q (46340.820000 sec): 3 clusters Score: Raw -3176595.106442 + Penalty 4859.347178 = -3171735.759264 nChanged 1 SP:Iteration 50Q (46340.870000 sec): 3 clusters Score: Raw -3176595.206545 + Penalty 4859.347178 = -3171735.859366 nChanged 3 SP:Iteration 51Q (46340.930000 sec): 3 clusters Score: Raw -3176595.538412 + Penalty 4859.347178 = -3171736.191234 nChanged 3 SP:Iteration 52Q (46340.990000 sec): 3 clusters Score: Raw -3176595.836707 + Penalty 4859.347178 = -3171736.489529 nChanged 4 SP:Iteration 53Q (46341.050000 sec): 3 clusters Score: Raw -3176596.734127 + Penalty 4859.347178 = -3171737.386949 nChanged 7 SP:Iteration 54Q (46341.110000 sec): 3 clusters Score: Raw -3176598.082411 + Penalty 4859.347178 = -3171738.735232 nChanged 9 SP:Iteration 55Q (46341.170000 sec): 3 clusters Score: Raw -3176600.099068 + Penalty 4859.347178 = -3171740.751889 nChanged 11 SP:Iteration 56Q (46341.220000 sec): 3 clusters Score: Raw -3176602.511792 + Penalty 4859.347178 = -3171743.164614 nChanged 8 SP:Iteration 57Q (46341.280000 sec): 3 clusters Score: Raw -3176604.243869 + Penalty 4859.347178 = -3171744.896691 nChanged 7 SP:Iteration 58Q (46341.340000 sec): 3 clusters Score: Raw -3176605.461333 + Penalty 4859.347178 = -3171746.114155 nChanged 5 SP:Iteration 59Q (46341.400000 sec): 3 clusters Score: Raw -3176606.084074 + Penalty 4859.347178 = -3171746.736896 nChanged 7 SP:Iteration 60F (46341.470000 sec): 3 clusters Score: Raw -3176606.728398 + Penalty 4859.347178 = -3171747.381220 nChanged 6 SP:Iteration 61Q (46341.530000 sec): 3 clusters Score: Raw -3176607.895045 + Penalty 4859.347178 = -3171748.547867 nChanged 4 SP:Iteration 62Q (46341.590000 sec): 3 clusters Score: Raw -3176608.331853 + Penalty 4859.347178 = -3171748.984675 nChanged 4 SP:Iteration 63Q (46341.650000 sec): 3 clusters Score: Raw -3176608.623890 + Penalty 4859.347178 = -3171749.276712 nChanged 2 SP:Iteration 64Q (46341.710000 sec): 3 clusters Score: Raw -3176608.952556 + Penalty 4859.347178 = -3171749.605378 nChanged 0 SP:Iteration 65F (46341.780000 sec): 3 clusters Score: Raw -3176608.952556 + Penalty 4859.347178 = -3171749.605378 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (215351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46342.520000 sec): 2 clusters Score: Raw -37209526.935877 + Penalty 3045.446084 = -37206481.489792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46343.410000 sec): 3 clusters Score: Raw -37068469.696474 + Penalty 6090.892169 = -37062378.804305 nChanged 103250 SP:Iteration 1F (46344.290000 sec): 3 clusters Score: Raw -37128759.119880 + Penalty 6090.892169 = -37122668.227712 nChanged 5445 SP:Iteration 2Q (46345.190000 sec): 3 clusters Score: Raw -37129764.443793 + Penalty 6090.892169 = -37123673.551624 nChanged 5674 SP:Iteration 3Q (46346.080000 sec): 3 clusters Score: Raw -37130944.395843 + Penalty 6090.892169 = -37124853.503674 nChanged 6280 SP:Iteration 4Q (46346.990000 sec): 3 clusters Score: Raw -37132488.050899 + Penalty 6090.892169 = -37126397.158730 nChanged 7017 SP:Iteration 5Q (46347.900000 sec): 3 clusters Score: Raw -37134632.677963 + Penalty 6090.892169 = -37128541.785794 nChanged 8151 SP:Iteration 6Q (46348.790000 sec): 3 clusters Score: Raw -37137925.975642 + Penalty 6090.892169 = -37131835.083473 nChanged 9954 SP:Iteration 7Q (46349.690000 sec): 3 clusters Score: Raw -37143359.987138 + Penalty 6090.892169 = -37137269.094969 nChanged 11977 SP:Iteration 8F (46350.580000 sec): 3 clusters Score: Raw -37151941.195631 + Penalty 6090.892169 = -37145850.303463 nChanged 13569 SP:Iteration 9F (46351.460000 sec): 3 clusters Score: Raw -37162793.896665 + Penalty 6090.892169 = -37156703.004496 nChanged 12616 SP:Iteration 10F (46352.340000 sec): 3 clusters Score: Raw -37171122.874663 + Penalty 6090.892169 = -37165031.982494 nChanged 9198 SP:Iteration 11Q (46353.220000 sec): 3 clusters Score: Raw -37174802.485458 + Penalty 6090.892169 = -37168711.593289 nChanged 5570 SP:Iteration 12Q (46354.080000 sec): 3 clusters Score: Raw -37176332.983553 + Penalty 6090.892169 = -37170242.091384 nChanged 3732 SP:Iteration 13Q (46354.930000 sec): 3 clusters Score: Raw -37177332.411258 + Penalty 6090.892169 = -37171241.519089 nChanged 3328 SP:Iteration 14Q (46355.770000 sec): 3 clusters Score: Raw -37178281.786237 + Penalty 6090.892169 = -37172190.894068 nChanged 3329 SP:Iteration 15Q (46356.610000 sec): 3 clusters Score: Raw -37179307.936198 + Penalty 6090.892169 = -37173217.044029 nChanged 3386 SP:Iteration 16Q (46357.440000 sec): 3 clusters Score: Raw -37180383.991095 + Penalty 6090.892169 = -37174293.098927 nChanged 3539 SP:Iteration 17Q (46358.270000 sec): 3 clusters Score: Raw -37181559.176311 + Penalty 6090.892169 = -37175468.284142 nChanged 3705 SP:Iteration 18Q (46359.090000 sec): 3 clusters Score: Raw -37182838.644375 + Penalty 6090.892169 = -37176747.752206 nChanged 3823 SP:Iteration 19Q (46359.900000 sec): 3 clusters Score: Raw -37184250.943254 + Penalty 6090.892169 = -37178160.051085 nChanged 3909 SP:Iteration 20F (46360.780000 sec): 3 clusters Score: Raw -37185811.438850 + Penalty 6090.892169 = -37179720.546681 nChanged 3976 SP:Iteration 21Q (46361.570000 sec): 3 clusters Score: Raw -37187460.909575 + Penalty 6090.892169 = -37181370.017406 nChanged 4016 SP:Iteration 22Q (46362.350000 sec): 3 clusters Score: Raw -37189236.267381 + Penalty 6090.892169 = -37183145.375212 nChanged 4140 SP:Iteration 23Q (46363.110000 sec): 3 clusters Score: Raw -37191166.721472 + Penalty 6090.892169 = -37185075.829303 nChanged 4096 SP:Iteration 24Q (46363.880000 sec): 3 clusters Score: Raw -37193185.071571 + Penalty 6090.892169 = -37187094.179402 nChanged 4059 SP:Iteration 25Q (46364.620000 sec): 3 clusters Score: Raw -37195332.968777 + Penalty 6090.892169 = -37189242.076608 nChanged 4008 SP:Iteration 26Q (46365.340000 sec): 3 clusters Score: Raw -37197540.478831 + Penalty 6090.892169 = -37191449.586662 nChanged 3735 SP:Iteration 27Q (46366.060000 sec): 3 clusters Score: Raw -37199675.811828 + Penalty 6090.892169 = -37193584.919659 nChanged 3441 SP:Iteration 28Q (46366.760000 sec): 3 clusters Score: Raw -37201720.429154 + Penalty 6090.892169 = -37195629.536985 nChanged 3137 SP:Iteration 29Q (46367.450000 sec): 3 clusters Score: Raw -37203674.329526 + Penalty 6090.892169 = -37197583.437357 nChanged 2684 SP:Iteration 30Q (46368.120000 sec): 3 clusters Score: Raw -37205393.988674 + Penalty 6090.892169 = -37199303.096505 nChanged 2241 SP:Iteration 31Q (46368.770000 sec): 3 clusters Score: Raw -37206831.923340 + Penalty 6090.892169 = -37200741.031171 nChanged 1693 SP:Iteration 32Q (46369.420000 sec): 3 clusters Score: Raw -37207905.580037 + Penalty 6090.892169 = -37201814.687868 nChanged 1241 SP:Iteration 33Q (46370.060000 sec): 3 clusters Score: Raw -37208674.530238 + Penalty 6090.892169 = -37202583.638069 nChanged 818 SP:Iteration 34Q (46370.690000 sec): 3 clusters Score: Raw -37209121.729257 + Penalty 6090.892169 = -37203030.837088 nChanged 544 SP:Iteration 35Q (46371.320000 sec): 3 clusters Score: Raw -37209406.060100 + Penalty 6090.892169 = -37203315.167932 nChanged 364 SP:Iteration 36Q (46371.940000 sec): 3 clusters Score: Raw -37209577.464801 + Penalty 6090.892169 = -37203486.572633 nChanged 243 SP:Iteration 37Q (46372.560000 sec): 3 clusters Score: Raw -37209698.572246 + Penalty 6090.892169 = -37203607.680077 nChanged 193 SP:Iteration 38Q (46373.170000 sec): 3 clusters Score: Raw -37209791.826883 + Penalty 6090.892169 = -37203700.934714 nChanged 164 SP:Iteration 39Q (46373.790000 sec): 3 clusters Score: Raw -37209871.743941 + Penalty 6090.892169 = -37203780.851772 nChanged 131 SP:Iteration 40F (46374.660000 sec): 3 clusters Score: Raw -37209940.448780 + Penalty 6090.892169 = -37203849.556611 nChanged 117 SP:Iteration 41Q (46375.270000 sec): 3 clusters Score: Raw -37209993.405480 + Penalty 6090.892169 = -37203902.513311 nChanged 85 SP:Iteration 42Q (46375.880000 sec): 3 clusters Score: Raw -37210030.439882 + Penalty 6090.892169 = -37203939.547713 nChanged 68 SP:Iteration 43Q (46376.490000 sec): 3 clusters Score: Raw -37210059.576860 + Penalty 6090.892169 = -37203968.684691 nChanged 62 SP:Iteration 44Q (46377.100000 sec): 3 clusters Score: Raw -37210087.317553 + Penalty 6090.892169 = -37203996.425384 nChanged 55 SP:Iteration 45Q (46377.710000 sec): 3 clusters Score: Raw -37210109.705739 + Penalty 6090.892169 = -37204018.813570 nChanged 44 SP:Iteration 46Q (46378.320000 sec): 3 clusters Score: Raw -37210126.255612 + Penalty 6090.892169 = -37204035.363443 nChanged 28 SP:Iteration 47Q (46378.930000 sec): 3 clusters Score: Raw -37210135.282464 + Penalty 6090.892169 = -37204044.390295 nChanged 17 SP:Iteration 48Q (46379.540000 sec): 3 clusters Score: Raw -37210141.988347 + Penalty 6090.892169 = -37204051.096178 nChanged 15 SP:Iteration 49Q (46380.150000 sec): 3 clusters Score: Raw -37210148.615639 + Penalty 6090.892169 = -37204057.723470 nChanged 17 SP:Iteration 50Q (46380.760000 sec): 3 clusters Score: Raw -37210154.484553 + Penalty 6090.892169 = -37204063.592384 nChanged 9 SP:Iteration 51Q (46381.370000 sec): 3 clusters Score: Raw -37210158.268497 + Penalty 6090.892169 = -37204067.376329 nChanged 12 SP:Iteration 52Q (46381.980000 sec): 3 clusters Score: Raw -37210162.469744 + Penalty 6090.892169 = -37204071.577576 nChanged 10 SP:Iteration 53Q (46382.600000 sec): 3 clusters Score: Raw -37210165.786296 + Penalty 6090.892169 = -37204074.894127 nChanged 10 SP:Iteration 54Q (46383.210000 sec): 3 clusters Score: Raw -37210170.480499 + Penalty 6090.892169 = -37204079.588330 nChanged 9 SP:Iteration 55Q (46383.820000 sec): 3 clusters Score: Raw -37210173.945807 + Penalty 6090.892169 = -37204083.053638 nChanged 10 SP:Iteration 56Q (46384.430000 sec): 3 clusters Score: Raw -37210177.316992 + Penalty 6090.892169 = -37204086.424823 nChanged 9 SP:Iteration 57Q (46385.040000 sec): 3 clusters Score: Raw -37210181.106777 + Penalty 6090.892169 = -37204090.214608 nChanged 13 SP:Iteration 58Q (46385.650000 sec): 3 clusters Score: Raw -37210187.415772 + Penalty 6090.892169 = -37204096.523603 nChanged 11 SP:Iteration 59Q (46386.260000 sec): 3 clusters Score: Raw -37210191.790390 + Penalty 6090.892169 = -37204100.898221 nChanged 8 SP:Iteration 60F (46387.120000 sec): 3 clusters Score: Raw -37210195.109717 + Penalty 6090.892169 = -37204104.217548 nChanged 10 SP:Iteration 61Q (46387.730000 sec): 3 clusters Score: Raw -37210199.934059 + Penalty 6090.892169 = -37204109.041891 nChanged 10 SP:Iteration 62Q (46388.340000 sec): 3 clusters Score: Raw -37210204.622981 + Penalty 6090.892169 = -37204113.730813 nChanged 15 SP:Iteration 63Q (46388.950000 sec): 3 clusters Score: Raw -37210210.854948 + Penalty 6090.892169 = -37204119.962779 nChanged 16 SP:Iteration 64Q (46389.560000 sec): 3 clusters Score: Raw -37210216.409786 + Penalty 6090.892169 = -37204125.517617 nChanged 10 SP:Iteration 65Q (46390.170000 sec): 3 clusters Score: Raw -37210219.580456 + Penalty 6090.892169 = -37204128.688287 nChanged 8 SP:Iteration 66Q (46390.770000 sec): 3 clusters Score: Raw -37210222.999648 + Penalty 6090.892169 = -37204132.107479 nChanged 9 SP:Iteration 67Q (46391.380000 sec): 3 clusters Score: Raw -37210226.596503 + Penalty 6090.892169 = -37204135.704334 nChanged 7 SP:Iteration 68Q (46391.990000 sec): 3 clusters Score: Raw -37210228.309737 + Penalty 6090.892169 = -37204137.417569 nChanged 1 SP:Iteration 69Q (46392.600000 sec): 3 clusters Score: Raw -37210228.505407 + Penalty 6090.892169 = -37204137.613238 nChanged 1 SP:Iteration 70Q (46393.210000 sec): 3 clusters Score: Raw -37210228.766597 + Penalty 6090.892169 = -37204137.874428 nChanged 0 SP:Iteration 71F (46394.070000 sec): 3 clusters Score: Raw -37210228.766597 + Penalty 6090.892169 = -37204137.874428 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46394.150000 sec): 2 clusters Score: Raw -276697.047763 + Penalty 1835.050725 = -274861.997039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46394.160000 sec): 3 clusters Score: Raw -276202.542145 + Penalty 3670.101449 = -272532.440695 nChanged 463 SP:Iteration 1F (46394.160000 sec): 3 clusters Score: Raw -276623.700644 + Penalty 3670.101449 = -272953.599195 nChanged 110 SP:Iteration 2F (46394.170000 sec): 3 clusters Score: Raw -276724.222281 + Penalty 3670.101449 = -273054.120832 nChanged 61 SP:Iteration 3Q (46394.180000 sec): 3 clusters Score: Raw -276781.487087 + Penalty 3670.101449 = -273111.385638 nChanged 30 SP:Iteration 4Q (46394.180000 sec): 3 clusters Score: Raw -276813.296061 + Penalty 3670.101449 = -273143.194611 nChanged 26 SP:Iteration 5Q (46394.190000 sec): 3 clusters Score: Raw -276843.382098 + Penalty 3670.101449 = -273173.280649 nChanged 37 SP:Iteration 6Q (46394.200000 sec): 3 clusters Score: Raw -276879.179439 + Penalty 3670.101449 = -273209.077990 nChanged 26 SP:Iteration 7Q (46394.200000 sec): 3 clusters Score: Raw -276907.004940 + Penalty 3670.101449 = -273236.903491 nChanged 19 SP:Iteration 8Q (46394.210000 sec): 3 clusters Score: Raw -276921.696222 + Penalty 3670.101449 = -273251.594773 nChanged 19 SP:Iteration 9Q (46394.210000 sec): 3 clusters Score: Raw -276938.956407 + Penalty 3670.101449 = -273268.854957 nChanged 14 SP:Iteration 10Q (46394.220000 sec): 3 clusters Score: Raw -276957.156258 + Penalty 3670.101449 = -273287.054809 nChanged 19 SP:Iteration 11Q (46394.230000 sec): 3 clusters Score: Raw -276977.686640 + Penalty 3670.101449 = -273307.585190 nChanged 16 SP:Iteration 12Q (46394.230000 sec): 3 clusters Score: Raw -276993.237737 + Penalty 3670.101449 = -273323.136288 nChanged 14 SP:Iteration 13Q (46394.240000 sec): 3 clusters Score: Raw -277004.240395 + Penalty 3670.101449 = -273334.138945 nChanged 11 SP:Iteration 14Q (46394.250000 sec): 3 clusters Score: Raw -277019.550323 + Penalty 3670.101449 = -273349.448873 nChanged 12 SP:Iteration 15Q (46394.250000 sec): 3 clusters Score: Raw -277032.322451 + Penalty 3670.101449 = -273362.221001 nChanged 7 SP:Iteration 16Q (46394.260000 sec): 3 clusters Score: Raw -277039.103593 + Penalty 3670.101449 = -273369.002144 nChanged 5 SP:Iteration 17Q (46394.270000 sec): 3 clusters Score: Raw -277045.196771 + Penalty 3670.101449 = -273375.095322 nChanged 11 SP:Iteration 18Q (46394.270000 sec): 3 clusters Score: Raw -277056.143737 + Penalty 3670.101449 = -273386.042287 nChanged 7 SP:Iteration 19Q (46394.280000 sec): 3 clusters Score: Raw -277060.798468 + Penalty 3670.101449 = -273390.697019 nChanged 6 SP:Iteration 20F (46394.290000 sec): 3 clusters Score: Raw -277065.242308 + Penalty 3670.101449 = -273395.140859 nChanged 7 SP:Iteration 21Q (46394.290000 sec): 3 clusters Score: Raw -277073.139372 + Penalty 3670.101449 = -273403.037922 nChanged 11 SP:Iteration 22Q (46394.300000 sec): 3 clusters Score: Raw -277086.219634 + Penalty 3670.101449 = -273416.118184 nChanged 11 SP:Iteration 23Q (46394.310000 sec): 3 clusters Score: Raw -277097.720738 + Penalty 3670.101449 = -273427.619289 nChanged 10 SP:Iteration 24Q (46394.310000 sec): 3 clusters Score: Raw -277108.710571 + Penalty 3670.101449 = -273438.609122 nChanged 15 SP:Iteration 25Q (46394.320000 sec): 3 clusters Score: Raw -277120.675351 + Penalty 3670.101449 = -273450.573902 nChanged 3 SP:Iteration 26Q (46394.320000 sec): 3 clusters Score: Raw -277122.992410 + Penalty 3670.101449 = -273452.890961 nChanged 4 SP:Iteration 27Q (46394.330000 sec): 3 clusters Score: Raw -277128.165989 + Penalty 3670.101449 = -273458.064540 nChanged 6 SP:Iteration 28Q (46394.330000 sec): 3 clusters Score: Raw -277133.812890 + Penalty 3670.101449 = -273463.711440 nChanged 3 SP:Iteration 29Q (46394.340000 sec): 3 clusters Score: Raw -277136.683566 + Penalty 3670.101449 = -273466.582116 nChanged 4 SP:Iteration 30Q (46394.350000 sec): 3 clusters Score: Raw -277139.894449 + Penalty 3670.101449 = -273469.793000 nChanged 1 SP:Iteration 31Q (46394.350000 sec): 3 clusters Score: Raw -277140.567518 + Penalty 3670.101449 = -273470.466069 nChanged 0 SP:Iteration 32F (46394.360000 sec): 3 clusters Score: Raw -277140.567518 + Penalty 3670.101449 = -273470.466069 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46394.370000 sec): 2 clusters Score: Raw -108629.419542 + Penalty 1607.810623 = -107021.608919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46394.370000 sec): 3 clusters Score: Raw -108559.439176 + Penalty 3215.621246 = -105343.817930 nChanged 142 SP:Iteration 1F (46394.370000 sec): 3 clusters Score: Raw -108782.307404 + Penalty 3215.621246 = -105566.686157 nChanged 35 SP:Iteration 2F (46394.370000 sec): 3 clusters Score: Raw -108847.404288 + Penalty 3215.621246 = -105631.783042 nChanged 13 SP:Iteration 3Q (46394.380000 sec): 3 clusters Score: Raw -108876.162845 + Penalty 3215.621246 = -105660.541599 nChanged 6 SP:Iteration 4Q (46394.380000 sec): 3 clusters Score: Raw -108886.230806 + Penalty 3215.621246 = -105670.609559 nChanged 4 SP:Iteration 5Q (46394.380000 sec): 3 clusters Score: Raw -108891.523663 + Penalty 3215.621246 = -105675.902417 nChanged 1 SP:Iteration 6Q (46394.390000 sec): 3 clusters Score: Raw -108893.266025 + Penalty 3215.621246 = -105677.644779 nChanged 0 SP:Iteration 7F (46394.390000 sec): 3 clusters Score: Raw -108893.266025 + Penalty 3215.621246 = -105677.644779 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (239027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46395.210000 sec): 2 clusters Score: Raw -44365001.501003 + Penalty 3071.314285 = -44361930.186718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46396.200000 sec): 3 clusters Score: Raw -44207787.715968 + Penalty 6142.628570 = -44201645.087397 nChanged 114917 SP:Iteration 1F (46397.180000 sec): 3 clusters Score: Raw -44274775.830527 + Penalty 6142.628570 = -44268633.201957 nChanged 5709 SP:Iteration 2Q (46398.190000 sec): 3 clusters Score: Raw -44275778.897246 + Penalty 6142.628570 = -44269636.268675 nChanged 6075 SP:Iteration 3Q (46399.190000 sec): 3 clusters Score: Raw -44276937.155618 + Penalty 6142.628570 = -44270794.527047 nChanged 6520 SP:Iteration 4Q (46400.200000 sec): 3 clusters Score: Raw -44278355.356110 + Penalty 6142.628570 = -44272212.727539 nChanged 7315 SP:Iteration 5Q (46401.210000 sec): 3 clusters Score: Raw -44280342.510729 + Penalty 6142.628570 = -44274199.882159 nChanged 8610 SP:Iteration 6Q (46402.220000 sec): 3 clusters Score: Raw -44283305.124854 + Penalty 6142.628570 = -44277162.496283 nChanged 10350 SP:Iteration 7Q (46403.220000 sec): 3 clusters Score: Raw -44287944.744301 + Penalty 6142.628570 = -44281802.115730 nChanged 12717 SP:Iteration 8F (46404.210000 sec): 3 clusters Score: Raw -44295196.885822 + Penalty 6142.628570 = -44289054.257251 nChanged 14852 SP:Iteration 9F (46405.190000 sec): 3 clusters Score: Raw -44305360.456019 + Penalty 6142.628570 = -44299217.827448 nChanged 15558 SP:Iteration 10F (46406.160000 sec): 3 clusters Score: Raw -44317387.013262 + Penalty 6142.628570 = -44311244.384692 nChanged 14119 SP:Iteration 11F (46407.140000 sec): 3 clusters Score: Raw -44328619.156977 + Penalty 6142.628570 = -44322476.528407 nChanged 11446 SP:Iteration 12Q (46408.080000 sec): 3 clusters Score: Raw -44337400.376107 + Penalty 6142.628570 = -44331257.747536 nChanged 8901 SP:Iteration 13Q (46408.980000 sec): 3 clusters Score: Raw -44343768.808916 + Penalty 6142.628570 = -44337626.180345 nChanged 6988 SP:Iteration 14Q (46409.820000 sec): 3 clusters Score: Raw -44348640.035915 + Penalty 6142.628570 = -44342497.407344 nChanged 5828 SP:Iteration 15Q (46410.640000 sec): 3 clusters Score: Raw -44352719.702603 + Penalty 6142.628570 = -44346577.074032 nChanged 4926 SP:Iteration 16Q (46411.420000 sec): 3 clusters Score: Raw -44356220.336577 + Penalty 6142.628570 = -44350077.708007 nChanged 4090 SP:Iteration 17Q (46412.170000 sec): 3 clusters Score: Raw -44359226.173210 + Penalty 6142.628570 = -44353083.544639 nChanged 3182 SP:Iteration 18Q (46412.900000 sec): 3 clusters Score: Raw -44361609.698464 + Penalty 6142.628570 = -44355467.069894 nChanged 2154 SP:Iteration 19Q (46413.620000 sec): 3 clusters Score: Raw -44363228.216103 + Penalty 6142.628570 = -44357085.587533 nChanged 1334 SP:Iteration 20F (46414.580000 sec): 3 clusters Score: Raw -44364217.448823 + Penalty 6142.628570 = -44358074.820253 nChanged 679 SP:Iteration 21Q (46415.270000 sec): 3 clusters Score: Raw -44364697.840007 + Penalty 6142.628570 = -44358555.211437 nChanged 361 SP:Iteration 22Q (46415.950000 sec): 3 clusters Score: Raw -44364959.968897 + Penalty 6142.628570 = -44358817.340327 nChanged 209 SP:Iteration 23Q (46416.630000 sec): 3 clusters Score: Raw -44365132.119001 + Penalty 6142.628570 = -44358989.490430 nChanged 123 SP:Iteration 24Q (46417.300000 sec): 3 clusters Score: Raw -44365218.576331 + Penalty 6142.628570 = -44359075.947761 nChanged 78 SP:Iteration 25Q (46417.980000 sec): 3 clusters Score: Raw -44365274.203220 + Penalty 6142.628570 = -44359131.574649 nChanged 54 SP:Iteration 26Q (46418.650000 sec): 3 clusters Score: Raw -44365309.715724 + Penalty 6142.628570 = -44359167.087153 nChanged 33 SP:Iteration 27Q (46419.330000 sec): 3 clusters Score: Raw -44365328.734147 + Penalty 6142.628570 = -44359186.105577 nChanged 21 SP:Iteration 28Q (46420.000000 sec): 3 clusters Score: Raw -44365343.234018 + Penalty 6142.628570 = -44359200.605447 nChanged 19 SP:Iteration 29Q (46420.670000 sec): 3 clusters Score: Raw -44365356.397957 + Penalty 6142.628570 = -44359213.769387 nChanged 12 SP:Iteration 30Q (46421.340000 sec): 3 clusters Score: Raw -44365364.519205 + Penalty 6142.628570 = -44359221.890635 nChanged 11 SP:Iteration 31Q (46422.010000 sec): 3 clusters Score: Raw -44365370.508378 + Penalty 6142.628570 = -44359227.879807 nChanged 12 SP:Iteration 32Q (46422.680000 sec): 3 clusters Score: Raw -44365378.049832 + Penalty 6142.628570 = -44359235.421262 nChanged 11 SP:Iteration 33Q (46423.350000 sec): 3 clusters Score: Raw -44365384.731421 + Penalty 6142.628570 = -44359242.102850 nChanged 3 SP:Iteration 34Q (46424.020000 sec): 3 clusters Score: Raw -44365387.422358 + Penalty 6142.628570 = -44359244.793788 nChanged 5 SP:Iteration 35Q (46424.690000 sec): 3 clusters Score: Raw -44365391.266948 + Penalty 6142.628570 = -44359248.638378 nChanged 4 SP:Iteration 36Q (46425.360000 sec): 3 clusters Score: Raw -44365394.294272 + Penalty 6142.628570 = -44359251.665701 nChanged 9 SP:Iteration 37Q (46426.030000 sec): 3 clusters Score: Raw -44365398.829855 + Penalty 6142.628570 = -44359256.201284 nChanged 5 SP:Iteration 38Q (46426.700000 sec): 3 clusters Score: Raw -44365402.705843 + Penalty 6142.628570 = -44359260.077272 nChanged 7 SP:Iteration 39Q (46427.370000 sec): 3 clusters Score: Raw -44365406.706172 + Penalty 6142.628570 = -44359264.077602 nChanged 7 SP:Iteration 40F (46428.330000 sec): 3 clusters Score: Raw -44365410.749675 + Penalty 6142.628570 = -44359268.121105 nChanged 6 SP:Iteration 41Q (46429.000000 sec): 3 clusters Score: Raw -44365414.469728 + Penalty 6142.628570 = -44359271.841158 nChanged 4 SP:Iteration 42Q (46429.670000 sec): 3 clusters Score: Raw -44365416.366539 + Penalty 6142.628570 = -44359273.737968 nChanged 5 SP:Iteration 43Q (46430.340000 sec): 3 clusters Score: Raw -44365419.102851 + Penalty 6142.628570 = -44359276.474280 nChanged 9 SP:Iteration 44Q (46431.020000 sec): 3 clusters Score: Raw -44365425.475441 + Penalty 6142.628570 = -44359282.846871 nChanged 7 SP:Iteration 45Q (46431.680000 sec): 3 clusters Score: Raw -44365429.768163 + Penalty 6142.628570 = -44359287.139592 nChanged 5 SP:Iteration 46Q (46432.360000 sec): 3 clusters Score: Raw -44365433.785418 + Penalty 6142.628570 = -44359291.156848 nChanged 4 SP:Iteration 47Q (46433.020000 sec): 3 clusters Score: Raw -44365436.998285 + Penalty 6142.628570 = -44359294.369715 nChanged 3 SP:Iteration 48Q (46433.700000 sec): 3 clusters Score: Raw -44365439.212972 + Penalty 6142.628570 = -44359296.584402 nChanged 0 SP:Iteration 49F (46434.660000 sec): 3 clusters Score: Raw -44365439.212972 + Penalty 6142.628570 = -44359296.584402 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46434.740000 sec): 2 clusters Score: Raw -44597.336420 + Penalty 1406.984170 = -43190.352249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46434.740000 sec): 3 clusters Score: Raw -44878.430295 + Penalty 2813.968341 = -42064.461955 nChanged 38 SP:Iteration 1F (46434.740000 sec): 3 clusters Score: Raw -45005.721725 + Penalty 2813.968341 = -42191.753385 nChanged 19 SP:Iteration 2F (46434.740000 sec): 3 clusters Score: Raw -45053.368717 + Penalty 2813.968341 = -42239.400377 nChanged 6 SP:Iteration 3Q (46434.740000 sec): 3 clusters Score: Raw -45077.647693 + Penalty 2813.968341 = -42263.679352 nChanged 11 SP:Iteration 4Q (46434.750000 sec): 3 clusters Score: Raw -45149.179146 + Penalty 2813.968341 = -42335.210805 nChanged 4 SP:Iteration 5Q (46434.750000 sec): 3 clusters Score: Raw -45159.183475 + Penalty 2813.968341 = -42345.215135 nChanged 0 SP:Iteration 6F (46434.750000 sec): 3 clusters Score: Raw -45159.183475 + Penalty 2813.968341 = -42345.215135 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46434.760000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46434.760000 sec): 3 clusters Score: Raw -80976.195779 + Penalty 3100.944326 = -77875.251453 nChanged 80 SP:Iteration 1F (46434.760000 sec): 3 clusters Score: Raw -81157.252761 + Penalty 3100.944326 = -78056.308435 nChanged 27 SP:Iteration 2F (46434.760000 sec): 3 clusters Score: Raw -81219.856971 + Penalty 3100.944326 = -78118.912645 nChanged 8 SP:Iteration 3Q (46434.760000 sec): 3 clusters Score: Raw -81237.685179 + Penalty 3100.944326 = -78136.740853 nChanged 4 SP:Iteration 4Q (46434.770000 sec): 3 clusters Score: Raw -81245.791767 + Penalty 3100.944326 = -78144.847441 nChanged 2 SP:Iteration 5Q (46434.770000 sec): 3 clusters Score: Raw -81248.971757 + Penalty 3100.944326 = -78148.027431 nChanged 1 SP:Iteration 6Q (46434.770000 sec): 3 clusters Score: Raw -81250.766050 + Penalty 3100.944326 = -78149.821724 nChanged 1 SP:Iteration 7Q (46434.770000 sec): 3 clusters Score: Raw -81253.384382 + Penalty 3100.944326 = -78152.440056 nChanged 2 SP:Iteration 8Q (46434.780000 sec): 3 clusters Score: Raw -81257.441161 + Penalty 3100.944326 = -78156.496835 nChanged 2 SP:Iteration 9Q (46434.780000 sec): 3 clusters Score: Raw -81265.042077 + Penalty 3100.944326 = -78164.097751 nChanged 1 SP:Iteration 10Q (46434.780000 sec): 3 clusters Score: Raw -81267.700791 + Penalty 3100.944326 = -78166.756465 nChanged 1 SP:Iteration 11Q (46434.780000 sec): 3 clusters Score: Raw -81268.606868 + Penalty 3100.944326 = -78167.662542 nChanged 0 SP:Iteration 12F (46434.780000 sec): 3 clusters Score: Raw -81268.606868 + Penalty 3100.944326 = -78167.662542 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46434.790000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46434.790000 sec): 3 clusters Score: Raw -81918.466796 + Penalty 3110.410262 = -78808.056534 nChanged 92 SP:Iteration 1F (46434.790000 sec): 3 clusters Score: Raw -82096.708896 + Penalty 3110.410262 = -78986.298634 nChanged 32 SP:Iteration 2F (46434.800000 sec): 3 clusters Score: Raw -82184.975181 + Penalty 3110.410262 = -79074.564919 nChanged 16 SP:Iteration 3Q (46434.800000 sec): 3 clusters Score: Raw -82232.695500 + Penalty 3110.410262 = -79122.285237 nChanged 16 SP:Iteration 4Q (46434.800000 sec): 3 clusters Score: Raw -82282.341954 + Penalty 3110.410262 = -79171.931691 nChanged 10 SP:Iteration 5Q (46434.800000 sec): 3 clusters Score: Raw -82334.383364 + Penalty 3110.410262 = -79223.973102 nChanged 11 SP:Iteration 6Q (46434.800000 sec): 3 clusters Score: Raw -82355.358565 + Penalty 3110.410262 = -79244.948303 nChanged 7 SP:Iteration 7Q (46434.800000 sec): 3 clusters Score: Raw -82367.217436 + Penalty 3110.410262 = -79256.807174 nChanged 1 SP:Iteration 8Q (46434.810000 sec): 3 clusters Score: Raw -82368.287401 + Penalty 3110.410262 = -79257.877139 nChanged 2 SP:Iteration 9Q (46434.810000 sec): 3 clusters Score: Raw -82374.358642 + Penalty 3110.410262 = -79263.948380 nChanged 1 SP:Iteration 10Q (46434.810000 sec): 3 clusters Score: Raw -82376.346711 + Penalty 3110.410262 = -79265.936449 nChanged 0 SP:Iteration 11F (46434.810000 sec): 3 clusters Score: Raw -82376.346711 + Penalty 3110.410262 = -79265.936449 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46434.850000 sec): 2 clusters Score: Raw -1647330.648826 + Penalty 2278.165233 = -1645052.483593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46434.890000 sec): 3 clusters Score: Raw -1642117.948845 + Penalty 4556.330466 = -1637561.618379 nChanged 4041 SP:Iteration 1F (46434.930000 sec): 3 clusters Score: Raw -1644330.942132 + Penalty 4556.330466 = -1639774.611666 nChanged 674 SP:Iteration 2F (46434.970000 sec): 3 clusters Score: Raw -1644705.713340 + Penalty 4556.330466 = -1640149.382874 nChanged 510 SP:Iteration 3F (46435.000000 sec): 3 clusters Score: Raw -1644970.844200 + Penalty 4556.330466 = -1640414.513734 nChanged 448 SP:Iteration 4Q (46435.040000 sec): 3 clusters Score: Raw -1645183.922123 + Penalty 4556.330466 = -1640627.591657 nChanged 376 SP:Iteration 5Q (46435.080000 sec): 3 clusters Score: Raw -1645355.396434 + Penalty 4556.330466 = -1640799.065968 nChanged 351 SP:Iteration 6Q (46435.120000 sec): 3 clusters Score: Raw -1645524.040273 + Penalty 4556.330466 = -1640967.709807 nChanged 326 SP:Iteration 7Q (46435.160000 sec): 3 clusters Score: Raw -1645682.242439 + Penalty 4556.330466 = -1641125.911973 nChanged 318 SP:Iteration 8Q (46435.200000 sec): 3 clusters Score: Raw -1645820.685675 + Penalty 4556.330466 = -1641264.355209 nChanged 311 SP:Iteration 9Q (46435.240000 sec): 3 clusters Score: Raw -1645948.928156 + Penalty 4556.330466 = -1641392.597690 nChanged 267 SP:Iteration 10Q (46435.270000 sec): 3 clusters Score: Raw -1646066.483742 + Penalty 4556.330466 = -1641510.153276 nChanged 288 SP:Iteration 11Q (46435.310000 sec): 3 clusters Score: Raw -1646187.529731 + Penalty 4556.330466 = -1641631.199265 nChanged 252 SP:Iteration 12Q (46435.350000 sec): 3 clusters Score: Raw -1646286.210115 + Penalty 4556.330466 = -1641729.879649 nChanged 226 SP:Iteration 13Q (46435.390000 sec): 3 clusters Score: Raw -1646368.568913 + Penalty 4556.330466 = -1641812.238447 nChanged 217 SP:Iteration 14Q (46435.420000 sec): 3 clusters Score: Raw -1646441.416255 + Penalty 4556.330466 = -1641885.085789 nChanged 175 SP:Iteration 15Q (46435.460000 sec): 3 clusters Score: Raw -1646499.497169 + Penalty 4556.330466 = -1641943.166703 nChanged 161 SP:Iteration 16Q (46435.500000 sec): 3 clusters Score: Raw -1646551.379570 + Penalty 4556.330466 = -1641995.049104 nChanged 135 SP:Iteration 17Q (46435.540000 sec): 3 clusters Score: Raw -1646594.514931 + Penalty 4556.330466 = -1642038.184465 nChanged 136 SP:Iteration 18Q (46435.580000 sec): 3 clusters Score: Raw -1646639.017293 + Penalty 4556.330466 = -1642082.686827 nChanged 148 SP:Iteration 19Q (46435.610000 sec): 3 clusters Score: Raw -1646687.085843 + Penalty 4556.330466 = -1642130.755377 nChanged 142 SP:Iteration 20F (46435.650000 sec): 3 clusters Score: Raw -1646734.173497 + Penalty 4556.330466 = -1642177.843030 nChanged 137 SP:Iteration 21Q (46435.690000 sec): 3 clusters Score: Raw -1646789.005953 + Penalty 4556.330466 = -1642232.675487 nChanged 148 SP:Iteration 22Q (46435.730000 sec): 3 clusters Score: Raw -1646849.475267 + Penalty 4556.330466 = -1642293.144801 nChanged 150 SP:Iteration 23Q (46435.760000 sec): 3 clusters Score: Raw -1646909.298839 + Penalty 4556.330466 = -1642352.968373 nChanged 151 SP:Iteration 24Q (46435.800000 sec): 3 clusters Score: Raw -1646968.520150 + Penalty 4556.330466 = -1642412.189684 nChanged 163 SP:Iteration 25Q (46435.840000 sec): 3 clusters Score: Raw -1647039.214123 + Penalty 4556.330466 = -1642482.883657 nChanged 159 SP:Iteration 26Q (46435.880000 sec): 3 clusters Score: Raw -1647110.153031 + Penalty 4556.330466 = -1642553.822565 nChanged 175 SP:Iteration 27Q (46435.920000 sec): 3 clusters Score: Raw -1647208.184727 + Penalty 4556.330466 = -1642651.854261 nChanged 179 SP:Iteration 28Q (46435.960000 sec): 3 clusters Score: Raw -1647310.482975 + Penalty 4556.330466 = -1642754.152509 nChanged 166 SP:Iteration 29Q (46435.990000 sec): 3 clusters Score: Raw -1647399.009757 + Penalty 4556.330466 = -1642842.679291 nChanged 157 SP:Iteration 30Q (46436.030000 sec): 3 clusters Score: Raw -1647478.270660 + Penalty 4556.330466 = -1642921.940194 nChanged 133 SP:Iteration 31Q (46436.060000 sec): 3 clusters Score: Raw -1647542.388383 + Penalty 4556.330466 = -1642986.057917 nChanged 127 SP:Iteration 32Q (46436.100000 sec): 3 clusters Score: Raw -1647601.715929 + Penalty 4556.330466 = -1643045.385463 nChanged 115 SP:Iteration 33Q (46436.140000 sec): 3 clusters Score: Raw -1647653.695085 + Penalty 4556.330466 = -1643097.364619 nChanged 107 SP:Iteration 34Q (46436.170000 sec): 3 clusters Score: Raw -1647698.186101 + Penalty 4556.330466 = -1643141.855635 nChanged 91 SP:Iteration 35Q (46436.200000 sec): 3 clusters Score: Raw -1647740.433652 + Penalty 4556.330466 = -1643184.103186 nChanged 90 SP:Iteration 36Q (46436.240000 sec): 3 clusters Score: Raw -1647778.158715 + Penalty 4556.330466 = -1643221.828249 nChanged 79 SP:Iteration 37Q (46436.270000 sec): 3 clusters Score: Raw -1647808.153286 + Penalty 4556.330466 = -1643251.822820 nChanged 65 SP:Iteration 38Q (46436.300000 sec): 3 clusters Score: Raw -1647837.752856 + Penalty 4556.330466 = -1643281.422390 nChanged 67 SP:Iteration 39Q (46436.340000 sec): 3 clusters Score: Raw -1647864.132305 + Penalty 4556.330466 = -1643307.801839 nChanged 47 SP:Iteration 40F (46436.380000 sec): 3 clusters Score: Raw -1647883.189855 + Penalty 4556.330466 = -1643326.859389 nChanged 41 SP:Iteration 41Q (46436.410000 sec): 3 clusters Score: Raw -1647901.186188 + Penalty 4556.330466 = -1643344.855722 nChanged 54 SP:Iteration 42Q (46436.440000 sec): 3 clusters Score: Raw -1647920.028881 + Penalty 4556.330466 = -1643363.698415 nChanged 43 SP:Iteration 43Q (46436.480000 sec): 3 clusters Score: Raw -1647934.226646 + Penalty 4556.330466 = -1643377.896180 nChanged 36 SP:Iteration 44Q (46436.500000 sec): 3 clusters Score: Raw -1647945.879050 + Penalty 4556.330466 = -1643389.548584 nChanged 34 SP:Iteration 45Q (46436.540000 sec): 3 clusters Score: Raw -1647958.668018 + Penalty 4556.330466 = -1643402.337552 nChanged 36 SP:Iteration 46Q (46436.570000 sec): 3 clusters Score: Raw -1647972.160411 + Penalty 4556.330466 = -1643415.829945 nChanged 26 SP:Iteration 47Q (46436.600000 sec): 3 clusters Score: Raw -1647982.827443 + Penalty 4556.330466 = -1643426.496977 nChanged 32 SP:Iteration 48Q (46436.640000 sec): 3 clusters Score: Raw -1647995.176324 + Penalty 4556.330466 = -1643438.845858 nChanged 28 SP:Iteration 49Q (46436.670000 sec): 3 clusters Score: Raw -1648008.277987 + Penalty 4556.330466 = -1643451.947521 nChanged 38 SP:Iteration 50Q (46436.700000 sec): 3 clusters Score: Raw -1648022.390421 + Penalty 4556.330466 = -1643466.059955 nChanged 33 SP:Iteration 51Q (46436.730000 sec): 3 clusters Score: Raw -1648032.553838 + Penalty 4556.330466 = -1643476.223372 nChanged 31 SP:Iteration 52Q (46436.760000 sec): 3 clusters Score: Raw -1648042.814158 + Penalty 4556.330466 = -1643486.483692 nChanged 28 SP:Iteration 53Q (46436.800000 sec): 3 clusters Score: Raw -1648050.808638 + Penalty 4556.330466 = -1643494.478172 nChanged 20 SP:Iteration 54Q (46436.830000 sec): 3 clusters Score: Raw -1648057.104886 + Penalty 4556.330466 = -1643500.774420 nChanged 11 SP:Iteration 55Q (46436.860000 sec): 3 clusters Score: Raw -1648060.578297 + Penalty 4556.330466 = -1643504.247831 nChanged 13 SP:Iteration 56Q (46436.890000 sec): 3 clusters Score: Raw -1648064.991260 + Penalty 4556.330466 = -1643508.660794 nChanged 12 SP:Iteration 57Q (46436.920000 sec): 3 clusters Score: Raw -1648069.209308 + Penalty 4556.330466 = -1643512.878842 nChanged 10 SP:Iteration 58Q (46436.960000 sec): 3 clusters Score: Raw -1648071.562880 + Penalty 4556.330466 = -1643515.232414 nChanged 9 SP:Iteration 59Q (46436.990000 sec): 3 clusters Score: Raw -1648076.014152 + Penalty 4556.330466 = -1643519.683686 nChanged 10 SP:Iteration 60F (46437.030000 sec): 3 clusters Score: Raw -1648080.705879 + Penalty 4556.330466 = -1643524.375413 nChanged 11 SP:Iteration 61Q (46437.060000 sec): 3 clusters Score: Raw -1648084.872616 + Penalty 4556.330466 = -1643528.542150 nChanged 7 SP:Iteration 62Q (46437.090000 sec): 3 clusters Score: Raw -1648088.013827 + Penalty 4556.330466 = -1643531.683360 nChanged 11 SP:Iteration 63Q (46437.120000 sec): 3 clusters Score: Raw -1648092.323461 + Penalty 4556.330466 = -1643535.992995 nChanged 6 SP:Iteration 64Q (46437.160000 sec): 3 clusters Score: Raw -1648095.336527 + Penalty 4556.330466 = -1643539.006061 nChanged 7 SP:Iteration 65Q (46437.190000 sec): 3 clusters Score: Raw -1648097.989413 + Penalty 4556.330466 = -1643541.658946 nChanged 8 SP:Iteration 66Q (46437.220000 sec): 3 clusters Score: Raw -1648101.316053 + Penalty 4556.330466 = -1643544.985587 nChanged 4 SP:Iteration 67Q (46437.250000 sec): 3 clusters Score: Raw -1648102.751158 + Penalty 4556.330466 = -1643546.420692 nChanged 6 SP:Iteration 68Q (46437.280000 sec): 3 clusters Score: Raw -1648104.628871 + Penalty 4556.330466 = -1643548.298405 nChanged 2 SP:Iteration 69Q (46437.310000 sec): 3 clusters Score: Raw -1648105.402985 + Penalty 4556.330466 = -1643549.072519 nChanged 3 SP:Iteration 70Q (46437.340000 sec): 3 clusters Score: Raw -1648106.060097 + Penalty 4556.330466 = -1643549.729631 nChanged 3 SP:Iteration 71Q (46437.380000 sec): 3 clusters Score: Raw -1648106.884634 + Penalty 4556.330466 = -1643550.554168 nChanged 4 SP:Iteration 72Q (46437.410000 sec): 3 clusters Score: Raw -1648109.165152 + Penalty 4556.330466 = -1643552.834686 nChanged 7 SP:Iteration 73Q (46437.440000 sec): 3 clusters Score: Raw -1648110.706342 + Penalty 4556.330466 = -1643554.375876 nChanged 1 SP:Iteration 74Q (46437.470000 sec): 3 clusters Score: Raw -1648111.100867 + Penalty 4556.330466 = -1643554.770400 nChanged 1 SP:Iteration 75Q (46437.500000 sec): 3 clusters Score: Raw -1648111.351841 + Penalty 4556.330466 = -1643555.021375 nChanged 0 SP:Iteration 76F (46437.540000 sec): 3 clusters Score: Raw -1648111.351841 + Penalty 4556.330466 = -1643555.021375 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46437.550000 sec): 2 clusters Score: Raw -116337.196866 + Penalty 1635.075044 = -114702.121821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46437.550000 sec): 3 clusters Score: Raw -116254.260784 + Penalty 3270.150089 = -112984.110695 nChanged 154 SP:Iteration 1F (46437.560000 sec): 3 clusters Score: Raw -116474.484744 + Penalty 3270.150089 = -113204.334655 nChanged 46 SP:Iteration 2F (46437.560000 sec): 3 clusters Score: Raw -116580.715961 + Penalty 3270.150089 = -113310.565872 nChanged 39 SP:Iteration 3F (46437.560000 sec): 3 clusters Score: Raw -116652.377520 + Penalty 3270.150089 = -113382.227431 nChanged 28 SP:Iteration 4Q (46437.570000 sec): 3 clusters Score: Raw -116701.151200 + Penalty 3270.150089 = -113431.001111 nChanged 27 SP:Iteration 5Q (46437.570000 sec): 3 clusters Score: Raw -116768.861072 + Penalty 3270.150089 = -113498.710983 nChanged 23 SP:Iteration 6Q (46437.570000 sec): 3 clusters Score: Raw -116837.497367 + Penalty 3270.150089 = -113567.347278 nChanged 24 SP:Iteration 7Q (46437.570000 sec): 3 clusters Score: Raw -116922.403304 + Penalty 3270.150089 = -113652.253215 nChanged 16 SP:Iteration 8Q (46437.580000 sec): 3 clusters Score: Raw -116970.963909 + Penalty 3270.150089 = -113700.813820 nChanged 22 SP:Iteration 9Q (46437.580000 sec): 3 clusters Score: Raw -117036.311646 + Penalty 3270.150089 = -113766.161557 nChanged 16 SP:Iteration 10Q (46437.580000 sec): 3 clusters Score: Raw -117083.333229 + Penalty 3270.150089 = -113813.183140 nChanged 11 SP:Iteration 11Q (46437.590000 sec): 3 clusters Score: Raw -117136.970021 + Penalty 3270.150089 = -113866.819932 nChanged 10 SP:Iteration 12Q (46437.590000 sec): 3 clusters Score: Raw -117207.791153 + Penalty 3270.150089 = -113937.641065 nChanged 14 SP:Iteration 13Q (46437.590000 sec): 3 clusters Score: Raw -117364.128171 + Penalty 3270.150089 = -114093.978082 nChanged 11 SP:Iteration 14Q (46437.590000 sec): 3 clusters Score: Raw -117522.674759 + Penalty 3270.150089 = -114252.524670 nChanged 15 SP:Iteration 15Q (46437.590000 sec): 3 clusters Score: Raw -117579.650082 + Penalty 3270.150089 = -114309.499993 nChanged 11 SP:Iteration 16Q (46437.600000 sec): 3 clusters Score: Raw -117606.982238 + Penalty 3270.150089 = -114336.832149 nChanged 9 SP:Iteration 17Q (46437.600000 sec): 3 clusters Score: Raw -117638.410733 + Penalty 3270.150089 = -114368.260644 nChanged 7 SP:Iteration 18Q (46437.600000 sec): 3 clusters Score: Raw -117662.898271 + Penalty 3270.150089 = -114392.748182 nChanged 4 SP:Iteration 19Q (46437.600000 sec): 3 clusters Score: Raw -117682.969531 + Penalty 3270.150089 = -114412.819442 nChanged 2 SP:Iteration 20F (46437.610000 sec): 3 clusters Score: Raw -117689.647462 + Penalty 3270.150089 = -114419.497373 nChanged 3 SP:Iteration 21Q (46437.610000 sec): 3 clusters Score: Raw -117697.649235 + Penalty 3270.150089 = -114427.499146 nChanged 2 SP:Iteration 22Q (46437.610000 sec): 3 clusters Score: Raw -117702.111043 + Penalty 3270.150089 = -114431.960954 nChanged 0 SP:Iteration 23F (46437.610000 sec): 3 clusters Score: Raw -117702.111043 + Penalty 3270.150089 = -114431.960954 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46437.630000 sec): 2 clusters Score: Raw -612866.972705 + Penalty 2027.326315 = -610839.646390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46437.650000 sec): 3 clusters Score: Raw -611277.670937 + Penalty 4054.652630 = -607223.018307 nChanged 1322 SP:Iteration 1F (46437.660000 sec): 3 clusters Score: Raw -612026.249559 + Penalty 4054.652630 = -607971.596929 nChanged 286 SP:Iteration 2F (46437.670000 sec): 3 clusters Score: Raw -612215.929466 + Penalty 4054.652630 = -608161.276836 nChanged 174 SP:Iteration 3Q (46437.690000 sec): 3 clusters Score: Raw -612319.667945 + Penalty 4054.652630 = -608265.015316 nChanged 126 SP:Iteration 4Q (46437.700000 sec): 3 clusters Score: Raw -612385.276304 + Penalty 4054.652630 = -608330.623674 nChanged 103 SP:Iteration 5Q (46437.710000 sec): 3 clusters Score: Raw -612440.504211 + Penalty 4054.652630 = -608385.851581 nChanged 90 SP:Iteration 6Q (46437.730000 sec): 3 clusters Score: Raw -612496.273256 + Penalty 4054.652630 = -608441.620626 nChanged 92 SP:Iteration 7Q (46437.740000 sec): 3 clusters Score: Raw -612545.819374 + Penalty 4054.652630 = -608491.166744 nChanged 72 SP:Iteration 8Q (46437.760000 sec): 3 clusters Score: Raw -612586.732748 + Penalty 4054.652630 = -608532.080119 nChanged 71 SP:Iteration 9Q (46437.770000 sec): 3 clusters Score: Raw -612622.190222 + Penalty 4054.652630 = -608567.537592 nChanged 66 SP:Iteration 10Q (46437.790000 sec): 3 clusters Score: Raw -612661.931336 + Penalty 4054.652630 = -608607.278706 nChanged 75 SP:Iteration 11Q (46437.800000 sec): 3 clusters Score: Raw -612707.470120 + Penalty 4054.652630 = -608652.817491 nChanged 83 SP:Iteration 12Q (46437.810000 sec): 3 clusters Score: Raw -612756.144317 + Penalty 4054.652630 = -608701.491687 nChanged 70 SP:Iteration 13Q (46437.830000 sec): 3 clusters Score: Raw -612799.531819 + Penalty 4054.652630 = -608744.879190 nChanged 60 SP:Iteration 14Q (46437.840000 sec): 3 clusters Score: Raw -612837.413389 + Penalty 4054.652630 = -608782.760759 nChanged 62 SP:Iteration 15Q (46437.850000 sec): 3 clusters Score: Raw -612876.898156 + Penalty 4054.652630 = -608822.245527 nChanged 54 SP:Iteration 16Q (46437.870000 sec): 3 clusters Score: Raw -612910.090470 + Penalty 4054.652630 = -608855.437840 nChanged 57 SP:Iteration 17Q (46437.880000 sec): 3 clusters Score: Raw -612943.534846 + Penalty 4054.652630 = -608888.882216 nChanged 51 SP:Iteration 18Q (46437.900000 sec): 3 clusters Score: Raw -612971.942145 + Penalty 4054.652630 = -608917.289516 nChanged 39 SP:Iteration 19Q (46437.910000 sec): 3 clusters Score: Raw -612996.412511 + Penalty 4054.652630 = -608941.759881 nChanged 35 SP:Iteration 20F (46437.930000 sec): 3 clusters Score: Raw -613016.793975 + Penalty 4054.652630 = -608962.141345 nChanged 29 SP:Iteration 21Q (46437.940000 sec): 3 clusters Score: Raw -613035.188853 + Penalty 4054.652630 = -608980.536223 nChanged 29 SP:Iteration 22Q (46437.950000 sec): 3 clusters Score: Raw -613052.093897 + Penalty 4054.652630 = -608997.441267 nChanged 21 SP:Iteration 23Q (46437.970000 sec): 3 clusters Score: Raw -613064.124598 + Penalty 4054.652630 = -609009.471968 nChanged 23 SP:Iteration 24Q (46437.980000 sec): 3 clusters Score: Raw -613078.328784 + Penalty 4054.652630 = -609023.676154 nChanged 13 SP:Iteration 25Q (46437.990000 sec): 3 clusters Score: Raw -613086.956257 + Penalty 4054.652630 = -609032.303628 nChanged 17 SP:Iteration 26Q (46438.010000 sec): 3 clusters Score: Raw -613096.758477 + Penalty 4054.652630 = -609042.105848 nChanged 7 SP:Iteration 27Q (46438.020000 sec): 3 clusters Score: Raw -613100.381429 + Penalty 4054.652630 = -609045.728799 nChanged 8 SP:Iteration 28Q (46438.030000 sec): 3 clusters Score: Raw -613105.010562 + Penalty 4054.652630 = -609050.357933 nChanged 9 SP:Iteration 29Q (46438.050000 sec): 3 clusters Score: Raw -613111.070468 + Penalty 4054.652630 = -609056.417839 nChanged 11 SP:Iteration 30Q (46438.060000 sec): 3 clusters Score: Raw -613115.925594 + Penalty 4054.652630 = -609061.272964 nChanged 8 SP:Iteration 31Q (46438.080000 sec): 3 clusters Score: Raw -613120.130113 + Penalty 4054.652630 = -609065.477483 nChanged 4 SP:Iteration 32Q (46438.090000 sec): 3 clusters Score: Raw -613122.746558 + Penalty 4054.652630 = -609068.093928 nChanged 4 SP:Iteration 33Q (46438.110000 sec): 3 clusters Score: Raw -613124.368376 + Penalty 4054.652630 = -609069.715746 nChanged 4 SP:Iteration 34Q (46438.120000 sec): 3 clusters Score: Raw -613126.061335 + Penalty 4054.652630 = -609071.408706 nChanged 2 SP:Iteration 35Q (46438.130000 sec): 3 clusters Score: Raw -613127.151904 + Penalty 4054.652630 = -609072.499274 nChanged 1 SP:Iteration 36Q (46438.150000 sec): 3 clusters Score: Raw -613127.778727 + Penalty 4054.652630 = -609073.126098 nChanged 2 SP:Iteration 37Q (46438.160000 sec): 3 clusters Score: Raw -613128.657583 + Penalty 4054.652630 = -609074.004953 nChanged 2 SP:Iteration 38Q (46438.170000 sec): 3 clusters Score: Raw -613130.132234 + Penalty 4054.652630 = -609075.479604 nChanged 1 SP:Iteration 39Q (46438.190000 sec): 3 clusters Score: Raw -613130.620910 + Penalty 4054.652630 = -609075.968280 nChanged 2 SP:Iteration 40F (46438.200000 sec): 3 clusters Score: Raw -613132.806390 + Penalty 4054.652630 = -609078.153760 nChanged 3 SP:Iteration 41Q (46438.210000 sec): 3 clusters Score: Raw -613134.331373 + Penalty 4054.652630 = -609079.678743 nChanged 3 SP:Iteration 42Q (46438.230000 sec): 3 clusters Score: Raw -613137.244472 + Penalty 4054.652630 = -609082.591843 nChanged 3 SP:Iteration 43Q (46438.240000 sec): 3 clusters Score: Raw -613139.079300 + Penalty 4054.652630 = -609084.426671 nChanged 6 SP:Iteration 44Q (46438.260000 sec): 3 clusters Score: Raw -613142.233092 + Penalty 4054.652630 = -609087.580463 nChanged 0 SP:Iteration 45F (46438.270000 sec): 3 clusters Score: Raw -613142.233092 + Penalty 4054.652630 = -609087.580463 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (24854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46438.360000 sec): 2 clusters Score: Raw -4218452.012362 + Penalty 2509.951948 = -4215942.060414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46438.460000 sec): 3 clusters Score: Raw -4203750.560777 + Penalty 5019.903896 = -4198730.656880 nChanged 10969 SP:Iteration 1F (46438.560000 sec): 3 clusters Score: Raw -4210342.673756 + Penalty 5019.903896 = -4205322.769860 nChanged 1651 SP:Iteration 2F (46438.660000 sec): 3 clusters Score: Raw -4211554.223903 + Penalty 5019.903896 = -4206534.320007 nChanged 1808 SP:Iteration 3F (46438.750000 sec): 3 clusters Score: Raw -4212964.834593 + Penalty 5019.903896 = -4207944.930697 nChanged 1910 SP:Iteration 4F (46438.850000 sec): 3 clusters Score: Raw -4214600.722137 + Penalty 5019.903896 = -4209580.818241 nChanged 2012 SP:Iteration 5F (46438.950000 sec): 3 clusters Score: Raw -4216248.243661 + Penalty 5019.903896 = -4211228.339765 nChanged 1798 SP:Iteration 6F (46439.050000 sec): 3 clusters Score: Raw -4217566.117957 + Penalty 5019.903896 = -4212546.214060 nChanged 1330 SP:Iteration 7F (46439.150000 sec): 3 clusters Score: Raw -4218411.186894 + Penalty 5019.903896 = -4213391.282997 nChanged 918 SP:Iteration 8Q (46439.250000 sec): 3 clusters Score: Raw -4218876.480766 + Penalty 5019.903896 = -4213856.576870 nChanged 608 SP:Iteration 9Q (46439.350000 sec): 3 clusters Score: Raw -4219167.904790 + Penalty 5019.903896 = -4214148.000894 nChanged 435 SP:Iteration 10Q (46439.440000 sec): 3 clusters Score: Raw -4219376.739943 + Penalty 5019.903896 = -4214356.836047 nChanged 325 SP:Iteration 11Q (46439.540000 sec): 3 clusters Score: Raw -4219510.622714 + Penalty 5019.903896 = -4214490.718818 nChanged 276 SP:Iteration 12Q (46439.640000 sec): 3 clusters Score: Raw -4219605.683388 + Penalty 5019.903896 = -4214585.779492 nChanged 206 SP:Iteration 13Q (46439.730000 sec): 3 clusters Score: Raw -4219670.270738 + Penalty 5019.903896 = -4214650.366842 nChanged 191 SP:Iteration 14Q (46439.830000 sec): 3 clusters Score: Raw -4219726.676314 + Penalty 5019.903896 = -4214706.772417 nChanged 152 SP:Iteration 15Q (46439.930000 sec): 3 clusters Score: Raw -4219768.010923 + Penalty 5019.903896 = -4214748.107027 nChanged 127 SP:Iteration 16Q (46440.030000 sec): 3 clusters Score: Raw -4219797.291572 + Penalty 5019.903896 = -4214777.387676 nChanged 107 SP:Iteration 17Q (46440.120000 sec): 3 clusters Score: Raw -4219820.038307 + Penalty 5019.903896 = -4214800.134411 nChanged 81 SP:Iteration 18Q (46440.220000 sec): 3 clusters Score: Raw -4219835.384265 + Penalty 5019.903896 = -4214815.480368 nChanged 76 SP:Iteration 19Q (46440.310000 sec): 3 clusters Score: Raw -4219849.517437 + Penalty 5019.903896 = -4214829.613541 nChanged 68 SP:Iteration 20F (46440.410000 sec): 3 clusters Score: Raw -4219860.750939 + Penalty 5019.903896 = -4214840.847042 nChanged 70 SP:Iteration 21Q (46440.510000 sec): 3 clusters Score: Raw -4219872.724029 + Penalty 5019.903896 = -4214852.820132 nChanged 64 SP:Iteration 22Q (46440.610000 sec): 3 clusters Score: Raw -4219884.548056 + Penalty 5019.903896 = -4214864.644160 nChanged 73 SP:Iteration 23Q (46440.710000 sec): 3 clusters Score: Raw -4219896.716626 + Penalty 5019.903896 = -4214876.812730 nChanged 66 SP:Iteration 24Q (46440.800000 sec): 3 clusters Score: Raw -4219906.919909 + Penalty 5019.903896 = -4214887.016013 nChanged 50 SP:Iteration 25Q (46440.900000 sec): 3 clusters Score: Raw -4219915.508196 + Penalty 5019.903896 = -4214895.604300 nChanged 41 SP:Iteration 26Q (46440.990000 sec): 3 clusters Score: Raw -4219922.425650 + Penalty 5019.903896 = -4214902.521754 nChanged 46 SP:Iteration 27Q (46441.090000 sec): 3 clusters Score: Raw -4219928.618018 + Penalty 5019.903896 = -4214908.714122 nChanged 40 SP:Iteration 28Q (46441.190000 sec): 3 clusters Score: Raw -4219934.859282 + Penalty 5019.903896 = -4214914.955386 nChanged 43 SP:Iteration 29Q (46441.280000 sec): 3 clusters Score: Raw -4219941.146220 + Penalty 5019.903896 = -4214921.242323 nChanged 27 SP:Iteration 30Q (46441.380000 sec): 3 clusters Score: Raw -4219945.463203 + Penalty 5019.903896 = -4214925.559307 nChanged 33 SP:Iteration 31Q (46441.480000 sec): 3 clusters Score: Raw -4219950.626506 + Penalty 5019.903896 = -4214930.722609 nChanged 32 SP:Iteration 32Q (46441.570000 sec): 3 clusters Score: Raw -4219956.229797 + Penalty 5019.903896 = -4214936.325900 nChanged 31 SP:Iteration 33Q (46441.670000 sec): 3 clusters Score: Raw -4219961.108855 + Penalty 5019.903896 = -4214941.204959 nChanged 27 SP:Iteration 34Q (46441.760000 sec): 3 clusters Score: Raw -4219965.738887 + Penalty 5019.903896 = -4214945.834991 nChanged 27 SP:Iteration 35Q (46441.860000 sec): 3 clusters Score: Raw -4219969.843608 + Penalty 5019.903896 = -4214949.939711 nChanged 18 SP:Iteration 36Q (46441.950000 sec): 3 clusters Score: Raw -4219972.459463 + Penalty 5019.903896 = -4214952.555567 nChanged 18 SP:Iteration 37Q (46442.050000 sec): 3 clusters Score: Raw -4219975.117925 + Penalty 5019.903896 = -4214955.214029 nChanged 25 SP:Iteration 38Q (46442.150000 sec): 3 clusters Score: Raw -4219979.274690 + Penalty 5019.903896 = -4214959.370794 nChanged 27 SP:Iteration 39Q (46442.240000 sec): 3 clusters Score: Raw -4219983.840639 + Penalty 5019.903896 = -4214963.936743 nChanged 20 SP:Iteration 40F (46442.340000 sec): 3 clusters Score: Raw -4219986.921819 + Penalty 5019.903896 = -4214967.017923 nChanged 17 SP:Iteration 41Q (46442.430000 sec): 3 clusters Score: Raw -4219990.421215 + Penalty 5019.903896 = -4214970.517318 nChanged 18 SP:Iteration 42Q (46442.530000 sec): 3 clusters Score: Raw -4219993.698251 + Penalty 5019.903896 = -4214973.794355 nChanged 14 SP:Iteration 43Q (46442.620000 sec): 3 clusters Score: Raw -4219996.521094 + Penalty 5019.903896 = -4214976.617198 nChanged 15 SP:Iteration 44Q (46442.720000 sec): 3 clusters Score: Raw -4219998.721136 + Penalty 5019.903896 = -4214978.817240 nChanged 13 SP:Iteration 45Q (46442.810000 sec): 3 clusters Score: Raw -4220000.565464 + Penalty 5019.903896 = -4214980.661567 nChanged 16 SP:Iteration 46Q (46442.910000 sec): 3 clusters Score: Raw -4220002.721427 + Penalty 5019.903896 = -4214982.817531 nChanged 7 SP:Iteration 47Q (46443.010000 sec): 3 clusters Score: Raw -4220003.459554 + Penalty 5019.903896 = -4214983.555657 nChanged 2 SP:Iteration 48Q (46443.100000 sec): 3 clusters Score: Raw -4220003.916705 + Penalty 5019.903896 = -4214984.012808 nChanged 5 SP:Iteration 49Q (46443.190000 sec): 3 clusters Score: Raw -4220004.675104 + Penalty 5019.903896 = -4214984.771207 nChanged 3 SP:Iteration 50Q (46443.290000 sec): 3 clusters Score: Raw -4220005.164152 + Penalty 5019.903896 = -4214985.260256 nChanged 4 SP:Iteration 51Q (46443.380000 sec): 3 clusters Score: Raw -4220005.750222 + Penalty 5019.903896 = -4214985.846326 nChanged 6 SP:Iteration 52Q (46443.480000 sec): 3 clusters Score: Raw -4220006.276453 + Penalty 5019.903896 = -4214986.372556 nChanged 10 SP:Iteration 53Q (46443.570000 sec): 3 clusters Score: Raw -4220008.133398 + Penalty 5019.903896 = -4214988.229502 nChanged 19 SP:Iteration 54Q (46443.670000 sec): 3 clusters Score: Raw -4220012.884800 + Penalty 5019.903896 = -4214992.980904 nChanged 19 SP:Iteration 55Q (46443.760000 sec): 3 clusters Score: Raw -4220018.472003 + Penalty 5019.903896 = -4214998.568107 nChanged 23 SP:Iteration 56Q (46443.850000 sec): 3 clusters Score: Raw -4220025.622487 + Penalty 5019.903896 = -4215005.718591 nChanged 24 SP:Iteration 57Q (46443.950000 sec): 3 clusters Score: Raw -4220039.680595 + Penalty 5019.903896 = -4215019.776699 nChanged 24 SP:Iteration 58Q (46444.040000 sec): 3 clusters Score: Raw -4220071.893249 + Penalty 5019.903896 = -4215051.989353 nChanged 38 SP:Iteration 59Q (46444.130000 sec): 3 clusters Score: Raw -4220118.430521 + Penalty 5019.903896 = -4215098.526624 nChanged 58 SP:Iteration 60F (46444.230000 sec): 3 clusters Score: Raw -4220169.401475 + Penalty 5019.903896 = -4215149.497579 nChanged 59 SP:Iteration 61Q (46444.310000 sec): 3 clusters Score: Raw -4220210.023306 + Penalty 5019.903896 = -4215190.119410 nChanged 64 SP:Iteration 62Q (46444.390000 sec): 3 clusters Score: Raw -4220239.474562 + Penalty 5019.903896 = -4215219.570666 nChanged 75 SP:Iteration 63Q (46444.480000 sec): 3 clusters Score: Raw -4220269.456045 + Penalty 5019.903896 = -4215249.552149 nChanged 64 SP:Iteration 64Q (46444.560000 sec): 3 clusters Score: Raw -4220290.675058 + Penalty 5019.903896 = -4215270.771162 nChanged 56 SP:Iteration 65Q (46444.640000 sec): 3 clusters Score: Raw -4220309.713989 + Penalty 5019.903896 = -4215289.810093 nChanged 50 SP:Iteration 66Q (46444.720000 sec): 3 clusters Score: Raw -4220321.638166 + Penalty 5019.903896 = -4215301.734270 nChanged 43 SP:Iteration 67Q (46444.800000 sec): 3 clusters Score: Raw -4220331.156020 + Penalty 5019.903896 = -4215311.252123 nChanged 34 SP:Iteration 68Q (46444.880000 sec): 3 clusters Score: Raw -4220340.006368 + Penalty 5019.903896 = -4215320.102471 nChanged 34 SP:Iteration 69Q (46444.960000 sec): 3 clusters Score: Raw -4220348.907517 + Penalty 5019.903896 = -4215329.003621 nChanged 24 SP:Iteration 70Q (46445.040000 sec): 3 clusters Score: Raw -4220354.272877 + Penalty 5019.903896 = -4215334.368981 nChanged 25 SP:Iteration 71Q (46445.120000 sec): 3 clusters Score: Raw -4220360.058573 + Penalty 5019.903896 = -4215340.154677 nChanged 22 SP:Iteration 72Q (46445.200000 sec): 3 clusters Score: Raw -4220364.324132 + Penalty 5019.903896 = -4215344.420236 nChanged 15 SP:Iteration 73Q (46445.270000 sec): 3 clusters Score: Raw -4220366.984871 + Penalty 5019.903896 = -4215347.080975 nChanged 9 SP:Iteration 74Q (46445.350000 sec): 3 clusters Score: Raw -4220368.868815 + Penalty 5019.903896 = -4215348.964919 nChanged 18 SP:Iteration 75Q (46445.430000 sec): 3 clusters Score: Raw -4220371.921047 + Penalty 5019.903896 = -4215352.017151 nChanged 9 SP:Iteration 76Q (46445.510000 sec): 3 clusters Score: Raw -4220373.094922 + Penalty 5019.903896 = -4215353.191026 nChanged 5 SP:Iteration 77Q (46445.590000 sec): 3 clusters Score: Raw -4220373.947577 + Penalty 5019.903896 = -4215354.043681 nChanged 7 SP:Iteration 78Q (46445.670000 sec): 3 clusters Score: Raw -4220375.040403 + Penalty 5019.903896 = -4215355.136507 nChanged 7 SP:Iteration 79Q (46445.750000 sec): 3 clusters Score: Raw -4220376.277374 + Penalty 5019.903896 = -4215356.373477 nChanged 7 SP:Iteration 80F (46445.850000 sec): 3 clusters Score: Raw -4220377.574934 + Penalty 5019.903896 = -4215357.671037 nChanged 2 SP:Iteration 81Q (46445.920000 sec): 3 clusters Score: Raw -4220377.726610 + Penalty 5019.903896 = -4215357.822713 nChanged 1 SP:Iteration 82Q (46446.000000 sec): 3 clusters Score: Raw -4220377.825212 + Penalty 5019.903896 = -4215357.921315 nChanged 0 SP:Iteration 83F (46446.100000 sec): 3 clusters Score: Raw -4220377.825212 + Penalty 5019.903896 = -4215357.921315 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.110000 sec): 2 clusters Score: Raw -165994.743363 + Penalty 1731.749962 = -164262.993400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.120000 sec): 3 clusters Score: Raw -165822.318785 + Penalty 3463.499925 = -162358.818860 nChanged 307 SP:Iteration 1F (46446.120000 sec): 3 clusters Score: Raw -166306.997506 + Penalty 3463.499925 = -162843.497581 nChanged 126 SP:Iteration 2F (46446.130000 sec): 3 clusters Score: Raw -166626.641881 + Penalty 3463.499925 = -163163.141956 nChanged 93 SP:Iteration 3F (46446.130000 sec): 3 clusters Score: Raw -166891.232882 + Penalty 3463.499925 = -163427.732957 nChanged 67 SP:Iteration 4F (46446.140000 sec): 3 clusters Score: Raw -167083.325434 + Penalty 3463.499925 = -163619.825509 nChanged 39 SP:Iteration 5Q (46446.140000 sec): 3 clusters Score: Raw -167177.280430 + Penalty 3463.499925 = -163713.780505 nChanged 24 SP:Iteration 6Q (46446.150000 sec): 3 clusters Score: Raw -167249.084059 + Penalty 3463.499925 = -163785.584135 nChanged 21 SP:Iteration 7Q (46446.150000 sec): 3 clusters Score: Raw -167301.782440 + Penalty 3463.499925 = -163838.282516 nChanged 16 SP:Iteration 8Q (46446.150000 sec): 3 clusters Score: Raw -167350.896510 + Penalty 3463.499925 = -163887.396586 nChanged 19 SP:Iteration 9Q (46446.150000 sec): 3 clusters Score: Raw -167404.746485 + Penalty 3463.499925 = -163941.246560 nChanged 25 SP:Iteration 10Q (46446.160000 sec): 3 clusters Score: Raw -167491.519122 + Penalty 3463.499925 = -164028.019197 nChanged 20 SP:Iteration 11Q (46446.160000 sec): 3 clusters Score: Raw -167553.103843 + Penalty 3463.499925 = -164089.603919 nChanged 10 SP:Iteration 12Q (46446.170000 sec): 3 clusters Score: Raw -167583.829694 + Penalty 3463.499925 = -164120.329769 nChanged 11 SP:Iteration 13Q (46446.170000 sec): 3 clusters Score: Raw -167604.312218 + Penalty 3463.499925 = -164140.812293 nChanged 8 SP:Iteration 14Q (46446.170000 sec): 3 clusters Score: Raw -167624.394316 + Penalty 3463.499925 = -164160.894391 nChanged 6 SP:Iteration 15Q (46446.170000 sec): 3 clusters Score: Raw -167637.577136 + Penalty 3463.499925 = -164174.077211 nChanged 6 SP:Iteration 16Q (46446.180000 sec): 3 clusters Score: Raw -167649.219873 + Penalty 3463.499925 = -164185.719948 nChanged 6 SP:Iteration 17Q (46446.180000 sec): 3 clusters Score: Raw -167658.566162 + Penalty 3463.499925 = -164195.066237 nChanged 4 SP:Iteration 18Q (46446.190000 sec): 3 clusters Score: Raw -167666.092190 + Penalty 3463.499925 = -164202.592265 nChanged 4 SP:Iteration 19Q (46446.190000 sec): 3 clusters Score: Raw -167674.944239 + Penalty 3463.499925 = -164211.444314 nChanged 3 SP:Iteration 20F (46446.190000 sec): 3 clusters Score: Raw -167682.364479 + Penalty 3463.499925 = -164218.864554 nChanged 3 SP:Iteration 21Q (46446.200000 sec): 3 clusters Score: Raw -167692.231480 + Penalty 3463.499925 = -164228.731555 nChanged 4 SP:Iteration 22Q (46446.200000 sec): 3 clusters Score: Raw -167700.024477 + Penalty 3463.499925 = -164236.524553 nChanged 2 SP:Iteration 23Q (46446.200000 sec): 3 clusters Score: Raw -167703.219146 + Penalty 3463.499925 = -164239.719222 nChanged 1 SP:Iteration 24Q (46446.210000 sec): 3 clusters Score: Raw -167704.361111 + Penalty 3463.499925 = -164240.861187 nChanged 0 SP:Iteration 25F (46446.210000 sec): 3 clusters Score: Raw -167704.361111 + Penalty 3463.499925 = -164240.861187 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.220000 sec): 2 clusters Score: Raw -393255.645572 + Penalty 1908.322322 = -391347.323250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.230000 sec): 3 clusters Score: Raw -392462.902141 + Penalty 3816.644644 = -388646.257497 nChanged 706 SP:Iteration 1F (46446.240000 sec): 3 clusters Score: Raw -393074.432553 + Penalty 3816.644644 = -389257.787910 nChanged 205 SP:Iteration 2F (46446.250000 sec): 3 clusters Score: Raw -393312.918518 + Penalty 3816.644644 = -389496.273874 nChanged 130 SP:Iteration 3F (46446.260000 sec): 3 clusters Score: Raw -393507.694594 + Penalty 3816.644644 = -389691.049951 nChanged 136 SP:Iteration 4F (46446.270000 sec): 3 clusters Score: Raw -393738.844526 + Penalty 3816.644644 = -389922.199882 nChanged 136 SP:Iteration 5F (46446.270000 sec): 3 clusters Score: Raw -393968.963912 + Penalty 3816.644644 = -390152.319268 nChanged 110 SP:Iteration 6F (46446.280000 sec): 3 clusters Score: Raw -394162.261933 + Penalty 3816.644644 = -390345.617289 nChanged 102 SP:Iteration 7Q (46446.290000 sec): 3 clusters Score: Raw -394309.445563 + Penalty 3816.644644 = -390492.800919 nChanged 72 SP:Iteration 8Q (46446.300000 sec): 3 clusters Score: Raw -394413.292007 + Penalty 3816.644644 = -390596.647363 nChanged 58 SP:Iteration 9Q (46446.310000 sec): 3 clusters Score: Raw -394493.493942 + Penalty 3816.644644 = -390676.849298 nChanged 33 SP:Iteration 10Q (46446.320000 sec): 3 clusters Score: Raw -394524.172241 + Penalty 3816.644644 = -390707.527597 nChanged 18 SP:Iteration 11Q (46446.320000 sec): 3 clusters Score: Raw -394541.789717 + Penalty 3816.644644 = -390725.145073 nChanged 15 SP:Iteration 12Q (46446.330000 sec): 3 clusters Score: Raw -394553.602096 + Penalty 3816.644644 = -390736.957452 nChanged 8 SP:Iteration 13Q (46446.340000 sec): 3 clusters Score: Raw -394560.224959 + Penalty 3816.644644 = -390743.580315 nChanged 11 SP:Iteration 14Q (46446.350000 sec): 3 clusters Score: Raw -394568.331599 + Penalty 3816.644644 = -390751.686955 nChanged 4 SP:Iteration 15Q (46446.350000 sec): 3 clusters Score: Raw -394572.486697 + Penalty 3816.644644 = -390755.842054 nChanged 2 SP:Iteration 16Q (46446.360000 sec): 3 clusters Score: Raw -394575.497236 + Penalty 3816.644644 = -390758.852592 nChanged 5 SP:Iteration 17Q (46446.370000 sec): 3 clusters Score: Raw -394578.580487 + Penalty 3816.644644 = -390761.935843 nChanged 2 SP:Iteration 18Q (46446.380000 sec): 3 clusters Score: Raw -394579.470400 + Penalty 3816.644644 = -390762.825756 nChanged 0 SP:Iteration 19F (46446.390000 sec): 3 clusters Score: Raw -394579.470400 + Penalty 3816.644644 = -390762.825756 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.400000 sec): 2 clusters Score: Raw -323097.826926 + Penalty 1877.469927 = -321220.356999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.410000 sec): 3 clusters Score: Raw -322436.895918 + Penalty 3754.939853 = -318681.956065 nChanged 598 SP:Iteration 1F (46446.410000 sec): 3 clusters Score: Raw -322965.239932 + Penalty 3754.939853 = -319210.300079 nChanged 163 SP:Iteration 2F (46446.420000 sec): 3 clusters Score: Raw -323232.338727 + Penalty 3754.939853 = -319477.398874 nChanged 154 SP:Iteration 3F (46446.430000 sec): 3 clusters Score: Raw -323592.189510 + Penalty 3754.939853 = -319837.249657 nChanged 167 SP:Iteration 4F (46446.440000 sec): 3 clusters Score: Raw -323964.000736 + Penalty 3754.939853 = -320209.060883 nChanged 124 SP:Iteration 5F (46446.450000 sec): 3 clusters Score: Raw -324168.518336 + Penalty 3754.939853 = -320413.578483 nChanged 96 SP:Iteration 6Q (46446.450000 sec): 3 clusters Score: Raw -324314.364869 + Penalty 3754.939853 = -320559.425016 nChanged 65 SP:Iteration 7Q (46446.460000 sec): 3 clusters Score: Raw -324413.608507 + Penalty 3754.939853 = -320658.668654 nChanged 44 SP:Iteration 8Q (46446.470000 sec): 3 clusters Score: Raw -324471.334021 + Penalty 3754.939853 = -320716.394168 nChanged 31 SP:Iteration 9Q (46446.470000 sec): 3 clusters Score: Raw -324500.600638 + Penalty 3754.939853 = -320745.660785 nChanged 23 SP:Iteration 10Q (46446.480000 sec): 3 clusters Score: Raw -324528.936576 + Penalty 3754.939853 = -320773.996723 nChanged 25 SP:Iteration 11Q (46446.490000 sec): 3 clusters Score: Raw -324552.275414 + Penalty 3754.939853 = -320797.335561 nChanged 11 SP:Iteration 12Q (46446.490000 sec): 3 clusters Score: Raw -324559.391828 + Penalty 3754.939853 = -320804.451975 nChanged 1 SP:Iteration 13Q (46446.500000 sec): 3 clusters Score: Raw -324559.866820 + Penalty 3754.939853 = -320804.926967 nChanged 0 SP:Iteration 14F (46446.510000 sec): 3 clusters Score: Raw -324559.866820 + Penalty 3754.939853 = -320804.926967 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (1115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.520000 sec): 2 clusters Score: Raw -110334.027472 + Penalty 1740.119202 = -108593.908270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.520000 sec): 3 clusters Score: Raw -110426.372992 + Penalty 3480.238403 = -106946.134589 nChanged 383 SP:Iteration 1F (46446.530000 sec): 3 clusters Score: Raw -112115.238478 + Penalty 3480.238403 = -108635.000074 nChanged 151 SP:Iteration 2F (46446.530000 sec): 3 clusters Score: Raw -113324.846846 + Penalty 3480.238403 = -109844.608443 nChanged 107 SP:Iteration 3F (46446.530000 sec): 3 clusters Score: Raw -114735.050655 + Penalty 3480.238403 = -111254.812252 nChanged 64 SP:Iteration 4F (46446.540000 sec): 3 clusters Score: Raw -115988.410068 + Penalty 3480.238403 = -112508.171665 nChanged 33 SP:Iteration 5Q (46446.540000 sec): 3 clusters Score: Raw -116567.558320 + Penalty 3480.238403 = -113087.319917 nChanged 8 SP:Iteration 6Q (46446.550000 sec): 3 clusters Score: Raw -116640.752022 + Penalty 3480.238403 = -113160.513618 nChanged 4 SP:Iteration 7Q (46446.550000 sec): 3 clusters Score: Raw -116680.322597 + Penalty 3480.238403 = -113200.084194 nChanged 1 SP:Iteration 8Q (46446.550000 sec): 3 clusters Score: Raw -116701.388046 + Penalty 3480.238403 = -113221.149643 nChanged 3 SP:Iteration 9Q (46446.550000 sec): 3 clusters Score: Raw -116745.137657 + Penalty 3480.238403 = -113264.899254 nChanged 4 SP:Iteration 10Q (46446.560000 sec): 3 clusters Score: Raw -116873.416404 + Penalty 3480.238403 = -113393.178001 nChanged 4 SP:Iteration 11Q (46446.560000 sec): 3 clusters Score: Raw -116967.609711 + Penalty 3480.238403 = -113487.371308 nChanged 2 SP:Iteration 12Q (46446.560000 sec): 3 clusters Score: Raw -117011.504245 + Penalty 3480.238403 = -113531.265842 nChanged 1 SP:Iteration 13Q (46446.570000 sec): 3 clusters Score: Raw -117123.331310 + Penalty 3480.238403 = -113643.092907 nChanged 3 SP:Iteration 14Q (46446.570000 sec): 3 clusters Score: Raw -117260.094324 + Penalty 3480.238403 = -113779.855921 nChanged 0 SP:Iteration 15F (46446.570000 sec): 3 clusters Score: Raw -117260.094324 + Penalty 3480.238403 = -113779.855921 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.590000 sec): 2 clusters Score: Raw -94933.522920 + Penalty 1590.537821 = -93342.985099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.590000 sec): 3 clusters Score: Raw -94997.806332 + Penalty 3181.075643 = -91816.730689 nChanged 149 SP:Iteration 1F (46446.590000 sec): 3 clusters Score: Raw -95360.816543 + Penalty 3181.075643 = -92179.740900 nChanged 79 SP:Iteration 2F (46446.600000 sec): 3 clusters Score: Raw -95689.091216 + Penalty 3181.075643 = -92508.015573 nChanged 56 SP:Iteration 3F (46446.600000 sec): 3 clusters Score: Raw -96026.481790 + Penalty 3181.075643 = -92845.406147 nChanged 31 SP:Iteration 4F (46446.600000 sec): 3 clusters Score: Raw -96233.596197 + Penalty 3181.075643 = -93052.520555 nChanged 21 SP:Iteration 5Q (46446.610000 sec): 3 clusters Score: Raw -96339.829384 + Penalty 3181.075643 = -93158.753741 nChanged 14 SP:Iteration 6Q (46446.610000 sec): 3 clusters Score: Raw -96404.245701 + Penalty 3181.075643 = -93223.170058 nChanged 11 SP:Iteration 7Q (46446.610000 sec): 3 clusters Score: Raw -96450.211885 + Penalty 3181.075643 = -93269.136242 nChanged 8 SP:Iteration 8Q (46446.610000 sec): 3 clusters Score: Raw -96474.304675 + Penalty 3181.075643 = -93293.229033 nChanged 3 SP:Iteration 9Q (46446.610000 sec): 3 clusters Score: Raw -96498.712132 + Penalty 3181.075643 = -93317.636489 nChanged 4 SP:Iteration 10Q (46446.610000 sec): 3 clusters Score: Raw -96517.171496 + Penalty 3181.075643 = -93336.095853 nChanged 6 SP:Iteration 11Q (46446.620000 sec): 3 clusters Score: Raw -96551.162471 + Penalty 3181.075643 = -93370.086829 nChanged 5 SP:Iteration 12Q (46446.620000 sec): 3 clusters Score: Raw -96576.000310 + Penalty 3181.075643 = -93394.924667 nChanged 3 SP:Iteration 13Q (46446.620000 sec): 3 clusters Score: Raw -96585.287360 + Penalty 3181.075643 = -93404.211717 nChanged 4 SP:Iteration 14Q (46446.620000 sec): 3 clusters Score: Raw -96598.650316 + Penalty 3181.075643 = -93417.574673 nChanged 2 SP:Iteration 15Q (46446.620000 sec): 3 clusters Score: Raw -96608.501032 + Penalty 3181.075643 = -93427.425389 nChanged 3 SP:Iteration 16Q (46446.630000 sec): 3 clusters Score: Raw -96624.321412 + Penalty 3181.075643 = -93443.245769 nChanged 2 SP:Iteration 17Q (46446.630000 sec): 3 clusters Score: Raw -96634.653500 + Penalty 3181.075643 = -93453.577857 nChanged 0 SP:Iteration 18F (46446.630000 sec): 3 clusters Score: Raw -96634.653500 + Penalty 3181.075643 = -93453.577857 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.650000 sec): 2 clusters Score: Raw -292972.139142 + Penalty 1838.215763 = -291133.923379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.650000 sec): 3 clusters Score: Raw -292473.944367 + Penalty 3676.431526 = -288797.512841 nChanged 484 SP:Iteration 1F (46446.660000 sec): 3 clusters Score: Raw -292901.188244 + Penalty 3676.431526 = -289224.756718 nChanged 123 SP:Iteration 2F (46446.670000 sec): 3 clusters Score: Raw -293021.900251 + Penalty 3676.431526 = -289345.468725 nChanged 67 SP:Iteration 3Q (46446.670000 sec): 3 clusters Score: Raw -293090.311323 + Penalty 3676.431526 = -289413.879797 nChanged 49 SP:Iteration 4Q (46446.680000 sec): 3 clusters Score: Raw -293137.963432 + Penalty 3676.431526 = -289461.531906 nChanged 48 SP:Iteration 5Q (46446.690000 sec): 3 clusters Score: Raw -293183.293693 + Penalty 3676.431526 = -289506.862167 nChanged 40 SP:Iteration 6Q (46446.690000 sec): 3 clusters Score: Raw -293225.109984 + Penalty 3676.431526 = -289548.678458 nChanged 33 SP:Iteration 7Q (46446.700000 sec): 3 clusters Score: Raw -293259.424047 + Penalty 3676.431526 = -289582.992521 nChanged 31 SP:Iteration 8Q (46446.710000 sec): 3 clusters Score: Raw -293293.019355 + Penalty 3676.431526 = -289616.587829 nChanged 26 SP:Iteration 9Q (46446.710000 sec): 3 clusters Score: Raw -293325.492210 + Penalty 3676.431526 = -289649.060684 nChanged 33 SP:Iteration 10Q (46446.720000 sec): 3 clusters Score: Raw -293373.826764 + Penalty 3676.431526 = -289697.395238 nChanged 30 SP:Iteration 11Q (46446.730000 sec): 3 clusters Score: Raw -293408.466516 + Penalty 3676.431526 = -289732.034990 nChanged 22 SP:Iteration 12Q (46446.730000 sec): 3 clusters Score: Raw -293426.642423 + Penalty 3676.431526 = -289750.210897 nChanged 13 SP:Iteration 13Q (46446.740000 sec): 3 clusters Score: Raw -293436.981745 + Penalty 3676.431526 = -289760.550219 nChanged 12 SP:Iteration 14Q (46446.750000 sec): 3 clusters Score: Raw -293446.919294 + Penalty 3676.431526 = -289770.487768 nChanged 5 SP:Iteration 15Q (46446.750000 sec): 3 clusters Score: Raw -293453.835990 + Penalty 3676.431526 = -289777.404464 nChanged 5 SP:Iteration 16Q (46446.760000 sec): 3 clusters Score: Raw -293458.216807 + Penalty 3676.431526 = -289781.785281 nChanged 4 SP:Iteration 17Q (46446.770000 sec): 3 clusters Score: Raw -293462.363950 + Penalty 3676.431526 = -289785.932424 nChanged 1 SP:Iteration 18Q (46446.770000 sec): 3 clusters Score: Raw -293462.876235 + Penalty 3676.431526 = -289786.444709 nChanged 0 SP:Iteration 19F (46446.780000 sec): 3 clusters Score: Raw -293462.876235 + Penalty 3676.431526 = -289786.444709 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.790000 sec): 2 clusters Score: Raw -43254.059604 + Penalty 1436.667375 = -41817.392229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.790000 sec): 3 clusters Score: Raw -43478.736112 + Penalty 2873.334750 = -40605.401363 nChanged 63 SP:Iteration 1F (46446.790000 sec): 3 clusters Score: Raw -43770.070615 + Penalty 2873.334750 = -40896.735865 nChanged 29 SP:Iteration 2F (46446.790000 sec): 3 clusters Score: Raw -43943.936195 + Penalty 2873.334750 = -41070.601445 nChanged 14 SP:Iteration 3Q (46446.790000 sec): 3 clusters Score: Raw -44027.394150 + Penalty 2873.334750 = -41154.059401 nChanged 9 SP:Iteration 4Q (46446.790000 sec): 3 clusters Score: Raw -44106.981962 + Penalty 2873.334750 = -41233.647212 nChanged 7 SP:Iteration 5Q (46446.790000 sec): 3 clusters Score: Raw -44159.035086 + Penalty 2873.334750 = -41285.700336 nChanged 1 SP:Iteration 6Q (46446.790000 sec): 3 clusters Score: Raw -44165.135809 + Penalty 2873.334750 = -41291.801059 nChanged 2 SP:Iteration 7Q (46446.790000 sec): 3 clusters Score: Raw -44172.721611 + Penalty 2873.334750 = -41299.386861 nChanged 1 SP:Iteration 8Q (46446.790000 sec): 3 clusters Score: Raw -44176.034115 + Penalty 2873.334750 = -41302.699365 nChanged 0 SP:Iteration 9F (46446.800000 sec): 3 clusters Score: Raw -44187.637121 + Penalty 2873.334750 = -41314.302371 nChanged 1 SP:Iteration 10Q (46446.800000 sec): 3 clusters Score: Raw -44215.491625 + Penalty 2873.334750 = -41342.156875 nChanged 2 SP:Iteration 11Q (46446.800000 sec): 3 clusters Score: Raw -44240.014960 + Penalty 2873.334750 = -41366.680210 nChanged 1 SP:Iteration 12Q (46446.800000 sec): 3 clusters Score: Raw -44244.742286 + Penalty 2873.334750 = -41371.407536 nChanged 2 SP:Iteration 13Q (46446.800000 sec): 3 clusters Score: Raw -44273.537419 + Penalty 2873.334750 = -41400.202669 nChanged 2 SP:Iteration 14Q (46446.800000 sec): 3 clusters Score: Raw -44282.502665 + Penalty 2873.334750 = -41409.167915 nChanged 1 SP:Iteration 15Q (46446.800000 sec): 3 clusters Score: Raw -44298.333223 + Penalty 2873.334750 = -41424.998473 nChanged 2 SP:Iteration 16Q (46446.810000 sec): 3 clusters Score: Raw -44312.459548 + Penalty 2873.334750 = -41439.124798 nChanged 2 SP:Iteration 17Q (46446.810000 sec): 3 clusters Score: Raw -44316.843521 + Penalty 2873.334750 = -41443.508772 nChanged 1 SP:Iteration 18Q (46446.810000 sec): 3 clusters Score: Raw -44324.479821 + Penalty 2873.334750 = -41451.145071 nChanged 0 SP:Iteration 19F (46446.810000 sec): 3 clusters Score: Raw -44324.479821 + Penalty 2873.334750 = -41451.145071 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.810000 sec): 2 clusters Score: Raw -30255.874537 + Penalty 1327.260817 = -28928.613720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.810000 sec): 3 clusters Score: Raw -30462.209216 + Penalty 2654.521634 = -27807.687582 nChanged 17 SP:Iteration 1F (46446.820000 sec): 3 clusters Score: Raw -30564.558344 + Penalty 2654.521634 = -27910.036710 nChanged 7 SP:Iteration 2Q (46446.820000 sec): 3 clusters Score: Raw -30599.179623 + Penalty 2654.521634 = -27944.657989 nChanged 2 SP:Iteration 3Q (46446.820000 sec): 3 clusters Score: Raw -30613.352267 + Penalty 2654.521634 = -27958.830632 nChanged 2 SP:Iteration 4Q (46446.820000 sec): 3 clusters Score: Raw -30655.222338 + Penalty 2654.521634 = -28000.700704 nChanged 2 SP:Iteration 5Q (46446.820000 sec): 3 clusters Score: Raw -30666.003087 + Penalty 2654.521634 = -28011.481453 nChanged 2 SP:Iteration 6Q (46446.820000 sec): 3 clusters Score: Raw -30680.041023 + Penalty 2654.521634 = -28025.519389 nChanged 2 SP:Iteration 7Q (46446.820000 sec): 3 clusters Score: Raw -30692.810690 + Penalty 2654.521634 = -28038.289056 nChanged 1 SP:Iteration 8Q (46446.820000 sec): 3 clusters Score: Raw -30703.599711 + Penalty 2654.521634 = -28049.078077 nChanged 0 SP:Iteration 9F (46446.820000 sec): 3 clusters Score: Raw -30703.599711 + Penalty 2654.521634 = -28049.078077 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.830000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.830000 sec): 3 clusters Score: Raw -40420.463705 + Penalty 2758.098089 = -37662.365616 nChanged 21 SP:Iteration 1F (46446.830000 sec): 3 clusters Score: Raw -40499.506499 + Penalty 2758.098089 = -37741.408410 nChanged 9 SP:Iteration 2Q (46446.830000 sec): 3 clusters Score: Raw -40548.395727 + Penalty 2758.098089 = -37790.297638 nChanged 1 SP:Iteration 3Q (46446.840000 sec): 3 clusters Score: Raw -40551.734704 + Penalty 2758.098089 = -37793.636615 nChanged 0 SP:Iteration 4F (46446.840000 sec): 3 clusters Score: Raw -40551.734704 + Penalty 2758.098089 = -37793.636615 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.850000 sec): 2 clusters Score: Raw -108958.425072 + Penalty 1616.015883 = -107342.409189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.850000 sec): 3 clusters Score: Raw -108891.869606 + Penalty 3232.031766 = -105659.837840 nChanged 139 SP:Iteration 1F (46446.850000 sec): 3 clusters Score: Raw -109117.474316 + Penalty 3232.031766 = -105885.442550 nChanged 37 SP:Iteration 2F (46446.860000 sec): 3 clusters Score: Raw -109201.795424 + Penalty 3232.031766 = -105969.763659 nChanged 22 SP:Iteration 3Q (46446.860000 sec): 3 clusters Score: Raw -109246.479258 + Penalty 3232.031766 = -106014.447493 nChanged 14 SP:Iteration 4Q (46446.860000 sec): 3 clusters Score: Raw -109269.261543 + Penalty 3232.031766 = -106037.229778 nChanged 7 SP:Iteration 5Q (46446.860000 sec): 3 clusters Score: Raw -109280.326643 + Penalty 3232.031766 = -106048.294877 nChanged 2 SP:Iteration 6Q (46446.860000 sec): 3 clusters Score: Raw -109286.388468 + Penalty 3232.031766 = -106054.356702 nChanged 3 SP:Iteration 7Q (46446.870000 sec): 3 clusters Score: Raw -109291.755162 + Penalty 3232.031766 = -106059.723396 nChanged 0 SP:Iteration 8F (46446.870000 sec): 3 clusters Score: Raw -109291.755162 + Penalty 3232.031766 = -106059.723396 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.880000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.880000 sec): 3 clusters Score: Raw -36795.021553 + Penalty 2748.466718 = -34046.554834 nChanged 37 SP:Iteration 1F (46446.880000 sec): 3 clusters Score: Raw -36939.578418 + Penalty 2748.466718 = -34191.111700 nChanged 11 SP:Iteration 2Q (46446.880000 sec): 3 clusters Score: Raw -36996.967956 + Penalty 2748.466718 = -34248.501238 nChanged 7 SP:Iteration 3Q (46446.880000 sec): 3 clusters Score: Raw -37074.797416 + Penalty 2748.466718 = -34326.330697 nChanged 7 SP:Iteration 4Q (46446.880000 sec): 3 clusters Score: Raw -37438.046882 + Penalty 2748.466718 = -34689.580164 nChanged 24 SP:Iteration 5F (46446.880000 sec): 3 clusters Score: Raw -37599.910897 + Penalty 2748.466718 = -34851.444179 nChanged 9 SP:Iteration 6Q (46446.880000 sec): 3 clusters Score: Raw -37708.288045 + Penalty 2748.466718 = -34959.821326 nChanged 5 SP:Iteration 7Q (46446.880000 sec): 3 clusters Score: Raw -37769.481107 + Penalty 2748.466718 = -35021.014388 nChanged 2 SP:Iteration 8Q (46446.880000 sec): 3 clusters Score: Raw -37790.705972 + Penalty 2748.466718 = -35042.239254 nChanged 1 SP:Iteration 9Q (46446.890000 sec): 3 clusters Score: Raw -37797.447420 + Penalty 2748.466718 = -35048.980702 nChanged 0 SP:Iteration 10F (46446.890000 sec): 3 clusters Score: Raw -37797.447420 + Penalty 2748.466718 = -35048.980702 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.890000 sec): 2 clusters Score: Raw -24830.379309 + Penalty 1272.214881 = -23558.164428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.900000 sec): 3 clusters Score: Raw -25260.939023 + Penalty 2544.429763 = -22716.509260 nChanged 14 SP:Iteration 1F (46446.900000 sec): 3 clusters Score: Raw -25340.635453 + Penalty 2544.429763 = -22796.205690 nChanged 10 SP:Iteration 2F (46446.900000 sec): 3 clusters Score: Raw -25382.809113 + Penalty 2544.429763 = -22838.379351 nChanged 8 SP:Iteration 3Q (46446.900000 sec): 3 clusters Score: Raw -25426.603087 + Penalty 2544.429763 = -22882.173324 nChanged 5 SP:Iteration 4Q (46446.900000 sec): 3 clusters Score: Raw -25449.225084 + Penalty 2544.429763 = -22904.795321 nChanged 4 SP:Iteration 5Q (46446.900000 sec): 3 clusters Score: Raw -25473.699854 + Penalty 2544.429763 = -22929.270092 nChanged 3 SP:Iteration 6Q (46446.900000 sec): 3 clusters Score: Raw -25491.115533 + Penalty 2544.429763 = -22946.685770 nChanged 2 SP:Iteration 7Q (46446.900000 sec): 3 clusters Score: Raw -25509.882956 + Penalty 2544.429763 = -22965.453193 nChanged 1 SP:Iteration 8Q (46446.900000 sec): 3 clusters Score: Raw -25519.377956 + Penalty 2544.429763 = -22974.948194 nChanged 1 SP:Iteration 9Q (46446.900000 sec): 3 clusters Score: Raw -25530.247945 + Penalty 2544.429763 = -22985.818182 nChanged 1 SP:Iteration 10Q (46446.900000 sec): 3 clusters Score: Raw -25546.576133 + Penalty 2544.429763 = -23002.146370 nChanged 0 SP:Iteration 11F (46446.900000 sec): 3 clusters Score: Raw -25546.576133 + Penalty 2544.429763 = -23002.146370 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.910000 sec): 2 clusters Score: Raw -71777.888720 + Penalty 1527.455656 = -70250.433064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.910000 sec): 3 clusters Score: Raw -71841.435713 + Penalty 3054.911313 = -68786.524400 nChanged 82 SP:Iteration 1F (46446.910000 sec): 3 clusters Score: Raw -72042.190009 + Penalty 3054.911313 = -68987.278696 nChanged 25 SP:Iteration 2F (46446.920000 sec): 3 clusters Score: Raw -72140.637098 + Penalty 3054.911313 = -69085.725786 nChanged 18 SP:Iteration 3Q (46446.920000 sec): 3 clusters Score: Raw -72239.159368 + Penalty 3054.911313 = -69184.248055 nChanged 14 SP:Iteration 4Q (46446.920000 sec): 3 clusters Score: Raw -72287.869991 + Penalty 3054.911313 = -69232.958678 nChanged 20 SP:Iteration 5Q (46446.920000 sec): 3 clusters Score: Raw -72344.963475 + Penalty 3054.911313 = -69290.052162 nChanged 13 SP:Iteration 6Q (46446.920000 sec): 3 clusters Score: Raw -72368.930342 + Penalty 3054.911313 = -69314.019029 nChanged 7 SP:Iteration 7Q (46446.920000 sec): 3 clusters Score: Raw -72388.694219 + Penalty 3054.911313 = -69333.782906 nChanged 8 SP:Iteration 8Q (46446.920000 sec): 3 clusters Score: Raw -72402.981529 + Penalty 3054.911313 = -69348.070217 nChanged 4 SP:Iteration 9Q (46446.930000 sec): 3 clusters Score: Raw -72422.277026 + Penalty 3054.911313 = -69367.365713 nChanged 6 SP:Iteration 10Q (46446.930000 sec): 3 clusters Score: Raw -72444.897185 + Penalty 3054.911313 = -69389.985872 nChanged 8 SP:Iteration 11Q (46446.930000 sec): 3 clusters Score: Raw -72467.913197 + Penalty 3054.911313 = -69413.001884 nChanged 3 SP:Iteration 12Q (46446.930000 sec): 3 clusters Score: Raw -72472.211113 + Penalty 3054.911313 = -69417.299801 nChanged 0 SP:Iteration 13F (46446.930000 sec): 3 clusters Score: Raw -72472.211113 + Penalty 3054.911313 = -69417.299801 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.940000 sec): 2 clusters Score: Raw -57221.242179 + Penalty 1462.494159 = -55758.748019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.940000 sec): 3 clusters Score: Raw -57359.522702 + Penalty 2924.988318 = -54434.534384 nChanged 52 SP:Iteration 1F (46446.940000 sec): 3 clusters Score: Raw -57507.082589 + Penalty 2924.988318 = -54582.094270 nChanged 16 SP:Iteration 2Q (46446.940000 sec): 3 clusters Score: Raw -57600.805767 + Penalty 2924.988318 = -54675.817448 nChanged 8 SP:Iteration 3Q (46446.940000 sec): 3 clusters Score: Raw -57655.714911 + Penalty 2924.988318 = -54730.726593 nChanged 6 SP:Iteration 4Q (46446.950000 sec): 3 clusters Score: Raw -57687.567752 + Penalty 2924.988318 = -54762.579434 nChanged 12 SP:Iteration 5Q (46446.950000 sec): 3 clusters Score: Raw -57762.548241 + Penalty 2924.988318 = -54837.559923 nChanged 14 SP:Iteration 6Q (46446.950000 sec): 3 clusters Score: Raw -57810.113396 + Penalty 2924.988318 = -54885.125077 nChanged 10 SP:Iteration 7Q (46446.950000 sec): 3 clusters Score: Raw -57851.888958 + Penalty 2924.988318 = -54926.900640 nChanged 2 SP:Iteration 8Q (46446.950000 sec): 3 clusters Score: Raw -57856.971719 + Penalty 2924.988318 = -54931.983401 nChanged 1 SP:Iteration 9Q (46446.950000 sec): 3 clusters Score: Raw -57858.596871 + Penalty 2924.988318 = -54933.608553 nChanged 0 SP:Iteration 10F (46446.960000 sec): 3 clusters Score: Raw -57858.596871 + Penalty 2924.988318 = -54933.608553 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.960000 sec): 2 clusters Score: Raw -21632.768956 + Penalty 1379.049044 = -20253.719912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.960000 sec): 3 clusters Score: Raw -22016.221040 + Penalty 2758.098089 = -19258.122951 nChanged 48 SP:Iteration 1F (46446.960000 sec): 3 clusters Score: Raw -22216.301778 + Penalty 2758.098089 = -19458.203689 nChanged 14 SP:Iteration 2F (46446.960000 sec): 3 clusters Score: Raw -22355.812389 + Penalty 2758.098089 = -19597.714300 nChanged 7 SP:Iteration 3Q (46446.960000 sec): 3 clusters Score: Raw -22496.318133 + Penalty 2758.098089 = -19738.220044 nChanged 7 SP:Iteration 4Q (46446.970000 sec): 3 clusters Score: Raw -22567.645145 + Penalty 2758.098089 = -19809.547056 nChanged 12 SP:Iteration 5Q (46446.970000 sec): 3 clusters Score: Raw -22710.779620 + Penalty 2758.098089 = -19952.681531 nChanged 5 SP:Iteration 6Q (46446.970000 sec): 3 clusters Score: Raw -22761.452507 + Penalty 2758.098089 = -20003.354418 nChanged 4 SP:Iteration 7Q (46446.970000 sec): 3 clusters Score: Raw -22789.654638 + Penalty 2758.098089 = -20031.556549 nChanged 3 SP:Iteration 8Q (46446.970000 sec): 3 clusters Score: Raw -22814.089922 + Penalty 2758.098089 = -20055.991833 nChanged 1 SP:Iteration 9Q (46446.970000 sec): 3 clusters Score: Raw -22818.281400 + Penalty 2758.098089 = -20060.183311 nChanged 0 SP:Iteration 10F (46446.970000 sec): 3 clusters Score: Raw -22819.030273 + Penalty 2758.098089 = -20060.932184 nChanged 1 SP:Iteration 11Q (46446.970000 sec): 3 clusters Score: Raw -22850.044659 + Penalty 2758.098089 = -20091.946570 nChanged 0 SP:Iteration 12F (46446.970000 sec): 3 clusters Score: Raw -22850.044659 + Penalty 2758.098089 = -20091.946570 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46446.980000 sec): 2 clusters Score: Raw -42237.233193 + Penalty 1497.983168 = -40739.250025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46446.980000 sec): 3 clusters Score: Raw -42666.597040 + Penalty 2995.966337 = -39670.630703 nChanged 109 SP:Iteration 1F (46446.980000 sec): 3 clusters Score: Raw -42931.316653 + Penalty 2995.966337 = -39935.350317 nChanged 28 SP:Iteration 2F (46446.980000 sec): 3 clusters Score: Raw -43002.990641 + Penalty 2995.966337 = -40007.024305 nChanged 17 SP:Iteration 3Q (46446.990000 sec): 3 clusters Score: Raw -43043.223376 + Penalty 2995.966337 = -40047.257039 nChanged 26 SP:Iteration 4F (46446.990000 sec): 3 clusters Score: Raw -43149.039448 + Penalty 2995.966337 = -40153.073111 nChanged 21 SP:Iteration 5Q (46446.990000 sec): 3 clusters Score: Raw -43272.102288 + Penalty 2995.966337 = -40276.135951 nChanged 19 SP:Iteration 6Q (46446.990000 sec): 3 clusters Score: Raw -43470.901684 + Penalty 2995.966337 = -40474.935347 nChanged 14 SP:Iteration 7Q (46446.990000 sec): 3 clusters Score: Raw -43506.814061 + Penalty 2995.966337 = -40510.847724 nChanged 4 SP:Iteration 8Q (46447.000000 sec): 3 clusters Score: Raw -43516.920035 + Penalty 2995.966337 = -40520.953698 nChanged 3 SP:Iteration 9Q (46447.000000 sec): 3 clusters Score: Raw -43529.191478 + Penalty 2995.966337 = -40533.225141 nChanged 2 SP:Iteration 10Q (46447.000000 sec): 3 clusters Score: Raw -43534.951956 + Penalty 2995.966337 = -40538.985619 nChanged 0 SP:Iteration 11F (46447.000000 sec): 3 clusters Score: Raw -43536.669437 + Penalty 2995.966337 = -40540.703100 nChanged 1 SP:Iteration 12Q (46447.000000 sec): 3 clusters Score: Raw -43550.462169 + Penalty 2995.966337 = -40554.495832 nChanged 2 SP:Iteration 13Q (46447.000000 sec): 3 clusters Score: Raw -43571.518870 + Penalty 2995.966337 = -40575.552533 nChanged 1 SP:Iteration 14Q (46447.000000 sec): 3 clusters Score: Raw -43575.664188 + Penalty 2995.966337 = -40579.697852 nChanged 0 SP:Iteration 15F (46447.000000 sec): 3 clusters Score: Raw -43575.664188 + Penalty 2995.966337 = -40579.697852 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46447.010000 sec): 2 clusters Score: Raw -67007.503656 + Penalty 1529.023628 = -65478.480028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46447.010000 sec): 3 clusters Score: Raw -67068.451235 + Penalty 3058.047256 = -64010.403980 nChanged 91 SP:Iteration 1F (46447.020000 sec): 3 clusters Score: Raw -67264.538983 + Penalty 3058.047256 = -64206.491727 nChanged 25 SP:Iteration 2F (46447.020000 sec): 3 clusters Score: Raw -67318.600828 + Penalty 3058.047256 = -64260.553572 nChanged 7 SP:Iteration 3Q (46447.020000 sec): 3 clusters Score: Raw -67332.807094 + Penalty 3058.047256 = -64274.759838 nChanged 3 SP:Iteration 4Q (46447.020000 sec): 3 clusters Score: Raw -67340.021150 + Penalty 3058.047256 = -64281.973894 nChanged 3 SP:Iteration 5Q (46447.020000 sec): 3 clusters Score: Raw -67352.549531 + Penalty 3058.047256 = -64294.502276 nChanged 7 SP:Iteration 6Q (46447.020000 sec): 3 clusters Score: Raw -67361.000601 + Penalty 3058.047256 = -64302.953345 nChanged 2 SP:Iteration 7Q (46447.030000 sec): 3 clusters Score: Raw -67363.429934 + Penalty 3058.047256 = -64305.382679 nChanged 3 SP:Iteration 8Q (46447.030000 sec): 3 clusters Score: Raw -67366.729359 + Penalty 3058.047256 = -64308.682104 nChanged 3 SP:Iteration 9Q (46447.030000 sec): 3 clusters Score: Raw -67369.868183 + Penalty 3058.047256 = -64311.820928 nChanged 2 SP:Iteration 10Q (46447.030000 sec): 3 clusters Score: Raw -67372.115120 + Penalty 3058.047256 = -64314.067864 nChanged 1 SP:Iteration 11Q (46447.030000 sec): 3 clusters Score: Raw -67372.763793 + Penalty 3058.047256 = -64314.716538 nChanged 2 SP:Iteration 12Q (46447.040000 sec): 3 clusters Score: Raw -67374.217874 + Penalty 3058.047256 = -64316.170618 nChanged 6 SP:Iteration 13Q (46447.040000 sec): 3 clusters Score: Raw -67397.309668 + Penalty 3058.047256 = -64339.262412 nChanged 5 SP:Iteration 14Q (46447.040000 sec): 3 clusters Score: Raw -67403.667933 + Penalty 3058.047256 = -64345.620677 nChanged 5 SP:Iteration 15Q (46447.040000 sec): 3 clusters Score: Raw -67411.582460 + Penalty 3058.047256 = -64353.535204 nChanged 10 SP:Iteration 16Q (46447.040000 sec): 3 clusters Score: Raw -67428.087640 + Penalty 3058.047256 = -64370.040385 nChanged 8 SP:Iteration 17Q (46447.040000 sec): 3 clusters Score: Raw -67436.308659 + Penalty 3058.047256 = -64378.261403 nChanged 2 SP:Iteration 18Q (46447.040000 sec): 3 clusters Score: Raw -67437.893300 + Penalty 3058.047256 = -64379.846044 nChanged 3 SP:Iteration 19Q (46447.050000 sec): 3 clusters Score: Raw -67443.905923 + Penalty 3058.047256 = -64385.858668 nChanged 1 SP:Iteration 20F (46447.050000 sec): 3 clusters Score: Raw -67446.444438 + Penalty 3058.047256 = -64388.397183 nChanged 2 SP:Iteration 21Q (46447.050000 sec): 3 clusters Score: Raw -67452.057618 + Penalty 3058.047256 = -64394.010363 nChanged 0 SP:Iteration 22F (46447.050000 sec): 3 clusters Score: Raw -67452.057618 + Penalty 3058.047256 = -64394.010363 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46447.060000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46447.060000 sec): 3 clusters Score: Raw -37257.795863 + Penalty 2716.325922 = -34541.469942 nChanged 27 SP:Iteration 1F (46447.060000 sec): 3 clusters Score: Raw -37446.270029 + Penalty 2716.325922 = -34729.944107 nChanged 14 SP:Iteration 2F (46447.060000 sec): 3 clusters Score: Raw -37510.402893 + Penalty 2716.325922 = -34794.076971 nChanged 6 SP:Iteration 3Q (46447.060000 sec): 3 clusters Score: Raw -37545.095960 + Penalty 2716.325922 = -34828.770038 nChanged 5 SP:Iteration 4Q (46447.060000 sec): 3 clusters Score: Raw -37574.022465 + Penalty 2716.325922 = -34857.696543 nChanged 3 SP:Iteration 5Q (46447.060000 sec): 3 clusters Score: Raw -37591.396078 + Penalty 2716.325922 = -34875.070157 nChanged 2 SP:Iteration 6Q (46447.070000 sec): 3 clusters Score: Raw -37604.435261 + Penalty 2716.325922 = -34888.109340 nChanged 4 SP:Iteration 7Q (46447.070000 sec): 3 clusters Score: Raw -37641.881435 + Penalty 2716.325922 = -34925.555514 nChanged 2 SP:Iteration 8Q (46447.070000 sec): 3 clusters Score: Raw -37647.177628 + Penalty 2716.325922 = -34930.851706 nChanged 0 SP:Iteration 9F (46447.070000 sec): 3 clusters Score: Raw -37647.177628 + Penalty 2716.325922 = -34930.851706 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46447.080000 sec): 2 clusters Score: Raw -41019.213331 + Penalty 1465.204569 = -39554.008762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46447.080000 sec): 3 clusters Score: Raw -41202.065213 + Penalty 2930.409137 = -38271.656076 nChanged 71 SP:Iteration 1F (46447.080000 sec): 3 clusters Score: Raw -41361.522202 + Penalty 2930.409137 = -38431.113065 nChanged 27 SP:Iteration 2F (46447.080000 sec): 3 clusters Score: Raw -41462.168757 + Penalty 2930.409137 = -38531.759620 nChanged 18 SP:Iteration 3Q (46447.080000 sec): 3 clusters Score: Raw -41595.101548 + Penalty 2930.409137 = -38664.692411 nChanged 19 SP:Iteration 4F (46447.080000 sec): 3 clusters Score: Raw -41692.343299 + Penalty 2930.409137 = -38761.934161 nChanged 9 SP:Iteration 5Q (46447.080000 sec): 3 clusters Score: Raw -41718.668297 + Penalty 2930.409137 = -38788.259159 nChanged 6 SP:Iteration 6Q (46447.080000 sec): 3 clusters Score: Raw -41741.238943 + Penalty 2930.409137 = -38810.829805 nChanged 4 SP:Iteration 7Q (46447.090000 sec): 3 clusters Score: Raw -41763.066744 + Penalty 2930.409137 = -38832.657607 nChanged 2 SP:Iteration 8Q (46447.090000 sec): 3 clusters Score: Raw -41800.854335 + Penalty 2930.409137 = -38870.445198 nChanged 3 SP:Iteration 9Q (46447.090000 sec): 3 clusters Score: Raw -41816.870155 + Penalty 2930.409137 = -38886.461018 nChanged 0 SP:Iteration 10F (46447.090000 sec): 3 clusters Score: Raw -41816.870155 + Penalty 2930.409137 = -38886.461018 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (1168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46447.100000 sec): 2 clusters Score: Raw -134868.167370 + Penalty 1751.635945 = -133116.531425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46447.100000 sec): 3 clusters Score: Raw -134761.031529 + Penalty 3503.271889 = -131257.759640 nChanged 359 SP:Iteration 1F (46447.110000 sec): 3 clusters Score: Raw -135934.730597 + Penalty 3503.271889 = -132431.458708 nChanged 154 SP:Iteration 2F (46447.110000 sec): 3 clusters Score: Raw -136548.121647 + Penalty 3503.271889 = -133044.849758 nChanged 101 SP:Iteration 3F (46447.120000 sec): 3 clusters Score: Raw -136971.290570 + Penalty 3503.271889 = -133468.018681 nChanged 70 SP:Iteration 4F (46447.120000 sec): 3 clusters Score: Raw -137441.615802 + Penalty 3503.271889 = -133938.343913 nChanged 67 SP:Iteration 5F (46447.130000 sec): 3 clusters Score: Raw -137945.095297 + Penalty 3503.271889 = -134441.823408 nChanged 76 SP:Iteration 6F (46447.130000 sec): 3 clusters Score: Raw -138680.437623 + Penalty 3503.271889 = -135177.165734 nChanged 68 SP:Iteration 7F (46447.140000 sec): 3 clusters Score: Raw -139552.168668 + Penalty 3503.271889 = -136048.896778 nChanged 79 SP:Iteration 8F (46447.140000 sec): 3 clusters Score: Raw -141449.159581 + Penalty 3503.271889 = -137945.887692 nChanged 39 SP:Iteration 9Q (46447.140000 sec): 3 clusters Score: Raw -142192.027655 + Penalty 3503.271889 = -138688.755766 nChanged 6 SP:Iteration 10Q (46447.150000 sec): 3 clusters Score: Raw -142692.301822 + Penalty 3503.271889 = -139189.029933 nChanged 1 SP:Iteration 11Q (46447.150000 sec): 3 clusters Score: Raw -142711.287793 + Penalty 3503.271889 = -139208.015904 nChanged 1 SP:Iteration 12Q (46447.160000 sec): 3 clusters Score: Raw -142717.242356 + Penalty 3503.271889 = -139213.970467 nChanged 1 SP:Iteration 13Q (46447.160000 sec): 3 clusters Score: Raw -142723.272096 + Penalty 3503.271889 = -139220.000207 nChanged 1 SP:Iteration 14Q (46447.160000 sec): 3 clusters Score: Raw -142727.069972 + Penalty 3503.271889 = -139223.798083 nChanged 0 SP:Iteration 15F (46447.170000 sec): 3 clusters Score: Raw -142727.069972 + Penalty 3503.271889 = -139223.798083 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46447.180000 sec): 2 clusters Score: Raw -94770.130805 + Penalty 1598.931854 = -93171.198951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46447.180000 sec): 3 clusters Score: Raw -94817.106808 + Penalty 3197.863708 = -91619.243101 nChanged 136 SP:Iteration 1F (46447.190000 sec): 3 clusters Score: Raw -95094.360192 + Penalty 3197.863708 = -91896.496484 nChanged 54 SP:Iteration 2F (46447.190000 sec): 3 clusters Score: Raw -95231.371498 + Penalty 3197.863708 = -92033.507790 nChanged 35 SP:Iteration 3F (46447.190000 sec): 3 clusters Score: Raw -95363.666117 + Penalty 3197.863708 = -92165.802409 nChanged 24 SP:Iteration 4Q (46447.200000 sec): 3 clusters Score: Raw -95469.977379 + Penalty 3197.863708 = -92272.113671 nChanged 26 SP:Iteration 5Q (46447.200000 sec): 3 clusters Score: Raw -95531.709897 + Penalty 3197.863708 = -92333.846189 nChanged 13 SP:Iteration 6Q (46447.200000 sec): 3 clusters Score: Raw -95568.211021 + Penalty 3197.863708 = -92370.347313 nChanged 4 SP:Iteration 7Q (46447.200000 sec): 3 clusters Score: Raw -95578.584869 + Penalty 3197.863708 = -92380.721161 nChanged 4 SP:Iteration 8Q (46447.200000 sec): 3 clusters Score: Raw -95611.070880 + Penalty 3197.863708 = -92413.207172 nChanged 3 SP:Iteration 9Q (46447.200000 sec): 3 clusters Score: Raw -95619.684707 + Penalty 3197.863708 = -92421.820999 nChanged 1 SP:Iteration 10Q (46447.210000 sec): 3 clusters Score: Raw -95622.075415 + Penalty 3197.863708 = -92424.211707 nChanged 0 SP:Iteration 11F (46447.210000 sec): 3 clusters Score: Raw -95622.075415 + Penalty 3197.863708 = -92424.211707 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46447.220000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46447.220000 sec): 3 clusters Score: Raw -28952.298983 + Penalty 2615.407781 = -26336.891202 nChanged 17 SP:Iteration 1F (46447.220000 sec): 3 clusters Score: Raw -29029.135086 + Penalty 2615.407781 = -26413.727305 nChanged 1 SP:Iteration 2Q (46447.220000 sec): 3 clusters Score: Raw -29033.190579 + Penalty 2615.407781 = -26417.782798 nChanged 0 SP:Iteration 3F (46447.220000 sec): 3 clusters Score: Raw -29033.190579 + Penalty 2615.407781 = -26417.782798 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (46447.220000 sec): 2 clusters Score: Raw -120077.522907 + Penalty 1712.626813 = -118364.896094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46447.230000 sec): 3 clusters Score: Raw -120321.632690 + Penalty 3425.253625 = -116896.379065 nChanged 348 SP:Iteration 1F (46447.230000 sec): 3 clusters Score: Raw -121931.429279 + Penalty 3425.253625 = -118506.175654 nChanged 172 SP:Iteration 2F (46447.240000 sec): 3 clusters Score: Raw -123512.914073 + Penalty 3425.253625 = -120087.660448 nChanged 83 SP:Iteration 3F (46447.240000 sec): 3 clusters Score: Raw -124744.701020 + Penalty 3425.253625 = -121319.447395 nChanged 61 SP:Iteration 4F (46447.240000 sec): 3 clusters Score: Raw -126593.034016 + Penalty 3425.253625 = -123167.780391 nChanged 27 SP:Iteration 5Q (46447.250000 sec): 3 clusters Score: Raw -127947.295175 + Penalty 3425.253625 = -124522.041550 nChanged 23 SP:Iteration 6Q (46447.250000 sec): 3 clusters Score: Raw -128233.797820 + Penalty 3425.253625 = -124808.544195 nChanged 5 SP:Iteration 7Q (46447.250000 sec): 3 clusters Score: Raw -128303.767508 + Penalty 3425.253625 = -124878.513883 nChanged 2 SP:Iteration 8Q (46447.260000 sec): 3 clusters Score: Raw -128387.103201 + Penalty 3425.253625 = -124961.849576 nChanged 1 SP:Iteration 9Q (46447.260000 sec): 3 clusters Score: Raw -128449.553196 + Penalty 3425.253625 = -125024.299571 nChanged 2 SP:Iteration 10Q (46447.260000 sec): 3 clusters Score: Raw -128537.300031 + Penalty 3425.253625 = -125112.046406 nChanged 0 SP:Iteration 11F (46447.260000 sec): 3 clusters Score: Raw -128597.372866 + Penalty 3425.253625 = -125172.119241 nChanged 7 SP:Iteration 12Q (46447.270000 sec): 3 clusters Score: Raw -128729.899947 + Penalty 3425.253625 = -125304.646322 nChanged 5 SP:Iteration 13Q (46447.270000 sec): 3 clusters Score: Raw -128801.359160 + Penalty 3425.253625 = -125376.105535 nChanged 1 SP:Iteration 14Q (46447.270000 sec): 3 clusters Score: Raw -128819.823278 + Penalty 3425.253625 = -125394.569653 nChanged 0 SP:Iteration 15F (46447.280000 sec): 3 clusters Score: Raw -128833.009041 + Penalty 3425.253625 = -125407.755416 nChanged 1 SP:Iteration 16Q (46447.280000 sec): 3 clusters Score: Raw -128849.109323 + Penalty 3425.253625 = -125423.855698 nChanged 0 SP:Iteration 17F (46447.280000 sec): 3 clusters Score: Raw -128849.109323 + Penalty 3425.253625 = -125423.855698 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Deleting Class 39 (296 points): Lose 2740.265720 but Gain 3620.129790 Iteration 179Q (46577.180000 sec): 61 clusters Score: Raw -379003897.484228 + Penalty 217207.787379 = -378786689.696849 nChanged 4496 Iteration 180F (46763.430000 sec): 61 clusters Score: Raw -379045571.744280 + Penalty 217207.787379 = -378828363.956901 nChanged 3498 Iteration 181Q (46795.840000 sec): 61 clusters Score: Raw -379058070.697585 + Penalty 217207.787379 = -378840862.910206 nChanged 2346 Iteration 182Q (46828.230000 sec): 61 clusters Score: Raw -379059030.881529 + Penalty 217207.787379 = -378841823.094150 nChanged 1936 Iteration 183Q (46860.560000 sec): 61 clusters Score: Raw -379059494.800687 + Penalty 217207.787379 = -378842287.013308 nChanged 1672 Iteration 184Q (46892.850000 sec): 61 clusters Score: Raw -379059884.141315 + Penalty 217207.787379 = -378842676.353936 nChanged 1466 Iteration 185Q (46925.130000 sec): 61 clusters Score: Raw -379060303.624293 + Penalty 217207.787379 = -378843095.836914 nChanged 1334 Iteration 186Q (46957.390000 sec): 61 clusters Score: Raw -379060896.112922 + Penalty 217207.787379 = -378843688.325543 nChanged 1208 Iteration 187Q (46989.650000 sec): 61 clusters Score: Raw -379060980.103106 + Penalty 217207.787379 = -378843772.315727 nChanged 1118 Iteration 188Q (47021.900000 sec): 61 clusters Score: Raw -379061047.243379 + Penalty 217207.787379 = -378843839.456000 nChanged 1038 Iteration 189Q (47054.110000 sec): 61 clusters Score: Raw -379061097.682810 + Penalty 217207.787379 = -378843889.895431 nChanged 899 Iteration 190Q (47086.300000 sec): 61 clusters Score: Raw -379061128.340610 + Penalty 217207.787379 = -378843920.553231 nChanged 868 Iteration 191Q (47118.490000 sec): 61 clusters Score: Raw -379061157.426006 + Penalty 217207.787379 = -378843949.638627 nChanged 779 Iteration 192Q (47150.670000 sec): 61 clusters Score: Raw -379061184.555771 + Penalty 217207.787379 = -378843976.768392 nChanged 733 Iteration 193Q (47182.770000 sec): 61 clusters Score: Raw -379061208.312573 + Penalty 217207.787379 = -378844000.525194 nChanged 707 Iteration 194Q (47214.880000 sec): 61 clusters Score: Raw -379061227.697626 + Penalty 217207.787379 = -378844019.910246 nChanged 661 Iteration 195Q (47246.940000 sec): 61 clusters Score: Raw -379061243.788678 + Penalty 217207.787379 = -378844036.001299 nChanged 582 Iteration 196Q (47279.020000 sec): 61 clusters Score: Raw -379061256.306304 + Penalty 217207.787379 = -378844048.518925 nChanged 540 Iteration 197Q (47311.060000 sec): 61 clusters Score: Raw -379061266.281732 + Penalty 217207.787379 = -378844058.494353 nChanged 492 Iteration 198Q (47343.090000 sec): 61 clusters Score: Raw -379061274.828046 + Penalty 217207.787379 = -378844067.040667 nChanged 468 Iteration 199Q (47375.140000 sec): 61 clusters Score: Raw -379061282.252970 + Penalty 217207.787379 = -378844074.465591 nChanged 449 Iteration 200F (47560.960000 sec): 61 clusters Score: Raw -379066213.176779 + Penalty 217207.787379 = -378849005.389400 nChanged 566 Iteration 201Q (47592.730000 sec): 61 clusters Score: Raw -379067780.646387 + Penalty 217207.787379 = -378850572.859008 nChanged 493 Iteration 202Q (47624.490000 sec): 61 clusters Score: Raw -379068310.055248 + Penalty 217207.787379 = -378851102.267869 nChanged 431 Iteration 203Q (47656.240000 sec): 61 clusters Score: Raw -379068628.072444 + Penalty 217207.787379 = -378851420.285065 nChanged 419 Iteration 204Q (47687.970000 sec): 61 clusters Score: Raw -379068755.855074 + Penalty 217207.787379 = -378851548.067695 nChanged 349 Iteration 205Q (47719.940000 sec): 61 clusters Score: Raw -379068876.659949 + Penalty 217207.787379 = -378851668.872570 nChanged 334 Iteration 206Q (47752.040000 sec): 61 clusters Score: Raw -379068935.239286 + Penalty 217207.787379 = -378851727.451907 nChanged 288 Iteration 207Q (47784.130000 sec): 61 clusters Score: Raw -379068996.614223 + Penalty 217207.787379 = -378851788.826844 nChanged 253 Iteration 208Q (47816.220000 sec): 61 clusters Score: Raw -379069083.994341 + Penalty 217207.787379 = -378851876.206962 nChanged 253 Iteration 209Q (47848.310000 sec): 61 clusters Score: Raw -379069113.310630 + Penalty 217207.787379 = -378851905.523251 nChanged 249 Iteration 210Q (47880.390000 sec): 61 clusters Score: Raw -379069122.249480 + Penalty 217207.787379 = -378851914.462101 nChanged 233 Iteration 211Q (47912.490000 sec): 61 clusters Score: Raw -379069128.800854 + Penalty 217207.787379 = -378851921.013475 nChanged 217 Iteration 212Q (47944.560000 sec): 61 clusters Score: Raw -379069132.768136 + Penalty 217207.787379 = -378851924.980757 nChanged 190 Iteration 213Q (47976.640000 sec): 61 clusters Score: Raw -379069136.030384 + Penalty 217207.787379 = -378851928.243005 nChanged 216 Iteration 214Q (48008.720000 sec): 61 clusters Score: Raw -379069139.650768 + Penalty 217207.787379 = -378851931.863389 nChanged 206 Iteration 215Q (48040.850000 sec): 61 clusters Score: Raw -379069142.588698 + Penalty 217207.787379 = -378851934.801319 nChanged 174 Iteration 216Q (48073.020000 sec): 61 clusters Score: Raw -379069145.458473 + Penalty 217207.787379 = -378851937.671094 nChanged 183 Iteration 217Q (48105.160000 sec): 61 clusters Score: Raw -379069147.342690 + Penalty 217207.787379 = -378851939.555311 nChanged 143 Iteration 218Q (48137.300000 sec): 61 clusters Score: Raw -379069149.035104 + Penalty 217207.787379 = -378851941.247725 nChanged 164 Writing temp clu file Because OldScore, -378851939.555311, is greater than current (better) Score,-378851941.247725 Compute initial score before splitting: Score: Raw -379069149.035104 + Penalty 217207.787379 = -378851941.247725 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (71767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48137.900000 sec): 2 clusters Score: Raw -12137417.938622 + Penalty 2772.932650 = -12134645.005972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48138.190000 sec): 3 clusters Score: Raw -12091978.236978 + Penalty 5545.865300 = -12086432.371679 nChanged 33629 SP:Iteration 1F (48138.480000 sec): 3 clusters Score: Raw -12110972.137682 + Penalty 5545.865300 = -12105426.272382 nChanged 2585 SP:Iteration 2Q (48138.780000 sec): 3 clusters Score: Raw -12111646.448895 + Penalty 5545.865300 = -12106100.583596 nChanged 2663 SP:Iteration 3Q (48139.070000 sec): 3 clusters Score: Raw -12112462.029179 + Penalty 5545.865300 = -12106916.163880 nChanged 3028 SP:Iteration 4Q (48139.370000 sec): 3 clusters Score: Raw -12113625.642938 + Penalty 5545.865300 = -12108079.777638 nChanged 3721 SP:Iteration 5F (48139.660000 sec): 3 clusters Score: Raw -12115519.916518 + Penalty 5545.865300 = -12109974.051218 nChanged 4836 SP:Iteration 6F (48139.950000 sec): 3 clusters Score: Raw -12118740.189368 + Penalty 5545.865300 = -12113194.324068 nChanged 5866 SP:Iteration 7F (48140.240000 sec): 3 clusters Score: Raw -12123587.414404 + Penalty 5545.865300 = -12118041.549105 nChanged 5933 SP:Iteration 8F (48140.530000 sec): 3 clusters Score: Raw -12129302.028829 + Penalty 5545.865300 = -12123756.163530 nChanged 4611 SP:Iteration 9F (48140.820000 sec): 3 clusters Score: Raw -12133957.998450 + Penalty 5545.865300 = -12128412.133150 nChanged 2404 SP:Iteration 10Q (48141.090000 sec): 3 clusters Score: Raw -12136290.933914 + Penalty 5545.865300 = -12130745.068614 nChanged 880 SP:Iteration 11Q (48141.330000 sec): 3 clusters Score: Raw -12137130.389294 + Penalty 5545.865300 = -12131584.523995 nChanged 301 SP:Iteration 12Q (48141.540000 sec): 3 clusters Score: Raw -12137444.884506 + Penalty 5545.865300 = -12131899.019206 nChanged 91 SP:Iteration 13Q (48141.750000 sec): 3 clusters Score: Raw -12137552.254443 + Penalty 5545.865300 = -12132006.389143 nChanged 54 SP:Iteration 14Q (48141.950000 sec): 3 clusters Score: Raw -12137617.436498 + Penalty 5545.865300 = -12132071.571199 nChanged 23 SP:Iteration 15Q (48142.150000 sec): 3 clusters Score: Raw -12137648.036131 + Penalty 5545.865300 = -12132102.170831 nChanged 29 SP:Iteration 16Q (48142.370000 sec): 3 clusters Score: Raw -12137679.546847 + Penalty 5545.865300 = -12132133.681547 nChanged 14 SP:Iteration 17Q (48142.570000 sec): 3 clusters Score: Raw -12137697.184429 + Penalty 5545.865300 = -12132151.319129 nChanged 8 SP:Iteration 18Q (48142.770000 sec): 3 clusters Score: Raw -12137708.038769 + Penalty 5545.865300 = -12132162.173470 nChanged 6 SP:Iteration 19Q (48142.970000 sec): 3 clusters Score: Raw -12137715.836727 + Penalty 5545.865300 = -12132169.971428 nChanged 5 SP:Iteration 20F (48143.250000 sec): 3 clusters Score: Raw -12137721.188427 + Penalty 5545.865300 = -12132175.323127 nChanged 6 SP:Iteration 21Q (48143.450000 sec): 3 clusters Score: Raw -12137727.863359 + Penalty 5545.865300 = -12132181.998060 nChanged 1 SP:Iteration 22Q (48143.650000 sec): 3 clusters Score: Raw -12137728.599339 + Penalty 5545.865300 = -12132182.734040 nChanged 1 SP:Iteration 23Q (48143.850000 sec): 3 clusters Score: Raw -12137729.476736 + Penalty 5545.865300 = -12132183.611437 nChanged 1 SP:Iteration 24Q (48144.050000 sec): 3 clusters Score: Raw -12137731.088692 + Penalty 5545.865300 = -12132185.223392 nChanged 0 SP:Iteration 25F (48144.340000 sec): 3 clusters Score: Raw -12137731.088692 + Penalty 5545.865300 = -12132185.223392 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48144.370000 sec): 2 clusters Score: Raw -54798.775331 + Penalty 1454.884078 = -53343.891253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48144.370000 sec): 3 clusters Score: Raw -55001.926061 + Penalty 2909.768156 = -52092.157904 nChanged 45 SP:Iteration 1F (48144.370000 sec): 3 clusters Score: Raw -55100.784292 + Penalty 2909.768156 = -52191.016136 nChanged 15 SP:Iteration 2Q (48144.370000 sec): 3 clusters Score: Raw -55143.285640 + Penalty 2909.768156 = -52233.517484 nChanged 6 SP:Iteration 3Q (48144.370000 sec): 3 clusters Score: Raw -55155.282443 + Penalty 2909.768156 = -52245.514287 nChanged 4 SP:Iteration 4Q (48144.370000 sec): 3 clusters Score: Raw -55174.693947 + Penalty 2909.768156 = -52264.925791 nChanged 4 SP:Iteration 5Q (48144.370000 sec): 3 clusters Score: Raw -55195.169195 + Penalty 2909.768156 = -52285.401039 nChanged 0 SP:Iteration 6F (48144.380000 sec): 3 clusters Score: Raw -55195.169195 + Penalty 2909.768156 = -52285.401039 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48144.390000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48144.390000 sec): 3 clusters Score: Raw -203702.791558 + Penalty 3510.020292 = -200192.771265 nChanged 292 SP:Iteration 1F (48144.390000 sec): 3 clusters Score: Raw -203999.671123 + Penalty 3510.020292 = -200489.650831 nChanged 61 SP:Iteration 2F (48144.400000 sec): 3 clusters Score: Raw -204071.578682 + Penalty 3510.020292 = -200561.558390 nChanged 34 SP:Iteration 3Q (48144.400000 sec): 3 clusters Score: Raw -204116.530930 + Penalty 3510.020292 = -200606.510638 nChanged 26 SP:Iteration 4Q (48144.410000 sec): 3 clusters Score: Raw -204153.603089 + Penalty 3510.020292 = -200643.582797 nChanged 24 SP:Iteration 5Q (48144.410000 sec): 3 clusters Score: Raw -204178.625577 + Penalty 3510.020292 = -200668.605284 nChanged 17 SP:Iteration 6Q (48144.420000 sec): 3 clusters Score: Raw -204195.945082 + Penalty 3510.020292 = -200685.924790 nChanged 12 SP:Iteration 7Q (48144.420000 sec): 3 clusters Score: Raw -204210.808468 + Penalty 3510.020292 = -200700.788176 nChanged 14 SP:Iteration 8Q (48144.430000 sec): 3 clusters Score: Raw -204231.314760 + Penalty 3510.020292 = -200721.294468 nChanged 13 SP:Iteration 9Q (48144.430000 sec): 3 clusters Score: Raw -204250.020272 + Penalty 3510.020292 = -200739.999979 nChanged 10 SP:Iteration 10Q (48144.440000 sec): 3 clusters Score: Raw -204263.214751 + Penalty 3510.020292 = -200753.194458 nChanged 8 SP:Iteration 11Q (48144.440000 sec): 3 clusters Score: Raw -204275.925192 + Penalty 3510.020292 = -200765.904900 nChanged 12 SP:Iteration 12Q (48144.450000 sec): 3 clusters Score: Raw -204289.781819 + Penalty 3510.020292 = -200779.761527 nChanged 11 SP:Iteration 13Q (48144.450000 sec): 3 clusters Score: Raw -204309.520460 + Penalty 3510.020292 = -200799.500168 nChanged 12 SP:Iteration 14Q (48144.450000 sec): 3 clusters Score: Raw -204325.529443 + Penalty 3510.020292 = -200815.509150 nChanged 11 SP:Iteration 15Q (48144.460000 sec): 3 clusters Score: Raw -204341.342113 + Penalty 3510.020292 = -200831.321821 nChanged 12 SP:Iteration 16Q (48144.460000 sec): 3 clusters Score: Raw -204362.354944 + Penalty 3510.020292 = -200852.334652 nChanged 12 SP:Iteration 17Q (48144.470000 sec): 3 clusters Score: Raw -204396.339478 + Penalty 3510.020292 = -200886.319186 nChanged 23 SP:Iteration 18Q (48144.470000 sec): 3 clusters Score: Raw -204447.702564 + Penalty 3510.020292 = -200937.682272 nChanged 22 SP:Iteration 19Q (48144.480000 sec): 3 clusters Score: Raw -204495.349623 + Penalty 3510.020292 = -200985.329330 nChanged 24 SP:Iteration 20F (48144.480000 sec): 3 clusters Score: Raw -204547.621776 + Penalty 3510.020292 = -201037.601483 nChanged 26 SP:Iteration 21Q (48144.490000 sec): 3 clusters Score: Raw -204590.868695 + Penalty 3510.020292 = -201080.848402 nChanged 25 SP:Iteration 22Q (48144.490000 sec): 3 clusters Score: Raw -204632.092352 + Penalty 3510.020292 = -201122.072059 nChanged 23 SP:Iteration 23Q (48144.490000 sec): 3 clusters Score: Raw -204678.720773 + Penalty 3510.020292 = -201168.700481 nChanged 36 SP:Iteration 24Q (48144.500000 sec): 3 clusters Score: Raw -204755.065371 + Penalty 3510.020292 = -201245.045079 nChanged 32 SP:Iteration 25Q (48144.500000 sec): 3 clusters Score: Raw -204800.213388 + Penalty 3510.020292 = -201290.193095 nChanged 21 SP:Iteration 26Q (48144.510000 sec): 3 clusters Score: Raw -204824.839943 + Penalty 3510.020292 = -201314.819650 nChanged 17 SP:Iteration 27Q (48144.510000 sec): 3 clusters Score: Raw -204851.495700 + Penalty 3510.020292 = -201341.475408 nChanged 21 SP:Iteration 28Q (48144.510000 sec): 3 clusters Score: Raw -204890.737860 + Penalty 3510.020292 = -201380.717567 nChanged 26 SP:Iteration 29Q (48144.520000 sec): 3 clusters Score: Raw -204939.105510 + Penalty 3510.020292 = -201429.085218 nChanged 24 SP:Iteration 30Q (48144.520000 sec): 3 clusters Score: Raw -205011.611323 + Penalty 3510.020292 = -201501.591031 nChanged 30 SP:Iteration 31Q (48144.530000 sec): 3 clusters Score: Raw -205079.372217 + Penalty 3510.020292 = -201569.351925 nChanged 18 SP:Iteration 32Q (48144.530000 sec): 3 clusters Score: Raw -205114.681921 + Penalty 3510.020292 = -201604.661629 nChanged 10 SP:Iteration 33Q (48144.530000 sec): 3 clusters Score: Raw -205137.398368 + Penalty 3510.020292 = -201627.378076 nChanged 9 SP:Iteration 34Q (48144.540000 sec): 3 clusters Score: Raw -205150.103843 + Penalty 3510.020292 = -201640.083550 nChanged 4 SP:Iteration 35Q (48144.540000 sec): 3 clusters Score: Raw -205157.186262 + Penalty 3510.020292 = -201647.165970 nChanged 5 SP:Iteration 36Q (48144.550000 sec): 3 clusters Score: Raw -205165.143085 + Penalty 3510.020292 = -201655.122792 nChanged 3 SP:Iteration 37Q (48144.550000 sec): 3 clusters Score: Raw -205168.425387 + Penalty 3510.020292 = -201658.405095 nChanged 4 SP:Iteration 38Q (48144.550000 sec): 3 clusters Score: Raw -205173.581752 + Penalty 3510.020292 = -201663.561460 nChanged 4 SP:Iteration 39Q (48144.560000 sec): 3 clusters Score: Raw -205178.090536 + Penalty 3510.020292 = -201668.070243 nChanged 2 SP:Iteration 40F (48144.560000 sec): 3 clusters Score: Raw -205180.135115 + Penalty 3510.020292 = -201670.114822 nChanged 2 SP:Iteration 41Q (48144.570000 sec): 3 clusters Score: Raw -205181.228554 + Penalty 3510.020292 = -201671.208262 nChanged 1 SP:Iteration 42Q (48144.570000 sec): 3 clusters Score: Raw -205185.884474 + Penalty 3510.020292 = -201675.864182 nChanged 1 SP:Iteration 43Q (48144.570000 sec): 3 clusters Score: Raw -205187.665074 + Penalty 3510.020292 = -201677.644781 nChanged 1 SP:Iteration 44Q (48144.580000 sec): 3 clusters Score: Raw -205188.517224 + Penalty 3510.020292 = -201678.496932 nChanged 0 SP:Iteration 45F (48144.590000 sec): 3 clusters Score: Raw -205188.517224 + Penalty 3510.020292 = -201678.496932 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48144.670000 sec): 2 clusters Score: Raw -3921833.653763 + Penalty 2499.819362 = -3919333.834401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48144.770000 sec): 3 clusters Score: Raw -3907833.229137 + Penalty 4999.638725 = -3902833.590413 nChanged 10586 SP:Iteration 1F (48144.860000 sec): 3 clusters Score: Raw -3913640.450169 + Penalty 4999.638725 = -3908640.811444 nChanged 1273 SP:Iteration 2F (48144.950000 sec): 3 clusters Score: Raw -3914124.071832 + Penalty 4999.638725 = -3909124.433108 nChanged 1148 SP:Iteration 3Q (48145.050000 sec): 3 clusters Score: Raw -3914643.645829 + Penalty 4999.638725 = -3909644.007104 nChanged 1213 SP:Iteration 4F (48145.150000 sec): 3 clusters Score: Raw -3915320.690821 + Penalty 4999.638725 = -3910321.052096 nChanged 1346 SP:Iteration 5F (48145.240000 sec): 3 clusters Score: Raw -3916107.679989 + Penalty 4999.638725 = -3911108.041264 nChanged 1369 SP:Iteration 6F (48145.330000 sec): 3 clusters Score: Raw -3916969.648680 + Penalty 4999.638725 = -3911970.009956 nChanged 1302 SP:Iteration 7F (48145.430000 sec): 3 clusters Score: Raw -3917761.593146 + Penalty 4999.638725 = -3912761.954421 nChanged 1202 SP:Iteration 8F (48145.520000 sec): 3 clusters Score: Raw -3918418.470643 + Penalty 4999.638725 = -3913418.831918 nChanged 987 SP:Iteration 9Q (48145.620000 sec): 3 clusters Score: Raw -3918879.264630 + Penalty 4999.638725 = -3913879.625905 nChanged 801 SP:Iteration 10Q (48145.710000 sec): 3 clusters Score: Raw -3919199.198137 + Penalty 4999.638725 = -3914199.559412 nChanged 678 SP:Iteration 11Q (48145.810000 sec): 3 clusters Score: Raw -3919447.351064 + Penalty 4999.638725 = -3914447.712339 nChanged 551 SP:Iteration 12Q (48145.900000 sec): 3 clusters Score: Raw -3919654.888433 + Penalty 4999.638725 = -3914655.249708 nChanged 464 SP:Iteration 13Q (48145.990000 sec): 3 clusters Score: Raw -3919818.404489 + Penalty 4999.638725 = -3914818.765764 nChanged 385 SP:Iteration 14Q (48146.080000 sec): 3 clusters Score: Raw -3919957.190564 + Penalty 4999.638725 = -3914957.551840 nChanged 355 SP:Iteration 15Q (48146.170000 sec): 3 clusters Score: Raw -3920075.902050 + Penalty 4999.638725 = -3915076.263325 nChanged 309 SP:Iteration 16Q (48146.260000 sec): 3 clusters Score: Raw -3920191.027867 + Penalty 4999.638725 = -3915191.389143 nChanged 286 SP:Iteration 17Q (48146.350000 sec): 3 clusters Score: Raw -3920298.005441 + Penalty 4999.638725 = -3915298.366717 nChanged 299 SP:Iteration 18Q (48146.440000 sec): 3 clusters Score: Raw -3920408.642106 + Penalty 4999.638725 = -3915409.003381 nChanged 277 SP:Iteration 19Q (48146.530000 sec): 3 clusters Score: Raw -3920494.246691 + Penalty 4999.638725 = -3915494.607967 nChanged 229 SP:Iteration 20F (48146.630000 sec): 3 clusters Score: Raw -3920573.908536 + Penalty 4999.638725 = -3915574.269812 nChanged 258 SP:Iteration 21Q (48146.710000 sec): 3 clusters Score: Raw -3920667.014601 + Penalty 4999.638725 = -3915667.375876 nChanged 228 SP:Iteration 22Q (48146.800000 sec): 3 clusters Score: Raw -3920745.551905 + Penalty 4999.638725 = -3915745.913181 nChanged 224 SP:Iteration 23Q (48146.880000 sec): 3 clusters Score: Raw -3920828.406531 + Penalty 4999.638725 = -3915828.767807 nChanged 223 SP:Iteration 24Q (48146.970000 sec): 3 clusters Score: Raw -3920920.852375 + Penalty 4999.638725 = -3915921.213651 nChanged 236 SP:Iteration 25Q (48147.050000 sec): 3 clusters Score: Raw -3921013.683250 + Penalty 4999.638725 = -3916014.044526 nChanged 217 SP:Iteration 26Q (48147.130000 sec): 3 clusters Score: Raw -3921096.413089 + Penalty 4999.638725 = -3916096.774364 nChanged 221 SP:Iteration 27Q (48147.210000 sec): 3 clusters Score: Raw -3921175.385542 + Penalty 4999.638725 = -3916175.746818 nChanged 205 SP:Iteration 28Q (48147.290000 sec): 3 clusters Score: Raw -3921250.506898 + Penalty 4999.638725 = -3916250.868174 nChanged 204 SP:Iteration 29Q (48147.370000 sec): 3 clusters Score: Raw -3921326.397063 + Penalty 4999.638725 = -3916326.758338 nChanged 188 SP:Iteration 30Q (48147.450000 sec): 3 clusters Score: Raw -3921406.983349 + Penalty 4999.638725 = -3916407.344624 nChanged 191 SP:Iteration 31Q (48147.530000 sec): 3 clusters Score: Raw -3921493.414127 + Penalty 4999.638725 = -3916493.775402 nChanged 172 SP:Iteration 32Q (48147.610000 sec): 3 clusters Score: Raw -3921570.963379 + Penalty 4999.638725 = -3916571.324654 nChanged 164 SP:Iteration 33Q (48147.680000 sec): 3 clusters Score: Raw -3921645.892300 + Penalty 4999.638725 = -3916646.253576 nChanged 162 SP:Iteration 34Q (48147.760000 sec): 3 clusters Score: Raw -3921721.797278 + Penalty 4999.638725 = -3916722.158553 nChanged 140 SP:Iteration 35Q (48147.830000 sec): 3 clusters Score: Raw -3921790.530207 + Penalty 4999.638725 = -3916790.891482 nChanged 135 SP:Iteration 36Q (48147.910000 sec): 3 clusters Score: Raw -3921861.015366 + Penalty 4999.638725 = -3916861.376642 nChanged 110 SP:Iteration 37Q (48147.980000 sec): 3 clusters Score: Raw -3921906.278229 + Penalty 4999.638725 = -3916906.639505 nChanged 96 SP:Iteration 38Q (48148.050000 sec): 3 clusters Score: Raw -3921945.614544 + Penalty 4999.638725 = -3916945.975820 nChanged 89 SP:Iteration 39Q (48148.130000 sec): 3 clusters Score: Raw -3921988.809986 + Penalty 4999.638725 = -3916989.171261 nChanged 62 SP:Iteration 40F (48148.220000 sec): 3 clusters Score: Raw -3922015.986114 + Penalty 4999.638725 = -3917016.347389 nChanged 73 SP:Iteration 41Q (48148.300000 sec): 3 clusters Score: Raw -3922048.540307 + Penalty 4999.638725 = -3917048.901583 nChanged 58 SP:Iteration 42Q (48148.370000 sec): 3 clusters Score: Raw -3922074.588199 + Penalty 4999.638725 = -3917074.949475 nChanged 54 SP:Iteration 43Q (48148.440000 sec): 3 clusters Score: Raw -3922100.826731 + Penalty 4999.638725 = -3917101.188006 nChanged 53 SP:Iteration 44Q (48148.510000 sec): 3 clusters Score: Raw -3922121.531898 + Penalty 4999.638725 = -3917121.893173 nChanged 41 SP:Iteration 45Q (48148.590000 sec): 3 clusters Score: Raw -3922137.073239 + Penalty 4999.638725 = -3917137.434514 nChanged 36 SP:Iteration 46Q (48148.660000 sec): 3 clusters Score: Raw -3922152.782229 + Penalty 4999.638725 = -3917153.143505 nChanged 35 SP:Iteration 47Q (48148.730000 sec): 3 clusters Score: Raw -3922167.685073 + Penalty 4999.638725 = -3917168.046348 nChanged 34 SP:Iteration 48Q (48148.800000 sec): 3 clusters Score: Raw -3922181.937453 + Penalty 4999.638725 = -3917182.298728 nChanged 33 SP:Iteration 49Q (48148.870000 sec): 3 clusters Score: Raw -3922198.154627 + Penalty 4999.638725 = -3917198.515902 nChanged 28 SP:Iteration 50Q (48148.950000 sec): 3 clusters Score: Raw -3922211.149429 + Penalty 4999.638725 = -3917211.510705 nChanged 16 SP:Iteration 51Q (48149.020000 sec): 3 clusters Score: Raw -3922218.367731 + Penalty 4999.638725 = -3917218.729007 nChanged 12 SP:Iteration 52Q (48149.090000 sec): 3 clusters Score: Raw -3922223.283624 + Penalty 4999.638725 = -3917223.644899 nChanged 9 SP:Iteration 53Q (48149.160000 sec): 3 clusters Score: Raw -3922226.953333 + Penalty 4999.638725 = -3917227.314608 nChanged 12 SP:Iteration 54Q (48149.230000 sec): 3 clusters Score: Raw -3922230.368419 + Penalty 4999.638725 = -3917230.729695 nChanged 5 SP:Iteration 55Q (48149.300000 sec): 3 clusters Score: Raw -3922232.099081 + Penalty 4999.638725 = -3917232.460357 nChanged 6 SP:Iteration 56Q (48149.370000 sec): 3 clusters Score: Raw -3922235.386626 + Penalty 4999.638725 = -3917235.747901 nChanged 12 SP:Iteration 57Q (48149.440000 sec): 3 clusters Score: Raw -3922240.014073 + Penalty 4999.638725 = -3917240.375349 nChanged 4 SP:Iteration 58Q (48149.510000 sec): 3 clusters Score: Raw -3922242.160658 + Penalty 4999.638725 = -3917242.521933 nChanged 8 SP:Iteration 59Q (48149.590000 sec): 3 clusters Score: Raw -3922245.952712 + Penalty 4999.638725 = -3917246.313988 nChanged 9 SP:Iteration 60F (48149.680000 sec): 3 clusters Score: Raw -3922250.782396 + Penalty 4999.638725 = -3917251.143672 nChanged 10 SP:Iteration 61Q (48149.750000 sec): 3 clusters Score: Raw -3922256.882168 + Penalty 4999.638725 = -3917257.243443 nChanged 15 SP:Iteration 62Q (48149.820000 sec): 3 clusters Score: Raw -3922262.735165 + Penalty 4999.638725 = -3917263.096441 nChanged 11 SP:Iteration 63Q (48149.890000 sec): 3 clusters Score: Raw -3922267.601642 + Penalty 4999.638725 = -3917267.962917 nChanged 8 SP:Iteration 64Q (48149.960000 sec): 3 clusters Score: Raw -3922271.757669 + Penalty 4999.638725 = -3917272.118944 nChanged 9 SP:Iteration 65Q (48150.030000 sec): 3 clusters Score: Raw -3922275.819402 + Penalty 4999.638725 = -3917276.180677 nChanged 7 SP:Iteration 66Q (48150.100000 sec): 3 clusters Score: Raw -3922279.387578 + Penalty 4999.638725 = -3917279.748853 nChanged 13 SP:Iteration 67Q (48150.170000 sec): 3 clusters Score: Raw -3922285.050042 + Penalty 4999.638725 = -3917285.411317 nChanged 12 SP:Iteration 68Q (48150.250000 sec): 3 clusters Score: Raw -3922290.309062 + Penalty 4999.638725 = -3917290.670337 nChanged 15 SP:Iteration 69Q (48150.310000 sec): 3 clusters Score: Raw -3922297.717658 + Penalty 4999.638725 = -3917298.078933 nChanged 14 SP:Iteration 70Q (48150.390000 sec): 3 clusters Score: Raw -3922303.814942 + Penalty 4999.638725 = -3917304.176218 nChanged 10 SP:Iteration 71Q (48150.450000 sec): 3 clusters Score: Raw -3922309.583970 + Penalty 4999.638725 = -3917309.945245 nChanged 9 SP:Iteration 72Q (48150.530000 sec): 3 clusters Score: Raw -3922316.298710 + Penalty 4999.638725 = -3917316.659985 nChanged 10 SP:Iteration 73Q (48150.590000 sec): 3 clusters Score: Raw -3922320.842368 + Penalty 4999.638725 = -3917321.203643 nChanged 11 SP:Iteration 74Q (48150.670000 sec): 3 clusters Score: Raw -3922325.819807 + Penalty 4999.638725 = -3917326.181082 nChanged 7 SP:Iteration 75Q (48150.730000 sec): 3 clusters Score: Raw -3922329.393277 + Penalty 4999.638725 = -3917329.754552 nChanged 7 SP:Iteration 76Q (48150.800000 sec): 3 clusters Score: Raw -3922333.184482 + Penalty 4999.638725 = -3917333.545758 nChanged 5 SP:Iteration 77Q (48150.870000 sec): 3 clusters Score: Raw -3922336.469396 + Penalty 4999.638725 = -3917336.830671 nChanged 5 SP:Iteration 78Q (48150.940000 sec): 3 clusters Score: Raw -3922338.244114 + Penalty 4999.638725 = -3917338.605389 nChanged 1 SP:Iteration 79Q (48151.010000 sec): 3 clusters Score: Raw -3922338.684748 + Penalty 4999.638725 = -3917339.046023 nChanged 1 SP:Iteration 80F (48151.100000 sec): 3 clusters Score: Raw -3922339.079644 + Penalty 4999.638725 = -3917339.440919 nChanged 1 SP:Iteration 81Q (48151.170000 sec): 3 clusters Score: Raw -3922339.610141 + Penalty 4999.638725 = -3917339.971416 nChanged 0 SP:Iteration 82F (48151.270000 sec): 3 clusters Score: Raw -3922339.610141 + Penalty 4999.638725 = -3917339.971416 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48151.290000 sec): 2 clusters Score: Raw -371623.649372 + Penalty 1921.404016 = -369702.245356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48151.300000 sec): 3 clusters Score: Raw -370731.712960 + Penalty 3842.808032 = -366888.904928 nChanged 776 SP:Iteration 1F (48151.310000 sec): 3 clusters Score: Raw -371319.895523 + Penalty 3842.808032 = -367477.087491 nChanged 191 SP:Iteration 2F (48151.320000 sec): 3 clusters Score: Raw -371532.219562 + Penalty 3842.808032 = -367689.411530 nChanged 154 SP:Iteration 3F (48151.330000 sec): 3 clusters Score: Raw -371765.824006 + Penalty 3842.808032 = -367923.015974 nChanged 147 SP:Iteration 4F (48151.340000 sec): 3 clusters Score: Raw -372016.324082 + Penalty 3842.808032 = -368173.516050 nChanged 132 SP:Iteration 5F (48151.350000 sec): 3 clusters Score: Raw -372272.490288 + Penalty 3842.808032 = -368429.682256 nChanged 121 SP:Iteration 6F (48151.360000 sec): 3 clusters Score: Raw -372520.921849 + Penalty 3842.808032 = -368678.113817 nChanged 116 SP:Iteration 7F (48151.360000 sec): 3 clusters Score: Raw -372704.527531 + Penalty 3842.808032 = -368861.719499 nChanged 95 SP:Iteration 8Q (48151.370000 sec): 3 clusters Score: Raw -372844.267093 + Penalty 3842.808032 = -369001.459061 nChanged 76 SP:Iteration 9Q (48151.380000 sec): 3 clusters Score: Raw -372927.672402 + Penalty 3842.808032 = -369084.864370 nChanged 57 SP:Iteration 10Q (48151.390000 sec): 3 clusters Score: Raw -372997.816239 + Penalty 3842.808032 = -369155.008207 nChanged 55 SP:Iteration 11Q (48151.400000 sec): 3 clusters Score: Raw -373056.636287 + Penalty 3842.808032 = -369213.828255 nChanged 49 SP:Iteration 12Q (48151.400000 sec): 3 clusters Score: Raw -373117.416698 + Penalty 3842.808032 = -369274.608666 nChanged 39 SP:Iteration 13Q (48151.410000 sec): 3 clusters Score: Raw -373154.706931 + Penalty 3842.808032 = -369311.898899 nChanged 28 SP:Iteration 14Q (48151.420000 sec): 3 clusters Score: Raw -373180.391628 + Penalty 3842.808032 = -369337.583596 nChanged 21 SP:Iteration 15Q (48151.430000 sec): 3 clusters Score: Raw -373199.461977 + Penalty 3842.808032 = -369356.653945 nChanged 17 SP:Iteration 16Q (48151.440000 sec): 3 clusters Score: Raw -373213.910638 + Penalty 3842.808032 = -369371.102606 nChanged 14 SP:Iteration 17Q (48151.440000 sec): 3 clusters Score: Raw -373224.604900 + Penalty 3842.808032 = -369381.796868 nChanged 12 SP:Iteration 18Q (48151.450000 sec): 3 clusters Score: Raw -373232.201143 + Penalty 3842.808032 = -369389.393111 nChanged 5 SP:Iteration 19Q (48151.460000 sec): 3 clusters Score: Raw -373234.485926 + Penalty 3842.808032 = -369391.677894 nChanged 4 SP:Iteration 20F (48151.470000 sec): 3 clusters Score: Raw -373236.101408 + Penalty 3842.808032 = -369393.293376 nChanged 3 SP:Iteration 21Q (48151.480000 sec): 3 clusters Score: Raw -373237.256739 + Penalty 3842.808032 = -369394.448708 nChanged 1 SP:Iteration 22Q (48151.480000 sec): 3 clusters Score: Raw -373237.552993 + Penalty 3842.808032 = -369394.744961 nChanged 0 SP:Iteration 23F (48151.490000 sec): 3 clusters Score: Raw -373237.552993 + Penalty 3842.808032 = -369394.744961 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48151.510000 sec): 2 clusters Score: Raw -549221.926186 + Penalty 2016.838343 = -547205.087842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48151.520000 sec): 3 clusters Score: Raw -547708.245368 + Penalty 4033.676687 = -543674.568682 nChanged 1235 SP:Iteration 1F (48151.540000 sec): 3 clusters Score: Raw -548517.412967 + Penalty 4033.676687 = -544483.736280 nChanged 280 SP:Iteration 2F (48151.550000 sec): 3 clusters Score: Raw -548836.409858 + Penalty 4033.676687 = -544802.733171 nChanged 243 SP:Iteration 3F (48151.560000 sec): 3 clusters Score: Raw -549136.256148 + Penalty 4033.676687 = -545102.579461 nChanged 237 SP:Iteration 4F (48151.580000 sec): 3 clusters Score: Raw -549396.805792 + Penalty 4033.676687 = -545363.129106 nChanged 200 SP:Iteration 5F (48151.590000 sec): 3 clusters Score: Raw -549586.108595 + Penalty 4033.676687 = -545552.431909 nChanged 164 SP:Iteration 6Q (48151.600000 sec): 3 clusters Score: Raw -549738.041735 + Penalty 4033.676687 = -545704.365049 nChanged 140 SP:Iteration 7Q (48151.620000 sec): 3 clusters Score: Raw -549857.990433 + Penalty 4033.676687 = -545824.313747 nChanged 117 SP:Iteration 8Q (48151.630000 sec): 3 clusters Score: Raw -549954.073781 + Penalty 4033.676687 = -545920.397094 nChanged 83 SP:Iteration 9Q (48151.640000 sec): 3 clusters Score: Raw -550017.818394 + Penalty 4033.676687 = -545984.141708 nChanged 72 SP:Iteration 10Q (48151.660000 sec): 3 clusters Score: Raw -550081.080182 + Penalty 4033.676687 = -546047.403495 nChanged 48 SP:Iteration 11Q (48151.670000 sec): 3 clusters Score: Raw -550113.149531 + Penalty 4033.676687 = -546079.472844 nChanged 32 SP:Iteration 12Q (48151.680000 sec): 3 clusters Score: Raw -550138.630882 + Penalty 4033.676687 = -546104.954196 nChanged 33 SP:Iteration 13Q (48151.700000 sec): 3 clusters Score: Raw -550160.834499 + Penalty 4033.676687 = -546127.157812 nChanged 26 SP:Iteration 14Q (48151.710000 sec): 3 clusters Score: Raw -550178.032205 + Penalty 4033.676687 = -546144.355518 nChanged 23 SP:Iteration 15Q (48151.720000 sec): 3 clusters Score: Raw -550196.559881 + Penalty 4033.676687 = -546162.883194 nChanged 20 SP:Iteration 16Q (48151.730000 sec): 3 clusters Score: Raw -550213.649917 + Penalty 4033.676687 = -546179.973230 nChanged 15 SP:Iteration 17Q (48151.740000 sec): 3 clusters Score: Raw -550225.634137 + Penalty 4033.676687 = -546191.957451 nChanged 12 SP:Iteration 18Q (48151.760000 sec): 3 clusters Score: Raw -550232.767786 + Penalty 4033.676687 = -546199.091099 nChanged 14 SP:Iteration 19Q (48151.770000 sec): 3 clusters Score: Raw -550243.845094 + Penalty 4033.676687 = -546210.168407 nChanged 10 SP:Iteration 20F (48151.780000 sec): 3 clusters Score: Raw -550250.530744 + Penalty 4033.676687 = -546216.854057 nChanged 6 SP:Iteration 21Q (48151.800000 sec): 3 clusters Score: Raw -550255.460540 + Penalty 4033.676687 = -546221.783853 nChanged 5 SP:Iteration 22Q (48151.810000 sec): 3 clusters Score: Raw -550258.361285 + Penalty 4033.676687 = -546224.684599 nChanged 2 SP:Iteration 23Q (48151.820000 sec): 3 clusters Score: Raw -550259.150465 + Penalty 4033.676687 = -546225.473779 nChanged 3 SP:Iteration 24Q (48151.830000 sec): 3 clusters Score: Raw -550261.653312 + Penalty 4033.676687 = -546227.976625 nChanged 4 SP:Iteration 25Q (48151.850000 sec): 3 clusters Score: Raw -550263.467084 + Penalty 4033.676687 = -546229.790397 nChanged 2 SP:Iteration 26Q (48151.860000 sec): 3 clusters Score: Raw -550263.959513 + Penalty 4033.676687 = -546230.282826 nChanged 0 SP:Iteration 27F (48151.870000 sec): 3 clusters Score: Raw -550263.959513 + Penalty 4033.676687 = -546230.282826 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48151.910000 sec): 2 clusters Score: Raw -1724406.063210 + Penalty 2273.988886 = -1722132.074325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48151.950000 sec): 3 clusters Score: Raw -1719257.531091 + Penalty 4547.977771 = -1714709.553320 nChanged 3960 SP:Iteration 1F (48151.980000 sec): 3 clusters Score: Raw -1721350.031562 + Penalty 4547.977771 = -1716802.053791 nChanged 623 SP:Iteration 2F (48152.020000 sec): 3 clusters Score: Raw -1721627.527969 + Penalty 4547.977771 = -1717079.550198 nChanged 459 SP:Iteration 3Q (48152.060000 sec): 3 clusters Score: Raw -1721841.219403 + Penalty 4547.977771 = -1717293.241632 nChanged 393 SP:Iteration 4Q (48152.100000 sec): 3 clusters Score: Raw -1722013.989160 + Penalty 4547.977771 = -1717466.011389 nChanged 354 SP:Iteration 5Q (48152.140000 sec): 3 clusters Score: Raw -1722165.800461 + Penalty 4547.977771 = -1717617.822690 nChanged 333 SP:Iteration 6Q (48152.180000 sec): 3 clusters Score: Raw -1722317.490022 + Penalty 4547.977771 = -1717769.512251 nChanged 348 SP:Iteration 7Q (48152.210000 sec): 3 clusters Score: Raw -1722467.528138 + Penalty 4547.977771 = -1717919.550367 nChanged 328 SP:Iteration 8Q (48152.250000 sec): 3 clusters Score: Raw -1722628.279899 + Penalty 4547.977771 = -1718080.302128 nChanged 352 SP:Iteration 9Q (48152.290000 sec): 3 clusters Score: Raw -1722825.732787 + Penalty 4547.977771 = -1718277.755016 nChanged 381 SP:Iteration 10Q (48152.330000 sec): 3 clusters Score: Raw -1723060.501624 + Penalty 4547.977771 = -1718512.523853 nChanged 393 SP:Iteration 11Q (48152.360000 sec): 3 clusters Score: Raw -1723327.037303 + Penalty 4547.977771 = -1718779.059532 nChanged 367 SP:Iteration 12Q (48152.400000 sec): 3 clusters Score: Raw -1723594.072648 + Penalty 4547.977771 = -1719046.094877 nChanged 356 SP:Iteration 13Q (48152.440000 sec): 3 clusters Score: Raw -1723882.214763 + Penalty 4547.977771 = -1719334.236992 nChanged 312 SP:Iteration 14Q (48152.480000 sec): 3 clusters Score: Raw -1724152.565431 + Penalty 4547.977771 = -1719604.587659 nChanged 253 SP:Iteration 15Q (48152.520000 sec): 3 clusters Score: Raw -1724391.338230 + Penalty 4547.977771 = -1719843.360459 nChanged 182 SP:Iteration 16Q (48152.540000 sec): 3 clusters Score: Raw -1724569.415446 + Penalty 4547.977771 = -1720021.437675 nChanged 140 SP:Iteration 17Q (48152.580000 sec): 3 clusters Score: Raw -1724676.063740 + Penalty 4547.977771 = -1720128.085969 nChanged 97 SP:Iteration 18Q (48152.610000 sec): 3 clusters Score: Raw -1724741.669397 + Penalty 4547.977771 = -1720193.691626 nChanged 53 SP:Iteration 19Q (48152.640000 sec): 3 clusters Score: Raw -1724772.102500 + Penalty 4547.977771 = -1720224.124729 nChanged 36 SP:Iteration 20F (48152.680000 sec): 3 clusters Score: Raw -1724789.594911 + Penalty 4547.977771 = -1720241.617140 nChanged 23 SP:Iteration 21Q (48152.710000 sec): 3 clusters Score: Raw -1724799.098648 + Penalty 4547.977771 = -1720251.120877 nChanged 13 SP:Iteration 22Q (48152.740000 sec): 3 clusters Score: Raw -1724804.371333 + Penalty 4547.977771 = -1720256.393562 nChanged 15 SP:Iteration 23Q (48152.770000 sec): 3 clusters Score: Raw -1724810.372444 + Penalty 4547.977771 = -1720262.394673 nChanged 11 SP:Iteration 24Q (48152.800000 sec): 3 clusters Score: Raw -1724814.239474 + Penalty 4547.977771 = -1720266.261703 nChanged 12 SP:Iteration 25Q (48152.830000 sec): 3 clusters Score: Raw -1724817.476088 + Penalty 4547.977771 = -1720269.498317 nChanged 6 SP:Iteration 26Q (48152.860000 sec): 3 clusters Score: Raw -1724819.097689 + Penalty 4547.977771 = -1720271.119918 nChanged 3 SP:Iteration 27Q (48152.890000 sec): 3 clusters Score: Raw -1724820.147631 + Penalty 4547.977771 = -1720272.169860 nChanged 0 SP:Iteration 28F (48152.930000 sec): 3 clusters Score: Raw -1724820.147631 + Penalty 4547.977771 = -1720272.169860 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (38151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48153.060000 sec): 2 clusters Score: Raw -6643894.446705 + Penalty 2616.228198 = -6641278.218508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48153.220000 sec): 3 clusters Score: Raw -6620610.645028 + Penalty 5232.456395 = -6615378.188633 nChanged 17497 SP:Iteration 1F (48153.370000 sec): 3 clusters Score: Raw -6630054.023983 + Penalty 5232.456395 = -6624821.567587 nChanged 1722 SP:Iteration 2Q (48153.520000 sec): 3 clusters Score: Raw -6630575.110081 + Penalty 5232.456395 = -6625342.653686 nChanged 1596 SP:Iteration 3Q (48153.680000 sec): 3 clusters Score: Raw -6631055.267424 + Penalty 5232.456395 = -6625822.811029 nChanged 1595 SP:Iteration 4Q (48153.840000 sec): 3 clusters Score: Raw -6631595.391740 + Penalty 5232.456395 = -6626362.935345 nChanged 1701 SP:Iteration 5Q (48153.990000 sec): 3 clusters Score: Raw -6632286.144976 + Penalty 5232.456395 = -6627053.688581 nChanged 1947 SP:Iteration 6F (48154.140000 sec): 3 clusters Score: Raw -6633257.371002 + Penalty 5232.456395 = -6628024.914606 nChanged 2273 SP:Iteration 7F (48154.300000 sec): 3 clusters Score: Raw -6634687.782310 + Penalty 5232.456395 = -6629455.325915 nChanged 2673 SP:Iteration 8F (48154.450000 sec): 3 clusters Score: Raw -6636773.216909 + Penalty 5232.456395 = -6631540.760514 nChanged 2797 SP:Iteration 9F (48154.600000 sec): 3 clusters Score: Raw -6639313.068313 + Penalty 5232.456395 = -6634080.611918 nChanged 2371 SP:Iteration 10F (48154.750000 sec): 3 clusters Score: Raw -6641633.233426 + Penalty 5232.456395 = -6636400.777030 nChanged 1498 SP:Iteration 11Q (48154.900000 sec): 3 clusters Score: Raw -6643109.630487 + Penalty 5232.456395 = -6637877.174092 nChanged 613 SP:Iteration 12Q (48155.040000 sec): 3 clusters Score: Raw -6643734.311983 + Penalty 5232.456395 = -6638501.855587 nChanged 194 SP:Iteration 13Q (48155.160000 sec): 3 clusters Score: Raw -6643970.866924 + Penalty 5232.456395 = -6638738.410528 nChanged 62 SP:Iteration 14Q (48155.270000 sec): 3 clusters Score: Raw -6644071.104877 + Penalty 5232.456395 = -6638838.648481 nChanged 28 SP:Iteration 15Q (48155.380000 sec): 3 clusters Score: Raw -6644121.369593 + Penalty 5232.456395 = -6638888.913198 nChanged 15 SP:Iteration 16Q (48155.480000 sec): 3 clusters Score: Raw -6644154.670923 + Penalty 5232.456395 = -6638922.214528 nChanged 13 SP:Iteration 17Q (48155.590000 sec): 3 clusters Score: Raw -6644177.428781 + Penalty 5232.456395 = -6638944.972385 nChanged 6 SP:Iteration 18Q (48155.700000 sec): 3 clusters Score: Raw -6644188.760888 + Penalty 5232.456395 = -6638956.304493 nChanged 4 SP:Iteration 19Q (48155.800000 sec): 3 clusters Score: Raw -6644195.287346 + Penalty 5232.456395 = -6638962.830951 nChanged 2 SP:Iteration 20F (48155.950000 sec): 3 clusters Score: Raw -6644198.327544 + Penalty 5232.456395 = -6638965.871148 nChanged 1 SP:Iteration 21Q (48156.060000 sec): 3 clusters Score: Raw -6644198.855350 + Penalty 5232.456395 = -6638966.398955 nChanged 0 SP:Iteration 22F (48156.210000 sec): 3 clusters Score: Raw -6644198.855350 + Penalty 5232.456395 = -6638966.398955 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48156.260000 sec): 2 clusters Score: Raw -2012327.600171 + Penalty 2324.728131 = -2010002.872040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48156.310000 sec): 3 clusters Score: Raw -2005885.276774 + Penalty 4649.456263 = -2001235.820511 nChanged 4906 SP:Iteration 1F (48156.350000 sec): 3 clusters Score: Raw -2008457.219173 + Penalty 4649.456263 = -2003807.762910 nChanged 697 SP:Iteration 2F (48156.400000 sec): 3 clusters Score: Raw -2008740.347070 + Penalty 4649.456263 = -2004090.890807 nChanged 560 SP:Iteration 3Q (48156.450000 sec): 3 clusters Score: Raw -2008965.093561 + Penalty 4649.456263 = -2004315.637298 nChanged 498 SP:Iteration 4Q (48156.490000 sec): 3 clusters Score: Raw -2009170.758351 + Penalty 4649.456263 = -2004521.302088 nChanged 491 SP:Iteration 5Q (48156.540000 sec): 3 clusters Score: Raw -2009401.986344 + Penalty 4649.456263 = -2004752.530081 nChanged 532 SP:Iteration 6Q (48156.590000 sec): 3 clusters Score: Raw -2009686.006913 + Penalty 4649.456263 = -2005036.550650 nChanged 598 SP:Iteration 7F (48156.630000 sec): 3 clusters Score: Raw -2010064.127358 + Penalty 4649.456263 = -2005414.671095 nChanged 590 SP:Iteration 8F (48156.680000 sec): 3 clusters Score: Raw -2010481.702779 + Penalty 4649.456263 = -2005832.246516 nChanged 623 SP:Iteration 9F (48156.720000 sec): 3 clusters Score: Raw -2010944.885141 + Penalty 4649.456263 = -2006295.428878 nChanged 554 SP:Iteration 10Q (48156.770000 sec): 3 clusters Score: Raw -2011340.765663 + Penalty 4649.456263 = -2006691.309400 nChanged 464 SP:Iteration 11Q (48156.820000 sec): 3 clusters Score: Raw -2011655.937134 + Penalty 4649.456263 = -2007006.480871 nChanged 362 SP:Iteration 12Q (48156.860000 sec): 3 clusters Score: Raw -2011887.378526 + Penalty 4649.456263 = -2007237.922263 nChanged 276 SP:Iteration 13Q (48156.910000 sec): 3 clusters Score: Raw -2012074.312284 + Penalty 4649.456263 = -2007424.856021 nChanged 243 SP:Iteration 14Q (48156.950000 sec): 3 clusters Score: Raw -2012219.789876 + Penalty 4649.456263 = -2007570.333613 nChanged 177 SP:Iteration 15Q (48157.000000 sec): 3 clusters Score: Raw -2012316.026592 + Penalty 4649.456263 = -2007666.570329 nChanged 136 SP:Iteration 16Q (48157.040000 sec): 3 clusters Score: Raw -2012397.399259 + Penalty 4649.456263 = -2007747.942996 nChanged 111 SP:Iteration 17Q (48157.090000 sec): 3 clusters Score: Raw -2012458.257410 + Penalty 4649.456263 = -2007808.801147 nChanged 82 SP:Iteration 18Q (48157.130000 sec): 3 clusters Score: Raw -2012497.565717 + Penalty 4649.456263 = -2007848.109454 nChanged 58 SP:Iteration 19Q (48157.170000 sec): 3 clusters Score: Raw -2012526.886774 + Penalty 4649.456263 = -2007877.430511 nChanged 49 SP:Iteration 20F (48157.220000 sec): 3 clusters Score: Raw -2012553.124579 + Penalty 4649.456263 = -2007903.668316 nChanged 55 SP:Iteration 21Q (48157.260000 sec): 3 clusters Score: Raw -2012584.996256 + Penalty 4649.456263 = -2007935.539993 nChanged 40 SP:Iteration 22Q (48157.300000 sec): 3 clusters Score: Raw -2012604.293243 + Penalty 4649.456263 = -2007954.836980 nChanged 39 SP:Iteration 23Q (48157.340000 sec): 3 clusters Score: Raw -2012623.832423 + Penalty 4649.456263 = -2007974.376160 nChanged 28 SP:Iteration 24Q (48157.380000 sec): 3 clusters Score: Raw -2012640.960092 + Penalty 4649.456263 = -2007991.503830 nChanged 22 SP:Iteration 25Q (48157.420000 sec): 3 clusters Score: Raw -2012653.324285 + Penalty 4649.456263 = -2008003.868022 nChanged 20 SP:Iteration 26Q (48157.460000 sec): 3 clusters Score: Raw -2012663.771776 + Penalty 4649.456263 = -2008014.315513 nChanged 16 SP:Iteration 27Q (48157.510000 sec): 3 clusters Score: Raw -2012671.701679 + Penalty 4649.456263 = -2008022.245416 nChanged 11 SP:Iteration 28Q (48157.550000 sec): 3 clusters Score: Raw -2012678.190940 + Penalty 4649.456263 = -2008028.734677 nChanged 13 SP:Iteration 29Q (48157.590000 sec): 3 clusters Score: Raw -2012684.805604 + Penalty 4649.456263 = -2008035.349341 nChanged 2 SP:Iteration 30Q (48157.630000 sec): 3 clusters Score: Raw -2012685.754696 + Penalty 4649.456263 = -2008036.298434 nChanged 4 SP:Iteration 31Q (48157.670000 sec): 3 clusters Score: Raw -2012688.529681 + Penalty 4649.456263 = -2008039.073418 nChanged 9 SP:Iteration 32Q (48157.710000 sec): 3 clusters Score: Raw -2012694.916153 + Penalty 4649.456263 = -2008045.459890 nChanged 10 SP:Iteration 33Q (48157.750000 sec): 3 clusters Score: Raw -2012699.596975 + Penalty 4649.456263 = -2008050.140712 nChanged 8 SP:Iteration 34Q (48157.790000 sec): 3 clusters Score: Raw -2012703.571212 + Penalty 4649.456263 = -2008054.114949 nChanged 7 SP:Iteration 35Q (48157.830000 sec): 3 clusters Score: Raw -2012708.002785 + Penalty 4649.456263 = -2008058.546523 nChanged 4 SP:Iteration 36Q (48157.870000 sec): 3 clusters Score: Raw -2012709.789888 + Penalty 4649.456263 = -2008060.333625 nChanged 2 SP:Iteration 37Q (48157.910000 sec): 3 clusters Score: Raw -2012710.595993 + Penalty 4649.456263 = -2008061.139730 nChanged 3 SP:Iteration 38Q (48157.950000 sec): 3 clusters Score: Raw -2012713.086257 + Penalty 4649.456263 = -2008063.629994 nChanged 5 SP:Iteration 39Q (48157.990000 sec): 3 clusters Score: Raw -2012716.956752 + Penalty 4649.456263 = -2008067.500489 nChanged 7 SP:Iteration 40F (48158.030000 sec): 3 clusters Score: Raw -2012720.467696 + Penalty 4649.456263 = -2008071.011433 nChanged 3 SP:Iteration 41Q (48158.070000 sec): 3 clusters Score: Raw -2012722.168751 + Penalty 4649.456263 = -2008072.712488 nChanged 3 SP:Iteration 42Q (48158.110000 sec): 3 clusters Score: Raw -2012723.684820 + Penalty 4649.456263 = -2008074.228557 nChanged 3 SP:Iteration 43Q (48158.150000 sec): 3 clusters Score: Raw -2012725.040501 + Penalty 4649.456263 = -2008075.584238 nChanged 0 SP:Iteration 44F (48158.200000 sec): 3 clusters Score: Raw -2012725.040501 + Penalty 4649.456263 = -2008075.584238 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48158.220000 sec): 2 clusters Score: Raw -797109.536899 + Penalty 2102.810816 = -795006.726083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48158.240000 sec): 3 clusters Score: Raw -794860.327742 + Penalty 4205.621631 = -790654.706111 nChanged 1831 SP:Iteration 1F (48158.260000 sec): 3 clusters Score: Raw -796095.834974 + Penalty 4205.621631 = -791890.213342 nChanged 432 SP:Iteration 2F (48158.280000 sec): 3 clusters Score: Raw -796543.384712 + Penalty 4205.621631 = -792337.763081 nChanged 369 SP:Iteration 3F (48158.300000 sec): 3 clusters Score: Raw -796917.094267 + Penalty 4205.621631 = -792711.472636 nChanged 306 SP:Iteration 4F (48158.320000 sec): 3 clusters Score: Raw -797223.497869 + Penalty 4205.621631 = -793017.876238 nChanged 293 SP:Iteration 5F (48158.340000 sec): 3 clusters Score: Raw -797475.472351 + Penalty 4205.621631 = -793269.850720 nChanged 230 SP:Iteration 6Q (48158.360000 sec): 3 clusters Score: Raw -797641.813904 + Penalty 4205.621631 = -793436.192273 nChanged 153 SP:Iteration 7Q (48158.370000 sec): 3 clusters Score: Raw -797741.447371 + Penalty 4205.621631 = -793535.825740 nChanged 112 SP:Iteration 8Q (48158.390000 sec): 3 clusters Score: Raw -797797.379868 + Penalty 4205.621631 = -793591.758237 nChanged 82 SP:Iteration 9Q (48158.410000 sec): 3 clusters Score: Raw -797839.094372 + Penalty 4205.621631 = -793633.472741 nChanged 79 SP:Iteration 10Q (48158.430000 sec): 3 clusters Score: Raw -797874.765634 + Penalty 4205.621631 = -793669.144003 nChanged 60 SP:Iteration 11Q (48158.440000 sec): 3 clusters Score: Raw -797901.035169 + Penalty 4205.621631 = -793695.413538 nChanged 48 SP:Iteration 12Q (48158.460000 sec): 3 clusters Score: Raw -797925.021324 + Penalty 4205.621631 = -793719.399693 nChanged 48 SP:Iteration 13Q (48158.480000 sec): 3 clusters Score: Raw -797948.727420 + Penalty 4205.621631 = -793743.105789 nChanged 43 SP:Iteration 14Q (48158.500000 sec): 3 clusters Score: Raw -797961.635944 + Penalty 4205.621631 = -793756.014313 nChanged 28 SP:Iteration 15Q (48158.520000 sec): 3 clusters Score: Raw -797969.735590 + Penalty 4205.621631 = -793764.113959 nChanged 16 SP:Iteration 16Q (48158.540000 sec): 3 clusters Score: Raw -797973.458793 + Penalty 4205.621631 = -793767.837161 nChanged 14 SP:Iteration 17Q (48158.550000 sec): 3 clusters Score: Raw -797977.600565 + Penalty 4205.621631 = -793771.978934 nChanged 15 SP:Iteration 18Q (48158.570000 sec): 3 clusters Score: Raw -797983.576106 + Penalty 4205.621631 = -793777.954475 nChanged 13 SP:Iteration 19Q (48158.590000 sec): 3 clusters Score: Raw -797988.549735 + Penalty 4205.621631 = -793782.928103 nChanged 19 SP:Iteration 20F (48158.610000 sec): 3 clusters Score: Raw -797996.050499 + Penalty 4205.621631 = -793790.428868 nChanged 18 SP:Iteration 21Q (48158.630000 sec): 3 clusters Score: Raw -798002.823922 + Penalty 4205.621631 = -793797.202291 nChanged 15 SP:Iteration 22Q (48158.640000 sec): 3 clusters Score: Raw -798007.899713 + Penalty 4205.621631 = -793802.278082 nChanged 15 SP:Iteration 23Q (48158.660000 sec): 3 clusters Score: Raw -798014.480003 + Penalty 4205.621631 = -793808.858372 nChanged 15 SP:Iteration 24Q (48158.680000 sec): 3 clusters Score: Raw -798021.538298 + Penalty 4205.621631 = -793815.916667 nChanged 18 SP:Iteration 25Q (48158.700000 sec): 3 clusters Score: Raw -798030.671714 + Penalty 4205.621631 = -793825.050083 nChanged 30 SP:Iteration 26Q (48158.720000 sec): 3 clusters Score: Raw -798050.301603 + Penalty 4205.621631 = -793844.679972 nChanged 34 SP:Iteration 27Q (48158.740000 sec): 3 clusters Score: Raw -798066.178768 + Penalty 4205.621631 = -793860.557136 nChanged 40 SP:Iteration 28Q (48158.750000 sec): 3 clusters Score: Raw -798083.237960 + Penalty 4205.621631 = -793877.616329 nChanged 31 SP:Iteration 29Q (48158.770000 sec): 3 clusters Score: Raw -798094.294214 + Penalty 4205.621631 = -793888.672583 nChanged 36 SP:Iteration 30Q (48158.790000 sec): 3 clusters Score: Raw -798107.470399 + Penalty 4205.621631 = -793901.848768 nChanged 25 SP:Iteration 31Q (48158.810000 sec): 3 clusters Score: Raw -798116.537645 + Penalty 4205.621631 = -793910.916014 nChanged 14 SP:Iteration 32Q (48158.820000 sec): 3 clusters Score: Raw -798120.963420 + Penalty 4205.621631 = -793915.341789 nChanged 19 SP:Iteration 33Q (48158.840000 sec): 3 clusters Score: Raw -798127.811445 + Penalty 4205.621631 = -793922.189814 nChanged 13 SP:Iteration 34Q (48158.860000 sec): 3 clusters Score: Raw -798133.223883 + Penalty 4205.621631 = -793927.602252 nChanged 15 SP:Iteration 35Q (48158.880000 sec): 3 clusters Score: Raw -798138.927906 + Penalty 4205.621631 = -793933.306275 nChanged 16 SP:Iteration 36Q (48158.900000 sec): 3 clusters Score: Raw -798143.940547 + Penalty 4205.621631 = -793938.318916 nChanged 10 SP:Iteration 37Q (48158.920000 sec): 3 clusters Score: Raw -798147.086517 + Penalty 4205.621631 = -793941.464886 nChanged 8 SP:Iteration 38Q (48158.930000 sec): 3 clusters Score: Raw -798149.143912 + Penalty 4205.621631 = -793943.522281 nChanged 7 SP:Iteration 39Q (48158.950000 sec): 3 clusters Score: Raw -798150.818574 + Penalty 4205.621631 = -793945.196943 nChanged 4 SP:Iteration 40F (48158.970000 sec): 3 clusters Score: Raw -798151.910842 + Penalty 4205.621631 = -793946.289211 nChanged 4 SP:Iteration 41Q (48158.990000 sec): 3 clusters Score: Raw -798152.817235 + Penalty 4205.621631 = -793947.195604 nChanged 2 SP:Iteration 42Q (48159.000000 sec): 3 clusters Score: Raw -798153.476026 + Penalty 4205.621631 = -793947.854395 nChanged 2 SP:Iteration 43Q (48159.020000 sec): 3 clusters Score: Raw -798153.764083 + Penalty 4205.621631 = -793948.142452 nChanged 1 SP:Iteration 44Q (48159.040000 sec): 3 clusters Score: Raw -798153.882044 + Penalty 4205.621631 = -793948.260413 nChanged 1 SP:Iteration 45Q (48159.060000 sec): 3 clusters Score: Raw -798153.997579 + Penalty 4205.621631 = -793948.375948 nChanged 1 SP:Iteration 46Q (48159.080000 sec): 3 clusters Score: Raw -798154.145851 + Penalty 4205.621631 = -793948.524219 nChanged 1 SP:Iteration 47Q (48159.100000 sec): 3 clusters Score: Raw -798154.225678 + Penalty 4205.621631 = -793948.604047 nChanged 0 SP:Iteration 48F (48159.110000 sec): 3 clusters Score: Raw -798154.225678 + Penalty 4205.621631 = -793948.604047 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48159.130000 sec): 2 clusters Score: Raw -801921.768355 + Penalty 2105.271865 = -799816.496490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48159.150000 sec): 3 clusters Score: Raw -799607.624487 + Penalty 4210.543731 = -795397.080756 nChanged 1843 SP:Iteration 1F (48159.170000 sec): 3 clusters Score: Raw -800900.343472 + Penalty 4210.543731 = -796689.799741 nChanged 458 SP:Iteration 2F (48159.190000 sec): 3 clusters Score: Raw -801359.086674 + Penalty 4210.543731 = -797148.542943 nChanged 402 SP:Iteration 3F (48159.210000 sec): 3 clusters Score: Raw -801791.974288 + Penalty 4210.543731 = -797581.430557 nChanged 375 SP:Iteration 4F (48159.230000 sec): 3 clusters Score: Raw -802257.865122 + Penalty 4210.543731 = -798047.321391 nChanged 361 SP:Iteration 5F (48159.250000 sec): 3 clusters Score: Raw -802658.107710 + Penalty 4210.543731 = -798447.563979 nChanged 272 SP:Iteration 6F (48159.270000 sec): 3 clusters Score: Raw -802895.292573 + Penalty 4210.543731 = -798684.748842 nChanged 159 SP:Iteration 7Q (48159.290000 sec): 3 clusters Score: Raw -803010.325970 + Penalty 4210.543731 = -798799.782240 nChanged 108 SP:Iteration 8Q (48159.300000 sec): 3 clusters Score: Raw -803080.483033 + Penalty 4210.543731 = -798869.939302 nChanged 70 SP:Iteration 9Q (48159.320000 sec): 3 clusters Score: Raw -803123.723724 + Penalty 4210.543731 = -798913.179994 nChanged 52 SP:Iteration 10Q (48159.340000 sec): 3 clusters Score: Raw -803153.755413 + Penalty 4210.543731 = -798943.211682 nChanged 48 SP:Iteration 11Q (48159.360000 sec): 3 clusters Score: Raw -803178.659424 + Penalty 4210.543731 = -798968.115693 nChanged 39 SP:Iteration 12Q (48159.380000 sec): 3 clusters Score: Raw -803197.498938 + Penalty 4210.543731 = -798986.955207 nChanged 27 SP:Iteration 13Q (48159.400000 sec): 3 clusters Score: Raw -803210.501417 + Penalty 4210.543731 = -798999.957687 nChanged 19 SP:Iteration 14Q (48159.420000 sec): 3 clusters Score: Raw -803218.169315 + Penalty 4210.543731 = -799007.625584 nChanged 20 SP:Iteration 15Q (48159.440000 sec): 3 clusters Score: Raw -803227.864267 + Penalty 4210.543731 = -799017.320536 nChanged 14 SP:Iteration 16Q (48159.460000 sec): 3 clusters Score: Raw -803234.216465 + Penalty 4210.543731 = -799023.672734 nChanged 11 SP:Iteration 17Q (48159.480000 sec): 3 clusters Score: Raw -803238.912786 + Penalty 4210.543731 = -799028.369056 nChanged 12 SP:Iteration 18Q (48159.500000 sec): 3 clusters Score: Raw -803243.631006 + Penalty 4210.543731 = -799033.087275 nChanged 5 SP:Iteration 19Q (48159.510000 sec): 3 clusters Score: Raw -803246.160100 + Penalty 4210.543731 = -799035.616369 nChanged 8 SP:Iteration 20F (48159.530000 sec): 3 clusters Score: Raw -803248.432192 + Penalty 4210.543731 = -799037.888462 nChanged 2 SP:Iteration 21Q (48159.550000 sec): 3 clusters Score: Raw -803248.965287 + Penalty 4210.543731 = -799038.421556 nChanged 3 SP:Iteration 22Q (48159.570000 sec): 3 clusters Score: Raw -803249.689294 + Penalty 4210.543731 = -799039.145563 nChanged 2 SP:Iteration 23Q (48159.590000 sec): 3 clusters Score: Raw -803250.785208 + Penalty 4210.543731 = -799040.241478 nChanged 1 SP:Iteration 24Q (48159.610000 sec): 3 clusters Score: Raw -803250.999356 + Penalty 4210.543731 = -799040.455626 nChanged 0 SP:Iteration 25F (48159.630000 sec): 3 clusters Score: Raw -803250.999356 + Penalty 4210.543731 = -799040.455626 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48159.630000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48159.640000 sec): 3 clusters Score: Raw -79290.534719 + Penalty 3079.460653 = -76211.074066 nChanged 78 SP:Iteration 1F (48159.640000 sec): 3 clusters Score: Raw -79454.701456 + Penalty 3079.460653 = -76375.240803 nChanged 17 SP:Iteration 2Q (48159.640000 sec): 3 clusters Score: Raw -79496.097927 + Penalty 3079.460653 = -76416.637274 nChanged 7 SP:Iteration 3Q (48159.640000 sec): 3 clusters Score: Raw -79512.901190 + Penalty 3079.460653 = -76433.440538 nChanged 2 SP:Iteration 4Q (48159.640000 sec): 3 clusters Score: Raw -79517.039283 + Penalty 3079.460653 = -76437.578630 nChanged 1 SP:Iteration 5Q (48159.640000 sec): 3 clusters Score: Raw -79518.012200 + Penalty 3079.460653 = -76438.551547 nChanged 1 SP:Iteration 6Q (48159.650000 sec): 3 clusters Score: Raw -79519.897466 + Penalty 3079.460653 = -76440.436813 nChanged 1 SP:Iteration 7Q (48159.650000 sec): 3 clusters Score: Raw -79520.953923 + Penalty 3079.460653 = -76441.493270 nChanged 0 SP:Iteration 8F (48159.650000 sec): 3 clusters Score: Raw -79520.953923 + Penalty 3079.460653 = -76441.493270 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48159.660000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48159.660000 sec): 3 clusters Score: Raw -93202.014493 + Penalty 3164.540778 = -90037.473714 nChanged 122 SP:Iteration 1F (48159.660000 sec): 3 clusters Score: Raw -93429.855052 + Penalty 3164.540778 = -90265.314274 nChanged 38 SP:Iteration 2F (48159.660000 sec): 3 clusters Score: Raw -93518.222877 + Penalty 3164.540778 = -90353.682098 nChanged 17 SP:Iteration 3Q (48159.670000 sec): 3 clusters Score: Raw -93555.922199 + Penalty 3164.540778 = -90391.381420 nChanged 14 SP:Iteration 4Q (48159.670000 sec): 3 clusters Score: Raw -93591.727792 + Penalty 3164.540778 = -90427.187014 nChanged 5 SP:Iteration 5Q (48159.670000 sec): 3 clusters Score: Raw -93602.555012 + Penalty 3164.540778 = -90438.014234 nChanged 2 SP:Iteration 6Q (48159.680000 sec): 3 clusters Score: Raw -93607.061872 + Penalty 3164.540778 = -90442.521094 nChanged 1 SP:Iteration 7Q (48159.680000 sec): 3 clusters Score: Raw -93609.518376 + Penalty 3164.540778 = -90444.977598 nChanged 3 SP:Iteration 8Q (48159.680000 sec): 3 clusters Score: Raw -93614.812574 + Penalty 3164.540778 = -90450.271796 nChanged 5 SP:Iteration 9Q (48159.680000 sec): 3 clusters Score: Raw -93624.595874 + Penalty 3164.540778 = -90460.055096 nChanged 3 SP:Iteration 10Q (48159.680000 sec): 3 clusters Score: Raw -93627.610679 + Penalty 3164.540778 = -90463.069900 nChanged 1 SP:Iteration 11Q (48159.690000 sec): 3 clusters Score: Raw -93628.618343 + Penalty 3164.540778 = -90464.077564 nChanged 0 SP:Iteration 12F (48159.690000 sec): 3 clusters Score: Raw -93628.618343 + Penalty 3164.540778 = -90464.077564 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48159.710000 sec): 2 clusters Score: Raw -977814.972769 + Penalty 2133.134924 = -975681.837845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48159.730000 sec): 3 clusters Score: Raw -975106.576181 + Penalty 4266.269848 = -970840.306334 nChanged 2123 SP:Iteration 1F (48159.760000 sec): 3 clusters Score: Raw -976228.147189 + Penalty 4266.269848 = -971961.877341 nChanged 400 SP:Iteration 2F (48159.780000 sec): 3 clusters Score: Raw -976461.288807 + Penalty 4266.269848 = -972195.018959 nChanged 299 SP:Iteration 3F (48159.800000 sec): 3 clusters Score: Raw -976679.196240 + Penalty 4266.269848 = -972412.926392 nChanged 268 SP:Iteration 4Q (48159.820000 sec): 3 clusters Score: Raw -976888.826201 + Penalty 4266.269848 = -972622.556353 nChanged 279 SP:Iteration 5F (48159.840000 sec): 3 clusters Score: Raw -977131.772645 + Penalty 4266.269848 = -972865.502797 nChanged 307 SP:Iteration 6F (48159.860000 sec): 3 clusters Score: Raw -977429.502505 + Penalty 4266.269848 = -973163.232657 nChanged 348 SP:Iteration 7F (48159.880000 sec): 3 clusters Score: Raw -977793.069913 + Penalty 4266.269848 = -973526.800065 nChanged 330 SP:Iteration 8F (48159.900000 sec): 3 clusters Score: Raw -978128.215749 + Penalty 4266.269848 = -973861.945901 nChanged 281 SP:Iteration 9F (48159.920000 sec): 3 clusters Score: Raw -978427.354272 + Penalty 4266.269848 = -974161.084424 nChanged 236 SP:Iteration 10Q (48159.950000 sec): 3 clusters Score: Raw -978666.477733 + Penalty 4266.269848 = -974400.207885 nChanged 175 SP:Iteration 11Q (48159.970000 sec): 3 clusters Score: Raw -978809.712630 + Penalty 4266.269848 = -974543.442782 nChanged 108 SP:Iteration 12Q (48159.990000 sec): 3 clusters Score: Raw -978876.125818 + Penalty 4266.269848 = -974609.855971 nChanged 70 SP:Iteration 13Q (48160.010000 sec): 3 clusters Score: Raw -978909.254197 + Penalty 4266.269848 = -974642.984350 nChanged 35 SP:Iteration 14Q (48160.030000 sec): 3 clusters Score: Raw -978921.468400 + Penalty 4266.269848 = -974655.198552 nChanged 27 SP:Iteration 15Q (48160.050000 sec): 3 clusters Score: Raw -978932.267779 + Penalty 4266.269848 = -974665.997931 nChanged 19 SP:Iteration 16Q (48160.070000 sec): 3 clusters Score: Raw -978939.010670 + Penalty 4266.269848 = -974672.740823 nChanged 12 SP:Iteration 17Q (48160.090000 sec): 3 clusters Score: Raw -978943.224379 + Penalty 4266.269848 = -974676.954531 nChanged 8 SP:Iteration 18Q (48160.110000 sec): 3 clusters Score: Raw -978946.096949 + Penalty 4266.269848 = -974679.827102 nChanged 5 SP:Iteration 19Q (48160.130000 sec): 3 clusters Score: Raw -978947.354813 + Penalty 4266.269848 = -974681.084965 nChanged 6 SP:Iteration 20F (48160.150000 sec): 3 clusters Score: Raw -978948.591546 + Penalty 4266.269848 = -974682.321698 nChanged 4 SP:Iteration 21Q (48160.170000 sec): 3 clusters Score: Raw -978949.603838 + Penalty 4266.269848 = -974683.333990 nChanged 3 SP:Iteration 22Q (48160.190000 sec): 3 clusters Score: Raw -978950.710888 + Penalty 4266.269848 = -974684.441040 nChanged 2 SP:Iteration 23Q (48160.210000 sec): 3 clusters Score: Raw -978951.360355 + Penalty 4266.269848 = -974685.090508 nChanged 3 SP:Iteration 24Q (48160.230000 sec): 3 clusters Score: Raw -978952.176188 + Penalty 4266.269848 = -974685.906340 nChanged 3 SP:Iteration 25Q (48160.250000 sec): 3 clusters Score: Raw -978952.811333 + Penalty 4266.269848 = -974686.541485 nChanged 1 SP:Iteration 26Q (48160.270000 sec): 3 clusters Score: Raw -978952.948054 + Penalty 4266.269848 = -974686.678207 nChanged 3 SP:Iteration 27Q (48160.290000 sec): 3 clusters Score: Raw -978953.422211 + Penalty 4266.269848 = -974687.152363 nChanged 1 SP:Iteration 28Q (48160.310000 sec): 3 clusters Score: Raw -978953.542632 + Penalty 4266.269848 = -974687.272784 nChanged 0 SP:Iteration 29F (48160.340000 sec): 3 clusters Score: Raw -978953.542632 + Penalty 4266.269848 = -974687.272784 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (3413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48160.350000 sec): 2 clusters Score: Raw -541396.755599 + Penalty 2017.566043 = -539379.189556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48160.360000 sec): 3 clusters Score: Raw -539996.908075 + Penalty 4035.132087 = -535961.775989 nChanged 1233 SP:Iteration 1F (48160.380000 sec): 3 clusters Score: Raw -541044.392924 + Penalty 4035.132087 = -537009.260838 nChanged 327 SP:Iteration 2F (48160.390000 sec): 3 clusters Score: Raw -541401.024688 + Penalty 4035.132087 = -537365.892601 nChanged 223 SP:Iteration 3F (48160.400000 sec): 3 clusters Score: Raw -541631.323549 + Penalty 4035.132087 = -537596.191462 nChanged 178 SP:Iteration 4F (48160.420000 sec): 3 clusters Score: Raw -541818.063183 + Penalty 4035.132087 = -537782.931097 nChanged 147 SP:Iteration 5Q (48160.430000 sec): 3 clusters Score: Raw -541987.922869 + Penalty 4035.132087 = -537952.790782 nChanged 149 SP:Iteration 6Q (48160.440000 sec): 3 clusters Score: Raw -542180.902766 + Penalty 4035.132087 = -538145.770680 nChanged 159 SP:Iteration 7Q (48160.460000 sec): 3 clusters Score: Raw -542334.387487 + Penalty 4035.132087 = -538299.255400 nChanged 129 SP:Iteration 8Q (48160.470000 sec): 3 clusters Score: Raw -542456.701963 + Penalty 4035.132087 = -538421.569876 nChanged 99 SP:Iteration 9Q (48160.480000 sec): 3 clusters Score: Raw -542556.414927 + Penalty 4035.132087 = -538521.282840 nChanged 89 SP:Iteration 10Q (48160.500000 sec): 3 clusters Score: Raw -542647.379825 + Penalty 4035.132087 = -538612.247739 nChanged 88 SP:Iteration 11Q (48160.510000 sec): 3 clusters Score: Raw -542732.078424 + Penalty 4035.132087 = -538696.946337 nChanged 78 SP:Iteration 12Q (48160.520000 sec): 3 clusters Score: Raw -542825.634660 + Penalty 4035.132087 = -538790.502573 nChanged 93 SP:Iteration 13Q (48160.530000 sec): 3 clusters Score: Raw -542905.100937 + Penalty 4035.132087 = -538869.968851 nChanged 71 SP:Iteration 14Q (48160.540000 sec): 3 clusters Score: Raw -542982.663613 + Penalty 4035.132087 = -538947.531526 nChanged 65 SP:Iteration 15Q (48160.560000 sec): 3 clusters Score: Raw -543047.197657 + Penalty 4035.132087 = -539012.065571 nChanged 53 SP:Iteration 16Q (48160.570000 sec): 3 clusters Score: Raw -543103.452701 + Penalty 4035.132087 = -539068.320614 nChanged 60 SP:Iteration 17Q (48160.580000 sec): 3 clusters Score: Raw -543173.417178 + Penalty 4035.132087 = -539138.285091 nChanged 58 SP:Iteration 18Q (48160.600000 sec): 3 clusters Score: Raw -543217.676300 + Penalty 4035.132087 = -539182.544213 nChanged 49 SP:Iteration 19Q (48160.610000 sec): 3 clusters Score: Raw -543252.060873 + Penalty 4035.132087 = -539216.928787 nChanged 39 SP:Iteration 20F (48160.620000 sec): 3 clusters Score: Raw -543282.983512 + Penalty 4035.132087 = -539247.851425 nChanged 38 SP:Iteration 21Q (48160.630000 sec): 3 clusters Score: Raw -543313.867582 + Penalty 4035.132087 = -539278.735496 nChanged 34 SP:Iteration 22Q (48160.640000 sec): 3 clusters Score: Raw -543335.598180 + Penalty 4035.132087 = -539300.466093 nChanged 27 SP:Iteration 23Q (48160.660000 sec): 3 clusters Score: Raw -543355.266278 + Penalty 4035.132087 = -539320.134191 nChanged 28 SP:Iteration 24Q (48160.670000 sec): 3 clusters Score: Raw -543381.547954 + Penalty 4035.132087 = -539346.415867 nChanged 39 SP:Iteration 25Q (48160.680000 sec): 3 clusters Score: Raw -543410.212075 + Penalty 4035.132087 = -539375.079988 nChanged 23 SP:Iteration 26Q (48160.690000 sec): 3 clusters Score: Raw -543425.454490 + Penalty 4035.132087 = -539390.322403 nChanged 22 SP:Iteration 27Q (48160.700000 sec): 3 clusters Score: Raw -543440.229906 + Penalty 4035.132087 = -539405.097819 nChanged 21 SP:Iteration 28Q (48160.720000 sec): 3 clusters Score: Raw -543452.941246 + Penalty 4035.132087 = -539417.809159 nChanged 20 SP:Iteration 29Q (48160.730000 sec): 3 clusters Score: Raw -543466.032267 + Penalty 4035.132087 = -539430.900180 nChanged 14 SP:Iteration 30Q (48160.740000 sec): 3 clusters Score: Raw -543474.177671 + Penalty 4035.132087 = -539439.045584 nChanged 11 SP:Iteration 31Q (48160.750000 sec): 3 clusters Score: Raw -543477.955413 + Penalty 4035.132087 = -539442.823326 nChanged 3 SP:Iteration 32Q (48160.760000 sec): 3 clusters Score: Raw -543478.992229 + Penalty 4035.132087 = -539443.860143 nChanged 5 SP:Iteration 33Q (48160.770000 sec): 3 clusters Score: Raw -543481.442453 + Penalty 4035.132087 = -539446.310366 nChanged 7 SP:Iteration 34Q (48160.780000 sec): 3 clusters Score: Raw -543484.747817 + Penalty 4035.132087 = -539449.615731 nChanged 3 SP:Iteration 35Q (48160.800000 sec): 3 clusters Score: Raw -543486.136591 + Penalty 4035.132087 = -539451.004504 nChanged 3 SP:Iteration 36Q (48160.810000 sec): 3 clusters Score: Raw -543487.368793 + Penalty 4035.132087 = -539452.236707 nChanged 1 SP:Iteration 37Q (48160.820000 sec): 3 clusters Score: Raw -543488.054772 + Penalty 4035.132087 = -539452.922685 nChanged 2 SP:Iteration 38Q (48160.830000 sec): 3 clusters Score: Raw -543489.814323 + Penalty 4035.132087 = -539454.682236 nChanged 2 SP:Iteration 39Q (48160.840000 sec): 3 clusters Score: Raw -543490.590582 + Penalty 4035.132087 = -539455.458495 nChanged 2 SP:Iteration 40F (48160.860000 sec): 3 clusters Score: Raw -543492.484068 + Penalty 4035.132087 = -539457.351981 nChanged 1 SP:Iteration 41Q (48160.870000 sec): 3 clusters Score: Raw -543495.573638 + Penalty 4035.132087 = -539460.441552 nChanged 4 SP:Iteration 42Q (48160.880000 sec): 3 clusters Score: Raw -543497.060885 + Penalty 4035.132087 = -539461.928798 nChanged 0 SP:Iteration 43F (48160.890000 sec): 3 clusters Score: Raw -543497.060885 + Penalty 4035.132087 = -539461.928798 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 39. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48160.910000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48160.910000 sec): 3 clusters Score: Raw -124018.742580 + Penalty 3306.810569 = -120711.932011 nChanged 181 SP:Iteration 1F (48160.920000 sec): 3 clusters Score: Raw -124340.361807 + Penalty 3306.810569 = -121033.551238 nChanged 67 SP:Iteration 2F (48160.920000 sec): 3 clusters Score: Raw -124493.211987 + Penalty 3306.810569 = -121186.401418 nChanged 47 SP:Iteration 3F (48160.920000 sec): 3 clusters Score: Raw -124654.148526 + Penalty 3306.810569 = -121347.337957 nChanged 53 SP:Iteration 4F (48160.920000 sec): 3 clusters Score: Raw -124819.922429 + Penalty 3306.810569 = -121513.111860 nChanged 39 SP:Iteration 5Q (48160.930000 sec): 3 clusters Score: Raw -124921.523752 + Penalty 3306.810569 = -121614.713183 nChanged 25 SP:Iteration 6Q (48160.930000 sec): 3 clusters Score: Raw -125012.516878 + Penalty 3306.810569 = -121705.706309 nChanged 17 SP:Iteration 7Q (48160.930000 sec): 3 clusters Score: Raw -125072.836475 + Penalty 3306.810569 = -121766.025906 nChanged 14 SP:Iteration 8Q (48160.940000 sec): 3 clusters Score: Raw -125110.233511 + Penalty 3306.810569 = -121803.422942 nChanged 14 SP:Iteration 9Q (48160.940000 sec): 3 clusters Score: Raw -125148.891255 + Penalty 3306.810569 = -121842.080686 nChanged 9 SP:Iteration 10Q (48160.940000 sec): 3 clusters Score: Raw -125184.319517 + Penalty 3306.810569 = -121877.508948 nChanged 11 SP:Iteration 11Q (48160.940000 sec): 3 clusters Score: Raw -125232.948209 + Penalty 3306.810569 = -121926.137640 nChanged 20 SP:Iteration 12Q (48160.950000 sec): 3 clusters Score: Raw -125306.016666 + Penalty 3306.810569 = -121999.206097 nChanged 19 SP:Iteration 13Q (48160.950000 sec): 3 clusters Score: Raw -125367.591806 + Penalty 3306.810569 = -122060.781237 nChanged 16 SP:Iteration 14Q (48160.950000 sec): 3 clusters Score: Raw -125423.581461 + Penalty 3306.810569 = -122116.770892 nChanged 13 SP:Iteration 15Q (48160.960000 sec): 3 clusters Score: Raw -125472.843041 + Penalty 3306.810569 = -122166.032472 nChanged 13 SP:Iteration 16Q (48160.960000 sec): 3 clusters Score: Raw -125518.600020 + Penalty 3306.810569 = -122211.789451 nChanged 12 SP:Iteration 17Q (48160.960000 sec): 3 clusters Score: Raw -125546.925823 + Penalty 3306.810569 = -122240.115254 nChanged 5 SP:Iteration 18Q (48160.960000 sec): 3 clusters Score: Raw -125558.320029 + Penalty 3306.810569 = -122251.509460 nChanged 2 SP:Iteration 19Q (48160.960000 sec): 3 clusters Score: Raw -125565.753610 + Penalty 3306.810569 = -122258.943041 nChanged 3 SP:Iteration 20F (48160.970000 sec): 3 clusters Score: Raw -125575.137929 + Penalty 3306.810569 = -122268.327360 nChanged 3 SP:Iteration 21Q (48160.970000 sec): 3 clusters Score: Raw -125590.754606 + Penalty 3306.810569 = -122283.944037 nChanged 4 SP:Iteration 22Q (48160.970000 sec): 3 clusters Score: Raw -125600.089456 + Penalty 3306.810569 = -122293.278887 nChanged 5 SP:Iteration 23Q (48160.980000 sec): 3 clusters Score: Raw -125610.480399 + Penalty 3306.810569 = -122303.669830 nChanged 4 SP:Iteration 24Q (48160.980000 sec): 3 clusters Score: Raw -125618.958089 + Penalty 3306.810569 = -122312.147520 nChanged 3 SP:Iteration 25Q (48160.980000 sec): 3 clusters Score: Raw -125624.528260 + Penalty 3306.810569 = -122317.717691 nChanged 1 SP:Iteration 26Q (48160.980000 sec): 3 clusters Score: Raw -125625.958047 + Penalty 3306.810569 = -122319.147478 nChanged 0 SP:Iteration 27F (48160.990000 sec): 3 clusters Score: Raw -125625.958047 + Penalty 3306.810569 = -122319.147478 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48161.400000 sec): 2 clusters Score: Raw -21220293.028956 + Penalty 2899.696871 = -21217393.332085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48161.900000 sec): 3 clusters Score: Raw -21142967.140461 + Penalty 5799.393742 = -21137167.746719 nChanged 57114 SP:Iteration 1F (48162.390000 sec): 3 clusters Score: Raw -21175859.192944 + Penalty 5799.393742 = -21170059.799202 nChanged 4174 SP:Iteration 2Q (48162.890000 sec): 3 clusters Score: Raw -21176998.570454 + Penalty 5799.393742 = -21171199.176712 nChanged 4973 SP:Iteration 3Q (48163.390000 sec): 3 clusters Score: Raw -21178759.512849 + Penalty 5799.393742 = -21172960.119107 nChanged 6302 SP:Iteration 4F (48163.880000 sec): 3 clusters Score: Raw -21181874.073933 + Penalty 5799.393742 = -21176074.680191 nChanged 8150 SP:Iteration 5F (48164.370000 sec): 3 clusters Score: Raw -21187158.473319 + Penalty 5799.393742 = -21181359.079577 nChanged 9707 SP:Iteration 6F (48164.860000 sec): 3 clusters Score: Raw -21194893.867754 + Penalty 5799.393742 = -21189094.474012 nChanged 9967 SP:Iteration 7F (48165.350000 sec): 3 clusters Score: Raw -21204008.065621 + Penalty 5799.393742 = -21198208.671879 nChanged 8291 SP:Iteration 8F (48165.840000 sec): 3 clusters Score: Raw -21212113.504327 + Penalty 5799.393742 = -21206314.110584 nChanged 5232 SP:Iteration 9Q (48166.330000 sec): 3 clusters Score: Raw -21217327.732819 + Penalty 5799.393742 = -21211528.339076 nChanged 2305 SP:Iteration 10Q (48166.770000 sec): 3 clusters Score: Raw -21219550.720995 + Penalty 5799.393742 = -21213751.327253 nChanged 661 SP:Iteration 11Q (48167.170000 sec): 3 clusters Score: Raw -21220189.608578 + Penalty 5799.393742 = -21214390.214835 nChanged 176 SP:Iteration 12Q (48167.530000 sec): 3 clusters Score: Raw -21220411.147035 + Penalty 5799.393742 = -21214611.753293 nChanged 63 SP:Iteration 13Q (48167.870000 sec): 3 clusters Score: Raw -21220499.256584 + Penalty 5799.393742 = -21214699.862842 nChanged 32 SP:Iteration 14Q (48168.210000 sec): 3 clusters Score: Raw -21220554.083977 + Penalty 5799.393742 = -21214754.690235 nChanged 18 SP:Iteration 15Q (48168.550000 sec): 3 clusters Score: Raw -21220590.159420 + Penalty 5799.393742 = -21214790.765677 nChanged 16 SP:Iteration 16Q (48168.890000 sec): 3 clusters Score: Raw -21220614.187833 + Penalty 5799.393742 = -21214814.794091 nChanged 5 SP:Iteration 17Q (48169.230000 sec): 3 clusters Score: Raw -21220624.455361 + Penalty 5799.393742 = -21214825.061619 nChanged 3 SP:Iteration 18Q (48169.570000 sec): 3 clusters Score: Raw -21220627.828459 + Penalty 5799.393742 = -21214828.434717 nChanged 2 SP:Iteration 19Q (48169.900000 sec): 3 clusters Score: Raw -21220632.118536 + Penalty 5799.393742 = -21214832.724794 nChanged 3 SP:Iteration 20F (48170.390000 sec): 3 clusters Score: Raw -21220636.095048 + Penalty 5799.393742 = -21214836.701306 nChanged 2 SP:Iteration 21Q (48170.720000 sec): 3 clusters Score: Raw -21220638.502506 + Penalty 5799.393742 = -21214839.108764 nChanged 1 SP:Iteration 22Q (48171.060000 sec): 3 clusters Score: Raw -21220640.478792 + Penalty 5799.393742 = -21214841.085050 nChanged 1 SP:Iteration 23Q (48171.400000 sec): 3 clusters Score: Raw -21220642.783805 + Penalty 5799.393742 = -21214843.390063 nChanged 0 SP:Iteration 24F (48171.880000 sec): 3 clusters Score: Raw -21220642.783805 + Penalty 5799.393742 = -21214843.390063 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48171.930000 sec): 2 clusters Score: Raw -52214.362657 + Penalty 1498.572943 = -50715.789715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48171.930000 sec): 3 clusters Score: Raw -52412.586268 + Penalty 2997.145886 = -49415.440382 nChanged 85 SP:Iteration 1F (48171.930000 sec): 3 clusters Score: Raw -52580.111145 + Penalty 2997.145886 = -49582.965259 nChanged 28 SP:Iteration 2F (48171.930000 sec): 3 clusters Score: Raw -52656.065478 + Penalty 2997.145886 = -49658.919593 nChanged 23 SP:Iteration 3F (48171.930000 sec): 3 clusters Score: Raw -52798.946123 + Penalty 2997.145886 = -49801.800237 nChanged 20 SP:Iteration 4Q (48171.940000 sec): 3 clusters Score: Raw -52865.191010 + Penalty 2997.145886 = -49868.045124 nChanged 12 SP:Iteration 5Q (48171.940000 sec): 3 clusters Score: Raw -52924.479314 + Penalty 2997.145886 = -49927.333428 nChanged 16 SP:Iteration 6Q (48171.940000 sec): 3 clusters Score: Raw -52978.185060 + Penalty 2997.145886 = -49981.039174 nChanged 7 SP:Iteration 7Q (48171.940000 sec): 3 clusters Score: Raw -53011.099593 + Penalty 2997.145886 = -50013.953708 nChanged 3 SP:Iteration 8Q (48171.940000 sec): 3 clusters Score: Raw -53039.185225 + Penalty 2997.145886 = -50042.039339 nChanged 2 SP:Iteration 9Q (48171.940000 sec): 3 clusters Score: Raw -53046.171781 + Penalty 2997.145886 = -50049.025895 nChanged 0 SP:Iteration 10F (48171.950000 sec): 3 clusters Score: Raw -53049.903412 + Penalty 2997.145886 = -50052.757526 nChanged 1 SP:Iteration 11Q (48171.950000 sec): 3 clusters Score: Raw -53065.525884 + Penalty 2997.145886 = -50068.379999 nChanged 1 SP:Iteration 12Q (48171.950000 sec): 3 clusters Score: Raw -53070.337089 + Penalty 2997.145886 = -50073.191203 nChanged 0 SP:Iteration 13F (48171.950000 sec): 3 clusters Score: Raw -53070.337089 + Penalty 2997.145886 = -50073.191203 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48171.950000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48171.960000 sec): 3 clusters Score: Raw -52144.491019 + Penalty 2871.820245 = -49272.670774 nChanged 47 SP:Iteration 1F (48171.960000 sec): 3 clusters Score: Raw -52292.885684 + Penalty 2871.820245 = -49421.065439 nChanged 8 SP:Iteration 2Q (48171.960000 sec): 3 clusters Score: Raw -52315.489605 + Penalty 2871.820245 = -49443.669360 nChanged 5 SP:Iteration 3Q (48171.960000 sec): 3 clusters Score: Raw -52341.632052 + Penalty 2871.820245 = -49469.811807 nChanged 1 SP:Iteration 4Q (48171.960000 sec): 3 clusters Score: Raw -52343.980178 + Penalty 2871.820245 = -49472.159933 nChanged 1 SP:Iteration 5Q (48171.960000 sec): 3 clusters Score: Raw -52346.422537 + Penalty 2871.820245 = -49474.602293 nChanged 0 SP:Iteration 6F (48171.970000 sec): 3 clusters Score: Raw -52346.422537 + Penalty 2871.820245 = -49474.602293 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48172.050000 sec): 2 clusters Score: Raw -3758316.178401 + Penalty 2489.699406 = -3755826.478996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48172.140000 sec): 3 clusters Score: Raw -3744677.736691 + Penalty 4979.398811 = -3739698.337880 nChanged 10280 SP:Iteration 1F (48172.230000 sec): 3 clusters Score: Raw -3750310.091567 + Penalty 4979.398811 = -3745330.692756 nChanged 1304 SP:Iteration 2F (48172.320000 sec): 3 clusters Score: Raw -3750914.508543 + Penalty 4979.398811 = -3745935.109732 nChanged 1243 SP:Iteration 3F (48172.410000 sec): 3 clusters Score: Raw -3751560.357682 + Penalty 4979.398811 = -3746580.958871 nChanged 1296 SP:Iteration 4F (48172.510000 sec): 3 clusters Score: Raw -3752332.513744 + Penalty 4979.398811 = -3747353.114933 nChanged 1249 SP:Iteration 5F (48172.600000 sec): 3 clusters Score: Raw -3753146.648601 + Penalty 4979.398811 = -3748167.249790 nChanged 1324 SP:Iteration 6F (48172.690000 sec): 3 clusters Score: Raw -3754088.609754 + Penalty 4979.398811 = -3749109.210942 nChanged 1308 SP:Iteration 7F (48172.780000 sec): 3 clusters Score: Raw -3755029.421266 + Penalty 4979.398811 = -3750050.022455 nChanged 1177 SP:Iteration 8F (48172.870000 sec): 3 clusters Score: Raw -3755920.726265 + Penalty 4979.398811 = -3750941.327454 nChanged 998 SP:Iteration 9Q (48172.960000 sec): 3 clusters Score: Raw -3756752.955169 + Penalty 4979.398811 = -3751773.556358 nChanged 841 SP:Iteration 10Q (48173.040000 sec): 3 clusters Score: Raw -3757472.235009 + Penalty 4979.398811 = -3752492.836198 nChanged 570 SP:Iteration 11Q (48173.120000 sec): 3 clusters Score: Raw -3757970.807648 + Penalty 4979.398811 = -3752991.408837 nChanged 357 SP:Iteration 12Q (48173.200000 sec): 3 clusters Score: Raw -3758287.253461 + Penalty 4979.398811 = -3753307.854650 nChanged 195 SP:Iteration 13Q (48173.270000 sec): 3 clusters Score: Raw -3758452.083369 + Penalty 4979.398811 = -3753472.684558 nChanged 133 SP:Iteration 14Q (48173.340000 sec): 3 clusters Score: Raw -3758555.455013 + Penalty 4979.398811 = -3753576.056202 nChanged 69 SP:Iteration 15Q (48173.410000 sec): 3 clusters Score: Raw -3758622.564088 + Penalty 4979.398811 = -3753643.165277 nChanged 53 SP:Iteration 16Q (48173.480000 sec): 3 clusters Score: Raw -3758669.653517 + Penalty 4979.398811 = -3753690.254706 nChanged 41 SP:Iteration 17Q (48173.550000 sec): 3 clusters Score: Raw -3758703.341060 + Penalty 4979.398811 = -3753723.942248 nChanged 28 SP:Iteration 18Q (48173.610000 sec): 3 clusters Score: Raw -3758726.478497 + Penalty 4979.398811 = -3753747.079686 nChanged 20 SP:Iteration 19Q (48173.680000 sec): 3 clusters Score: Raw -3758743.473605 + Penalty 4979.398811 = -3753764.074794 nChanged 15 SP:Iteration 20F (48173.770000 sec): 3 clusters Score: Raw -3758759.156897 + Penalty 4979.398811 = -3753779.758085 nChanged 13 SP:Iteration 21Q (48173.830000 sec): 3 clusters Score: Raw -3758770.208951 + Penalty 4979.398811 = -3753790.810140 nChanged 15 SP:Iteration 22Q (48173.900000 sec): 3 clusters Score: Raw -3758781.509284 + Penalty 4979.398811 = -3753802.110473 nChanged 12 SP:Iteration 23Q (48173.970000 sec): 3 clusters Score: Raw -3758790.840254 + Penalty 4979.398811 = -3753811.441442 nChanged 9 SP:Iteration 24Q (48174.030000 sec): 3 clusters Score: Raw -3758797.577172 + Penalty 4979.398811 = -3753818.178360 nChanged 8 SP:Iteration 25Q (48174.100000 sec): 3 clusters Score: Raw -3758806.630963 + Penalty 4979.398811 = -3753827.232151 nChanged 10 SP:Iteration 26Q (48174.160000 sec): 3 clusters Score: Raw -3758815.021065 + Penalty 4979.398811 = -3753835.622254 nChanged 10 SP:Iteration 27Q (48174.230000 sec): 3 clusters Score: Raw -3758824.335532 + Penalty 4979.398811 = -3753844.936721 nChanged 10 SP:Iteration 28Q (48174.290000 sec): 3 clusters Score: Raw -3758832.590135 + Penalty 4979.398811 = -3753853.191324 nChanged 9 SP:Iteration 29Q (48174.360000 sec): 3 clusters Score: Raw -3758838.404602 + Penalty 4979.398811 = -3753859.005791 nChanged 3 SP:Iteration 30Q (48174.420000 sec): 3 clusters Score: Raw -3758844.072215 + Penalty 4979.398811 = -3753864.673404 nChanged 7 SP:Iteration 31Q (48174.490000 sec): 3 clusters Score: Raw -3758849.526205 + Penalty 4979.398811 = -3753870.127394 nChanged 5 SP:Iteration 32Q (48174.550000 sec): 3 clusters Score: Raw -3758852.339542 + Penalty 4979.398811 = -3753872.940730 nChanged 3 SP:Iteration 33Q (48174.610000 sec): 3 clusters Score: Raw -3758855.015782 + Penalty 4979.398811 = -3753875.616971 nChanged 4 SP:Iteration 34Q (48174.680000 sec): 3 clusters Score: Raw -3758859.363287 + Penalty 4979.398811 = -3753879.964475 nChanged 4 SP:Iteration 35Q (48174.750000 sec): 3 clusters Score: Raw -3758862.497077 + Penalty 4979.398811 = -3753883.098266 nChanged 4 SP:Iteration 36Q (48174.810000 sec): 3 clusters Score: Raw -3758867.740611 + Penalty 4979.398811 = -3753888.341800 nChanged 6 SP:Iteration 37Q (48174.870000 sec): 3 clusters Score: Raw -3758874.070371 + Penalty 4979.398811 = -3753894.671560 nChanged 7 SP:Iteration 38Q (48174.940000 sec): 3 clusters Score: Raw -3758880.708646 + Penalty 4979.398811 = -3753901.309835 nChanged 9 SP:Iteration 39Q (48175.000000 sec): 3 clusters Score: Raw -3758887.706882 + Penalty 4979.398811 = -3753908.308070 nChanged 6 SP:Iteration 40F (48175.090000 sec): 3 clusters Score: Raw -3758892.230981 + Penalty 4979.398811 = -3753912.832169 nChanged 4 SP:Iteration 41Q (48175.160000 sec): 3 clusters Score: Raw -3758895.964207 + Penalty 4979.398811 = -3753916.565396 nChanged 4 SP:Iteration 42Q (48175.220000 sec): 3 clusters Score: Raw -3758898.495690 + Penalty 4979.398811 = -3753919.096879 nChanged 2 SP:Iteration 43Q (48175.290000 sec): 3 clusters Score: Raw -3758900.141336 + Penalty 4979.398811 = -3753920.742524 nChanged 1 SP:Iteration 44Q (48175.350000 sec): 3 clusters Score: Raw -3758901.058181 + Penalty 4979.398811 = -3753921.659370 nChanged 1 SP:Iteration 45Q (48175.410000 sec): 3 clusters Score: Raw -3758901.481261 + Penalty 4979.398811 = -3753922.082450 nChanged 2 SP:Iteration 46Q (48175.480000 sec): 3 clusters Score: Raw -3758902.806782 + Penalty 4979.398811 = -3753923.407971 nChanged 2 SP:Iteration 47Q (48175.540000 sec): 3 clusters Score: Raw -3758903.959911 + Penalty 4979.398811 = -3753924.561100 nChanged 1 SP:Iteration 48Q (48175.610000 sec): 3 clusters Score: Raw -3758906.291883 + Penalty 4979.398811 = -3753926.893072 nChanged 3 SP:Iteration 49Q (48175.670000 sec): 3 clusters Score: Raw -3758908.613541 + Penalty 4979.398811 = -3753929.214730 nChanged 1 SP:Iteration 50Q (48175.730000 sec): 3 clusters Score: Raw -3758909.593492 + Penalty 4979.398811 = -3753930.194681 nChanged 2 SP:Iteration 51Q (48175.800000 sec): 3 clusters Score: Raw -3758912.786357 + Penalty 4979.398811 = -3753933.387546 nChanged 2 SP:Iteration 52Q (48175.860000 sec): 3 clusters Score: Raw -3758914.765556 + Penalty 4979.398811 = -3753935.366744 nChanged 0 SP:Iteration 53F (48175.950000 sec): 3 clusters Score: Raw -3758914.765556 + Penalty 4979.398811 = -3753935.366744 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48175.970000 sec): 2 clusters Score: Raw -44108.575390 + Penalty 1461.811903 = -42646.763487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48175.970000 sec): 3 clusters Score: Raw -44467.416856 + Penalty 2923.623806 = -41543.793050 nChanged 90 SP:Iteration 1F (48175.970000 sec): 3 clusters Score: Raw -44815.742263 + Penalty 2923.623806 = -41892.118457 nChanged 30 SP:Iteration 2F (48175.970000 sec): 3 clusters Score: Raw -44958.521538 + Penalty 2923.623806 = -42034.897732 nChanged 16 SP:Iteration 3Q (48175.970000 sec): 3 clusters Score: Raw -45065.609583 + Penalty 2923.623806 = -42141.985777 nChanged 6 SP:Iteration 4Q (48175.970000 sec): 3 clusters Score: Raw -45093.280311 + Penalty 2923.623806 = -42169.656506 nChanged 2 SP:Iteration 5Q (48175.970000 sec): 3 clusters Score: Raw -45102.583164 + Penalty 2923.623806 = -42178.959358 nChanged 4 SP:Iteration 6Q (48175.970000 sec): 3 clusters Score: Raw -45116.954216 + Penalty 2923.623806 = -42193.330410 nChanged 1 SP:Iteration 7Q (48175.980000 sec): 3 clusters Score: Raw -45132.207410 + Penalty 2923.623806 = -42208.583604 nChanged 2 SP:Iteration 8Q (48175.980000 sec): 3 clusters Score: Raw -45158.253553 + Penalty 2923.623806 = -42234.629747 nChanged 1 SP:Iteration 9Q (48175.980000 sec): 3 clusters Score: Raw -45166.360533 + Penalty 2923.623806 = -42242.736728 nChanged 1 SP:Iteration 10Q (48175.980000 sec): 3 clusters Score: Raw -45167.393325 + Penalty 2923.623806 = -42243.769519 nChanged 1 SP:Iteration 11Q (48175.980000 sec): 3 clusters Score: Raw -45169.341183 + Penalty 2923.623806 = -42245.717377 nChanged 0 SP:Iteration 12F (48175.980000 sec): 3 clusters Score: Raw -45169.341183 + Penalty 2923.623806 = -42245.717377 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48176.050000 sec): 2 clusters Score: Raw -3191401.748617 + Penalty 2430.911803 = -3188970.836813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48176.120000 sec): 3 clusters Score: Raw -3181054.767866 + Penalty 4861.823606 = -3176192.944260 nChanged 7917 SP:Iteration 1F (48176.190000 sec): 3 clusters Score: Raw -3185439.159691 + Penalty 4861.823606 = -3180577.336085 nChanged 1204 SP:Iteration 2F (48176.270000 sec): 3 clusters Score: Raw -3186051.812205 + Penalty 4861.823606 = -3181189.988598 nChanged 1026 SP:Iteration 3F (48176.340000 sec): 3 clusters Score: Raw -3186601.276559 + Penalty 4861.823606 = -3181739.452953 nChanged 1011 SP:Iteration 4F (48176.410000 sec): 3 clusters Score: Raw -3187198.671192 + Penalty 4861.823606 = -3182336.847586 nChanged 978 SP:Iteration 5F (48176.480000 sec): 3 clusters Score: Raw -3187881.207223 + Penalty 4861.823606 = -3183019.383617 nChanged 1051 SP:Iteration 6F (48176.550000 sec): 3 clusters Score: Raw -3188647.038444 + Penalty 4861.823606 = -3183785.214838 nChanged 941 SP:Iteration 7F (48176.620000 sec): 3 clusters Score: Raw -3189352.034183 + Penalty 4861.823606 = -3184490.210577 nChanged 825 SP:Iteration 8Q (48176.700000 sec): 3 clusters Score: Raw -3189915.534127 + Penalty 4861.823606 = -3185053.710521 nChanged 701 SP:Iteration 9Q (48176.770000 sec): 3 clusters Score: Raw -3190347.855281 + Penalty 4861.823606 = -3185486.031675 nChanged 566 SP:Iteration 10Q (48176.840000 sec): 3 clusters Score: Raw -3190649.559894 + Penalty 4861.823606 = -3185787.736288 nChanged 396 SP:Iteration 11Q (48176.910000 sec): 3 clusters Score: Raw -3190830.610971 + Penalty 4861.823606 = -3185968.787365 nChanged 309 SP:Iteration 12Q (48176.980000 sec): 3 clusters Score: Raw -3190944.763252 + Penalty 4861.823606 = -3186082.939646 nChanged 221 SP:Iteration 13Q (48177.040000 sec): 3 clusters Score: Raw -3191017.742896 + Penalty 4861.823606 = -3186155.919290 nChanged 182 SP:Iteration 14Q (48177.110000 sec): 3 clusters Score: Raw -3191067.239386 + Penalty 4861.823606 = -3186205.415780 nChanged 141 SP:Iteration 15Q (48177.170000 sec): 3 clusters Score: Raw -3191107.141833 + Penalty 4861.823606 = -3186245.318227 nChanged 132 SP:Iteration 16Q (48177.240000 sec): 3 clusters Score: Raw -3191143.744821 + Penalty 4861.823606 = -3186281.921215 nChanged 100 SP:Iteration 17Q (48177.310000 sec): 3 clusters Score: Raw -3191169.318810 + Penalty 4861.823606 = -3186307.495204 nChanged 105 SP:Iteration 18Q (48177.370000 sec): 3 clusters Score: Raw -3191192.790421 + Penalty 4861.823606 = -3186330.966815 nChanged 81 SP:Iteration 19Q (48177.430000 sec): 3 clusters Score: Raw -3191212.695042 + Penalty 4861.823606 = -3186350.871436 nChanged 74 SP:Iteration 20F (48177.510000 sec): 3 clusters Score: Raw -3191230.542868 + Penalty 4861.823606 = -3186368.719261 nChanged 77 SP:Iteration 21Q (48177.570000 sec): 3 clusters Score: Raw -3191248.554383 + Penalty 4861.823606 = -3186386.730777 nChanged 66 SP:Iteration 22Q (48177.630000 sec): 3 clusters Score: Raw -3191262.713115 + Penalty 4861.823606 = -3186400.889509 nChanged 64 SP:Iteration 23Q (48177.700000 sec): 3 clusters Score: Raw -3191275.171959 + Penalty 4861.823606 = -3186413.348353 nChanged 62 SP:Iteration 24Q (48177.760000 sec): 3 clusters Score: Raw -3191289.845362 + Penalty 4861.823606 = -3186428.021755 nChanged 66 SP:Iteration 25Q (48177.820000 sec): 3 clusters Score: Raw -3191304.989463 + Penalty 4861.823606 = -3186443.165857 nChanged 60 SP:Iteration 26Q (48177.890000 sec): 3 clusters Score: Raw -3191320.091432 + Penalty 4861.823606 = -3186458.267826 nChanged 68 SP:Iteration 27Q (48177.950000 sec): 3 clusters Score: Raw -3191335.486284 + Penalty 4861.823606 = -3186473.662678 nChanged 45 SP:Iteration 28Q (48178.010000 sec): 3 clusters Score: Raw -3191343.474833 + Penalty 4861.823606 = -3186481.651227 nChanged 37 SP:Iteration 29Q (48178.070000 sec): 3 clusters Score: Raw -3191352.731543 + Penalty 4861.823606 = -3186490.907937 nChanged 44 SP:Iteration 30Q (48178.140000 sec): 3 clusters Score: Raw -3191361.334091 + Penalty 4861.823606 = -3186499.510485 nChanged 35 SP:Iteration 31Q (48178.200000 sec): 3 clusters Score: Raw -3191367.384281 + Penalty 4861.823606 = -3186505.560675 nChanged 28 SP:Iteration 32Q (48178.260000 sec): 3 clusters Score: Raw -3191372.344440 + Penalty 4861.823606 = -3186510.520834 nChanged 23 SP:Iteration 33Q (48178.330000 sec): 3 clusters Score: Raw -3191376.185961 + Penalty 4861.823606 = -3186514.362354 nChanged 25 SP:Iteration 34Q (48178.390000 sec): 3 clusters Score: Raw -3191379.635631 + Penalty 4861.823606 = -3186517.812025 nChanged 21 SP:Iteration 35Q (48178.450000 sec): 3 clusters Score: Raw -3191383.553173 + Penalty 4861.823606 = -3186521.729567 nChanged 21 SP:Iteration 36Q (48178.510000 sec): 3 clusters Score: Raw -3191387.012697 + Penalty 4861.823606 = -3186525.189091 nChanged 17 SP:Iteration 37Q (48178.580000 sec): 3 clusters Score: Raw -3191390.425631 + Penalty 4861.823606 = -3186528.602025 nChanged 20 SP:Iteration 38Q (48178.640000 sec): 3 clusters Score: Raw -3191394.246937 + Penalty 4861.823606 = -3186532.423331 nChanged 23 SP:Iteration 39Q (48178.700000 sec): 3 clusters Score: Raw -3191398.269967 + Penalty 4861.823606 = -3186536.446361 nChanged 25 SP:Iteration 40F (48178.770000 sec): 3 clusters Score: Raw -3191402.478920 + Penalty 4861.823606 = -3186540.655314 nChanged 28 SP:Iteration 41Q (48178.830000 sec): 3 clusters Score: Raw -3191407.786341 + Penalty 4861.823606 = -3186545.962735 nChanged 32 SP:Iteration 42Q (48178.900000 sec): 3 clusters Score: Raw -3191414.051854 + Penalty 4861.823606 = -3186552.228248 nChanged 37 SP:Iteration 43Q (48178.960000 sec): 3 clusters Score: Raw -3191420.573248 + Penalty 4861.823606 = -3186558.749642 nChanged 29 SP:Iteration 44Q (48179.020000 sec): 3 clusters Score: Raw -3191426.067416 + Penalty 4861.823606 = -3186564.243810 nChanged 28 SP:Iteration 45Q (48179.080000 sec): 3 clusters Score: Raw -3191430.234003 + Penalty 4861.823606 = -3186568.410397 nChanged 26 SP:Iteration 46Q (48179.140000 sec): 3 clusters Score: Raw -3191433.710711 + Penalty 4861.823606 = -3186571.887105 nChanged 29 SP:Iteration 47Q (48179.210000 sec): 3 clusters Score: Raw -3191438.854289 + Penalty 4861.823606 = -3186577.030683 nChanged 27 SP:Iteration 48Q (48179.270000 sec): 3 clusters Score: Raw -3191443.460083 + Penalty 4861.823606 = -3186581.636477 nChanged 23 SP:Iteration 49Q (48179.340000 sec): 3 clusters Score: Raw -3191447.577059 + Penalty 4861.823606 = -3186585.753453 nChanged 25 SP:Iteration 50Q (48179.400000 sec): 3 clusters Score: Raw -3191453.550159 + Penalty 4861.823606 = -3186591.726553 nChanged 27 SP:Iteration 51Q (48179.460000 sec): 3 clusters Score: Raw -3191459.270159 + Penalty 4861.823606 = -3186597.446553 nChanged 34 SP:Iteration 52Q (48179.520000 sec): 3 clusters Score: Raw -3191464.739568 + Penalty 4861.823606 = -3186602.915961 nChanged 25 SP:Iteration 53Q (48179.580000 sec): 3 clusters Score: Raw -3191469.238787 + Penalty 4861.823606 = -3186607.415181 nChanged 25 SP:Iteration 54Q (48179.640000 sec): 3 clusters Score: Raw -3191474.255187 + Penalty 4861.823606 = -3186612.431580 nChanged 29 SP:Iteration 55Q (48179.700000 sec): 3 clusters Score: Raw -3191479.484220 + Penalty 4861.823606 = -3186617.660614 nChanged 24 SP:Iteration 56Q (48179.760000 sec): 3 clusters Score: Raw -3191483.908202 + Penalty 4861.823606 = -3186622.084596 nChanged 27 SP:Iteration 57Q (48179.820000 sec): 3 clusters Score: Raw -3191488.694625 + Penalty 4861.823606 = -3186626.871019 nChanged 18 SP:Iteration 58Q (48179.880000 sec): 3 clusters Score: Raw -3191491.368485 + Penalty 4861.823606 = -3186629.544878 nChanged 13 SP:Iteration 59Q (48179.940000 sec): 3 clusters Score: Raw -3191493.365205 + Penalty 4861.823606 = -3186631.541599 nChanged 15 SP:Iteration 60F (48180.020000 sec): 3 clusters Score: Raw -3191495.475256 + Penalty 4861.823606 = -3186633.651649 nChanged 13 SP:Iteration 61Q (48180.080000 sec): 3 clusters Score: Raw -3191497.084575 + Penalty 4861.823606 = -3186635.260969 nChanged 13 SP:Iteration 62Q (48180.140000 sec): 3 clusters Score: Raw -3191498.753794 + Penalty 4861.823606 = -3186636.930188 nChanged 11 SP:Iteration 63Q (48180.200000 sec): 3 clusters Score: Raw -3191500.364636 + Penalty 4861.823606 = -3186638.541030 nChanged 12 SP:Iteration 64Q (48180.260000 sec): 3 clusters Score: Raw -3191502.389124 + Penalty 4861.823606 = -3186640.565518 nChanged 10 SP:Iteration 65Q (48180.320000 sec): 3 clusters Score: Raw -3191504.233088 + Penalty 4861.823606 = -3186642.409481 nChanged 8 SP:Iteration 66Q (48180.380000 sec): 3 clusters Score: Raw -3191505.947096 + Penalty 4861.823606 = -3186644.123490 nChanged 7 SP:Iteration 67Q (48180.440000 sec): 3 clusters Score: Raw -3191507.311149 + Penalty 4861.823606 = -3186645.487542 nChanged 9 SP:Iteration 68Q (48180.500000 sec): 3 clusters Score: Raw -3191508.354228 + Penalty 4861.823606 = -3186646.530622 nChanged 8 SP:Iteration 69Q (48180.560000 sec): 3 clusters Score: Raw -3191509.166520 + Penalty 4861.823606 = -3186647.342914 nChanged 13 SP:Iteration 70Q (48180.620000 sec): 3 clusters Score: Raw -3191511.117071 + Penalty 4861.823606 = -3186649.293464 nChanged 17 SP:Iteration 71Q (48180.680000 sec): 3 clusters Score: Raw -3191514.602777 + Penalty 4861.823606 = -3186652.779171 nChanged 21 SP:Iteration 72Q (48180.740000 sec): 3 clusters Score: Raw -3191517.650865 + Penalty 4861.823606 = -3186655.827259 nChanged 14 SP:Iteration 73Q (48180.800000 sec): 3 clusters Score: Raw -3191519.692680 + Penalty 4861.823606 = -3186657.869073 nChanged 6 SP:Iteration 74Q (48180.860000 sec): 3 clusters Score: Raw -3191521.061576 + Penalty 4861.823606 = -3186659.237970 nChanged 8 SP:Iteration 75Q (48180.920000 sec): 3 clusters Score: Raw -3191522.146547 + Penalty 4861.823606 = -3186660.322940 nChanged 5 SP:Iteration 76Q (48180.980000 sec): 3 clusters Score: Raw -3191522.783863 + Penalty 4861.823606 = -3186660.960257 nChanged 3 SP:Iteration 77Q (48181.040000 sec): 3 clusters Score: Raw -3191522.940093 + Penalty 4861.823606 = -3186661.116487 nChanged 3 SP:Iteration 78Q (48181.100000 sec): 3 clusters Score: Raw -3191523.214418 + Penalty 4861.823606 = -3186661.390811 nChanged 2 SP:Iteration 79Q (48181.160000 sec): 3 clusters Score: Raw -3191523.712863 + Penalty 4861.823606 = -3186661.889256 nChanged 5 SP:Iteration 80F (48181.240000 sec): 3 clusters Score: Raw -3191524.625552 + Penalty 4861.823606 = -3186662.801946 nChanged 8 SP:Iteration 81Q (48181.300000 sec): 3 clusters Score: Raw -3191525.733822 + Penalty 4861.823606 = -3186663.910216 nChanged 3 SP:Iteration 82Q (48181.360000 sec): 3 clusters Score: Raw -3191526.188558 + Penalty 4861.823606 = -3186664.364951 nChanged 8 SP:Iteration 83Q (48181.420000 sec): 3 clusters Score: Raw -3191527.478862 + Penalty 4861.823606 = -3186665.655256 nChanged 6 SP:Iteration 84Q (48181.480000 sec): 3 clusters Score: Raw -3191528.377134 + Penalty 4861.823606 = -3186666.553528 nChanged 3 SP:Iteration 85Q (48181.540000 sec): 3 clusters Score: Raw -3191528.787538 + Penalty 4861.823606 = -3186666.963932 nChanged 4 SP:Iteration 86Q (48181.600000 sec): 3 clusters Score: Raw -3191529.586290 + Penalty 4861.823606 = -3186667.762684 nChanged 6 SP:Iteration 87Q (48181.660000 sec): 3 clusters Score: Raw -3191530.350129 + Penalty 4861.823606 = -3186668.526523 nChanged 3 SP:Iteration 88Q (48181.720000 sec): 3 clusters Score: Raw -3191530.780841 + Penalty 4861.823606 = -3186668.957235 nChanged 2 SP:Iteration 89Q (48181.780000 sec): 3 clusters Score: Raw -3191531.020075 + Penalty 4861.823606 = -3186669.196469 nChanged 4 SP:Iteration 90Q (48181.840000 sec): 3 clusters Score: Raw -3191531.392849 + Penalty 4861.823606 = -3186669.569243 nChanged 1 SP:Iteration 91Q (48181.900000 sec): 3 clusters Score: Raw -3191531.451075 + Penalty 4861.823606 = -3186669.627469 nChanged 1 SP:Iteration 92Q (48181.960000 sec): 3 clusters Score: Raw -3191531.544037 + Penalty 4861.823606 = -3186669.720430 nChanged 0 SP:Iteration 93F (48182.030000 sec): 3 clusters Score: Raw -3191531.544037 + Penalty 4861.823606 = -3186669.720430 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (219479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48182.780000 sec): 2 clusters Score: Raw -37922287.493785 + Penalty 3050.154935 = -37919237.338850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48183.690000 sec): 3 clusters Score: Raw -37777753.550400 + Penalty 6100.309870 = -37771653.240530 nChanged 106094 SP:Iteration 1F (48184.590000 sec): 3 clusters Score: Raw -37841582.114652 + Penalty 6100.309870 = -37835481.804782 nChanged 7520 SP:Iteration 2Q (48185.510000 sec): 3 clusters Score: Raw -37843826.900813 + Penalty 6100.309870 = -37837726.590943 nChanged 9087 SP:Iteration 3Q (48186.420000 sec): 3 clusters Score: Raw -37847120.585208 + Penalty 6100.309870 = -37841020.275338 nChanged 10717 SP:Iteration 4Q (48187.340000 sec): 3 clusters Score: Raw -37851872.684349 + Penalty 6100.309870 = -37845772.374479 nChanged 12320 SP:Iteration 5F (48188.230000 sec): 3 clusters Score: Raw -37858217.329630 + Penalty 6100.309870 = -37852117.019760 nChanged 13266 SP:Iteration 6F (48189.130000 sec): 3 clusters Score: Raw -37865906.894848 + Penalty 6100.309870 = -37859806.584978 nChanged 13341 SP:Iteration 7F (48190.030000 sec): 3 clusters Score: Raw -37874215.745887 + Penalty 6100.309870 = -37868115.436017 nChanged 12238 SP:Iteration 8F (48190.930000 sec): 3 clusters Score: Raw -37882105.946533 + Penalty 6100.309870 = -37876005.636662 nChanged 10695 SP:Iteration 9Q (48191.820000 sec): 3 clusters Score: Raw -37889203.715276 + Penalty 6100.309870 = -37883103.405406 nChanged 9016 SP:Iteration 10Q (48192.700000 sec): 3 clusters Score: Raw -37895348.623216 + Penalty 6100.309870 = -37889248.313345 nChanged 7658 SP:Iteration 11Q (48193.540000 sec): 3 clusters Score: Raw -37900576.337398 + Penalty 6100.309870 = -37894476.027528 nChanged 6475 SP:Iteration 12Q (48194.340000 sec): 3 clusters Score: Raw -37905039.223340 + Penalty 6100.309870 = -37898938.913470 nChanged 5684 SP:Iteration 13Q (48195.120000 sec): 3 clusters Score: Raw -37908863.046786 + Penalty 6100.309870 = -37902762.736916 nChanged 4905 SP:Iteration 14Q (48195.860000 sec): 3 clusters Score: Raw -37912225.017039 + Penalty 6100.309870 = -37906124.707169 nChanged 4195 SP:Iteration 15Q (48196.580000 sec): 3 clusters Score: Raw -37915156.928222 + Penalty 6100.309870 = -37909056.618352 nChanged 3324 SP:Iteration 16Q (48197.280000 sec): 3 clusters Score: Raw -37917408.790513 + Penalty 6100.309870 = -37911308.480642 nChanged 2510 SP:Iteration 17Q (48197.950000 sec): 3 clusters Score: Raw -37919123.329475 + Penalty 6100.309870 = -37913023.019605 nChanged 1854 SP:Iteration 18Q (48198.610000 sec): 3 clusters Score: Raw -37920377.451303 + Penalty 6100.309870 = -37914277.141433 nChanged 1229 SP:Iteration 19Q (48199.260000 sec): 3 clusters Score: Raw -37921189.498933 + Penalty 6100.309870 = -37915089.189063 nChanged 788 SP:Iteration 20F (48200.140000 sec): 3 clusters Score: Raw -37921702.987842 + Penalty 6100.309870 = -37915602.677972 nChanged 518 SP:Iteration 21Q (48200.770000 sec): 3 clusters Score: Raw -37922031.811599 + Penalty 6100.309870 = -37915931.501729 nChanged 329 SP:Iteration 22Q (48201.400000 sec): 3 clusters Score: Raw -37922229.173069 + Penalty 6100.309870 = -37916128.863198 nChanged 210 SP:Iteration 23Q (48202.020000 sec): 3 clusters Score: Raw -37922350.598571 + Penalty 6100.309870 = -37916250.288700 nChanged 148 SP:Iteration 24Q (48202.640000 sec): 3 clusters Score: Raw -37922431.285051 + Penalty 6100.309870 = -37916330.975181 nChanged 96 SP:Iteration 25Q (48203.260000 sec): 3 clusters Score: Raw -37922488.044366 + Penalty 6100.309870 = -37916387.734495 nChanged 74 SP:Iteration 26Q (48203.880000 sec): 3 clusters Score: Raw -37922527.871847 + Penalty 6100.309870 = -37916427.561976 nChanged 48 SP:Iteration 27Q (48204.500000 sec): 3 clusters Score: Raw -37922552.505981 + Penalty 6100.309870 = -37916452.196111 nChanged 45 SP:Iteration 28Q (48205.120000 sec): 3 clusters Score: Raw -37922581.122501 + Penalty 6100.309870 = -37916480.812631 nChanged 40 SP:Iteration 29Q (48205.740000 sec): 3 clusters Score: Raw -37922603.197015 + Penalty 6100.309870 = -37916502.887145 nChanged 36 SP:Iteration 30Q (48206.350000 sec): 3 clusters Score: Raw -37922623.374125 + Penalty 6100.309870 = -37916523.064254 nChanged 32 SP:Iteration 31Q (48206.970000 sec): 3 clusters Score: Raw -37922639.565326 + Penalty 6100.309870 = -37916539.255456 nChanged 18 SP:Iteration 32Q (48207.590000 sec): 3 clusters Score: Raw -37922648.760202 + Penalty 6100.309870 = -37916548.450332 nChanged 21 SP:Iteration 33Q (48208.210000 sec): 3 clusters Score: Raw -37922659.477858 + Penalty 6100.309870 = -37916559.167988 nChanged 15 SP:Iteration 34Q (48208.830000 sec): 3 clusters Score: Raw -37922668.034777 + Penalty 6100.309870 = -37916567.724907 nChanged 18 SP:Iteration 35Q (48209.440000 sec): 3 clusters Score: Raw -37922676.100250 + Penalty 6100.309870 = -37916575.790380 nChanged 10 SP:Iteration 36Q (48210.060000 sec): 3 clusters Score: Raw -37922681.909771 + Penalty 6100.309870 = -37916581.599901 nChanged 9 SP:Iteration 37Q (48210.670000 sec): 3 clusters Score: Raw -37922688.564986 + Penalty 6100.309870 = -37916588.255116 nChanged 15 SP:Iteration 38Q (48211.290000 sec): 3 clusters Score: Raw -37922695.857611 + Penalty 6100.309870 = -37916595.547740 nChanged 8 SP:Iteration 39Q (48211.910000 sec): 3 clusters Score: Raw -37922699.517617 + Penalty 6100.309870 = -37916599.207746 nChanged 11 SP:Iteration 40F (48212.790000 sec): 3 clusters Score: Raw -37922704.339710 + Penalty 6100.309870 = -37916604.029840 nChanged 6 SP:Iteration 41Q (48213.410000 sec): 3 clusters Score: Raw -37922706.139683 + Penalty 6100.309870 = -37916605.829812 nChanged 4 SP:Iteration 42Q (48214.030000 sec): 3 clusters Score: Raw -37922708.287575 + Penalty 6100.309870 = -37916607.977705 nChanged 1 SP:Iteration 43Q (48214.640000 sec): 3 clusters Score: Raw -37922708.515766 + Penalty 6100.309870 = -37916608.205896 nChanged 0 SP:Iteration 44F (48215.530000 sec): 3 clusters Score: Raw -37922708.515766 + Penalty 6100.309870 = -37916608.205896 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48215.610000 sec): 2 clusters Score: Raw -274017.007697 + Penalty 1832.611861 = -272184.395836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48215.610000 sec): 3 clusters Score: Raw -273497.129557 + Penalty 3665.223721 = -269831.905836 nChanged 485 SP:Iteration 1F (48215.620000 sec): 3 clusters Score: Raw -273914.328536 + Penalty 3665.223721 = -270249.104815 nChanged 118 SP:Iteration 2F (48215.630000 sec): 3 clusters Score: Raw -274051.564961 + Penalty 3665.223721 = -270386.341240 nChanged 84 SP:Iteration 3F (48215.630000 sec): 3 clusters Score: Raw -274159.053229 + Penalty 3665.223721 = -270493.829508 nChanged 63 SP:Iteration 4Q (48215.640000 sec): 3 clusters Score: Raw -274242.382121 + Penalty 3665.223721 = -270577.158400 nChanged 49 SP:Iteration 5Q (48215.640000 sec): 3 clusters Score: Raw -274296.734455 + Penalty 3665.223721 = -270631.510734 nChanged 37 SP:Iteration 6Q (48215.650000 sec): 3 clusters Score: Raw -274334.870259 + Penalty 3665.223721 = -270669.646538 nChanged 36 SP:Iteration 7Q (48215.660000 sec): 3 clusters Score: Raw -274375.016714 + Penalty 3665.223721 = -270709.792993 nChanged 40 SP:Iteration 8Q (48215.660000 sec): 3 clusters Score: Raw -274427.322808 + Penalty 3665.223721 = -270762.099087 nChanged 43 SP:Iteration 9Q (48215.670000 sec): 3 clusters Score: Raw -274477.018612 + Penalty 3665.223721 = -270811.794891 nChanged 32 SP:Iteration 10Q (48215.670000 sec): 3 clusters Score: Raw -274514.206426 + Penalty 3665.223721 = -270848.982705 nChanged 36 SP:Iteration 11Q (48215.680000 sec): 3 clusters Score: Raw -274557.884443 + Penalty 3665.223721 = -270892.660722 nChanged 26 SP:Iteration 12Q (48215.690000 sec): 3 clusters Score: Raw -274590.119190 + Penalty 3665.223721 = -270924.895469 nChanged 22 SP:Iteration 13Q (48215.690000 sec): 3 clusters Score: Raw -274618.742308 + Penalty 3665.223721 = -270953.518587 nChanged 20 SP:Iteration 14Q (48215.700000 sec): 3 clusters Score: Raw -274641.555425 + Penalty 3665.223721 = -270976.331704 nChanged 18 SP:Iteration 15Q (48215.710000 sec): 3 clusters Score: Raw -274662.746954 + Penalty 3665.223721 = -270997.523233 nChanged 10 SP:Iteration 16Q (48215.710000 sec): 3 clusters Score: Raw -274671.850955 + Penalty 3665.223721 = -271006.627234 nChanged 9 SP:Iteration 17Q (48215.720000 sec): 3 clusters Score: Raw -274680.608709 + Penalty 3665.223721 = -271015.384988 nChanged 13 SP:Iteration 18Q (48215.720000 sec): 3 clusters Score: Raw -274696.370237 + Penalty 3665.223721 = -271031.146516 nChanged 11 SP:Iteration 19Q (48215.730000 sec): 3 clusters Score: Raw -274706.983374 + Penalty 3665.223721 = -271041.759653 nChanged 8 SP:Iteration 20F (48215.740000 sec): 3 clusters Score: Raw -274713.011705 + Penalty 3665.223721 = -271047.787984 nChanged 5 SP:Iteration 21Q (48215.740000 sec): 3 clusters Score: Raw -274716.803043 + Penalty 3665.223721 = -271051.579322 nChanged 1 SP:Iteration 22Q (48215.750000 sec): 3 clusters Score: Raw -274719.122391 + Penalty 3665.223721 = -271053.898670 nChanged 2 SP:Iteration 23Q (48215.750000 sec): 3 clusters Score: Raw -274721.143872 + Penalty 3665.223721 = -271055.920151 nChanged 2 SP:Iteration 24Q (48215.760000 sec): 3 clusters Score: Raw -274722.359873 + Penalty 3665.223721 = -271057.136152 nChanged 3 SP:Iteration 25Q (48215.770000 sec): 3 clusters Score: Raw -274725.106841 + Penalty 3665.223721 = -271059.883120 nChanged 3 SP:Iteration 26Q (48215.770000 sec): 3 clusters Score: Raw -274728.949598 + Penalty 3665.223721 = -271063.725877 nChanged 1 SP:Iteration 27Q (48215.780000 sec): 3 clusters Score: Raw -274729.583010 + Penalty 3665.223721 = -271064.359289 nChanged 0 SP:Iteration 28F (48215.790000 sec): 3 clusters Score: Raw -274729.583010 + Penalty 3665.223721 = -271064.359289 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48215.790000 sec): 2 clusters Score: Raw -108793.637428 + Penalty 1608.189538 = -107185.447890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48215.790000 sec): 3 clusters Score: Raw -108752.268956 + Penalty 3216.379077 = -105535.889879 nChanged 139 SP:Iteration 1F (48215.800000 sec): 3 clusters Score: Raw -108982.151335 + Penalty 3216.379077 = -105765.772258 nChanged 30 SP:Iteration 2Q (48215.800000 sec): 3 clusters Score: Raw -109029.680017 + Penalty 3216.379077 = -105813.300941 nChanged 9 SP:Iteration 3Q (48215.800000 sec): 3 clusters Score: Raw -109043.709583 + Penalty 3216.379077 = -105827.330506 nChanged 6 SP:Iteration 4Q (48215.810000 sec): 3 clusters Score: Raw -109051.320158 + Penalty 3216.379077 = -105834.941081 nChanged 4 SP:Iteration 5Q (48215.810000 sec): 3 clusters Score: Raw -109057.887685 + Penalty 3216.379077 = -105841.508608 nChanged 1 SP:Iteration 6Q (48215.810000 sec): 3 clusters Score: Raw -109058.718914 + Penalty 3216.379077 = -105842.339837 nChanged 0 SP:Iteration 7F (48215.810000 sec): 3 clusters Score: Raw -109058.718914 + Penalty 3216.379077 = -105842.339837 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (232848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48216.620000 sec): 2 clusters Score: Raw -43244580.755227 + Penalty 3064.819007 = -43241515.936220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48217.580000 sec): 3 clusters Score: Raw -43091273.113828 + Penalty 6129.638015 = -43085143.475813 nChanged 112132 SP:Iteration 1F (48218.540000 sec): 3 clusters Score: Raw -43157570.924734 + Penalty 6129.638015 = -43151441.286719 nChanged 6329 SP:Iteration 2Q (48219.510000 sec): 3 clusters Score: Raw -43158966.693490 + Penalty 6129.638015 = -43152837.055476 nChanged 7320 SP:Iteration 3Q (48220.480000 sec): 3 clusters Score: Raw -43161011.261465 + Penalty 6129.638015 = -43154881.623450 nChanged 9116 SP:Iteration 4Q (48221.450000 sec): 3 clusters Score: Raw -43164394.470505 + Penalty 6129.638015 = -43158264.832490 nChanged 11870 SP:Iteration 5F (48222.410000 sec): 3 clusters Score: Raw -43170443.699271 + Penalty 6129.638015 = -43164314.061256 nChanged 15911 SP:Iteration 6F (48223.360000 sec): 3 clusters Score: Raw -43181223.587592 + Penalty 6129.638015 = -43175093.949577 nChanged 19797 SP:Iteration 7F (48224.310000 sec): 3 clusters Score: Raw -43197990.625148 + Penalty 6129.638015 = -43191860.987133 nChanged 20456 SP:Iteration 8F (48225.270000 sec): 3 clusters Score: Raw -43217852.130063 + Penalty 6129.638015 = -43211722.492048 nChanged 15756 SP:Iteration 9F (48226.210000 sec): 3 clusters Score: Raw -43233718.805613 + Penalty 6129.638015 = -43227589.167598 nChanged 7927 SP:Iteration 10Q (48227.080000 sec): 3 clusters Score: Raw -43241261.073359 + Penalty 6129.638015 = -43235131.435344 nChanged 2815 SP:Iteration 11Q (48227.860000 sec): 3 clusters Score: Raw -43243772.476743 + Penalty 6129.638015 = -43237642.838728 nChanged 811 SP:Iteration 12Q (48228.570000 sec): 3 clusters Score: Raw -43244499.162577 + Penalty 6129.638015 = -43238369.524562 nChanged 244 SP:Iteration 13Q (48229.270000 sec): 3 clusters Score: Raw -43244750.315904 + Penalty 6129.638015 = -43238620.677889 nChanged 92 SP:Iteration 14Q (48229.950000 sec): 3 clusters Score: Raw -43244855.251535 + Penalty 6129.638015 = -43238725.613520 nChanged 48 SP:Iteration 15Q (48230.620000 sec): 3 clusters Score: Raw -43244911.769729 + Penalty 6129.638015 = -43238782.131714 nChanged 31 SP:Iteration 16Q (48231.300000 sec): 3 clusters Score: Raw -43244951.334274 + Penalty 6129.638015 = -43238821.696259 nChanged 19 SP:Iteration 17Q (48231.970000 sec): 3 clusters Score: Raw -43244973.067954 + Penalty 6129.638015 = -43238843.429939 nChanged 15 SP:Iteration 18Q (48232.640000 sec): 3 clusters Score: Raw -43244996.888864 + Penalty 6129.638015 = -43238867.250850 nChanged 15 SP:Iteration 19Q (48233.310000 sec): 3 clusters Score: Raw -43245019.292519 + Penalty 6129.638015 = -43238889.654504 nChanged 13 SP:Iteration 20F (48234.250000 sec): 3 clusters Score: Raw -43245029.884334 + Penalty 6129.638015 = -43238900.246319 nChanged 1 SP:Iteration 21Q (48234.900000 sec): 3 clusters Score: Raw -43245030.831681 + Penalty 6129.638015 = -43238901.193666 nChanged 0 SP:Iteration 22F (48235.850000 sec): 3 clusters Score: Raw -43245030.831681 + Penalty 6129.638015 = -43238901.193666 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48235.930000 sec): 2 clusters Score: Raw -44749.758470 + Penalty 1407.834943 = -43341.923527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48235.930000 sec): 3 clusters Score: Raw -45005.995569 + Penalty 2815.669886 = -42190.325683 nChanged 51 SP:Iteration 1F (48235.930000 sec): 3 clusters Score: Raw -45168.567660 + Penalty 2815.669886 = -42352.897774 nChanged 17 SP:Iteration 2F (48235.930000 sec): 3 clusters Score: Raw -45236.863282 + Penalty 2815.669886 = -42421.193397 nChanged 14 SP:Iteration 3Q (48235.930000 sec): 3 clusters Score: Raw -45278.935906 + Penalty 2815.669886 = -42463.266020 nChanged 6 SP:Iteration 4Q (48235.930000 sec): 3 clusters Score: Raw -45294.554823 + Penalty 2815.669886 = -42478.884937 nChanged 5 SP:Iteration 5Q (48235.930000 sec): 3 clusters Score: Raw -45310.327397 + Penalty 2815.669886 = -42494.657511 nChanged 4 SP:Iteration 6Q (48235.940000 sec): 3 clusters Score: Raw -45338.367192 + Penalty 2815.669886 = -42522.697306 nChanged 3 SP:Iteration 7Q (48235.940000 sec): 3 clusters Score: Raw -45350.333559 + Penalty 2815.669886 = -42534.663673 nChanged 2 SP:Iteration 8Q (48235.940000 sec): 3 clusters Score: Raw -45356.812021 + Penalty 2815.669886 = -42541.142135 nChanged 2 SP:Iteration 9Q (48235.940000 sec): 3 clusters Score: Raw -45365.686480 + Penalty 2815.669886 = -42550.016594 nChanged 0 SP:Iteration 10F (48235.940000 sec): 3 clusters Score: Raw -45365.686480 + Penalty 2815.669886 = -42550.016594 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48235.940000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48235.950000 sec): 3 clusters Score: Raw -80978.090828 + Penalty 3100.944326 = -77877.146502 nChanged 76 SP:Iteration 1F (48235.950000 sec): 3 clusters Score: Raw -81124.445754 + Penalty 3100.944326 = -78023.501428 nChanged 20 SP:Iteration 2Q (48235.950000 sec): 3 clusters Score: Raw -81155.703557 + Penalty 3100.944326 = -78054.759231 nChanged 11 SP:Iteration 3Q (48235.950000 sec): 3 clusters Score: Raw -81185.937160 + Penalty 3100.944326 = -78084.992834 nChanged 5 SP:Iteration 4Q (48235.960000 sec): 3 clusters Score: Raw -81196.856916 + Penalty 3100.944326 = -78095.912590 nChanged 5 SP:Iteration 5Q (48235.960000 sec): 3 clusters Score: Raw -81205.773280 + Penalty 3100.944326 = -78104.828954 nChanged 4 SP:Iteration 6Q (48235.960000 sec): 3 clusters Score: Raw -81216.427630 + Penalty 3100.944326 = -78115.483304 nChanged 3 SP:Iteration 7Q (48235.960000 sec): 3 clusters Score: Raw -81219.818293 + Penalty 3100.944326 = -78118.873967 nChanged 0 SP:Iteration 8F (48235.960000 sec): 3 clusters Score: Raw -81219.818293 + Penalty 3100.944326 = -78118.873967 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48235.970000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48235.970000 sec): 3 clusters Score: Raw -81917.129883 + Penalty 3110.410262 = -78806.719621 nChanged 102 SP:Iteration 1F (48235.980000 sec): 3 clusters Score: Raw -82112.863601 + Penalty 3110.410262 = -79002.453338 nChanged 27 SP:Iteration 2F (48235.980000 sec): 3 clusters Score: Raw -82200.493073 + Penalty 3110.410262 = -79090.082811 nChanged 15 SP:Iteration 3Q (48235.980000 sec): 3 clusters Score: Raw -82244.392826 + Penalty 3110.410262 = -79133.982564 nChanged 7 SP:Iteration 4Q (48235.980000 sec): 3 clusters Score: Raw -82263.341217 + Penalty 3110.410262 = -79152.930955 nChanged 4 SP:Iteration 5Q (48235.980000 sec): 3 clusters Score: Raw -82280.281883 + Penalty 3110.410262 = -79169.871620 nChanged 6 SP:Iteration 6Q (48235.980000 sec): 3 clusters Score: Raw -82293.710860 + Penalty 3110.410262 = -79183.300597 nChanged 4 SP:Iteration 7Q (48235.990000 sec): 3 clusters Score: Raw -82314.389087 + Penalty 3110.410262 = -79203.978825 nChanged 4 SP:Iteration 8Q (48235.990000 sec): 3 clusters Score: Raw -82330.995281 + Penalty 3110.410262 = -79220.585018 nChanged 3 SP:Iteration 9Q (48235.990000 sec): 3 clusters Score: Raw -82338.912643 + Penalty 3110.410262 = -79228.502381 nChanged 3 SP:Iteration 10Q (48235.990000 sec): 3 clusters Score: Raw -82347.321090 + Penalty 3110.410262 = -79236.910828 nChanged 2 SP:Iteration 11Q (48236.000000 sec): 3 clusters Score: Raw -82351.926892 + Penalty 3110.410262 = -79241.516630 nChanged 1 SP:Iteration 12Q (48236.000000 sec): 3 clusters Score: Raw -82353.580907 + Penalty 3110.410262 = -79243.170645 nChanged 1 SP:Iteration 13Q (48236.000000 sec): 3 clusters Score: Raw -82355.410482 + Penalty 3110.410262 = -79245.000220 nChanged 0 SP:Iteration 14F (48236.000000 sec): 3 clusters Score: Raw -82355.410482 + Penalty 3110.410262 = -79245.000220 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48236.040000 sec): 2 clusters Score: Raw -1638496.154692 + Penalty 2276.814981 = -1636219.339711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48236.080000 sec): 3 clusters Score: Raw -1633304.830285 + Penalty 4553.629961 = -1628751.200324 nChanged 4038 SP:Iteration 1F (48236.120000 sec): 3 clusters Score: Raw -1635547.765963 + Penalty 4553.629961 = -1630994.136002 nChanged 677 SP:Iteration 2F (48236.160000 sec): 3 clusters Score: Raw -1635928.978149 + Penalty 4553.629961 = -1631375.348188 nChanged 582 SP:Iteration 3F (48236.190000 sec): 3 clusters Score: Raw -1636275.859441 + Penalty 4553.629961 = -1631722.229480 nChanged 590 SP:Iteration 4F (48236.230000 sec): 3 clusters Score: Raw -1636663.345878 + Penalty 4553.629961 = -1632109.715917 nChanged 533 SP:Iteration 5F (48236.270000 sec): 3 clusters Score: Raw -1637035.713970 + Penalty 4553.629961 = -1632482.084008 nChanged 529 SP:Iteration 6F (48236.310000 sec): 3 clusters Score: Raw -1637445.987177 + Penalty 4553.629961 = -1632892.357216 nChanged 499 SP:Iteration 7F (48236.340000 sec): 3 clusters Score: Raw -1637883.988132 + Penalty 4553.629961 = -1633330.358171 nChanged 456 SP:Iteration 8Q (48236.380000 sec): 3 clusters Score: Raw -1638301.781817 + Penalty 4553.629961 = -1633748.151856 nChanged 339 SP:Iteration 9Q (48236.420000 sec): 3 clusters Score: Raw -1638603.614249 + Penalty 4553.629961 = -1634049.984288 nChanged 261 SP:Iteration 10Q (48236.460000 sec): 3 clusters Score: Raw -1638824.536215 + Penalty 4553.629961 = -1634270.906253 nChanged 171 SP:Iteration 11Q (48236.490000 sec): 3 clusters Score: Raw -1638969.957131 + Penalty 4553.629961 = -1634416.327170 nChanged 113 SP:Iteration 12Q (48236.520000 sec): 3 clusters Score: Raw -1639051.897550 + Penalty 4553.629961 = -1634498.267588 nChanged 82 SP:Iteration 13Q (48236.560000 sec): 3 clusters Score: Raw -1639112.533160 + Penalty 4553.629961 = -1634558.903198 nChanged 59 SP:Iteration 14Q (48236.590000 sec): 3 clusters Score: Raw -1639151.866708 + Penalty 4553.629961 = -1634598.236747 nChanged 43 SP:Iteration 15Q (48236.620000 sec): 3 clusters Score: Raw -1639181.466046 + Penalty 4553.629961 = -1634627.836085 nChanged 34 SP:Iteration 16Q (48236.650000 sec): 3 clusters Score: Raw -1639201.803050 + Penalty 4553.629961 = -1634648.173089 nChanged 26 SP:Iteration 17Q (48236.680000 sec): 3 clusters Score: Raw -1639217.026596 + Penalty 4553.629961 = -1634663.396635 nChanged 19 SP:Iteration 18Q (48236.710000 sec): 3 clusters Score: Raw -1639226.875949 + Penalty 4553.629961 = -1634673.245987 nChanged 13 SP:Iteration 19Q (48236.740000 sec): 3 clusters Score: Raw -1639235.574104 + Penalty 4553.629961 = -1634681.944142 nChanged 15 SP:Iteration 20F (48236.780000 sec): 3 clusters Score: Raw -1639242.613171 + Penalty 4553.629961 = -1634688.983210 nChanged 13 SP:Iteration 21Q (48236.810000 sec): 3 clusters Score: Raw -1639249.448236 + Penalty 4553.629961 = -1634695.818275 nChanged 12 SP:Iteration 22Q (48236.840000 sec): 3 clusters Score: Raw -1639254.923468 + Penalty 4553.629961 = -1634701.293507 nChanged 10 SP:Iteration 23Q (48236.870000 sec): 3 clusters Score: Raw -1639260.129314 + Penalty 4553.629961 = -1634706.499352 nChanged 4 SP:Iteration 24Q (48236.900000 sec): 3 clusters Score: Raw -1639261.656543 + Penalty 4553.629961 = -1634708.026582 nChanged 5 SP:Iteration 25Q (48236.930000 sec): 3 clusters Score: Raw -1639263.258421 + Penalty 4553.629961 = -1634709.628460 nChanged 3 SP:Iteration 26Q (48236.960000 sec): 3 clusters Score: Raw -1639264.391169 + Penalty 4553.629961 = -1634710.761208 nChanged 3 SP:Iteration 27Q (48236.990000 sec): 3 clusters Score: Raw -1639266.168983 + Penalty 4553.629961 = -1634712.539022 nChanged 3 SP:Iteration 28Q (48237.020000 sec): 3 clusters Score: Raw -1639267.106303 + Penalty 4553.629961 = -1634713.476342 nChanged 2 SP:Iteration 29Q (48237.050000 sec): 3 clusters Score: Raw -1639267.835161 + Penalty 4553.629961 = -1634714.205200 nChanged 2 SP:Iteration 30Q (48237.080000 sec): 3 clusters Score: Raw -1639268.679342 + Penalty 4553.629961 = -1634715.049380 nChanged 1 SP:Iteration 31Q (48237.110000 sec): 3 clusters Score: Raw -1639269.151014 + Penalty 4553.629961 = -1634715.521053 nChanged 0 SP:Iteration 32F (48237.150000 sec): 3 clusters Score: Raw -1639269.151014 + Penalty 4553.629961 = -1634715.521053 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48237.160000 sec): 2 clusters Score: Raw -115453.885135 + Penalty 1633.028265 = -113820.856869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48237.160000 sec): 3 clusters Score: Raw -115381.500187 + Penalty 3266.056531 = -112115.443656 nChanged 154 SP:Iteration 1F (48237.160000 sec): 3 clusters Score: Raw -115625.331946 + Penalty 3266.056531 = -112359.275416 nChanged 45 SP:Iteration 2F (48237.170000 sec): 3 clusters Score: Raw -115718.643849 + Penalty 3266.056531 = -112452.587318 nChanged 35 SP:Iteration 3Q (48237.170000 sec): 3 clusters Score: Raw -115796.937429 + Penalty 3266.056531 = -112530.880898 nChanged 28 SP:Iteration 4Q (48237.170000 sec): 3 clusters Score: Raw -115866.919138 + Penalty 3266.056531 = -112600.862607 nChanged 28 SP:Iteration 5Q (48237.180000 sec): 3 clusters Score: Raw -115922.645863 + Penalty 3266.056531 = -112656.589332 nChanged 23 SP:Iteration 6Q (48237.180000 sec): 3 clusters Score: Raw -115967.614582 + Penalty 3266.056531 = -112701.558051 nChanged 16 SP:Iteration 7Q (48237.180000 sec): 3 clusters Score: Raw -116006.477516 + Penalty 3266.056531 = -112740.420985 nChanged 9 SP:Iteration 8Q (48237.180000 sec): 3 clusters Score: Raw -116035.274235 + Penalty 3266.056531 = -112769.217705 nChanged 10 SP:Iteration 9Q (48237.190000 sec): 3 clusters Score: Raw -116059.383644 + Penalty 3266.056531 = -112793.327113 nChanged 16 SP:Iteration 10Q (48237.190000 sec): 3 clusters Score: Raw -116113.908965 + Penalty 3266.056531 = -112847.852434 nChanged 10 SP:Iteration 11Q (48237.190000 sec): 3 clusters Score: Raw -116136.678494 + Penalty 3266.056531 = -112870.621963 nChanged 4 SP:Iteration 12Q (48237.200000 sec): 3 clusters Score: Raw -116144.762573 + Penalty 3266.056531 = -112878.706042 nChanged 4 SP:Iteration 13Q (48237.200000 sec): 3 clusters Score: Raw -116157.341139 + Penalty 3266.056531 = -112891.284608 nChanged 3 SP:Iteration 14Q (48237.200000 sec): 3 clusters Score: Raw -116163.448710 + Penalty 3266.056531 = -112897.392180 nChanged 2 SP:Iteration 15Q (48237.200000 sec): 3 clusters Score: Raw -116166.197360 + Penalty 3266.056531 = -112900.140829 nChanged 2 SP:Iteration 16Q (48237.200000 sec): 3 clusters Score: Raw -116172.499048 + Penalty 3266.056531 = -112906.442517 nChanged 2 SP:Iteration 17Q (48237.210000 sec): 3 clusters Score: Raw -116178.271251 + Penalty 3266.056531 = -112912.214720 nChanged 3 SP:Iteration 18Q (48237.210000 sec): 3 clusters Score: Raw -116186.887608 + Penalty 3266.056531 = -112920.831078 nChanged 3 SP:Iteration 19Q (48237.210000 sec): 3 clusters Score: Raw -116192.396172 + Penalty 3266.056531 = -112926.339641 nChanged 1 SP:Iteration 20F (48237.220000 sec): 3 clusters Score: Raw -116193.686309 + Penalty 3266.056531 = -112927.629779 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48237.230000 sec): 2 clusters Score: Raw -613754.311733 + Penalty 2027.675365 = -611726.636368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48237.250000 sec): 3 clusters Score: Raw -612128.520253 + Penalty 4055.350730 = -608073.169523 nChanged 1307 SP:Iteration 1F (48237.260000 sec): 3 clusters Score: Raw -612940.495624 + Penalty 4055.350730 = -608885.144895 nChanged 276 SP:Iteration 2F (48237.280000 sec): 3 clusters Score: Raw -613156.340494 + Penalty 4055.350730 = -609100.989764 nChanged 200 SP:Iteration 3F (48237.290000 sec): 3 clusters Score: Raw -613294.352155 + Penalty 4055.350730 = -609239.001425 nChanged 173 SP:Iteration 4Q (48237.300000 sec): 3 clusters Score: Raw -613418.246494 + Penalty 4055.350730 = -609362.895764 nChanged 143 SP:Iteration 5Q (48237.320000 sec): 3 clusters Score: Raw -613512.716584 + Penalty 4055.350730 = -609457.365855 nChanged 133 SP:Iteration 6Q (48237.330000 sec): 3 clusters Score: Raw -613597.793101 + Penalty 4055.350730 = -609542.442371 nChanged 109 SP:Iteration 7Q (48237.340000 sec): 3 clusters Score: Raw -613667.368302 + Penalty 4055.350730 = -609612.017572 nChanged 87 SP:Iteration 8Q (48237.360000 sec): 3 clusters Score: Raw -613718.496298 + Penalty 4055.350730 = -609663.145568 nChanged 72 SP:Iteration 9Q (48237.370000 sec): 3 clusters Score: Raw -613764.456390 + Penalty 4055.350730 = -609709.105661 nChanged 56 SP:Iteration 10Q (48237.390000 sec): 3 clusters Score: Raw -613795.247748 + Penalty 4055.350730 = -609739.897018 nChanged 57 SP:Iteration 11Q (48237.400000 sec): 3 clusters Score: Raw -613823.292449 + Penalty 4055.350730 = -609767.941719 nChanged 35 SP:Iteration 12Q (48237.420000 sec): 3 clusters Score: Raw -613840.494205 + Penalty 4055.350730 = -609785.143475 nChanged 30 SP:Iteration 13Q (48237.430000 sec): 3 clusters Score: Raw -613857.191681 + Penalty 4055.350730 = -609801.840952 nChanged 27 SP:Iteration 14Q (48237.440000 sec): 3 clusters Score: Raw -613871.623846 + Penalty 4055.350730 = -609816.273116 nChanged 26 SP:Iteration 15Q (48237.460000 sec): 3 clusters Score: Raw -613882.475765 + Penalty 4055.350730 = -609827.125035 nChanged 17 SP:Iteration 16Q (48237.470000 sec): 3 clusters Score: Raw -613890.399998 + Penalty 4055.350730 = -609835.049268 nChanged 16 SP:Iteration 17Q (48237.480000 sec): 3 clusters Score: Raw -613898.089115 + Penalty 4055.350730 = -609842.738385 nChanged 13 SP:Iteration 18Q (48237.500000 sec): 3 clusters Score: Raw -613902.878214 + Penalty 4055.350730 = -609847.527485 nChanged 10 SP:Iteration 19Q (48237.510000 sec): 3 clusters Score: Raw -613909.065701 + Penalty 4055.350730 = -609853.714971 nChanged 17 SP:Iteration 20F (48237.530000 sec): 3 clusters Score: Raw -613917.673740 + Penalty 4055.350730 = -609862.323011 nChanged 13 SP:Iteration 21Q (48237.540000 sec): 3 clusters Score: Raw -613924.217702 + Penalty 4055.350730 = -609868.866972 nChanged 14 SP:Iteration 22Q (48237.560000 sec): 3 clusters Score: Raw -613932.044294 + Penalty 4055.350730 = -609876.693564 nChanged 11 SP:Iteration 23Q (48237.570000 sec): 3 clusters Score: Raw -613936.959812 + Penalty 4055.350730 = -609881.609082 nChanged 14 SP:Iteration 24Q (48237.580000 sec): 3 clusters Score: Raw -613944.293812 + Penalty 4055.350730 = -609888.943083 nChanged 14 SP:Iteration 25Q (48237.600000 sec): 3 clusters Score: Raw -613950.518472 + Penalty 4055.350730 = -609895.167742 nChanged 7 SP:Iteration 26Q (48237.610000 sec): 3 clusters Score: Raw -613953.896205 + Penalty 4055.350730 = -609898.545475 nChanged 11 SP:Iteration 27Q (48237.620000 sec): 3 clusters Score: Raw -613958.364298 + Penalty 4055.350730 = -609903.013568 nChanged 7 SP:Iteration 28Q (48237.640000 sec): 3 clusters Score: Raw -613960.571475 + Penalty 4055.350730 = -609905.220746 nChanged 7 SP:Iteration 29Q (48237.650000 sec): 3 clusters Score: Raw -613964.013168 + Penalty 4055.350730 = -609908.662439 nChanged 5 SP:Iteration 30Q (48237.670000 sec): 3 clusters Score: Raw -613968.012028 + Penalty 4055.350730 = -609912.661299 nChanged 7 SP:Iteration 31Q (48237.680000 sec): 3 clusters Score: Raw -613971.190491 + Penalty 4055.350730 = -609915.839761 nChanged 8 SP:Iteration 32Q (48237.700000 sec): 3 clusters Score: Raw -613974.644363 + Penalty 4055.350730 = -609919.293633 nChanged 4 SP:Iteration 33Q (48237.710000 sec): 3 clusters Score: Raw -613975.858133 + Penalty 4055.350730 = -609920.507404 nChanged 3 SP:Iteration 34Q (48237.720000 sec): 3 clusters Score: Raw -613977.011281 + Penalty 4055.350730 = -609921.660552 nChanged 0 SP:Iteration 35F (48237.740000 sec): 3 clusters Score: Raw -613977.011281 + Penalty 4055.350730 = -609921.660552 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (26205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48237.830000 sec): 2 clusters Score: Raw -4455382.740170 + Penalty 2523.078967 = -4452859.661203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48237.940000 sec): 3 clusters Score: Raw -4439932.615022 + Penalty 5046.157934 = -4434886.457089 nChanged 11584 SP:Iteration 1F (48238.040000 sec): 3 clusters Score: Raw -4446261.034936 + Penalty 5046.157934 = -4441214.877003 nChanged 1377 SP:Iteration 2F (48238.140000 sec): 3 clusters Score: Raw -4446930.210629 + Penalty 5046.157934 = -4441884.052696 nChanged 1401 SP:Iteration 3F (48238.250000 sec): 3 clusters Score: Raw -4447871.565540 + Penalty 5046.157934 = -4442825.407607 nChanged 1564 SP:Iteration 4F (48238.350000 sec): 3 clusters Score: Raw -4449118.539320 + Penalty 5046.157934 = -4444072.381386 nChanged 1764 SP:Iteration 5F (48238.460000 sec): 3 clusters Score: Raw -4450629.321711 + Penalty 5046.157934 = -4445583.163777 nChanged 1908 SP:Iteration 6F (48238.560000 sec): 3 clusters Score: Raw -4452205.887960 + Penalty 5046.157934 = -4447159.730026 nChanged 1823 SP:Iteration 7F (48238.670000 sec): 3 clusters Score: Raw -4453428.139394 + Penalty 5046.157934 = -4448381.981460 nChanged 1476 SP:Iteration 8F (48238.770000 sec): 3 clusters Score: Raw -4454170.062824 + Penalty 5046.157934 = -4449123.904891 nChanged 1044 SP:Iteration 9Q (48238.870000 sec): 3 clusters Score: Raw -4454561.289637 + Penalty 5046.157934 = -4449515.131704 nChanged 724 SP:Iteration 10Q (48238.970000 sec): 3 clusters Score: Raw -4454780.236021 + Penalty 5046.157934 = -4449734.078087 nChanged 511 SP:Iteration 11Q (48239.070000 sec): 3 clusters Score: Raw -4454907.229091 + Penalty 5046.157934 = -4449861.071158 nChanged 380 SP:Iteration 12Q (48239.170000 sec): 3 clusters Score: Raw -4454988.248136 + Penalty 5046.157934 = -4449942.090203 nChanged 308 SP:Iteration 13Q (48239.270000 sec): 3 clusters Score: Raw -4455049.351888 + Penalty 5046.157934 = -4450003.193954 nChanged 235 SP:Iteration 14Q (48239.370000 sec): 3 clusters Score: Raw -4455090.736304 + Penalty 5046.157934 = -4450044.578371 nChanged 194 SP:Iteration 15Q (48239.470000 sec): 3 clusters Score: Raw -4455122.673003 + Penalty 5046.157934 = -4450076.515070 nChanged 182 SP:Iteration 16Q (48239.570000 sec): 3 clusters Score: Raw -4455151.983040 + Penalty 5046.157934 = -4450105.825106 nChanged 158 SP:Iteration 17Q (48239.670000 sec): 3 clusters Score: Raw -4455175.656371 + Penalty 5046.157934 = -4450129.498437 nChanged 146 SP:Iteration 18Q (48239.770000 sec): 3 clusters Score: Raw -4455196.728793 + Penalty 5046.157934 = -4450150.570859 nChanged 145 SP:Iteration 19Q (48239.870000 sec): 3 clusters Score: Raw -4455219.810049 + Penalty 5046.157934 = -4450173.652116 nChanged 158 SP:Iteration 20F (48239.970000 sec): 3 clusters Score: Raw -4455245.564579 + Penalty 5046.157934 = -4450199.406646 nChanged 168 SP:Iteration 21Q (48240.070000 sec): 3 clusters Score: Raw -4455272.172231 + Penalty 5046.157934 = -4450226.014297 nChanged 159 SP:Iteration 22Q (48240.170000 sec): 3 clusters Score: Raw -4455299.461597 + Penalty 5046.157934 = -4450253.303663 nChanged 174 SP:Iteration 23Q (48240.270000 sec): 3 clusters Score: Raw -4455331.871701 + Penalty 5046.157934 = -4450285.713768 nChanged 166 SP:Iteration 24Q (48240.370000 sec): 3 clusters Score: Raw -4455361.604214 + Penalty 5046.157934 = -4450315.446280 nChanged 188 SP:Iteration 25Q (48240.470000 sec): 3 clusters Score: Raw -4455398.251894 + Penalty 5046.157934 = -4450352.093960 nChanged 203 SP:Iteration 26Q (48240.570000 sec): 3 clusters Score: Raw -4455439.453201 + Penalty 5046.157934 = -4450393.295267 nChanged 212 SP:Iteration 27Q (48240.670000 sec): 3 clusters Score: Raw -4455484.562494 + Penalty 5046.157934 = -4450438.404561 nChanged 221 SP:Iteration 28Q (48240.770000 sec): 3 clusters Score: Raw -4455529.729569 + Penalty 5046.157934 = -4450483.571635 nChanged 186 SP:Iteration 29Q (48240.870000 sec): 3 clusters Score: Raw -4455567.504533 + Penalty 5046.157934 = -4450521.346599 nChanged 192 SP:Iteration 30Q (48240.970000 sec): 3 clusters Score: Raw -4455608.143536 + Penalty 5046.157934 = -4450561.985602 nChanged 192 SP:Iteration 31Q (48241.070000 sec): 3 clusters Score: Raw -4455655.912699 + Penalty 5046.157934 = -4450609.754765 nChanged 201 SP:Iteration 32Q (48241.170000 sec): 3 clusters Score: Raw -4455718.411976 + Penalty 5046.157934 = -4450672.254042 nChanged 242 SP:Iteration 33Q (48241.270000 sec): 3 clusters Score: Raw -4455809.612213 + Penalty 5046.157934 = -4450763.454280 nChanged 288 SP:Iteration 34Q (48241.370000 sec): 3 clusters Score: Raw -4455932.398434 + Penalty 5046.157934 = -4450886.240501 nChanged 292 SP:Iteration 35Q (48241.470000 sec): 3 clusters Score: Raw -4456070.718462 + Penalty 5046.157934 = -4451024.560529 nChanged 322 SP:Iteration 36Q (48241.570000 sec): 3 clusters Score: Raw -4456217.820846 + Penalty 5046.157934 = -4451171.662912 nChanged 295 SP:Iteration 37Q (48241.680000 sec): 3 clusters Score: Raw -4456352.736733 + Penalty 5046.157934 = -4451306.578799 nChanged 294 SP:Iteration 38Q (48241.780000 sec): 3 clusters Score: Raw -4456503.891984 + Penalty 5046.157934 = -4451457.734051 nChanged 314 SP:Iteration 39Q (48241.880000 sec): 3 clusters Score: Raw -4456656.489176 + Penalty 5046.157934 = -4451610.331242 nChanged 296 SP:Iteration 40F (48241.980000 sec): 3 clusters Score: Raw -4456808.529042 + Penalty 5046.157934 = -4451762.371108 nChanged 261 SP:Iteration 41Q (48242.080000 sec): 3 clusters Score: Raw -4456921.815021 + Penalty 5046.157934 = -4451875.657087 nChanged 274 SP:Iteration 42Q (48242.180000 sec): 3 clusters Score: Raw -4457016.708900 + Penalty 5046.157934 = -4451970.550966 nChanged 248 SP:Iteration 43Q (48242.280000 sec): 3 clusters Score: Raw -4457095.081212 + Penalty 5046.157934 = -4452048.923279 nChanged 206 SP:Iteration 44Q (48242.380000 sec): 3 clusters Score: Raw -4457148.994224 + Penalty 5046.157934 = -4452102.836290 nChanged 156 SP:Iteration 45Q (48242.470000 sec): 3 clusters Score: Raw -4457184.904963 + Penalty 5046.157934 = -4452138.747029 nChanged 147 SP:Iteration 46Q (48242.570000 sec): 3 clusters Score: Raw -4457218.900227 + Penalty 5046.157934 = -4452172.742293 nChanged 119 SP:Iteration 47Q (48242.660000 sec): 3 clusters Score: Raw -4457248.224212 + Penalty 5046.157934 = -4452202.066279 nChanged 129 SP:Iteration 48Q (48242.760000 sec): 3 clusters Score: Raw -4457278.331262 + Penalty 5046.157934 = -4452232.173329 nChanged 108 SP:Iteration 49Q (48242.850000 sec): 3 clusters Score: Raw -4457299.410569 + Penalty 5046.157934 = -4452253.252635 nChanged 90 SP:Iteration 50Q (48242.940000 sec): 3 clusters Score: Raw -4457315.968115 + Penalty 5046.157934 = -4452269.810181 nChanged 83 SP:Iteration 51Q (48243.030000 sec): 3 clusters Score: Raw -4457331.951676 + Penalty 5046.157934 = -4452285.793742 nChanged 67 SP:Iteration 52Q (48243.120000 sec): 3 clusters Score: Raw -4457343.903329 + Penalty 5046.157934 = -4452297.745396 nChanged 67 SP:Iteration 53Q (48243.220000 sec): 3 clusters Score: Raw -4457355.565052 + Penalty 5046.157934 = -4452309.407118 nChanged 64 SP:Iteration 54Q (48243.300000 sec): 3 clusters Score: Raw -4457366.305057 + Penalty 5046.157934 = -4452320.147124 nChanged 55 SP:Iteration 55Q (48243.390000 sec): 3 clusters Score: Raw -4457375.456689 + Penalty 5046.157934 = -4452329.298755 nChanged 41 SP:Iteration 56Q (48243.480000 sec): 3 clusters Score: Raw -4457382.786245 + Penalty 5046.157934 = -4452336.628311 nChanged 49 SP:Iteration 57Q (48243.570000 sec): 3 clusters Score: Raw -4457392.065539 + Penalty 5046.157934 = -4452345.907605 nChanged 51 SP:Iteration 58Q (48243.660000 sec): 3 clusters Score: Raw -4457402.511128 + Penalty 5046.157934 = -4452356.353194 nChanged 48 SP:Iteration 59Q (48243.740000 sec): 3 clusters Score: Raw -4457410.424527 + Penalty 5046.157934 = -4452364.266593 nChanged 46 SP:Iteration 60F (48243.850000 sec): 3 clusters Score: Raw -4457418.237829 + Penalty 5046.157934 = -4452372.079895 nChanged 49 SP:Iteration 61Q (48243.940000 sec): 3 clusters Score: Raw -4457425.515552 + Penalty 5046.157934 = -4452379.357619 nChanged 38 SP:Iteration 62Q (48244.020000 sec): 3 clusters Score: Raw -4457431.502825 + Penalty 5046.157934 = -4452385.344892 nChanged 37 SP:Iteration 63Q (48244.110000 sec): 3 clusters Score: Raw -4457437.687651 + Penalty 5046.157934 = -4452391.529718 nChanged 37 SP:Iteration 64Q (48244.200000 sec): 3 clusters Score: Raw -4457444.254665 + Penalty 5046.157934 = -4452398.096732 nChanged 32 SP:Iteration 65Q (48244.290000 sec): 3 clusters Score: Raw -4457449.108206 + Penalty 5046.157934 = -4452402.950273 nChanged 27 SP:Iteration 66Q (48244.380000 sec): 3 clusters Score: Raw -4457453.168260 + Penalty 5046.157934 = -4452407.010326 nChanged 24 SP:Iteration 67Q (48244.460000 sec): 3 clusters Score: Raw -4457457.092092 + Penalty 5046.157934 = -4452410.934158 nChanged 17 SP:Iteration 68Q (48244.550000 sec): 3 clusters Score: Raw -4457459.767919 + Penalty 5046.157934 = -4452413.609986 nChanged 20 SP:Iteration 69Q (48244.640000 sec): 3 clusters Score: Raw -4457462.107375 + Penalty 5046.157934 = -4452415.949442 nChanged 8 SP:Iteration 70Q (48244.720000 sec): 3 clusters Score: Raw -4457462.791921 + Penalty 5046.157934 = -4452416.633987 nChanged 5 SP:Iteration 71Q (48244.810000 sec): 3 clusters Score: Raw -4457463.404824 + Penalty 5046.157934 = -4452417.246890 nChanged 6 SP:Iteration 72Q (48244.890000 sec): 3 clusters Score: Raw -4457464.054201 + Penalty 5046.157934 = -4452417.896267 nChanged 5 SP:Iteration 73Q (48244.980000 sec): 3 clusters Score: Raw -4457464.683297 + Penalty 5046.157934 = -4452418.525363 nChanged 7 SP:Iteration 74Q (48245.060000 sec): 3 clusters Score: Raw -4457465.438888 + Penalty 5046.157934 = -4452419.280955 nChanged 3 SP:Iteration 75Q (48245.150000 sec): 3 clusters Score: Raw -4457465.611425 + Penalty 5046.157934 = -4452419.453492 nChanged 2 SP:Iteration 76Q (48245.240000 sec): 3 clusters Score: Raw -4457465.857185 + Penalty 5046.157934 = -4452419.699252 nChanged 3 SP:Iteration 77Q (48245.320000 sec): 3 clusters Score: Raw -4457466.194793 + Penalty 5046.157934 = -4452420.036859 nChanged 2 SP:Iteration 78Q (48245.410000 sec): 3 clusters Score: Raw -4457466.498555 + Penalty 5046.157934 = -4452420.340622 nChanged 4 SP:Iteration 79Q (48245.500000 sec): 3 clusters Score: Raw -4457467.081690 + Penalty 5046.157934 = -4452420.923757 nChanged 8 SP:Iteration 80F (48245.600000 sec): 3 clusters Score: Raw -4457468.258653 + Penalty 5046.157934 = -4452422.100719 nChanged 5 SP:Iteration 81Q (48245.680000 sec): 3 clusters Score: Raw -4457468.748776 + Penalty 5046.157934 = -4452422.590843 nChanged 1 SP:Iteration 82Q (48245.770000 sec): 3 clusters Score: Raw -4457468.874842 + Penalty 5046.157934 = -4452422.716909 nChanged 2 SP:Iteration 83Q (48245.860000 sec): 3 clusters Score: Raw -4457469.039143 + Penalty 5046.157934 = -4452422.881210 nChanged 1 SP:Iteration 84Q (48245.940000 sec): 3 clusters Score: Raw -4457469.225339 + Penalty 5046.157934 = -4452423.067405 nChanged 3 SP:Iteration 85Q (48246.030000 sec): 3 clusters Score: Raw -4457469.712135 + Penalty 5046.157934 = -4452423.554201 nChanged 2 SP:Iteration 86Q (48246.110000 sec): 3 clusters Score: Raw -4457469.862130 + Penalty 5046.157934 = -4452423.704197 nChanged 0 SP:Iteration 87F (48246.220000 sec): 3 clusters Score: Raw -4457469.862130 + Penalty 5046.157934 = -4452423.704197 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48246.230000 sec): 2 clusters Score: Raw -167917.394560 + Penalty 1734.722796 = -166182.671763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48246.240000 sec): 3 clusters Score: Raw -167785.582084 + Penalty 3469.445593 = -164316.136491 nChanged 314 SP:Iteration 1F (48246.240000 sec): 3 clusters Score: Raw -168401.413179 + Penalty 3469.445593 = -164931.967586 nChanged 112 SP:Iteration 2F (48246.250000 sec): 3 clusters Score: Raw -168691.112783 + Penalty 3469.445593 = -165221.667190 nChanged 87 SP:Iteration 3F (48246.250000 sec): 3 clusters Score: Raw -168912.330633 + Penalty 3469.445593 = -165442.885040 nChanged 52 SP:Iteration 4Q (48246.260000 sec): 3 clusters Score: Raw -169014.821708 + Penalty 3469.445593 = -165545.376116 nChanged 28 SP:Iteration 5Q (48246.260000 sec): 3 clusters Score: Raw -169057.559722 + Penalty 3469.445593 = -165588.114129 nChanged 12 SP:Iteration 6Q (48246.260000 sec): 3 clusters Score: Raw -169074.100684 + Penalty 3469.445593 = -165604.655091 nChanged 8 SP:Iteration 7Q (48246.270000 sec): 3 clusters Score: Raw -169085.472830 + Penalty 3469.445593 = -165616.027237 nChanged 2 SP:Iteration 8Q (48246.270000 sec): 3 clusters Score: Raw -169092.910797 + Penalty 3469.445593 = -165623.465204 nChanged 5 SP:Iteration 9Q (48246.280000 sec): 3 clusters Score: Raw -169105.296456 + Penalty 3469.445593 = -165635.850863 nChanged 4 SP:Iteration 10Q (48246.280000 sec): 3 clusters Score: Raw -169114.823617 + Penalty 3469.445593 = -165645.378024 nChanged 1 SP:Iteration 11Q (48246.280000 sec): 3 clusters Score: Raw -169115.350446 + Penalty 3469.445593 = -165645.904853 nChanged 0 SP:Iteration 12F (48246.290000 sec): 3 clusters Score: Raw -169115.350446 + Penalty 3469.445593 = -165645.904853 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48246.300000 sec): 2 clusters Score: Raw -395038.519771 + Penalty 1909.448573 = -393129.071198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48246.310000 sec): 3 clusters Score: Raw -394159.009993 + Penalty 3818.897146 = -390340.112848 nChanged 721 SP:Iteration 1F (48246.320000 sec): 3 clusters Score: Raw -394704.828657 + Penalty 3818.897146 = -390885.931512 nChanged 199 SP:Iteration 2F (48246.320000 sec): 3 clusters Score: Raw -394914.515111 + Penalty 3818.897146 = -391095.617965 nChanged 125 SP:Iteration 3F (48246.330000 sec): 3 clusters Score: Raw -395069.174808 + Penalty 3818.897146 = -391250.277663 nChanged 105 SP:Iteration 4Q (48246.340000 sec): 3 clusters Score: Raw -395210.984512 + Penalty 3818.897146 = -391392.087367 nChanged 97 SP:Iteration 5Q (48246.350000 sec): 3 clusters Score: Raw -395376.621700 + Penalty 3818.897146 = -391557.724554 nChanged 116 SP:Iteration 6F (48246.360000 sec): 3 clusters Score: Raw -395595.224387 + Penalty 3818.897146 = -391776.327241 nChanged 109 SP:Iteration 7Q (48246.370000 sec): 3 clusters Score: Raw -395813.193661 + Penalty 3818.897146 = -391994.296515 nChanged 105 SP:Iteration 8Q (48246.380000 sec): 3 clusters Score: Raw -396020.460204 + Penalty 3818.897146 = -392201.563058 nChanged 95 SP:Iteration 9Q (48246.380000 sec): 3 clusters Score: Raw -396185.046153 + Penalty 3818.897146 = -392366.149008 nChanged 68 SP:Iteration 10Q (48246.390000 sec): 3 clusters Score: Raw -396281.276677 + Penalty 3818.897146 = -392462.379532 nChanged 42 SP:Iteration 11Q (48246.400000 sec): 3 clusters Score: Raw -396323.735359 + Penalty 3818.897146 = -392504.838214 nChanged 18 SP:Iteration 12Q (48246.410000 sec): 3 clusters Score: Raw -396339.556522 + Penalty 3818.897146 = -392520.659377 nChanged 21 SP:Iteration 13Q (48246.420000 sec): 3 clusters Score: Raw -396362.922665 + Penalty 3818.897146 = -392544.025520 nChanged 16 SP:Iteration 14Q (48246.420000 sec): 3 clusters Score: Raw -396386.321020 + Penalty 3818.897146 = -392567.423875 nChanged 11 SP:Iteration 15Q (48246.430000 sec): 3 clusters Score: Raw -396396.422211 + Penalty 3818.897146 = -392577.525065 nChanged 6 SP:Iteration 16Q (48246.440000 sec): 3 clusters Score: Raw -396400.937506 + Penalty 3818.897146 = -392582.040360 nChanged 1 SP:Iteration 17Q (48246.440000 sec): 3 clusters Score: Raw -396402.038078 + Penalty 3818.897146 = -392583.140932 nChanged 0 SP:Iteration 18F (48246.450000 sec): 3 clusters Score: Raw -396402.038078 + Penalty 3818.897146 = -392583.140932 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48246.460000 sec): 2 clusters Score: Raw -324435.272646 + Penalty 1878.617781 = -322556.654865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48246.470000 sec): 3 clusters Score: Raw -323776.703562 + Penalty 3757.235563 = -320019.467999 nChanged 594 SP:Iteration 1F (48246.480000 sec): 3 clusters Score: Raw -324356.573502 + Penalty 3757.235563 = -320599.337939 nChanged 198 SP:Iteration 2F (48246.490000 sec): 3 clusters Score: Raw -324682.455244 + Penalty 3757.235563 = -320925.219681 nChanged 154 SP:Iteration 3F (48246.500000 sec): 3 clusters Score: Raw -324964.526122 + Penalty 3757.235563 = -321207.290559 nChanged 137 SP:Iteration 4F (48246.500000 sec): 3 clusters Score: Raw -325191.779909 + Penalty 3757.235563 = -321434.544347 nChanged 117 SP:Iteration 5F (48246.510000 sec): 3 clusters Score: Raw -325398.298473 + Penalty 3757.235563 = -321641.062910 nChanged 91 SP:Iteration 6Q (48246.520000 sec): 3 clusters Score: Raw -325527.545304 + Penalty 3757.235563 = -321770.309741 nChanged 50 SP:Iteration 7Q (48246.520000 sec): 3 clusters Score: Raw -325610.763212 + Penalty 3757.235563 = -321853.527649 nChanged 50 SP:Iteration 8Q (48246.530000 sec): 3 clusters Score: Raw -325686.395474 + Penalty 3757.235563 = -321929.159911 nChanged 46 SP:Iteration 9Q (48246.540000 sec): 3 clusters Score: Raw -325726.284383 + Penalty 3757.235563 = -321969.048820 nChanged 28 SP:Iteration 10Q (48246.540000 sec): 3 clusters Score: Raw -325757.383296 + Penalty 3757.235563 = -322000.147733 nChanged 22 SP:Iteration 11Q (48246.550000 sec): 3 clusters Score: Raw -325775.807382 + Penalty 3757.235563 = -322018.571819 nChanged 17 SP:Iteration 12Q (48246.560000 sec): 3 clusters Score: Raw -325788.773327 + Penalty 3757.235563 = -322031.537764 nChanged 20 SP:Iteration 13Q (48246.560000 sec): 3 clusters Score: Raw -325803.805351 + Penalty 3757.235563 = -322046.569788 nChanged 15 SP:Iteration 14Q (48246.570000 sec): 3 clusters Score: Raw -325820.302261 + Penalty 3757.235563 = -322063.066698 nChanged 15 SP:Iteration 15Q (48246.580000 sec): 3 clusters Score: Raw -325835.840184 + Penalty 3757.235563 = -322078.604621 nChanged 19 SP:Iteration 16Q (48246.590000 sec): 3 clusters Score: Raw -325848.389767 + Penalty 3757.235563 = -322091.154204 nChanged 12 SP:Iteration 17Q (48246.590000 sec): 3 clusters Score: Raw -325857.788132 + Penalty 3757.235563 = -322100.552569 nChanged 7 SP:Iteration 18Q (48246.600000 sec): 3 clusters Score: Raw -325865.372405 + Penalty 3757.235563 = -322108.136842 nChanged 12 SP:Iteration 19Q (48246.610000 sec): 3 clusters Score: Raw -325871.922960 + Penalty 3757.235563 = -322114.687397 nChanged 7 SP:Iteration 20F (48246.620000 sec): 3 clusters Score: Raw -325877.960710 + Penalty 3757.235563 = -322120.725147 nChanged 11 SP:Iteration 21Q (48246.620000 sec): 3 clusters Score: Raw -325888.620113 + Penalty 3757.235563 = -322131.384550 nChanged 17 SP:Iteration 22Q (48246.630000 sec): 3 clusters Score: Raw -325903.801780 + Penalty 3757.235563 = -322146.566217 nChanged 19 SP:Iteration 23Q (48246.640000 sec): 3 clusters Score: Raw -325926.666418 + Penalty 3757.235563 = -322169.430855 nChanged 14 SP:Iteration 24Q (48246.640000 sec): 3 clusters Score: Raw -325948.242463 + Penalty 3757.235563 = -322191.006900 nChanged 11 SP:Iteration 25Q (48246.650000 sec): 3 clusters Score: Raw -325962.469637 + Penalty 3757.235563 = -322205.234074 nChanged 11 SP:Iteration 26Q (48246.660000 sec): 3 clusters Score: Raw -325972.714166 + Penalty 3757.235563 = -322215.478603 nChanged 5 SP:Iteration 27Q (48246.660000 sec): 3 clusters Score: Raw -325976.246663 + Penalty 3757.235563 = -322219.011100 nChanged 3 SP:Iteration 28Q (48246.670000 sec): 3 clusters Score: Raw -325978.493732 + Penalty 3757.235563 = -322221.258169 nChanged 2 SP:Iteration 29Q (48246.680000 sec): 3 clusters Score: Raw -325980.771021 + Penalty 3757.235563 = -322223.535458 nChanged 1 SP:Iteration 30Q (48246.680000 sec): 3 clusters Score: Raw -325980.986310 + Penalty 3757.235563 = -322223.750747 nChanged 0 SP:Iteration 31F (48246.690000 sec): 3 clusters Score: Raw -325980.986310 + Penalty 3757.235563 = -322223.750747 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1325844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48251.440000 sec): 2 clusters Score: Raw -231899886.163003 + Penalty 3496.194829 = -231896389.968174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48256.920000 sec): 3 clusters Score: Raw -231000404.993765 + Penalty 6992.389659 = -230993412.604106 nChanged 653102 SP:Iteration 1F (48262.360000 sec): 3 clusters Score: Raw -231400497.763053 + Penalty 6992.389659 = -231393505.373395 nChanged 32862 SP:Iteration 2Q (48267.920000 sec): 3 clusters Score: Raw -231407148.294816 + Penalty 6992.389659 = -231400155.905158 nChanged 40894 SP:Iteration 3Q (48273.440000 sec): 3 clusters Score: Raw -231417977.265213 + Penalty 6992.389659 = -231410984.875555 nChanged 52263 SP:Iteration 4Q (48278.950000 sec): 3 clusters Score: Raw -231435988.972463 + Penalty 6992.389659 = -231428996.582804 nChanged 66029 SP:Iteration 5Q (48284.440000 sec): 3 clusters Score: Raw -231465166.324641 + Penalty 6992.389659 = -231458173.934982 nChanged 80251 SP:Iteration 6F (48289.850000 sec): 3 clusters Score: Raw -231509176.790637 + Penalty 6992.389659 = -231502184.400979 nChanged 92183 SP:Iteration 7F (48295.270000 sec): 3 clusters Score: Raw -231570898.575905 + Penalty 6992.389659 = -231563906.186246 nChanged 99808 SP:Iteration 8F (48300.700000 sec): 3 clusters Score: Raw -231649181.368261 + Penalty 6992.389659 = -231642188.978602 nChanged 97229 SP:Iteration 9F (48306.120000 sec): 3 clusters Score: Raw -231733556.653606 + Penalty 6992.389659 = -231726564.263947 nChanged 82105 SP:Iteration 10F (48311.540000 sec): 3 clusters Score: Raw -231808411.333761 + Penalty 6992.389659 = -231801418.944103 nChanged 56176 SP:Iteration 11Q (48316.940000 sec): 3 clusters Score: Raw -231860495.853100 + Penalty 6992.389659 = -231853503.463441 nChanged 29092 SP:Iteration 12Q (48321.970000 sec): 3 clusters Score: Raw -231887039.426189 + Penalty 6992.389659 = -231880047.036530 nChanged 10772 SP:Iteration 13Q (48326.420000 sec): 3 clusters Score: Raw -231896543.452491 + Penalty 6992.389659 = -231889551.062832 nChanged 2978 SP:Iteration 14Q (48330.420000 sec): 3 clusters Score: Raw -231899130.886582 + Penalty 6992.389659 = -231892138.496923 nChanged 731 SP:Iteration 15Q (48334.210000 sec): 3 clusters Score: Raw -231899808.910713 + Penalty 6992.389659 = -231892816.521055 nChanged 194 SP:Iteration 16Q (48337.940000 sec): 3 clusters Score: Raw -231900019.153956 + Penalty 6992.389659 = -231893026.764297 nChanged 87 SP:Iteration 17Q (48341.650000 sec): 3 clusters Score: Raw -231900109.401455 + Penalty 6992.389659 = -231893117.011797 nChanged 56 SP:Iteration 18Q (48345.350000 sec): 3 clusters Score: Raw -231900174.066923 + Penalty 6992.389659 = -231893181.677265 nChanged 37 SP:Iteration 19Q (48349.050000 sec): 3 clusters Score: Raw -231900217.390700 + Penalty 6992.389659 = -231893225.001041 nChanged 28 SP:Iteration 20F (48354.360000 sec): 3 clusters Score: Raw -231900250.979812 + Penalty 6992.389659 = -231893258.590154 nChanged 20 SP:Iteration 21Q (48358.060000 sec): 3 clusters Score: Raw -231900273.527083 + Penalty 6992.389659 = -231893281.137424 nChanged 18 SP:Iteration 22Q (48361.970000 sec): 3 clusters Score: Raw -231900288.621570 + Penalty 6992.389659 = -231893296.231911 nChanged 14 SP:Iteration 23Q (48365.660000 sec): 3 clusters Score: Raw -231900300.040579 + Penalty 6992.389659 = -231893307.650921 nChanged 9 SP:Iteration 24Q (48369.360000 sec): 3 clusters Score: Raw -231900312.497024 + Penalty 6992.389659 = -231893320.107365 nChanged 5 SP:Iteration 25Q (48373.050000 sec): 3 clusters Score: Raw -231900317.527419 + Penalty 6992.389659 = -231893325.137760 nChanged 6 SP:Iteration 26Q (48376.750000 sec): 3 clusters Score: Raw -231900322.789721 + Penalty 6992.389659 = -231893330.400063 nChanged 3 SP:Iteration 27Q (48380.460000 sec): 3 clusters Score: Raw -231900325.321216 + Penalty 6992.389659 = -231893332.931557 nChanged 5 SP:Iteration 28Q (48384.160000 sec): 3 clusters Score: Raw -231900328.636946 + Penalty 6992.389659 = -231893336.247287 nChanged 3 SP:Iteration 29Q (48387.840000 sec): 3 clusters Score: Raw -231900330.592513 + Penalty 6992.389659 = -231893338.202854 nChanged 0 SP:Iteration 30F (48393.160000 sec): 3 clusters Score: Raw -231900330.592513 + Penalty 6992.389659 = -231893338.202854 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48393.600000 sec): 2 clusters Score: Raw -57107.123843 + Penalty 1558.927527 = -55548.196315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48393.600000 sec): 3 clusters Score: Raw -57382.808211 + Penalty 3117.855055 = -54264.953156 nChanged 148 SP:Iteration 1F (48393.610000 sec): 3 clusters Score: Raw -58328.877396 + Penalty 3117.855055 = -55211.022341 nChanged 58 SP:Iteration 2F (48393.610000 sec): 3 clusters Score: Raw -58808.029387 + Penalty 3117.855055 = -55690.174332 nChanged 24 SP:Iteration 3Q (48393.610000 sec): 3 clusters Score: Raw -59044.061895 + Penalty 3117.855055 = -55926.206840 nChanged 15 SP:Iteration 4Q (48393.610000 sec): 3 clusters Score: Raw -59205.261194 + Penalty 3117.855055 = -56087.406139 nChanged 15 SP:Iteration 5Q (48393.620000 sec): 3 clusters Score: Raw -59294.930362 + Penalty 3117.855055 = -56177.075307 nChanged 17 SP:Iteration 6Q (48393.620000 sec): 3 clusters Score: Raw -59425.505064 + Penalty 3117.855055 = -56307.650009 nChanged 10 SP:Iteration 7Q (48393.620000 sec): 3 clusters Score: Raw -59489.537077 + Penalty 3117.855055 = -56371.682022 nChanged 6 SP:Iteration 8Q (48393.620000 sec): 3 clusters Score: Raw -59520.885373 + Penalty 3117.855055 = -56403.030318 nChanged 6 SP:Iteration 9Q (48393.620000 sec): 3 clusters Score: Raw -59583.756914 + Penalty 3117.855055 = -56465.901859 nChanged 2 SP:Iteration 10Q (48393.620000 sec): 3 clusters Score: Raw -59596.256376 + Penalty 3117.855055 = -56478.401321 nChanged 0 SP:Iteration 11F (48393.620000 sec): 3 clusters Score: Raw -59596.256376 + Penalty 3117.855055 = -56478.401321 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48393.640000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48393.650000 sec): 3 clusters Score: Raw -292046.301961 + Penalty 3675.832130 = -288370.469831 nChanged 518 SP:Iteration 1F (48393.660000 sec): 3 clusters Score: Raw -292471.671409 + Penalty 3675.832130 = -288795.839278 nChanged 123 SP:Iteration 2F (48393.660000 sec): 3 clusters Score: Raw -292603.341618 + Penalty 3675.832130 = -288927.509488 nChanged 71 SP:Iteration 3Q (48393.670000 sec): 3 clusters Score: Raw -292668.228373 + Penalty 3675.832130 = -288992.396243 nChanged 40 SP:Iteration 4Q (48393.680000 sec): 3 clusters Score: Raw -292710.152257 + Penalty 3675.832130 = -289034.320127 nChanged 33 SP:Iteration 5Q (48393.680000 sec): 3 clusters Score: Raw -292741.824424 + Penalty 3675.832130 = -289065.992294 nChanged 28 SP:Iteration 6Q (48393.690000 sec): 3 clusters Score: Raw -292770.544176 + Penalty 3675.832130 = -289094.712046 nChanged 24 SP:Iteration 7Q (48393.700000 sec): 3 clusters Score: Raw -292802.644485 + Penalty 3675.832130 = -289126.812355 nChanged 27 SP:Iteration 8Q (48393.700000 sec): 3 clusters Score: Raw -292826.345012 + Penalty 3675.832130 = -289150.512881 nChanged 18 SP:Iteration 9Q (48393.710000 sec): 3 clusters Score: Raw -292845.475828 + Penalty 3675.832130 = -289169.643698 nChanged 20 SP:Iteration 10Q (48393.720000 sec): 3 clusters Score: Raw -292869.293370 + Penalty 3675.832130 = -289193.461240 nChanged 30 SP:Iteration 11Q (48393.720000 sec): 3 clusters Score: Raw -292893.954027 + Penalty 3675.832130 = -289218.121896 nChanged 27 SP:Iteration 12Q (48393.730000 sec): 3 clusters Score: Raw -292916.258670 + Penalty 3675.832130 = -289240.426539 nChanged 31 SP:Iteration 13Q (48393.740000 sec): 3 clusters Score: Raw -292940.776363 + Penalty 3675.832130 = -289264.944233 nChanged 25 SP:Iteration 14Q (48393.740000 sec): 3 clusters Score: Raw -292960.076791 + Penalty 3675.832130 = -289284.244661 nChanged 23 SP:Iteration 15Q (48393.750000 sec): 3 clusters Score: Raw -292980.161465 + Penalty 3675.832130 = -289304.329335 nChanged 18 SP:Iteration 16Q (48393.750000 sec): 3 clusters Score: Raw -292999.102464 + Penalty 3675.832130 = -289323.270334 nChanged 13 SP:Iteration 17Q (48393.760000 sec): 3 clusters Score: Raw -293009.302098 + Penalty 3675.832130 = -289333.469968 nChanged 12 SP:Iteration 18Q (48393.770000 sec): 3 clusters Score: Raw -293018.890755 + Penalty 3675.832130 = -289343.058625 nChanged 10 SP:Iteration 19Q (48393.770000 sec): 3 clusters Score: Raw -293026.140961 + Penalty 3675.832130 = -289350.308831 nChanged 4 SP:Iteration 20F (48393.780000 sec): 3 clusters Score: Raw -293028.380224 + Penalty 3675.832130 = -289352.548094 nChanged 5 SP:Iteration 21Q (48393.780000 sec): 3 clusters Score: Raw -293033.863116 + Penalty 3675.832130 = -289358.030986 nChanged 8 SP:Iteration 22Q (48393.790000 sec): 3 clusters Score: Raw -293040.236474 + Penalty 3675.832130 = -289364.404344 nChanged 6 SP:Iteration 23Q (48393.800000 sec): 3 clusters Score: Raw -293044.839684 + Penalty 3675.832130 = -289369.007553 nChanged 5 SP:Iteration 24Q (48393.800000 sec): 3 clusters Score: Raw -293049.355117 + Penalty 3675.832130 = -289373.522986 nChanged 2 SP:Iteration 25Q (48393.810000 sec): 3 clusters Score: Raw -293050.180852 + Penalty 3675.832130 = -289374.348721 nChanged 2 SP:Iteration 26Q (48393.820000 sec): 3 clusters Score: Raw -293051.142140 + Penalty 3675.832130 = -289375.310010 nChanged 4 SP:Iteration 27Q (48393.820000 sec): 3 clusters Score: Raw -293053.567993 + Penalty 3675.832130 = -289377.735862 nChanged 6 SP:Iteration 28Q (48393.830000 sec): 3 clusters Score: Raw -293057.282230 + Penalty 3675.832130 = -289381.450100 nChanged 3 SP:Iteration 29Q (48393.840000 sec): 3 clusters Score: Raw -293059.646085 + Penalty 3675.832130 = -289383.813955 nChanged 1 SP:Iteration 30Q (48393.840000 sec): 3 clusters Score: Raw -293060.944016 + Penalty 3675.832130 = -289385.111886 nChanged 2 SP:Iteration 31Q (48393.850000 sec): 3 clusters Score: Raw -293062.142703 + Penalty 3675.832130 = -289386.310573 nChanged 2 SP:Iteration 32Q (48393.860000 sec): 3 clusters Score: Raw -293063.567838 + Penalty 3675.832130 = -289387.735708 nChanged 4 SP:Iteration 33Q (48393.860000 sec): 3 clusters Score: Raw -293066.154139 + Penalty 3675.832130 = -289390.322009 nChanged 1 SP:Iteration 34Q (48393.870000 sec): 3 clusters Score: Raw -293066.589583 + Penalty 3675.832130 = -289390.757453 nChanged 1 SP:Iteration 35Q (48393.880000 sec): 3 clusters Score: Raw -293067.805321 + Penalty 3675.832130 = -289391.973191 nChanged 1 SP:Iteration 36Q (48393.880000 sec): 3 clusters Score: Raw -293068.896809 + Penalty 3675.832130 = -289393.064679 nChanged 0 SP:Iteration 37F (48393.890000 sec): 3 clusters Score: Raw -293068.896809 + Penalty 3675.832130 = -289393.064679 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48393.900000 sec): 2 clusters Score: Raw -44258.393504 + Penalty 1441.904372 = -42816.489132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48393.900000 sec): 3 clusters Score: Raw -44497.319799 + Penalty 2883.808744 = -41613.511055 nChanged 69 SP:Iteration 1F (48393.900000 sec): 3 clusters Score: Raw -44779.889861 + Penalty 2883.808744 = -41896.081117 nChanged 27 SP:Iteration 2F (48393.900000 sec): 3 clusters Score: Raw -44932.690827 + Penalty 2883.808744 = -42048.882083 nChanged 18 SP:Iteration 3F (48393.900000 sec): 3 clusters Score: Raw -45000.385728 + Penalty 2883.808744 = -42116.576984 nChanged 5 SP:Iteration 4Q (48393.900000 sec): 3 clusters Score: Raw -45018.649809 + Penalty 2883.808744 = -42134.841065 nChanged 2 SP:Iteration 5Q (48393.900000 sec): 3 clusters Score: Raw -45025.876960 + Penalty 2883.808744 = -42142.068217 nChanged 2 SP:Iteration 6Q (48393.900000 sec): 3 clusters Score: Raw -45031.163108 + Penalty 2883.808744 = -42147.354364 nChanged 1 SP:Iteration 7Q (48393.900000 sec): 3 clusters Score: Raw -45037.173248 + Penalty 2883.808744 = -42153.364505 nChanged 2 SP:Iteration 8Q (48393.910000 sec): 3 clusters Score: Raw -45044.038772 + Penalty 2883.808744 = -42160.230028 nChanged 0 SP:Iteration 9F (48393.910000 sec): 3 clusters Score: Raw -45044.038772 + Penalty 2883.808744 = -42160.230028 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48393.910000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48393.920000 sec): 3 clusters Score: Raw -30315.748362 + Penalty 2652.165335 = -27663.583027 nChanged 24 SP:Iteration 1F (48393.920000 sec): 3 clusters Score: Raw -30440.834095 + Penalty 2652.165335 = -27788.668759 nChanged 6 SP:Iteration 2Q (48393.920000 sec): 3 clusters Score: Raw -30484.922649 + Penalty 2652.165335 = -27832.757314 nChanged 4 SP:Iteration 3Q (48393.920000 sec): 3 clusters Score: Raw -30510.406838 + Penalty 2652.165335 = -27858.241502 nChanged 2 SP:Iteration 4Q (48393.920000 sec): 3 clusters Score: Raw -30520.283359 + Penalty 2652.165335 = -27868.118024 nChanged 1 SP:Iteration 5Q (48393.920000 sec): 3 clusters Score: Raw -30524.771065 + Penalty 2652.165335 = -27872.605730 nChanged 1 SP:Iteration 6Q (48393.920000 sec): 3 clusters Score: Raw -30545.549748 + Penalty 2652.165335 = -27893.384413 nChanged 2 SP:Iteration 7Q (48393.920000 sec): 3 clusters Score: Raw -30563.778583 + Penalty 2652.165335 = -27911.613248 nChanged 2 SP:Iteration 8Q (48393.920000 sec): 3 clusters Score: Raw -30573.105315 + Penalty 2652.165335 = -27920.939980 nChanged 0 SP:Iteration 9F (48393.920000 sec): 3 clusters Score: Raw -30573.105315 + Penalty 2652.165335 = -27920.939980 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48393.930000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48393.930000 sec): 3 clusters Score: Raw -40455.386502 + Penalty 2758.098089 = -37697.288413 nChanged 24 SP:Iteration 1F (48393.930000 sec): 3 clusters Score: Raw -40559.404735 + Penalty 2758.098089 = -37801.306646 nChanged 4 SP:Iteration 2Q (48393.930000 sec): 3 clusters Score: Raw -40573.156541 + Penalty 2758.098089 = -37815.058452 nChanged 1 SP:Iteration 3Q (48393.930000 sec): 3 clusters Score: Raw -40581.326821 + Penalty 2758.098089 = -37823.228732 nChanged 1 SP:Iteration 4Q (48393.930000 sec): 3 clusters Score: Raw -40586.204635 + Penalty 2758.098089 = -37828.106546 nChanged 0 SP:Iteration 5F (48393.930000 sec): 3 clusters Score: Raw -40586.204635 + Penalty 2758.098089 = -37828.106546 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48393.940000 sec): 2 clusters Score: Raw -110250.591423 + Penalty 1618.933564 = -108631.657860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48393.940000 sec): 3 clusters Score: Raw -110176.523698 + Penalty 3237.867127 = -106938.656570 nChanged 137 SP:Iteration 1F (48393.950000 sec): 3 clusters Score: Raw -110372.703481 + Penalty 3237.867127 = -107134.836354 nChanged 32 SP:Iteration 2Q (48393.950000 sec): 3 clusters Score: Raw -110420.517204 + Penalty 3237.867127 = -107182.650077 nChanged 20 SP:Iteration 3Q (48393.950000 sec): 3 clusters Score: Raw -110463.904889 + Penalty 3237.867127 = -107226.037762 nChanged 13 SP:Iteration 4Q (48393.960000 sec): 3 clusters Score: Raw -110494.522503 + Penalty 3237.867127 = -107256.655375 nChanged 12 SP:Iteration 5Q (48393.960000 sec): 3 clusters Score: Raw -110517.522176 + Penalty 3237.867127 = -107279.655049 nChanged 4 SP:Iteration 6Q (48393.960000 sec): 3 clusters Score: Raw -110533.333245 + Penalty 3237.867127 = -107295.466118 nChanged 4 SP:Iteration 7Q (48393.960000 sec): 3 clusters Score: Raw -110544.090645 + Penalty 3237.867127 = -107306.223518 nChanged 6 SP:Iteration 8Q (48393.960000 sec): 3 clusters Score: Raw -110556.817940 + Penalty 3237.867127 = -107318.950813 nChanged 3 SP:Iteration 9Q (48393.970000 sec): 3 clusters Score: Raw -110563.692442 + Penalty 3237.867127 = -107325.825315 nChanged 7 SP:Iteration 10Q (48393.970000 sec): 3 clusters Score: Raw -110586.899483 + Penalty 3237.867127 = -107349.032356 nChanged 4 SP:Iteration 11Q (48393.970000 sec): 3 clusters Score: Raw -110594.700282 + Penalty 3237.867127 = -107356.833154 nChanged 9 SP:Iteration 12Q (48393.980000 sec): 3 clusters Score: Raw -110613.775412 + Penalty 3237.867127 = -107375.908285 nChanged 6 SP:Iteration 13Q (48393.980000 sec): 3 clusters Score: Raw -110626.055430 + Penalty 3237.867127 = -107388.188303 nChanged 6 SP:Iteration 14Q (48393.980000 sec): 3 clusters Score: Raw -110640.686632 + Penalty 3237.867127 = -107402.819505 nChanged 2 SP:Iteration 15Q (48393.980000 sec): 3 clusters Score: Raw -110642.803912 + Penalty 3237.867127 = -107404.936785 nChanged 3 SP:Iteration 16Q (48393.990000 sec): 3 clusters Score: Raw -110648.974066 + Penalty 3237.867127 = -107411.106938 nChanged 3 SP:Iteration 17Q (48393.990000 sec): 3 clusters Score: Raw -110652.892841 + Penalty 3237.867127 = -107415.025714 nChanged 2 SP:Iteration 18Q (48393.990000 sec): 3 clusters Score: Raw -110654.319204 + Penalty 3237.867127 = -107416.452077 nChanged 0 SP:Iteration 19F (48394.000000 sec): 3 clusters Score: Raw -110654.319204 + Penalty 3237.867127 = -107416.452077 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.000000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.000000 sec): 3 clusters Score: Raw -36817.054955 + Penalty 2748.466718 = -34068.588236 nChanged 34 SP:Iteration 1F (48394.000000 sec): 3 clusters Score: Raw -36987.874630 + Penalty 2748.466718 = -34239.407912 nChanged 15 SP:Iteration 2F (48394.000000 sec): 3 clusters Score: Raw -37291.310062 + Penalty 2748.466718 = -34542.843343 nChanged 15 SP:Iteration 3F (48394.000000 sec): 3 clusters Score: Raw -37364.692929 + Penalty 2748.466718 = -34616.226211 nChanged 8 SP:Iteration 4Q (48394.000000 sec): 3 clusters Score: Raw -37399.689596 + Penalty 2748.466718 = -34651.222878 nChanged 3 SP:Iteration 5Q (48394.010000 sec): 3 clusters Score: Raw -37413.302031 + Penalty 2748.466718 = -34664.835313 nChanged 2 SP:Iteration 6Q (48394.010000 sec): 3 clusters Score: Raw -37420.023406 + Penalty 2748.466718 = -34671.556688 nChanged 0 SP:Iteration 7F (48394.010000 sec): 3 clusters Score: Raw -37420.023406 + Penalty 2748.466718 = -34671.556688 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.010000 sec): 2 clusters Score: Raw -24597.102074 + Penalty 1267.772972 = -23329.329102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.020000 sec): 3 clusters Score: Raw -25008.827946 + Penalty 2535.545943 = -22473.282003 nChanged 22 SP:Iteration 1F (48394.020000 sec): 3 clusters Score: Raw -25060.266789 + Penalty 2535.545943 = -22524.720846 nChanged 3 SP:Iteration 2Q (48394.020000 sec): 3 clusters Score: Raw -25067.535920 + Penalty 2535.545943 = -22531.989977 nChanged 1 SP:Iteration 3Q (48394.020000 sec): 3 clusters Score: Raw -25068.940688 + Penalty 2535.545943 = -22533.394745 nChanged 0 SP:Iteration 4F (48394.020000 sec): 3 clusters Score: Raw -25068.940688 + Penalty 2535.545943 = -22533.394745 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.020000 sec): 2 clusters Score: Raw -72018.356333 + Penalty 1530.063462 = -70488.292871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.020000 sec): 3 clusters Score: Raw -72093.760396 + Penalty 3060.126923 = -69033.633472 nChanged 107 SP:Iteration 1F (48394.030000 sec): 3 clusters Score: Raw -72338.560337 + Penalty 3060.126923 = -69278.433413 nChanged 39 SP:Iteration 2F (48394.030000 sec): 3 clusters Score: Raw -72499.817661 + Penalty 3060.126923 = -69439.690738 nChanged 33 SP:Iteration 3F (48394.030000 sec): 3 clusters Score: Raw -72672.808821 + Penalty 3060.126923 = -69612.681898 nChanged 24 SP:Iteration 4F (48394.040000 sec): 3 clusters Score: Raw -72852.258662 + Penalty 3060.126923 = -69792.131739 nChanged 31 SP:Iteration 5F (48394.040000 sec): 3 clusters Score: Raw -73130.779864 + Penalty 3060.126923 = -70070.652941 nChanged 25 SP:Iteration 6F (48394.040000 sec): 3 clusters Score: Raw -73407.738635 + Penalty 3060.126923 = -70347.611711 nChanged 28 SP:Iteration 7F (48394.040000 sec): 3 clusters Score: Raw -73580.711768 + Penalty 3060.126923 = -70520.584845 nChanged 18 SP:Iteration 8Q (48394.040000 sec): 3 clusters Score: Raw -73682.565027 + Penalty 3060.126923 = -70622.438104 nChanged 9 SP:Iteration 9Q (48394.040000 sec): 3 clusters Score: Raw -73712.842341 + Penalty 3060.126923 = -70652.715418 nChanged 3 SP:Iteration 10Q (48394.040000 sec): 3 clusters Score: Raw -73724.343672 + Penalty 3060.126923 = -70664.216748 nChanged 1 SP:Iteration 11Q (48394.050000 sec): 3 clusters Score: Raw -73725.868937 + Penalty 3060.126923 = -70665.742014 nChanged 0 SP:Iteration 12F (48394.050000 sec): 3 clusters Score: Raw -73725.868937 + Penalty 3060.126923 = -70665.742014 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.060000 sec): 2 clusters Score: Raw -57515.059784 + Penalty 1463.853067 = -56051.206717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.060000 sec): 3 clusters Score: Raw -57647.443816 + Penalty 2927.706133 = -54719.737682 nChanged 58 SP:Iteration 1F (48394.070000 sec): 3 clusters Score: Raw -57833.564280 + Penalty 2927.706133 = -54905.858147 nChanged 18 SP:Iteration 2Q (48394.070000 sec): 3 clusters Score: Raw -57904.317514 + Penalty 2927.706133 = -54976.611381 nChanged 3 SP:Iteration 3Q (48394.070000 sec): 3 clusters Score: Raw -57920.134651 + Penalty 2927.706133 = -54992.428518 nChanged 4 SP:Iteration 4Q (48394.070000 sec): 3 clusters Score: Raw -57932.226628 + Penalty 2927.706133 = -55004.520495 nChanged 5 SP:Iteration 5Q (48394.070000 sec): 3 clusters Score: Raw -57943.868321 + Penalty 2927.706133 = -55016.162188 nChanged 2 SP:Iteration 6Q (48394.070000 sec): 3 clusters Score: Raw -57949.021562 + Penalty 2927.706133 = -55021.315428 nChanged 2 SP:Iteration 7Q (48394.080000 sec): 3 clusters Score: Raw -57961.976857 + Penalty 2927.706133 = -55034.270723 nChanged 2 SP:Iteration 8Q (48394.080000 sec): 3 clusters Score: Raw -57966.882313 + Penalty 2927.706133 = -55039.176180 nChanged 0 SP:Iteration 9F (48394.080000 sec): 3 clusters Score: Raw -57966.882313 + Penalty 2927.706133 = -55039.176180 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.080000 sec): 2 clusters Score: Raw -21063.367868 + Penalty 1374.233359 = -19689.134509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.080000 sec): 3 clusters Score: Raw -21420.381268 + Penalty 2748.466718 = -18671.914550 nChanged 53 SP:Iteration 1F (48394.080000 sec): 3 clusters Score: Raw -21637.169184 + Penalty 2748.466718 = -18888.702466 nChanged 11 SP:Iteration 2Q (48394.090000 sec): 3 clusters Score: Raw -21690.765541 + Penalty 2748.466718 = -18942.298822 nChanged 6 SP:Iteration 3Q (48394.090000 sec): 3 clusters Score: Raw -21741.198857 + Penalty 2748.466718 = -18992.732138 nChanged 7 SP:Iteration 4Q (48394.090000 sec): 3 clusters Score: Raw -21761.243255 + Penalty 2748.466718 = -19012.776537 nChanged 3 SP:Iteration 5Q (48394.090000 sec): 3 clusters Score: Raw -21785.115734 + Penalty 2748.466718 = -19036.649015 nChanged 5 SP:Iteration 6Q (48394.090000 sec): 3 clusters Score: Raw -21800.607947 + Penalty 2748.466718 = -19052.141229 nChanged 2 SP:Iteration 7Q (48394.090000 sec): 3 clusters Score: Raw -21806.306808 + Penalty 2748.466718 = -19057.840089 nChanged 1 SP:Iteration 8Q (48394.090000 sec): 3 clusters Score: Raw -21812.481920 + Penalty 2748.466718 = -19064.015202 nChanged 0 SP:Iteration 9F (48394.090000 sec): 3 clusters Score: Raw -21812.481920 + Penalty 2748.466718 = -19064.015202 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.100000 sec): 2 clusters Score: Raw -44295.531748 + Penalty 1503.818732 = -42791.713016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.100000 sec): 3 clusters Score: Raw -44609.966747 + Penalty 3007.637464 = -41602.329284 nChanged 97 SP:Iteration 1F (48394.100000 sec): 3 clusters Score: Raw -45110.070199 + Penalty 3007.637464 = -42102.432736 nChanged 53 SP:Iteration 2F (48394.100000 sec): 3 clusters Score: Raw -45494.056182 + Penalty 3007.637464 = -42486.418719 nChanged 30 SP:Iteration 3F (48394.110000 sec): 3 clusters Score: Raw -45826.256196 + Penalty 3007.637464 = -42818.618732 nChanged 11 SP:Iteration 4Q (48394.110000 sec): 3 clusters Score: Raw -46133.800655 + Penalty 3007.637464 = -43126.163191 nChanged 6 SP:Iteration 5Q (48394.110000 sec): 3 clusters Score: Raw -46458.443516 + Penalty 3007.637464 = -43450.806052 nChanged 8 SP:Iteration 6Q (48394.110000 sec): 3 clusters Score: Raw -46563.813198 + Penalty 3007.637464 = -43556.175735 nChanged 3 SP:Iteration 7Q (48394.110000 sec): 3 clusters Score: Raw -46585.735910 + Penalty 3007.637464 = -43578.098446 nChanged 2 SP:Iteration 8Q (48394.110000 sec): 3 clusters Score: Raw -46614.174428 + Penalty 3007.637464 = -43606.536964 nChanged 4 SP:Iteration 9Q (48394.120000 sec): 3 clusters Score: Raw -46643.868791 + Penalty 3007.637464 = -43636.231328 nChanged 2 SP:Iteration 10Q (48394.120000 sec): 3 clusters Score: Raw -46673.076680 + Penalty 3007.637464 = -43665.439216 nChanged 2 SP:Iteration 11Q (48394.120000 sec): 3 clusters Score: Raw -46702.723271 + Penalty 3007.637464 = -43695.085808 nChanged 0 SP:Iteration 12F (48394.120000 sec): 3 clusters Score: Raw -46705.591967 + Penalty 3007.637464 = -43697.954504 nChanged 2 SP:Iteration 13Q (48394.120000 sec): 3 clusters Score: Raw -46725.794991 + Penalty 3007.637464 = -43718.157528 nChanged 1 SP:Iteration 14Q (48394.120000 sec): 3 clusters Score: Raw -46730.558488 + Penalty 3007.637464 = -43722.921024 nChanged 1 SP:Iteration 15Q (48394.120000 sec): 3 clusters Score: Raw -46734.012822 + Penalty 3007.637464 = -43726.375358 nChanged 1 SP:Iteration 16Q (48394.120000 sec): 3 clusters Score: Raw -46737.553001 + Penalty 3007.637464 = -43729.915538 nChanged 0 SP:Iteration 17F (48394.120000 sec): 3 clusters Score: Raw -46737.553001 + Penalty 3007.637464 = -43729.915538 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.140000 sec): 2 clusters Score: Raw -68580.571810 + Penalty 1534.689503 = -67045.882307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.140000 sec): 3 clusters Score: Raw -68673.482043 + Penalty 3069.379005 = -65604.103038 nChanged 97 SP:Iteration 1F (48394.140000 sec): 3 clusters Score: Raw -68888.939237 + Penalty 3069.379005 = -65819.560232 nChanged 37 SP:Iteration 2F (48394.150000 sec): 3 clusters Score: Raw -68990.712575 + Penalty 3069.379005 = -65921.333570 nChanged 20 SP:Iteration 3Q (48394.150000 sec): 3 clusters Score: Raw -69038.386034 + Penalty 3069.379005 = -65969.007028 nChanged 12 SP:Iteration 4Q (48394.150000 sec): 3 clusters Score: Raw -69084.954146 + Penalty 3069.379005 = -66015.575141 nChanged 5 SP:Iteration 5Q (48394.150000 sec): 3 clusters Score: Raw -69095.210641 + Penalty 3069.379005 = -66025.831636 nChanged 3 SP:Iteration 6Q (48394.160000 sec): 3 clusters Score: Raw -69104.405631 + Penalty 3069.379005 = -66035.026626 nChanged 2 SP:Iteration 7Q (48394.160000 sec): 3 clusters Score: Raw -69111.681875 + Penalty 3069.379005 = -66042.302870 nChanged 2 SP:Iteration 8Q (48394.160000 sec): 3 clusters Score: Raw -69125.216111 + Penalty 3069.379005 = -66055.837106 nChanged 1 SP:Iteration 9Q (48394.160000 sec): 3 clusters Score: Raw -69169.477544 + Penalty 3069.379005 = -66100.098539 nChanged 7 SP:Iteration 10Q (48394.160000 sec): 3 clusters Score: Raw -69218.987147 + Penalty 3069.379005 = -66149.608142 nChanged 6 SP:Iteration 11Q (48394.160000 sec): 3 clusters Score: Raw -69245.882670 + Penalty 3069.379005 = -66176.503665 nChanged 2 SP:Iteration 12Q (48394.160000 sec): 3 clusters Score: Raw -69253.061076 + Penalty 3069.379005 = -66183.682071 nChanged 2 SP:Iteration 13Q (48394.170000 sec): 3 clusters Score: Raw -69257.901907 + Penalty 3069.379005 = -66188.522902 nChanged 0 SP:Iteration 14F (48394.170000 sec): 3 clusters Score: Raw -69257.901907 + Penalty 3069.379005 = -66188.522902 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.170000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.180000 sec): 3 clusters Score: Raw -37351.959846 + Penalty 2716.325922 = -34635.633924 nChanged 24 SP:Iteration 1F (48394.180000 sec): 3 clusters Score: Raw -37452.267590 + Penalty 2716.325922 = -34735.941668 nChanged 6 SP:Iteration 2Q (48394.180000 sec): 3 clusters Score: Raw -37483.800767 + Penalty 2716.325922 = -34767.474846 nChanged 2 SP:Iteration 3Q (48394.180000 sec): 3 clusters Score: Raw -37491.875348 + Penalty 2716.325922 = -34775.549426 nChanged 2 SP:Iteration 4Q (48394.180000 sec): 3 clusters Score: Raw -37497.112891 + Penalty 2716.325922 = -34780.786969 nChanged 0 SP:Iteration 5F (48394.180000 sec): 3 clusters Score: Raw -37497.112891 + Penalty 2716.325922 = -34780.786969 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.180000 sec): 2 clusters Score: Raw -35998.486918 + Penalty 1461.811903 = -34536.675015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.190000 sec): 3 clusters Score: Raw -36307.631015 + Penalty 2923.623806 = -33384.007210 nChanged 93 SP:Iteration 1F (48394.190000 sec): 3 clusters Score: Raw -36749.712053 + Penalty 2923.623806 = -33826.088247 nChanged 41 SP:Iteration 2F (48394.190000 sec): 3 clusters Score: Raw -37099.095192 + Penalty 2923.623806 = -34175.471387 nChanged 28 SP:Iteration 3F (48394.190000 sec): 3 clusters Score: Raw -37286.366102 + Penalty 2923.623806 = -34362.742296 nChanged 13 SP:Iteration 4Q (48394.190000 sec): 3 clusters Score: Raw -37376.272550 + Penalty 2923.623806 = -34452.648745 nChanged 5 SP:Iteration 5Q (48394.200000 sec): 3 clusters Score: Raw -37407.900804 + Penalty 2923.623806 = -34484.276998 nChanged 3 SP:Iteration 6Q (48394.200000 sec): 3 clusters Score: Raw -37436.386411 + Penalty 2923.623806 = -34512.762605 nChanged 2 SP:Iteration 7Q (48394.200000 sec): 3 clusters Score: Raw -37447.826618 + Penalty 2923.623806 = -34524.202812 nChanged 1 SP:Iteration 8Q (48394.200000 sec): 3 clusters Score: Raw -37450.735850 + Penalty 2923.623806 = -34527.112044 nChanged 1 SP:Iteration 9Q (48394.200000 sec): 3 clusters Score: Raw -37452.521974 + Penalty 2923.623806 = -34528.898169 nChanged 0 SP:Iteration 10F (48394.200000 sec): 3 clusters Score: Raw -37452.521974 + Penalty 2923.623806 = -34528.898169 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.210000 sec): 2 clusters Score: Raw -38657.868742 + Penalty 1450.632545 = -37207.236197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.210000 sec): 3 clusters Score: Raw -38971.577760 + Penalty 2901.265091 = -36070.312670 nChanged 75 SP:Iteration 1F (48394.210000 sec): 3 clusters Score: Raw -39219.081850 + Penalty 2901.265091 = -36317.816759 nChanged 20 SP:Iteration 2F (48394.210000 sec): 3 clusters Score: Raw -39308.995188 + Penalty 2901.265091 = -36407.730097 nChanged 16 SP:Iteration 3Q (48394.210000 sec): 3 clusters Score: Raw -39410.442505 + Penalty 2901.265091 = -36509.177414 nChanged 10 SP:Iteration 4Q (48394.210000 sec): 3 clusters Score: Raw -39446.402836 + Penalty 2901.265091 = -36545.137745 nChanged 5 SP:Iteration 5Q (48394.220000 sec): 3 clusters Score: Raw -39472.550815 + Penalty 2901.265091 = -36571.285724 nChanged 4 SP:Iteration 6Q (48394.220000 sec): 3 clusters Score: Raw -39483.430293 + Penalty 2901.265091 = -36582.165203 nChanged 1 SP:Iteration 7Q (48394.220000 sec): 3 clusters Score: Raw -39493.089550 + Penalty 2901.265091 = -36591.824459 nChanged 1 SP:Iteration 8Q (48394.220000 sec): 3 clusters Score: Raw -39500.369395 + Penalty 2901.265091 = -36599.104304 nChanged 0 SP:Iteration 9F (48394.220000 sec): 3 clusters Score: Raw -39500.369395 + Penalty 2901.265091 = -36599.104304 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.230000 sec): 2 clusters Score: Raw -67818.474180 + Penalty 1546.133860 = -66272.340320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.230000 sec): 3 clusters Score: Raw -67931.617076 + Penalty 3092.267720 = -64839.349356 nChanged 121 SP:Iteration 1F (48394.230000 sec): 3 clusters Score: Raw -68292.511877 + Penalty 3092.267720 = -65200.244157 nChanged 42 SP:Iteration 2F (48394.230000 sec): 3 clusters Score: Raw -68453.393716 + Penalty 3092.267720 = -65361.125996 nChanged 22 SP:Iteration 3Q (48394.240000 sec): 3 clusters Score: Raw -68526.806811 + Penalty 3092.267720 = -65434.539091 nChanged 15 SP:Iteration 4Q (48394.240000 sec): 3 clusters Score: Raw -68625.896073 + Penalty 3092.267720 = -65533.628353 nChanged 19 SP:Iteration 5Q (48394.240000 sec): 3 clusters Score: Raw -68787.692099 + Penalty 3092.267720 = -65695.424379 nChanged 14 SP:Iteration 6Q (48394.240000 sec): 3 clusters Score: Raw -68945.026104 + Penalty 3092.267720 = -65852.758384 nChanged 13 SP:Iteration 7Q (48394.240000 sec): 3 clusters Score: Raw -69070.605124 + Penalty 3092.267720 = -65978.337404 nChanged 10 SP:Iteration 8Q (48394.240000 sec): 3 clusters Score: Raw -69242.899796 + Penalty 3092.267720 = -66150.632076 nChanged 9 SP:Iteration 9Q (48394.240000 sec): 3 clusters Score: Raw -69657.757735 + Penalty 3092.267720 = -66565.490015 nChanged 6 SP:Iteration 10Q (48394.250000 sec): 3 clusters Score: Raw -69695.467224 + Penalty 3092.267720 = -66603.199504 nChanged 2 SP:Iteration 11Q (48394.250000 sec): 3 clusters Score: Raw -69699.569733 + Penalty 3092.267720 = -66607.302013 nChanged 1 SP:Iteration 12Q (48394.250000 sec): 3 clusters Score: Raw -69701.408243 + Penalty 3092.267720 = -66609.140523 nChanged 0 SP:Iteration 13F (48394.250000 sec): 3 clusters Score: Raw -69701.408243 + Penalty 3092.267720 = -66609.140523 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.270000 sec): 2 clusters Score: Raw -129529.770407 + Penalty 1677.443457 = -127852.326950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.270000 sec): 3 clusters Score: Raw -129400.272197 + Penalty 3354.886915 = -126045.385282 nChanged 225 SP:Iteration 1F (48394.280000 sec): 3 clusters Score: Raw -129754.494339 + Penalty 3354.886915 = -126399.607424 nChanged 68 SP:Iteration 2F (48394.280000 sec): 3 clusters Score: Raw -129946.137934 + Penalty 3354.886915 = -126591.251020 nChanged 50 SP:Iteration 3F (48394.280000 sec): 3 clusters Score: Raw -130072.995529 + Penalty 3354.886915 = -126718.108614 nChanged 49 SP:Iteration 4F (48394.290000 sec): 3 clusters Score: Raw -130196.186072 + Penalty 3354.886915 = -126841.299157 nChanged 40 SP:Iteration 5Q (48394.290000 sec): 3 clusters Score: Raw -130271.008855 + Penalty 3354.886915 = -126916.121941 nChanged 22 SP:Iteration 6Q (48394.290000 sec): 3 clusters Score: Raw -130313.065109 + Penalty 3354.886915 = -126958.178194 nChanged 21 SP:Iteration 7Q (48394.300000 sec): 3 clusters Score: Raw -130363.778386 + Penalty 3354.886915 = -127008.891472 nChanged 11 SP:Iteration 8Q (48394.300000 sec): 3 clusters Score: Raw -130382.404790 + Penalty 3354.886915 = -127027.517875 nChanged 6 SP:Iteration 9Q (48394.300000 sec): 3 clusters Score: Raw -130390.468221 + Penalty 3354.886915 = -127035.581306 nChanged 6 SP:Iteration 10Q (48394.300000 sec): 3 clusters Score: Raw -130394.469121 + Penalty 3354.886915 = -127039.582206 nChanged 3 SP:Iteration 11Q (48394.310000 sec): 3 clusters Score: Raw -130398.273651 + Penalty 3354.886915 = -127043.386737 nChanged 1 SP:Iteration 12Q (48394.310000 sec): 3 clusters Score: Raw -130398.863283 + Penalty 3354.886915 = -127043.976368 nChanged 1 SP:Iteration 13Q (48394.320000 sec): 3 clusters Score: Raw -130399.897843 + Penalty 3354.886915 = -127045.010929 nChanged 0 SP:Iteration 14F (48394.320000 sec): 3 clusters Score: Raw -130399.897843 + Penalty 3354.886915 = -127045.010929 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.320000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.320000 sec): 3 clusters Score: Raw -28949.001413 + Penalty 2615.407781 = -26333.593632 nChanged 16 SP:Iteration 1F (48394.320000 sec): 3 clusters Score: Raw -29065.760419 + Penalty 2615.407781 = -26450.352638 nChanged 4 SP:Iteration 2Q (48394.320000 sec): 3 clusters Score: Raw -29086.717444 + Penalty 2615.407781 = -26471.309663 nChanged 1 SP:Iteration 3Q (48394.330000 sec): 3 clusters Score: Raw -29097.378116 + Penalty 2615.407781 = -26481.970335 nChanged 1 SP:Iteration 4Q (48394.330000 sec): 3 clusters Score: Raw -29117.049266 + Penalty 2615.407781 = -26501.641485 nChanged 1 SP:Iteration 5Q (48394.330000 sec): 3 clusters Score: Raw -29121.604801 + Penalty 2615.407781 = -26506.197020 nChanged 0 SP:Iteration 6F (48394.330000 sec): 3 clusters Score: Raw -29121.604801 + Penalty 2615.407781 = -26506.197020 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.340000 sec): 2 clusters Score: Raw -20357.829268 + Penalty 1283.685134 = -19074.144135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.340000 sec): 3 clusters Score: Raw -20719.698888 + Penalty 2567.370267 = -18152.328620 nChanged 19 SP:Iteration 1F (48394.340000 sec): 3 clusters Score: Raw -20871.177266 + Penalty 2567.370267 = -18303.806999 nChanged 5 SP:Iteration 2Q (48394.340000 sec): 3 clusters Score: Raw -20948.457462 + Penalty 2567.370267 = -18381.087195 nChanged 2 SP:Iteration 3Q (48394.340000 sec): 3 clusters Score: Raw -21003.613290 + Penalty 2567.370267 = -18436.243023 nChanged 5 SP:Iteration 4Q (48394.340000 sec): 3 clusters Score: Raw -21039.663117 + Penalty 2567.370267 = -18472.292850 nChanged 7 SP:Iteration 5Q (48394.340000 sec): 3 clusters Score: Raw -21107.623196 + Penalty 2567.370267 = -18540.252929 nChanged 8 SP:Iteration 6Q (48394.340000 sec): 3 clusters Score: Raw -21223.013702 + Penalty 2567.370267 = -18655.643435 nChanged 9 SP:Iteration 7F (48394.340000 sec): 3 clusters Score: Raw -21463.885741 + Penalty 2567.370267 = -18896.515474 nChanged 5 SP:Iteration 8Q (48394.340000 sec): 3 clusters Score: Raw -21538.735442 + Penalty 2567.370267 = -18971.365175 nChanged 2 SP:Iteration 9Q (48394.340000 sec): 3 clusters Score: Raw -21568.762804 + Penalty 2567.370267 = -19001.392537 nChanged 0 SP:Iteration 10F (48394.340000 sec): 3 clusters Score: Raw -21568.762804 + Penalty 2567.370267 = -19001.392537 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.350000 sec): 2 clusters Score: Raw -144315.865156 + Penalty 1673.692368 = -142642.172789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.350000 sec): 3 clusters Score: Raw -144167.601140 + Penalty 3347.384736 = -140820.216405 nChanged 217 SP:Iteration 1F (48394.360000 sec): 3 clusters Score: Raw -144445.790787 + Penalty 3347.384736 = -141098.406051 nChanged 45 SP:Iteration 2F (48394.360000 sec): 3 clusters Score: Raw -144537.918720 + Penalty 3347.384736 = -141190.533984 nChanged 30 SP:Iteration 3Q (48394.360000 sec): 3 clusters Score: Raw -144599.323313 + Penalty 3347.384736 = -141251.938578 nChanged 21 SP:Iteration 4Q (48394.370000 sec): 3 clusters Score: Raw -144629.557511 + Penalty 3347.384736 = -141282.172775 nChanged 16 SP:Iteration 5Q (48394.370000 sec): 3 clusters Score: Raw -144651.311962 + Penalty 3347.384736 = -141303.927226 nChanged 12 SP:Iteration 6Q (48394.370000 sec): 3 clusters Score: Raw -144671.757063 + Penalty 3347.384736 = -141324.372327 nChanged 10 SP:Iteration 7Q (48394.380000 sec): 3 clusters Score: Raw -144681.227129 + Penalty 3347.384736 = -141333.842394 nChanged 6 SP:Iteration 8Q (48394.380000 sec): 3 clusters Score: Raw -144686.346211 + Penalty 3347.384736 = -141338.961476 nChanged 5 SP:Iteration 9Q (48394.380000 sec): 3 clusters Score: Raw -144689.789967 + Penalty 3347.384736 = -141342.405232 nChanged 3 SP:Iteration 10Q (48394.390000 sec): 3 clusters Score: Raw -144692.554201 + Penalty 3347.384736 = -141345.169466 nChanged 3 SP:Iteration 11Q (48394.390000 sec): 3 clusters Score: Raw -144695.671773 + Penalty 3347.384736 = -141348.287037 nChanged 2 SP:Iteration 12Q (48394.390000 sec): 3 clusters Score: Raw -144697.136192 + Penalty 3347.384736 = -141349.751457 nChanged 4 SP:Iteration 13Q (48394.400000 sec): 3 clusters Score: Raw -144702.462736 + Penalty 3347.384736 = -141355.078000 nChanged 1 SP:Iteration 14Q (48394.400000 sec): 3 clusters Score: Raw -144703.133258 + Penalty 3347.384736 = -141355.748523 nChanged 1 SP:Iteration 15Q (48394.400000 sec): 3 clusters Score: Raw -144703.477104 + Penalty 3347.384736 = -141356.092368 nChanged 0 SP:Iteration 16F (48394.410000 sec): 3 clusters Score: Raw -144703.477104 + Penalty 3347.384736 = -141356.092368 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.420000 sec): 2 clusters Score: Raw -107435.798725 + Penalty 1684.779601 = -105751.019125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.420000 sec): 3 clusters Score: Raw -107317.015245 + Penalty 3369.559202 = -103947.456043 nChanged 242 SP:Iteration 1F (48394.420000 sec): 3 clusters Score: Raw -107855.852974 + Penalty 3369.559202 = -104486.293772 nChanged 95 SP:Iteration 2F (48394.420000 sec): 3 clusters Score: Raw -108364.065871 + Penalty 3369.559202 = -104994.506670 nChanged 109 SP:Iteration 3F (48394.430000 sec): 3 clusters Score: Raw -108914.317574 + Penalty 3369.559202 = -105544.758372 nChanged 80 SP:Iteration 4F (48394.430000 sec): 3 clusters Score: Raw -109469.592326 + Penalty 3369.559202 = -106100.033124 nChanged 50 SP:Iteration 5F (48394.440000 sec): 3 clusters Score: Raw -110092.529039 + Penalty 3369.559202 = -106722.969838 nChanged 23 SP:Iteration 6Q (48394.440000 sec): 3 clusters Score: Raw -110252.434402 + Penalty 3369.559202 = -106882.875200 nChanged 19 SP:Iteration 7Q (48394.440000 sec): 3 clusters Score: Raw -110369.596403 + Penalty 3369.559202 = -107000.037202 nChanged 19 SP:Iteration 8Q (48394.440000 sec): 3 clusters Score: Raw -110552.651688 + Penalty 3369.559202 = -107183.092486 nChanged 12 SP:Iteration 9Q (48394.450000 sec): 3 clusters Score: Raw -110704.214665 + Penalty 3369.559202 = -107334.655463 nChanged 7 SP:Iteration 10Q (48394.450000 sec): 3 clusters Score: Raw -110761.407733 + Penalty 3369.559202 = -107391.848531 nChanged 2 SP:Iteration 11Q (48394.450000 sec): 3 clusters Score: Raw -110768.103724 + Penalty 3369.559202 = -107398.544523 nChanged 0 SP:Iteration 12F (48394.460000 sec): 3 clusters Score: Raw -110772.132536 + Penalty 3369.559202 = -107402.573335 nChanged 1 SP:Iteration 13Q (48394.460000 sec): 3 clusters Score: Raw -110780.035072 + Penalty 3369.559202 = -107410.475870 nChanged 0 SP:Iteration 14F (48394.460000 sec): 3 clusters Score: Raw -110780.035072 + Penalty 3369.559202 = -107410.475870 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (1911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (48394.480000 sec): 2 clusters Score: Raw -247599.857322 + Penalty 1873.734722 = -245726.122599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (48394.490000 sec): 3 clusters Score: Raw -247169.150028 + Penalty 3747.469444 = -243421.680584 nChanged 672 SP:Iteration 1F (48394.500000 sec): 3 clusters Score: Raw -248645.334909 + Penalty 3747.469444 = -244897.865465 nChanged 313 SP:Iteration 2F (48394.500000 sec): 3 clusters Score: Raw -250848.582200 + Penalty 3747.469444 = -247101.112755 nChanged 281 SP:Iteration 3F (48394.510000 sec): 3 clusters Score: Raw -254904.455876 + Penalty 3747.469444 = -251156.986431 nChanged 121 SP:Iteration 4F (48394.520000 sec): 3 clusters Score: Raw -258034.258456 + Penalty 3747.469444 = -254286.789012 nChanged 62 SP:Iteration 5Q (48394.520000 sec): 3 clusters Score: Raw -258620.197695 + Penalty 3747.469444 = -254872.728251 nChanged 20 SP:Iteration 6Q (48394.530000 sec): 3 clusters Score: Raw -258962.438106 + Penalty 3747.469444 = -255214.968662 nChanged 9 SP:Iteration 7Q (48394.540000 sec): 3 clusters Score: Raw -259143.391089 + Penalty 3747.469444 = -255395.921645 nChanged 10 SP:Iteration 8Q (48394.540000 sec): 3 clusters Score: Raw -259384.176238 + Penalty 3747.469444 = -255636.706793 nChanged 6 SP:Iteration 9Q (48394.540000 sec): 3 clusters Score: Raw -259581.322179 + Penalty 3747.469444 = -255833.852735 nChanged 1 SP:Iteration 10Q (48394.550000 sec): 3 clusters Score: Raw -259599.674427 + Penalty 3747.469444 = -255852.204982 nChanged 1 SP:Iteration 11Q (48394.560000 sec): 3 clusters Score: Raw -259602.400679 + Penalty 3747.469444 = -255854.931234 nChanged 0 SP:Iteration 12F (48394.560000 sec): 3 clusters Score: Raw -259602.400679 + Penalty 3747.469444 = -255854.931234 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Deleting Class 65 (213 points): Lose 2321.857280 but Gain 3620.129790 Iteration 219Q (48428.750000 sec): 67 clusters Score: Raw -379093110.939326 + Penalty 238928.566117 = -378854182.373209 nChanged 709 Deleting Class 63 (287 points): Lose 3062.278896 but Gain 3620.129790 Iteration 220F (48633.420000 sec): 66 clusters Score: Raw -379094491.010549 + Penalty 235308.436327 = -378859182.574221 nChanged 1136 Iteration 221Q (48667.160000 sec): 66 clusters Score: Raw -379112151.598438 + Penalty 235308.436327 = -378876843.162111 nChanged 734 Iteration 222Q (48700.870000 sec): 66 clusters Score: Raw -379112918.407903 + Penalty 235308.436327 = -378877609.971575 nChanged 615 Iteration 223Q (48734.570000 sec): 66 clusters Score: Raw -379113270.122652 + Penalty 235308.436327 = -378877961.686325 nChanged 588 Iteration 224Q (48768.270000 sec): 66 clusters Score: Raw -379113520.292272 + Penalty 235308.436327 = -378878211.855945 nChanged 528 Iteration 225Q (48801.980000 sec): 66 clusters Score: Raw -379113637.913627 + Penalty 235308.436327 = -378878329.477300 nChanged 524 Iteration 226Q (48835.650000 sec): 66 clusters Score: Raw -379113728.332782 + Penalty 235308.436327 = -378878419.896455 nChanged 531 Iteration 227Q (48869.290000 sec): 66 clusters Score: Raw -379113798.729375 + Penalty 235308.436327 = -378878490.293048 nChanged 498 Iteration 228Q (48902.950000 sec): 66 clusters Score: Raw -379113847.790942 + Penalty 235308.436327 = -378878539.354615 nChanged 478 Iteration 229Q (48936.590000 sec): 66 clusters Score: Raw -379113893.220923 + Penalty 235308.436327 = -378878584.784596 nChanged 505 Iteration 230Q (48970.210000 sec): 66 clusters Score: Raw -379113932.323069 + Penalty 235308.436327 = -378878623.886741 nChanged 490 Iteration 231Q (49003.830000 sec): 66 clusters Score: Raw -379113970.762696 + Penalty 235308.436327 = -378878662.326369 nChanged 457 Iteration 232Q (49037.480000 sec): 66 clusters Score: Raw -379114011.789698 + Penalty 235308.436327 = -378878703.353371 nChanged 476 Iteration 233Q (49071.110000 sec): 66 clusters Score: Raw -379114050.007925 + Penalty 235308.436327 = -378878741.571597 nChanged 463 Iteration 234Q (49104.760000 sec): 66 clusters Score: Raw -379114094.233514 + Penalty 235308.436327 = -378878785.797187 nChanged 458 Iteration 235Q (49138.370000 sec): 66 clusters Score: Raw -379114131.875975 + Penalty 235308.436327 = -378878823.439647 nChanged 477 Iteration 236Q (49171.980000 sec): 66 clusters Score: Raw -379114166.078813 + Penalty 235308.436327 = -378878857.642486 nChanged 431 Iteration 237Q (49205.590000 sec): 66 clusters Score: Raw -379114190.151210 + Penalty 235308.436327 = -378878881.714883 nChanged 398 Iteration 238Q (49239.190000 sec): 66 clusters Score: Raw -379114208.311328 + Penalty 235308.436327 = -378878899.875001 nChanged 380 Iteration 239Q (49272.790000 sec): 66 clusters Score: Raw -379114227.637005 + Penalty 235308.436327 = -378878919.200677 nChanged 379 Iteration 240F (49474.300000 sec): 66 clusters Score: Raw -379135996.539514 + Penalty 235308.436327 = -378900688.103187 nChanged 650 Iteration 241Q (49507.570000 sec): 66 clusters Score: Raw -379142152.632633 + Penalty 235308.436327 = -378906844.196306 nChanged 347 Iteration 242Q (49541.210000 sec): 66 clusters Score: Raw -379142279.243235 + Penalty 235308.436327 = -378906970.806908 nChanged 310 Iteration 243Q (49574.920000 sec): 66 clusters Score: Raw -379142411.769308 + Penalty 235308.436327 = -378907103.332981 nChanged 309 Iteration 244Q (49608.600000 sec): 66 clusters Score: Raw -379142477.651511 + Penalty 235308.436327 = -378907169.215184 nChanged 304 Iteration 245Q (49642.280000 sec): 66 clusters Score: Raw -379142494.100136 + Penalty 235308.436327 = -378907185.663809 nChanged 299 Iteration 246Q (49675.960000 sec): 66 clusters Score: Raw -379142501.378616 + Penalty 235308.436327 = -378907192.942289 nChanged 275 Iteration 247Q (49709.630000 sec): 66 clusters Score: Raw -379142507.267113 + Penalty 235308.436327 = -378907198.830785 nChanged 224 Iteration 248Q (49743.280000 sec): 66 clusters Score: Raw -379142511.439143 + Penalty 235308.436327 = -378907203.002816 nChanged 222 Iteration 249Q (49776.950000 sec): 66 clusters Score: Raw -379142515.651430 + Penalty 235308.436327 = -378907207.215102 nChanged 215 Iteration 250Q (49810.620000 sec): 66 clusters Score: Raw -379142520.227621 + Penalty 235308.436327 = -378907211.791293 nChanged 212 Iteration 251Q (49844.270000 sec): 66 clusters Score: Raw -379142525.904001 + Penalty 235308.436327 = -378907217.467674 nChanged 221 Iteration 252Q (49877.920000 sec): 66 clusters Score: Raw -379142530.936358 + Penalty 235308.436327 = -378907222.500030 nChanged 218 Iteration 253Q (49911.530000 sec): 66 clusters Score: Raw -379142535.527033 + Penalty 235308.436327 = -378907227.090706 nChanged 218 Iteration 254Q (49945.120000 sec): 66 clusters Score: Raw -379142539.511258 + Penalty 235308.436327 = -378907231.074931 nChanged 210 Iteration 255Q (49978.710000 sec): 66 clusters Score: Raw -379142542.974707 + Penalty 235308.436327 = -378907234.538380 nChanged 200 Iteration 256Q (50012.310000 sec): 66 clusters Score: Raw -379142545.901717 + Penalty 235308.436327 = -378907237.465390 nChanged 200 Iteration 257Q (50045.900000 sec): 66 clusters Score: Raw -379142550.249009 + Penalty 235308.436327 = -378907241.812682 nChanged 180 Iteration 258Q (50079.510000 sec): 66 clusters Score: Raw -379142553.152943 + Penalty 235308.436327 = -378907244.716616 nChanged 173 Writing temp clu file Because OldScore, -378907241.812682, is greater than current (better) Score,-378907244.716616 Compute initial score before splitting: Score: Raw -379142553.152943 + Penalty 235308.436327 = -378907244.716616 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50080.110000 sec): 2 clusters Score: Raw -12245401.626780 + Penalty 2775.151573 = -12242626.475207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50080.410000 sec): 3 clusters Score: Raw -12199951.140881 + Penalty 5550.303146 = -12194400.837735 nChanged 33917 SP:Iteration 1F (50080.700000 sec): 3 clusters Score: Raw -12218829.801166 + Penalty 5550.303146 = -12213279.498020 nChanged 2561 SP:Iteration 2Q (50081.000000 sec): 3 clusters Score: Raw -12219455.067450 + Penalty 5550.303146 = -12213904.764304 nChanged 2383 SP:Iteration 3Q (50081.300000 sec): 3 clusters Score: Raw -12220058.008637 + Penalty 5550.303146 = -12214507.705491 nChanged 2410 SP:Iteration 4Q (50081.590000 sec): 3 clusters Score: Raw -12220773.484070 + Penalty 5550.303146 = -12215223.180924 nChanged 2623 SP:Iteration 5Q (50081.890000 sec): 3 clusters Score: Raw -12221689.333101 + Penalty 5550.303146 = -12216139.029955 nChanged 3010 SP:Iteration 6Q (50082.190000 sec): 3 clusters Score: Raw -12222956.866331 + Penalty 5550.303146 = -12217406.563185 nChanged 3540 SP:Iteration 7Q (50082.490000 sec): 3 clusters Score: Raw -12224849.245671 + Penalty 5550.303146 = -12219298.942525 nChanged 4337 SP:Iteration 8F (50082.790000 sec): 3 clusters Score: Raw -12227720.658493 + Penalty 5550.303146 = -12222170.355347 nChanged 4879 SP:Iteration 9F (50083.080000 sec): 3 clusters Score: Raw -12231477.392752 + Penalty 5550.303146 = -12225927.089606 nChanged 4846 SP:Iteration 10F (50083.370000 sec): 3 clusters Score: Raw -12235545.827293 + Penalty 5550.303146 = -12229995.524147 nChanged 4254 SP:Iteration 11F (50083.660000 sec): 3 clusters Score: Raw -12239263.535495 + Penalty 5550.303146 = -12233713.232349 nChanged 3102 SP:Iteration 12Q (50083.930000 sec): 3 clusters Score: Raw -12241954.657854 + Penalty 5550.303146 = -12236404.354708 nChanged 2011 SP:Iteration 13Q (50084.180000 sec): 3 clusters Score: Raw -12243707.075230 + Penalty 5550.303146 = -12238156.772084 nChanged 1126 SP:Iteration 14Q (50084.410000 sec): 3 clusters Score: Raw -12244719.379231 + Penalty 5550.303146 = -12239169.076085 nChanged 550 SP:Iteration 15Q (50084.630000 sec): 3 clusters Score: Raw -12245218.845037 + Penalty 5550.303146 = -12239668.541891 nChanged 227 SP:Iteration 16Q (50084.840000 sec): 3 clusters Score: Raw -12245416.964844 + Penalty 5550.303146 = -12239866.661698 nChanged 104 SP:Iteration 17Q (50085.050000 sec): 3 clusters Score: Raw -12245509.064709 + Penalty 5550.303146 = -12239958.761563 nChanged 75 SP:Iteration 18Q (50085.250000 sec): 3 clusters Score: Raw -12245576.533822 + Penalty 5550.303146 = -12240026.230676 nChanged 49 SP:Iteration 19Q (50085.450000 sec): 3 clusters Score: Raw -12245618.586272 + Penalty 5550.303146 = -12240068.283126 nChanged 33 SP:Iteration 20F (50085.740000 sec): 3 clusters Score: Raw -12245657.403789 + Penalty 5550.303146 = -12240107.100643 nChanged 33 SP:Iteration 21Q (50085.940000 sec): 3 clusters Score: Raw -12245688.402324 + Penalty 5550.303146 = -12240138.099178 nChanged 19 SP:Iteration 22Q (50086.140000 sec): 3 clusters Score: Raw -12245707.925269 + Penalty 5550.303146 = -12240157.622123 nChanged 10 SP:Iteration 23Q (50086.340000 sec): 3 clusters Score: Raw -12245719.075798 + Penalty 5550.303146 = -12240168.772652 nChanged 8 SP:Iteration 24Q (50086.550000 sec): 3 clusters Score: Raw -12245725.300387 + Penalty 5550.303146 = -12240174.997241 nChanged 5 SP:Iteration 25Q (50086.750000 sec): 3 clusters Score: Raw -12245730.178534 + Penalty 5550.303146 = -12240179.875388 nChanged 6 SP:Iteration 26Q (50086.950000 sec): 3 clusters Score: Raw -12245735.351252 + Penalty 5550.303146 = -12240185.048106 nChanged 3 SP:Iteration 27Q (50087.150000 sec): 3 clusters Score: Raw -12245739.274685 + Penalty 5550.303146 = -12240188.971539 nChanged 7 SP:Iteration 28Q (50087.350000 sec): 3 clusters Score: Raw -12245747.450909 + Penalty 5550.303146 = -12240197.147763 nChanged 3 SP:Iteration 29Q (50087.550000 sec): 3 clusters Score: Raw -12245751.808520 + Penalty 5550.303146 = -12240201.505374 nChanged 2 SP:Iteration 30Q (50087.750000 sec): 3 clusters Score: Raw -12245753.132992 + Penalty 5550.303146 = -12240202.829846 nChanged 2 SP:Iteration 31Q (50087.950000 sec): 3 clusters Score: Raw -12245755.055541 + Penalty 5550.303146 = -12240204.752395 nChanged 2 SP:Iteration 32Q (50088.150000 sec): 3 clusters Score: Raw -12245757.648591 + Penalty 5550.303146 = -12240207.345445 nChanged 4 SP:Iteration 33Q (50088.350000 sec): 3 clusters Score: Raw -12245762.157057 + Penalty 5550.303146 = -12240211.853911 nChanged 1 SP:Iteration 34Q (50088.550000 sec): 3 clusters Score: Raw -12245762.859529 + Penalty 5550.303146 = -12240212.556383 nChanged 1 SP:Iteration 35Q (50088.750000 sec): 3 clusters Score: Raw -12245763.487079 + Penalty 5550.303146 = -12240213.183933 nChanged 3 SP:Iteration 36Q (50088.950000 sec): 3 clusters Score: Raw -12245766.467355 + Penalty 5550.303146 = -12240216.164209 nChanged 2 SP:Iteration 37Q (50089.150000 sec): 3 clusters Score: Raw -12245767.952601 + Penalty 5550.303146 = -12240217.649455 nChanged 0 SP:Iteration 38F (50089.440000 sec): 3 clusters Score: Raw -12245767.952601 + Penalty 5550.303146 = -12240217.649455 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50089.470000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50089.470000 sec): 3 clusters Score: Raw -55304.601110 + Penalty 2912.570424 = -52392.030686 nChanged 63 SP:Iteration 1F (50089.470000 sec): 3 clusters Score: Raw -55424.389225 + Penalty 2912.570424 = -52511.818801 nChanged 7 SP:Iteration 2Q (50089.470000 sec): 3 clusters Score: Raw -55439.892736 + Penalty 2912.570424 = -52527.322312 nChanged 4 SP:Iteration 3Q (50089.470000 sec): 3 clusters Score: Raw -55449.504587 + Penalty 2912.570424 = -52536.934164 nChanged 3 SP:Iteration 4Q (50089.470000 sec): 3 clusters Score: Raw -55452.706340 + Penalty 2912.570424 = -52540.135917 nChanged 1 SP:Iteration 5Q (50089.480000 sec): 3 clusters Score: Raw -55455.654514 + Penalty 2912.570424 = -52543.084090 nChanged 2 SP:Iteration 6Q (50089.480000 sec): 3 clusters Score: Raw -55460.385801 + Penalty 2912.570424 = -52547.815377 nChanged 1 SP:Iteration 7Q (50089.480000 sec): 3 clusters Score: Raw -55461.578173 + Penalty 2912.570424 = -52549.007749 nChanged 2 SP:Iteration 8Q (50089.480000 sec): 3 clusters Score: Raw -55464.804668 + Penalty 2912.570424 = -52552.234244 nChanged 1 SP:Iteration 9Q (50089.480000 sec): 3 clusters Score: Raw -55465.606201 + Penalty 2912.570424 = -52553.035778 nChanged 2 SP:Iteration 10Q (50089.480000 sec): 3 clusters Score: Raw -55469.333871 + Penalty 2912.570424 = -52556.763447 nChanged 1 SP:Iteration 11Q (50089.480000 sec): 3 clusters Score: Raw -55470.280751 + Penalty 2912.570424 = -52557.710327 nChanged 0 SP:Iteration 12F (50089.480000 sec): 3 clusters Score: Raw -55470.280751 + Penalty 2912.570424 = -52557.710327 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50089.490000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50089.500000 sec): 3 clusters Score: Raw -203731.210418 + Penalty 3510.020292 = -200221.190125 nChanged 304 SP:Iteration 1F (50089.500000 sec): 3 clusters Score: Raw -204072.117511 + Penalty 3510.020292 = -200562.097219 nChanged 83 SP:Iteration 2F (50089.510000 sec): 3 clusters Score: Raw -204196.639232 + Penalty 3510.020292 = -200686.618939 nChanged 46 SP:Iteration 3Q (50089.510000 sec): 3 clusters Score: Raw -204244.541042 + Penalty 3510.020292 = -200734.520749 nChanged 19 SP:Iteration 4Q (50089.520000 sec): 3 clusters Score: Raw -204266.548164 + Penalty 3510.020292 = -200756.527872 nChanged 15 SP:Iteration 5Q (50089.520000 sec): 3 clusters Score: Raw -204288.995072 + Penalty 3510.020292 = -200778.974780 nChanged 16 SP:Iteration 6Q (50089.530000 sec): 3 clusters Score: Raw -204313.914900 + Penalty 3510.020292 = -200803.894607 nChanged 13 SP:Iteration 7Q (50089.530000 sec): 3 clusters Score: Raw -204324.798076 + Penalty 3510.020292 = -200814.777784 nChanged 8 SP:Iteration 8Q (50089.540000 sec): 3 clusters Score: Raw -204332.268804 + Penalty 3510.020292 = -200822.248512 nChanged 8 SP:Iteration 9Q (50089.540000 sec): 3 clusters Score: Raw -204344.151177 + Penalty 3510.020292 = -200834.130884 nChanged 10 SP:Iteration 10Q (50089.540000 sec): 3 clusters Score: Raw -204356.346604 + Penalty 3510.020292 = -200846.326311 nChanged 6 SP:Iteration 11Q (50089.550000 sec): 3 clusters Score: Raw -204365.825232 + Penalty 3510.020292 = -200855.804940 nChanged 4 SP:Iteration 12Q (50089.550000 sec): 3 clusters Score: Raw -204372.302378 + Penalty 3510.020292 = -200862.282085 nChanged 5 SP:Iteration 13Q (50089.560000 sec): 3 clusters Score: Raw -204379.890889 + Penalty 3510.020292 = -200869.870596 nChanged 9 SP:Iteration 14Q (50089.560000 sec): 3 clusters Score: Raw -204394.233398 + Penalty 3510.020292 = -200884.213106 nChanged 9 SP:Iteration 15Q (50089.570000 sec): 3 clusters Score: Raw -204406.212422 + Penalty 3510.020292 = -200896.192129 nChanged 8 SP:Iteration 16Q (50089.570000 sec): 3 clusters Score: Raw -204419.614307 + Penalty 3510.020292 = -200909.594014 nChanged 9 SP:Iteration 17Q (50089.580000 sec): 3 clusters Score: Raw -204436.620835 + Penalty 3510.020292 = -200926.600542 nChanged 12 SP:Iteration 18Q (50089.580000 sec): 3 clusters Score: Raw -204456.161012 + Penalty 3510.020292 = -200946.140720 nChanged 14 SP:Iteration 19Q (50089.580000 sec): 3 clusters Score: Raw -204484.290530 + Penalty 3510.020292 = -200974.270237 nChanged 15 SP:Iteration 20F (50089.590000 sec): 3 clusters Score: Raw -204519.416139 + Penalty 3510.020292 = -201009.395846 nChanged 14 SP:Iteration 21Q (50089.600000 sec): 3 clusters Score: Raw -204538.767035 + Penalty 3510.020292 = -201028.746743 nChanged 15 SP:Iteration 22Q (50089.600000 sec): 3 clusters Score: Raw -204556.416432 + Penalty 3510.020292 = -201046.396140 nChanged 11 SP:Iteration 23Q (50089.600000 sec): 3 clusters Score: Raw -204566.615399 + Penalty 3510.020292 = -201056.595107 nChanged 11 SP:Iteration 24Q (50089.610000 sec): 3 clusters Score: Raw -204582.876503 + Penalty 3510.020292 = -201072.856210 nChanged 7 SP:Iteration 25Q (50089.610000 sec): 3 clusters Score: Raw -204598.752734 + Penalty 3510.020292 = -201088.732441 nChanged 11 SP:Iteration 26Q (50089.620000 sec): 3 clusters Score: Raw -204615.680016 + Penalty 3510.020292 = -201105.659724 nChanged 10 SP:Iteration 27Q (50089.620000 sec): 3 clusters Score: Raw -204629.776143 + Penalty 3510.020292 = -201119.755851 nChanged 11 SP:Iteration 28Q (50089.620000 sec): 3 clusters Score: Raw -204645.765591 + Penalty 3510.020292 = -201135.745299 nChanged 9 SP:Iteration 29Q (50089.630000 sec): 3 clusters Score: Raw -204656.875248 + Penalty 3510.020292 = -201146.854956 nChanged 12 SP:Iteration 30Q (50089.630000 sec): 3 clusters Score: Raw -204678.387081 + Penalty 3510.020292 = -201168.366788 nChanged 10 SP:Iteration 31Q (50089.640000 sec): 3 clusters Score: Raw -204691.460772 + Penalty 3510.020292 = -201181.440480 nChanged 7 SP:Iteration 32Q (50089.640000 sec): 3 clusters Score: Raw -204698.231076 + Penalty 3510.020292 = -201188.210783 nChanged 3 SP:Iteration 33Q (50089.640000 sec): 3 clusters Score: Raw -204701.253598 + Penalty 3510.020292 = -201191.233306 nChanged 4 SP:Iteration 34Q (50089.650000 sec): 3 clusters Score: Raw -204706.266265 + Penalty 3510.020292 = -201196.245972 nChanged 3 SP:Iteration 35Q (50089.660000 sec): 3 clusters Score: Raw -204709.550004 + Penalty 3510.020292 = -201199.529711 nChanged 2 SP:Iteration 36Q (50089.660000 sec): 3 clusters Score: Raw -204711.491117 + Penalty 3510.020292 = -201201.470825 nChanged 1 SP:Iteration 37Q (50089.660000 sec): 3 clusters Score: Raw -204713.105608 + Penalty 3510.020292 = -201203.085315 nChanged 3 SP:Iteration 38Q (50089.670000 sec): 3 clusters Score: Raw -204716.053756 + Penalty 3510.020292 = -201206.033464 nChanged 3 SP:Iteration 39Q (50089.670000 sec): 3 clusters Score: Raw -204718.222353 + Penalty 3510.020292 = -201208.202060 nChanged 2 SP:Iteration 40F (50089.680000 sec): 3 clusters Score: Raw -204721.833701 + Penalty 3510.020292 = -201211.813408 nChanged 1 SP:Iteration 41Q (50089.680000 sec): 3 clusters Score: Raw -204723.437385 + Penalty 3510.020292 = -201213.417093 nChanged 4 SP:Iteration 42Q (50089.680000 sec): 3 clusters Score: Raw -204729.082216 + Penalty 3510.020292 = -201219.061924 nChanged 4 SP:Iteration 43Q (50089.690000 sec): 3 clusters Score: Raw -204734.152898 + Penalty 3510.020292 = -201224.132605 nChanged 2 SP:Iteration 44Q (50089.690000 sec): 3 clusters Score: Raw -204738.045420 + Penalty 3510.020292 = -201228.025128 nChanged 4 SP:Iteration 45Q (50089.700000 sec): 3 clusters Score: Raw -204749.432959 + Penalty 3510.020292 = -201239.412666 nChanged 11 SP:Iteration 46Q (50089.700000 sec): 3 clusters Score: Raw -204770.955283 + Penalty 3510.020292 = -201260.934990 nChanged 15 SP:Iteration 47Q (50089.700000 sec): 3 clusters Score: Raw -204804.008122 + Penalty 3510.020292 = -201293.987829 nChanged 18 SP:Iteration 48Q (50089.710000 sec): 3 clusters Score: Raw -204838.054168 + Penalty 3510.020292 = -201328.033875 nChanged 17 SP:Iteration 49Q (50089.710000 sec): 3 clusters Score: Raw -204880.043867 + Penalty 3510.020292 = -201370.023574 nChanged 21 SP:Iteration 50Q (50089.720000 sec): 3 clusters Score: Raw -204936.335966 + Penalty 3510.020292 = -201426.315674 nChanged 26 SP:Iteration 51Q (50089.720000 sec): 3 clusters Score: Raw -205000.127318 + Penalty 3510.020292 = -201490.107026 nChanged 21 SP:Iteration 52Q (50089.720000 sec): 3 clusters Score: Raw -205036.041483 + Penalty 3510.020292 = -201526.021191 nChanged 14 SP:Iteration 53Q (50089.730000 sec): 3 clusters Score: Raw -205063.099720 + Penalty 3510.020292 = -201553.079427 nChanged 11 SP:Iteration 54Q (50089.740000 sec): 3 clusters Score: Raw -205080.112479 + Penalty 3510.020292 = -201570.092187 nChanged 10 SP:Iteration 55Q (50089.740000 sec): 3 clusters Score: Raw -205090.567527 + Penalty 3510.020292 = -201580.547234 nChanged 8 SP:Iteration 56Q (50089.740000 sec): 3 clusters Score: Raw -205104.173129 + Penalty 3510.020292 = -201594.152837 nChanged 8 SP:Iteration 57Q (50089.740000 sec): 3 clusters Score: Raw -205116.383244 + Penalty 3510.020292 = -201606.362951 nChanged 10 SP:Iteration 58Q (50089.750000 sec): 3 clusters Score: Raw -205128.049070 + Penalty 3510.020292 = -201618.028778 nChanged 9 SP:Iteration 59Q (50089.750000 sec): 3 clusters Score: Raw -205137.488962 + Penalty 3510.020292 = -201627.468669 nChanged 5 SP:Iteration 60F (50089.760000 sec): 3 clusters Score: Raw -205144.909025 + Penalty 3510.020292 = -201634.888732 nChanged 7 SP:Iteration 61Q (50089.760000 sec): 3 clusters Score: Raw -205154.130169 + Penalty 3510.020292 = -201644.109876 nChanged 4 SP:Iteration 62Q (50089.770000 sec): 3 clusters Score: Raw -205157.989705 + Penalty 3510.020292 = -201647.969413 nChanged 2 SP:Iteration 63Q (50089.770000 sec): 3 clusters Score: Raw -205160.703751 + Penalty 3510.020292 = -201650.683459 nChanged 0 SP:Iteration 64F (50089.780000 sec): 3 clusters Score: Raw -205160.703751 + Penalty 3510.020292 = -201650.683459 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50089.860000 sec): 2 clusters Score: Raw -3860829.249127 + Penalty 2495.869383 = -3858333.379744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50089.950000 sec): 3 clusters Score: Raw -3846912.494544 + Penalty 4991.738767 = -3841920.755777 nChanged 10463 SP:Iteration 1F (50090.050000 sec): 3 clusters Score: Raw -3852487.078802 + Penalty 4991.738767 = -3847495.340035 nChanged 1232 SP:Iteration 2F (50090.140000 sec): 3 clusters Score: Raw -3852906.665698 + Penalty 4991.738767 = -3847914.926931 nChanged 995 SP:Iteration 3Q (50090.240000 sec): 3 clusters Score: Raw -3853255.813098 + Penalty 4991.738767 = -3848264.074331 nChanged 942 SP:Iteration 4Q (50090.330000 sec): 3 clusters Score: Raw -3853592.445208 + Penalty 4991.738767 = -3848600.706441 nChanged 907 SP:Iteration 5Q (50090.420000 sec): 3 clusters Score: Raw -3853911.534090 + Penalty 4991.738767 = -3848919.795323 nChanged 842 SP:Iteration 6Q (50090.520000 sec): 3 clusters Score: Raw -3854207.037132 + Penalty 4991.738767 = -3849215.298365 nChanged 827 SP:Iteration 7Q (50090.620000 sec): 3 clusters Score: Raw -3854516.973447 + Penalty 4991.738767 = -3849525.234681 nChanged 831 SP:Iteration 8Q (50090.710000 sec): 3 clusters Score: Raw -3854813.259316 + Penalty 4991.738767 = -3849821.520550 nChanged 812 SP:Iteration 9Q (50090.800000 sec): 3 clusters Score: Raw -3855138.836845 + Penalty 4991.738767 = -3850147.098078 nChanged 822 SP:Iteration 10Q (50090.900000 sec): 3 clusters Score: Raw -3855496.100799 + Penalty 4991.738767 = -3850504.362032 nChanged 872 SP:Iteration 11Q (50090.990000 sec): 3 clusters Score: Raw -3855929.226938 + Penalty 4991.738767 = -3850937.488171 nChanged 915 SP:Iteration 12Q (50091.080000 sec): 3 clusters Score: Raw -3856402.444436 + Penalty 4991.738767 = -3851410.705669 nChanged 938 SP:Iteration 13Q (50091.180000 sec): 3 clusters Score: Raw -3856943.744381 + Penalty 4991.738767 = -3851952.005614 nChanged 968 SP:Iteration 14Q (50091.270000 sec): 3 clusters Score: Raw -3857537.507729 + Penalty 4991.738767 = -3852545.768962 nChanged 920 SP:Iteration 15Q (50091.360000 sec): 3 clusters Score: Raw -3858146.462846 + Penalty 4991.738767 = -3853154.724079 nChanged 844 SP:Iteration 16Q (50091.450000 sec): 3 clusters Score: Raw -3858695.696691 + Penalty 4991.738767 = -3853703.957925 nChanged 748 SP:Iteration 17Q (50091.540000 sec): 3 clusters Score: Raw -3859139.262896 + Penalty 4991.738767 = -3854147.524129 nChanged 627 SP:Iteration 18Q (50091.630000 sec): 3 clusters Score: Raw -3859500.193613 + Penalty 4991.738767 = -3854508.454846 nChanged 560 SP:Iteration 19Q (50091.710000 sec): 3 clusters Score: Raw -3859843.343343 + Penalty 4991.738767 = -3854851.604576 nChanged 467 SP:Iteration 20F (50091.800000 sec): 3 clusters Score: Raw -3860150.537230 + Penalty 4991.738767 = -3855158.798463 nChanged 408 SP:Iteration 21Q (50091.880000 sec): 3 clusters Score: Raw -3860428.992702 + Penalty 4991.738767 = -3855437.253935 nChanged 325 SP:Iteration 22Q (50091.960000 sec): 3 clusters Score: Raw -3860654.797409 + Penalty 4991.738767 = -3855663.058642 nChanged 284 SP:Iteration 23Q (50092.040000 sec): 3 clusters Score: Raw -3860851.349972 + Penalty 4991.738767 = -3855859.611205 nChanged 231 SP:Iteration 24Q (50092.120000 sec): 3 clusters Score: Raw -3861018.447915 + Penalty 4991.738767 = -3856026.709148 nChanged 170 SP:Iteration 25Q (50092.190000 sec): 3 clusters Score: Raw -3861148.958038 + Penalty 4991.738767 = -3856157.219271 nChanged 142 SP:Iteration 26Q (50092.260000 sec): 3 clusters Score: Raw -3861247.551153 + Penalty 4991.738767 = -3856255.812386 nChanged 104 SP:Iteration 27Q (50092.340000 sec): 3 clusters Score: Raw -3861313.759141 + Penalty 4991.738767 = -3856322.020375 nChanged 68 SP:Iteration 28Q (50092.410000 sec): 3 clusters Score: Raw -3861352.588530 + Penalty 4991.738767 = -3856360.849763 nChanged 54 SP:Iteration 29Q (50092.480000 sec): 3 clusters Score: Raw -3861390.051359 + Penalty 4991.738767 = -3856398.312592 nChanged 57 SP:Iteration 30Q (50092.560000 sec): 3 clusters Score: Raw -3861420.730329 + Penalty 4991.738767 = -3856428.991562 nChanged 33 SP:Iteration 31Q (50092.630000 sec): 3 clusters Score: Raw -3861435.285968 + Penalty 4991.738767 = -3856443.547201 nChanged 25 SP:Iteration 32Q (50092.700000 sec): 3 clusters Score: Raw -3861449.062949 + Penalty 4991.738767 = -3856457.324182 nChanged 22 SP:Iteration 33Q (50092.770000 sec): 3 clusters Score: Raw -3861460.374966 + Penalty 4991.738767 = -3856468.636199 nChanged 18 SP:Iteration 34Q (50092.840000 sec): 3 clusters Score: Raw -3861469.380367 + Penalty 4991.738767 = -3856477.641600 nChanged 18 SP:Iteration 35Q (50092.910000 sec): 3 clusters Score: Raw -3861477.408166 + Penalty 4991.738767 = -3856485.669399 nChanged 7 SP:Iteration 36Q (50092.980000 sec): 3 clusters Score: Raw -3861480.240368 + Penalty 4991.738767 = -3856488.501601 nChanged 6 SP:Iteration 37Q (50093.050000 sec): 3 clusters Score: Raw -3861482.407620 + Penalty 4991.738767 = -3856490.668853 nChanged 6 SP:Iteration 38Q (50093.120000 sec): 3 clusters Score: Raw -3861484.771958 + Penalty 4991.738767 = -3856493.033191 nChanged 7 SP:Iteration 39Q (50093.190000 sec): 3 clusters Score: Raw -3861486.876710 + Penalty 4991.738767 = -3856495.137943 nChanged 0 SP:Iteration 40F (50093.280000 sec): 3 clusters Score: Raw -3861486.876710 + Penalty 4991.738767 = -3856495.137943 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50093.300000 sec): 2 clusters Score: Raw -372722.402570 + Penalty 1922.152454 = -370800.250116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50093.310000 sec): 3 clusters Score: Raw -371820.389381 + Penalty 3844.304907 = -367976.084474 nChanged 795 SP:Iteration 1F (50093.320000 sec): 3 clusters Score: Raw -372354.305038 + Penalty 3844.304907 = -368510.000131 nChanged 185 SP:Iteration 2F (50093.330000 sec): 3 clusters Score: Raw -372531.021543 + Penalty 3844.304907 = -368686.716636 nChanged 138 SP:Iteration 3F (50093.340000 sec): 3 clusters Score: Raw -372719.524673 + Penalty 3844.304907 = -368875.219766 nChanged 123 SP:Iteration 4F (50093.350000 sec): 3 clusters Score: Raw -372921.226498 + Penalty 3844.304907 = -369076.921591 nChanged 131 SP:Iteration 5F (50093.360000 sec): 3 clusters Score: Raw -373121.773144 + Penalty 3844.304907 = -369277.468236 nChanged 119 SP:Iteration 6F (50093.370000 sec): 3 clusters Score: Raw -373287.864677 + Penalty 3844.304907 = -369443.559770 nChanged 97 SP:Iteration 7Q (50093.380000 sec): 3 clusters Score: Raw -373433.440301 + Penalty 3844.304907 = -369589.135394 nChanged 104 SP:Iteration 8Q (50093.380000 sec): 3 clusters Score: Raw -373650.461001 + Penalty 3844.304907 = -369806.156093 nChanged 104 SP:Iteration 9Q (50093.390000 sec): 3 clusters Score: Raw -373869.863719 + Penalty 3844.304907 = -370025.558811 nChanged 104 SP:Iteration 10Q (50093.400000 sec): 3 clusters Score: Raw -374054.551011 + Penalty 3844.304907 = -370210.246104 nChanged 77 SP:Iteration 11Q (50093.410000 sec): 3 clusters Score: Raw -374189.806799 + Penalty 3844.304907 = -370345.501892 nChanged 64 SP:Iteration 12Q (50093.420000 sec): 3 clusters Score: Raw -374274.163140 + Penalty 3844.304907 = -370429.858233 nChanged 47 SP:Iteration 13Q (50093.420000 sec): 3 clusters Score: Raw -374349.945476 + Penalty 3844.304907 = -370505.640568 nChanged 41 SP:Iteration 14Q (50093.430000 sec): 3 clusters Score: Raw -374405.056594 + Penalty 3844.304907 = -370560.751687 nChanged 32 SP:Iteration 15Q (50093.440000 sec): 3 clusters Score: Raw -374429.926359 + Penalty 3844.304907 = -370585.621451 nChanged 17 SP:Iteration 16Q (50093.440000 sec): 3 clusters Score: Raw -374443.703070 + Penalty 3844.304907 = -370599.398163 nChanged 9 SP:Iteration 17Q (50093.450000 sec): 3 clusters Score: Raw -374451.130019 + Penalty 3844.304907 = -370606.825112 nChanged 7 SP:Iteration 18Q (50093.460000 sec): 3 clusters Score: Raw -374459.240261 + Penalty 3844.304907 = -370614.935353 nChanged 9 SP:Iteration 19Q (50093.470000 sec): 3 clusters Score: Raw -374465.652069 + Penalty 3844.304907 = -370621.347161 nChanged 6 SP:Iteration 20F (50093.480000 sec): 3 clusters Score: Raw -374470.955869 + Penalty 3844.304907 = -370626.650962 nChanged 2 SP:Iteration 21Q (50093.480000 sec): 3 clusters Score: Raw -374472.357174 + Penalty 3844.304907 = -370628.052266 nChanged 0 SP:Iteration 22F (50093.500000 sec): 3 clusters Score: Raw -374472.357174 + Penalty 3844.304907 = -370628.052266 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50093.510000 sec): 2 clusters Score: Raw -542836.583011 + Penalty 2013.832246 = -540822.750765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50093.520000 sec): 3 clusters Score: Raw -541378.934848 + Penalty 4027.664492 = -537351.270356 nChanged 1187 SP:Iteration 1F (50093.540000 sec): 3 clusters Score: Raw -542152.586090 + Penalty 4027.664492 = -538124.921599 nChanged 293 SP:Iteration 2F (50093.550000 sec): 3 clusters Score: Raw -542399.772094 + Penalty 4027.664492 = -538372.107602 nChanged 197 SP:Iteration 3F (50093.560000 sec): 3 clusters Score: Raw -542572.908330 + Penalty 4027.664492 = -538545.243838 nChanged 167 SP:Iteration 4Q (50093.580000 sec): 3 clusters Score: Raw -542698.106293 + Penalty 4027.664492 = -538670.441801 nChanged 116 SP:Iteration 5Q (50093.590000 sec): 3 clusters Score: Raw -542786.570217 + Penalty 4027.664492 = -538758.905725 nChanged 97 SP:Iteration 6Q (50093.600000 sec): 3 clusters Score: Raw -542862.474306 + Penalty 4027.664492 = -538834.809814 nChanged 94 SP:Iteration 7Q (50093.620000 sec): 3 clusters Score: Raw -542941.621485 + Penalty 4027.664492 = -538913.956993 nChanged 97 SP:Iteration 8Q (50093.630000 sec): 3 clusters Score: Raw -543033.557781 + Penalty 4027.664492 = -539005.893289 nChanged 102 SP:Iteration 9Q (50093.640000 sec): 3 clusters Score: Raw -543133.354773 + Penalty 4027.664492 = -539105.690281 nChanged 110 SP:Iteration 10Q (50093.660000 sec): 3 clusters Score: Raw -543245.830012 + Penalty 4027.664492 = -539218.165520 nChanged 113 SP:Iteration 11Q (50093.670000 sec): 3 clusters Score: Raw -543367.705825 + Penalty 4027.664492 = -539340.041334 nChanged 105 SP:Iteration 12Q (50093.680000 sec): 3 clusters Score: Raw -543467.885002 + Penalty 4027.664492 = -539440.220510 nChanged 83 SP:Iteration 13Q (50093.700000 sec): 3 clusters Score: Raw -543538.642700 + Penalty 4027.664492 = -539510.978209 nChanged 57 SP:Iteration 14Q (50093.710000 sec): 3 clusters Score: Raw -543583.377904 + Penalty 4027.664492 = -539555.713412 nChanged 45 SP:Iteration 15Q (50093.720000 sec): 3 clusters Score: Raw -543628.920956 + Penalty 4027.664492 = -539601.256464 nChanged 36 SP:Iteration 16Q (50093.730000 sec): 3 clusters Score: Raw -543658.627534 + Penalty 4027.664492 = -539630.963042 nChanged 25 SP:Iteration 17Q (50093.740000 sec): 3 clusters Score: Raw -543679.435888 + Penalty 4027.664492 = -539651.771396 nChanged 15 SP:Iteration 18Q (50093.760000 sec): 3 clusters Score: Raw -543693.304815 + Penalty 4027.664492 = -539665.640323 nChanged 15 SP:Iteration 19Q (50093.770000 sec): 3 clusters Score: Raw -543704.574976 + Penalty 4027.664492 = -539676.910485 nChanged 9 SP:Iteration 20F (50093.780000 sec): 3 clusters Score: Raw -543710.631661 + Penalty 4027.664492 = -539682.967169 nChanged 8 SP:Iteration 21Q (50093.800000 sec): 3 clusters Score: Raw -543715.188003 + Penalty 4027.664492 = -539687.523511 nChanged 7 SP:Iteration 22Q (50093.810000 sec): 3 clusters Score: Raw -543718.640876 + Penalty 4027.664492 = -539690.976385 nChanged 5 SP:Iteration 23Q (50093.820000 sec): 3 clusters Score: Raw -543722.076019 + Penalty 4027.664492 = -539694.411528 nChanged 4 SP:Iteration 24Q (50093.840000 sec): 3 clusters Score: Raw -543725.239348 + Penalty 4027.664492 = -539697.574856 nChanged 4 SP:Iteration 25Q (50093.850000 sec): 3 clusters Score: Raw -543729.893071 + Penalty 4027.664492 = -539702.228580 nChanged 3 SP:Iteration 26Q (50093.860000 sec): 3 clusters Score: Raw -543731.162893 + Penalty 4027.664492 = -539703.498402 nChanged 2 SP:Iteration 27Q (50093.870000 sec): 3 clusters Score: Raw -543732.214133 + Penalty 4027.664492 = -539704.549641 nChanged 3 SP:Iteration 28Q (50093.880000 sec): 3 clusters Score: Raw -543733.690540 + Penalty 4027.664492 = -539706.026048 nChanged 5 SP:Iteration 29Q (50093.900000 sec): 3 clusters Score: Raw -543736.699837 + Penalty 4027.664492 = -539709.035345 nChanged 2 SP:Iteration 30Q (50093.910000 sec): 3 clusters Score: Raw -543738.158556 + Penalty 4027.664492 = -539710.494064 nChanged 2 SP:Iteration 31Q (50093.920000 sec): 3 clusters Score: Raw -543738.742787 + Penalty 4027.664492 = -539711.078296 nChanged 2 SP:Iteration 32Q (50093.940000 sec): 3 clusters Score: Raw -543741.405234 + Penalty 4027.664492 = -539713.740742 nChanged 4 SP:Iteration 33Q (50093.950000 sec): 3 clusters Score: Raw -543744.501164 + Penalty 4027.664492 = -539716.836672 nChanged 3 SP:Iteration 34Q (50093.960000 sec): 3 clusters Score: Raw -543749.324855 + Penalty 4027.664492 = -539721.660363 nChanged 5 SP:Iteration 35Q (50093.970000 sec): 3 clusters Score: Raw -543753.698190 + Penalty 4027.664492 = -539726.033698 nChanged 6 SP:Iteration 36Q (50093.980000 sec): 3 clusters Score: Raw -543757.332974 + Penalty 4027.664492 = -539729.668482 nChanged 3 SP:Iteration 37Q (50094.000000 sec): 3 clusters Score: Raw -543760.484254 + Penalty 4027.664492 = -539732.819762 nChanged 2 SP:Iteration 38Q (50094.010000 sec): 3 clusters Score: Raw -543761.998992 + Penalty 4027.664492 = -539734.334500 nChanged 4 SP:Iteration 39Q (50094.020000 sec): 3 clusters Score: Raw -543765.938546 + Penalty 4027.664492 = -539738.274055 nChanged 2 SP:Iteration 40F (50094.040000 sec): 3 clusters Score: Raw -543767.591361 + Penalty 4027.664492 = -539739.926870 nChanged 3 SP:Iteration 41Q (50094.050000 sec): 3 clusters Score: Raw -543769.133087 + Penalty 4027.664492 = -539741.468596 nChanged 0 SP:Iteration 42F (50094.060000 sec): 3 clusters Score: Raw -543769.133087 + Penalty 4027.664492 = -539741.468596 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50094.100000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50094.140000 sec): 3 clusters Score: Raw -1720007.911214 + Penalty 4548.184438 = -1715459.726776 nChanged 3906 SP:Iteration 1F (50094.180000 sec): 3 clusters Score: Raw -1721962.619620 + Penalty 4548.184438 = -1717414.435182 nChanged 636 SP:Iteration 2F (50094.210000 sec): 3 clusters Score: Raw -1722234.348131 + Penalty 4548.184438 = -1717686.163693 nChanged 435 SP:Iteration 3Q (50094.250000 sec): 3 clusters Score: Raw -1722397.961000 + Penalty 4548.184438 = -1717849.776562 nChanged 327 SP:Iteration 4Q (50094.290000 sec): 3 clusters Score: Raw -1722527.294696 + Penalty 4548.184438 = -1717979.110258 nChanged 304 SP:Iteration 5Q (50094.330000 sec): 3 clusters Score: Raw -1722641.764507 + Penalty 4548.184438 = -1718093.580070 nChanged 288 SP:Iteration 6Q (50094.360000 sec): 3 clusters Score: Raw -1722766.134034 + Penalty 4548.184438 = -1718217.949596 nChanged 276 SP:Iteration 7Q (50094.400000 sec): 3 clusters Score: Raw -1722882.414481 + Penalty 4548.184438 = -1718334.230043 nChanged 244 SP:Iteration 8Q (50094.440000 sec): 3 clusters Score: Raw -1722979.840732 + Penalty 4548.184438 = -1718431.656294 nChanged 263 SP:Iteration 9Q (50094.480000 sec): 3 clusters Score: Raw -1723082.666984 + Penalty 4548.184438 = -1718534.482546 nChanged 236 SP:Iteration 10Q (50094.520000 sec): 3 clusters Score: Raw -1723182.618553 + Penalty 4548.184438 = -1718634.434115 nChanged 247 SP:Iteration 11Q (50094.560000 sec): 3 clusters Score: Raw -1723287.205596 + Penalty 4548.184438 = -1718739.021158 nChanged 257 SP:Iteration 12Q (50094.600000 sec): 3 clusters Score: Raw -1723402.635246 + Penalty 4548.184438 = -1718854.450808 nChanged 270 SP:Iteration 13Q (50094.630000 sec): 3 clusters Score: Raw -1723518.941545 + Penalty 4548.184438 = -1718970.757108 nChanged 260 SP:Iteration 14Q (50094.670000 sec): 3 clusters Score: Raw -1723626.235590 + Penalty 4548.184438 = -1719078.051152 nChanged 237 SP:Iteration 15Q (50094.710000 sec): 3 clusters Score: Raw -1723727.422929 + Penalty 4548.184438 = -1719179.238491 nChanged 224 SP:Iteration 16Q (50094.740000 sec): 3 clusters Score: Raw -1723822.664151 + Penalty 4548.184438 = -1719274.479713 nChanged 250 SP:Iteration 17Q (50094.780000 sec): 3 clusters Score: Raw -1723930.707877 + Penalty 4548.184438 = -1719382.523439 nChanged 261 SP:Iteration 18Q (50094.820000 sec): 3 clusters Score: Raw -1724055.555115 + Penalty 4548.184438 = -1719507.370677 nChanged 278 SP:Iteration 19Q (50094.860000 sec): 3 clusters Score: Raw -1724194.942962 + Penalty 4548.184438 = -1719646.758525 nChanged 292 SP:Iteration 20F (50094.900000 sec): 3 clusters Score: Raw -1724367.911707 + Penalty 4548.184438 = -1719819.727269 nChanged 299 SP:Iteration 21Q (50094.930000 sec): 3 clusters Score: Raw -1724547.663152 + Penalty 4548.184438 = -1719999.478715 nChanged 279 SP:Iteration 22Q (50094.970000 sec): 3 clusters Score: Raw -1724711.377841 + Penalty 4548.184438 = -1720163.193403 nChanged 222 SP:Iteration 23Q (50095.010000 sec): 3 clusters Score: Raw -1724837.190823 + Penalty 4548.184438 = -1720289.006385 nChanged 185 SP:Iteration 24Q (50095.040000 sec): 3 clusters Score: Raw -1724927.140555 + Penalty 4548.184438 = -1720378.956117 nChanged 162 SP:Iteration 25Q (50095.080000 sec): 3 clusters Score: Raw -1724986.542438 + Penalty 4548.184438 = -1720438.358001 nChanged 89 SP:Iteration 26Q (50095.120000 sec): 3 clusters Score: Raw -1725015.231679 + Penalty 4548.184438 = -1720467.047241 nChanged 69 SP:Iteration 27Q (50095.150000 sec): 3 clusters Score: Raw -1725038.500366 + Penalty 4548.184438 = -1720490.315929 nChanged 65 SP:Iteration 28Q (50095.190000 sec): 3 clusters Score: Raw -1725058.624726 + Penalty 4548.184438 = -1720510.440288 nChanged 72 SP:Iteration 29Q (50095.230000 sec): 3 clusters Score: Raw -1725077.227960 + Penalty 4548.184438 = -1720529.043523 nChanged 55 SP:Iteration 30Q (50095.260000 sec): 3 clusters Score: Raw -1725090.447505 + Penalty 4548.184438 = -1720542.263067 nChanged 34 SP:Iteration 31Q (50095.300000 sec): 3 clusters Score: Raw -1725097.781827 + Penalty 4548.184438 = -1720549.597389 nChanged 39 SP:Iteration 32Q (50095.340000 sec): 3 clusters Score: Raw -1725106.404532 + Penalty 4548.184438 = -1720558.220095 nChanged 29 SP:Iteration 33Q (50095.370000 sec): 3 clusters Score: Raw -1725112.525489 + Penalty 4548.184438 = -1720564.341051 nChanged 29 SP:Iteration 34Q (50095.410000 sec): 3 clusters Score: Raw -1725119.721742 + Penalty 4548.184438 = -1720571.537304 nChanged 32 SP:Iteration 35Q (50095.440000 sec): 3 clusters Score: Raw -1725126.155204 + Penalty 4548.184438 = -1720577.970766 nChanged 32 SP:Iteration 36Q (50095.480000 sec): 3 clusters Score: Raw -1725134.813850 + Penalty 4548.184438 = -1720586.629412 nChanged 24 SP:Iteration 37Q (50095.520000 sec): 3 clusters Score: Raw -1725139.182472 + Penalty 4548.184438 = -1720590.998035 nChanged 17 SP:Iteration 38Q (50095.560000 sec): 3 clusters Score: Raw -1725141.897240 + Penalty 4548.184438 = -1720593.712802 nChanged 11 SP:Iteration 39Q (50095.590000 sec): 3 clusters Score: Raw -1725143.831771 + Penalty 4548.184438 = -1720595.647334 nChanged 10 SP:Iteration 40F (50095.630000 sec): 3 clusters Score: Raw -1725145.592145 + Penalty 4548.184438 = -1720597.407707 nChanged 9 SP:Iteration 41Q (50095.660000 sec): 3 clusters Score: Raw -1725147.199316 + Penalty 4548.184438 = -1720599.014878 nChanged 9 SP:Iteration 42Q (50095.700000 sec): 3 clusters Score: Raw -1725148.650055 + Penalty 4548.184438 = -1720600.465617 nChanged 11 SP:Iteration 43Q (50095.740000 sec): 3 clusters Score: Raw -1725150.092630 + Penalty 4548.184438 = -1720601.908192 nChanged 7 SP:Iteration 44Q (50095.780000 sec): 3 clusters Score: Raw -1725151.402140 + Penalty 4548.184438 = -1720603.217702 nChanged 11 SP:Iteration 45Q (50095.810000 sec): 3 clusters Score: Raw -1725154.502457 + Penalty 4548.184438 = -1720606.318020 nChanged 12 SP:Iteration 46Q (50095.850000 sec): 3 clusters Score: Raw -1725156.610979 + Penalty 4548.184438 = -1720608.426541 nChanged 11 SP:Iteration 47Q (50095.880000 sec): 3 clusters Score: Raw -1725158.949521 + Penalty 4548.184438 = -1720610.765084 nChanged 12 SP:Iteration 48Q (50095.920000 sec): 3 clusters Score: Raw -1725161.777531 + Penalty 4548.184438 = -1720613.593093 nChanged 14 SP:Iteration 49Q (50095.960000 sec): 3 clusters Score: Raw -1725164.935863 + Penalty 4548.184438 = -1720616.751425 nChanged 11 SP:Iteration 50Q (50095.990000 sec): 3 clusters Score: Raw -1725167.806830 + Penalty 4548.184438 = -1720619.622393 nChanged 16 SP:Iteration 51Q (50096.030000 sec): 3 clusters Score: Raw -1725171.918826 + Penalty 4548.184438 = -1720623.734388 nChanged 12 SP:Iteration 52Q (50096.060000 sec): 3 clusters Score: Raw -1725174.311599 + Penalty 4548.184438 = -1720626.127162 nChanged 15 SP:Iteration 53Q (50096.100000 sec): 3 clusters Score: Raw -1725176.906555 + Penalty 4548.184438 = -1720628.722118 nChanged 8 SP:Iteration 54Q (50096.140000 sec): 3 clusters Score: Raw -1725178.696402 + Penalty 4548.184438 = -1720630.511964 nChanged 6 SP:Iteration 55Q (50096.170000 sec): 3 clusters Score: Raw -1725179.981640 + Penalty 4548.184438 = -1720631.797203 nChanged 9 SP:Iteration 56Q (50096.210000 sec): 3 clusters Score: Raw -1725181.919949 + Penalty 4548.184438 = -1720633.735511 nChanged 13 SP:Iteration 57Q (50096.240000 sec): 3 clusters Score: Raw -1725184.784206 + Penalty 4548.184438 = -1720636.599768 nChanged 7 SP:Iteration 58Q (50096.280000 sec): 3 clusters Score: Raw -1725185.690883 + Penalty 4548.184438 = -1720637.506445 nChanged 6 SP:Iteration 59Q (50096.320000 sec): 3 clusters Score: Raw -1725186.694908 + Penalty 4548.184438 = -1720638.510470 nChanged 6 SP:Iteration 60F (50096.360000 sec): 3 clusters Score: Raw -1725187.858373 + Penalty 4548.184438 = -1720639.673935 nChanged 10 SP:Iteration 61Q (50096.390000 sec): 3 clusters Score: Raw -1725189.453732 + Penalty 4548.184438 = -1720641.269295 nChanged 14 SP:Iteration 62Q (50096.430000 sec): 3 clusters Score: Raw -1725192.008319 + Penalty 4548.184438 = -1720643.823881 nChanged 10 SP:Iteration 63Q (50096.460000 sec): 3 clusters Score: Raw -1725194.076221 + Penalty 4548.184438 = -1720645.891783 nChanged 8 SP:Iteration 64Q (50096.500000 sec): 3 clusters Score: Raw -1725196.122250 + Penalty 4548.184438 = -1720647.937812 nChanged 9 SP:Iteration 65Q (50096.540000 sec): 3 clusters Score: Raw -1725198.312834 + Penalty 4548.184438 = -1720650.128396 nChanged 13 SP:Iteration 66Q (50096.570000 sec): 3 clusters Score: Raw -1725200.706694 + Penalty 4548.184438 = -1720652.522257 nChanged 7 SP:Iteration 67Q (50096.610000 sec): 3 clusters Score: Raw -1725201.858050 + Penalty 4548.184438 = -1720653.673612 nChanged 7 SP:Iteration 68Q (50096.640000 sec): 3 clusters Score: Raw -1725203.326385 + Penalty 4548.184438 = -1720655.141947 nChanged 7 SP:Iteration 69Q (50096.680000 sec): 3 clusters Score: Raw -1725204.392844 + Penalty 4548.184438 = -1720656.208406 nChanged 6 SP:Iteration 70Q (50096.720000 sec): 3 clusters Score: Raw -1725205.440909 + Penalty 4548.184438 = -1720657.256471 nChanged 8 SP:Iteration 71Q (50096.750000 sec): 3 clusters Score: Raw -1725206.766887 + Penalty 4548.184438 = -1720658.582449 nChanged 3 SP:Iteration 72Q (50096.790000 sec): 3 clusters Score: Raw -1725207.195730 + Penalty 4548.184438 = -1720659.011292 nChanged 2 SP:Iteration 73Q (50096.820000 sec): 3 clusters Score: Raw -1725207.614257 + Penalty 4548.184438 = -1720659.429819 nChanged 1 SP:Iteration 74Q (50096.860000 sec): 3 clusters Score: Raw -1725207.964679 + Penalty 4548.184438 = -1720659.780242 nChanged 4 SP:Iteration 75Q (50096.900000 sec): 3 clusters Score: Raw -1725208.843173 + Penalty 4548.184438 = -1720660.658736 nChanged 6 SP:Iteration 76Q (50096.930000 sec): 3 clusters Score: Raw -1725209.891410 + Penalty 4548.184438 = -1720661.706972 nChanged 8 SP:Iteration 77Q (50096.970000 sec): 3 clusters Score: Raw -1725211.554171 + Penalty 4548.184438 = -1720663.369734 nChanged 10 SP:Iteration 78Q (50097.000000 sec): 3 clusters Score: Raw -1725213.641152 + Penalty 4548.184438 = -1720665.456714 nChanged 8 SP:Iteration 79Q (50097.040000 sec): 3 clusters Score: Raw -1725214.882862 + Penalty 4548.184438 = -1720666.698424 nChanged 10 SP:Iteration 80F (50097.080000 sec): 3 clusters Score: Raw -1725216.593487 + Penalty 4548.184438 = -1720668.409049 nChanged 11 SP:Iteration 81Q (50097.120000 sec): 3 clusters Score: Raw -1725218.947784 + Penalty 4548.184438 = -1720670.763346 nChanged 7 SP:Iteration 82Q (50097.150000 sec): 3 clusters Score: Raw -1725220.627065 + Penalty 4548.184438 = -1720672.442627 nChanged 9 SP:Iteration 83Q (50097.190000 sec): 3 clusters Score: Raw -1725222.088497 + Penalty 4548.184438 = -1720673.904059 nChanged 10 SP:Iteration 84Q (50097.220000 sec): 3 clusters Score: Raw -1725223.838008 + Penalty 4548.184438 = -1720675.653570 nChanged 11 SP:Iteration 85Q (50097.260000 sec): 3 clusters Score: Raw -1725225.849722 + Penalty 4548.184438 = -1720677.665284 nChanged 6 SP:Iteration 86Q (50097.300000 sec): 3 clusters Score: Raw -1725227.127355 + Penalty 4548.184438 = -1720678.942917 nChanged 7 SP:Iteration 87Q (50097.330000 sec): 3 clusters Score: Raw -1725227.778389 + Penalty 4548.184438 = -1720679.593951 nChanged 2 SP:Iteration 88Q (50097.370000 sec): 3 clusters Score: Raw -1725227.940006 + Penalty 4548.184438 = -1720679.755568 nChanged 1 SP:Iteration 89Q (50097.400000 sec): 3 clusters Score: Raw -1725228.004019 + Penalty 4548.184438 = -1720679.819581 nChanged 0 SP:Iteration 90F (50097.440000 sec): 3 clusters Score: Raw -1725228.004019 + Penalty 4548.184438 = -1720679.819581 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50097.570000 sec): 2 clusters Score: Raw -6616392.934094 + Penalty 2615.231624 = -6613777.702470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50097.730000 sec): 3 clusters Score: Raw -6593102.438895 + Penalty 5230.463248 = -6587871.975647 nChanged 17429 SP:Iteration 1F (50097.880000 sec): 3 clusters Score: Raw -6602646.445117 + Penalty 5230.463248 = -6597415.981869 nChanged 1677 SP:Iteration 2Q (50098.030000 sec): 3 clusters Score: Raw -6603108.610417 + Penalty 5230.463248 = -6597878.147169 nChanged 1405 SP:Iteration 3Q (50098.190000 sec): 3 clusters Score: Raw -6603465.764814 + Penalty 5230.463248 = -6598235.301566 nChanged 1262 SP:Iteration 4Q (50098.340000 sec): 3 clusters Score: Raw -6603774.889520 + Penalty 5230.463248 = -6598544.426272 nChanged 1119 SP:Iteration 5Q (50098.500000 sec): 3 clusters Score: Raw -6604034.533176 + Penalty 5230.463248 = -6598804.069928 nChanged 1049 SP:Iteration 6Q (50098.650000 sec): 3 clusters Score: Raw -6604273.491974 + Penalty 5230.463248 = -6599043.028726 nChanged 1001 SP:Iteration 7Q (50098.800000 sec): 3 clusters Score: Raw -6604492.505769 + Penalty 5230.463248 = -6599262.042521 nChanged 964 SP:Iteration 8Q (50098.960000 sec): 3 clusters Score: Raw -6604732.973493 + Penalty 5230.463248 = -6599502.510245 nChanged 960 SP:Iteration 9Q (50099.110000 sec): 3 clusters Score: Raw -6604966.862466 + Penalty 5230.463248 = -6599736.399218 nChanged 984 SP:Iteration 10Q (50099.260000 sec): 3 clusters Score: Raw -6605218.535904 + Penalty 5230.463248 = -6599988.072656 nChanged 976 SP:Iteration 11Q (50099.420000 sec): 3 clusters Score: Raw -6605510.640061 + Penalty 5230.463248 = -6600280.176813 nChanged 1042 SP:Iteration 12Q (50099.570000 sec): 3 clusters Score: Raw -6605891.660944 + Penalty 5230.463248 = -6600661.197696 nChanged 1218 SP:Iteration 13Q (50099.730000 sec): 3 clusters Score: Raw -6606435.920335 + Penalty 5230.463248 = -6601205.457087 nChanged 1388 SP:Iteration 14Q (50099.880000 sec): 3 clusters Score: Raw -6607223.297713 + Penalty 5230.463248 = -6601992.834465 nChanged 1583 SP:Iteration 15Q (50100.030000 sec): 3 clusters Score: Raw -6608289.208075 + Penalty 5230.463248 = -6603058.744828 nChanged 1703 SP:Iteration 16Q (50100.180000 sec): 3 clusters Score: Raw -6609572.268656 + Penalty 5230.463248 = -6604341.805408 nChanged 1608 SP:Iteration 17Q (50100.340000 sec): 3 clusters Score: Raw -6610681.599319 + Penalty 5230.463248 = -6605451.136071 nChanged 1333 SP:Iteration 18Q (50100.480000 sec): 3 clusters Score: Raw -6611509.748589 + Penalty 5230.463248 = -6606279.285342 nChanged 1073 SP:Iteration 19Q (50100.620000 sec): 3 clusters Score: Raw -6612068.711905 + Penalty 5230.463248 = -6606838.248657 nChanged 850 SP:Iteration 20F (50100.770000 sec): 3 clusters Score: Raw -6612468.638227 + Penalty 5230.463248 = -6607238.174979 nChanged 727 SP:Iteration 21Q (50100.900000 sec): 3 clusters Score: Raw -6612802.835300 + Penalty 5230.463248 = -6607572.372053 nChanged 695 SP:Iteration 22Q (50101.030000 sec): 3 clusters Score: Raw -6613142.399849 + Penalty 5230.463248 = -6607911.936601 nChanged 658 SP:Iteration 23Q (50101.170000 sec): 3 clusters Score: Raw -6613471.468340 + Penalty 5230.463248 = -6608241.005092 nChanged 669 SP:Iteration 24Q (50101.290000 sec): 3 clusters Score: Raw -6613827.138578 + Penalty 5230.463248 = -6608596.675331 nChanged 604 SP:Iteration 25Q (50101.410000 sec): 3 clusters Score: Raw -6614153.479425 + Penalty 5230.463248 = -6608923.016178 nChanged 580 SP:Iteration 26Q (50101.530000 sec): 3 clusters Score: Raw -6614500.697680 + Penalty 5230.463248 = -6609270.234432 nChanged 572 SP:Iteration 27Q (50101.650000 sec): 3 clusters Score: Raw -6614851.429396 + Penalty 5230.463248 = -6609620.966148 nChanged 492 SP:Iteration 28Q (50101.770000 sec): 3 clusters Score: Raw -6615166.734277 + Penalty 5230.463248 = -6609936.271029 nChanged 446 SP:Iteration 29Q (50101.880000 sec): 3 clusters Score: Raw -6615481.041540 + Penalty 5230.463248 = -6610250.578292 nChanged 408 SP:Iteration 30Q (50101.990000 sec): 3 clusters Score: Raw -6615803.081761 + Penalty 5230.463248 = -6610572.618514 nChanged 301 SP:Iteration 31Q (50102.110000 sec): 3 clusters Score: Raw -6616051.884683 + Penalty 5230.463248 = -6610821.421436 nChanged 238 SP:Iteration 32Q (50102.210000 sec): 3 clusters Score: Raw -6616245.247968 + Penalty 5230.463248 = -6611014.784721 nChanged 152 SP:Iteration 33Q (50102.330000 sec): 3 clusters Score: Raw -6616374.354350 + Penalty 5230.463248 = -6611143.891102 nChanged 102 SP:Iteration 34Q (50102.430000 sec): 3 clusters Score: Raw -6616467.573043 + Penalty 5230.463248 = -6611237.109795 nChanged 68 SP:Iteration 35Q (50102.540000 sec): 3 clusters Score: Raw -6616533.710454 + Penalty 5230.463248 = -6611303.247207 nChanged 53 SP:Iteration 36Q (50102.640000 sec): 3 clusters Score: Raw -6616592.957799 + Penalty 5230.463248 = -6611362.494552 nChanged 33 SP:Iteration 37Q (50102.750000 sec): 3 clusters Score: Raw -6616620.013604 + Penalty 5230.463248 = -6611389.550357 nChanged 21 SP:Iteration 38Q (50102.850000 sec): 3 clusters Score: Raw -6616640.086949 + Penalty 5230.463248 = -6611409.623701 nChanged 15 SP:Iteration 39Q (50102.950000 sec): 3 clusters Score: Raw -6616656.777567 + Penalty 5230.463248 = -6611426.314320 nChanged 10 SP:Iteration 40F (50103.110000 sec): 3 clusters Score: Raw -6616664.544664 + Penalty 5230.463248 = -6611434.081416 nChanged 6 SP:Iteration 41Q (50103.210000 sec): 3 clusters Score: Raw -6616670.463585 + Penalty 5230.463248 = -6611440.000337 nChanged 4 SP:Iteration 42Q (50103.310000 sec): 3 clusters Score: Raw -6616673.234618 + Penalty 5230.463248 = -6611442.771370 nChanged 6 SP:Iteration 43Q (50103.420000 sec): 3 clusters Score: Raw -6616679.613894 + Penalty 5230.463248 = -6611449.150646 nChanged 6 SP:Iteration 44Q (50103.520000 sec): 3 clusters Score: Raw -6616688.542318 + Penalty 5230.463248 = -6611458.079070 nChanged 8 SP:Iteration 45Q (50103.630000 sec): 3 clusters Score: Raw -6616697.433914 + Penalty 5230.463248 = -6611466.970667 nChanged 5 SP:Iteration 46Q (50103.730000 sec): 3 clusters Score: Raw -6616702.005250 + Penalty 5230.463248 = -6611471.542003 nChanged 4 SP:Iteration 47Q (50103.830000 sec): 3 clusters Score: Raw -6616706.741053 + Penalty 5230.463248 = -6611476.277805 nChanged 1 SP:Iteration 48Q (50103.940000 sec): 3 clusters Score: Raw -6616707.234844 + Penalty 5230.463248 = -6611476.771597 nChanged 1 SP:Iteration 49Q (50104.040000 sec): 3 clusters Score: Raw -6616708.415930 + Penalty 5230.463248 = -6611477.952683 nChanged 4 SP:Iteration 50Q (50104.150000 sec): 3 clusters Score: Raw -6616711.759078 + Penalty 5230.463248 = -6611481.295830 nChanged 0 SP:Iteration 51F (50104.290000 sec): 3 clusters Score: Raw -6616711.759078 + Penalty 5230.463248 = -6611481.295830 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50104.350000 sec): 2 clusters Score: Raw -2020076.294921 + Penalty 2325.610994 = -2017750.683927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50104.390000 sec): 3 clusters Score: Raw -2013565.447661 + Penalty 4651.221988 = -2008914.225673 nChanged 5024 SP:Iteration 1F (50104.440000 sec): 3 clusters Score: Raw -2016213.290201 + Penalty 4651.221988 = -2011562.068213 nChanged 735 SP:Iteration 2F (50104.490000 sec): 3 clusters Score: Raw -2016525.760397 + Penalty 4651.221988 = -2011874.538410 nChanged 590 SP:Iteration 3Q (50104.530000 sec): 3 clusters Score: Raw -2016744.937791 + Penalty 4651.221988 = -2012093.715803 nChanged 465 SP:Iteration 4Q (50104.580000 sec): 3 clusters Score: Raw -2016924.239932 + Penalty 4651.221988 = -2012273.017944 nChanged 437 SP:Iteration 5Q (50104.620000 sec): 3 clusters Score: Raw -2017109.475938 + Penalty 4651.221988 = -2012458.253950 nChanged 442 SP:Iteration 6Q (50104.670000 sec): 3 clusters Score: Raw -2017289.857636 + Penalty 4651.221988 = -2012638.635648 nChanged 410 SP:Iteration 7Q (50104.720000 sec): 3 clusters Score: Raw -2017472.116183 + Penalty 4651.221988 = -2012820.894195 nChanged 458 SP:Iteration 8Q (50104.760000 sec): 3 clusters Score: Raw -2017695.087185 + Penalty 4651.221988 = -2013043.865197 nChanged 517 SP:Iteration 9Q (50104.810000 sec): 3 clusters Score: Raw -2017990.802062 + Penalty 4651.221988 = -2013339.580075 nChanged 529 SP:Iteration 10Q (50104.860000 sec): 3 clusters Score: Raw -2018310.389117 + Penalty 4651.221988 = -2013659.167130 nChanged 520 SP:Iteration 11Q (50104.900000 sec): 3 clusters Score: Raw -2018659.435509 + Penalty 4651.221988 = -2014008.213521 nChanged 553 SP:Iteration 12Q (50104.950000 sec): 3 clusters Score: Raw -2019006.858901 + Penalty 4651.221988 = -2014355.636913 nChanged 467 SP:Iteration 13Q (50104.990000 sec): 3 clusters Score: Raw -2019283.862004 + Penalty 4651.221988 = -2014632.640016 nChanged 383 SP:Iteration 14Q (50105.040000 sec): 3 clusters Score: Raw -2019504.234771 + Penalty 4651.221988 = -2014853.012783 nChanged 321 SP:Iteration 15Q (50105.090000 sec): 3 clusters Score: Raw -2019681.686842 + Penalty 4651.221988 = -2015030.464854 nChanged 273 SP:Iteration 16Q (50105.130000 sec): 3 clusters Score: Raw -2019829.799894 + Penalty 4651.221988 = -2015178.577906 nChanged 200 SP:Iteration 17Q (50105.180000 sec): 3 clusters Score: Raw -2019932.185578 + Penalty 4651.221988 = -2015280.963590 nChanged 157 SP:Iteration 18Q (50105.220000 sec): 3 clusters Score: Raw -2020014.529168 + Penalty 4651.221988 = -2015363.307180 nChanged 112 SP:Iteration 19Q (50105.270000 sec): 3 clusters Score: Raw -2020072.223437 + Penalty 4651.221988 = -2015421.001449 nChanged 107 SP:Iteration 20F (50105.310000 sec): 3 clusters Score: Raw -2020130.132032 + Penalty 4651.221988 = -2015478.910044 nChanged 103 SP:Iteration 21Q (50105.350000 sec): 3 clusters Score: Raw -2020183.318650 + Penalty 4651.221988 = -2015532.096662 nChanged 83 SP:Iteration 22Q (50105.390000 sec): 3 clusters Score: Raw -2020220.494421 + Penalty 4651.221988 = -2015569.272433 nChanged 58 SP:Iteration 23Q (50105.440000 sec): 3 clusters Score: Raw -2020247.872608 + Penalty 4651.221988 = -2015596.650621 nChanged 34 SP:Iteration 24Q (50105.480000 sec): 3 clusters Score: Raw -2020261.687545 + Penalty 4651.221988 = -2015610.465558 nChanged 30 SP:Iteration 25Q (50105.520000 sec): 3 clusters Score: Raw -2020272.796263 + Penalty 4651.221988 = -2015621.574275 nChanged 20 SP:Iteration 26Q (50105.560000 sec): 3 clusters Score: Raw -2020280.738818 + Penalty 4651.221988 = -2015629.516831 nChanged 16 SP:Iteration 27Q (50105.600000 sec): 3 clusters Score: Raw -2020288.371155 + Penalty 4651.221988 = -2015637.149167 nChanged 17 SP:Iteration 28Q (50105.650000 sec): 3 clusters Score: Raw -2020295.323702 + Penalty 4651.221988 = -2015644.101714 nChanged 16 SP:Iteration 29Q (50105.690000 sec): 3 clusters Score: Raw -2020302.426003 + Penalty 4651.221988 = -2015651.204015 nChanged 18 SP:Iteration 30Q (50105.730000 sec): 3 clusters Score: Raw -2020310.598720 + Penalty 4651.221988 = -2015659.376732 nChanged 13 SP:Iteration 31Q (50105.770000 sec): 3 clusters Score: Raw -2020315.492495 + Penalty 4651.221988 = -2015664.270508 nChanged 13 SP:Iteration 32Q (50105.810000 sec): 3 clusters Score: Raw -2020321.105909 + Penalty 4651.221988 = -2015669.883922 nChanged 15 SP:Iteration 33Q (50105.850000 sec): 3 clusters Score: Raw -2020328.864469 + Penalty 4651.221988 = -2015677.642481 nChanged 15 SP:Iteration 34Q (50105.890000 sec): 3 clusters Score: Raw -2020336.553062 + Penalty 4651.221988 = -2015685.331074 nChanged 15 SP:Iteration 35Q (50105.930000 sec): 3 clusters Score: Raw -2020343.117638 + Penalty 4651.221988 = -2015691.895650 nChanged 9 SP:Iteration 36Q (50105.970000 sec): 3 clusters Score: Raw -2020348.274449 + Penalty 4651.221988 = -2015697.052461 nChanged 10 SP:Iteration 37Q (50106.010000 sec): 3 clusters Score: Raw -2020352.246697 + Penalty 4651.221988 = -2015701.024709 nChanged 10 SP:Iteration 38Q (50106.050000 sec): 3 clusters Score: Raw -2020357.633728 + Penalty 4651.221988 = -2015706.411740 nChanged 11 SP:Iteration 39Q (50106.090000 sec): 3 clusters Score: Raw -2020361.605760 + Penalty 4651.221988 = -2015710.383773 nChanged 7 SP:Iteration 40F (50106.140000 sec): 3 clusters Score: Raw -2020364.607413 + Penalty 4651.221988 = -2015713.385426 nChanged 10 SP:Iteration 41Q (50106.180000 sec): 3 clusters Score: Raw -2020369.014357 + Penalty 4651.221988 = -2015717.792369 nChanged 11 SP:Iteration 42Q (50106.220000 sec): 3 clusters Score: Raw -2020373.594274 + Penalty 4651.221988 = -2015722.372286 nChanged 9 SP:Iteration 43Q (50106.260000 sec): 3 clusters Score: Raw -2020377.170167 + Penalty 4651.221988 = -2015725.948179 nChanged 10 SP:Iteration 44Q (50106.300000 sec): 3 clusters Score: Raw -2020382.565345 + Penalty 4651.221988 = -2015731.343357 nChanged 12 SP:Iteration 45Q (50106.340000 sec): 3 clusters Score: Raw -2020390.429943 + Penalty 4651.221988 = -2015739.207955 nChanged 12 SP:Iteration 46Q (50106.380000 sec): 3 clusters Score: Raw -2020396.593860 + Penalty 4651.221988 = -2015745.371872 nChanged 7 SP:Iteration 47Q (50106.420000 sec): 3 clusters Score: Raw -2020399.887915 + Penalty 4651.221988 = -2015748.665928 nChanged 8 SP:Iteration 48Q (50106.460000 sec): 3 clusters Score: Raw -2020404.140350 + Penalty 4651.221988 = -2015752.918362 nChanged 8 SP:Iteration 49Q (50106.500000 sec): 3 clusters Score: Raw -2020409.027893 + Penalty 4651.221988 = -2015757.805905 nChanged 7 SP:Iteration 50Q (50106.540000 sec): 3 clusters Score: Raw -2020412.768952 + Penalty 4651.221988 = -2015761.546964 nChanged 9 SP:Iteration 51Q (50106.580000 sec): 3 clusters Score: Raw -2020417.578351 + Penalty 4651.221988 = -2015766.356364 nChanged 6 SP:Iteration 52Q (50106.620000 sec): 3 clusters Score: Raw -2020422.082392 + Penalty 4651.221988 = -2015770.860404 nChanged 9 SP:Iteration 53Q (50106.660000 sec): 3 clusters Score: Raw -2020427.606637 + Penalty 4651.221988 = -2015776.384649 nChanged 8 SP:Iteration 54Q (50106.690000 sec): 3 clusters Score: Raw -2020433.250691 + Penalty 4651.221988 = -2015782.028703 nChanged 8 SP:Iteration 55Q (50106.730000 sec): 3 clusters Score: Raw -2020440.349921 + Penalty 4651.221988 = -2015789.127933 nChanged 8 SP:Iteration 56Q (50106.770000 sec): 3 clusters Score: Raw -2020446.100608 + Penalty 4651.221988 = -2015794.878620 nChanged 7 SP:Iteration 57Q (50106.810000 sec): 3 clusters Score: Raw -2020449.552181 + Penalty 4651.221988 = -2015798.330193 nChanged 6 SP:Iteration 58Q (50106.850000 sec): 3 clusters Score: Raw -2020453.038629 + Penalty 4651.221988 = -2015801.816641 nChanged 4 SP:Iteration 59Q (50106.890000 sec): 3 clusters Score: Raw -2020454.854587 + Penalty 4651.221988 = -2015803.632599 nChanged 2 SP:Iteration 60F (50106.940000 sec): 3 clusters Score: Raw -2020455.583680 + Penalty 4651.221988 = -2015804.361692 nChanged 3 SP:Iteration 61Q (50106.980000 sec): 3 clusters Score: Raw -2020456.970167 + Penalty 4651.221988 = -2015805.748179 nChanged 4 SP:Iteration 62Q (50107.010000 sec): 3 clusters Score: Raw -2020459.600380 + Penalty 4651.221988 = -2015808.378393 nChanged 3 SP:Iteration 63Q (50107.050000 sec): 3 clusters Score: Raw -2020461.755927 + Penalty 4651.221988 = -2015810.533940 nChanged 3 SP:Iteration 64Q (50107.090000 sec): 3 clusters Score: Raw -2020463.288214 + Penalty 4651.221988 = -2015812.066226 nChanged 0 SP:Iteration 65F (50107.140000 sec): 3 clusters Score: Raw -2020463.288214 + Penalty 4651.221988 = -2015812.066226 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50107.160000 sec): 2 clusters Score: Raw -781125.613405 + Penalty 2097.761633 = -779027.851773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50107.180000 sec): 3 clusters Score: Raw -778903.745550 + Penalty 4195.523266 = -774708.222285 nChanged 1818 SP:Iteration 1F (50107.200000 sec): 3 clusters Score: Raw -779976.647845 + Penalty 4195.523266 = -775781.124579 nChanged 335 SP:Iteration 2F (50107.220000 sec): 3 clusters Score: Raw -780191.317232 + Penalty 4195.523266 = -775995.793966 nChanged 243 SP:Iteration 3F (50107.230000 sec): 3 clusters Score: Raw -780336.984077 + Penalty 4195.523266 = -776141.460812 nChanged 179 SP:Iteration 4Q (50107.250000 sec): 3 clusters Score: Raw -780429.670513 + Penalty 4195.523266 = -776234.147248 nChanged 145 SP:Iteration 5Q (50107.270000 sec): 3 clusters Score: Raw -780503.690892 + Penalty 4195.523266 = -776308.167626 nChanged 121 SP:Iteration 6Q (50107.290000 sec): 3 clusters Score: Raw -780573.887596 + Penalty 4195.523266 = -776378.364331 nChanged 126 SP:Iteration 7Q (50107.310000 sec): 3 clusters Score: Raw -780654.535265 + Penalty 4195.523266 = -776459.011999 nChanged 126 SP:Iteration 8Q (50107.330000 sec): 3 clusters Score: Raw -780729.032447 + Penalty 4195.523266 = -776533.509181 nChanged 126 SP:Iteration 9Q (50107.350000 sec): 3 clusters Score: Raw -780793.432632 + Penalty 4195.523266 = -776597.909367 nChanged 93 SP:Iteration 10Q (50107.370000 sec): 3 clusters Score: Raw -780841.562525 + Penalty 4195.523266 = -776646.039259 nChanged 94 SP:Iteration 11Q (50107.380000 sec): 3 clusters Score: Raw -780898.026183 + Penalty 4195.523266 = -776702.502917 nChanged 100 SP:Iteration 12Q (50107.400000 sec): 3 clusters Score: Raw -780957.459497 + Penalty 4195.523266 = -776761.936231 nChanged 104 SP:Iteration 13Q (50107.420000 sec): 3 clusters Score: Raw -781022.732877 + Penalty 4195.523266 = -776827.209611 nChanged 124 SP:Iteration 14Q (50107.440000 sec): 3 clusters Score: Raw -781102.647935 + Penalty 4195.523266 = -776907.124669 nChanged 139 SP:Iteration 15Q (50107.460000 sec): 3 clusters Score: Raw -781204.488805 + Penalty 4195.523266 = -777008.965539 nChanged 148 SP:Iteration 16Q (50107.470000 sec): 3 clusters Score: Raw -781311.555376 + Penalty 4195.523266 = -777116.032111 nChanged 149 SP:Iteration 17Q (50107.490000 sec): 3 clusters Score: Raw -781407.812901 + Penalty 4195.523266 = -777212.289635 nChanged 123 SP:Iteration 18Q (50107.510000 sec): 3 clusters Score: Raw -781479.481451 + Penalty 4195.523266 = -777283.958185 nChanged 104 SP:Iteration 19Q (50107.530000 sec): 3 clusters Score: Raw -781541.522067 + Penalty 4195.523266 = -777345.998801 nChanged 104 SP:Iteration 20F (50107.550000 sec): 3 clusters Score: Raw -781594.890255 + Penalty 4195.523266 = -777399.366989 nChanged 88 SP:Iteration 21Q (50107.570000 sec): 3 clusters Score: Raw -781639.874110 + Penalty 4195.523266 = -777444.350844 nChanged 76 SP:Iteration 22Q (50107.580000 sec): 3 clusters Score: Raw -781684.762079 + Penalty 4195.523266 = -777489.238813 nChanged 65 SP:Iteration 23Q (50107.600000 sec): 3 clusters Score: Raw -781716.351182 + Penalty 4195.523266 = -777520.827916 nChanged 62 SP:Iteration 24Q (50107.620000 sec): 3 clusters Score: Raw -781749.259065 + Penalty 4195.523266 = -777553.735799 nChanged 72 SP:Iteration 25Q (50107.630000 sec): 3 clusters Score: Raw -781797.579950 + Penalty 4195.523266 = -777602.056684 nChanged 67 SP:Iteration 26Q (50107.650000 sec): 3 clusters Score: Raw -781836.854713 + Penalty 4195.523266 = -777641.331447 nChanged 62 SP:Iteration 27Q (50107.670000 sec): 3 clusters Score: Raw -781867.188499 + Penalty 4195.523266 = -777671.665233 nChanged 54 SP:Iteration 28Q (50107.690000 sec): 3 clusters Score: Raw -781894.239654 + Penalty 4195.523266 = -777698.716388 nChanged 39 SP:Iteration 29Q (50107.710000 sec): 3 clusters Score: Raw -781915.393519 + Penalty 4195.523266 = -777719.870253 nChanged 40 SP:Iteration 30Q (50107.720000 sec): 3 clusters Score: Raw -781934.998211 + Penalty 4195.523266 = -777739.474945 nChanged 35 SP:Iteration 31Q (50107.740000 sec): 3 clusters Score: Raw -781948.505854 + Penalty 4195.523266 = -777752.982588 nChanged 30 SP:Iteration 32Q (50107.760000 sec): 3 clusters Score: Raw -781958.723945 + Penalty 4195.523266 = -777763.200679 nChanged 22 SP:Iteration 33Q (50107.770000 sec): 3 clusters Score: Raw -781967.668702 + Penalty 4195.523266 = -777772.145436 nChanged 20 SP:Iteration 34Q (50107.790000 sec): 3 clusters Score: Raw -781973.059757 + Penalty 4195.523266 = -777777.536491 nChanged 12 SP:Iteration 35Q (50107.810000 sec): 3 clusters Score: Raw -781976.909176 + Penalty 4195.523266 = -777781.385910 nChanged 16 SP:Iteration 36Q (50107.830000 sec): 3 clusters Score: Raw -781982.171584 + Penalty 4195.523266 = -777786.648318 nChanged 11 SP:Iteration 37Q (50107.850000 sec): 3 clusters Score: Raw -781986.049713 + Penalty 4195.523266 = -777790.526447 nChanged 9 SP:Iteration 38Q (50107.860000 sec): 3 clusters Score: Raw -781989.533446 + Penalty 4195.523266 = -777794.010181 nChanged 12 SP:Iteration 39Q (50107.880000 sec): 3 clusters Score: Raw -781996.197124 + Penalty 4195.523266 = -777800.673858 nChanged 15 SP:Iteration 40F (50107.900000 sec): 3 clusters Score: Raw -782001.775005 + Penalty 4195.523266 = -777806.251740 nChanged 11 SP:Iteration 41Q (50107.920000 sec): 3 clusters Score: Raw -782005.567718 + Penalty 4195.523266 = -777810.044452 nChanged 7 SP:Iteration 42Q (50107.930000 sec): 3 clusters Score: Raw -782007.559377 + Penalty 4195.523266 = -777812.036112 nChanged 6 SP:Iteration 43Q (50107.950000 sec): 3 clusters Score: Raw -782010.065804 + Penalty 4195.523266 = -777814.542538 nChanged 6 SP:Iteration 44Q (50107.970000 sec): 3 clusters Score: Raw -782012.876101 + Penalty 4195.523266 = -777817.352835 nChanged 9 SP:Iteration 45Q (50107.990000 sec): 3 clusters Score: Raw -782015.488624 + Penalty 4195.523266 = -777819.965358 nChanged 6 SP:Iteration 46Q (50108.010000 sec): 3 clusters Score: Raw -782018.122281 + Penalty 4195.523266 = -777822.599015 nChanged 6 SP:Iteration 47Q (50108.020000 sec): 3 clusters Score: Raw -782019.836182 + Penalty 4195.523266 = -777824.312916 nChanged 4 SP:Iteration 48Q (50108.040000 sec): 3 clusters Score: Raw -782020.828857 + Penalty 4195.523266 = -777825.305591 nChanged 2 SP:Iteration 49Q (50108.060000 sec): 3 clusters Score: Raw -782021.486295 + Penalty 4195.523266 = -777825.963029 nChanged 3 SP:Iteration 50Q (50108.080000 sec): 3 clusters Score: Raw -782022.448869 + Penalty 4195.523266 = -777826.925603 nChanged 5 SP:Iteration 51Q (50108.090000 sec): 3 clusters Score: Raw -782024.161068 + Penalty 4195.523266 = -777828.637802 nChanged 4 SP:Iteration 52Q (50108.110000 sec): 3 clusters Score: Raw -782025.122037 + Penalty 4195.523266 = -777829.598772 nChanged 5 SP:Iteration 53Q (50108.130000 sec): 3 clusters Score: Raw -782027.029756 + Penalty 4195.523266 = -777831.506490 nChanged 4 SP:Iteration 54Q (50108.150000 sec): 3 clusters Score: Raw -782028.794158 + Penalty 4195.523266 = -777833.270892 nChanged 5 SP:Iteration 55Q (50108.170000 sec): 3 clusters Score: Raw -782030.660684 + Penalty 4195.523266 = -777835.137418 nChanged 7 SP:Iteration 56Q (50108.180000 sec): 3 clusters Score: Raw -782032.655474 + Penalty 4195.523266 = -777837.132208 nChanged 4 SP:Iteration 57Q (50108.200000 sec): 3 clusters Score: Raw -782033.356164 + Penalty 4195.523266 = -777837.832899 nChanged 3 SP:Iteration 58Q (50108.220000 sec): 3 clusters Score: Raw -782034.022198 + Penalty 4195.523266 = -777838.498933 nChanged 1 SP:Iteration 59Q (50108.230000 sec): 3 clusters Score: Raw -782034.147737 + Penalty 4195.523266 = -777838.624471 nChanged 1 SP:Iteration 60F (50108.250000 sec): 3 clusters Score: Raw -782034.493382 + Penalty 4195.523266 = -777838.970117 nChanged 1 SP:Iteration 61Q (50108.270000 sec): 3 clusters Score: Raw -782034.600162 + Penalty 4195.523266 = -777839.076896 nChanged 0 SP:Iteration 62F (50108.290000 sec): 3 clusters Score: Raw -782034.600162 + Penalty 4195.523266 = -777839.076896 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50108.310000 sec): 2 clusters Score: Raw -800641.654893 + Penalty 2104.556578 = -798537.098314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50108.330000 sec): 3 clusters Score: Raw -798330.317301 + Penalty 4209.113157 = -794121.204144 nChanged 1815 SP:Iteration 1F (50108.350000 sec): 3 clusters Score: Raw -799610.065543 + Penalty 4209.113157 = -795400.952386 nChanged 462 SP:Iteration 2F (50108.370000 sec): 3 clusters Score: Raw -800206.502220 + Penalty 4209.113157 = -795997.389063 nChanged 431 SP:Iteration 3F (50108.390000 sec): 3 clusters Score: Raw -800809.881659 + Penalty 4209.113157 = -796600.768502 nChanged 392 SP:Iteration 4F (50108.410000 sec): 3 clusters Score: Raw -801343.479295 + Penalty 4209.113157 = -797134.366138 nChanged 333 SP:Iteration 5F (50108.420000 sec): 3 clusters Score: Raw -801694.638369 + Penalty 4209.113157 = -797485.525212 nChanged 219 SP:Iteration 6Q (50108.440000 sec): 3 clusters Score: Raw -801870.723984 + Penalty 4209.113157 = -797661.610827 nChanged 143 SP:Iteration 7Q (50108.460000 sec): 3 clusters Score: Raw -801972.564857 + Penalty 4209.113157 = -797763.451700 nChanged 118 SP:Iteration 8Q (50108.470000 sec): 3 clusters Score: Raw -802057.274188 + Penalty 4209.113157 = -797848.161031 nChanged 106 SP:Iteration 9Q (50108.490000 sec): 3 clusters Score: Raw -802119.937117 + Penalty 4209.113157 = -797910.823960 nChanged 87 SP:Iteration 10Q (50108.510000 sec): 3 clusters Score: Raw -802162.153717 + Penalty 4209.113157 = -797953.040560 nChanged 61 SP:Iteration 11Q (50108.530000 sec): 3 clusters Score: Raw -802192.975995 + Penalty 4209.113157 = -797983.862838 nChanged 58 SP:Iteration 12Q (50108.550000 sec): 3 clusters Score: Raw -802220.337283 + Penalty 4209.113157 = -798011.224126 nChanged 41 SP:Iteration 13Q (50108.560000 sec): 3 clusters Score: Raw -802236.326164 + Penalty 4209.113157 = -798027.213007 nChanged 25 SP:Iteration 14Q (50108.580000 sec): 3 clusters Score: Raw -802243.202768 + Penalty 4209.113157 = -798034.089611 nChanged 19 SP:Iteration 15Q (50108.600000 sec): 3 clusters Score: Raw -802250.350042 + Penalty 4209.113157 = -798041.236885 nChanged 22 SP:Iteration 16Q (50108.610000 sec): 3 clusters Score: Raw -802255.815372 + Penalty 4209.113157 = -798046.702215 nChanged 22 SP:Iteration 17Q (50108.630000 sec): 3 clusters Score: Raw -802261.422543 + Penalty 4209.113157 = -798052.309386 nChanged 12 SP:Iteration 18Q (50108.650000 sec): 3 clusters Score: Raw -802265.487176 + Penalty 4209.113157 = -798056.374019 nChanged 16 SP:Iteration 19Q (50108.670000 sec): 3 clusters Score: Raw -802274.203811 + Penalty 4209.113157 = -798065.090654 nChanged 12 SP:Iteration 20F (50108.690000 sec): 3 clusters Score: Raw -802279.060610 + Penalty 4209.113157 = -798069.947453 nChanged 8 SP:Iteration 21Q (50108.700000 sec): 3 clusters Score: Raw -802281.280340 + Penalty 4209.113157 = -798072.167183 nChanged 5 SP:Iteration 22Q (50108.720000 sec): 3 clusters Score: Raw -802282.884018 + Penalty 4209.113157 = -798073.770861 nChanged 3 SP:Iteration 23Q (50108.740000 sec): 3 clusters Score: Raw -802283.775212 + Penalty 4209.113157 = -798074.662055 nChanged 1 SP:Iteration 24Q (50108.750000 sec): 3 clusters Score: Raw -802284.330615 + Penalty 4209.113157 = -798075.217458 nChanged 6 SP:Iteration 25Q (50108.770000 sec): 3 clusters Score: Raw -802285.879490 + Penalty 4209.113157 = -798076.766333 nChanged 5 SP:Iteration 26Q (50108.790000 sec): 3 clusters Score: Raw -802287.436255 + Penalty 4209.113157 = -798078.323098 nChanged 6 SP:Iteration 27Q (50108.810000 sec): 3 clusters Score: Raw -802288.842260 + Penalty 4209.113157 = -798079.729103 nChanged 7 SP:Iteration 28Q (50108.820000 sec): 3 clusters Score: Raw -802290.012182 + Penalty 4209.113157 = -798080.899025 nChanged 5 SP:Iteration 29Q (50108.840000 sec): 3 clusters Score: Raw -802291.673000 + Penalty 4209.113157 = -798082.559843 nChanged 4 SP:Iteration 30Q (50108.860000 sec): 3 clusters Score: Raw -802292.664943 + Penalty 4209.113157 = -798083.551786 nChanged 1 SP:Iteration 31Q (50108.870000 sec): 3 clusters Score: Raw -802292.750525 + Penalty 4209.113157 = -798083.637368 nChanged 0 SP:Iteration 32F (50108.890000 sec): 3 clusters Score: Raw -802292.750525 + Penalty 4209.113157 = -798083.637368 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50108.900000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50108.910000 sec): 3 clusters Score: Raw -79300.086187 + Penalty 3079.460653 = -76220.625534 nChanged 83 SP:Iteration 1F (50108.910000 sec): 3 clusters Score: Raw -79468.950297 + Penalty 3079.460653 = -76389.489644 nChanged 18 SP:Iteration 2Q (50108.910000 sec): 3 clusters Score: Raw -79508.511464 + Penalty 3079.460653 = -76429.050811 nChanged 4 SP:Iteration 3Q (50108.910000 sec): 3 clusters Score: Raw -79514.562557 + Penalty 3079.460653 = -76435.101904 nChanged 2 SP:Iteration 4Q (50108.910000 sec): 3 clusters Score: Raw -79519.757550 + Penalty 3079.460653 = -76440.296897 nChanged 2 SP:Iteration 5Q (50108.910000 sec): 3 clusters Score: Raw -79523.755521 + Penalty 3079.460653 = -76444.294868 nChanged 0 SP:Iteration 6F (50108.920000 sec): 3 clusters Score: Raw -79523.755521 + Penalty 3079.460653 = -76444.294868 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50108.920000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50108.930000 sec): 3 clusters Score: Raw -93168.070740 + Penalty 3164.540778 = -90003.529962 nChanged 124 SP:Iteration 1F (50108.930000 sec): 3 clusters Score: Raw -93391.235927 + Penalty 3164.540778 = -90226.695149 nChanged 27 SP:Iteration 2Q (50108.930000 sec): 3 clusters Score: Raw -93458.041487 + Penalty 3164.540778 = -90293.500708 nChanged 17 SP:Iteration 3Q (50108.930000 sec): 3 clusters Score: Raw -93505.067642 + Penalty 3164.540778 = -90340.526864 nChanged 12 SP:Iteration 4Q (50108.930000 sec): 3 clusters Score: Raw -93538.644487 + Penalty 3164.540778 = -90374.103709 nChanged 7 SP:Iteration 5Q (50108.940000 sec): 3 clusters Score: Raw -93556.058104 + Penalty 3164.540778 = -90391.517326 nChanged 4 SP:Iteration 6Q (50108.940000 sec): 3 clusters Score: Raw -93562.654242 + Penalty 3164.540778 = -90398.113463 nChanged 1 SP:Iteration 7Q (50108.940000 sec): 3 clusters Score: Raw -93564.586548 + Penalty 3164.540778 = -90400.045769 nChanged 0 SP:Iteration 8F (50108.950000 sec): 3 clusters Score: Raw -93564.586548 + Penalty 3164.540778 = -90400.045769 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50108.970000 sec): 2 clusters Score: Raw -980024.634389 + Penalty 2133.726973 = -977890.907416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50108.990000 sec): 3 clusters Score: Raw -977420.478318 + Penalty 4267.453945 = -973153.024372 nChanged 2074 SP:Iteration 1F (50109.010000 sec): 3 clusters Score: Raw -978618.024185 + Penalty 4267.453945 = -974350.570240 nChanged 426 SP:Iteration 2F (50109.030000 sec): 3 clusters Score: Raw -978949.117642 + Penalty 4267.453945 = -974681.663697 nChanged 360 SP:Iteration 3F (50109.050000 sec): 3 clusters Score: Raw -979247.871358 + Penalty 4267.453945 = -974980.417413 nChanged 332 SP:Iteration 4F (50109.070000 sec): 3 clusters Score: Raw -979574.348257 + Penalty 4267.453945 = -975306.894312 nChanged 337 SP:Iteration 5F (50109.090000 sec): 3 clusters Score: Raw -979930.228263 + Penalty 4267.453945 = -975662.774318 nChanged 329 SP:Iteration 6F (50109.120000 sec): 3 clusters Score: Raw -980262.248930 + Penalty 4267.453945 = -975994.794985 nChanged 290 SP:Iteration 7F (50109.140000 sec): 3 clusters Score: Raw -980564.013463 + Penalty 4267.453945 = -976296.559518 nChanged 235 SP:Iteration 8Q (50109.160000 sec): 3 clusters Score: Raw -980786.528682 + Penalty 4267.453945 = -976519.074737 nChanged 175 SP:Iteration 9Q (50109.180000 sec): 3 clusters Score: Raw -980927.856653 + Penalty 4267.453945 = -976660.402708 nChanged 137 SP:Iteration 10Q (50109.200000 sec): 3 clusters Score: Raw -981025.088385 + Penalty 4267.453945 = -976757.634440 nChanged 98 SP:Iteration 11Q (50109.220000 sec): 3 clusters Score: Raw -981080.812520 + Penalty 4267.453945 = -976813.358575 nChanged 64 SP:Iteration 12Q (50109.240000 sec): 3 clusters Score: Raw -981109.100067 + Penalty 4267.453945 = -976841.646121 nChanged 33 SP:Iteration 13Q (50109.260000 sec): 3 clusters Score: Raw -981120.895552 + Penalty 4267.453945 = -976853.441607 nChanged 14 SP:Iteration 14Q (50109.280000 sec): 3 clusters Score: Raw -981125.373283 + Penalty 4267.453945 = -976857.919338 nChanged 8 SP:Iteration 15Q (50109.300000 sec): 3 clusters Score: Raw -981128.064821 + Penalty 4267.453945 = -976860.610876 nChanged 10 SP:Iteration 16Q (50109.320000 sec): 3 clusters Score: Raw -981131.725961 + Penalty 4267.453945 = -976864.272016 nChanged 11 SP:Iteration 17Q (50109.340000 sec): 3 clusters Score: Raw -981136.581782 + Penalty 4267.453945 = -976869.127837 nChanged 10 SP:Iteration 18Q (50109.360000 sec): 3 clusters Score: Raw -981140.209306 + Penalty 4267.453945 = -976872.755361 nChanged 7 SP:Iteration 19Q (50109.380000 sec): 3 clusters Score: Raw -981141.840141 + Penalty 4267.453945 = -976874.386196 nChanged 2 SP:Iteration 20F (50109.410000 sec): 3 clusters Score: Raw -981142.658316 + Penalty 4267.453945 = -976875.204371 nChanged 2 SP:Iteration 21Q (50109.430000 sec): 3 clusters Score: Raw -981143.063126 + Penalty 4267.453945 = -976875.609181 nChanged 0 SP:Iteration 22F (50109.450000 sec): 3 clusters Score: Raw -981143.063126 + Penalty 4267.453945 = -976875.609181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50109.460000 sec): 2 clusters Score: Raw -348949.602790 + Penalty 1910.793357 = -347038.809433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50109.470000 sec): 3 clusters Score: Raw -348064.499617 + Penalty 3821.586714 = -344242.912903 nChanged 762 SP:Iteration 1F (50109.480000 sec): 3 clusters Score: Raw -348691.324358 + Penalty 3821.586714 = -344869.737644 nChanged 202 SP:Iteration 2F (50109.490000 sec): 3 clusters Score: Raw -348878.041526 + Penalty 3821.586714 = -345056.454812 nChanged 122 SP:Iteration 3F (50109.490000 sec): 3 clusters Score: Raw -349010.946610 + Penalty 3821.586714 = -345189.359897 nChanged 106 SP:Iteration 4Q (50109.500000 sec): 3 clusters Score: Raw -349118.898044 + Penalty 3821.586714 = -345297.311330 nChanged 75 SP:Iteration 5Q (50109.510000 sec): 3 clusters Score: Raw -349179.686248 + Penalty 3821.586714 = -345358.099535 nChanged 52 SP:Iteration 6Q (50109.520000 sec): 3 clusters Score: Raw -349222.085607 + Penalty 3821.586714 = -345400.498893 nChanged 39 SP:Iteration 7Q (50109.530000 sec): 3 clusters Score: Raw -349265.796918 + Penalty 3821.586714 = -345444.210204 nChanged 41 SP:Iteration 8Q (50109.540000 sec): 3 clusters Score: Raw -349314.208570 + Penalty 3821.586714 = -345492.621856 nChanged 34 SP:Iteration 9Q (50109.550000 sec): 3 clusters Score: Raw -349347.777232 + Penalty 3821.586714 = -345526.190519 nChanged 36 SP:Iteration 10Q (50109.550000 sec): 3 clusters Score: Raw -349377.190427 + Penalty 3821.586714 = -345555.603713 nChanged 30 SP:Iteration 11Q (50109.560000 sec): 3 clusters Score: Raw -349402.277696 + Penalty 3821.586714 = -345580.690982 nChanged 24 SP:Iteration 12Q (50109.570000 sec): 3 clusters Score: Raw -349424.887946 + Penalty 3821.586714 = -345603.301232 nChanged 19 SP:Iteration 13Q (50109.580000 sec): 3 clusters Score: Raw -349443.149759 + Penalty 3821.586714 = -345621.563045 nChanged 24 SP:Iteration 14Q (50109.590000 sec): 3 clusters Score: Raw -349463.733969 + Penalty 3821.586714 = -345642.147256 nChanged 20 SP:Iteration 15Q (50109.600000 sec): 3 clusters Score: Raw -349485.890986 + Penalty 3821.586714 = -345664.304272 nChanged 22 SP:Iteration 16Q (50109.610000 sec): 3 clusters Score: Raw -349507.687281 + Penalty 3821.586714 = -345686.100567 nChanged 20 SP:Iteration 17Q (50109.610000 sec): 3 clusters Score: Raw -349527.527868 + Penalty 3821.586714 = -345705.941154 nChanged 22 SP:Iteration 18Q (50109.620000 sec): 3 clusters Score: Raw -349562.899799 + Penalty 3821.586714 = -345741.313085 nChanged 32 SP:Iteration 19Q (50109.630000 sec): 3 clusters Score: Raw -349608.026525 + Penalty 3821.586714 = -345786.439811 nChanged 41 SP:Iteration 20F (50109.640000 sec): 3 clusters Score: Raw -349649.521746 + Penalty 3821.586714 = -345827.935032 nChanged 24 SP:Iteration 21Q (50109.650000 sec): 3 clusters Score: Raw -349685.891646 + Penalty 3821.586714 = -345864.304932 nChanged 35 SP:Iteration 22Q (50109.650000 sec): 3 clusters Score: Raw -349741.314474 + Penalty 3821.586714 = -345919.727760 nChanged 33 SP:Iteration 23Q (50109.660000 sec): 3 clusters Score: Raw -349777.055288 + Penalty 3821.586714 = -345955.468574 nChanged 36 SP:Iteration 24Q (50109.670000 sec): 3 clusters Score: Raw -349826.626764 + Penalty 3821.586714 = -346005.040051 nChanged 50 SP:Iteration 25Q (50109.680000 sec): 3 clusters Score: Raw -349912.134888 + Penalty 3821.586714 = -346090.548175 nChanged 64 SP:Iteration 26Q (50109.690000 sec): 3 clusters Score: Raw -350039.843663 + Penalty 3821.586714 = -346218.256949 nChanged 75 SP:Iteration 27Q (50109.690000 sec): 3 clusters Score: Raw -350172.969524 + Penalty 3821.586714 = -346351.382810 nChanged 61 SP:Iteration 28Q (50109.700000 sec): 3 clusters Score: Raw -350273.115089 + Penalty 3821.586714 = -346451.528375 nChanged 53 SP:Iteration 29Q (50109.710000 sec): 3 clusters Score: Raw -350331.130988 + Penalty 3821.586714 = -346509.544275 nChanged 35 SP:Iteration 30Q (50109.720000 sec): 3 clusters Score: Raw -350364.172056 + Penalty 3821.586714 = -346542.585343 nChanged 22 SP:Iteration 31Q (50109.720000 sec): 3 clusters Score: Raw -350386.764555 + Penalty 3821.586714 = -346565.177841 nChanged 5 SP:Iteration 32Q (50109.730000 sec): 3 clusters Score: Raw -350390.740293 + Penalty 3821.586714 = -346569.153580 nChanged 7 SP:Iteration 33Q (50109.740000 sec): 3 clusters Score: Raw -350395.998013 + Penalty 3821.586714 = -346574.411299 nChanged 6 SP:Iteration 34Q (50109.750000 sec): 3 clusters Score: Raw -350400.838206 + Penalty 3821.586714 = -346579.251492 nChanged 5 SP:Iteration 35Q (50109.750000 sec): 3 clusters Score: Raw -350404.234783 + Penalty 3821.586714 = -346582.648069 nChanged 2 SP:Iteration 36Q (50109.760000 sec): 3 clusters Score: Raw -350404.844660 + Penalty 3821.586714 = -346583.257947 nChanged 0 SP:Iteration 37F (50109.770000 sec): 3 clusters Score: Raw -350404.844660 + Penalty 3821.586714 = -346583.257947 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50109.780000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50109.780000 sec): 3 clusters Score: Raw -123985.171478 + Penalty 3306.810569 = -120678.360909 nChanged 195 SP:Iteration 1F (50109.780000 sec): 3 clusters Score: Raw -124255.320568 + Penalty 3306.810569 = -120948.509999 nChanged 67 SP:Iteration 2F (50109.790000 sec): 3 clusters Score: Raw -124398.142471 + Penalty 3306.810569 = -121091.331902 nChanged 30 SP:Iteration 3Q (50109.790000 sec): 3 clusters Score: Raw -124491.512254 + Penalty 3306.810569 = -121184.701685 nChanged 26 SP:Iteration 4Q (50109.790000 sec): 3 clusters Score: Raw -124548.106292 + Penalty 3306.810569 = -121241.295723 nChanged 26 SP:Iteration 5Q (50109.800000 sec): 3 clusters Score: Raw -124603.054225 + Penalty 3306.810569 = -121296.243656 nChanged 23 SP:Iteration 6Q (50109.800000 sec): 3 clusters Score: Raw -124674.501456 + Penalty 3306.810569 = -121367.690887 nChanged 23 SP:Iteration 7Q (50109.800000 sec): 3 clusters Score: Raw -124712.728413 + Penalty 3306.810569 = -121405.917843 nChanged 17 SP:Iteration 8Q (50109.810000 sec): 3 clusters Score: Raw -124733.148020 + Penalty 3306.810569 = -121426.337451 nChanged 7 SP:Iteration 9Q (50109.810000 sec): 3 clusters Score: Raw -124745.496100 + Penalty 3306.810569 = -121438.685531 nChanged 1 SP:Iteration 10Q (50109.810000 sec): 3 clusters Score: Raw -124747.279261 + Penalty 3306.810569 = -121440.468692 nChanged 3 SP:Iteration 11Q (50109.810000 sec): 3 clusters Score: Raw -124749.842582 + Penalty 3306.810569 = -121443.032013 nChanged 2 SP:Iteration 12Q (50109.820000 sec): 3 clusters Score: Raw -124751.142694 + Penalty 3306.810569 = -121444.332125 nChanged 1 SP:Iteration 13Q (50109.820000 sec): 3 clusters Score: Raw -124751.537410 + Penalty 3306.810569 = -121444.726841 nChanged 0 SP:Iteration 14F (50109.820000 sec): 3 clusters Score: Raw -124751.537410 + Penalty 3306.810569 = -121444.726841 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50110.240000 sec): 2 clusters Score: Raw -21189514.449451 + Penalty 2899.331805 = -21186615.117646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50110.730000 sec): 3 clusters Score: Raw -21112243.337340 + Penalty 5798.663611 = -21106444.673730 nChanged 56894 SP:Iteration 1F (50111.220000 sec): 3 clusters Score: Raw -21145016.134575 + Penalty 5798.663611 = -21139217.470964 nChanged 3766 SP:Iteration 2Q (50111.720000 sec): 3 clusters Score: Raw -21145841.089820 + Penalty 5798.663611 = -21140042.426209 nChanged 3764 SP:Iteration 3Q (50112.220000 sec): 3 clusters Score: Raw -21146760.193103 + Penalty 5798.663611 = -21140961.529492 nChanged 3946 SP:Iteration 4Q (50112.710000 sec): 3 clusters Score: Raw -21147971.609054 + Penalty 5798.663611 = -21142172.945444 nChanged 4764 SP:Iteration 5Q (50113.210000 sec): 3 clusters Score: Raw -21149855.745060 + Penalty 5798.663611 = -21144057.081450 nChanged 6317 SP:Iteration 6F (50113.700000 sec): 3 clusters Score: Raw -21153190.830869 + Penalty 5798.663611 = -21147392.167258 nChanged 8570 SP:Iteration 7F (50114.190000 sec): 3 clusters Score: Raw -21159088.241810 + Penalty 5798.663611 = -21153289.578200 nChanged 10507 SP:Iteration 8F (50114.670000 sec): 3 clusters Score: Raw -21168010.859083 + Penalty 5798.663611 = -21162212.195473 nChanged 10259 SP:Iteration 9F (50115.160000 sec): 3 clusters Score: Raw -21177876.119072 + Penalty 5798.663611 = -21172077.455462 nChanged 7185 SP:Iteration 10F (50115.640000 sec): 3 clusters Score: Raw -21184873.473174 + Penalty 5798.663611 = -21179074.809563 nChanged 3478 SP:Iteration 11Q (50116.090000 sec): 3 clusters Score: Raw -21188152.974666 + Penalty 5798.663611 = -21182354.311055 nChanged 1162 SP:Iteration 12Q (50116.470000 sec): 3 clusters Score: Raw -21189242.443334 + Penalty 5798.663611 = -21183443.779723 nChanged 330 SP:Iteration 13Q (50116.830000 sec): 3 clusters Score: Raw -21189593.944204 + Penalty 5798.663611 = -21183795.280594 nChanged 100 SP:Iteration 14Q (50117.180000 sec): 3 clusters Score: Raw -21189721.086218 + Penalty 5798.663611 = -21183922.422607 nChanged 37 SP:Iteration 15Q (50117.520000 sec): 3 clusters Score: Raw -21189776.379937 + Penalty 5798.663611 = -21183977.716327 nChanged 20 SP:Iteration 16Q (50117.860000 sec): 3 clusters Score: Raw -21189801.750974 + Penalty 5798.663611 = -21184003.087364 nChanged 12 SP:Iteration 17Q (50118.200000 sec): 3 clusters Score: Raw -21189823.264307 + Penalty 5798.663611 = -21184024.600697 nChanged 13 SP:Iteration 18Q (50118.530000 sec): 3 clusters Score: Raw -21189840.579024 + Penalty 5798.663611 = -21184041.915413 nChanged 6 SP:Iteration 19Q (50118.870000 sec): 3 clusters Score: Raw -21189850.024596 + Penalty 5798.663611 = -21184051.360985 nChanged 7 SP:Iteration 20F (50119.350000 sec): 3 clusters Score: Raw -21189862.388874 + Penalty 5798.663611 = -21184063.725264 nChanged 7 SP:Iteration 21Q (50119.680000 sec): 3 clusters Score: Raw -21189876.208070 + Penalty 5798.663611 = -21184077.544460 nChanged 2 SP:Iteration 22Q (50120.020000 sec): 3 clusters Score: Raw -21189881.919459 + Penalty 5798.663611 = -21184083.255849 nChanged 4 SP:Iteration 23Q (50120.360000 sec): 3 clusters Score: Raw -21189888.863103 + Penalty 5798.663611 = -21184090.199493 nChanged 2 SP:Iteration 24Q (50120.690000 sec): 3 clusters Score: Raw -21189891.560735 + Penalty 5798.663611 = -21184092.897125 nChanged 1 SP:Iteration 25Q (50121.020000 sec): 3 clusters Score: Raw -21189893.013604 + Penalty 5798.663611 = -21184094.349993 nChanged 0 SP:Iteration 26F (50121.500000 sec): 3 clusters Score: Raw -21189893.013604 + Penalty 5798.663611 = -21184094.349993 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50121.550000 sec): 2 clusters Score: Raw -53182.018817 + Penalty 1503.818732 = -51678.200085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50121.550000 sec): 3 clusters Score: Raw -53379.051587 + Penalty 3007.637464 = -50371.414123 nChanged 95 SP:Iteration 1F (50121.550000 sec): 3 clusters Score: Raw -53621.260783 + Penalty 3007.637464 = -50613.623320 nChanged 30 SP:Iteration 2F (50121.550000 sec): 3 clusters Score: Raw -53719.880992 + Penalty 3007.637464 = -50712.243528 nChanged 15 SP:Iteration 3Q (50121.560000 sec): 3 clusters Score: Raw -53755.671890 + Penalty 3007.637464 = -50748.034427 nChanged 9 SP:Iteration 4Q (50121.560000 sec): 3 clusters Score: Raw -53775.047291 + Penalty 3007.637464 = -50767.409828 nChanged 6 SP:Iteration 5Q (50121.560000 sec): 3 clusters Score: Raw -53808.382039 + Penalty 3007.637464 = -50800.744575 nChanged 11 SP:Iteration 6Q (50121.560000 sec): 3 clusters Score: Raw -53842.614583 + Penalty 3007.637464 = -50834.977120 nChanged 5 SP:Iteration 7Q (50121.560000 sec): 3 clusters Score: Raw -53850.235054 + Penalty 3007.637464 = -50842.597590 nChanged 6 SP:Iteration 8Q (50121.560000 sec): 3 clusters Score: Raw -53866.052891 + Penalty 3007.637464 = -50858.415428 nChanged 3 SP:Iteration 9Q (50121.560000 sec): 3 clusters Score: Raw -53887.036665 + Penalty 3007.637464 = -50879.399201 nChanged 2 SP:Iteration 10Q (50121.560000 sec): 3 clusters Score: Raw -53891.835305 + Penalty 3007.637464 = -50884.197841 nChanged 1 SP:Iteration 11Q (50121.570000 sec): 3 clusters Score: Raw -53893.643327 + Penalty 3007.637464 = -50886.005863 nChanged 2 SP:Iteration 12Q (50121.570000 sec): 3 clusters Score: Raw -53897.420070 + Penalty 3007.637464 = -50889.782607 nChanged 1 SP:Iteration 13Q (50121.570000 sec): 3 clusters Score: Raw -53898.548425 + Penalty 3007.637464 = -50890.910961 nChanged 1 SP:Iteration 14Q (50121.570000 sec): 3 clusters Score: Raw -53902.127731 + Penalty 3007.637464 = -50894.490267 nChanged 0 SP:Iteration 15F (50121.570000 sec): 3 clusters Score: Raw -53902.127731 + Penalty 3007.637464 = -50894.490267 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50121.580000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50121.580000 sec): 3 clusters Score: Raw -52142.518366 + Penalty 2871.820245 = -49270.698121 nChanged 48 SP:Iteration 1F (50121.580000 sec): 3 clusters Score: Raw -52280.494408 + Penalty 2871.820245 = -49408.674163 nChanged 10 SP:Iteration 2Q (50121.580000 sec): 3 clusters Score: Raw -52315.884569 + Penalty 2871.820245 = -49444.064324 nChanged 4 SP:Iteration 3Q (50121.580000 sec): 3 clusters Score: Raw -52331.489468 + Penalty 2871.820245 = -49459.669223 nChanged 5 SP:Iteration 4Q (50121.590000 sec): 3 clusters Score: Raw -52351.271694 + Penalty 2871.820245 = -49479.451449 nChanged 3 SP:Iteration 5Q (50121.590000 sec): 3 clusters Score: Raw -52363.665140 + Penalty 2871.820245 = -49491.844895 nChanged 1 SP:Iteration 6Q (50121.590000 sec): 3 clusters Score: Raw -52366.591057 + Penalty 2871.820245 = -49494.770812 nChanged 2 SP:Iteration 7Q (50121.590000 sec): 3 clusters Score: Raw -52372.832336 + Penalty 2871.820245 = -49501.012091 nChanged 2 SP:Iteration 8Q (50121.590000 sec): 3 clusters Score: Raw -52378.717978 + Penalty 2871.820245 = -49506.897734 nChanged 2 SP:Iteration 9Q (50121.590000 sec): 3 clusters Score: Raw -52399.057939 + Penalty 2871.820245 = -49527.237695 nChanged 0 SP:Iteration 10F (50121.590000 sec): 3 clusters Score: Raw -52399.057939 + Penalty 2871.820245 = -49527.237695 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50121.680000 sec): 2 clusters Score: Raw -3765838.905236 + Penalty 2490.207769 = -3763348.697468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50121.770000 sec): 3 clusters Score: Raw -3752309.345092 + Penalty 4980.415537 = -3747328.929554 nChanged 10179 SP:Iteration 1F (50121.860000 sec): 3 clusters Score: Raw -3757804.823890 + Penalty 4980.415537 = -3752824.408353 nChanged 1180 SP:Iteration 2F (50121.950000 sec): 3 clusters Score: Raw -3758180.580171 + Penalty 4980.415537 = -3753200.164633 nChanged 954 SP:Iteration 3Q (50122.040000 sec): 3 clusters Score: Raw -3758479.832509 + Penalty 4980.415537 = -3753499.416972 nChanged 872 SP:Iteration 4Q (50122.140000 sec): 3 clusters Score: Raw -3758762.682733 + Penalty 4980.415537 = -3753782.267195 nChanged 806 SP:Iteration 5Q (50122.230000 sec): 3 clusters Score: Raw -3759035.140010 + Penalty 4980.415537 = -3754054.724473 nChanged 775 SP:Iteration 6Q (50122.320000 sec): 3 clusters Score: Raw -3759312.166905 + Penalty 4980.415537 = -3754331.751368 nChanged 786 SP:Iteration 7Q (50122.410000 sec): 3 clusters Score: Raw -3759650.868805 + Penalty 4980.415537 = -3754670.453268 nChanged 820 SP:Iteration 8Q (50122.500000 sec): 3 clusters Score: Raw -3760056.546087 + Penalty 4980.415537 = -3755076.130550 nChanged 913 SP:Iteration 9Q (50122.590000 sec): 3 clusters Score: Raw -3760551.824229 + Penalty 4980.415537 = -3755571.408692 nChanged 1003 SP:Iteration 10Q (50122.680000 sec): 3 clusters Score: Raw -3761114.976071 + Penalty 4980.415537 = -3756134.560534 nChanged 1026 SP:Iteration 11Q (50122.780000 sec): 3 clusters Score: Raw -3761741.551377 + Penalty 4980.415537 = -3756761.135840 nChanged 1040 SP:Iteration 12Q (50122.870000 sec): 3 clusters Score: Raw -3762388.244398 + Penalty 4980.415537 = -3757407.828860 nChanged 1009 SP:Iteration 13Q (50122.960000 sec): 3 clusters Score: Raw -3762962.579743 + Penalty 4980.415537 = -3757982.164206 nChanged 844 SP:Iteration 14Q (50123.050000 sec): 3 clusters Score: Raw -3763333.842814 + Penalty 4980.415537 = -3758353.427277 nChanged 597 SP:Iteration 15Q (50123.140000 sec): 3 clusters Score: Raw -3763519.480905 + Penalty 4980.415537 = -3758539.065368 nChanged 399 SP:Iteration 16Q (50123.220000 sec): 3 clusters Score: Raw -3763610.260964 + Penalty 4980.415537 = -3758629.845426 nChanged 249 SP:Iteration 17Q (50123.310000 sec): 3 clusters Score: Raw -3763652.668649 + Penalty 4980.415537 = -3758672.253111 nChanged 156 SP:Iteration 18Q (50123.400000 sec): 3 clusters Score: Raw -3763675.794022 + Penalty 4980.415537 = -3758695.378484 nChanged 132 SP:Iteration 19Q (50123.490000 sec): 3 clusters Score: Raw -3763693.349032 + Penalty 4980.415537 = -3758712.933495 nChanged 107 SP:Iteration 20F (50123.580000 sec): 3 clusters Score: Raw -3763707.866763 + Penalty 4980.415537 = -3758727.451226 nChanged 97 SP:Iteration 21Q (50123.660000 sec): 3 clusters Score: Raw -3763720.193147 + Penalty 4980.415537 = -3758739.777609 nChanged 89 SP:Iteration 22Q (50123.750000 sec): 3 clusters Score: Raw -3763731.783866 + Penalty 4980.415537 = -3758751.368329 nChanged 89 SP:Iteration 23Q (50123.840000 sec): 3 clusters Score: Raw -3763742.377829 + Penalty 4980.415537 = -3758761.962291 nChanged 63 SP:Iteration 24Q (50123.920000 sec): 3 clusters Score: Raw -3763748.740435 + Penalty 4980.415537 = -3758768.324897 nChanged 56 SP:Iteration 25Q (50124.010000 sec): 3 clusters Score: Raw -3763755.279832 + Penalty 4980.415537 = -3758774.864295 nChanged 41 SP:Iteration 26Q (50124.100000 sec): 3 clusters Score: Raw -3763758.922249 + Penalty 4980.415537 = -3758778.506712 nChanged 34 SP:Iteration 27Q (50124.180000 sec): 3 clusters Score: Raw -3763762.191305 + Penalty 4980.415537 = -3758781.775768 nChanged 39 SP:Iteration 28Q (50124.270000 sec): 3 clusters Score: Raw -3763766.089893 + Penalty 4980.415537 = -3758785.674356 nChanged 43 SP:Iteration 29Q (50124.360000 sec): 3 clusters Score: Raw -3763770.257654 + Penalty 4980.415537 = -3758789.842116 nChanged 40 SP:Iteration 30Q (50124.450000 sec): 3 clusters Score: Raw -3763773.894449 + Penalty 4980.415537 = -3758793.478912 nChanged 38 SP:Iteration 31Q (50124.530000 sec): 3 clusters Score: Raw -3763777.995729 + Penalty 4980.415537 = -3758797.580192 nChanged 38 SP:Iteration 32Q (50124.620000 sec): 3 clusters Score: Raw -3763781.734976 + Penalty 4980.415537 = -3758801.319439 nChanged 37 SP:Iteration 33Q (50124.710000 sec): 3 clusters Score: Raw -3763785.131570 + Penalty 4980.415537 = -3758804.716033 nChanged 34 SP:Iteration 34Q (50124.790000 sec): 3 clusters Score: Raw -3763788.261044 + Penalty 4980.415537 = -3758807.845507 nChanged 30 SP:Iteration 35Q (50124.880000 sec): 3 clusters Score: Raw -3763790.930812 + Penalty 4980.415537 = -3758810.515275 nChanged 36 SP:Iteration 36Q (50124.970000 sec): 3 clusters Score: Raw -3763793.731270 + Penalty 4980.415537 = -3758813.315732 nChanged 33 SP:Iteration 37Q (50125.050000 sec): 3 clusters Score: Raw -3763796.965303 + Penalty 4980.415537 = -3758816.549765 nChanged 25 SP:Iteration 38Q (50125.140000 sec): 3 clusters Score: Raw -3763799.591905 + Penalty 4980.415537 = -3758819.176368 nChanged 36 SP:Iteration 39Q (50125.230000 sec): 3 clusters Score: Raw -3763803.048200 + Penalty 4980.415537 = -3758822.632662 nChanged 33 SP:Iteration 40F (50125.320000 sec): 3 clusters Score: Raw -3763805.849395 + Penalty 4980.415537 = -3758825.433857 nChanged 28 SP:Iteration 41Q (50125.400000 sec): 3 clusters Score: Raw -3763807.961788 + Penalty 4980.415537 = -3758827.546251 nChanged 20 SP:Iteration 42Q (50125.490000 sec): 3 clusters Score: Raw -3763809.977084 + Penalty 4980.415537 = -3758829.561547 nChanged 28 SP:Iteration 43Q (50125.580000 sec): 3 clusters Score: Raw -3763813.033187 + Penalty 4980.415537 = -3758832.617649 nChanged 30 SP:Iteration 44Q (50125.660000 sec): 3 clusters Score: Raw -3763815.898766 + Penalty 4980.415537 = -3758835.483228 nChanged 26 SP:Iteration 45Q (50125.750000 sec): 3 clusters Score: Raw -3763818.180056 + Penalty 4980.415537 = -3758837.764519 nChanged 29 SP:Iteration 46Q (50125.840000 sec): 3 clusters Score: Raw -3763820.284954 + Penalty 4980.415537 = -3758839.869417 nChanged 23 SP:Iteration 47Q (50125.920000 sec): 3 clusters Score: Raw -3763821.910432 + Penalty 4980.415537 = -3758841.494895 nChanged 16 SP:Iteration 48Q (50126.010000 sec): 3 clusters Score: Raw -3763823.079817 + Penalty 4980.415537 = -3758842.664279 nChanged 15 SP:Iteration 49Q (50126.100000 sec): 3 clusters Score: Raw -3763824.266113 + Penalty 4980.415537 = -3758843.850576 nChanged 13 SP:Iteration 50Q (50126.180000 sec): 3 clusters Score: Raw -3763825.332250 + Penalty 4980.415537 = -3758844.916712 nChanged 18 SP:Iteration 51Q (50126.270000 sec): 3 clusters Score: Raw -3763826.836455 + Penalty 4980.415537 = -3758846.420918 nChanged 23 SP:Iteration 52Q (50126.360000 sec): 3 clusters Score: Raw -3763828.795130 + Penalty 4980.415537 = -3758848.379592 nChanged 22 SP:Iteration 53Q (50126.440000 sec): 3 clusters Score: Raw -3763830.510436 + Penalty 4980.415537 = -3758850.094899 nChanged 21 SP:Iteration 54Q (50126.530000 sec): 3 clusters Score: Raw -3763831.833515 + Penalty 4980.415537 = -3758851.417977 nChanged 24 SP:Iteration 55Q (50126.620000 sec): 3 clusters Score: Raw -3763833.482317 + Penalty 4980.415537 = -3758853.066779 nChanged 13 SP:Iteration 56Q (50126.700000 sec): 3 clusters Score: Raw -3763834.368868 + Penalty 4980.415537 = -3758853.953330 nChanged 10 SP:Iteration 57Q (50126.790000 sec): 3 clusters Score: Raw -3763835.021565 + Penalty 4980.415537 = -3758854.606027 nChanged 8 SP:Iteration 58Q (50126.880000 sec): 3 clusters Score: Raw -3763835.639552 + Penalty 4980.415537 = -3758855.224015 nChanged 14 SP:Iteration 59Q (50126.960000 sec): 3 clusters Score: Raw -3763836.560420 + Penalty 4980.415537 = -3758856.144883 nChanged 8 SP:Iteration 60F (50127.060000 sec): 3 clusters Score: Raw -3763837.216275 + Penalty 4980.415537 = -3758856.800738 nChanged 14 SP:Iteration 61Q (50127.140000 sec): 3 clusters Score: Raw -3763838.098450 + Penalty 4980.415537 = -3758857.682913 nChanged 8 SP:Iteration 62Q (50127.230000 sec): 3 clusters Score: Raw -3763838.759001 + Penalty 4980.415537 = -3758858.343464 nChanged 11 SP:Iteration 63Q (50127.320000 sec): 3 clusters Score: Raw -3763839.460549 + Penalty 4980.415537 = -3758859.045011 nChanged 14 SP:Iteration 64Q (50127.400000 sec): 3 clusters Score: Raw -3763840.606091 + Penalty 4980.415537 = -3758860.190554 nChanged 13 SP:Iteration 65Q (50127.490000 sec): 3 clusters Score: Raw -3763841.603109 + Penalty 4980.415537 = -3758861.187572 nChanged 10 SP:Iteration 66Q (50127.580000 sec): 3 clusters Score: Raw -3763842.184796 + Penalty 4980.415537 = -3758861.769259 nChanged 10 SP:Iteration 67Q (50127.660000 sec): 3 clusters Score: Raw -3763842.758218 + Penalty 4980.415537 = -3758862.342680 nChanged 8 SP:Iteration 68Q (50127.750000 sec): 3 clusters Score: Raw -3763843.283121 + Penalty 4980.415537 = -3758862.867584 nChanged 8 SP:Iteration 69Q (50127.840000 sec): 3 clusters Score: Raw -3763843.825013 + Penalty 4980.415537 = -3758863.409475 nChanged 6 SP:Iteration 70Q (50127.920000 sec): 3 clusters Score: Raw -3763844.180996 + Penalty 4980.415537 = -3758863.765459 nChanged 5 SP:Iteration 71Q (50128.010000 sec): 3 clusters Score: Raw -3763844.535253 + Penalty 4980.415537 = -3758864.119716 nChanged 4 SP:Iteration 72Q (50128.100000 sec): 3 clusters Score: Raw -3763844.887864 + Penalty 4980.415537 = -3758864.472327 nChanged 5 SP:Iteration 73Q (50128.180000 sec): 3 clusters Score: Raw -3763845.333791 + Penalty 4980.415537 = -3758864.918254 nChanged 7 SP:Iteration 74Q (50128.270000 sec): 3 clusters Score: Raw -3763845.739367 + Penalty 4980.415537 = -3758865.323830 nChanged 3 SP:Iteration 75Q (50128.360000 sec): 3 clusters Score: Raw -3763845.907568 + Penalty 4980.415537 = -3758865.492030 nChanged 5 SP:Iteration 76Q (50128.440000 sec): 3 clusters Score: Raw -3763846.224584 + Penalty 4980.415537 = -3758865.809047 nChanged 5 SP:Iteration 77Q (50128.530000 sec): 3 clusters Score: Raw -3763846.541213 + Penalty 4980.415537 = -3758866.125676 nChanged 8 SP:Iteration 78Q (50128.620000 sec): 3 clusters Score: Raw -3763847.012571 + Penalty 4980.415537 = -3758866.597034 nChanged 6 SP:Iteration 79Q (50128.700000 sec): 3 clusters Score: Raw -3763847.341764 + Penalty 4980.415537 = -3758866.926227 nChanged 8 SP:Iteration 80F (50128.800000 sec): 3 clusters Score: Raw -3763847.938154 + Penalty 4980.415537 = -3758867.522616 nChanged 11 SP:Iteration 81Q (50128.880000 sec): 3 clusters Score: Raw -3763848.547983 + Penalty 4980.415537 = -3758868.132446 nChanged 7 SP:Iteration 82Q (50128.970000 sec): 3 clusters Score: Raw -3763849.044753 + Penalty 4980.415537 = -3758868.629215 nChanged 8 SP:Iteration 83Q (50129.060000 sec): 3 clusters Score: Raw -3763849.432974 + Penalty 4980.415537 = -3758869.017436 nChanged 3 SP:Iteration 84Q (50129.140000 sec): 3 clusters Score: Raw -3763849.644264 + Penalty 4980.415537 = -3758869.228726 nChanged 5 SP:Iteration 85Q (50129.230000 sec): 3 clusters Score: Raw -3763849.918277 + Penalty 4980.415537 = -3758869.502740 nChanged 3 SP:Iteration 86Q (50129.320000 sec): 3 clusters Score: Raw -3763850.140363 + Penalty 4980.415537 = -3758869.724825 nChanged 4 SP:Iteration 87Q (50129.400000 sec): 3 clusters Score: Raw -3763850.435140 + Penalty 4980.415537 = -3758870.019602 nChanged 1 SP:Iteration 88Q (50129.490000 sec): 3 clusters Score: Raw -3763850.460578 + Penalty 4980.415537 = -3758870.045040 nChanged 0 SP:Iteration 89F (50129.580000 sec): 3 clusters Score: Raw -3763850.460578 + Penalty 4980.415537 = -3758870.045040 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50129.600000 sec): 2 clusters Score: Raw -42120.962017 + Penalty 1451.346215 = -40669.615802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50129.600000 sec): 3 clusters Score: Raw -42486.338015 + Penalty 2902.692430 = -39583.645585 nChanged 86 SP:Iteration 1F (50129.600000 sec): 3 clusters Score: Raw -42827.152529 + Penalty 2902.692430 = -39924.460099 nChanged 27 SP:Iteration 2F (50129.600000 sec): 3 clusters Score: Raw -42919.469759 + Penalty 2902.692430 = -40016.777329 nChanged 11 SP:Iteration 3Q (50129.600000 sec): 3 clusters Score: Raw -42976.888158 + Penalty 2902.692430 = -40074.195728 nChanged 8 SP:Iteration 4Q (50129.600000 sec): 3 clusters Score: Raw -43002.141834 + Penalty 2902.692430 = -40099.449404 nChanged 6 SP:Iteration 5Q (50129.600000 sec): 3 clusters Score: Raw -43036.109006 + Penalty 2902.692430 = -40133.416576 nChanged 3 SP:Iteration 6Q (50129.600000 sec): 3 clusters Score: Raw -43048.121097 + Penalty 2902.692430 = -40145.428667 nChanged 4 SP:Iteration 7Q (50129.600000 sec): 3 clusters Score: Raw -43055.669719 + Penalty 2902.692430 = -40152.977289 nChanged 2 SP:Iteration 8Q (50129.610000 sec): 3 clusters Score: Raw -43068.229142 + Penalty 2902.692430 = -40165.536712 nChanged 0 SP:Iteration 9F (50129.610000 sec): 3 clusters Score: Raw -43068.229142 + Penalty 2902.692430 = -40165.536712 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50129.680000 sec): 2 clusters Score: Raw -3196335.393824 + Penalty 2431.282065 = -3193904.111759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50129.750000 sec): 3 clusters Score: Raw -3185895.849664 + Penalty 4862.564130 = -3181033.285534 nChanged 8037 SP:Iteration 1F (50129.820000 sec): 3 clusters Score: Raw -3190276.907955 + Penalty 4862.564130 = -3185414.343824 nChanged 1059 SP:Iteration 2F (50129.890000 sec): 3 clusters Score: Raw -3190735.178035 + Penalty 4862.564130 = -3185872.613905 nChanged 907 SP:Iteration 3F (50129.960000 sec): 3 clusters Score: Raw -3191136.716974 + Penalty 4862.564130 = -3186274.152844 nChanged 870 SP:Iteration 4Q (50130.040000 sec): 3 clusters Score: Raw -3191563.287481 + Penalty 4862.564130 = -3186700.723350 nChanged 842 SP:Iteration 5Q (50130.110000 sec): 3 clusters Score: Raw -3191985.658093 + Penalty 4862.564130 = -3187123.093963 nChanged 859 SP:Iteration 6Q (50130.180000 sec): 3 clusters Score: Raw -3192497.542291 + Penalty 4862.564130 = -3187634.978161 nChanged 945 SP:Iteration 7F (50130.250000 sec): 3 clusters Score: Raw -3193102.595842 + Penalty 4862.564130 = -3188240.031712 nChanged 955 SP:Iteration 8F (50130.320000 sec): 3 clusters Score: Raw -3193740.904331 + Penalty 4862.564130 = -3188878.340201 nChanged 928 SP:Iteration 9F (50130.400000 sec): 3 clusters Score: Raw -3194309.569032 + Penalty 4862.564130 = -3189447.004902 nChanged 820 SP:Iteration 10Q (50130.470000 sec): 3 clusters Score: Raw -3194746.383519 + Penalty 4862.564130 = -3189883.819389 nChanged 652 SP:Iteration 11Q (50130.540000 sec): 3 clusters Score: Raw -3195022.327367 + Penalty 4862.564130 = -3190159.763237 nChanged 523 SP:Iteration 12Q (50130.610000 sec): 3 clusters Score: Raw -3195216.591172 + Penalty 4862.564130 = -3190354.027042 nChanged 389 SP:Iteration 13Q (50130.680000 sec): 3 clusters Score: Raw -3195337.503799 + Penalty 4862.564130 = -3190474.939669 nChanged 327 SP:Iteration 14Q (50130.750000 sec): 3 clusters Score: Raw -3195430.686753 + Penalty 4862.564130 = -3190568.122623 nChanged 284 SP:Iteration 15Q (50130.820000 sec): 3 clusters Score: Raw -3195509.247749 + Penalty 4862.564130 = -3190646.683618 nChanged 237 SP:Iteration 16Q (50130.890000 sec): 3 clusters Score: Raw -3195563.401862 + Penalty 4862.564130 = -3190700.837732 nChanged 200 SP:Iteration 17Q (50130.960000 sec): 3 clusters Score: Raw -3195612.100582 + Penalty 4862.564130 = -3190749.536452 nChanged 179 SP:Iteration 18Q (50131.030000 sec): 3 clusters Score: Raw -3195653.242055 + Penalty 4862.564130 = -3190790.677924 nChanged 159 SP:Iteration 19Q (50131.100000 sec): 3 clusters Score: Raw -3195681.528813 + Penalty 4862.564130 = -3190818.964682 nChanged 144 SP:Iteration 20F (50131.170000 sec): 3 clusters Score: Raw -3195708.823065 + Penalty 4862.564130 = -3190846.258935 nChanged 114 SP:Iteration 21Q (50131.240000 sec): 3 clusters Score: Raw -3195730.141881 + Penalty 4862.564130 = -3190867.577751 nChanged 105 SP:Iteration 22Q (50131.310000 sec): 3 clusters Score: Raw -3195748.850581 + Penalty 4862.564130 = -3190886.286451 nChanged 88 SP:Iteration 23Q (50131.380000 sec): 3 clusters Score: Raw -3195763.956089 + Penalty 4862.564130 = -3190901.391958 nChanged 76 SP:Iteration 24Q (50131.450000 sec): 3 clusters Score: Raw -3195773.103448 + Penalty 4862.564130 = -3190910.539317 nChanged 54 SP:Iteration 25Q (50131.520000 sec): 3 clusters Score: Raw -3195780.063205 + Penalty 4862.564130 = -3190917.499075 nChanged 47 SP:Iteration 26Q (50131.580000 sec): 3 clusters Score: Raw -3195784.729031 + Penalty 4862.564130 = -3190922.164901 nChanged 37 SP:Iteration 27Q (50131.660000 sec): 3 clusters Score: Raw -3195787.553506 + Penalty 4862.564130 = -3190924.989376 nChanged 21 SP:Iteration 28Q (50131.720000 sec): 3 clusters Score: Raw -3195789.690438 + Penalty 4862.564130 = -3190927.126308 nChanged 16 SP:Iteration 29Q (50131.790000 sec): 3 clusters Score: Raw -3195790.921101 + Penalty 4862.564130 = -3190928.356971 nChanged 20 SP:Iteration 30Q (50131.860000 sec): 3 clusters Score: Raw -3195792.456435 + Penalty 4862.564130 = -3190929.892305 nChanged 14 SP:Iteration 31Q (50131.930000 sec): 3 clusters Score: Raw -3195793.624225 + Penalty 4862.564130 = -3190931.060095 nChanged 12 SP:Iteration 32Q (50132.000000 sec): 3 clusters Score: Raw -3195794.571299 + Penalty 4862.564130 = -3190932.007169 nChanged 8 SP:Iteration 33Q (50132.070000 sec): 3 clusters Score: Raw -3195795.226300 + Penalty 4862.564130 = -3190932.662170 nChanged 8 SP:Iteration 34Q (50132.140000 sec): 3 clusters Score: Raw -3195795.871406 + Penalty 4862.564130 = -3190933.307276 nChanged 7 SP:Iteration 35Q (50132.210000 sec): 3 clusters Score: Raw -3195796.221675 + Penalty 4862.564130 = -3190933.657544 nChanged 3 SP:Iteration 36Q (50132.280000 sec): 3 clusters Score: Raw -3195796.336396 + Penalty 4862.564130 = -3190933.772266 nChanged 4 SP:Iteration 37Q (50132.340000 sec): 3 clusters Score: Raw -3195796.492530 + Penalty 4862.564130 = -3190933.928400 nChanged 2 SP:Iteration 38Q (50132.420000 sec): 3 clusters Score: Raw -3195796.586809 + Penalty 4862.564130 = -3190934.022678 nChanged 3 SP:Iteration 39Q (50132.480000 sec): 3 clusters Score: Raw -3195796.772388 + Penalty 4862.564130 = -3190934.208258 nChanged 4 SP:Iteration 40F (50132.560000 sec): 3 clusters Score: Raw -3195796.969283 + Penalty 4862.564130 = -3190934.405153 nChanged 5 SP:Iteration 41Q (50132.620000 sec): 3 clusters Score: Raw -3195797.264582 + Penalty 4862.564130 = -3190934.700452 nChanged 4 SP:Iteration 42Q (50132.690000 sec): 3 clusters Score: Raw -3195797.569107 + Penalty 4862.564130 = -3190935.004977 nChanged 4 SP:Iteration 43Q (50132.760000 sec): 3 clusters Score: Raw -3195797.913227 + Penalty 4862.564130 = -3190935.349097 nChanged 3 SP:Iteration 44Q (50132.830000 sec): 3 clusters Score: Raw -3195798.133333 + Penalty 4862.564130 = -3190935.569203 nChanged 5 SP:Iteration 45Q (50132.900000 sec): 3 clusters Score: Raw -3195798.448774 + Penalty 4862.564130 = -3190935.884644 nChanged 4 SP:Iteration 46Q (50132.970000 sec): 3 clusters Score: Raw -3195798.747334 + Penalty 4862.564130 = -3190936.183204 nChanged 5 SP:Iteration 47Q (50133.040000 sec): 3 clusters Score: Raw -3195799.254721 + Penalty 4862.564130 = -3190936.690590 nChanged 6 SP:Iteration 48Q (50133.110000 sec): 3 clusters Score: Raw -3195799.744360 + Penalty 4862.564130 = -3190937.180230 nChanged 8 SP:Iteration 49Q (50133.180000 sec): 3 clusters Score: Raw -3195800.388859 + Penalty 4862.564130 = -3190937.824729 nChanged 9 SP:Iteration 50Q (50133.250000 sec): 3 clusters Score: Raw -3195801.082256 + Penalty 4862.564130 = -3190938.518126 nChanged 10 SP:Iteration 51Q (50133.320000 sec): 3 clusters Score: Raw -3195801.793199 + Penalty 4862.564130 = -3190939.229069 nChanged 6 SP:Iteration 52Q (50133.380000 sec): 3 clusters Score: Raw -3195802.289281 + Penalty 4862.564130 = -3190939.725151 nChanged 4 SP:Iteration 53Q (50133.450000 sec): 3 clusters Score: Raw -3195802.765235 + Penalty 4862.564130 = -3190940.201105 nChanged 6 SP:Iteration 54Q (50133.520000 sec): 3 clusters Score: Raw -3195803.208118 + Penalty 4862.564130 = -3190940.643988 nChanged 6 SP:Iteration 55Q (50133.590000 sec): 3 clusters Score: Raw -3195803.856440 + Penalty 4862.564130 = -3190941.292310 nChanged 6 SP:Iteration 56Q (50133.660000 sec): 3 clusters Score: Raw -3195804.355445 + Penalty 4862.564130 = -3190941.791315 nChanged 6 SP:Iteration 57Q (50133.730000 sec): 3 clusters Score: Raw -3195804.744179 + Penalty 4862.564130 = -3190942.180049 nChanged 4 SP:Iteration 58Q (50133.800000 sec): 3 clusters Score: Raw -3195804.993868 + Penalty 4862.564130 = -3190942.429738 nChanged 4 SP:Iteration 59Q (50133.870000 sec): 3 clusters Score: Raw -3195805.563830 + Penalty 4862.564130 = -3190942.999700 nChanged 9 SP:Iteration 60F (50133.940000 sec): 3 clusters Score: Raw -3195806.137861 + Penalty 4862.564130 = -3190943.573731 nChanged 8 SP:Iteration 61Q (50134.010000 sec): 3 clusters Score: Raw -3195806.564114 + Penalty 4862.564130 = -3190943.999984 nChanged 8 SP:Iteration 62Q (50134.080000 sec): 3 clusters Score: Raw -3195807.288923 + Penalty 4862.564130 = -3190944.724793 nChanged 8 SP:Iteration 63Q (50134.150000 sec): 3 clusters Score: Raw -3195807.918953 + Penalty 4862.564130 = -3190945.354823 nChanged 15 SP:Iteration 64Q (50134.220000 sec): 3 clusters Score: Raw -3195809.107266 + Penalty 4862.564130 = -3190946.543136 nChanged 13 SP:Iteration 65Q (50134.290000 sec): 3 clusters Score: Raw -3195809.973368 + Penalty 4862.564130 = -3190947.409238 nChanged 11 SP:Iteration 66Q (50134.350000 sec): 3 clusters Score: Raw -3195811.222997 + Penalty 4862.564130 = -3190948.658867 nChanged 17 SP:Iteration 67Q (50134.420000 sec): 3 clusters Score: Raw -3195812.894131 + Penalty 4862.564130 = -3190950.330001 nChanged 18 SP:Iteration 68Q (50134.490000 sec): 3 clusters Score: Raw -3195814.628482 + Penalty 4862.564130 = -3190952.064352 nChanged 14 SP:Iteration 69Q (50134.560000 sec): 3 clusters Score: Raw -3195815.754410 + Penalty 4862.564130 = -3190953.190280 nChanged 11 SP:Iteration 70Q (50134.630000 sec): 3 clusters Score: Raw -3195816.574183 + Penalty 4862.564130 = -3190954.010053 nChanged 8 SP:Iteration 71Q (50134.700000 sec): 3 clusters Score: Raw -3195817.349553 + Penalty 4862.564130 = -3190954.785422 nChanged 11 SP:Iteration 72Q (50134.760000 sec): 3 clusters Score: Raw -3195818.119944 + Penalty 4862.564130 = -3190955.555814 nChanged 5 SP:Iteration 73Q (50134.840000 sec): 3 clusters Score: Raw -3195818.735418 + Penalty 4862.564130 = -3190956.171288 nChanged 11 SP:Iteration 74Q (50134.900000 sec): 3 clusters Score: Raw -3195819.892338 + Penalty 4862.564130 = -3190957.328208 nChanged 20 SP:Iteration 75Q (50134.970000 sec): 3 clusters Score: Raw -3195821.916231 + Penalty 4862.564130 = -3190959.352101 nChanged 14 SP:Iteration 76Q (50135.040000 sec): 3 clusters Score: Raw -3195823.337857 + Penalty 4862.564130 = -3190960.773727 nChanged 17 SP:Iteration 77Q (50135.110000 sec): 3 clusters Score: Raw -3195825.192528 + Penalty 4862.564130 = -3190962.628398 nChanged 19 SP:Iteration 78Q (50135.180000 sec): 3 clusters Score: Raw -3195826.938604 + Penalty 4862.564130 = -3190964.374474 nChanged 19 SP:Iteration 79Q (50135.250000 sec): 3 clusters Score: Raw -3195828.747471 + Penalty 4862.564130 = -3190966.183341 nChanged 16 SP:Iteration 80F (50135.320000 sec): 3 clusters Score: Raw -3195830.548221 + Penalty 4862.564130 = -3190967.984091 nChanged 20 SP:Iteration 81Q (50135.390000 sec): 3 clusters Score: Raw -3195832.758657 + Penalty 4862.564130 = -3190970.194527 nChanged 19 SP:Iteration 82Q (50135.460000 sec): 3 clusters Score: Raw -3195834.607952 + Penalty 4862.564130 = -3190972.043821 nChanged 12 SP:Iteration 83Q (50135.530000 sec): 3 clusters Score: Raw -3195835.718366 + Penalty 4862.564130 = -3190973.154236 nChanged 13 SP:Iteration 84Q (50135.600000 sec): 3 clusters Score: Raw -3195837.270307 + Penalty 4862.564130 = -3190974.706177 nChanged 13 SP:Iteration 85Q (50135.660000 sec): 3 clusters Score: Raw -3195838.048196 + Penalty 4862.564130 = -3190975.484066 nChanged 6 SP:Iteration 86Q (50135.740000 sec): 3 clusters Score: Raw -3195838.354057 + Penalty 4862.564130 = -3190975.789927 nChanged 6 SP:Iteration 87Q (50135.800000 sec): 3 clusters Score: Raw -3195838.738893 + Penalty 4862.564130 = -3190976.174763 nChanged 8 SP:Iteration 88Q (50135.870000 sec): 3 clusters Score: Raw -3195839.783544 + Penalty 4862.564130 = -3190977.219414 nChanged 8 SP:Iteration 89Q (50135.940000 sec): 3 clusters Score: Raw -3195840.221672 + Penalty 4862.564130 = -3190977.657542 nChanged 3 SP:Iteration 90Q (50136.010000 sec): 3 clusters Score: Raw -3195840.428427 + Penalty 4862.564130 = -3190977.864297 nChanged 4 SP:Iteration 91Q (50136.080000 sec): 3 clusters Score: Raw -3195840.713418 + Penalty 4862.564130 = -3190978.149288 nChanged 6 SP:Iteration 92Q (50136.150000 sec): 3 clusters Score: Raw -3195841.523240 + Penalty 4862.564130 = -3190978.959110 nChanged 8 SP:Iteration 93Q (50136.220000 sec): 3 clusters Score: Raw -3195842.277566 + Penalty 4862.564130 = -3190979.713435 nChanged 8 SP:Iteration 94Q (50136.280000 sec): 3 clusters Score: Raw -3195843.302367 + Penalty 4862.564130 = -3190980.738237 nChanged 11 SP:Iteration 95Q (50136.360000 sec): 3 clusters Score: Raw -3195844.456742 + Penalty 4862.564130 = -3190981.892612 nChanged 11 SP:Iteration 96Q (50136.420000 sec): 3 clusters Score: Raw -3195845.554620 + Penalty 4862.564130 = -3190982.990490 nChanged 9 SP:Iteration 97Q (50136.490000 sec): 3 clusters Score: Raw -3195846.142507 + Penalty 4862.564130 = -3190983.578376 nChanged 7 SP:Iteration 98Q (50136.560000 sec): 3 clusters Score: Raw -3195846.760994 + Penalty 4862.564130 = -3190984.196864 nChanged 8 SP:Iteration 99Q (50136.630000 sec): 3 clusters Score: Raw -3195847.729175 + Penalty 4862.564130 = -3190985.165045 nChanged 15 SP:Iteration 100F (50136.700000 sec): 3 clusters Score: Raw -3195848.862655 + Penalty 4862.564130 = -3190986.298525 nChanged 12 SP:Iteration 101Q (50136.770000 sec): 3 clusters Score: Raw -3195849.692196 + Penalty 4862.564130 = -3190987.128066 nChanged 7 SP:Iteration 102Q (50136.840000 sec): 3 clusters Score: Raw -3195850.141946 + Penalty 4862.564130 = -3190987.577816 nChanged 6 SP:Iteration 103Q (50136.910000 sec): 3 clusters Score: Raw -3195850.430097 + Penalty 4862.564130 = -3190987.865967 nChanged 3 SP:Iteration 104Q (50136.980000 sec): 3 clusters Score: Raw -3195850.611702 + Penalty 4862.564130 = -3190988.047572 nChanged 1 SP:Iteration 105Q (50137.050000 sec): 3 clusters Score: Raw -3195850.698997 + Penalty 4862.564130 = -3190988.134867 nChanged 2 SP:Iteration 106Q (50137.120000 sec): 3 clusters Score: Raw -3195850.882010 + Penalty 4862.564130 = -3190988.317879 nChanged 1 SP:Iteration 107Q (50137.190000 sec): 3 clusters Score: Raw -3195850.937975 + Penalty 4862.564130 = -3190988.373845 nChanged 1 SP:Iteration 108Q (50137.260000 sec): 3 clusters Score: Raw -3195850.981531 + Penalty 4862.564130 = -3190988.417400 nChanged 0 SP:Iteration 109F (50137.330000 sec): 3 clusters Score: Raw -3195850.981531 + Penalty 4862.564130 = -3190988.417400 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (219843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50138.080000 sec): 2 clusters Score: Raw -37996334.969042 + Penalty 3050.565896 = -37993284.403146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50139.000000 sec): 3 clusters Score: Raw -37851993.853939 + Penalty 6101.131791 = -37845892.722147 nChanged 106060 SP:Iteration 1F (50139.900000 sec): 3 clusters Score: Raw -37914038.245890 + Penalty 6101.131791 = -37907937.114099 nChanged 5754 SP:Iteration 2Q (50140.820000 sec): 3 clusters Score: Raw -37915316.240932 + Penalty 6101.131791 = -37909215.109140 nChanged 6783 SP:Iteration 3Q (50141.740000 sec): 3 clusters Score: Raw -37917325.331464 + Penalty 6101.131791 = -37911224.199673 nChanged 8626 SP:Iteration 4Q (50142.660000 sec): 3 clusters Score: Raw -37920838.392405 + Penalty 6101.131791 = -37914737.260614 nChanged 11471 SP:Iteration 5F (50143.560000 sec): 3 clusters Score: Raw -37927168.769749 + Penalty 6101.131791 = -37921067.637957 nChanged 14634 SP:Iteration 6F (50144.460000 sec): 3 clusters Score: Raw -37937698.747931 + Penalty 6101.131791 = -37931597.616140 nChanged 16812 SP:Iteration 7F (50145.360000 sec): 3 clusters Score: Raw -37952309.687294 + Penalty 6101.131791 = -37946208.555503 nChanged 15704 SP:Iteration 8F (50146.260000 sec): 3 clusters Score: Raw -37966967.480727 + Penalty 6101.131791 = -37960866.348936 nChanged 11904 SP:Iteration 9F (50147.160000 sec): 3 clusters Score: Raw -37977948.246236 + Penalty 6101.131791 = -37971847.114444 nChanged 7967 SP:Iteration 10Q (50147.960000 sec): 3 clusters Score: Raw -37984947.384569 + Penalty 6101.131791 = -37978846.252778 nChanged 5455 SP:Iteration 11Q (50148.700000 sec): 3 clusters Score: Raw -37989471.815297 + Penalty 6101.131791 = -37983370.683506 nChanged 3700 SP:Iteration 12Q (50149.390000 sec): 3 clusters Score: Raw -37992353.579949 + Penalty 6101.131791 = -37986252.448158 nChanged 2402 SP:Iteration 13Q (50150.070000 sec): 3 clusters Score: Raw -37994131.896031 + Penalty 6101.131791 = -37988030.764239 nChanged 1511 SP:Iteration 14Q (50150.720000 sec): 3 clusters Score: Raw -37995205.027622 + Penalty 6101.131791 = -37989103.895831 nChanged 933 SP:Iteration 15Q (50151.360000 sec): 3 clusters Score: Raw -37995862.554816 + Penalty 6101.131791 = -37989761.423025 nChanged 557 SP:Iteration 16Q (50152.000000 sec): 3 clusters Score: Raw -37996250.706084 + Penalty 6101.131791 = -37990149.574293 nChanged 341 SP:Iteration 17Q (50152.630000 sec): 3 clusters Score: Raw -37996492.339143 + Penalty 6101.131791 = -37990391.207352 nChanged 211 SP:Iteration 18Q (50153.250000 sec): 3 clusters Score: Raw -37996632.860865 + Penalty 6101.131791 = -37990531.729074 nChanged 132 SP:Iteration 19Q (50153.870000 sec): 3 clusters Score: Raw -37996705.548576 + Penalty 6101.131791 = -37990604.416785 nChanged 86 SP:Iteration 20F (50154.760000 sec): 3 clusters Score: Raw -37996753.473031 + Penalty 6101.131791 = -37990652.341240 nChanged 56 SP:Iteration 21Q (50155.380000 sec): 3 clusters Score: Raw -37996780.548107 + Penalty 6101.131791 = -37990679.416316 nChanged 32 SP:Iteration 22Q (50156.010000 sec): 3 clusters Score: Raw -37996799.328461 + Penalty 6101.131791 = -37990698.196670 nChanged 33 SP:Iteration 23Q (50156.630000 sec): 3 clusters Score: Raw -37996818.575137 + Penalty 6101.131791 = -37990717.443346 nChanged 32 SP:Iteration 24Q (50157.250000 sec): 3 clusters Score: Raw -37996836.156973 + Penalty 6101.131791 = -37990735.025182 nChanged 28 SP:Iteration 25Q (50157.870000 sec): 3 clusters Score: Raw -37996854.180746 + Penalty 6101.131791 = -37990753.048954 nChanged 25 SP:Iteration 26Q (50158.490000 sec): 3 clusters Score: Raw -37996865.885290 + Penalty 6101.131791 = -37990764.753499 nChanged 14 SP:Iteration 27Q (50159.110000 sec): 3 clusters Score: Raw -37996873.954609 + Penalty 6101.131791 = -37990772.822818 nChanged 15 SP:Iteration 28Q (50159.730000 sec): 3 clusters Score: Raw -37996881.870482 + Penalty 6101.131791 = -37990780.738691 nChanged 13 SP:Iteration 29Q (50160.350000 sec): 3 clusters Score: Raw -37996890.893511 + Penalty 6101.131791 = -37990789.761719 nChanged 13 SP:Iteration 30Q (50160.970000 sec): 3 clusters Score: Raw -37996896.920108 + Penalty 6101.131791 = -37990795.788317 nChanged 7 SP:Iteration 31Q (50161.590000 sec): 3 clusters Score: Raw -37996899.740452 + Penalty 6101.131791 = -37990798.608661 nChanged 5 SP:Iteration 32Q (50162.210000 sec): 3 clusters Score: Raw -37996903.083964 + Penalty 6101.131791 = -37990801.952172 nChanged 4 SP:Iteration 33Q (50162.830000 sec): 3 clusters Score: Raw -37996905.249818 + Penalty 6101.131791 = -37990804.118027 nChanged 6 SP:Iteration 34Q (50163.450000 sec): 3 clusters Score: Raw -37996908.578583 + Penalty 6101.131791 = -37990807.446792 nChanged 7 SP:Iteration 35Q (50164.070000 sec): 3 clusters Score: Raw -37996911.362954 + Penalty 6101.131791 = -37990810.231163 nChanged 4 SP:Iteration 36Q (50164.680000 sec): 3 clusters Score: Raw -37996913.323362 + Penalty 6101.131791 = -37990812.191570 nChanged 1 SP:Iteration 37Q (50165.300000 sec): 3 clusters Score: Raw -37996913.541019 + Penalty 6101.131791 = -37990812.409227 nChanged 1 SP:Iteration 38Q (50165.920000 sec): 3 clusters Score: Raw -37996913.882307 + Penalty 6101.131791 = -37990812.750516 nChanged 0 SP:Iteration 39F (50166.810000 sec): 3 clusters Score: Raw -37996913.882307 + Penalty 6101.131791 = -37990812.750516 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50166.890000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50166.900000 sec): 3 clusters Score: Raw -273522.617256 + Penalty 3665.223721 = -269857.393535 nChanged 479 SP:Iteration 1F (50166.900000 sec): 3 clusters Score: Raw -273937.822227 + Penalty 3665.223721 = -270272.598506 nChanged 106 SP:Iteration 2F (50166.910000 sec): 3 clusters Score: Raw -274063.047956 + Penalty 3665.223721 = -270397.824235 nChanged 78 SP:Iteration 3Q (50166.920000 sec): 3 clusters Score: Raw -274147.528422 + Penalty 3665.223721 = -270482.304701 nChanged 63 SP:Iteration 4Q (50166.920000 sec): 3 clusters Score: Raw -274209.852423 + Penalty 3665.223721 = -270544.628702 nChanged 49 SP:Iteration 5Q (50166.930000 sec): 3 clusters Score: Raw -274255.782262 + Penalty 3665.223721 = -270590.558541 nChanged 40 SP:Iteration 6Q (50166.940000 sec): 3 clusters Score: Raw -274299.863240 + Penalty 3665.223721 = -270634.639519 nChanged 34 SP:Iteration 7Q (50166.940000 sec): 3 clusters Score: Raw -274333.444342 + Penalty 3665.223721 = -270668.220621 nChanged 27 SP:Iteration 8Q (50166.950000 sec): 3 clusters Score: Raw -274355.622524 + Penalty 3665.223721 = -270690.398803 nChanged 21 SP:Iteration 9Q (50166.960000 sec): 3 clusters Score: Raw -274374.738188 + Penalty 3665.223721 = -270709.514467 nChanged 18 SP:Iteration 10Q (50166.960000 sec): 3 clusters Score: Raw -274393.434687 + Penalty 3665.223721 = -270728.210966 nChanged 31 SP:Iteration 11Q (50166.970000 sec): 3 clusters Score: Raw -274425.828825 + Penalty 3665.223721 = -270760.605104 nChanged 26 SP:Iteration 12Q (50166.980000 sec): 3 clusters Score: Raw -274448.053053 + Penalty 3665.223721 = -270782.829332 nChanged 26 SP:Iteration 13Q (50166.980000 sec): 3 clusters Score: Raw -274482.960084 + Penalty 3665.223721 = -270817.736363 nChanged 21 SP:Iteration 14Q (50166.990000 sec): 3 clusters Score: Raw -274507.338243 + Penalty 3665.223721 = -270842.114522 nChanged 19 SP:Iteration 15Q (50167.000000 sec): 3 clusters Score: Raw -274532.736006 + Penalty 3665.223721 = -270867.512285 nChanged 14 SP:Iteration 16Q (50167.000000 sec): 3 clusters Score: Raw -274555.283510 + Penalty 3665.223721 = -270890.059789 nChanged 14 SP:Iteration 17Q (50167.010000 sec): 3 clusters Score: Raw -274572.668744 + Penalty 3665.223721 = -270907.445023 nChanged 9 SP:Iteration 18Q (50167.010000 sec): 3 clusters Score: Raw -274587.277621 + Penalty 3665.223721 = -270922.053900 nChanged 8 SP:Iteration 19Q (50167.020000 sec): 3 clusters Score: Raw -274597.786919 + Penalty 3665.223721 = -270932.563198 nChanged 7 SP:Iteration 20F (50167.020000 sec): 3 clusters Score: Raw -274603.630548 + Penalty 3665.223721 = -270938.406827 nChanged 3 SP:Iteration 21Q (50167.030000 sec): 3 clusters Score: Raw -274609.423784 + Penalty 3665.223721 = -270944.200063 nChanged 3 SP:Iteration 22Q (50167.040000 sec): 3 clusters Score: Raw -274614.117798 + Penalty 3665.223721 = -270948.894077 nChanged 2 SP:Iteration 23Q (50167.040000 sec): 3 clusters Score: Raw -274615.716442 + Penalty 3665.223721 = -270950.492721 nChanged 4 SP:Iteration 24Q (50167.050000 sec): 3 clusters Score: Raw -274618.649790 + Penalty 3665.223721 = -270953.426069 nChanged 1 SP:Iteration 25Q (50167.060000 sec): 3 clusters Score: Raw -274619.573688 + Penalty 3665.223721 = -270954.349967 nChanged 1 SP:Iteration 26Q (50167.060000 sec): 3 clusters Score: Raw -274620.234520 + Penalty 3665.223721 = -270955.010799 nChanged 0 SP:Iteration 27F (50167.070000 sec): 3 clusters Score: Raw -274620.234520 + Penalty 3665.223721 = -270955.010799 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50167.080000 sec): 2 clusters Score: Raw -108793.637428 + Penalty 1608.189538 = -107185.447890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50167.080000 sec): 3 clusters Score: Raw -108749.992106 + Penalty 3216.379077 = -105533.613029 nChanged 118 SP:Iteration 1F (50167.080000 sec): 3 clusters Score: Raw -108949.896777 + Penalty 3216.379077 = -105733.517700 nChanged 32 SP:Iteration 2Q (50167.080000 sec): 3 clusters Score: Raw -109016.087369 + Penalty 3216.379077 = -105799.708292 nChanged 14 SP:Iteration 3Q (50167.090000 sec): 3 clusters Score: Raw -109041.059448 + Penalty 3216.379077 = -105824.680372 nChanged 8 SP:Iteration 4Q (50167.090000 sec): 3 clusters Score: Raw -109053.825142 + Penalty 3216.379077 = -105837.446065 nChanged 3 SP:Iteration 5Q (50167.090000 sec): 3 clusters Score: Raw -109058.538626 + Penalty 3216.379077 = -105842.159549 nChanged 2 SP:Iteration 6Q (50167.100000 sec): 3 clusters Score: Raw -109062.292616 + Penalty 3216.379077 = -105845.913539 nChanged 1 SP:Iteration 7Q (50167.100000 sec): 3 clusters Score: Raw -109064.247024 + Penalty 3216.379077 = -105847.867947 nChanged 2 SP:Iteration 8Q (50167.100000 sec): 3 clusters Score: Raw -109066.485910 + Penalty 3216.379077 = -105850.106833 nChanged 2 SP:Iteration 9Q (50167.100000 sec): 3 clusters Score: Raw -109069.083516 + Penalty 3216.379077 = -105852.704439 nChanged 1 SP:Iteration 10Q (50167.100000 sec): 3 clusters Score: Raw -109069.574800 + Penalty 3216.379077 = -105853.195723 nChanged 0 SP:Iteration 11F (50167.110000 sec): 3 clusters Score: Raw -109069.574800 + Penalty 3216.379077 = -105853.195723 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50167.910000 sec): 2 clusters Score: Raw -42898446.674913 + Penalty 3062.781699 = -42895383.893214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50168.860000 sec): 3 clusters Score: Raw -42746783.262266 + Penalty 6125.563398 = -42740657.698868 nChanged 111169 SP:Iteration 1F (50169.800000 sec): 3 clusters Score: Raw -42812511.378878 + Penalty 6125.563398 = -42806385.815480 nChanged 7557 SP:Iteration 2Q (50170.770000 sec): 3 clusters Score: Raw -42814689.280167 + Penalty 6125.563398 = -42808563.716769 nChanged 9561 SP:Iteration 3Q (50171.740000 sec): 3 clusters Score: Raw -42818460.424046 + Penalty 6125.563398 = -42812334.860648 nChanged 13037 SP:Iteration 4F (50172.680000 sec): 3 clusters Score: Raw -42825570.672688 + Penalty 6125.563398 = -42819445.109290 nChanged 17598 SP:Iteration 5F (50173.630000 sec): 3 clusters Score: Raw -42838437.514201 + Penalty 6125.563398 = -42832311.950803 nChanged 21344 SP:Iteration 6F (50174.570000 sec): 3 clusters Score: Raw -42857783.522929 + Penalty 6125.563398 = -42851657.959531 nChanged 20347 SP:Iteration 7F (50175.510000 sec): 3 clusters Score: Raw -42878380.252883 + Penalty 6125.563398 = -42872254.689485 nChanged 13230 SP:Iteration 8F (50176.450000 sec): 3 clusters Score: Raw -42891765.159054 + Penalty 6125.563398 = -42885639.595656 nChanged 5273 SP:Iteration 9Q (50177.260000 sec): 3 clusters Score: Raw -42896731.638657 + Penalty 6125.563398 = -42890606.075259 nChanged 1470 SP:Iteration 10Q (50177.980000 sec): 3 clusters Score: Raw -42898085.822318 + Penalty 6125.563398 = -42891960.258920 nChanged 397 SP:Iteration 11Q (50178.640000 sec): 3 clusters Score: Raw -42898508.122439 + Penalty 6125.563398 = -42892382.559040 nChanged 135 SP:Iteration 12Q (50179.300000 sec): 3 clusters Score: Raw -42898645.282472 + Penalty 6125.563398 = -42892519.719074 nChanged 66 SP:Iteration 13Q (50179.950000 sec): 3 clusters Score: Raw -42898720.053749 + Penalty 6125.563398 = -42892594.490351 nChanged 33 SP:Iteration 14Q (50180.600000 sec): 3 clusters Score: Raw -42898760.949798 + Penalty 6125.563398 = -42892635.386400 nChanged 22 SP:Iteration 15Q (50181.240000 sec): 3 clusters Score: Raw -42898791.264152 + Penalty 6125.563398 = -42892665.700754 nChanged 18 SP:Iteration 16Q (50181.890000 sec): 3 clusters Score: Raw -42898817.363953 + Penalty 6125.563398 = -42892691.800555 nChanged 8 SP:Iteration 17Q (50182.530000 sec): 3 clusters Score: Raw -42898829.289507 + Penalty 6125.563398 = -42892703.726109 nChanged 5 SP:Iteration 18Q (50183.170000 sec): 3 clusters Score: Raw -42898834.049750 + Penalty 6125.563398 = -42892708.486352 nChanged 2 SP:Iteration 19Q (50183.820000 sec): 3 clusters Score: Raw -42898836.351737 + Penalty 6125.563398 = -42892710.788339 nChanged 1 SP:Iteration 20F (50184.750000 sec): 3 clusters Score: Raw -42898837.940861 + Penalty 6125.563398 = -42892712.377463 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50184.830000 sec): 2 clusters Score: Raw -45830.008367 + Penalty 1413.710006 = -44416.298361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50184.830000 sec): 3 clusters Score: Raw -46104.804457 + Penalty 2827.420012 = -43277.384445 nChanged 49 SP:Iteration 1F (50184.830000 sec): 3 clusters Score: Raw -46287.600245 + Penalty 2827.420012 = -43460.180232 nChanged 20 SP:Iteration 2F (50184.830000 sec): 3 clusters Score: Raw -46356.970715 + Penalty 2827.420012 = -43529.550702 nChanged 10 SP:Iteration 3Q (50184.830000 sec): 3 clusters Score: Raw -46379.862117 + Penalty 2827.420012 = -43552.442105 nChanged 4 SP:Iteration 4Q (50184.830000 sec): 3 clusters Score: Raw -46392.910302 + Penalty 2827.420012 = -43565.490289 nChanged 4 SP:Iteration 5Q (50184.830000 sec): 3 clusters Score: Raw -46404.491911 + Penalty 2827.420012 = -43577.071899 nChanged 3 SP:Iteration 6Q (50184.830000 sec): 3 clusters Score: Raw -46414.333220 + Penalty 2827.420012 = -43586.913207 nChanged 1 SP:Iteration 7Q (50184.830000 sec): 3 clusters Score: Raw -46416.631074 + Penalty 2827.420012 = -43589.211062 nChanged 1 SP:Iteration 8Q (50184.830000 sec): 3 clusters Score: Raw -46420.648937 + Penalty 2827.420012 = -43593.228925 nChanged 0 SP:Iteration 9F (50184.840000 sec): 3 clusters Score: Raw -46420.648937 + Penalty 2827.420012 = -43593.228925 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50184.840000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50184.850000 sec): 3 clusters Score: Raw -80955.879811 + Penalty 3100.944326 = -77854.935485 nChanged 98 SP:Iteration 1F (50184.850000 sec): 3 clusters Score: Raw -81144.791864 + Penalty 3100.944326 = -78043.847538 nChanged 20 SP:Iteration 2Q (50184.850000 sec): 3 clusters Score: Raw -81189.053755 + Penalty 3100.944326 = -78088.109429 nChanged 13 SP:Iteration 3Q (50184.850000 sec): 3 clusters Score: Raw -81216.835661 + Penalty 3100.944326 = -78115.891335 nChanged 7 SP:Iteration 4Q (50184.850000 sec): 3 clusters Score: Raw -81231.097375 + Penalty 3100.944326 = -78130.153049 nChanged 5 SP:Iteration 5Q (50184.850000 sec): 3 clusters Score: Raw -81240.225903 + Penalty 3100.944326 = -78139.281577 nChanged 2 SP:Iteration 6Q (50184.860000 sec): 3 clusters Score: Raw -81245.048432 + Penalty 3100.944326 = -78144.104106 nChanged 2 SP:Iteration 7Q (50184.860000 sec): 3 clusters Score: Raw -81251.162827 + Penalty 3100.944326 = -78150.218501 nChanged 0 SP:Iteration 8F (50184.860000 sec): 3 clusters Score: Raw -81251.162827 + Penalty 3100.944326 = -78150.218501 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50184.870000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50184.870000 sec): 3 clusters Score: Raw -81940.350778 + Penalty 3110.410262 = -78829.940516 nChanged 76 SP:Iteration 1F (50184.870000 sec): 3 clusters Score: Raw -82080.792184 + Penalty 3110.410262 = -78970.381922 nChanged 22 SP:Iteration 2Q (50184.870000 sec): 3 clusters Score: Raw -82128.244109 + Penalty 3110.410262 = -79017.833846 nChanged 13 SP:Iteration 3Q (50184.880000 sec): 3 clusters Score: Raw -82197.905824 + Penalty 3110.410262 = -79087.495562 nChanged 9 SP:Iteration 4Q (50184.880000 sec): 3 clusters Score: Raw -82247.700315 + Penalty 3110.410262 = -79137.290053 nChanged 7 SP:Iteration 5Q (50184.880000 sec): 3 clusters Score: Raw -82266.449956 + Penalty 3110.410262 = -79156.039694 nChanged 3 SP:Iteration 6Q (50184.880000 sec): 3 clusters Score: Raw -82276.169419 + Penalty 3110.410262 = -79165.759157 nChanged 6 SP:Iteration 7Q (50184.890000 sec): 3 clusters Score: Raw -82305.993409 + Penalty 3110.410262 = -79195.583147 nChanged 7 SP:Iteration 8Q (50184.890000 sec): 3 clusters Score: Raw -82326.188360 + Penalty 3110.410262 = -79215.778098 nChanged 7 SP:Iteration 9Q (50184.890000 sec): 3 clusters Score: Raw -82346.807101 + Penalty 3110.410262 = -79236.396838 nChanged 6 SP:Iteration 10Q (50184.890000 sec): 3 clusters Score: Raw -82366.631217 + Penalty 3110.410262 = -79256.220954 nChanged 2 SP:Iteration 11Q (50184.890000 sec): 3 clusters Score: Raw -82373.418472 + Penalty 3110.410262 = -79263.008210 nChanged 3 SP:Iteration 12Q (50184.890000 sec): 3 clusters Score: Raw -82380.466536 + Penalty 3110.410262 = -79270.056274 nChanged 3 SP:Iteration 13Q (50184.900000 sec): 3 clusters Score: Raw -82394.451139 + Penalty 3110.410262 = -79284.040877 nChanged 5 SP:Iteration 14Q (50184.900000 sec): 3 clusters Score: Raw -82411.760601 + Penalty 3110.410262 = -79301.350339 nChanged 9 SP:Iteration 15Q (50184.900000 sec): 3 clusters Score: Raw -82428.152796 + Penalty 3110.410262 = -79317.742534 nChanged 1 SP:Iteration 16Q (50184.900000 sec): 3 clusters Score: Raw -82429.612710 + Penalty 3110.410262 = -79319.202448 nChanged 0 SP:Iteration 17F (50184.910000 sec): 3 clusters Score: Raw -82429.612710 + Penalty 3110.410262 = -79319.202448 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50184.940000 sec): 2 clusters Score: Raw -1638444.020118 + Penalty 2276.814981 = -1636167.205137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50184.980000 sec): 3 clusters Score: Raw -1633267.965476 + Penalty 4553.629961 = -1628714.335515 nChanged 3959 SP:Iteration 1F (50185.020000 sec): 3 clusters Score: Raw -1635393.039727 + Penalty 4553.629961 = -1630839.409766 nChanged 683 SP:Iteration 2F (50185.060000 sec): 3 clusters Score: Raw -1635752.884907 + Penalty 4553.629961 = -1631199.254945 nChanged 553 SP:Iteration 3F (50185.090000 sec): 3 clusters Score: Raw -1636065.276390 + Penalty 4553.629961 = -1631511.646429 nChanged 501 SP:Iteration 4F (50185.130000 sec): 3 clusters Score: Raw -1636403.706743 + Penalty 4553.629961 = -1631850.076781 nChanged 503 SP:Iteration 5F (50185.170000 sec): 3 clusters Score: Raw -1636729.474807 + Penalty 4553.629961 = -1632175.844846 nChanged 480 SP:Iteration 6Q (50185.210000 sec): 3 clusters Score: Raw -1637031.943967 + Penalty 4553.629961 = -1632478.314006 nChanged 472 SP:Iteration 7Q (50185.250000 sec): 3 clusters Score: Raw -1637309.563603 + Penalty 4553.629961 = -1632755.933641 nChanged 433 SP:Iteration 8Q (50185.290000 sec): 3 clusters Score: Raw -1637544.671940 + Penalty 4553.629961 = -1632991.041979 nChanged 357 SP:Iteration 9Q (50185.320000 sec): 3 clusters Score: Raw -1637725.482890 + Penalty 4553.629961 = -1633171.852929 nChanged 292 SP:Iteration 10Q (50185.360000 sec): 3 clusters Score: Raw -1637873.336421 + Penalty 4553.629961 = -1633319.706460 nChanged 259 SP:Iteration 11Q (50185.400000 sec): 3 clusters Score: Raw -1638012.691034 + Penalty 4553.629961 = -1633459.061073 nChanged 247 SP:Iteration 12Q (50185.440000 sec): 3 clusters Score: Raw -1638143.195979 + Penalty 4553.629961 = -1633589.566018 nChanged 223 SP:Iteration 13Q (50185.470000 sec): 3 clusters Score: Raw -1638272.753416 + Penalty 4553.629961 = -1633719.123455 nChanged 193 SP:Iteration 14Q (50185.510000 sec): 3 clusters Score: Raw -1638381.453883 + Penalty 4553.629961 = -1633827.823921 nChanged 174 SP:Iteration 15Q (50185.550000 sec): 3 clusters Score: Raw -1638482.038125 + Penalty 4553.629961 = -1633928.408164 nChanged 159 SP:Iteration 16Q (50185.590000 sec): 3 clusters Score: Raw -1638559.684925 + Penalty 4553.629961 = -1634006.054964 nChanged 141 SP:Iteration 17Q (50185.620000 sec): 3 clusters Score: Raw -1638632.876552 + Penalty 4553.629961 = -1634079.246591 nChanged 141 SP:Iteration 18Q (50185.660000 sec): 3 clusters Score: Raw -1638698.626045 + Penalty 4553.629961 = -1634144.996084 nChanged 126 SP:Iteration 19Q (50185.690000 sec): 3 clusters Score: Raw -1638756.924570 + Penalty 4553.629961 = -1634203.294609 nChanged 103 SP:Iteration 20F (50185.730000 sec): 3 clusters Score: Raw -1638800.151045 + Penalty 4553.629961 = -1634246.521084 nChanged 75 SP:Iteration 21Q (50185.770000 sec): 3 clusters Score: Raw -1638823.901431 + Penalty 4553.629961 = -1634270.271470 nChanged 63 SP:Iteration 22Q (50185.800000 sec): 3 clusters Score: Raw -1638844.872657 + Penalty 4553.629961 = -1634291.242696 nChanged 56 SP:Iteration 23Q (50185.840000 sec): 3 clusters Score: Raw -1638864.090058 + Penalty 4553.629961 = -1634310.460097 nChanged 56 SP:Iteration 24Q (50185.870000 sec): 3 clusters Score: Raw -1638883.416937 + Penalty 4553.629961 = -1634329.786976 nChanged 55 SP:Iteration 25Q (50185.910000 sec): 3 clusters Score: Raw -1638902.385874 + Penalty 4553.629961 = -1634348.755913 nChanged 50 SP:Iteration 26Q (50185.940000 sec): 3 clusters Score: Raw -1638917.571772 + Penalty 4553.629961 = -1634363.941811 nChanged 49 SP:Iteration 27Q (50185.970000 sec): 3 clusters Score: Raw -1638933.173408 + Penalty 4553.629961 = -1634379.543447 nChanged 45 SP:Iteration 28Q (50186.010000 sec): 3 clusters Score: Raw -1638945.678775 + Penalty 4553.629961 = -1634392.048814 nChanged 52 SP:Iteration 29Q (50186.040000 sec): 3 clusters Score: Raw -1638961.525673 + Penalty 4553.629961 = -1634407.895712 nChanged 51 SP:Iteration 30Q (50186.080000 sec): 3 clusters Score: Raw -1638980.594073 + Penalty 4553.629961 = -1634426.964112 nChanged 53 SP:Iteration 31Q (50186.110000 sec): 3 clusters Score: Raw -1639000.710428 + Penalty 4553.629961 = -1634447.080466 nChanged 53 SP:Iteration 32Q (50186.150000 sec): 3 clusters Score: Raw -1639023.073899 + Penalty 4553.629961 = -1634469.443938 nChanged 49 SP:Iteration 33Q (50186.180000 sec): 3 clusters Score: Raw -1639041.219866 + Penalty 4553.629961 = -1634487.589905 nChanged 38 SP:Iteration 34Q (50186.210000 sec): 3 clusters Score: Raw -1639053.769413 + Penalty 4553.629961 = -1634500.139452 nChanged 28 SP:Iteration 35Q (50186.240000 sec): 3 clusters Score: Raw -1639062.682020 + Penalty 4553.629961 = -1634509.052059 nChanged 23 SP:Iteration 36Q (50186.280000 sec): 3 clusters Score: Raw -1639071.263781 + Penalty 4553.629961 = -1634517.633820 nChanged 34 SP:Iteration 37Q (50186.310000 sec): 3 clusters Score: Raw -1639083.695055 + Penalty 4553.629961 = -1634530.065094 nChanged 28 SP:Iteration 38Q (50186.340000 sec): 3 clusters Score: Raw -1639094.473892 + Penalty 4553.629961 = -1634540.843931 nChanged 30 SP:Iteration 39Q (50186.370000 sec): 3 clusters Score: Raw -1639104.595085 + Penalty 4553.629961 = -1634550.965124 nChanged 31 SP:Iteration 40F (50186.410000 sec): 3 clusters Score: Raw -1639115.226306 + Penalty 4553.629961 = -1634561.596345 nChanged 27 SP:Iteration 41Q (50186.450000 sec): 3 clusters Score: Raw -1639125.064284 + Penalty 4553.629961 = -1634571.434323 nChanged 28 SP:Iteration 42Q (50186.480000 sec): 3 clusters Score: Raw -1639135.640603 + Penalty 4553.629961 = -1634582.010642 nChanged 19 SP:Iteration 43Q (50186.510000 sec): 3 clusters Score: Raw -1639144.559988 + Penalty 4553.629961 = -1634590.930027 nChanged 21 SP:Iteration 44Q (50186.540000 sec): 3 clusters Score: Raw -1639151.342977 + Penalty 4553.629961 = -1634597.713016 nChanged 20 SP:Iteration 45Q (50186.570000 sec): 3 clusters Score: Raw -1639159.680832 + Penalty 4553.629961 = -1634606.050870 nChanged 23 SP:Iteration 46Q (50186.610000 sec): 3 clusters Score: Raw -1639170.461221 + Penalty 4553.629961 = -1634616.831260 nChanged 27 SP:Iteration 47Q (50186.640000 sec): 3 clusters Score: Raw -1639180.571394 + Penalty 4553.629961 = -1634626.941433 nChanged 19 SP:Iteration 48Q (50186.670000 sec): 3 clusters Score: Raw -1639185.761130 + Penalty 4553.629961 = -1634632.131169 nChanged 15 SP:Iteration 49Q (50186.700000 sec): 3 clusters Score: Raw -1639190.684066 + Penalty 4553.629961 = -1634637.054105 nChanged 18 SP:Iteration 50Q (50186.730000 sec): 3 clusters Score: Raw -1639197.604413 + Penalty 4553.629961 = -1634643.974452 nChanged 16 SP:Iteration 51Q (50186.770000 sec): 3 clusters Score: Raw -1639202.538287 + Penalty 4553.629961 = -1634648.908326 nChanged 10 SP:Iteration 52Q (50186.800000 sec): 3 clusters Score: Raw -1639205.995253 + Penalty 4553.629961 = -1634652.365292 nChanged 10 SP:Iteration 53Q (50186.830000 sec): 3 clusters Score: Raw -1639208.816967 + Penalty 4553.629961 = -1634655.187006 nChanged 4 SP:Iteration 54Q (50186.860000 sec): 3 clusters Score: Raw -1639210.682720 + Penalty 4553.629961 = -1634657.052759 nChanged 5 SP:Iteration 55Q (50186.890000 sec): 3 clusters Score: Raw -1639212.185013 + Penalty 4553.629961 = -1634658.555052 nChanged 1 SP:Iteration 56Q (50186.920000 sec): 3 clusters Score: Raw -1639212.483300 + Penalty 4553.629961 = -1634658.853339 nChanged 1 SP:Iteration 57Q (50186.950000 sec): 3 clusters Score: Raw -1639213.021815 + Penalty 4553.629961 = -1634659.391854 nChanged 1 SP:Iteration 58Q (50186.990000 sec): 3 clusters Score: Raw -1639213.270383 + Penalty 4553.629961 = -1634659.640421 nChanged 0 SP:Iteration 59F (50187.030000 sec): 3 clusters Score: Raw -1639213.270383 + Penalty 4553.629961 = -1634659.640421 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50187.030000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50187.040000 sec): 3 clusters Score: Raw -114170.288185 + Penalty 3260.545363 = -110909.742822 nChanged 155 SP:Iteration 1F (50187.040000 sec): 3 clusters Score: Raw -114406.864055 + Penalty 3260.545363 = -111146.318692 nChanged 46 SP:Iteration 2F (50187.040000 sec): 3 clusters Score: Raw -114481.975589 + Penalty 3260.545363 = -111221.430226 nChanged 22 SP:Iteration 3Q (50187.050000 sec): 3 clusters Score: Raw -114525.856836 + Penalty 3260.545363 = -111265.311473 nChanged 20 SP:Iteration 4Q (50187.050000 sec): 3 clusters Score: Raw -114568.651597 + Penalty 3260.545363 = -111308.106235 nChanged 13 SP:Iteration 5Q (50187.050000 sec): 3 clusters Score: Raw -114593.987543 + Penalty 3260.545363 = -111333.442180 nChanged 13 SP:Iteration 6Q (50187.050000 sec): 3 clusters Score: Raw -114628.405629 + Penalty 3260.545363 = -111367.860266 nChanged 14 SP:Iteration 7Q (50187.060000 sec): 3 clusters Score: Raw -114663.119428 + Penalty 3260.545363 = -111402.574066 nChanged 15 SP:Iteration 8Q (50187.060000 sec): 3 clusters Score: Raw -114700.805844 + Penalty 3260.545363 = -111440.260481 nChanged 12 SP:Iteration 9Q (50187.060000 sec): 3 clusters Score: Raw -114723.672468 + Penalty 3260.545363 = -111463.127105 nChanged 13 SP:Iteration 10Q (50187.070000 sec): 3 clusters Score: Raw -114739.795423 + Penalty 3260.545363 = -111479.250060 nChanged 7 SP:Iteration 11Q (50187.070000 sec): 3 clusters Score: Raw -114750.992745 + Penalty 3260.545363 = -111490.447383 nChanged 4 SP:Iteration 12Q (50187.070000 sec): 3 clusters Score: Raw -114761.072873 + Penalty 3260.545363 = -111500.527510 nChanged 1 SP:Iteration 13Q (50187.070000 sec): 3 clusters Score: Raw -114761.978161 + Penalty 3260.545363 = -111501.432799 nChanged 0 SP:Iteration 14F (50187.080000 sec): 3 clusters Score: Raw -114761.978161 + Penalty 3260.545363 = -111501.432799 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50187.090000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50187.110000 sec): 3 clusters Score: Raw -616221.433004 + Penalty 4058.549395 = -612162.883609 nChanged 1278 SP:Iteration 1F (50187.120000 sec): 3 clusters Score: Raw -616947.774350 + Penalty 4058.549395 = -612889.224955 nChanged 266 SP:Iteration 2F (50187.130000 sec): 3 clusters Score: Raw -617110.825896 + Penalty 4058.549395 = -613052.276501 nChanged 160 SP:Iteration 3Q (50187.150000 sec): 3 clusters Score: Raw -617195.272902 + Penalty 4058.549395 = -613136.723507 nChanged 121 SP:Iteration 4Q (50187.170000 sec): 3 clusters Score: Raw -617272.472013 + Penalty 4058.549395 = -613213.922618 nChanged 91 SP:Iteration 5Q (50187.180000 sec): 3 clusters Score: Raw -617323.958089 + Penalty 4058.549395 = -613265.408694 nChanged 82 SP:Iteration 6Q (50187.190000 sec): 3 clusters Score: Raw -617363.340367 + Penalty 4058.549395 = -613304.790972 nChanged 57 SP:Iteration 7Q (50187.210000 sec): 3 clusters Score: Raw -617390.641226 + Penalty 4058.549395 = -613332.091831 nChanged 48 SP:Iteration 8Q (50187.220000 sec): 3 clusters Score: Raw -617411.494555 + Penalty 4058.549395 = -613352.945160 nChanged 49 SP:Iteration 9Q (50187.230000 sec): 3 clusters Score: Raw -617442.954020 + Penalty 4058.549395 = -613384.404625 nChanged 55 SP:Iteration 10Q (50187.250000 sec): 3 clusters Score: Raw -617477.427975 + Penalty 4058.549395 = -613418.878580 nChanged 64 SP:Iteration 11Q (50187.260000 sec): 3 clusters Score: Raw -617521.914506 + Penalty 4058.549395 = -613463.365111 nChanged 77 SP:Iteration 12Q (50187.280000 sec): 3 clusters Score: Raw -617564.767148 + Penalty 4058.549395 = -613506.217753 nChanged 62 SP:Iteration 13Q (50187.290000 sec): 3 clusters Score: Raw -617599.279020 + Penalty 4058.549395 = -613540.729625 nChanged 54 SP:Iteration 14Q (50187.310000 sec): 3 clusters Score: Raw -617629.945251 + Penalty 4058.549395 = -613571.395856 nChanged 52 SP:Iteration 15Q (50187.320000 sec): 3 clusters Score: Raw -617657.056708 + Penalty 4058.549395 = -613598.507313 nChanged 41 SP:Iteration 16Q (50187.330000 sec): 3 clusters Score: Raw -617676.597403 + Penalty 4058.549395 = -613618.048008 nChanged 34 SP:Iteration 17Q (50187.350000 sec): 3 clusters Score: Raw -617690.220880 + Penalty 4058.549395 = -613631.671485 nChanged 29 SP:Iteration 18Q (50187.360000 sec): 3 clusters Score: Raw -617703.672671 + Penalty 4058.549395 = -613645.123276 nChanged 35 SP:Iteration 19Q (50187.370000 sec): 3 clusters Score: Raw -617717.546343 + Penalty 4058.549395 = -613658.996948 nChanged 31 SP:Iteration 20F (50187.390000 sec): 3 clusters Score: Raw -617728.572306 + Penalty 4058.549395 = -613670.022911 nChanged 27 SP:Iteration 21Q (50187.400000 sec): 3 clusters Score: Raw -617737.968283 + Penalty 4058.549395 = -613679.418888 nChanged 20 SP:Iteration 22Q (50187.420000 sec): 3 clusters Score: Raw -617746.330762 + Penalty 4058.549395 = -613687.781367 nChanged 26 SP:Iteration 23Q (50187.430000 sec): 3 clusters Score: Raw -617756.674070 + Penalty 4058.549395 = -613698.124675 nChanged 21 SP:Iteration 24Q (50187.450000 sec): 3 clusters Score: Raw -617765.355389 + Penalty 4058.549395 = -613706.805994 nChanged 23 SP:Iteration 25Q (50187.460000 sec): 3 clusters Score: Raw -617774.993717 + Penalty 4058.549395 = -613716.444322 nChanged 19 SP:Iteration 26Q (50187.470000 sec): 3 clusters Score: Raw -617782.375198 + Penalty 4058.549395 = -613723.825803 nChanged 15 SP:Iteration 27Q (50187.490000 sec): 3 clusters Score: Raw -617786.965501 + Penalty 4058.549395 = -613728.416106 nChanged 13 SP:Iteration 28Q (50187.500000 sec): 3 clusters Score: Raw -617791.813689 + Penalty 4058.549395 = -613733.264294 nChanged 15 SP:Iteration 29Q (50187.510000 sec): 3 clusters Score: Raw -617796.314614 + Penalty 4058.549395 = -613737.765219 nChanged 18 SP:Iteration 30Q (50187.530000 sec): 3 clusters Score: Raw -617802.252158 + Penalty 4058.549395 = -613743.702763 nChanged 19 SP:Iteration 31Q (50187.540000 sec): 3 clusters Score: Raw -617808.704420 + Penalty 4058.549395 = -613750.155025 nChanged 14 SP:Iteration 32Q (50187.560000 sec): 3 clusters Score: Raw -617813.433513 + Penalty 4058.549395 = -613754.884118 nChanged 10 SP:Iteration 33Q (50187.570000 sec): 3 clusters Score: Raw -617818.142368 + Penalty 4058.549395 = -613759.592973 nChanged 13 SP:Iteration 34Q (50187.590000 sec): 3 clusters Score: Raw -617824.692821 + Penalty 4058.549395 = -613766.143426 nChanged 13 SP:Iteration 35Q (50187.600000 sec): 3 clusters Score: Raw -617828.970733 + Penalty 4058.549395 = -613770.421338 nChanged 14 SP:Iteration 36Q (50187.610000 sec): 3 clusters Score: Raw -617832.891147 + Penalty 4058.549395 = -613774.341752 nChanged 11 SP:Iteration 37Q (50187.630000 sec): 3 clusters Score: Raw -617836.474488 + Penalty 4058.549395 = -613777.925094 nChanged 13 SP:Iteration 38Q (50187.640000 sec): 3 clusters Score: Raw -617842.292118 + Penalty 4058.549395 = -613783.742723 nChanged 10 SP:Iteration 39Q (50187.650000 sec): 3 clusters Score: Raw -617847.242774 + Penalty 4058.549395 = -613788.693379 nChanged 6 SP:Iteration 40F (50187.670000 sec): 3 clusters Score: Raw -617849.619178 + Penalty 4058.549395 = -613791.069783 nChanged 8 SP:Iteration 41Q (50187.680000 sec): 3 clusters Score: Raw -617851.798724 + Penalty 4058.549395 = -613793.249329 nChanged 11 SP:Iteration 42Q (50187.700000 sec): 3 clusters Score: Raw -617855.493526 + Penalty 4058.549395 = -613796.944131 nChanged 7 SP:Iteration 43Q (50187.710000 sec): 3 clusters Score: Raw -617857.262731 + Penalty 4058.549395 = -613798.713336 nChanged 6 SP:Iteration 44Q (50187.730000 sec): 3 clusters Score: Raw -617858.396544 + Penalty 4058.549395 = -613799.847149 nChanged 6 SP:Iteration 45Q (50187.740000 sec): 3 clusters Score: Raw -617860.456164 + Penalty 4058.549395 = -613801.906769 nChanged 7 SP:Iteration 46Q (50187.750000 sec): 3 clusters Score: Raw -617861.879146 + Penalty 4058.549395 = -613803.329751 nChanged 7 SP:Iteration 47Q (50187.770000 sec): 3 clusters Score: Raw -617863.360849 + Penalty 4058.549395 = -613804.811454 nChanged 3 SP:Iteration 48Q (50187.780000 sec): 3 clusters Score: Raw -617864.228697 + Penalty 4058.549395 = -613805.679302 nChanged 5 SP:Iteration 49Q (50187.790000 sec): 3 clusters Score: Raw -617865.586814 + Penalty 4058.549395 = -613807.037419 nChanged 4 SP:Iteration 50Q (50187.810000 sec): 3 clusters Score: Raw -617867.465195 + Penalty 4058.549395 = -613808.915800 nChanged 4 SP:Iteration 51Q (50187.820000 sec): 3 clusters Score: Raw -617868.748162 + Penalty 4058.549395 = -613810.198767 nChanged 5 SP:Iteration 52Q (50187.840000 sec): 3 clusters Score: Raw -617870.344140 + Penalty 4058.549395 = -613811.794745 nChanged 4 SP:Iteration 53Q (50187.850000 sec): 3 clusters Score: Raw -617872.527638 + Penalty 4058.549395 = -613813.978243 nChanged 6 SP:Iteration 54Q (50187.870000 sec): 3 clusters Score: Raw -617875.565631 + Penalty 4058.549395 = -613817.016236 nChanged 6 SP:Iteration 55Q (50187.880000 sec): 3 clusters Score: Raw -617877.667536 + Penalty 4058.549395 = -613819.118141 nChanged 4 SP:Iteration 56Q (50187.890000 sec): 3 clusters Score: Raw -617879.112986 + Penalty 4058.549395 = -613820.563591 nChanged 4 SP:Iteration 57Q (50187.910000 sec): 3 clusters Score: Raw -617880.371702 + Penalty 4058.549395 = -613821.822307 nChanged 3 SP:Iteration 58Q (50187.920000 sec): 3 clusters Score: Raw -617881.070139 + Penalty 4058.549395 = -613822.520744 nChanged 3 SP:Iteration 59Q (50187.930000 sec): 3 clusters Score: Raw -617882.318726 + Penalty 4058.549395 = -613823.769331 nChanged 5 SP:Iteration 60F (50187.950000 sec): 3 clusters Score: Raw -617883.726968 + Penalty 4058.549395 = -613825.177573 nChanged 4 SP:Iteration 61Q (50187.960000 sec): 3 clusters Score: Raw -617885.269443 + Penalty 4058.549395 = -613826.720048 nChanged 3 SP:Iteration 62Q (50187.980000 sec): 3 clusters Score: Raw -617886.548543 + Penalty 4058.549395 = -613827.999148 nChanged 3 SP:Iteration 63Q (50187.990000 sec): 3 clusters Score: Raw -617887.416724 + Penalty 4058.549395 = -613828.867329 nChanged 1 SP:Iteration 64Q (50188.010000 sec): 3 clusters Score: Raw -617887.573012 + Penalty 4058.549395 = -613829.023617 nChanged 0 SP:Iteration 65F (50188.020000 sec): 3 clusters Score: Raw -617887.573012 + Penalty 4058.549395 = -613829.023617 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50188.120000 sec): 2 clusters Score: Raw -4635535.745899 + Penalty 2532.010925 = -4633003.734975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50188.230000 sec): 3 clusters Score: Raw -4619315.243751 + Penalty 5064.021849 = -4614251.221902 nChanged 12140 SP:Iteration 1F (50188.330000 sec): 3 clusters Score: Raw -4625893.773150 + Penalty 5064.021849 = -4620829.751301 nChanged 1543 SP:Iteration 2F (50188.440000 sec): 3 clusters Score: Raw -4626673.879317 + Penalty 5064.021849 = -4621609.857468 nChanged 1576 SP:Iteration 3F (50188.550000 sec): 3 clusters Score: Raw -4627633.653672 + Penalty 5064.021849 = -4622569.631823 nChanged 1764 SP:Iteration 4F (50188.660000 sec): 3 clusters Score: Raw -4628932.537553 + Penalty 5064.021849 = -4623868.515703 nChanged 1990 SP:Iteration 5F (50188.770000 sec): 3 clusters Score: Raw -4630472.622301 + Penalty 5064.021849 = -4625408.600452 nChanged 1925 SP:Iteration 6F (50188.870000 sec): 3 clusters Score: Raw -4631917.562725 + Penalty 5064.021849 = -4626853.540876 nChanged 1658 SP:Iteration 7F (50188.980000 sec): 3 clusters Score: Raw -4632925.686826 + Penalty 5064.021849 = -4627861.664976 nChanged 1220 SP:Iteration 8Q (50189.090000 sec): 3 clusters Score: Raw -4633508.990755 + Penalty 5064.021849 = -4628444.968906 nChanged 894 SP:Iteration 9Q (50189.190000 sec): 3 clusters Score: Raw -4633875.526212 + Penalty 5064.021849 = -4628811.504363 nChanged 637 SP:Iteration 10Q (50189.300000 sec): 3 clusters Score: Raw -4634111.733476 + Penalty 5064.021849 = -4629047.711627 nChanged 486 SP:Iteration 11Q (50189.410000 sec): 3 clusters Score: Raw -4634272.354475 + Penalty 5064.021849 = -4629208.332626 nChanged 377 SP:Iteration 12Q (50189.510000 sec): 3 clusters Score: Raw -4634396.404921 + Penalty 5064.021849 = -4629332.383071 nChanged 359 SP:Iteration 13Q (50189.620000 sec): 3 clusters Score: Raw -4634517.319528 + Penalty 5064.021849 = -4629453.297678 nChanged 333 SP:Iteration 14Q (50189.720000 sec): 3 clusters Score: Raw -4634634.154074 + Penalty 5064.021849 = -4629570.132225 nChanged 359 SP:Iteration 15Q (50189.830000 sec): 3 clusters Score: Raw -4634760.621675 + Penalty 5064.021849 = -4629696.599826 nChanged 323 SP:Iteration 16Q (50189.930000 sec): 3 clusters Score: Raw -4634875.129774 + Penalty 5064.021849 = -4629811.107925 nChanged 340 SP:Iteration 17Q (50190.040000 sec): 3 clusters Score: Raw -4635001.605675 + Penalty 5064.021849 = -4629937.583826 nChanged 328 SP:Iteration 18Q (50190.140000 sec): 3 clusters Score: Raw -4635144.468285 + Penalty 5064.021849 = -4630080.446436 nChanged 358 SP:Iteration 19Q (50190.250000 sec): 3 clusters Score: Raw -4635326.549589 + Penalty 5064.021849 = -4630262.527740 nChanged 385 SP:Iteration 20F (50190.350000 sec): 3 clusters Score: Raw -4635543.371396 + Penalty 5064.021849 = -4630479.349547 nChanged 369 SP:Iteration 21Q (50190.460000 sec): 3 clusters Score: Raw -4635807.807782 + Penalty 5064.021849 = -4630743.785933 nChanged 353 SP:Iteration 22Q (50190.560000 sec): 3 clusters Score: Raw -4636038.655721 + Penalty 5064.021849 = -4630974.633872 nChanged 300 SP:Iteration 23Q (50190.660000 sec): 3 clusters Score: Raw -4636190.850168 + Penalty 5064.021849 = -4631126.828318 nChanged 250 SP:Iteration 24Q (50190.760000 sec): 3 clusters Score: Raw -4636287.967097 + Penalty 5064.021849 = -4631223.945248 nChanged 210 SP:Iteration 25Q (50190.850000 sec): 3 clusters Score: Raw -4636359.711701 + Penalty 5064.021849 = -4631295.689852 nChanged 176 SP:Iteration 26Q (50190.950000 sec): 3 clusters Score: Raw -4636413.963496 + Penalty 5064.021849 = -4631349.941647 nChanged 147 SP:Iteration 27Q (50191.040000 sec): 3 clusters Score: Raw -4636455.286641 + Penalty 5064.021849 = -4631391.264791 nChanged 127 SP:Iteration 28Q (50191.140000 sec): 3 clusters Score: Raw -4636485.526062 + Penalty 5064.021849 = -4631421.504213 nChanged 114 SP:Iteration 29Q (50191.230000 sec): 3 clusters Score: Raw -4636509.316608 + Penalty 5064.021849 = -4631445.294759 nChanged 104 SP:Iteration 30Q (50191.320000 sec): 3 clusters Score: Raw -4636530.464771 + Penalty 5064.021849 = -4631466.442921 nChanged 106 SP:Iteration 31Q (50191.410000 sec): 3 clusters Score: Raw -4636552.698083 + Penalty 5064.021849 = -4631488.676233 nChanged 96 SP:Iteration 32Q (50191.510000 sec): 3 clusters Score: Raw -4636571.784589 + Penalty 5064.021849 = -4631507.762739 nChanged 89 SP:Iteration 33Q (50191.590000 sec): 3 clusters Score: Raw -4636586.852757 + Penalty 5064.021849 = -4631522.830908 nChanged 69 SP:Iteration 34Q (50191.690000 sec): 3 clusters Score: Raw -4636597.112745 + Penalty 5064.021849 = -4631533.090896 nChanged 58 SP:Iteration 35Q (50191.770000 sec): 3 clusters Score: Raw -4636605.627195 + Penalty 5064.021849 = -4631541.605346 nChanged 54 SP:Iteration 36Q (50191.870000 sec): 3 clusters Score: Raw -4636613.988436 + Penalty 5064.021849 = -4631549.966586 nChanged 56 SP:Iteration 37Q (50191.950000 sec): 3 clusters Score: Raw -4636622.695432 + Penalty 5064.021849 = -4631558.673583 nChanged 39 SP:Iteration 38Q (50192.050000 sec): 3 clusters Score: Raw -4636628.320889 + Penalty 5064.021849 = -4631564.299039 nChanged 42 SP:Iteration 39Q (50192.130000 sec): 3 clusters Score: Raw -4636635.363471 + Penalty 5064.021849 = -4631571.341622 nChanged 49 SP:Iteration 40F (50192.240000 sec): 3 clusters Score: Raw -4636641.500903 + Penalty 5064.021849 = -4631577.479054 nChanged 37 SP:Iteration 41Q (50192.330000 sec): 3 clusters Score: Raw -4636646.703681 + Penalty 5064.021849 = -4631582.681832 nChanged 38 SP:Iteration 42Q (50192.420000 sec): 3 clusters Score: Raw -4636651.650183 + Penalty 5064.021849 = -4631587.628334 nChanged 28 SP:Iteration 43Q (50192.510000 sec): 3 clusters Score: Raw -4636654.691845 + Penalty 5064.021849 = -4631590.669995 nChanged 16 SP:Iteration 44Q (50192.600000 sec): 3 clusters Score: Raw -4636657.070583 + Penalty 5064.021849 = -4631593.048734 nChanged 20 SP:Iteration 45Q (50192.690000 sec): 3 clusters Score: Raw -4636659.210699 + Penalty 5064.021849 = -4631595.188850 nChanged 18 SP:Iteration 46Q (50192.780000 sec): 3 clusters Score: Raw -4636661.024545 + Penalty 5064.021849 = -4631597.002696 nChanged 14 SP:Iteration 47Q (50192.870000 sec): 3 clusters Score: Raw -4636662.418574 + Penalty 5064.021849 = -4631598.396725 nChanged 16 SP:Iteration 48Q (50192.960000 sec): 3 clusters Score: Raw -4636664.168240 + Penalty 5064.021849 = -4631600.146391 nChanged 14 SP:Iteration 49Q (50193.050000 sec): 3 clusters Score: Raw -4636665.525655 + Penalty 5064.021849 = -4631601.503806 nChanged 12 SP:Iteration 50Q (50193.130000 sec): 3 clusters Score: Raw -4636666.670683 + Penalty 5064.021849 = -4631602.648834 nChanged 9 SP:Iteration 51Q (50193.220000 sec): 3 clusters Score: Raw -4636667.407489 + Penalty 5064.021849 = -4631603.385639 nChanged 9 SP:Iteration 52Q (50193.310000 sec): 3 clusters Score: Raw -4636668.621850 + Penalty 5064.021849 = -4631604.600001 nChanged 7 SP:Iteration 53Q (50193.400000 sec): 3 clusters Score: Raw -4636669.347991 + Penalty 5064.021849 = -4631605.326142 nChanged 10 SP:Iteration 54Q (50193.490000 sec): 3 clusters Score: Raw -4636670.362039 + Penalty 5064.021849 = -4631606.340189 nChanged 11 SP:Iteration 55Q (50193.580000 sec): 3 clusters Score: Raw -4636671.201355 + Penalty 5064.021849 = -4631607.179506 nChanged 6 SP:Iteration 56Q (50193.670000 sec): 3 clusters Score: Raw -4636671.746912 + Penalty 5064.021849 = -4631607.725063 nChanged 9 SP:Iteration 57Q (50193.750000 sec): 3 clusters Score: Raw -4636672.622414 + Penalty 5064.021849 = -4631608.600565 nChanged 6 SP:Iteration 58Q (50193.840000 sec): 3 clusters Score: Raw -4636673.190464 + Penalty 5064.021849 = -4631609.168615 nChanged 5 SP:Iteration 59Q (50193.930000 sec): 3 clusters Score: Raw -4636673.701419 + Penalty 5064.021849 = -4631609.679570 nChanged 3 SP:Iteration 60F (50194.040000 sec): 3 clusters Score: Raw -4636674.069212 + Penalty 5064.021849 = -4631610.047363 nChanged 3 SP:Iteration 61Q (50194.130000 sec): 3 clusters Score: Raw -4636674.332642 + Penalty 5064.021849 = -4631610.310793 nChanged 1 SP:Iteration 62Q (50194.220000 sec): 3 clusters Score: Raw -4636674.392772 + Penalty 5064.021849 = -4631610.370923 nChanged 1 SP:Iteration 63Q (50194.310000 sec): 3 clusters Score: Raw -4636674.427926 + Penalty 5064.021849 = -4631610.406076 nChanged 1 SP:Iteration 64Q (50194.390000 sec): 3 clusters Score: Raw -4636674.464856 + Penalty 5064.021849 = -4631610.443007 nChanged 0 SP:Iteration 65F (50194.500000 sec): 3 clusters Score: Raw -4636674.464856 + Penalty 5064.021849 = -4631610.443007 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (1085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50194.520000 sec): 2 clusters Score: Raw -167097.849814 + Penalty 1733.355146 = -165364.494669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50194.520000 sec): 3 clusters Score: Raw -166921.516865 + Penalty 3466.710292 = -163454.806573 nChanged 305 SP:Iteration 1F (50194.530000 sec): 3 clusters Score: Raw -167404.819435 + Penalty 3466.710292 = -163938.109143 nChanged 105 SP:Iteration 2F (50194.530000 sec): 3 clusters Score: Raw -167692.107906 + Penalty 3466.710292 = -164225.397614 nChanged 75 SP:Iteration 3F (50194.540000 sec): 3 clusters Score: Raw -167936.514139 + Penalty 3466.710292 = -164469.803847 nChanged 63 SP:Iteration 4F (50194.540000 sec): 3 clusters Score: Raw -168179.981438 + Penalty 3466.710292 = -164713.271146 nChanged 48 SP:Iteration 5Q (50194.550000 sec): 3 clusters Score: Raw -168317.360108 + Penalty 3466.710292 = -164850.649816 nChanged 41 SP:Iteration 6Q (50194.550000 sec): 3 clusters Score: Raw -168447.504684 + Penalty 3466.710292 = -164980.794392 nChanged 30 SP:Iteration 7Q (50194.550000 sec): 3 clusters Score: Raw -168526.576100 + Penalty 3466.710292 = -165059.865808 nChanged 24 SP:Iteration 8Q (50194.550000 sec): 3 clusters Score: Raw -168577.891991 + Penalty 3466.710292 = -165111.181699 nChanged 17 SP:Iteration 9Q (50194.560000 sec): 3 clusters Score: Raw -168623.078839 + Penalty 3466.710292 = -165156.368547 nChanged 14 SP:Iteration 10Q (50194.560000 sec): 3 clusters Score: Raw -168663.565225 + Penalty 3466.710292 = -165196.854933 nChanged 19 SP:Iteration 11Q (50194.570000 sec): 3 clusters Score: Raw -168704.703790 + Penalty 3466.710292 = -165237.993498 nChanged 9 SP:Iteration 12Q (50194.570000 sec): 3 clusters Score: Raw -168729.554253 + Penalty 3466.710292 = -165262.843961 nChanged 12 SP:Iteration 13Q (50194.570000 sec): 3 clusters Score: Raw -168758.978068 + Penalty 3466.710292 = -165292.267776 nChanged 8 SP:Iteration 14Q (50194.570000 sec): 3 clusters Score: Raw -168773.076687 + Penalty 3466.710292 = -165306.366395 nChanged 4 SP:Iteration 15Q (50194.580000 sec): 3 clusters Score: Raw -168780.830970 + Penalty 3466.710292 = -165314.120678 nChanged 5 SP:Iteration 16Q (50194.580000 sec): 3 clusters Score: Raw -168789.412002 + Penalty 3466.710292 = -165322.701710 nChanged 2 SP:Iteration 17Q (50194.590000 sec): 3 clusters Score: Raw -168791.048909 + Penalty 3466.710292 = -165324.338617 nChanged 1 SP:Iteration 18Q (50194.590000 sec): 3 clusters Score: Raw -168792.887947 + Penalty 3466.710292 = -165326.177655 nChanged 0 SP:Iteration 19F (50194.590000 sec): 3 clusters Score: Raw -168792.887947 + Penalty 3466.710292 = -165326.177655 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50194.610000 sec): 2 clusters Score: Raw -394864.446146 + Penalty 1909.336178 = -392955.109968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50194.610000 sec): 3 clusters Score: Raw -393988.158641 + Penalty 3818.672355 = -390169.486285 nChanged 714 SP:Iteration 1F (50194.620000 sec): 3 clusters Score: Raw -394476.455335 + Penalty 3818.672355 = -390657.782980 nChanged 188 SP:Iteration 2F (50194.630000 sec): 3 clusters Score: Raw -394648.244475 + Penalty 3818.672355 = -390829.572120 nChanged 118 SP:Iteration 3F (50194.640000 sec): 3 clusters Score: Raw -394756.278677 + Penalty 3818.672355 = -390937.606321 nChanged 80 SP:Iteration 4Q (50194.650000 sec): 3 clusters Score: Raw -394822.838179 + Penalty 3818.672355 = -391004.165824 nChanged 74 SP:Iteration 5Q (50194.660000 sec): 3 clusters Score: Raw -394884.474433 + Penalty 3818.672355 = -391065.802078 nChanged 41 SP:Iteration 6Q (50194.670000 sec): 3 clusters Score: Raw -394914.976679 + Penalty 3818.672355 = -391096.304323 nChanged 29 SP:Iteration 7Q (50194.670000 sec): 3 clusters Score: Raw -394939.750377 + Penalty 3818.672355 = -391121.078022 nChanged 24 SP:Iteration 8Q (50194.690000 sec): 3 clusters Score: Raw -394954.716235 + Penalty 3818.672355 = -391136.043880 nChanged 23 SP:Iteration 9Q (50194.690000 sec): 3 clusters Score: Raw -394967.286697 + Penalty 3818.672355 = -391148.614342 nChanged 16 SP:Iteration 10Q (50194.710000 sec): 3 clusters Score: Raw -394978.347390 + Penalty 3818.672355 = -391159.675035 nChanged 13 SP:Iteration 11Q (50194.720000 sec): 3 clusters Score: Raw -394987.711020 + Penalty 3818.672355 = -391169.038665 nChanged 8 SP:Iteration 12Q (50194.720000 sec): 3 clusters Score: Raw -394992.997441 + Penalty 3818.672355 = -391174.325085 nChanged 14 SP:Iteration 13Q (50194.730000 sec): 3 clusters Score: Raw -395001.291107 + Penalty 3818.672355 = -391182.618752 nChanged 14 SP:Iteration 14Q (50194.740000 sec): 3 clusters Score: Raw -395009.274721 + Penalty 3818.672355 = -391190.602366 nChanged 13 SP:Iteration 15Q (50194.750000 sec): 3 clusters Score: Raw -395020.049552 + Penalty 3818.672355 = -391201.377197 nChanged 12 SP:Iteration 16Q (50194.760000 sec): 3 clusters Score: Raw -395028.260863 + Penalty 3818.672355 = -391209.588508 nChanged 10 SP:Iteration 17Q (50194.770000 sec): 3 clusters Score: Raw -395036.353234 + Penalty 3818.672355 = -391217.680879 nChanged 8 SP:Iteration 18Q (50194.780000 sec): 3 clusters Score: Raw -395041.034195 + Penalty 3818.672355 = -391222.361840 nChanged 11 SP:Iteration 19Q (50194.780000 sec): 3 clusters Score: Raw -395051.390672 + Penalty 3818.672355 = -391232.718317 nChanged 16 SP:Iteration 20F (50194.790000 sec): 3 clusters Score: Raw -395061.999953 + Penalty 3818.672355 = -391243.327598 nChanged 11 SP:Iteration 21Q (50194.800000 sec): 3 clusters Score: Raw -395070.648702 + Penalty 3818.672355 = -391251.976347 nChanged 16 SP:Iteration 22Q (50194.810000 sec): 3 clusters Score: Raw -395083.426814 + Penalty 3818.672355 = -391264.754459 nChanged 18 SP:Iteration 23Q (50194.820000 sec): 3 clusters Score: Raw -395099.463066 + Penalty 3818.672355 = -391280.790710 nChanged 26 SP:Iteration 24Q (50194.820000 sec): 3 clusters Score: Raw -395122.326589 + Penalty 3818.672355 = -391303.654234 nChanged 26 SP:Iteration 25Q (50194.830000 sec): 3 clusters Score: Raw -395141.308365 + Penalty 3818.672355 = -391322.636010 nChanged 24 SP:Iteration 26Q (50194.840000 sec): 3 clusters Score: Raw -395157.782705 + Penalty 3818.672355 = -391339.110350 nChanged 22 SP:Iteration 27Q (50194.850000 sec): 3 clusters Score: Raw -395180.153718 + Penalty 3818.672355 = -391361.481363 nChanged 29 SP:Iteration 28Q (50194.860000 sec): 3 clusters Score: Raw -395210.143598 + Penalty 3818.672355 = -391391.471243 nChanged 40 SP:Iteration 29Q (50194.870000 sec): 3 clusters Score: Raw -395257.955505 + Penalty 3818.672355 = -391439.283150 nChanged 43 SP:Iteration 30Q (50194.880000 sec): 3 clusters Score: Raw -395315.935932 + Penalty 3818.672355 = -391497.263577 nChanged 57 SP:Iteration 31Q (50194.880000 sec): 3 clusters Score: Raw -395391.193930 + Penalty 3818.672355 = -391572.521575 nChanged 69 SP:Iteration 32Q (50194.890000 sec): 3 clusters Score: Raw -395493.206586 + Penalty 3818.672355 = -391674.534231 nChanged 92 SP:Iteration 33Q (50194.900000 sec): 3 clusters Score: Raw -395629.130164 + Penalty 3818.672355 = -391810.457809 nChanged 81 SP:Iteration 34Q (50194.910000 sec): 3 clusters Score: Raw -395773.725651 + Penalty 3818.672355 = -391955.053296 nChanged 89 SP:Iteration 35Q (50194.920000 sec): 3 clusters Score: Raw -395921.659289 + Penalty 3818.672355 = -392102.986934 nChanged 63 SP:Iteration 36Q (50194.920000 sec): 3 clusters Score: Raw -396004.054605 + Penalty 3818.672355 = -392185.382250 nChanged 51 SP:Iteration 37Q (50194.930000 sec): 3 clusters Score: Raw -396067.462272 + Penalty 3818.672355 = -392248.789917 nChanged 31 SP:Iteration 38Q (50194.940000 sec): 3 clusters Score: Raw -396101.634892 + Penalty 3818.672355 = -392282.962537 nChanged 19 SP:Iteration 39Q (50194.950000 sec): 3 clusters Score: Raw -396138.625315 + Penalty 3818.672355 = -392319.952960 nChanged 15 SP:Iteration 40F (50194.960000 sec): 3 clusters Score: Raw -396159.914077 + Penalty 3818.672355 = -392341.241721 nChanged 14 SP:Iteration 41Q (50194.960000 sec): 3 clusters Score: Raw -396174.600259 + Penalty 3818.672355 = -392355.927904 nChanged 10 SP:Iteration 42Q (50194.970000 sec): 3 clusters Score: Raw -396184.111621 + Penalty 3818.672355 = -392365.439266 nChanged 7 SP:Iteration 43Q (50194.980000 sec): 3 clusters Score: Raw -396189.917573 + Penalty 3818.672355 = -392371.245218 nChanged 1 SP:Iteration 44Q (50194.990000 sec): 3 clusters Score: Raw -396191.745047 + Penalty 3818.672355 = -392373.072692 nChanged 2 SP:Iteration 45Q (50195.000000 sec): 3 clusters Score: Raw -396193.766436 + Penalty 3818.672355 = -392375.094081 nChanged 4 SP:Iteration 46Q (50195.000000 sec): 3 clusters Score: Raw -396197.196573 + Penalty 3818.672355 = -392378.524218 nChanged 2 SP:Iteration 47Q (50195.010000 sec): 3 clusters Score: Raw -396198.099514 + Penalty 3818.672355 = -392379.427159 nChanged 0 SP:Iteration 48F (50195.020000 sec): 3 clusters Score: Raw -396198.099514 + Penalty 3818.672355 = -392379.427159 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50195.030000 sec): 2 clusters Score: Raw -326803.038664 + Penalty 1880.645386 = -324922.393278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50195.040000 sec): 3 clusters Score: Raw -326123.246178 + Penalty 3761.290772 = -322361.955406 nChanged 640 SP:Iteration 1F (50195.040000 sec): 3 clusters Score: Raw -326670.941683 + Penalty 3761.290772 = -322909.650911 nChanged 171 SP:Iteration 2F (50195.050000 sec): 3 clusters Score: Raw -326893.188657 + Penalty 3761.290772 = -323131.897885 nChanged 134 SP:Iteration 3F (50195.060000 sec): 3 clusters Score: Raw -327184.030683 + Penalty 3761.290772 = -323422.739910 nChanged 152 SP:Iteration 4F (50195.070000 sec): 3 clusters Score: Raw -327509.090302 + Penalty 3761.290772 = -323747.799530 nChanged 148 SP:Iteration 5F (50195.080000 sec): 3 clusters Score: Raw -327829.796994 + Penalty 3761.290772 = -324068.506222 nChanged 131 SP:Iteration 6F (50195.080000 sec): 3 clusters Score: Raw -328087.479387 + Penalty 3761.290772 = -324326.188615 nChanged 79 SP:Iteration 7Q (50195.090000 sec): 3 clusters Score: Raw -328191.052825 + Penalty 3761.290772 = -324429.762053 nChanged 42 SP:Iteration 8Q (50195.100000 sec): 3 clusters Score: Raw -328242.099200 + Penalty 3761.290772 = -324480.808428 nChanged 23 SP:Iteration 9Q (50195.100000 sec): 3 clusters Score: Raw -328278.642973 + Penalty 3761.290772 = -324517.352201 nChanged 18 SP:Iteration 10Q (50195.110000 sec): 3 clusters Score: Raw -328295.315604 + Penalty 3761.290772 = -324534.024832 nChanged 12 SP:Iteration 11Q (50195.120000 sec): 3 clusters Score: Raw -328301.617787 + Penalty 3761.290772 = -324540.327015 nChanged 4 SP:Iteration 12Q (50195.130000 sec): 3 clusters Score: Raw -328304.534143 + Penalty 3761.290772 = -324543.243371 nChanged 2 SP:Iteration 13Q (50195.130000 sec): 3 clusters Score: Raw -328305.811953 + Penalty 3761.290772 = -324544.521181 nChanged 0 SP:Iteration 14F (50195.140000 sec): 3 clusters Score: Raw -328305.811953 + Penalty 3761.290772 = -324544.521181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1324214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50199.650000 sec): 2 clusters Score: Raw -231638669.133122 + Penalty 3495.889749 = -231635173.243373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50205.120000 sec): 3 clusters Score: Raw -230740974.145017 + Penalty 6991.779498 = -230733982.365519 nChanged 651884 SP:Iteration 1F (50210.540000 sec): 3 clusters Score: Raw -231137630.200931 + Penalty 6991.779498 = -231130638.421433 nChanged 28103 SP:Iteration 2Q (50216.050000 sec): 3 clusters Score: Raw -231142284.925052 + Penalty 6991.779498 = -231135293.145553 nChanged 32136 SP:Iteration 3Q (50221.580000 sec): 3 clusters Score: Raw -231148714.312940 + Penalty 6991.779498 = -231141722.533441 nChanged 37931 SP:Iteration 4Q (50227.130000 sec): 3 clusters Score: Raw -231158148.002849 + Penalty 6991.779498 = -231151156.223350 nChanged 45980 SP:Iteration 5Q (50232.690000 sec): 3 clusters Score: Raw -231172375.801051 + Penalty 6991.779498 = -231165384.021552 nChanged 55899 SP:Iteration 6Q (50238.240000 sec): 3 clusters Score: Raw -231193527.102548 + Penalty 6991.779498 = -231186535.323050 nChanged 65642 SP:Iteration 7Q (50243.760000 sec): 3 clusters Score: Raw -231223047.036675 + Penalty 6991.779498 = -231216055.257176 nChanged 73591 SP:Iteration 8F (50249.170000 sec): 3 clusters Score: Raw -231261434.570958 + Penalty 6991.779498 = -231254442.791459 nChanged 77804 SP:Iteration 9F (50254.590000 sec): 3 clusters Score: Raw -231307345.091027 + Penalty 6991.779498 = -231300353.311529 nChanged 76338 SP:Iteration 10F (50260.020000 sec): 3 clusters Score: Raw -231357848.954207 + Penalty 6991.779498 = -231350857.174709 nChanged 69632 SP:Iteration 11F (50265.420000 sec): 3 clusters Score: Raw -231406820.803688 + Penalty 6991.779498 = -231399829.024190 nChanged 59716 SP:Iteration 12Q (50270.770000 sec): 3 clusters Score: Raw -231446963.618530 + Penalty 6991.779498 = -231439971.839032 nChanged 47898 SP:Iteration 13Q (50275.980000 sec): 3 clusters Score: Raw -231474619.297500 + Penalty 6991.779498 = -231467627.518002 nChanged 36614 SP:Iteration 14Q (50281.080000 sec): 3 clusters Score: Raw -231492568.769260 + Penalty 6991.779498 = -231485576.989761 nChanged 29628 SP:Iteration 15Q (50286.000000 sec): 3 clusters Score: Raw -231505952.476047 + Penalty 6991.779498 = -231498960.696549 nChanged 27243 SP:Iteration 16Q (50290.880000 sec): 3 clusters Score: Raw -231517910.589693 + Penalty 6991.779498 = -231510918.810195 nChanged 26740 SP:Iteration 17Q (50295.650000 sec): 3 clusters Score: Raw -231529921.540461 + Penalty 6991.779498 = -231522929.760963 nChanged 26769 SP:Iteration 18Q (50300.310000 sec): 3 clusters Score: Raw -231542716.315081 + Penalty 6991.779498 = -231535724.535583 nChanged 25983 SP:Iteration 19Q (50304.900000 sec): 3 clusters Score: Raw -231555772.614122 + Penalty 6991.779498 = -231548780.834624 nChanged 24926 SP:Iteration 20F (50310.270000 sec): 3 clusters Score: Raw -231569092.227691 + Penalty 6991.779498 = -231562100.448192 nChanged 23592 SP:Iteration 21Q (50314.630000 sec): 3 clusters Score: Raw -231582319.647965 + Penalty 6991.779498 = -231575327.868466 nChanged 21388 SP:Iteration 22Q (50318.910000 sec): 3 clusters Score: Raw -231594638.782889 + Penalty 6991.779498 = -231587647.003390 nChanged 18952 SP:Iteration 23Q (50323.100000 sec): 3 clusters Score: Raw -231605682.520285 + Penalty 6991.779498 = -231598690.740786 nChanged 16084 SP:Iteration 24Q (50327.200000 sec): 3 clusters Score: Raw -231615137.081293 + Penalty 6991.779498 = -231608145.301795 nChanged 13071 SP:Iteration 25Q (50331.260000 sec): 3 clusters Score: Raw -231622686.822524 + Penalty 6991.779498 = -231615695.043026 nChanged 10074 SP:Iteration 26Q (50335.220000 sec): 3 clusters Score: Raw -231628268.583938 + Penalty 6991.779498 = -231621276.804440 nChanged 7551 SP:Iteration 27Q (50339.120000 sec): 3 clusters Score: Raw -231632169.786890 + Penalty 6991.779498 = -231625178.007392 nChanged 5363 SP:Iteration 28Q (50342.970000 sec): 3 clusters Score: Raw -231634687.774457 + Penalty 6991.779498 = -231627695.994959 nChanged 3791 SP:Iteration 29Q (50346.800000 sec): 3 clusters Score: Raw -231636368.753268 + Penalty 6991.779498 = -231629376.973770 nChanged 2730 SP:Iteration 30Q (50350.600000 sec): 3 clusters Score: Raw -231637528.641969 + Penalty 6991.779498 = -231630536.862471 nChanged 1993 SP:Iteration 31Q (50354.370000 sec): 3 clusters Score: Raw -231638313.794646 + Penalty 6991.779498 = -231631322.015147 nChanged 1470 SP:Iteration 32Q (50358.140000 sec): 3 clusters Score: Raw -231638847.663706 + Penalty 6991.779498 = -231631855.884208 nChanged 1077 SP:Iteration 33Q (50361.900000 sec): 3 clusters Score: Raw -231639204.546191 + Penalty 6991.779498 = -231632212.766692 nChanged 819 SP:Iteration 34Q (50365.640000 sec): 3 clusters Score: Raw -231639461.883319 + Penalty 6991.779498 = -231632470.103821 nChanged 631 SP:Iteration 35Q (50369.380000 sec): 3 clusters Score: Raw -231639645.399157 + Penalty 6991.779498 = -231632653.619658 nChanged 504 SP:Iteration 36Q (50373.110000 sec): 3 clusters Score: Raw -231639797.849450 + Penalty 6991.779498 = -231632806.069952 nChanged 418 SP:Iteration 37Q (50376.860000 sec): 3 clusters Score: Raw -231639910.126540 + Penalty 6991.779498 = -231632918.347042 nChanged 339 SP:Iteration 38Q (50380.600000 sec): 3 clusters Score: Raw -231639990.074709 + Penalty 6991.779498 = -231632998.295211 nChanged 276 SP:Iteration 39Q (50384.340000 sec): 3 clusters Score: Raw -231640058.117647 + Penalty 6991.779498 = -231633066.338148 nChanged 233 SP:Iteration 40F (50389.660000 sec): 3 clusters Score: Raw -231640111.586067 + Penalty 6991.779498 = -231633119.806569 nChanged 213 SP:Iteration 41Q (50393.390000 sec): 3 clusters Score: Raw -231640156.868611 + Penalty 6991.779498 = -231633165.089113 nChanged 203 SP:Iteration 42Q (50397.110000 sec): 3 clusters Score: Raw -231640194.315948 + Penalty 6991.779498 = -231633202.536449 nChanged 169 SP:Iteration 43Q (50400.830000 sec): 3 clusters Score: Raw -231640223.382315 + Penalty 6991.779498 = -231633231.602816 nChanged 134 SP:Iteration 44Q (50404.550000 sec): 3 clusters Score: Raw -231640244.785550 + Penalty 6991.779498 = -231633253.006052 nChanged 106 SP:Iteration 45Q (50408.270000 sec): 3 clusters Score: Raw -231640259.639932 + Penalty 6991.779498 = -231633267.860434 nChanged 91 SP:Iteration 46Q (50411.990000 sec): 3 clusters Score: Raw -231640273.047884 + Penalty 6991.779498 = -231633281.268386 nChanged 72 SP:Iteration 47Q (50415.710000 sec): 3 clusters Score: Raw -231640283.255416 + Penalty 6991.779498 = -231633291.475917 nChanged 78 SP:Iteration 48Q (50419.430000 sec): 3 clusters Score: Raw -231640294.137326 + Penalty 6991.779498 = -231633302.357827 nChanged 78 SP:Iteration 49Q (50423.140000 sec): 3 clusters Score: Raw -231640306.613234 + Penalty 6991.779498 = -231633314.833735 nChanged 93 SP:Iteration 50Q (50426.860000 sec): 3 clusters Score: Raw -231640322.623933 + Penalty 6991.779498 = -231633330.844434 nChanged 90 SP:Iteration 51Q (50430.570000 sec): 3 clusters Score: Raw -231640338.444221 + Penalty 6991.779498 = -231633346.664722 nChanged 78 SP:Iteration 52Q (50434.290000 sec): 3 clusters Score: Raw -231640352.533215 + Penalty 6991.779498 = -231633360.753717 nChanged 87 SP:Iteration 53Q (50438.010000 sec): 3 clusters Score: Raw -231640366.423630 + Penalty 6991.779498 = -231633374.644131 nChanged 79 SP:Iteration 54Q (50441.720000 sec): 3 clusters Score: Raw -231640380.305367 + Penalty 6991.779498 = -231633388.525868 nChanged 78 SP:Iteration 55Q (50445.430000 sec): 3 clusters Score: Raw -231640393.480820 + Penalty 6991.779498 = -231633401.701321 nChanged 81 SP:Iteration 56Q (50449.140000 sec): 3 clusters Score: Raw -231640406.847407 + Penalty 6991.779498 = -231633415.067908 nChanged 76 SP:Iteration 57Q (50452.860000 sec): 3 clusters Score: Raw -231640418.144684 + Penalty 6991.779498 = -231633426.365186 nChanged 69 SP:Iteration 58Q (50456.570000 sec): 3 clusters Score: Raw -231640429.429379 + Penalty 6991.779498 = -231633437.649880 nChanged 78 SP:Iteration 59Q (50460.280000 sec): 3 clusters Score: Raw -231640444.209059 + Penalty 6991.779498 = -231633452.429561 nChanged 73 SP:Iteration 60F (50465.600000 sec): 3 clusters Score: Raw -231640456.185008 + Penalty 6991.779498 = -231633464.405509 nChanged 85 SP:Iteration 61Q (50469.320000 sec): 3 clusters Score: Raw -231640471.056580 + Penalty 6991.779498 = -231633479.277082 nChanged 73 SP:Iteration 62Q (50473.030000 sec): 3 clusters Score: Raw -231640484.018245 + Penalty 6991.779498 = -231633492.238747 nChanged 82 SP:Iteration 63Q (50476.750000 sec): 3 clusters Score: Raw -231640500.715660 + Penalty 6991.779498 = -231633508.936161 nChanged 84 SP:Iteration 64Q (50480.460000 sec): 3 clusters Score: Raw -231640516.684260 + Penalty 6991.779498 = -231633524.904762 nChanged 98 SP:Iteration 65Q (50484.170000 sec): 3 clusters Score: Raw -231640534.419740 + Penalty 6991.779498 = -231633542.640242 nChanged 102 SP:Iteration 66Q (50487.890000 sec): 3 clusters Score: Raw -231640558.069689 + Penalty 6991.779498 = -231633566.290191 nChanged 124 SP:Iteration 67Q (50491.580000 sec): 3 clusters Score: Raw -231640590.507162 + Penalty 6991.779498 = -231633598.727663 nChanged 133 SP:Iteration 68Q (50495.290000 sec): 3 clusters Score: Raw -231640630.616993 + Penalty 6991.779498 = -231633638.837495 nChanged 135 SP:Iteration 69Q (50499.000000 sec): 3 clusters Score: Raw -231640676.330203 + Penalty 6991.779498 = -231633684.550705 nChanged 165 SP:Iteration 70Q (50502.710000 sec): 3 clusters Score: Raw -231640736.411734 + Penalty 6991.779498 = -231633744.632236 nChanged 184 SP:Iteration 71Q (50506.420000 sec): 3 clusters Score: Raw -231640796.129943 + Penalty 6991.779498 = -231633804.350445 nChanged 173 SP:Iteration 72Q (50510.120000 sec): 3 clusters Score: Raw -231640853.592790 + Penalty 6991.779498 = -231633861.813292 nChanged 178 SP:Iteration 73Q (50513.830000 sec): 3 clusters Score: Raw -231640914.945342 + Penalty 6991.779498 = -231633923.165844 nChanged 203 SP:Iteration 74Q (50517.540000 sec): 3 clusters Score: Raw -231640978.831391 + Penalty 6991.779498 = -231633987.051893 nChanged 199 SP:Iteration 75Q (50521.240000 sec): 3 clusters Score: Raw -231641035.731115 + Penalty 6991.779498 = -231634043.951617 nChanged 179 SP:Iteration 76Q (50524.930000 sec): 3 clusters Score: Raw -231641091.105170 + Penalty 6991.779498 = -231634099.325672 nChanged 187 SP:Iteration 77Q (50528.630000 sec): 3 clusters Score: Raw -231641146.367645 + Penalty 6991.779498 = -231634154.588147 nChanged 184 SP:Iteration 78Q (50532.320000 sec): 3 clusters Score: Raw -231641194.494389 + Penalty 6991.779498 = -231634202.714890 nChanged 164 SP:Iteration 79Q (50536.020000 sec): 3 clusters Score: Raw -231641237.675946 + Penalty 6991.779498 = -231634245.896448 nChanged 164 SP:Iteration 80F (50541.330000 sec): 3 clusters Score: Raw -231641291.168812 + Penalty 6991.779498 = -231634299.389314 nChanged 197 SP:Iteration 81Q (50545.030000 sec): 3 clusters Score: Raw -231641347.317561 + Penalty 6991.779498 = -231634355.538062 nChanged 169 SP:Iteration 82Q (50548.730000 sec): 3 clusters Score: Raw -231641390.308096 + Penalty 6991.779498 = -231634398.528597 nChanged 196 SP:Iteration 83Q (50552.440000 sec): 3 clusters Score: Raw -231641439.938590 + Penalty 6991.779498 = -231634448.159092 nChanged 203 SP:Iteration 84Q (50556.120000 sec): 3 clusters Score: Raw -231641488.448830 + Penalty 6991.779498 = -231634496.669332 nChanged 181 SP:Iteration 85Q (50559.820000 sec): 3 clusters Score: Raw -231641532.125871 + Penalty 6991.779498 = -231634540.346373 nChanged 185 SP:Iteration 86Q (50563.520000 sec): 3 clusters Score: Raw -231641568.014272 + Penalty 6991.779498 = -231634576.234774 nChanged 164 SP:Iteration 87Q (50567.220000 sec): 3 clusters Score: Raw -231641600.795131 + Penalty 6991.779498 = -231634609.015632 nChanged 157 SP:Iteration 88Q (50570.920000 sec): 3 clusters Score: Raw -231641632.323637 + Penalty 6991.779498 = -231634640.544138 nChanged 145 SP:Iteration 89Q (50574.630000 sec): 3 clusters Score: Raw -231641658.477144 + Penalty 6991.779498 = -231634666.697646 nChanged 133 SP:Iteration 90Q (50578.320000 sec): 3 clusters Score: Raw -231641683.578049 + Penalty 6991.779498 = -231634691.798551 nChanged 133 SP:Iteration 91Q (50582.020000 sec): 3 clusters Score: Raw -231641708.753215 + Penalty 6991.779498 = -231634716.973717 nChanged 135 SP:Iteration 92Q (50585.720000 sec): 3 clusters Score: Raw -231641728.486977 + Penalty 6991.779498 = -231634736.707479 nChanged 99 SP:Iteration 93Q (50589.410000 sec): 3 clusters Score: Raw -231641742.298972 + Penalty 6991.779498 = -231634750.519473 nChanged 97 SP:Iteration 94Q (50593.110000 sec): 3 clusters Score: Raw -231641755.876467 + Penalty 6991.779498 = -231634764.096968 nChanged 72 SP:Iteration 95Q (50596.800000 sec): 3 clusters Score: Raw -231641765.747000 + Penalty 6991.779498 = -231634773.967502 nChanged 80 SP:Iteration 96Q (50600.500000 sec): 3 clusters Score: Raw -231641775.290734 + Penalty 6991.779498 = -231634783.511236 nChanged 71 SP:Iteration 97Q (50604.190000 sec): 3 clusters Score: Raw -231641783.440824 + Penalty 6991.779498 = -231634791.661325 nChanged 66 SP:Iteration 98Q (50607.890000 sec): 3 clusters Score: Raw -231641790.491374 + Penalty 6991.779498 = -231634798.711876 nChanged 52 SP:Iteration 99Q (50611.590000 sec): 3 clusters Score: Raw -231641796.210678 + Penalty 6991.779498 = -231634804.431179 nChanged 51 SP:Iteration 100F (50616.890000 sec): 3 clusters Score: Raw -231641801.867014 + Penalty 6991.779498 = -231634810.087516 nChanged 50 SP:Iteration 101Q (50620.590000 sec): 3 clusters Score: Raw -231641807.480639 + Penalty 6991.779498 = -231634815.701141 nChanged 51 SP:Iteration 102Q (50624.300000 sec): 3 clusters Score: Raw -231641811.871706 + Penalty 6991.779498 = -231634820.092208 nChanged 51 SP:Iteration 103Q (50628.010000 sec): 3 clusters Score: Raw -231641816.481529 + Penalty 6991.779498 = -231634824.702030 nChanged 36 SP:Iteration 104Q (50631.720000 sec): 3 clusters Score: Raw -231641819.921710 + Penalty 6991.779498 = -231634828.142211 nChanged 35 SP:Iteration 105Q (50635.430000 sec): 3 clusters Score: Raw -231641823.573873 + Penalty 6991.779498 = -231634831.794374 nChanged 35 SP:Iteration 106Q (50639.140000 sec): 3 clusters Score: Raw -231641827.428725 + Penalty 6991.779498 = -231634835.649226 nChanged 34 SP:Iteration 107Q (50642.840000 sec): 3 clusters Score: Raw -231641830.628313 + Penalty 6991.779498 = -231634838.848814 nChanged 26 SP:Iteration 108Q (50646.550000 sec): 3 clusters Score: Raw -231641833.593398 + Penalty 6991.779498 = -231634841.813899 nChanged 30 SP:Iteration 109Q (50650.270000 sec): 3 clusters Score: Raw -231641836.426797 + Penalty 6991.779498 = -231634844.647298 nChanged 26 SP:Iteration 110Q (50653.970000 sec): 3 clusters Score: Raw -231641839.276376 + Penalty 6991.779498 = -231634847.496878 nChanged 23 SP:Iteration 111Q (50657.680000 sec): 3 clusters Score: Raw -231641841.338381 + Penalty 6991.779498 = -231634849.558883 nChanged 20 SP:Iteration 112Q (50661.390000 sec): 3 clusters Score: Raw -231641842.762352 + Penalty 6991.779498 = -231634850.982854 nChanged 12 SP:Iteration 113Q (50665.100000 sec): 3 clusters Score: Raw -231641843.496810 + Penalty 6991.779498 = -231634851.717311 nChanged 11 SP:Iteration 114Q (50668.810000 sec): 3 clusters Score: Raw -231641844.234986 + Penalty 6991.779498 = -231634852.455487 nChanged 9 SP:Iteration 115Q (50672.520000 sec): 3 clusters Score: Raw -231641844.918502 + Penalty 6991.779498 = -231634853.139004 nChanged 9 SP:Iteration 116Q (50676.230000 sec): 3 clusters Score: Raw -231641845.661299 + Penalty 6991.779498 = -231634853.881801 nChanged 8 SP:Iteration 117Q (50679.940000 sec): 3 clusters Score: Raw -231641846.052095 + Penalty 6991.779498 = -231634854.272597 nChanged 6 SP:Iteration 118Q (50683.640000 sec): 3 clusters Score: Raw -231641846.481480 + Penalty 6991.779498 = -231634854.701981 nChanged 7 SP:Iteration 119Q (50687.350000 sec): 3 clusters Score: Raw -231641846.869733 + Penalty 6991.779498 = -231634855.090235 nChanged 9 SP:Iteration 120F (50692.680000 sec): 3 clusters Score: Raw -231641847.703370 + Penalty 6991.779498 = -231634855.923872 nChanged 13 SP:Iteration 121Q (50696.380000 sec): 3 clusters Score: Raw -231641848.884104 + Penalty 6991.779498 = -231634857.104606 nChanged 19 SP:Iteration 122Q (50700.090000 sec): 3 clusters Score: Raw -231641850.496524 + Penalty 6991.779498 = -231634858.717026 nChanged 19 SP:Iteration 123Q (50703.800000 sec): 3 clusters Score: Raw -231641852.129418 + Penalty 6991.779498 = -231634860.349920 nChanged 21 SP:Iteration 124Q (50707.510000 sec): 3 clusters Score: Raw -231641853.804265 + Penalty 6991.779498 = -231634862.024767 nChanged 18 SP:Iteration 125Q (50711.220000 sec): 3 clusters Score: Raw -231641854.981880 + Penalty 6991.779498 = -231634863.202382 nChanged 8 SP:Iteration 126Q (50714.930000 sec): 3 clusters Score: Raw -231641855.550077 + Penalty 6991.779498 = -231634863.770578 nChanged 5 SP:Iteration 127Q (50718.640000 sec): 3 clusters Score: Raw -231641855.915280 + Penalty 6991.779498 = -231634864.135782 nChanged 4 SP:Iteration 128Q (50722.350000 sec): 3 clusters Score: Raw -231641856.228620 + Penalty 6991.779498 = -231634864.449122 nChanged 5 SP:Iteration 129Q (50726.050000 sec): 3 clusters Score: Raw -231641856.626365 + Penalty 6991.779498 = -231634864.846866 nChanged 3 SP:Iteration 130Q (50729.760000 sec): 3 clusters Score: Raw -231641856.800084 + Penalty 6991.779498 = -231634865.020585 nChanged 3 SP:Iteration 131Q (50733.470000 sec): 3 clusters Score: Raw -231641857.209278 + Penalty 6991.779498 = -231634865.429780 nChanged 9 SP:Iteration 132Q (50737.180000 sec): 3 clusters Score: Raw -231641858.075690 + Penalty 6991.779498 = -231634866.296192 nChanged 9 SP:Iteration 133Q (50740.890000 sec): 3 clusters Score: Raw -231641858.714738 + Penalty 6991.779498 = -231634866.935240 nChanged 9 SP:Iteration 134Q (50744.600000 sec): 3 clusters Score: Raw -231641859.176636 + Penalty 6991.779498 = -231634867.397137 nChanged 4 SP:Iteration 135Q (50748.300000 sec): 3 clusters Score: Raw -231641859.422013 + Penalty 6991.779498 = -231634867.642515 nChanged 2 SP:Iteration 136Q (50752.010000 sec): 3 clusters Score: Raw -231641859.549160 + Penalty 6991.779498 = -231634867.769662 nChanged 6 SP:Iteration 137Q (50755.720000 sec): 3 clusters Score: Raw -231641859.930710 + Penalty 6991.779498 = -231634868.151212 nChanged 5 SP:Iteration 138Q (50759.430000 sec): 3 clusters Score: Raw -231641860.231695 + Penalty 6991.779498 = -231634868.452197 nChanged 5 SP:Iteration 139Q (50763.140000 sec): 3 clusters Score: Raw -231641860.678908 + Penalty 6991.779498 = -231634868.899409 nChanged 6 SP:Iteration 140F (50768.440000 sec): 3 clusters Score: Raw -231641861.151037 + Penalty 6991.779498 = -231634869.371539 nChanged 5 SP:Iteration 141Q (50772.150000 sec): 3 clusters Score: Raw -231641861.399718 + Penalty 6991.779498 = -231634869.620219 nChanged 6 SP:Iteration 142Q (50775.860000 sec): 3 clusters Score: Raw -231641861.828769 + Penalty 6991.779498 = -231634870.049270 nChanged 3 SP:Iteration 143Q (50779.570000 sec): 3 clusters Score: Raw -231641862.021037 + Penalty 6991.779498 = -231634870.241538 nChanged 4 SP:Iteration 144Q (50783.280000 sec): 3 clusters Score: Raw -231641862.279511 + Penalty 6991.779498 = -231634870.500012 nChanged 1 SP:Iteration 145Q (50786.990000 sec): 3 clusters Score: Raw -231641862.323541 + Penalty 6991.779498 = -231634870.544042 nChanged 0 SP:Iteration 146F (50792.330000 sec): 3 clusters Score: Raw -231641862.323541 + Penalty 6991.779498 = -231634870.544042 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50792.760000 sec): 2 clusters Score: Raw -33332.351167 + Penalty 1405.273819 = -31927.077349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50792.760000 sec): 3 clusters Score: Raw -33579.048971 + Penalty 2810.547637 = -30768.501333 nChanged 40 SP:Iteration 1F (50792.760000 sec): 3 clusters Score: Raw -33787.660701 + Penalty 2810.547637 = -30977.113064 nChanged 18 SP:Iteration 2F (50792.760000 sec): 3 clusters Score: Raw -33937.057010 + Penalty 2810.547637 = -31126.509373 nChanged 8 SP:Iteration 3Q (50792.760000 sec): 3 clusters Score: Raw -33985.514342 + Penalty 2810.547637 = -31174.966705 nChanged 4 SP:Iteration 4Q (50792.770000 sec): 3 clusters Score: Raw -34030.474025 + Penalty 2810.547637 = -31219.926388 nChanged 6 SP:Iteration 5Q (50792.770000 sec): 3 clusters Score: Raw -34066.908197 + Penalty 2810.547637 = -31256.360560 nChanged 9 SP:Iteration 6Q (50792.770000 sec): 3 clusters Score: Raw -34129.991795 + Penalty 2810.547637 = -31319.444157 nChanged 3 SP:Iteration 7Q (50792.770000 sec): 3 clusters Score: Raw -34336.830548 + Penalty 2810.547637 = -31526.282910 nChanged 10 SP:Iteration 8Q (50792.770000 sec): 3 clusters Score: Raw -34389.980676 + Penalty 2810.547637 = -31579.433039 nChanged 12 SP:Iteration 9Q (50792.770000 sec): 3 clusters Score: Raw -34458.317595 + Penalty 2810.547637 = -31647.769957 nChanged 5 SP:Iteration 10Q (50792.770000 sec): 3 clusters Score: Raw -34481.875348 + Penalty 2810.547637 = -31671.327711 nChanged 2 SP:Iteration 11Q (50792.780000 sec): 3 clusters Score: Raw -34488.502935 + Penalty 2810.547637 = -31677.955297 nChanged 3 SP:Iteration 12Q (50792.780000 sec): 3 clusters Score: Raw -34493.404590 + Penalty 2810.547637 = -31682.856952 nChanged 2 SP:Iteration 13Q (50792.780000 sec): 3 clusters Score: Raw -34498.581060 + Penalty 2810.547637 = -31688.033423 nChanged 0 SP:Iteration 14F (50792.780000 sec): 3 clusters Score: Raw -34498.581060 + Penalty 2810.547637 = -31688.033423 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50792.800000 sec): 2 clusters Score: Raw -581530.770068 + Penalty 2023.879372 = -579506.890695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50792.810000 sec): 3 clusters Score: Raw -579988.313268 + Penalty 4047.758745 = -575940.554523 nChanged 1318 SP:Iteration 1F (50792.820000 sec): 3 clusters Score: Raw -581059.060085 + Penalty 4047.758745 = -577011.301340 nChanged 324 SP:Iteration 2F (50792.840000 sec): 3 clusters Score: Raw -581447.072030 + Penalty 4047.758745 = -577399.313286 nChanged 254 SP:Iteration 3F (50792.850000 sec): 3 clusters Score: Raw -581714.497095 + Penalty 4047.758745 = -577666.738350 nChanged 212 SP:Iteration 4F (50792.860000 sec): 3 clusters Score: Raw -581931.379219 + Penalty 4047.758745 = -577883.620474 nChanged 172 SP:Iteration 5Q (50792.880000 sec): 3 clusters Score: Raw -582086.190346 + Penalty 4047.758745 = -578038.431601 nChanged 122 SP:Iteration 6Q (50792.890000 sec): 3 clusters Score: Raw -582188.027846 + Penalty 4047.758745 = -578140.269101 nChanged 103 SP:Iteration 7Q (50792.900000 sec): 3 clusters Score: Raw -582255.043150 + Penalty 4047.758745 = -578207.284405 nChanged 86 SP:Iteration 8Q (50792.920000 sec): 3 clusters Score: Raw -582306.150429 + Penalty 4047.758745 = -578258.391684 nChanged 70 SP:Iteration 9Q (50792.930000 sec): 3 clusters Score: Raw -582350.142343 + Penalty 4047.758745 = -578302.383598 nChanged 72 SP:Iteration 10Q (50792.940000 sec): 3 clusters Score: Raw -582390.351425 + Penalty 4047.758745 = -578342.592680 nChanged 52 SP:Iteration 11Q (50792.960000 sec): 3 clusters Score: Raw -582421.989052 + Penalty 4047.758745 = -578374.230307 nChanged 44 SP:Iteration 12Q (50792.970000 sec): 3 clusters Score: Raw -582446.916432 + Penalty 4047.758745 = -578399.157688 nChanged 33 SP:Iteration 13Q (50792.980000 sec): 3 clusters Score: Raw -582461.252721 + Penalty 4047.758745 = -578413.493976 nChanged 21 SP:Iteration 14Q (50792.990000 sec): 3 clusters Score: Raw -582471.369911 + Penalty 4047.758745 = -578423.611167 nChanged 14 SP:Iteration 15Q (50793.000000 sec): 3 clusters Score: Raw -582476.910471 + Penalty 4047.758745 = -578429.151727 nChanged 15 SP:Iteration 16Q (50793.020000 sec): 3 clusters Score: Raw -582486.129901 + Penalty 4047.758745 = -578438.371156 nChanged 22 SP:Iteration 17Q (50793.030000 sec): 3 clusters Score: Raw -582494.732922 + Penalty 4047.758745 = -578446.974178 nChanged 9 SP:Iteration 18Q (50793.040000 sec): 3 clusters Score: Raw -582496.962653 + Penalty 4047.758745 = -578449.203909 nChanged 9 SP:Iteration 19Q (50793.060000 sec): 3 clusters Score: Raw -582499.897965 + Penalty 4047.758745 = -578452.139221 nChanged 9 SP:Iteration 20F (50793.070000 sec): 3 clusters Score: Raw -582502.345168 + Penalty 4047.758745 = -578454.586423 nChanged 5 SP:Iteration 21Q (50793.080000 sec): 3 clusters Score: Raw -582503.928966 + Penalty 4047.758745 = -578456.170221 nChanged 3 SP:Iteration 22Q (50793.100000 sec): 3 clusters Score: Raw -582504.999250 + Penalty 4047.758745 = -578457.240505 nChanged 3 SP:Iteration 23Q (50793.110000 sec): 3 clusters Score: Raw -582506.595970 + Penalty 4047.758745 = -578458.837225 nChanged 4 SP:Iteration 24Q (50793.120000 sec): 3 clusters Score: Raw -582507.950557 + Penalty 4047.758745 = -578460.191812 nChanged 2 SP:Iteration 25Q (50793.140000 sec): 3 clusters Score: Raw -582508.908438 + Penalty 4047.758745 = -578461.149693 nChanged 0 SP:Iteration 26F (50793.150000 sec): 3 clusters Score: Raw -582508.908438 + Penalty 4047.758745 = -578461.149693 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.160000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.160000 sec): 3 clusters Score: Raw -292082.513406 + Penalty 3675.832130 = -288406.681276 nChanged 483 SP:Iteration 1F (50793.170000 sec): 3 clusters Score: Raw -292481.850349 + Penalty 3675.832130 = -288806.018219 nChanged 139 SP:Iteration 2F (50793.180000 sec): 3 clusters Score: Raw -292625.090109 + Penalty 3675.832130 = -288949.257979 nChanged 71 SP:Iteration 3Q (50793.180000 sec): 3 clusters Score: Raw -292701.844484 + Penalty 3675.832130 = -289026.012354 nChanged 54 SP:Iteration 4Q (50793.190000 sec): 3 clusters Score: Raw -292750.867863 + Penalty 3675.832130 = -289075.035733 nChanged 47 SP:Iteration 5Q (50793.200000 sec): 3 clusters Score: Raw -292794.052367 + Penalty 3675.832130 = -289118.220237 nChanged 33 SP:Iteration 6Q (50793.200000 sec): 3 clusters Score: Raw -292828.605473 + Penalty 3675.832130 = -289152.773343 nChanged 30 SP:Iteration 7Q (50793.210000 sec): 3 clusters Score: Raw -292856.295676 + Penalty 3675.832130 = -289180.463546 nChanged 22 SP:Iteration 8Q (50793.220000 sec): 3 clusters Score: Raw -292881.406022 + Penalty 3675.832130 = -289205.573892 nChanged 21 SP:Iteration 9Q (50793.220000 sec): 3 clusters Score: Raw -292900.163413 + Penalty 3675.832130 = -289224.331283 nChanged 16 SP:Iteration 10Q (50793.230000 sec): 3 clusters Score: Raw -292912.343226 + Penalty 3675.832130 = -289236.511096 nChanged 16 SP:Iteration 11Q (50793.240000 sec): 3 clusters Score: Raw -292921.899885 + Penalty 3675.832130 = -289246.067754 nChanged 11 SP:Iteration 12Q (50793.240000 sec): 3 clusters Score: Raw -292927.624393 + Penalty 3675.832130 = -289251.792263 nChanged 6 SP:Iteration 13Q (50793.250000 sec): 3 clusters Score: Raw -292931.628661 + Penalty 3675.832130 = -289255.796530 nChanged 8 SP:Iteration 14Q (50793.260000 sec): 3 clusters Score: Raw -292937.076833 + Penalty 3675.832130 = -289261.244702 nChanged 12 SP:Iteration 15Q (50793.260000 sec): 3 clusters Score: Raw -292947.674600 + Penalty 3675.832130 = -289271.842470 nChanged 8 SP:Iteration 16Q (50793.270000 sec): 3 clusters Score: Raw -292953.550649 + Penalty 3675.832130 = -289277.718519 nChanged 10 SP:Iteration 17Q (50793.280000 sec): 3 clusters Score: Raw -292966.282069 + Penalty 3675.832130 = -289290.449939 nChanged 11 SP:Iteration 18Q (50793.280000 sec): 3 clusters Score: Raw -292976.824991 + Penalty 3675.832130 = -289300.992861 nChanged 6 SP:Iteration 19Q (50793.290000 sec): 3 clusters Score: Raw -292984.475487 + Penalty 3675.832130 = -289308.643357 nChanged 11 SP:Iteration 20F (50793.300000 sec): 3 clusters Score: Raw -292996.207071 + Penalty 3675.832130 = -289320.374941 nChanged 17 SP:Iteration 21Q (50793.300000 sec): 3 clusters Score: Raw -293013.104210 + Penalty 3675.832130 = -289337.272080 nChanged 14 SP:Iteration 22Q (50793.310000 sec): 3 clusters Score: Raw -293026.323746 + Penalty 3675.832130 = -289350.491616 nChanged 14 SP:Iteration 23Q (50793.320000 sec): 3 clusters Score: Raw -293039.621552 + Penalty 3675.832130 = -289363.789422 nChanged 16 SP:Iteration 24Q (50793.320000 sec): 3 clusters Score: Raw -293053.211006 + Penalty 3675.832130 = -289377.378876 nChanged 8 SP:Iteration 25Q (50793.330000 sec): 3 clusters Score: Raw -293058.390044 + Penalty 3675.832130 = -289382.557914 nChanged 7 SP:Iteration 26Q (50793.330000 sec): 3 clusters Score: Raw -293065.452235 + Penalty 3675.832130 = -289389.620105 nChanged 8 SP:Iteration 27Q (50793.340000 sec): 3 clusters Score: Raw -293071.789979 + Penalty 3675.832130 = -289395.957849 nChanged 5 SP:Iteration 28Q (50793.350000 sec): 3 clusters Score: Raw -293075.636885 + Penalty 3675.832130 = -289399.804754 nChanged 2 SP:Iteration 29Q (50793.360000 sec): 3 clusters Score: Raw -293077.514917 + Penalty 3675.832130 = -289401.682787 nChanged 2 SP:Iteration 30Q (50793.360000 sec): 3 clusters Score: Raw -293079.471333 + Penalty 3675.832130 = -289403.639203 nChanged 3 SP:Iteration 31Q (50793.370000 sec): 3 clusters Score: Raw -293083.750883 + Penalty 3675.832130 = -289407.918752 nChanged 4 SP:Iteration 32Q (50793.370000 sec): 3 clusters Score: Raw -293087.904789 + Penalty 3675.832130 = -289412.072659 nChanged 5 SP:Iteration 33Q (50793.380000 sec): 3 clusters Score: Raw -293091.223991 + Penalty 3675.832130 = -289415.391861 nChanged 4 SP:Iteration 34Q (50793.390000 sec): 3 clusters Score: Raw -293095.946222 + Penalty 3675.832130 = -289420.114092 nChanged 3 SP:Iteration 35Q (50793.390000 sec): 3 clusters Score: Raw -293099.606526 + Penalty 3675.832130 = -289423.774395 nChanged 4 SP:Iteration 36Q (50793.400000 sec): 3 clusters Score: Raw -293101.777804 + Penalty 3675.832130 = -289425.945674 nChanged 2 SP:Iteration 37Q (50793.400000 sec): 3 clusters Score: Raw -293103.014319 + Penalty 3675.832130 = -289427.182189 nChanged 0 SP:Iteration 38F (50793.410000 sec): 3 clusters Score: Raw -293103.014319 + Penalty 3675.832130 = -289427.182189 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.420000 sec): 2 clusters Score: Raw -46573.021713 + Penalty 1454.180532 = -45118.841181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.420000 sec): 3 clusters Score: Raw -46801.024643 + Penalty 2908.361063 = -43892.663580 nChanged 70 SP:Iteration 1F (50793.420000 sec): 3 clusters Score: Raw -47017.944904 + Penalty 2908.361063 = -44109.583841 nChanged 23 SP:Iteration 2F (50793.420000 sec): 3 clusters Score: Raw -47127.169026 + Penalty 2908.361063 = -44218.807962 nChanged 16 SP:Iteration 3Q (50793.420000 sec): 3 clusters Score: Raw -47241.972857 + Penalty 2908.361063 = -44333.611794 nChanged 16 SP:Iteration 4Q (50793.420000 sec): 3 clusters Score: Raw -47330.758489 + Penalty 2908.361063 = -44422.397426 nChanged 14 SP:Iteration 5Q (50793.430000 sec): 3 clusters Score: Raw -47437.649184 + Penalty 2908.361063 = -44529.288121 nChanged 12 SP:Iteration 6Q (50793.430000 sec): 3 clusters Score: Raw -47572.381473 + Penalty 2908.361063 = -44664.020410 nChanged 4 SP:Iteration 7Q (50793.430000 sec): 3 clusters Score: Raw -47614.965014 + Penalty 2908.361063 = -44706.603951 nChanged 3 SP:Iteration 8Q (50793.430000 sec): 3 clusters Score: Raw -47656.287134 + Penalty 2908.361063 = -44747.926071 nChanged 1 SP:Iteration 9Q (50793.430000 sec): 3 clusters Score: Raw -47663.410288 + Penalty 2908.361063 = -44755.049225 nChanged 0 SP:Iteration 10F (50793.430000 sec): 3 clusters Score: Raw -47664.152806 + Penalty 2908.361063 = -44755.791743 nChanged 1 SP:Iteration 11Q (50793.440000 sec): 3 clusters Score: Raw -47675.189086 + Penalty 2908.361063 = -44766.828023 nChanged 0 SP:Iteration 12F (50793.440000 sec): 3 clusters Score: Raw -47675.189086 + Penalty 2908.361063 = -44766.828023 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.440000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.440000 sec): 3 clusters Score: Raw -30356.747592 + Penalty 2652.165335 = -27704.582256 nChanged 18 SP:Iteration 1F (50793.440000 sec): 3 clusters Score: Raw -30461.972238 + Penalty 2652.165335 = -27809.806902 nChanged 1 SP:Iteration 2Q (50793.440000 sec): 3 clusters Score: Raw -30469.637970 + Penalty 2652.165335 = -27817.472634 nChanged 2 SP:Iteration 3Q (50793.440000 sec): 3 clusters Score: Raw -30487.740465 + Penalty 2652.165335 = -27835.575129 nChanged 1 SP:Iteration 4Q (50793.440000 sec): 3 clusters Score: Raw -30496.214148 + Penalty 2652.165335 = -27844.048813 nChanged 1 SP:Iteration 5Q (50793.450000 sec): 3 clusters Score: Raw -30500.820181 + Penalty 2652.165335 = -27848.654846 nChanged 0 SP:Iteration 6F (50793.450000 sec): 3 clusters Score: Raw -30500.820181 + Penalty 2652.165335 = -27848.654846 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.450000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.460000 sec): 3 clusters Score: Raw -40401.690788 + Penalty 2758.098089 = -37643.592699 nChanged 21 SP:Iteration 1F (50793.460000 sec): 3 clusters Score: Raw -40481.821797 + Penalty 2758.098089 = -37723.723708 nChanged 4 SP:Iteration 2Q (50793.460000 sec): 3 clusters Score: Raw -40498.551710 + Penalty 2758.098089 = -37740.453621 nChanged 3 SP:Iteration 3Q (50793.460000 sec): 3 clusters Score: Raw -40504.219951 + Penalty 2758.098089 = -37746.121862 nChanged 0 SP:Iteration 4F (50793.460000 sec): 3 clusters Score: Raw -40504.219951 + Penalty 2758.098089 = -37746.121862 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.470000 sec): 2 clusters Score: Raw -110250.591423 + Penalty 1618.933564 = -108631.657860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.470000 sec): 3 clusters Score: Raw -110204.542865 + Penalty 3237.867127 = -106966.675738 nChanged 144 SP:Iteration 1F (50793.470000 sec): 3 clusters Score: Raw -110446.756016 + Penalty 3237.867127 = -107208.888889 nChanged 45 SP:Iteration 2F (50793.480000 sec): 3 clusters Score: Raw -110541.408035 + Penalty 3237.867127 = -107303.540908 nChanged 23 SP:Iteration 3Q (50793.480000 sec): 3 clusters Score: Raw -110589.321903 + Penalty 3237.867127 = -107351.454776 nChanged 18 SP:Iteration 4Q (50793.480000 sec): 3 clusters Score: Raw -110639.092070 + Penalty 3237.867127 = -107401.224943 nChanged 14 SP:Iteration 5Q (50793.480000 sec): 3 clusters Score: Raw -110691.301733 + Penalty 3237.867127 = -107453.434606 nChanged 18 SP:Iteration 6Q (50793.480000 sec): 3 clusters Score: Raw -110761.439195 + Penalty 3237.867127 = -107523.572068 nChanged 10 SP:Iteration 7Q (50793.490000 sec): 3 clusters Score: Raw -110818.866408 + Penalty 3237.867127 = -107580.999281 nChanged 7 SP:Iteration 8Q (50793.490000 sec): 3 clusters Score: Raw -110839.156091 + Penalty 3237.867127 = -107601.288964 nChanged 10 SP:Iteration 9Q (50793.490000 sec): 3 clusters Score: Raw -110867.524407 + Penalty 3237.867127 = -107629.657280 nChanged 11 SP:Iteration 10Q (50793.500000 sec): 3 clusters Score: Raw -110887.413672 + Penalty 3237.867127 = -107649.546545 nChanged 8 SP:Iteration 11Q (50793.500000 sec): 3 clusters Score: Raw -110909.947506 + Penalty 3237.867127 = -107672.080379 nChanged 3 SP:Iteration 12Q (50793.500000 sec): 3 clusters Score: Raw -110913.791991 + Penalty 3237.867127 = -107675.924864 nChanged 2 SP:Iteration 13Q (50793.500000 sec): 3 clusters Score: Raw -110919.910544 + Penalty 3237.867127 = -107682.043417 nChanged 3 SP:Iteration 14Q (50793.500000 sec): 3 clusters Score: Raw -110922.099166 + Penalty 3237.867127 = -107684.232039 nChanged 0 SP:Iteration 15F (50793.510000 sec): 3 clusters Score: Raw -110922.099166 + Penalty 3237.867127 = -107684.232039 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.510000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.520000 sec): 3 clusters Score: Raw -36867.813671 + Penalty 2748.466718 = -34119.346952 nChanged 37 SP:Iteration 1F (50793.520000 sec): 3 clusters Score: Raw -37097.496932 + Penalty 2748.466718 = -34349.030213 nChanged 14 SP:Iteration 2F (50793.520000 sec): 3 clusters Score: Raw -37217.567822 + Penalty 2748.466718 = -34469.101103 nChanged 7 SP:Iteration 3Q (50793.520000 sec): 3 clusters Score: Raw -37305.398994 + Penalty 2748.466718 = -34556.932275 nChanged 11 SP:Iteration 4Q (50793.520000 sec): 3 clusters Score: Raw -37368.932445 + Penalty 2748.466718 = -34620.465726 nChanged 4 SP:Iteration 5Q (50793.520000 sec): 3 clusters Score: Raw -37385.185687 + Penalty 2748.466718 = -34636.718969 nChanged 6 SP:Iteration 6Q (50793.520000 sec): 3 clusters Score: Raw -37425.960908 + Penalty 2748.466718 = -34677.494189 nChanged 4 SP:Iteration 7Q (50793.520000 sec): 3 clusters Score: Raw -37454.015769 + Penalty 2748.466718 = -34705.549051 nChanged 2 SP:Iteration 8Q (50793.520000 sec): 3 clusters Score: Raw -37473.351662 + Penalty 2748.466718 = -34724.884944 nChanged 1 SP:Iteration 9Q (50793.520000 sec): 3 clusters Score: Raw -37483.212431 + Penalty 2748.466718 = -34734.745713 nChanged 0 SP:Iteration 10F (50793.520000 sec): 3 clusters Score: Raw -37483.212431 + Penalty 2748.466718 = -34734.745713 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.530000 sec): 2 clusters Score: Raw -24442.778146 + Penalty 1266.274478 = -23176.503668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.530000 sec): 3 clusters Score: Raw -24923.060307 + Penalty 2532.548955 = -22390.511352 nChanged 26 SP:Iteration 1F (50793.530000 sec): 3 clusters Score: Raw -25095.433186 + Penalty 2532.548955 = -22562.884231 nChanged 11 SP:Iteration 2F (50793.530000 sec): 3 clusters Score: Raw -25167.234041 + Penalty 2532.548955 = -22634.685086 nChanged 7 SP:Iteration 3Q (50793.530000 sec): 3 clusters Score: Raw -25298.080362 + Penalty 2532.548955 = -22765.531407 nChanged 2 SP:Iteration 4Q (50793.530000 sec): 3 clusters Score: Raw -25322.537602 + Penalty 2532.548955 = -22789.988647 nChanged 2 SP:Iteration 5Q (50793.530000 sec): 3 clusters Score: Raw -25356.570475 + Penalty 2532.548955 = -22824.021520 nChanged 1 SP:Iteration 6Q (50793.540000 sec): 3 clusters Score: Raw -25368.471036 + Penalty 2532.548955 = -22835.922081 nChanged 0 SP:Iteration 7F (50793.540000 sec): 3 clusters Score: Raw -25368.471036 + Penalty 2532.548955 = -22835.922081 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.540000 sec): 2 clusters Score: Raw -62022.222620 + Penalty 1491.401359 = -60530.821261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.540000 sec): 3 clusters Score: Raw -62217.980708 + Penalty 2982.802717 = -59235.177991 nChanged 69 SP:Iteration 1F (50793.540000 sec): 3 clusters Score: Raw -62384.302240 + Penalty 2982.802717 = -59401.499523 nChanged 23 SP:Iteration 2F (50793.550000 sec): 3 clusters Score: Raw -62474.019947 + Penalty 2982.802717 = -59491.217229 nChanged 12 SP:Iteration 3Q (50793.550000 sec): 3 clusters Score: Raw -62519.217407 + Penalty 2982.802717 = -59536.414689 nChanged 8 SP:Iteration 4Q (50793.550000 sec): 3 clusters Score: Raw -62566.230723 + Penalty 2982.802717 = -59583.428006 nChanged 9 SP:Iteration 5Q (50793.550000 sec): 3 clusters Score: Raw -62589.015515 + Penalty 2982.802717 = -59606.212798 nChanged 5 SP:Iteration 6Q (50793.550000 sec): 3 clusters Score: Raw -62601.809649 + Penalty 2982.802717 = -59619.006932 nChanged 8 SP:Iteration 7Q (50793.560000 sec): 3 clusters Score: Raw -62632.753778 + Penalty 2982.802717 = -59649.951060 nChanged 2 SP:Iteration 8Q (50793.560000 sec): 3 clusters Score: Raw -62640.626078 + Penalty 2982.802717 = -59657.823360 nChanged 1 SP:Iteration 9Q (50793.560000 sec): 3 clusters Score: Raw -62652.905568 + Penalty 2982.802717 = -59670.102851 nChanged 1 SP:Iteration 10Q (50793.560000 sec): 3 clusters Score: Raw -62670.940153 + Penalty 2982.802717 = -59688.137436 nChanged 5 SP:Iteration 11Q (50793.560000 sec): 3 clusters Score: Raw -62687.795222 + Penalty 2982.802717 = -59704.992505 nChanged 2 SP:Iteration 12Q (50793.560000 sec): 3 clusters Score: Raw -62697.862318 + Penalty 2982.802717 = -59715.059600 nChanged 1 SP:Iteration 13Q (50793.560000 sec): 3 clusters Score: Raw -62698.979960 + Penalty 2982.802717 = -59716.177242 nChanged 1 SP:Iteration 14Q (50793.560000 sec): 3 clusters Score: Raw -62701.869119 + Penalty 2982.802717 = -59719.066402 nChanged 0 SP:Iteration 15F (50793.570000 sec): 3 clusters Score: Raw -62701.869119 + Penalty 2982.802717 = -59719.066402 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.570000 sec): 2 clusters Score: Raw -57522.445581 + Penalty 1463.853067 = -56058.592514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.570000 sec): 3 clusters Score: Raw -57663.173540 + Penalty 2927.706133 = -54735.467407 nChanged 56 SP:Iteration 1F (50793.580000 sec): 3 clusters Score: Raw -57823.633354 + Penalty 2927.706133 = -54895.927220 nChanged 23 SP:Iteration 2F (50793.580000 sec): 3 clusters Score: Raw -57911.332751 + Penalty 2927.706133 = -54983.626618 nChanged 13 SP:Iteration 3Q (50793.580000 sec): 3 clusters Score: Raw -57957.182895 + Penalty 2927.706133 = -55029.476762 nChanged 8 SP:Iteration 4Q (50793.580000 sec): 3 clusters Score: Raw -57995.482583 + Penalty 2927.706133 = -55067.776449 nChanged 6 SP:Iteration 5Q (50793.580000 sec): 3 clusters Score: Raw -58014.602931 + Penalty 2927.706133 = -55086.896798 nChanged 6 SP:Iteration 6Q (50793.580000 sec): 3 clusters Score: Raw -58030.034142 + Penalty 2927.706133 = -55102.328009 nChanged 4 SP:Iteration 7Q (50793.580000 sec): 3 clusters Score: Raw -58043.346823 + Penalty 2927.706133 = -55115.640690 nChanged 3 SP:Iteration 8Q (50793.580000 sec): 3 clusters Score: Raw -58052.045924 + Penalty 2927.706133 = -55124.339791 nChanged 3 SP:Iteration 9Q (50793.590000 sec): 3 clusters Score: Raw -58066.129811 + Penalty 2927.706133 = -55138.423677 nChanged 2 SP:Iteration 10Q (50793.590000 sec): 3 clusters Score: Raw -58070.473525 + Penalty 2927.706133 = -55142.767392 nChanged 1 SP:Iteration 11Q (50793.590000 sec): 3 clusters Score: Raw -58072.430229 + Penalty 2927.706133 = -55144.724096 nChanged 0 SP:Iteration 12F (50793.590000 sec): 3 clusters Score: Raw -58072.430229 + Penalty 2927.706133 = -55144.724096 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.600000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.600000 sec): 3 clusters Score: Raw -20548.604529 + Penalty 2732.656615 = -17815.947914 nChanged 42 SP:Iteration 1F (50793.600000 sec): 3 clusters Score: Raw -20709.580377 + Penalty 2732.656615 = -17976.923762 nChanged 9 SP:Iteration 2Q (50793.600000 sec): 3 clusters Score: Raw -20760.487012 + Penalty 2732.656615 = -18027.830397 nChanged 9 SP:Iteration 3Q (50793.600000 sec): 3 clusters Score: Raw -20828.235567 + Penalty 2732.656615 = -18095.578952 nChanged 8 SP:Iteration 4Q (50793.600000 sec): 3 clusters Score: Raw -20909.088226 + Penalty 2732.656615 = -18176.431611 nChanged 6 SP:Iteration 5Q (50793.600000 sec): 3 clusters Score: Raw -20943.328403 + Penalty 2732.656615 = -18210.671788 nChanged 6 SP:Iteration 6Q (50793.600000 sec): 3 clusters Score: Raw -21000.285870 + Penalty 2732.656615 = -18267.629255 nChanged 3 SP:Iteration 7Q (50793.600000 sec): 3 clusters Score: Raw -21008.211832 + Penalty 2732.656615 = -18275.555217 nChanged 2 SP:Iteration 8Q (50793.600000 sec): 3 clusters Score: Raw -21022.003583 + Penalty 2732.656615 = -18289.346968 nChanged 2 SP:Iteration 9Q (50793.600000 sec): 3 clusters Score: Raw -21026.847887 + Penalty 2732.656615 = -18294.191272 nChanged 2 SP:Iteration 10Q (50793.610000 sec): 3 clusters Score: Raw -21056.474145 + Penalty 2732.656615 = -18323.817530 nChanged 3 SP:Iteration 11Q (50793.610000 sec): 3 clusters Score: Raw -21070.414054 + Penalty 2732.656615 = -18337.757439 nChanged 2 SP:Iteration 12Q (50793.610000 sec): 3 clusters Score: Raw -21079.631748 + Penalty 2732.656615 = -18346.975134 nChanged 0 SP:Iteration 13F (50793.610000 sec): 3 clusters Score: Raw -21086.902187 + Penalty 2732.656615 = -18354.245572 nChanged 1 SP:Iteration 14Q (50793.610000 sec): 3 clusters Score: Raw -21126.450013 + Penalty 2732.656615 = -18393.793398 nChanged 2 SP:Iteration 15Q (50793.610000 sec): 3 clusters Score: Raw -21150.849426 + Penalty 2732.656615 = -18418.192811 nChanged 4 SP:Iteration 16Q (50793.610000 sec): 3 clusters Score: Raw -21264.351598 + Penalty 2732.656615 = -18531.694983 nChanged 1 SP:Iteration 17Q (50793.610000 sec): 3 clusters Score: Raw -21265.935979 + Penalty 2732.656615 = -18533.279364 nChanged 2 SP:Iteration 18Q (50793.610000 sec): 3 clusters Score: Raw -21304.110036 + Penalty 2732.656615 = -18571.453421 nChanged 1 SP:Iteration 19Q (50793.620000 sec): 3 clusters Score: Raw -21313.402415 + Penalty 2732.656615 = -18580.745800 nChanged 1 SP:Iteration 20F (50793.620000 sec): 3 clusters Score: Raw -21352.442603 + Penalty 2732.656615 = -18619.785988 nChanged 3 SP:Iteration 21Q (50793.620000 sec): 3 clusters Score: Raw -21370.777190 + Penalty 2732.656615 = -18638.120575 nChanged 1 SP:Iteration 22Q (50793.620000 sec): 3 clusters Score: Raw -21374.352969 + Penalty 2732.656615 = -18641.696354 nChanged 0 SP:Iteration 23F (50793.620000 sec): 3 clusters Score: Raw -21374.352969 + Penalty 2732.656615 = -18641.696354 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.620000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.620000 sec): 3 clusters Score: Raw -14061.890386 + Penalty 2461.570937 = -11600.319450 nChanged 9 SP:Iteration 1F (50793.620000 sec): 3 clusters Score: Raw -14105.829745 + Penalty 2461.570937 = -11644.258809 nChanged 1 SP:Iteration 2Q (50793.620000 sec): 3 clusters Score: Raw -14110.293786 + Penalty 2461.570937 = -11648.722849 nChanged 1 SP:Iteration 3Q (50793.630000 sec): 3 clusters Score: Raw -14111.766232 + Penalty 2461.570937 = -11650.195295 nChanged 0 SP:Iteration 4F (50793.630000 sec): 3 clusters Score: Raw -14111.766232 + Penalty 2461.570937 = -11650.195295 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.630000 sec): 2 clusters Score: Raw -77426.313443 + Penalty 1563.049506 = -75863.263937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.640000 sec): 3 clusters Score: Raw -77473.684877 + Penalty 3126.099012 = -74347.585865 nChanged 124 SP:Iteration 1F (50793.640000 sec): 3 clusters Score: Raw -77713.666436 + Penalty 3126.099012 = -74587.567424 nChanged 33 SP:Iteration 2F (50793.640000 sec): 3 clusters Score: Raw -77794.781687 + Penalty 3126.099012 = -74668.682675 nChanged 16 SP:Iteration 3Q (50793.640000 sec): 3 clusters Score: Raw -77823.716022 + Penalty 3126.099012 = -74697.617010 nChanged 4 SP:Iteration 4Q (50793.640000 sec): 3 clusters Score: Raw -77828.366389 + Penalty 3126.099012 = -74702.267377 nChanged 3 SP:Iteration 5Q (50793.650000 sec): 3 clusters Score: Raw -77833.991356 + Penalty 3126.099012 = -74707.892344 nChanged 2 SP:Iteration 6Q (50793.650000 sec): 3 clusters Score: Raw -77838.937892 + Penalty 3126.099012 = -74712.838880 nChanged 3 SP:Iteration 7Q (50793.650000 sec): 3 clusters Score: Raw -77846.801221 + Penalty 3126.099012 = -74720.702209 nChanged 1 SP:Iteration 8Q (50793.650000 sec): 3 clusters Score: Raw -77847.081965 + Penalty 3126.099012 = -74720.982953 nChanged 0 SP:Iteration 9F (50793.660000 sec): 3 clusters Score: Raw -77847.081965 + Penalty 3126.099012 = -74720.982953 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.660000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.660000 sec): 3 clusters Score: Raw -37263.940295 + Penalty 2716.325922 = -34547.614373 nChanged 17 SP:Iteration 1F (50793.660000 sec): 3 clusters Score: Raw -37352.019215 + Penalty 2716.325922 = -34635.693293 nChanged 6 SP:Iteration 2Q (50793.660000 sec): 3 clusters Score: Raw -37390.397064 + Penalty 2716.325922 = -34674.071142 nChanged 6 SP:Iteration 3Q (50793.660000 sec): 3 clusters Score: Raw -37434.565080 + Penalty 2716.325922 = -34718.239158 nChanged 5 SP:Iteration 4Q (50793.660000 sec): 3 clusters Score: Raw -37447.415836 + Penalty 2716.325922 = -34731.089914 nChanged 0 SP:Iteration 5F (50793.670000 sec): 3 clusters Score: Raw -37447.415836 + Penalty 2716.325922 = -34731.089914 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.680000 sec): 2 clusters Score: Raw -83511.796055 + Penalty 1670.178732 = -81841.617324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.680000 sec): 3 clusters Score: Raw -83730.129687 + Penalty 3340.357463 = -80389.772224 nChanged 298 SP:Iteration 1F (50793.680000 sec): 3 clusters Score: Raw -84945.737931 + Penalty 3340.357463 = -81605.380468 nChanged 96 SP:Iteration 2F (50793.680000 sec): 3 clusters Score: Raw -85584.177543 + Penalty 3340.357463 = -82243.820079 nChanged 39 SP:Iteration 3Q (50793.690000 sec): 3 clusters Score: Raw -85978.726898 + Penalty 3340.357463 = -82638.369434 nChanged 39 SP:Iteration 4Q (50793.690000 sec): 3 clusters Score: Raw -86184.976950 + Penalty 3340.357463 = -82844.619486 nChanged 24 SP:Iteration 5Q (50793.690000 sec): 3 clusters Score: Raw -86276.616451 + Penalty 3340.357463 = -82936.258988 nChanged 15 SP:Iteration 6Q (50793.700000 sec): 3 clusters Score: Raw -86338.158892 + Penalty 3340.357463 = -82997.801428 nChanged 11 SP:Iteration 7Q (50793.700000 sec): 3 clusters Score: Raw -86399.707953 + Penalty 3340.357463 = -83059.350489 nChanged 8 SP:Iteration 8Q (50793.700000 sec): 3 clusters Score: Raw -86448.934219 + Penalty 3340.357463 = -83108.576755 nChanged 7 SP:Iteration 9Q (50793.700000 sec): 3 clusters Score: Raw -86497.726466 + Penalty 3340.357463 = -83157.369003 nChanged 8 SP:Iteration 10Q (50793.700000 sec): 3 clusters Score: Raw -86539.747852 + Penalty 3340.357463 = -83199.390389 nChanged 5 SP:Iteration 11Q (50793.710000 sec): 3 clusters Score: Raw -86580.179232 + Penalty 3340.357463 = -83239.821768 nChanged 5 SP:Iteration 12Q (50793.710000 sec): 3 clusters Score: Raw -86631.787515 + Penalty 3340.357463 = -83291.430051 nChanged 4 SP:Iteration 13Q (50793.710000 sec): 3 clusters Score: Raw -86665.767656 + Penalty 3340.357463 = -83325.410193 nChanged 4 SP:Iteration 14Q (50793.720000 sec): 3 clusters Score: Raw -86690.575110 + Penalty 3340.357463 = -83350.217647 nChanged 3 SP:Iteration 15Q (50793.720000 sec): 3 clusters Score: Raw -86704.959694 + Penalty 3340.357463 = -83364.602231 nChanged 0 SP:Iteration 16F (50793.720000 sec): 3 clusters Score: Raw -86708.853678 + Penalty 3340.357463 = -83368.496215 nChanged 1 SP:Iteration 17Q (50793.720000 sec): 3 clusters Score: Raw -86711.661358 + Penalty 3340.357463 = -83371.303895 nChanged 0 SP:Iteration 18F (50793.730000 sec): 3 clusters Score: Raw -86711.661358 + Penalty 3340.357463 = -83371.303895 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.740000 sec): 2 clusters Score: Raw -28460.939960 + Penalty 1378.093359 = -27082.846601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.740000 sec): 3 clusters Score: Raw -28694.616900 + Penalty 2756.186719 = -25938.430181 nChanged 45 SP:Iteration 1F (50793.740000 sec): 3 clusters Score: Raw -28870.968062 + Penalty 2756.186719 = -26114.781344 nChanged 16 SP:Iteration 2F (50793.740000 sec): 3 clusters Score: Raw -28945.046819 + Penalty 2756.186719 = -26188.860100 nChanged 13 SP:Iteration 3F (50793.740000 sec): 3 clusters Score: Raw -29015.035213 + Penalty 2756.186719 = -26258.848494 nChanged 13 SP:Iteration 4F (50793.750000 sec): 3 clusters Score: Raw -29099.723793 + Penalty 2756.186719 = -26343.537074 nChanged 4 SP:Iteration 5Q (50793.750000 sec): 3 clusters Score: Raw -29127.561270 + Penalty 2756.186719 = -26371.374552 nChanged 4 SP:Iteration 6Q (50793.750000 sec): 3 clusters Score: Raw -29141.026716 + Penalty 2756.186719 = -26384.839998 nChanged 0 SP:Iteration 7F (50793.750000 sec): 3 clusters Score: Raw -29141.026716 + Penalty 2756.186719 = -26384.839998 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.760000 sec): 2 clusters Score: Raw -66521.512258 + Penalty 1534.179739 = -64987.332519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.760000 sec): 3 clusters Score: Raw -66631.455798 + Penalty 3068.359477 = -63563.096320 nChanged 80 SP:Iteration 1F (50793.760000 sec): 3 clusters Score: Raw -66881.884065 + Penalty 3068.359477 = -63813.524587 nChanged 24 SP:Iteration 2Q (50793.760000 sec): 3 clusters Score: Raw -66971.553537 + Penalty 3068.359477 = -63903.194059 nChanged 19 SP:Iteration 3Q (50793.760000 sec): 3 clusters Score: Raw -67055.213608 + Penalty 3068.359477 = -63986.854131 nChanged 17 SP:Iteration 4Q (50793.760000 sec): 3 clusters Score: Raw -67109.072221 + Penalty 3068.359477 = -64040.712743 nChanged 15 SP:Iteration 5Q (50793.770000 sec): 3 clusters Score: Raw -67208.548147 + Penalty 3068.359477 = -64140.188669 nChanged 22 SP:Iteration 6Q (50793.770000 sec): 3 clusters Score: Raw -67356.926349 + Penalty 3068.359477 = -64288.566872 nChanged 21 SP:Iteration 7Q (50793.770000 sec): 3 clusters Score: Raw -67466.077685 + Penalty 3068.359477 = -64397.718208 nChanged 18 SP:Iteration 8Q (50793.770000 sec): 3 clusters Score: Raw -67552.022251 + Penalty 3068.359477 = -64483.662774 nChanged 11 SP:Iteration 9Q (50793.770000 sec): 3 clusters Score: Raw -67613.976026 + Penalty 3068.359477 = -64545.616549 nChanged 13 SP:Iteration 10Q (50793.780000 sec): 3 clusters Score: Raw -67683.159808 + Penalty 3068.359477 = -64614.800331 nChanged 8 SP:Iteration 11Q (50793.780000 sec): 3 clusters Score: Raw -67711.213551 + Penalty 3068.359477 = -64642.854073 nChanged 4 SP:Iteration 12Q (50793.780000 sec): 3 clusters Score: Raw -67726.165215 + Penalty 3068.359477 = -64657.805737 nChanged 4 SP:Iteration 13Q (50793.780000 sec): 3 clusters Score: Raw -67736.266549 + Penalty 3068.359477 = -64667.907072 nChanged 4 SP:Iteration 14Q (50793.780000 sec): 3 clusters Score: Raw -67750.533420 + Penalty 3068.359477 = -64682.173943 nChanged 2 SP:Iteration 15Q (50793.780000 sec): 3 clusters Score: Raw -67755.886570 + Penalty 3068.359477 = -64687.527092 nChanged 2 SP:Iteration 16Q (50793.780000 sec): 3 clusters Score: Raw -67758.626279 + Penalty 3068.359477 = -64690.266802 nChanged 0 SP:Iteration 17F (50793.790000 sec): 3 clusters Score: Raw -67758.784403 + Penalty 3068.359477 = -64690.424926 nChanged 1 SP:Iteration 18Q (50793.790000 sec): 3 clusters Score: Raw -67764.118994 + Penalty 3068.359477 = -64695.759516 nChanged 1 SP:Iteration 19Q (50793.790000 sec): 3 clusters Score: Raw -67782.204814 + Penalty 3068.359477 = -64713.845336 nChanged 1 SP:Iteration 20F (50793.790000 sec): 3 clusters Score: Raw -67786.386314 + Penalty 3068.359477 = -64718.026837 nChanged 2 SP:Iteration 21Q (50793.790000 sec): 3 clusters Score: Raw -67791.924789 + Penalty 3068.359477 = -64723.565312 nChanged 0 SP:Iteration 22F (50793.800000 sec): 3 clusters Score: Raw -67791.924789 + Penalty 3068.359477 = -64723.565312 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.800000 sec): 2 clusters Score: Raw -137234.907386 + Penalty 1691.904953 = -135543.002433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.810000 sec): 3 clusters Score: Raw -137196.251893 + Penalty 3383.809906 = -133812.441987 nChanged 260 SP:Iteration 1F (50793.810000 sec): 3 clusters Score: Raw -137715.679853 + Penalty 3383.809906 = -134331.869948 nChanged 89 SP:Iteration 2F (50793.820000 sec): 3 clusters Score: Raw -137925.813919 + Penalty 3383.809906 = -134542.004013 nChanged 60 SP:Iteration 3F (50793.820000 sec): 3 clusters Score: Raw -138061.179328 + Penalty 3383.809906 = -134677.369422 nChanged 23 SP:Iteration 4Q (50793.820000 sec): 3 clusters Score: Raw -138106.671227 + Penalty 3383.809906 = -134722.861321 nChanged 22 SP:Iteration 5Q (50793.820000 sec): 3 clusters Score: Raw -138167.726963 + Penalty 3383.809906 = -134783.917058 nChanged 20 SP:Iteration 6Q (50793.830000 sec): 3 clusters Score: Raw -138198.271520 + Penalty 3383.809906 = -134814.461614 nChanged 10 SP:Iteration 7Q (50793.830000 sec): 3 clusters Score: Raw -138228.015637 + Penalty 3383.809906 = -134844.205732 nChanged 12 SP:Iteration 8Q (50793.840000 sec): 3 clusters Score: Raw -138250.752834 + Penalty 3383.809906 = -134866.942928 nChanged 6 SP:Iteration 9Q (50793.840000 sec): 3 clusters Score: Raw -138271.796310 + Penalty 3383.809906 = -134887.986405 nChanged 9 SP:Iteration 10Q (50793.840000 sec): 3 clusters Score: Raw -138284.757146 + Penalty 3383.809906 = -134900.947240 nChanged 7 SP:Iteration 11Q (50793.840000 sec): 3 clusters Score: Raw -138304.336247 + Penalty 3383.809906 = -134920.526341 nChanged 3 SP:Iteration 12Q (50793.850000 sec): 3 clusters Score: Raw -138313.726958 + Penalty 3383.809906 = -134929.917053 nChanged 3 SP:Iteration 13Q (50793.850000 sec): 3 clusters Score: Raw -138322.850209 + Penalty 3383.809906 = -134939.040303 nChanged 2 SP:Iteration 14Q (50793.850000 sec): 3 clusters Score: Raw -138333.806850 + Penalty 3383.809906 = -134949.996945 nChanged 3 SP:Iteration 15Q (50793.860000 sec): 3 clusters Score: Raw -138337.204459 + Penalty 3383.809906 = -134953.394553 nChanged 2 SP:Iteration 16Q (50793.860000 sec): 3 clusters Score: Raw -138339.458163 + Penalty 3383.809906 = -134955.648257 nChanged 3 SP:Iteration 17Q (50793.860000 sec): 3 clusters Score: Raw -138346.163759 + Penalty 3383.809906 = -134962.353854 nChanged 1 SP:Iteration 18Q (50793.860000 sec): 3 clusters Score: Raw -138347.634303 + Penalty 3383.809906 = -134963.824398 nChanged 2 SP:Iteration 19Q (50793.870000 sec): 3 clusters Score: Raw -138352.236302 + Penalty 3383.809906 = -134968.426396 nChanged 1 SP:Iteration 20F (50793.870000 sec): 3 clusters Score: Raw -138354.361531 + Penalty 3383.809906 = -134970.551625 nChanged 1 SP:Iteration 21Q (50793.880000 sec): 3 clusters Score: Raw -138359.843225 + Penalty 3383.809906 = -134976.033319 nChanged 2 SP:Iteration 22Q (50793.880000 sec): 3 clusters Score: Raw -138361.945495 + Penalty 3383.809906 = -134978.135589 nChanged 1 SP:Iteration 23Q (50793.880000 sec): 3 clusters Score: Raw -138364.119834 + Penalty 3383.809906 = -134980.309929 nChanged 1 SP:Iteration 24Q (50793.880000 sec): 3 clusters Score: Raw -138365.461956 + Penalty 3383.809906 = -134981.652050 nChanged 0 SP:Iteration 25F (50793.890000 sec): 3 clusters Score: Raw -138365.461956 + Penalty 3383.809906 = -134981.652050 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.900000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.900000 sec): 3 clusters Score: Raw -28976.548323 + Penalty 2615.407781 = -26361.140542 nChanged 10 SP:Iteration 1F (50793.900000 sec): 3 clusters Score: Raw -29039.599309 + Penalty 2615.407781 = -26424.191528 nChanged 1 SP:Iteration 2Q (50793.900000 sec): 3 clusters Score: Raw -29044.187745 + Penalty 2615.407781 = -26428.779964 nChanged 0 SP:Iteration 3F (50793.900000 sec): 3 clusters Score: Raw -29044.187745 + Penalty 2615.407781 = -26428.779964 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.900000 sec): 2 clusters Score: Raw -24174.818979 + Penalty 1326.082668 = -22848.736311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.900000 sec): 3 clusters Score: Raw -24519.120119 + Penalty 2652.165335 = -21866.954784 nChanged 40 SP:Iteration 1F (50793.900000 sec): 3 clusters Score: Raw -24775.469143 + Penalty 2652.165335 = -22123.303808 nChanged 13 SP:Iteration 2F (50793.910000 sec): 3 clusters Score: Raw -24909.098294 + Penalty 2652.165335 = -22256.932958 nChanged 3 SP:Iteration 3Q (50793.910000 sec): 3 clusters Score: Raw -24927.653658 + Penalty 2652.165335 = -22275.488323 nChanged 2 SP:Iteration 4Q (50793.910000 sec): 3 clusters Score: Raw -24939.318717 + Penalty 2652.165335 = -22287.153381 nChanged 0 SP:Iteration 5F (50793.910000 sec): 3 clusters Score: Raw -24939.318717 + Penalty 2652.165335 = -22287.153381 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50793.920000 sec): 2 clusters Score: Raw -129571.470631 + Penalty 1646.039992 = -127925.430639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50793.920000 sec): 3 clusters Score: Raw -129469.585191 + Penalty 3292.079984 = -126177.505207 nChanged 185 SP:Iteration 1F (50793.920000 sec): 3 clusters Score: Raw -129713.028332 + Penalty 3292.079984 = -126420.948348 nChanged 34 SP:Iteration 2Q (50793.920000 sec): 3 clusters Score: Raw -129774.488936 + Penalty 3292.079984 = -126482.408952 nChanged 22 SP:Iteration 3Q (50793.930000 sec): 3 clusters Score: Raw -129820.759497 + Penalty 3292.079984 = -126528.679513 nChanged 23 SP:Iteration 4Q (50793.930000 sec): 3 clusters Score: Raw -129858.540984 + Penalty 3292.079984 = -126566.461000 nChanged 11 SP:Iteration 5Q (50793.940000 sec): 3 clusters Score: Raw -129873.630813 + Penalty 3292.079984 = -126581.550830 nChanged 8 SP:Iteration 6Q (50793.940000 sec): 3 clusters Score: Raw -129888.310084 + Penalty 3292.079984 = -126596.230100 nChanged 7 SP:Iteration 7Q (50793.940000 sec): 3 clusters Score: Raw -129906.533457 + Penalty 3292.079984 = -126614.453473 nChanged 7 SP:Iteration 8Q (50793.940000 sec): 3 clusters Score: Raw -129916.594295 + Penalty 3292.079984 = -126624.514311 nChanged 7 SP:Iteration 9Q (50793.940000 sec): 3 clusters Score: Raw -129928.949649 + Penalty 3292.079984 = -126636.869665 nChanged 7 SP:Iteration 10Q (50793.950000 sec): 3 clusters Score: Raw -129942.318626 + Penalty 3292.079984 = -126650.238643 nChanged 6 SP:Iteration 11Q (50793.950000 sec): 3 clusters Score: Raw -129947.473277 + Penalty 3292.079984 = -126655.393294 nChanged 9 SP:Iteration 12Q (50793.960000 sec): 3 clusters Score: Raw -129959.373525 + Penalty 3292.079984 = -126667.293542 nChanged 6 SP:Iteration 13Q (50793.960000 sec): 3 clusters Score: Raw -129965.620014 + Penalty 3292.079984 = -126673.540030 nChanged 6 SP:Iteration 14Q (50793.960000 sec): 3 clusters Score: Raw -129974.571342 + Penalty 3292.079984 = -126682.491359 nChanged 5 SP:Iteration 15Q (50793.960000 sec): 3 clusters Score: Raw -129983.125131 + Penalty 3292.079984 = -126691.045148 nChanged 12 SP:Iteration 16Q (50793.970000 sec): 3 clusters Score: Raw -130001.088115 + Penalty 3292.079984 = -126709.008132 nChanged 7 SP:Iteration 17Q (50793.970000 sec): 3 clusters Score: Raw -130009.731642 + Penalty 3292.079984 = -126717.651659 nChanged 7 SP:Iteration 18Q (50793.970000 sec): 3 clusters Score: Raw -130024.935669 + Penalty 3292.079984 = -126732.855685 nChanged 12 SP:Iteration 19Q (50793.980000 sec): 3 clusters Score: Raw -130060.504189 + Penalty 3292.079984 = -126768.424205 nChanged 8 SP:Iteration 20F (50793.980000 sec): 3 clusters Score: Raw -130079.798558 + Penalty 3292.079984 = -126787.718575 nChanged 8 SP:Iteration 21Q (50793.980000 sec): 3 clusters Score: Raw -130091.926918 + Penalty 3292.079984 = -126799.846935 nChanged 6 SP:Iteration 22Q (50793.980000 sec): 3 clusters Score: Raw -130100.696958 + Penalty 3292.079984 = -126808.616974 nChanged 3 SP:Iteration 23Q (50793.990000 sec): 3 clusters Score: Raw -130105.684369 + Penalty 3292.079984 = -126813.604385 nChanged 3 SP:Iteration 24Q (50793.990000 sec): 3 clusters Score: Raw -130110.859614 + Penalty 3292.079984 = -126818.779631 nChanged 0 SP:Iteration 25F (50793.990000 sec): 3 clusters Score: Raw -130110.859614 + Penalty 3292.079984 = -126818.779631 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50794.000000 sec): 2 clusters Score: Raw -63510.896453 + Penalty 1540.228819 = -61970.667634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50794.000000 sec): 3 clusters Score: Raw -63547.073858 + Penalty 3080.457638 = -60466.616220 nChanged 94 SP:Iteration 1F (50794.000000 sec): 3 clusters Score: Raw -63742.660038 + Penalty 3080.457638 = -60662.202400 nChanged 34 SP:Iteration 2F (50794.000000 sec): 3 clusters Score: Raw -63838.140978 + Penalty 3080.457638 = -60757.683340 nChanged 26 SP:Iteration 3F (50794.010000 sec): 3 clusters Score: Raw -63954.125067 + Penalty 3080.457638 = -60873.667428 nChanged 19 SP:Iteration 4Q (50794.010000 sec): 3 clusters Score: Raw -64048.765287 + Penalty 3080.457638 = -60968.307649 nChanged 24 SP:Iteration 5Q (50794.010000 sec): 3 clusters Score: Raw -64146.880442 + Penalty 3080.457638 = -61066.422803 nChanged 22 SP:Iteration 6Q (50794.010000 sec): 3 clusters Score: Raw -64250.832682 + Penalty 3080.457638 = -61170.375044 nChanged 25 SP:Iteration 7F (50794.020000 sec): 3 clusters Score: Raw -64425.178023 + Penalty 3080.457638 = -61344.720385 nChanged 26 SP:Iteration 8F (50794.020000 sec): 3 clusters Score: Raw -64600.908055 + Penalty 3080.457638 = -61520.450417 nChanged 19 SP:Iteration 9Q (50794.020000 sec): 3 clusters Score: Raw -64745.769071 + Penalty 3080.457638 = -61665.311433 nChanged 9 SP:Iteration 10Q (50794.020000 sec): 3 clusters Score: Raw -64806.160715 + Penalty 3080.457638 = -61725.703077 nChanged 6 SP:Iteration 11Q (50794.020000 sec): 3 clusters Score: Raw -64846.671592 + Penalty 3080.457638 = -61766.213953 nChanged 6 SP:Iteration 12Q (50794.020000 sec): 3 clusters Score: Raw -64887.587046 + Penalty 3080.457638 = -61807.129408 nChanged 4 SP:Iteration 13Q (50794.020000 sec): 3 clusters Score: Raw -64914.053566 + Penalty 3080.457638 = -61833.595928 nChanged 6 SP:Iteration 14Q (50794.030000 sec): 3 clusters Score: Raw -64956.017145 + Penalty 3080.457638 = -61875.559507 nChanged 8 SP:Iteration 15Q (50794.030000 sec): 3 clusters Score: Raw -65001.130829 + Penalty 3080.457638 = -61920.673191 nChanged 4 SP:Iteration 16Q (50794.030000 sec): 3 clusters Score: Raw -65014.896907 + Penalty 3080.457638 = -61934.439269 nChanged 0 SP:Iteration 17F (50794.030000 sec): 3 clusters Score: Raw -65024.719760 + Penalty 3080.457638 = -61944.262122 nChanged 3 SP:Iteration 18Q (50794.030000 sec): 3 clusters Score: Raw -65053.999404 + Penalty 3080.457638 = -61973.541766 nChanged 1 SP:Iteration 19Q (50794.040000 sec): 3 clusters Score: Raw -65057.555390 + Penalty 3080.457638 = -61977.097752 nChanged 0 SP:Iteration 20F (50794.040000 sec): 3 clusters Score: Raw -65057.555390 + Penalty 3080.457638 = -61977.097752 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50794.050000 sec): 2 clusters Score: Raw -82052.969515 + Penalty 1583.109645 = -80469.859870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50794.060000 sec): 3 clusters Score: Raw -82169.460854 + Penalty 3166.219291 = -79003.241563 nChanged 134 SP:Iteration 1F (50794.060000 sec): 3 clusters Score: Raw -82668.772595 + Penalty 3166.219291 = -79502.553304 nChanged 61 SP:Iteration 2F (50794.060000 sec): 3 clusters Score: Raw -82959.728762 + Penalty 3166.219291 = -79793.509471 nChanged 60 SP:Iteration 3F (50794.060000 sec): 3 clusters Score: Raw -83725.265185 + Penalty 3166.219291 = -80559.045894 nChanged 63 SP:Iteration 4F (50794.060000 sec): 3 clusters Score: Raw -84564.909186 + Penalty 3166.219291 = -81398.689895 nChanged 42 SP:Iteration 5F (50794.070000 sec): 3 clusters Score: Raw -84765.636314 + Penalty 3166.219291 = -81599.417023 nChanged 23 SP:Iteration 6Q (50794.070000 sec): 3 clusters Score: Raw -84939.953936 + Penalty 3166.219291 = -81773.734646 nChanged 2 SP:Iteration 7Q (50794.070000 sec): 3 clusters Score: Raw -84962.779474 + Penalty 3166.219291 = -81796.560183 nChanged 1 SP:Iteration 8Q (50794.070000 sec): 3 clusters Score: Raw -84968.862910 + Penalty 3166.219291 = -81802.643619 nChanged 0 SP:Iteration 9F (50794.080000 sec): 3 clusters Score: Raw -84968.862910 + Penalty 3166.219291 = -81802.643619 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50794.090000 sec): 2 clusters Score: Raw -27527.953531 + Penalty 1376.170869 = -26151.782662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50794.090000 sec): 3 clusters Score: Raw -27792.372981 + Penalty 2752.341738 = -25040.031243 nChanged 42 SP:Iteration 1F (50794.090000 sec): 3 clusters Score: Raw -27985.717737 + Penalty 2752.341738 = -25233.375999 nChanged 11 SP:Iteration 2Q (50794.090000 sec): 3 clusters Score: Raw -28070.893981 + Penalty 2752.341738 = -25318.552243 nChanged 13 SP:Iteration 3F (50794.090000 sec): 3 clusters Score: Raw -28244.197064 + Penalty 2752.341738 = -25491.855326 nChanged 8 SP:Iteration 4Q (50794.090000 sec): 3 clusters Score: Raw -28310.057142 + Penalty 2752.341738 = -25557.715404 nChanged 3 SP:Iteration 5Q (50794.100000 sec): 3 clusters Score: Raw -28334.921618 + Penalty 2752.341738 = -25582.579880 nChanged 2 SP:Iteration 6Q (50794.100000 sec): 3 clusters Score: Raw -28357.792103 + Penalty 2752.341738 = -25605.450364 nChanged 2 SP:Iteration 7Q (50794.100000 sec): 3 clusters Score: Raw -28378.025561 + Penalty 2752.341738 = -25625.683823 nChanged 1 SP:Iteration 8Q (50794.100000 sec): 3 clusters Score: Raw -28383.331403 + Penalty 2752.341738 = -25630.989664 nChanged 0 SP:Iteration 9F (50794.100000 sec): 3 clusters Score: Raw -28383.331403 + Penalty 2752.341738 = -25630.989664 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50794.100000 sec): 2 clusters Score: Raw -42843.073853 + Penalty 1465.204569 = -41377.869284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50794.110000 sec): 3 clusters Score: Raw -42961.971745 + Penalty 2930.409137 = -40031.562608 nChanged 79 SP:Iteration 1F (50794.110000 sec): 3 clusters Score: Raw -43154.551723 + Penalty 2930.409137 = -40224.142586 nChanged 18 SP:Iteration 2Q (50794.110000 sec): 3 clusters Score: Raw -43226.552122 + Penalty 2930.409137 = -40296.142985 nChanged 11 SP:Iteration 3Q (50794.110000 sec): 3 clusters Score: Raw -43280.255425 + Penalty 2930.409137 = -40349.846288 nChanged 13 SP:Iteration 4Q (50794.110000 sec): 3 clusters Score: Raw -43320.742904 + Penalty 2930.409137 = -40390.333767 nChanged 7 SP:Iteration 5Q (50794.110000 sec): 3 clusters Score: Raw -43336.097137 + Penalty 2930.409137 = -40405.688000 nChanged 3 SP:Iteration 6Q (50794.120000 sec): 3 clusters Score: Raw -43353.988252 + Penalty 2930.409137 = -40423.579115 nChanged 3 SP:Iteration 7Q (50794.120000 sec): 3 clusters Score: Raw -43370.435013 + Penalty 2930.409137 = -40440.025876 nChanged 1 SP:Iteration 8Q (50794.120000 sec): 3 clusters Score: Raw -43385.910689 + Penalty 2930.409137 = -40455.501552 nChanged 0 SP:Iteration 9F (50794.120000 sec): 3 clusters Score: Raw -43385.910689 + Penalty 2930.409137 = -40455.501552 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50794.120000 sec): 2 clusters Score: Raw -48043.667009 + Penalty 1482.763670 = -46560.903339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50794.130000 sec): 3 clusters Score: Raw -48137.330346 + Penalty 2965.527339 = -45171.803007 nChanged 67 SP:Iteration 1F (50794.130000 sec): 3 clusters Score: Raw -48389.036936 + Penalty 2965.527339 = -45423.509596 nChanged 26 SP:Iteration 2F (50794.130000 sec): 3 clusters Score: Raw -48536.172683 + Penalty 2965.527339 = -45570.645343 nChanged 24 SP:Iteration 3F (50794.130000 sec): 3 clusters Score: Raw -48741.971190 + Penalty 2965.527339 = -45776.443850 nChanged 24 SP:Iteration 4F (50794.130000 sec): 3 clusters Score: Raw -48832.330222 + Penalty 2965.527339 = -45866.802882 nChanged 13 SP:Iteration 5Q (50794.140000 sec): 3 clusters Score: Raw -48913.643903 + Penalty 2965.527339 = -45948.116564 nChanged 15 SP:Iteration 6Q (50794.140000 sec): 3 clusters Score: Raw -49030.191061 + Penalty 2965.527339 = -46064.663721 nChanged 14 SP:Iteration 7Q (50794.140000 sec): 3 clusters Score: Raw -49146.428432 + Penalty 2965.527339 = -46180.901092 nChanged 12 SP:Iteration 8Q (50794.140000 sec): 3 clusters Score: Raw -49293.283134 + Penalty 2965.527339 = -46327.755795 nChanged 10 SP:Iteration 9Q (50794.140000 sec): 3 clusters Score: Raw -49414.031662 + Penalty 2965.527339 = -46448.504323 nChanged 13 SP:Iteration 10Q (50794.140000 sec): 3 clusters Score: Raw -49556.028075 + Penalty 2965.527339 = -46590.500736 nChanged 16 SP:Iteration 11Q (50794.140000 sec): 3 clusters Score: Raw -49702.427673 + Penalty 2965.527339 = -46736.900334 nChanged 7 SP:Iteration 12Q (50794.140000 sec): 3 clusters Score: Raw -49762.177120 + Penalty 2965.527339 = -46796.649780 nChanged 0 SP:Iteration 13F (50794.140000 sec): 3 clusters Score: Raw -49763.989902 + Penalty 2965.527339 = -46798.462563 nChanged 2 SP:Iteration 14Q (50794.150000 sec): 3 clusters Score: Raw -49773.954392 + Penalty 2965.527339 = -46808.427053 nChanged 0 SP:Iteration 15F (50794.150000 sec): 3 clusters Score: Raw -49773.954392 + Penalty 2965.527339 = -46808.427053 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (50794.160000 sec): 2 clusters Score: Raw -175518.011370 + Penalty 1775.504392 = -173742.506978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (50794.170000 sec): 3 clusters Score: Raw -175248.438625 + Penalty 3551.008785 = -171697.429841 nChanged 385 SP:Iteration 1F (50794.180000 sec): 3 clusters Score: Raw -175995.077028 + Penalty 3551.008785 = -172444.068244 nChanged 157 SP:Iteration 2F (50794.180000 sec): 3 clusters Score: Raw -176887.612436 + Penalty 3551.008785 = -173336.603652 nChanged 131 SP:Iteration 3F (50794.190000 sec): 3 clusters Score: Raw -178064.786053 + Penalty 3551.008785 = -174513.777268 nChanged 90 SP:Iteration 4F (50794.190000 sec): 3 clusters Score: Raw -178624.528082 + Penalty 3551.008785 = -175073.519298 nChanged 56 SP:Iteration 5Q (50794.200000 sec): 3 clusters Score: Raw -178799.338296 + Penalty 3551.008785 = -175248.329511 nChanged 40 SP:Iteration 6Q (50794.200000 sec): 3 clusters Score: Raw -178933.153033 + Penalty 3551.008785 = -175382.144249 nChanged 44 SP:Iteration 7Q (50794.200000 sec): 3 clusters Score: Raw -179089.645058 + Penalty 3551.008785 = -175538.636274 nChanged 32 SP:Iteration 8Q (50794.210000 sec): 3 clusters Score: Raw -179177.005209 + Penalty 3551.008785 = -175625.996424 nChanged 27 SP:Iteration 9Q (50794.210000 sec): 3 clusters Score: Raw -179231.595028 + Penalty 3551.008785 = -175680.586243 nChanged 13 SP:Iteration 10Q (50794.220000 sec): 3 clusters Score: Raw -179255.744596 + Penalty 3551.008785 = -175704.735812 nChanged 18 SP:Iteration 11Q (50794.220000 sec): 3 clusters Score: Raw -179287.948960 + Penalty 3551.008785 = -175736.940175 nChanged 12 SP:Iteration 12Q (50794.220000 sec): 3 clusters Score: Raw -179301.548396 + Penalty 3551.008785 = -175750.539612 nChanged 5 SP:Iteration 13Q (50794.230000 sec): 3 clusters Score: Raw -179306.084390 + Penalty 3551.008785 = -175755.075605 nChanged 4 SP:Iteration 14Q (50794.230000 sec): 3 clusters Score: Raw -179308.520160 + Penalty 3551.008785 = -175757.511375 nChanged 2 SP:Iteration 15Q (50794.240000 sec): 3 clusters Score: Raw -179311.435051 + Penalty 3551.008785 = -175760.426267 nChanged 3 SP:Iteration 16Q (50794.240000 sec): 3 clusters Score: Raw -179313.726320 + Penalty 3551.008785 = -175762.717535 nChanged 1 SP:Iteration 17Q (50794.240000 sec): 3 clusters Score: Raw -179314.156378 + Penalty 3551.008785 = -175763.147593 nChanged 0 SP:Iteration 18F (50794.250000 sec): 3 clusters Score: Raw -179339.504732 + Penalty 3551.008785 = -175788.495947 nChanged 11 SP:Iteration 19Q (50794.250000 sec): 3 clusters Score: Raw -179450.056895 + Penalty 3551.008785 = -175899.048111 nChanged 14 SP:Iteration 20F (50794.260000 sec): 3 clusters Score: Raw -179560.315422 + Penalty 3551.008785 = -176009.306638 nChanged 5 SP:Iteration 21Q (50794.260000 sec): 3 clusters Score: Raw -179563.871568 + Penalty 3551.008785 = -176012.862783 nChanged 2 SP:Iteration 22Q (50794.270000 sec): 3 clusters Score: Raw -179567.083284 + Penalty 3551.008785 = -176016.074499 nChanged 1 SP:Iteration 23Q (50794.270000 sec): 3 clusters Score: Raw -179568.824194 + Penalty 3551.008785 = -176017.815409 nChanged 0 SP:Iteration 24F (50794.280000 sec): 3 clusters Score: Raw -179568.824194 + Penalty 3551.008785 = -176017.815409 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Deleting Class 68 (59 points): Lose 1624.852816 but Gain 3620.129790 Iteration 259Q (50829.450000 sec): 70 clusters Score: Raw -379154451.642736 + Penalty 249788.955486 = -378904662.687250 nChanged 222 Deleting Class 60 (191 points): Lose 3333.355033 but Gain 3620.129790 Iteration 260F (51043.200000 sec): 69 clusters Score: Raw -379152219.545656 + Penalty 246168.825696 = -378906050.719960 nChanged 354 Iteration 261Q (51077.630000 sec): 69 clusters Score: Raw -379154343.625578 + Penalty 246168.825696 = -378908174.799882 nChanged 197 Iteration 262Q (51112.140000 sec): 69 clusters Score: Raw -379155084.745719 + Penalty 246168.825696 = -378908915.920023 nChanged 194 Iteration 263Q (51146.640000 sec): 69 clusters Score: Raw -379156273.871563 + Penalty 246168.825696 = -378910105.045867 nChanged 171 Iteration 264Q (51181.140000 sec): 69 clusters Score: Raw -379156434.417436 + Penalty 246168.825696 = -378910265.591740 nChanged 139 Iteration 265Q (51215.640000 sec): 69 clusters Score: Raw -379156504.586841 + Penalty 246168.825696 = -378910335.761145 nChanged 130 Iteration 266Q (51250.160000 sec): 69 clusters Score: Raw -379156543.778827 + Penalty 246168.825696 = -378910374.953131 nChanged 122 Iteration 267Q (51284.660000 sec): 69 clusters Score: Raw -379156592.855666 + Penalty 246168.825696 = -378910424.029969 nChanged 107 Iteration 268Q (51319.140000 sec): 69 clusters Score: Raw -379156658.206473 + Penalty 246168.825696 = -378910489.380777 nChanged 98 Iteration 269Q (51353.620000 sec): 69 clusters Score: Raw -379156790.473652 + Penalty 246168.825696 = -378910621.647956 nChanged 97 Iteration 270Q (51388.120000 sec): 69 clusters Score: Raw -379156990.528338 + Penalty 246168.825696 = -378910821.702642 nChanged 88 Iteration 271Q (51422.620000 sec): 69 clusters Score: Raw -379157017.434584 + Penalty 246168.825696 = -378910848.608888 nChanged 85 Iteration 272Q (51457.100000 sec): 69 clusters Score: Raw -379157101.252883 + Penalty 246168.825696 = -378910932.427187 nChanged 80 Iteration 273Q (51491.580000 sec): 69 clusters Score: Raw -379157131.212766 + Penalty 246168.825696 = -378910962.387070 nChanged 73 Iteration 274Q (51526.070000 sec): 69 clusters Score: Raw -379157133.714847 + Penalty 246168.825696 = -378910964.889151 nChanged 62 Iteration 275Q (51560.550000 sec): 69 clusters Score: Raw -379157134.207514 + Penalty 246168.825696 = -378910965.381818 nChanged 63 Iteration 276Q (51595.020000 sec): 69 clusters Score: Raw -379157134.575487 + Penalty 246168.825696 = -378910965.749791 nChanged 65 Iteration 277Q (51629.500000 sec): 69 clusters Score: Raw -379157135.004802 + Penalty 246168.825696 = -378910966.179106 nChanged 69 Iteration 278Q (51663.980000 sec): 69 clusters Score: Raw -379157135.429621 + Penalty 246168.825696 = -378910966.603925 nChanged 58 Iteration 279Q (51698.500000 sec): 69 clusters Score: Raw -379157135.809750 + Penalty 246168.825696 = -378910966.984053 nChanged 60 Iteration 280F (51908.800000 sec): 69 clusters Score: Raw -379157210.342081 + Penalty 246168.825696 = -378911041.516385 nChanged 74 Iteration 281Q (51943.070000 sec): 69 clusters Score: Raw -379157377.150656 + Penalty 246168.825696 = -378911208.324960 nChanged 77 Iteration 282Q (51977.330000 sec): 69 clusters Score: Raw -379157507.028213 + Penalty 246168.825696 = -378911338.202517 nChanged 73 Iteration 283Q (52011.600000 sec): 69 clusters Score: Raw -379157587.991192 + Penalty 246168.825696 = -378911419.165496 nChanged 81 Iteration 284Q (52045.860000 sec): 69 clusters Score: Raw -379157637.797545 + Penalty 246168.825696 = -378911468.971849 nChanged 87 Iteration 285Q (52080.120000 sec): 69 clusters Score: Raw -379157661.220638 + Penalty 246168.825696 = -378911492.394942 nChanged 78 Iteration 286Q (52114.510000 sec): 69 clusters Score: Raw -379157666.008169 + Penalty 246168.825696 = -378911497.182472 nChanged 85 Iteration 287Q (52149.030000 sec): 69 clusters Score: Raw -379157668.278218 + Penalty 246168.825696 = -378911499.452522 nChanged 74 Iteration 288Q (52183.530000 sec): 69 clusters Score: Raw -379157669.079021 + Penalty 246168.825696 = -378911500.253324 nChanged 77 Iteration 289Q (52218.030000 sec): 69 clusters Score: Raw -379157669.872164 + Penalty 246168.825696 = -378911501.046467 nChanged 67 Iteration 290Q (52252.540000 sec): 69 clusters Score: Raw -379157670.542117 + Penalty 246168.825696 = -378911501.716421 nChanged 64 Iteration 291Q (52287.030000 sec): 69 clusters Score: Raw -379157671.613424 + Penalty 246168.825696 = -378911502.787728 nChanged 56 Iteration 292Q (52321.520000 sec): 69 clusters Score: Raw -379157672.170338 + Penalty 246168.825696 = -378911503.344641 nChanged 50 Iteration 293Q (52356.020000 sec): 69 clusters Score: Raw -379157672.605048 + Penalty 246168.825696 = -378911503.779352 nChanged 51 Iteration 294Q (52390.550000 sec): 69 clusters Score: Raw -379157672.928050 + Penalty 246168.825696 = -378911504.102354 nChanged 40 Iteration 295Q (52425.060000 sec): 69 clusters Score: Raw -379157673.211751 + Penalty 246168.825696 = -378911504.386054 nChanged 36 Iteration 296Q (52459.540000 sec): 69 clusters Score: Raw -379157673.356498 + Penalty 246168.825696 = -378911504.530801 nChanged 32 Iteration 297Q (52494.010000 sec): 69 clusters Score: Raw -379157673.541275 + Penalty 246168.825696 = -378911504.715578 nChanged 30 Iteration 298Q (52528.460000 sec): 69 clusters Score: Raw -379157673.685498 + Penalty 246168.825696 = -378911504.859802 nChanged 28 Writing temp clu file Because OldScore, -378911504.715578, is greater than current (better) Score,-378911504.859802 Compute initial score before splitting: Score: Raw -379157673.685498 + Penalty 246168.825696 = -378911504.859802 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52529.060000 sec): 2 clusters Score: Raw -12264672.043026 + Penalty 2775.545118 = -12261896.497908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52529.350000 sec): 3 clusters Score: Raw -12218916.003286 + Penalty 5551.090236 = -12213364.913050 nChanged 33911 SP:Iteration 1F (52529.650000 sec): 3 clusters Score: Raw -12237898.625160 + Penalty 5551.090236 = -12232347.534924 nChanged 2518 SP:Iteration 2Q (52529.950000 sec): 3 clusters Score: Raw -12238480.464918 + Penalty 5551.090236 = -12232929.374682 nChanged 2381 SP:Iteration 3Q (52530.250000 sec): 3 clusters Score: Raw -12239063.804494 + Penalty 5551.090236 = -12233512.714258 nChanged 2362 SP:Iteration 4Q (52530.550000 sec): 3 clusters Score: Raw -12239720.690612 + Penalty 5551.090236 = -12234169.600376 nChanged 2497 SP:Iteration 5Q (52530.850000 sec): 3 clusters Score: Raw -12240516.611837 + Penalty 5551.090236 = -12234965.521601 nChanged 2701 SP:Iteration 6Q (52531.140000 sec): 3 clusters Score: Raw -12241432.379667 + Penalty 5551.090236 = -12235881.289431 nChanged 2886 SP:Iteration 7Q (52531.440000 sec): 3 clusters Score: Raw -12242582.576272 + Penalty 5551.090236 = -12237031.486036 nChanged 3266 SP:Iteration 8Q (52531.740000 sec): 3 clusters Score: Raw -12244129.713587 + Penalty 5551.090236 = -12238578.623351 nChanged 3821 SP:Iteration 9F (52532.030000 sec): 3 clusters Score: Raw -12246292.863557 + Penalty 5551.090236 = -12240741.773321 nChanged 4447 SP:Iteration 10F (52532.330000 sec): 3 clusters Score: Raw -12249168.555664 + Penalty 5551.090236 = -12243617.465428 nChanged 4763 SP:Iteration 11F (52532.620000 sec): 3 clusters Score: Raw -12252684.414632 + Penalty 5551.090236 = -12247133.324396 nChanged 4636 SP:Iteration 12F (52532.910000 sec): 3 clusters Score: Raw -12256426.671934 + Penalty 5551.090236 = -12250875.581698 nChanged 3997 SP:Iteration 13F (52533.200000 sec): 3 clusters Score: Raw -12259928.413697 + Penalty 5551.090236 = -12254377.323461 nChanged 2738 SP:Iteration 14Q (52533.470000 sec): 3 clusters Score: Raw -12262353.181905 + Penalty 5551.090236 = -12256802.091669 nChanged 1551 SP:Iteration 15Q (52533.710000 sec): 3 clusters Score: Raw -12263705.532090 + Penalty 5551.090236 = -12258154.441854 nChanged 724 SP:Iteration 16Q (52533.940000 sec): 3 clusters Score: Raw -12264336.246275 + Penalty 5551.090236 = -12258785.156039 nChanged 328 SP:Iteration 17Q (52534.150000 sec): 3 clusters Score: Raw -12264632.169548 + Penalty 5551.090236 = -12259081.079312 nChanged 169 SP:Iteration 18Q (52534.360000 sec): 3 clusters Score: Raw -12264782.067474 + Penalty 5551.090236 = -12259230.977238 nChanged 93 SP:Iteration 19Q (52534.570000 sec): 3 clusters Score: Raw -12264881.265780 + Penalty 5551.090236 = -12259330.175544 nChanged 59 SP:Iteration 20F (52534.860000 sec): 3 clusters Score: Raw -12264943.756088 + Penalty 5551.090236 = -12259392.665852 nChanged 45 SP:Iteration 21Q (52535.060000 sec): 3 clusters Score: Raw -12264990.670513 + Penalty 5551.090236 = -12259439.580277 nChanged 22 SP:Iteration 22Q (52535.260000 sec): 3 clusters Score: Raw -12265014.343764 + Penalty 5551.090236 = -12259463.253528 nChanged 20 SP:Iteration 23Q (52535.470000 sec): 3 clusters Score: Raw -12265033.706659 + Penalty 5551.090236 = -12259482.616423 nChanged 13 SP:Iteration 24Q (52535.670000 sec): 3 clusters Score: Raw -12265045.988054 + Penalty 5551.090236 = -12259494.897818 nChanged 6 SP:Iteration 25Q (52535.870000 sec): 3 clusters Score: Raw -12265050.777499 + Penalty 5551.090236 = -12259499.687263 nChanged 2 SP:Iteration 26Q (52536.070000 sec): 3 clusters Score: Raw -12265052.489768 + Penalty 5551.090236 = -12259501.399532 nChanged 0 SP:Iteration 27F (52536.360000 sec): 3 clusters Score: Raw -12265052.489768 + Penalty 5551.090236 = -12259501.399532 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52536.390000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52536.390000 sec): 3 clusters Score: Raw -55310.494990 + Penalty 2912.570424 = -52397.924566 nChanged 57 SP:Iteration 1F (52536.390000 sec): 3 clusters Score: Raw -55439.980172 + Penalty 2912.570424 = -52527.409749 nChanged 14 SP:Iteration 2Q (52536.390000 sec): 3 clusters Score: Raw -55464.529237 + Penalty 2912.570424 = -52551.958813 nChanged 2 SP:Iteration 3Q (52536.390000 sec): 3 clusters Score: Raw -55466.395147 + Penalty 2912.570424 = -52553.824724 nChanged 1 SP:Iteration 4Q (52536.390000 sec): 3 clusters Score: Raw -55468.745963 + Penalty 2912.570424 = -52556.175539 nChanged 1 SP:Iteration 5Q (52536.390000 sec): 3 clusters Score: Raw -55472.418568 + Penalty 2912.570424 = -52559.848145 nChanged 0 SP:Iteration 6F (52536.400000 sec): 3 clusters Score: Raw -55472.418568 + Penalty 2912.570424 = -52559.848145 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52536.410000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52536.410000 sec): 3 clusters Score: Raw -203706.640883 + Penalty 3510.020292 = -200196.620591 nChanged 311 SP:Iteration 1F (52536.410000 sec): 3 clusters Score: Raw -204045.835926 + Penalty 3510.020292 = -200535.815633 nChanged 81 SP:Iteration 2F (52536.420000 sec): 3 clusters Score: Raw -204136.620305 + Penalty 3510.020292 = -200626.600013 nChanged 39 SP:Iteration 3Q (52536.420000 sec): 3 clusters Score: Raw -204199.964232 + Penalty 3510.020292 = -200689.943939 nChanged 30 SP:Iteration 4Q (52536.430000 sec): 3 clusters Score: Raw -204248.362492 + Penalty 3510.020292 = -200738.342199 nChanged 23 SP:Iteration 5Q (52536.430000 sec): 3 clusters Score: Raw -204276.643533 + Penalty 3510.020292 = -200766.623241 nChanged 17 SP:Iteration 6Q (52536.440000 sec): 3 clusters Score: Raw -204299.592915 + Penalty 3510.020292 = -200789.572623 nChanged 16 SP:Iteration 7Q (52536.440000 sec): 3 clusters Score: Raw -204322.173703 + Penalty 3510.020292 = -200812.153411 nChanged 13 SP:Iteration 8Q (52536.450000 sec): 3 clusters Score: Raw -204339.141503 + Penalty 3510.020292 = -200829.121211 nChanged 15 SP:Iteration 9Q (52536.450000 sec): 3 clusters Score: Raw -204365.422677 + Penalty 3510.020292 = -200855.402385 nChanged 17 SP:Iteration 10Q (52536.450000 sec): 3 clusters Score: Raw -204387.137305 + Penalty 3510.020292 = -200877.117012 nChanged 14 SP:Iteration 11Q (52536.460000 sec): 3 clusters Score: Raw -204404.663061 + Penalty 3510.020292 = -200894.642769 nChanged 19 SP:Iteration 12Q (52536.470000 sec): 3 clusters Score: Raw -204429.639901 + Penalty 3510.020292 = -200919.619609 nChanged 12 SP:Iteration 13Q (52536.470000 sec): 3 clusters Score: Raw -204439.576206 + Penalty 3510.020292 = -200929.555914 nChanged 4 SP:Iteration 14Q (52536.470000 sec): 3 clusters Score: Raw -204444.484622 + Penalty 3510.020292 = -200934.464330 nChanged 4 SP:Iteration 15Q (52536.480000 sec): 3 clusters Score: Raw -204451.183406 + Penalty 3510.020292 = -200941.163113 nChanged 9 SP:Iteration 16Q (52536.480000 sec): 3 clusters Score: Raw -204461.694174 + Penalty 3510.020292 = -200951.673882 nChanged 11 SP:Iteration 17Q (52536.490000 sec): 3 clusters Score: Raw -204474.297730 + Penalty 3510.020292 = -200964.277438 nChanged 11 SP:Iteration 18Q (52536.490000 sec): 3 clusters Score: Raw -204488.931531 + Penalty 3510.020292 = -200978.911239 nChanged 10 SP:Iteration 19Q (52536.500000 sec): 3 clusters Score: Raw -204506.154125 + Penalty 3510.020292 = -200996.133833 nChanged 12 SP:Iteration 20F (52536.500000 sec): 3 clusters Score: Raw -204519.994290 + Penalty 3510.020292 = -201009.973997 nChanged 9 SP:Iteration 21Q (52536.510000 sec): 3 clusters Score: Raw -204535.232985 + Penalty 3510.020292 = -201025.212693 nChanged 13 SP:Iteration 22Q (52536.510000 sec): 3 clusters Score: Raw -204556.815962 + Penalty 3510.020292 = -201046.795669 nChanged 12 SP:Iteration 23Q (52536.510000 sec): 3 clusters Score: Raw -204578.106701 + Penalty 3510.020292 = -201068.086409 nChanged 15 SP:Iteration 24Q (52536.520000 sec): 3 clusters Score: Raw -204606.052271 + Penalty 3510.020292 = -201096.031978 nChanged 25 SP:Iteration 25Q (52536.520000 sec): 3 clusters Score: Raw -204658.671564 + Penalty 3510.020292 = -201148.651272 nChanged 26 SP:Iteration 26Q (52536.530000 sec): 3 clusters Score: Raw -204732.732047 + Penalty 3510.020292 = -201222.711754 nChanged 33 SP:Iteration 27Q (52536.530000 sec): 3 clusters Score: Raw -204837.112970 + Penalty 3510.020292 = -201327.092677 nChanged 37 SP:Iteration 28Q (52536.530000 sec): 3 clusters Score: Raw -204928.236785 + Penalty 3510.020292 = -201418.216493 nChanged 24 SP:Iteration 29Q (52536.540000 sec): 3 clusters Score: Raw -204992.419377 + Penalty 3510.020292 = -201482.399085 nChanged 21 SP:Iteration 30Q (52536.540000 sec): 3 clusters Score: Raw -205069.037127 + Penalty 3510.020292 = -201559.016835 nChanged 27 SP:Iteration 31Q (52536.550000 sec): 3 clusters Score: Raw -205145.152410 + Penalty 3510.020292 = -201635.132118 nChanged 18 SP:Iteration 32Q (52536.550000 sec): 3 clusters Score: Raw -205187.597619 + Penalty 3510.020292 = -201677.577326 nChanged 10 SP:Iteration 33Q (52536.550000 sec): 3 clusters Score: Raw -205204.268506 + Penalty 3510.020292 = -201694.248214 nChanged 5 SP:Iteration 34Q (52536.560000 sec): 3 clusters Score: Raw -205210.059000 + Penalty 3510.020292 = -201700.038707 nChanged 2 SP:Iteration 35Q (52536.560000 sec): 3 clusters Score: Raw -205212.824138 + Penalty 3510.020292 = -201702.803846 nChanged 1 SP:Iteration 36Q (52536.570000 sec): 3 clusters Score: Raw -205213.227014 + Penalty 3510.020292 = -201703.206722 nChanged 0 SP:Iteration 37F (52536.570000 sec): 3 clusters Score: Raw -205213.227014 + Penalty 3510.020292 = -201703.206722 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52536.650000 sec): 2 clusters Score: Raw -3847033.322342 + Penalty 2494.991244 = -3844538.331098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52536.750000 sec): 3 clusters Score: Raw -3833183.623883 + Penalty 4989.982488 = -3828193.641394 nChanged 10462 SP:Iteration 1F (52536.840000 sec): 3 clusters Score: Raw -3838691.492396 + Penalty 4989.982488 = -3833701.509908 nChanged 1178 SP:Iteration 2F (52536.930000 sec): 3 clusters Score: Raw -3839079.053227 + Penalty 4989.982488 = -3834089.070739 nChanged 998 SP:Iteration 3Q (52537.030000 sec): 3 clusters Score: Raw -3839398.633932 + Penalty 4989.982488 = -3834408.651444 nChanged 964 SP:Iteration 4Q (52537.120000 sec): 3 clusters Score: Raw -3839736.186640 + Penalty 4989.982488 = -3834746.204152 nChanged 957 SP:Iteration 5Q (52537.220000 sec): 3 clusters Score: Raw -3840091.313278 + Penalty 4989.982488 = -3835101.330790 nChanged 984 SP:Iteration 6Q (52537.310000 sec): 3 clusters Score: Raw -3840504.979250 + Penalty 4989.982488 = -3835514.996762 nChanged 1083 SP:Iteration 7Q (52537.400000 sec): 3 clusters Score: Raw -3841024.345603 + Penalty 4989.982488 = -3836034.363115 nChanged 1160 SP:Iteration 8Q (52537.500000 sec): 3 clusters Score: Raw -3841655.493303 + Penalty 4989.982488 = -3836665.510815 nChanged 1221 SP:Iteration 9F (52537.590000 sec): 3 clusters Score: Raw -3842386.138479 + Penalty 4989.982488 = -3837396.155991 nChanged 1251 SP:Iteration 10F (52537.680000 sec): 3 clusters Score: Raw -3843173.209610 + Penalty 4989.982488 = -3838183.227122 nChanged 1169 SP:Iteration 11Q (52537.770000 sec): 3 clusters Score: Raw -3843909.951498 + Penalty 4989.982488 = -3838919.969010 nChanged 1032 SP:Iteration 12Q (52537.870000 sec): 3 clusters Score: Raw -3844560.782141 + Penalty 4989.982488 = -3839570.799653 nChanged 901 SP:Iteration 13Q (52537.960000 sec): 3 clusters Score: Raw -3845126.057285 + Penalty 4989.982488 = -3840136.074797 nChanged 779 SP:Iteration 14Q (52538.050000 sec): 3 clusters Score: Raw -3845603.221974 + Penalty 4989.982488 = -3840613.239486 nChanged 635 SP:Iteration 15Q (52538.140000 sec): 3 clusters Score: Raw -3846008.881735 + Penalty 4989.982488 = -3841018.899246 nChanged 504 SP:Iteration 16Q (52538.230000 sec): 3 clusters Score: Raw -3846317.992746 + Penalty 4989.982488 = -3841328.010258 nChanged 389 SP:Iteration 17Q (52538.310000 sec): 3 clusters Score: Raw -3846560.845341 + Penalty 4989.982488 = -3841570.862853 nChanged 304 SP:Iteration 18Q (52538.400000 sec): 3 clusters Score: Raw -3846748.101657 + Penalty 4989.982488 = -3841758.119168 nChanged 244 SP:Iteration 19Q (52538.480000 sec): 3 clusters Score: Raw -3846908.529514 + Penalty 4989.982488 = -3841918.547025 nChanged 198 SP:Iteration 20F (52538.570000 sec): 3 clusters Score: Raw -3847030.527907 + Penalty 4989.982488 = -3842040.545418 nChanged 144 SP:Iteration 21Q (52538.650000 sec): 3 clusters Score: Raw -3847114.472485 + Penalty 4989.982488 = -3842124.489997 nChanged 86 SP:Iteration 22Q (52538.730000 sec): 3 clusters Score: Raw -3847165.172105 + Penalty 4989.982488 = -3842175.189616 nChanged 68 SP:Iteration 23Q (52538.810000 sec): 3 clusters Score: Raw -3847199.066138 + Penalty 4989.982488 = -3842209.083650 nChanged 55 SP:Iteration 24Q (52538.880000 sec): 3 clusters Score: Raw -3847228.085328 + Penalty 4989.982488 = -3842238.102840 nChanged 39 SP:Iteration 25Q (52538.950000 sec): 3 clusters Score: Raw -3847247.500538 + Penalty 4989.982488 = -3842257.518050 nChanged 30 SP:Iteration 26Q (52539.030000 sec): 3 clusters Score: Raw -3847263.280778 + Penalty 4989.982488 = -3842273.298289 nChanged 30 SP:Iteration 27Q (52539.100000 sec): 3 clusters Score: Raw -3847279.791222 + Penalty 4989.982488 = -3842289.808734 nChanged 23 SP:Iteration 28Q (52539.170000 sec): 3 clusters Score: Raw -3847291.076475 + Penalty 4989.982488 = -3842301.093986 nChanged 21 SP:Iteration 29Q (52539.250000 sec): 3 clusters Score: Raw -3847304.591108 + Penalty 4989.982488 = -3842314.608619 nChanged 23 SP:Iteration 30Q (52539.320000 sec): 3 clusters Score: Raw -3847317.306668 + Penalty 4989.982488 = -3842327.324179 nChanged 21 SP:Iteration 31Q (52539.390000 sec): 3 clusters Score: Raw -3847330.843906 + Penalty 4989.982488 = -3842340.861417 nChanged 23 SP:Iteration 32Q (52539.470000 sec): 3 clusters Score: Raw -3847344.498290 + Penalty 4989.982488 = -3842354.515802 nChanged 17 SP:Iteration 33Q (52539.540000 sec): 3 clusters Score: Raw -3847353.876422 + Penalty 4989.982488 = -3842363.893934 nChanged 20 SP:Iteration 34Q (52539.610000 sec): 3 clusters Score: Raw -3847366.255699 + Penalty 4989.982488 = -3842376.273211 nChanged 24 SP:Iteration 35Q (52539.680000 sec): 3 clusters Score: Raw -3847380.231696 + Penalty 4989.982488 = -3842390.249208 nChanged 15 SP:Iteration 36Q (52539.750000 sec): 3 clusters Score: Raw -3847388.900961 + Penalty 4989.982488 = -3842398.918472 nChanged 10 SP:Iteration 37Q (52539.830000 sec): 3 clusters Score: Raw -3847395.229037 + Penalty 4989.982488 = -3842405.246549 nChanged 14 SP:Iteration 38Q (52539.900000 sec): 3 clusters Score: Raw -3847403.060059 + Penalty 4989.982488 = -3842413.077571 nChanged 12 SP:Iteration 39Q (52539.970000 sec): 3 clusters Score: Raw -3847407.761488 + Penalty 4989.982488 = -3842417.779000 nChanged 4 SP:Iteration 40F (52540.060000 sec): 3 clusters Score: Raw -3847409.762838 + Penalty 4989.982488 = -3842419.780350 nChanged 9 SP:Iteration 41Q (52540.130000 sec): 3 clusters Score: Raw -3847413.071317 + Penalty 4989.982488 = -3842423.088829 nChanged 3 SP:Iteration 42Q (52540.200000 sec): 3 clusters Score: Raw -3847414.571395 + Penalty 4989.982488 = -3842424.588906 nChanged 2 SP:Iteration 43Q (52540.280000 sec): 3 clusters Score: Raw -3847415.413514 + Penalty 4989.982488 = -3842425.431026 nChanged 1 SP:Iteration 44Q (52540.350000 sec): 3 clusters Score: Raw -3847415.649103 + Penalty 4989.982488 = -3842425.666615 nChanged 1 SP:Iteration 45Q (52540.420000 sec): 3 clusters Score: Raw -3847416.336596 + Penalty 4989.982488 = -3842426.354107 nChanged 4 SP:Iteration 46Q (52540.490000 sec): 3 clusters Score: Raw -3847418.336616 + Penalty 4989.982488 = -3842428.354127 nChanged 3 SP:Iteration 47Q (52540.560000 sec): 3 clusters Score: Raw -3847419.173616 + Penalty 4989.982488 = -3842429.191127 nChanged 1 SP:Iteration 48Q (52540.630000 sec): 3 clusters Score: Raw -3847419.556008 + Penalty 4989.982488 = -3842429.573519 nChanged 0 SP:Iteration 49F (52540.720000 sec): 3 clusters Score: Raw -3847419.556008 + Penalty 4989.982488 = -3842429.573519 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52540.740000 sec): 2 clusters Score: Raw -372873.442968 + Penalty 1922.259189 = -370951.183778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52540.750000 sec): 3 clusters Score: Raw -371971.442364 + Penalty 3844.518379 = -368126.923985 nChanged 770 SP:Iteration 1F (52540.760000 sec): 3 clusters Score: Raw -372527.945615 + Penalty 3844.518379 = -368683.427236 nChanged 168 SP:Iteration 2F (52540.770000 sec): 3 clusters Score: Raw -372665.605229 + Penalty 3844.518379 = -368821.086850 nChanged 121 SP:Iteration 3F (52540.780000 sec): 3 clusters Score: Raw -372797.003710 + Penalty 3844.518379 = -368952.485332 nChanged 119 SP:Iteration 4F (52540.790000 sec): 3 clusters Score: Raw -372935.513419 + Penalty 3844.518379 = -369090.995041 nChanged 114 SP:Iteration 5Q (52540.800000 sec): 3 clusters Score: Raw -373079.174340 + Penalty 3844.518379 = -369234.655961 nChanged 102 SP:Iteration 6Q (52540.800000 sec): 3 clusters Score: Raw -373231.708578 + Penalty 3844.518379 = -369387.190200 nChanged 110 SP:Iteration 7Q (52540.810000 sec): 3 clusters Score: Raw -373376.474244 + Penalty 3844.518379 = -369531.955865 nChanged 86 SP:Iteration 8Q (52540.820000 sec): 3 clusters Score: Raw -373504.874800 + Penalty 3844.518379 = -369660.356422 nChanged 81 SP:Iteration 9Q (52540.830000 sec): 3 clusters Score: Raw -373615.998029 + Penalty 3844.518379 = -369771.479650 nChanged 70 SP:Iteration 10Q (52540.840000 sec): 3 clusters Score: Raw -373709.455474 + Penalty 3844.518379 = -369864.937096 nChanged 67 SP:Iteration 11Q (52540.850000 sec): 3 clusters Score: Raw -373789.765940 + Penalty 3844.518379 = -369945.247561 nChanged 54 SP:Iteration 12Q (52540.860000 sec): 3 clusters Score: Raw -373857.210056 + Penalty 3844.518379 = -370012.691677 nChanged 49 SP:Iteration 13Q (52540.860000 sec): 3 clusters Score: Raw -373921.342765 + Penalty 3844.518379 = -370076.824386 nChanged 43 SP:Iteration 14Q (52540.870000 sec): 3 clusters Score: Raw -373972.081729 + Penalty 3844.518379 = -370127.563351 nChanged 38 SP:Iteration 15Q (52540.880000 sec): 3 clusters Score: Raw -374008.194176 + Penalty 3844.518379 = -370163.675798 nChanged 26 SP:Iteration 16Q (52540.890000 sec): 3 clusters Score: Raw -374042.753025 + Penalty 3844.518379 = -370198.234647 nChanged 19 SP:Iteration 17Q (52540.900000 sec): 3 clusters Score: Raw -374074.442864 + Penalty 3844.518379 = -370229.924485 nChanged 22 SP:Iteration 18Q (52540.900000 sec): 3 clusters Score: Raw -374098.830983 + Penalty 3844.518379 = -370254.312604 nChanged 22 SP:Iteration 19Q (52540.910000 sec): 3 clusters Score: Raw -374117.876407 + Penalty 3844.518379 = -370273.358028 nChanged 14 SP:Iteration 20F (52540.920000 sec): 3 clusters Score: Raw -374135.877302 + Penalty 3844.518379 = -370291.358923 nChanged 15 SP:Iteration 21Q (52540.930000 sec): 3 clusters Score: Raw -374156.513935 + Penalty 3844.518379 = -370311.995557 nChanged 23 SP:Iteration 22Q (52540.940000 sec): 3 clusters Score: Raw -374181.273675 + Penalty 3844.518379 = -370336.755297 nChanged 27 SP:Iteration 23Q (52540.940000 sec): 3 clusters Score: Raw -374214.169491 + Penalty 3844.518379 = -370369.651112 nChanged 17 SP:Iteration 24Q (52540.950000 sec): 3 clusters Score: Raw -374243.921148 + Penalty 3844.518379 = -370399.402769 nChanged 26 SP:Iteration 25Q (52540.960000 sec): 3 clusters Score: Raw -374273.049335 + Penalty 3844.518379 = -370428.530957 nChanged 22 SP:Iteration 26Q (52540.970000 sec): 3 clusters Score: Raw -374297.358790 + Penalty 3844.518379 = -370452.840411 nChanged 17 SP:Iteration 27Q (52540.980000 sec): 3 clusters Score: Raw -374312.186864 + Penalty 3844.518379 = -370467.668486 nChanged 13 SP:Iteration 28Q (52540.980000 sec): 3 clusters Score: Raw -374326.152724 + Penalty 3844.518379 = -370481.634345 nChanged 13 SP:Iteration 29Q (52540.990000 sec): 3 clusters Score: Raw -374339.521546 + Penalty 3844.518379 = -370495.003167 nChanged 17 SP:Iteration 30Q (52541.000000 sec): 3 clusters Score: Raw -374357.558396 + Penalty 3844.518379 = -370513.040018 nChanged 25 SP:Iteration 31Q (52541.010000 sec): 3 clusters Score: Raw -374383.498950 + Penalty 3844.518379 = -370538.980572 nChanged 18 SP:Iteration 32Q (52541.020000 sec): 3 clusters Score: Raw -374397.754360 + Penalty 3844.518379 = -370553.235981 nChanged 21 SP:Iteration 33Q (52541.020000 sec): 3 clusters Score: Raw -374420.576783 + Penalty 3844.518379 = -370576.058404 nChanged 22 SP:Iteration 34Q (52541.030000 sec): 3 clusters Score: Raw -374447.584157 + Penalty 3844.518379 = -370603.065779 nChanged 20 SP:Iteration 35Q (52541.040000 sec): 3 clusters Score: Raw -374473.012665 + Penalty 3844.518379 = -370628.494287 nChanged 22 SP:Iteration 36Q (52541.040000 sec): 3 clusters Score: Raw -374494.066556 + Penalty 3844.518379 = -370649.548178 nChanged 19 SP:Iteration 37Q (52541.050000 sec): 3 clusters Score: Raw -374511.259500 + Penalty 3844.518379 = -370666.741122 nChanged 12 SP:Iteration 38Q (52541.060000 sec): 3 clusters Score: Raw -374528.953514 + Penalty 3844.518379 = -370684.435135 nChanged 10 SP:Iteration 39Q (52541.070000 sec): 3 clusters Score: Raw -374541.944496 + Penalty 3844.518379 = -370697.426117 nChanged 10 SP:Iteration 40F (52541.080000 sec): 3 clusters Score: Raw -374551.766684 + Penalty 3844.518379 = -370707.248305 nChanged 11 SP:Iteration 41Q (52541.080000 sec): 3 clusters Score: Raw -374564.260011 + Penalty 3844.518379 = -370719.741632 nChanged 12 SP:Iteration 42Q (52541.090000 sec): 3 clusters Score: Raw -374574.496128 + Penalty 3844.518379 = -370729.977749 nChanged 8 SP:Iteration 43Q (52541.100000 sec): 3 clusters Score: Raw -374582.306726 + Penalty 3844.518379 = -370737.788347 nChanged 6 SP:Iteration 44Q (52541.110000 sec): 3 clusters Score: Raw -374587.782048 + Penalty 3844.518379 = -370743.263670 nChanged 4 SP:Iteration 45Q (52541.120000 sec): 3 clusters Score: Raw -374590.858621 + Penalty 3844.518379 = -370746.340243 nChanged 3 SP:Iteration 46Q (52541.120000 sec): 3 clusters Score: Raw -374593.198222 + Penalty 3844.518379 = -370748.679843 nChanged 5 SP:Iteration 47Q (52541.130000 sec): 3 clusters Score: Raw -374598.325510 + Penalty 3844.518379 = -370753.807131 nChanged 3 SP:Iteration 48Q (52541.140000 sec): 3 clusters Score: Raw -374603.682270 + Penalty 3844.518379 = -370759.163892 nChanged 5 SP:Iteration 49Q (52541.140000 sec): 3 clusters Score: Raw -374607.515999 + Penalty 3844.518379 = -370762.997621 nChanged 6 SP:Iteration 50Q (52541.150000 sec): 3 clusters Score: Raw -374612.302911 + Penalty 3844.518379 = -370767.784532 nChanged 5 SP:Iteration 51Q (52541.160000 sec): 3 clusters Score: Raw -374616.627312 + Penalty 3844.518379 = -370772.108934 nChanged 6 SP:Iteration 52Q (52541.170000 sec): 3 clusters Score: Raw -374619.866490 + Penalty 3844.518379 = -370775.348112 nChanged 7 SP:Iteration 53Q (52541.180000 sec): 3 clusters Score: Raw -374625.062360 + Penalty 3844.518379 = -370780.543981 nChanged 2 SP:Iteration 54Q (52541.180000 sec): 3 clusters Score: Raw -374627.014649 + Penalty 3844.518379 = -370782.496270 nChanged 2 SP:Iteration 55Q (52541.190000 sec): 3 clusters Score: Raw -374627.971781 + Penalty 3844.518379 = -370783.453403 nChanged 0 SP:Iteration 56F (52541.200000 sec): 3 clusters Score: Raw -374627.971781 + Penalty 3844.518379 = -370783.453403 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52541.210000 sec): 2 clusters Score: Raw -542350.574298 + Penalty 2013.610850 = -540336.963448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52541.230000 sec): 3 clusters Score: Raw -540920.993884 + Penalty 4027.221700 = -536893.772184 nChanged 1202 SP:Iteration 1F (52541.240000 sec): 3 clusters Score: Raw -541722.796579 + Penalty 4027.221700 = -537695.574879 nChanged 270 SP:Iteration 2F (52541.250000 sec): 3 clusters Score: Raw -542001.761940 + Penalty 4027.221700 = -537974.540239 nChanged 235 SP:Iteration 3F (52541.270000 sec): 3 clusters Score: Raw -542283.191239 + Penalty 4027.221700 = -538255.969539 nChanged 219 SP:Iteration 4F (52541.280000 sec): 3 clusters Score: Raw -542529.930920 + Penalty 4027.221700 = -538502.709220 nChanged 190 SP:Iteration 5F (52541.290000 sec): 3 clusters Score: Raw -542719.411930 + Penalty 4027.221700 = -538692.190230 nChanged 152 SP:Iteration 6Q (52541.310000 sec): 3 clusters Score: Raw -542863.113011 + Penalty 4027.221700 = -538835.891311 nChanged 126 SP:Iteration 7Q (52541.320000 sec): 3 clusters Score: Raw -542964.638713 + Penalty 4027.221700 = -538937.417012 nChanged 92 SP:Iteration 8Q (52541.330000 sec): 3 clusters Score: Raw -543045.882601 + Penalty 4027.221700 = -539018.660901 nChanged 81 SP:Iteration 9Q (52541.340000 sec): 3 clusters Score: Raw -543103.747901 + Penalty 4027.221700 = -539076.526200 nChanged 51 SP:Iteration 10Q (52541.360000 sec): 3 clusters Score: Raw -543137.500097 + Penalty 4027.221700 = -539110.278397 nChanged 49 SP:Iteration 11Q (52541.370000 sec): 3 clusters Score: Raw -543168.651618 + Penalty 4027.221700 = -539141.429917 nChanged 28 SP:Iteration 12Q (52541.380000 sec): 3 clusters Score: Raw -543186.110728 + Penalty 4027.221700 = -539158.889027 nChanged 28 SP:Iteration 13Q (52541.400000 sec): 3 clusters Score: Raw -543203.061405 + Penalty 4027.221700 = -539175.839705 nChanged 25 SP:Iteration 14Q (52541.410000 sec): 3 clusters Score: Raw -543216.534375 + Penalty 4027.221700 = -539189.312675 nChanged 16 SP:Iteration 15Q (52541.420000 sec): 3 clusters Score: Raw -543225.992238 + Penalty 4027.221700 = -539198.770537 nChanged 17 SP:Iteration 16Q (52541.430000 sec): 3 clusters Score: Raw -543237.372181 + Penalty 4027.221700 = -539210.150480 nChanged 14 SP:Iteration 17Q (52541.450000 sec): 3 clusters Score: Raw -543245.915117 + Penalty 4027.221700 = -539218.693416 nChanged 10 SP:Iteration 18Q (52541.460000 sec): 3 clusters Score: Raw -543251.966570 + Penalty 4027.221700 = -539224.744869 nChanged 8 SP:Iteration 19Q (52541.470000 sec): 3 clusters Score: Raw -543255.248475 + Penalty 4027.221700 = -539228.026774 nChanged 5 SP:Iteration 20F (52541.480000 sec): 3 clusters Score: Raw -543257.865889 + Penalty 4027.221700 = -539230.644189 nChanged 4 SP:Iteration 21Q (52541.500000 sec): 3 clusters Score: Raw -543259.889977 + Penalty 4027.221700 = -539232.668277 nChanged 3 SP:Iteration 22Q (52541.510000 sec): 3 clusters Score: Raw -543261.077569 + Penalty 4027.221700 = -539233.855869 nChanged 4 SP:Iteration 23Q (52541.520000 sec): 3 clusters Score: Raw -543262.848195 + Penalty 4027.221700 = -539235.626494 nChanged 5 SP:Iteration 24Q (52541.540000 sec): 3 clusters Score: Raw -543265.344358 + Penalty 4027.221700 = -539238.122658 nChanged 4 SP:Iteration 25Q (52541.550000 sec): 3 clusters Score: Raw -543267.380788 + Penalty 4027.221700 = -539240.159087 nChanged 3 SP:Iteration 26Q (52541.560000 sec): 3 clusters Score: Raw -543269.920423 + Penalty 4027.221700 = -539242.698722 nChanged 7 SP:Iteration 27Q (52541.570000 sec): 3 clusters Score: Raw -543273.744778 + Penalty 4027.221700 = -539246.523078 nChanged 6 SP:Iteration 28Q (52541.580000 sec): 3 clusters Score: Raw -543276.446497 + Penalty 4027.221700 = -539249.224796 nChanged 5 SP:Iteration 29Q (52541.600000 sec): 3 clusters Score: Raw -543279.005149 + Penalty 4027.221700 = -539251.783448 nChanged 9 SP:Iteration 30Q (52541.610000 sec): 3 clusters Score: Raw -543283.283318 + Penalty 4027.221700 = -539256.061618 nChanged 7 SP:Iteration 31Q (52541.620000 sec): 3 clusters Score: Raw -543286.344561 + Penalty 4027.221700 = -539259.122861 nChanged 5 SP:Iteration 32Q (52541.640000 sec): 3 clusters Score: Raw -543288.791454 + Penalty 4027.221700 = -539261.569754 nChanged 8 SP:Iteration 33Q (52541.650000 sec): 3 clusters Score: Raw -543292.931355 + Penalty 4027.221700 = -539265.709655 nChanged 8 SP:Iteration 34Q (52541.660000 sec): 3 clusters Score: Raw -543297.352111 + Penalty 4027.221700 = -539270.130410 nChanged 8 SP:Iteration 35Q (52541.670000 sec): 3 clusters Score: Raw -543301.357329 + Penalty 4027.221700 = -539274.135628 nChanged 8 SP:Iteration 36Q (52541.690000 sec): 3 clusters Score: Raw -543305.889531 + Penalty 4027.221700 = -539278.667830 nChanged 7 SP:Iteration 37Q (52541.700000 sec): 3 clusters Score: Raw -543309.664277 + Penalty 4027.221700 = -539282.442576 nChanged 4 SP:Iteration 38Q (52541.710000 sec): 3 clusters Score: Raw -543311.842161 + Penalty 4027.221700 = -539284.620461 nChanged 3 SP:Iteration 39Q (52541.720000 sec): 3 clusters Score: Raw -543313.191721 + Penalty 4027.221700 = -539285.970021 nChanged 3 SP:Iteration 40F (52541.740000 sec): 3 clusters Score: Raw -543315.081332 + Penalty 4027.221700 = -539287.859631 nChanged 6 SP:Iteration 41Q (52541.750000 sec): 3 clusters Score: Raw -543317.983449 + Penalty 4027.221700 = -539290.761749 nChanged 2 SP:Iteration 42Q (52541.760000 sec): 3 clusters Score: Raw -543319.132340 + Penalty 4027.221700 = -539291.910640 nChanged 2 SP:Iteration 43Q (52541.780000 sec): 3 clusters Score: Raw -543320.251748 + Penalty 4027.221700 = -539293.030047 nChanged 2 SP:Iteration 44Q (52541.790000 sec): 3 clusters Score: Raw -543321.322799 + Penalty 4027.221700 = -539294.101099 nChanged 3 SP:Iteration 45Q (52541.800000 sec): 3 clusters Score: Raw -543322.399712 + Penalty 4027.221700 = -539295.178011 nChanged 4 SP:Iteration 46Q (52541.810000 sec): 3 clusters Score: Raw -543325.073463 + Penalty 4027.221700 = -539297.851762 nChanged 2 SP:Iteration 47Q (52541.820000 sec): 3 clusters Score: Raw -543325.871867 + Penalty 4027.221700 = -539298.650167 nChanged 1 SP:Iteration 48Q (52541.840000 sec): 3 clusters Score: Raw -543326.856700 + Penalty 4027.221700 = -539299.635000 nChanged 0 SP:Iteration 49F (52541.850000 sec): 3 clusters Score: Raw -543326.856700 + Penalty 4027.221700 = -539299.635000 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52541.890000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52541.930000 sec): 3 clusters Score: Raw -1719984.418816 + Penalty 4548.184438 = -1715436.234379 nChanged 3918 SP:Iteration 1F (52541.960000 sec): 3 clusters Score: Raw -1722048.758023 + Penalty 4548.184438 = -1717500.573585 nChanged 585 SP:Iteration 2F (52542.000000 sec): 3 clusters Score: Raw -1722291.936987 + Penalty 4548.184438 = -1717743.752549 nChanged 417 SP:Iteration 3Q (52542.040000 sec): 3 clusters Score: Raw -1722454.408900 + Penalty 4548.184438 = -1717906.224462 nChanged 336 SP:Iteration 4Q (52542.080000 sec): 3 clusters Score: Raw -1722608.442441 + Penalty 4548.184438 = -1718060.258003 nChanged 350 SP:Iteration 5Q (52542.120000 sec): 3 clusters Score: Raw -1722786.043657 + Penalty 4548.184438 = -1718237.859219 nChanged 328 SP:Iteration 6Q (52542.160000 sec): 3 clusters Score: Raw -1722964.232228 + Penalty 4548.184438 = -1718416.047790 nChanged 329 SP:Iteration 7Q (52542.190000 sec): 3 clusters Score: Raw -1723174.381176 + Penalty 4548.184438 = -1718626.196738 nChanged 354 SP:Iteration 8Q (52542.230000 sec): 3 clusters Score: Raw -1723393.564437 + Penalty 4548.184438 = -1718845.379999 nChanged 351 SP:Iteration 9Q (52542.270000 sec): 3 clusters Score: Raw -1723624.405928 + Penalty 4548.184438 = -1719076.221490 nChanged 344 SP:Iteration 10Q (52542.300000 sec): 3 clusters Score: Raw -1723870.214242 + Penalty 4548.184438 = -1719322.029804 nChanged 364 SP:Iteration 11Q (52542.340000 sec): 3 clusters Score: Raw -1724113.267727 + Penalty 4548.184438 = -1719565.083289 nChanged 318 SP:Iteration 12Q (52542.380000 sec): 3 clusters Score: Raw -1724338.643617 + Penalty 4548.184438 = -1719790.459179 nChanged 270 SP:Iteration 13Q (52542.410000 sec): 3 clusters Score: Raw -1724523.111463 + Penalty 4548.184438 = -1719974.927025 nChanged 232 SP:Iteration 14Q (52542.450000 sec): 3 clusters Score: Raw -1724681.481713 + Penalty 4548.184438 = -1720133.297275 nChanged 197 SP:Iteration 15Q (52542.480000 sec): 3 clusters Score: Raw -1724820.096860 + Penalty 4548.184438 = -1720271.912422 nChanged 147 SP:Iteration 16Q (52542.520000 sec): 3 clusters Score: Raw -1724926.457692 + Penalty 4548.184438 = -1720378.273254 nChanged 119 SP:Iteration 17Q (52542.550000 sec): 3 clusters Score: Raw -1725012.500562 + Penalty 4548.184438 = -1720464.316124 nChanged 113 SP:Iteration 18Q (52542.580000 sec): 3 clusters Score: Raw -1725093.245311 + Penalty 4548.184438 = -1720545.060873 nChanged 79 SP:Iteration 19Q (52542.610000 sec): 3 clusters Score: Raw -1725152.518417 + Penalty 4548.184438 = -1720604.333979 nChanged 66 SP:Iteration 20F (52542.650000 sec): 3 clusters Score: Raw -1725201.436439 + Penalty 4548.184438 = -1720653.252002 nChanged 50 SP:Iteration 21Q (52542.680000 sec): 3 clusters Score: Raw -1725234.230317 + Penalty 4548.184438 = -1720686.045879 nChanged 37 SP:Iteration 22Q (52542.710000 sec): 3 clusters Score: Raw -1725259.764452 + Penalty 4548.184438 = -1720711.580015 nChanged 37 SP:Iteration 23Q (52542.740000 sec): 3 clusters Score: Raw -1725287.592325 + Penalty 4548.184438 = -1720739.407887 nChanged 28 SP:Iteration 24Q (52542.770000 sec): 3 clusters Score: Raw -1725307.926926 + Penalty 4548.184438 = -1720759.742489 nChanged 22 SP:Iteration 25Q (52542.800000 sec): 3 clusters Score: Raw -1725324.661304 + Penalty 4548.184438 = -1720776.476866 nChanged 23 SP:Iteration 26Q (52542.830000 sec): 3 clusters Score: Raw -1725345.790716 + Penalty 4548.184438 = -1720797.606278 nChanged 19 SP:Iteration 27Q (52542.860000 sec): 3 clusters Score: Raw -1725362.816967 + Penalty 4548.184438 = -1720814.632529 nChanged 15 SP:Iteration 28Q (52542.890000 sec): 3 clusters Score: Raw -1725375.820738 + Penalty 4548.184438 = -1720827.636301 nChanged 8 SP:Iteration 29Q (52542.920000 sec): 3 clusters Score: Raw -1725382.489928 + Penalty 4548.184438 = -1720834.305490 nChanged 7 SP:Iteration 30Q (52542.950000 sec): 3 clusters Score: Raw -1725391.407220 + Penalty 4548.184438 = -1720843.222783 nChanged 11 SP:Iteration 31Q (52542.980000 sec): 3 clusters Score: Raw -1725398.626967 + Penalty 4548.184438 = -1720850.442529 nChanged 3 SP:Iteration 32Q (52543.000000 sec): 3 clusters Score: Raw -1725399.525608 + Penalty 4548.184438 = -1720851.341170 nChanged 0 SP:Iteration 33F (52543.040000 sec): 3 clusters Score: Raw -1725399.525608 + Penalty 4548.184438 = -1720851.341170 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52543.180000 sec): 2 clusters Score: Raw -6586285.577453 + Penalty 2614.126158 = -6583671.451294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52543.330000 sec): 3 clusters Score: Raw -6563207.705160 + Penalty 5228.252316 = -6557979.452843 nChanged 17154 SP:Iteration 1F (52543.480000 sec): 3 clusters Score: Raw -6572630.786558 + Penalty 5228.252316 = -6567402.534242 nChanged 1596 SP:Iteration 2Q (52543.630000 sec): 3 clusters Score: Raw -6573075.258981 + Penalty 5228.252316 = -6567847.006665 nChanged 1430 SP:Iteration 3Q (52543.780000 sec): 3 clusters Score: Raw -6573447.198690 + Penalty 5228.252316 = -6568218.946373 nChanged 1234 SP:Iteration 4Q (52543.940000 sec): 3 clusters Score: Raw -6573758.314918 + Penalty 5228.252316 = -6568530.062601 nChanged 1160 SP:Iteration 5Q (52544.090000 sec): 3 clusters Score: Raw -6574056.990737 + Penalty 5228.252316 = -6568828.738420 nChanged 1164 SP:Iteration 6Q (52544.240000 sec): 3 clusters Score: Raw -6574376.117966 + Penalty 5228.252316 = -6569147.865649 nChanged 1208 SP:Iteration 7Q (52544.390000 sec): 3 clusters Score: Raw -6574744.872269 + Penalty 5228.252316 = -6569516.619952 nChanged 1329 SP:Iteration 8Q (52544.540000 sec): 3 clusters Score: Raw -6575229.511881 + Penalty 5228.252316 = -6570001.259565 nChanged 1633 SP:Iteration 9Q (52544.700000 sec): 3 clusters Score: Raw -6575972.231412 + Penalty 5228.252316 = -6570743.979096 nChanged 1989 SP:Iteration 10F (52544.850000 sec): 3 clusters Score: Raw -6577137.083473 + Penalty 5228.252316 = -6571908.831157 nChanged 2435 SP:Iteration 11F (52545.000000 sec): 3 clusters Score: Raw -6578886.413430 + Penalty 5228.252316 = -6573658.161113 nChanged 2611 SP:Iteration 12F (52545.150000 sec): 3 clusters Score: Raw -6581123.637260 + Penalty 5228.252316 = -6575895.384944 nChanged 2387 SP:Iteration 13F (52545.300000 sec): 3 clusters Score: Raw -6583378.279774 + Penalty 5228.252316 = -6578150.027458 nChanged 1705 SP:Iteration 14Q (52545.440000 sec): 3 clusters Score: Raw -6585023.847602 + Penalty 5228.252316 = -6579795.595285 nChanged 857 SP:Iteration 15Q (52545.580000 sec): 3 clusters Score: Raw -6585848.843684 + Penalty 5228.252316 = -6580620.591368 nChanged 336 SP:Iteration 16Q (52545.690000 sec): 3 clusters Score: Raw -6586190.679885 + Penalty 5228.252316 = -6580962.427568 nChanged 130 SP:Iteration 17Q (52545.800000 sec): 3 clusters Score: Raw -6586351.948638 + Penalty 5228.252316 = -6581123.696322 nChanged 69 SP:Iteration 18Q (52545.920000 sec): 3 clusters Score: Raw -6586457.717752 + Penalty 5228.252316 = -6581229.465435 nChanged 30 SP:Iteration 19Q (52546.020000 sec): 3 clusters Score: Raw -6586498.269219 + Penalty 5228.252316 = -6581270.016902 nChanged 19 SP:Iteration 20F (52546.170000 sec): 3 clusters Score: Raw -6586527.033581 + Penalty 5228.252316 = -6581298.781264 nChanged 9 SP:Iteration 21Q (52546.270000 sec): 3 clusters Score: Raw -6586538.123637 + Penalty 5228.252316 = -6581309.871320 nChanged 0 SP:Iteration 22F (52546.420000 sec): 3 clusters Score: Raw -6586538.123637 + Penalty 5228.252316 = -6581309.871320 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52546.470000 sec): 2 clusters Score: Raw -2020433.181536 + Penalty 2325.652957 = -2018107.528580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52546.520000 sec): 3 clusters Score: Raw -2013937.695183 + Penalty 4651.305913 = -2009286.389270 nChanged 4989 SP:Iteration 1F (52546.560000 sec): 3 clusters Score: Raw -2016594.895380 + Penalty 4651.305913 = -2011943.589467 nChanged 725 SP:Iteration 2F (52546.610000 sec): 3 clusters Score: Raw -2016875.094924 + Penalty 4651.305913 = -2012223.789011 nChanged 516 SP:Iteration 3Q (52546.660000 sec): 3 clusters Score: Raw -2017069.052494 + Penalty 4651.305913 = -2012417.746581 nChanged 426 SP:Iteration 4Q (52546.700000 sec): 3 clusters Score: Raw -2017217.623223 + Penalty 4651.305913 = -2012566.317310 nChanged 343 SP:Iteration 5Q (52546.750000 sec): 3 clusters Score: Raw -2017337.753468 + Penalty 4651.305913 = -2012686.447555 nChanged 304 SP:Iteration 6Q (52546.800000 sec): 3 clusters Score: Raw -2017428.006886 + Penalty 4651.305913 = -2012776.700972 nChanged 257 SP:Iteration 7Q (52546.840000 sec): 3 clusters Score: Raw -2017513.290268 + Penalty 4651.305913 = -2012861.984354 nChanged 265 SP:Iteration 8Q (52546.890000 sec): 3 clusters Score: Raw -2017597.670912 + Penalty 4651.305913 = -2012946.364998 nChanged 233 SP:Iteration 9Q (52546.940000 sec): 3 clusters Score: Raw -2017675.619403 + Penalty 4651.305913 = -2013024.313489 nChanged 236 SP:Iteration 10Q (52546.980000 sec): 3 clusters Score: Raw -2017755.183278 + Penalty 4651.305913 = -2013103.877365 nChanged 250 SP:Iteration 11Q (52547.030000 sec): 3 clusters Score: Raw -2017843.728352 + Penalty 4651.305913 = -2013192.422439 nChanged 233 SP:Iteration 12Q (52547.080000 sec): 3 clusters Score: Raw -2017935.779182 + Penalty 4651.305913 = -2013284.473268 nChanged 240 SP:Iteration 13Q (52547.120000 sec): 3 clusters Score: Raw -2018037.290116 + Penalty 4651.305913 = -2013385.984202 nChanged 277 SP:Iteration 14Q (52547.170000 sec): 3 clusters Score: Raw -2018148.631286 + Penalty 4651.305913 = -2013497.325373 nChanged 283 SP:Iteration 15Q (52547.220000 sec): 3 clusters Score: Raw -2018296.024920 + Penalty 4651.305913 = -2013644.719007 nChanged 310 SP:Iteration 16Q (52547.260000 sec): 3 clusters Score: Raw -2018460.818090 + Penalty 4651.305913 = -2013809.512176 nChanged 314 SP:Iteration 17Q (52547.300000 sec): 3 clusters Score: Raw -2018630.174104 + Penalty 4651.305913 = -2013978.868191 nChanged 315 SP:Iteration 18Q (52547.350000 sec): 3 clusters Score: Raw -2018813.800059 + Penalty 4651.305913 = -2014162.494146 nChanged 343 SP:Iteration 19Q (52547.400000 sec): 3 clusters Score: Raw -2019021.649443 + Penalty 4651.305913 = -2014370.343530 nChanged 317 SP:Iteration 20F (52547.440000 sec): 3 clusters Score: Raw -2019209.311996 + Penalty 4651.305913 = -2014558.006083 nChanged 292 SP:Iteration 21Q (52547.480000 sec): 3 clusters Score: Raw -2019375.937721 + Penalty 4651.305913 = -2014724.631807 nChanged 265 SP:Iteration 22Q (52547.530000 sec): 3 clusters Score: Raw -2019533.876765 + Penalty 4651.305913 = -2014882.570851 nChanged 252 SP:Iteration 23Q (52547.570000 sec): 3 clusters Score: Raw -2019682.124102 + Penalty 4651.305913 = -2015030.818188 nChanged 219 SP:Iteration 24Q (52547.610000 sec): 3 clusters Score: Raw -2019801.456893 + Penalty 4651.305913 = -2015150.150979 nChanged 196 SP:Iteration 25Q (52547.650000 sec): 3 clusters Score: Raw -2019919.246423 + Penalty 4651.305913 = -2015267.940509 nChanged 184 SP:Iteration 26Q (52547.690000 sec): 3 clusters Score: Raw -2020033.568112 + Penalty 4651.305913 = -2015382.262198 nChanged 173 SP:Iteration 27Q (52547.730000 sec): 3 clusters Score: Raw -2020137.864602 + Penalty 4651.305913 = -2015486.558688 nChanged 127 SP:Iteration 28Q (52547.770000 sec): 3 clusters Score: Raw -2020211.479006 + Penalty 4651.305913 = -2015560.173092 nChanged 109 SP:Iteration 29Q (52547.810000 sec): 3 clusters Score: Raw -2020272.012997 + Penalty 4651.305913 = -2015620.707083 nChanged 108 SP:Iteration 30Q (52547.850000 sec): 3 clusters Score: Raw -2020336.948599 + Penalty 4651.305913 = -2015685.642685 nChanged 103 SP:Iteration 31Q (52547.890000 sec): 3 clusters Score: Raw -2020406.362401 + Penalty 4651.305913 = -2015755.056488 nChanged 94 SP:Iteration 32Q (52547.920000 sec): 3 clusters Score: Raw -2020466.580168 + Penalty 4651.305913 = -2015815.274255 nChanged 73 SP:Iteration 33Q (52547.960000 sec): 3 clusters Score: Raw -2020506.990577 + Penalty 4651.305913 = -2015855.684663 nChanged 56 SP:Iteration 34Q (52548.000000 sec): 3 clusters Score: Raw -2020539.811499 + Penalty 4651.305913 = -2015888.505586 nChanged 52 SP:Iteration 35Q (52548.040000 sec): 3 clusters Score: Raw -2020573.518846 + Penalty 4651.305913 = -2015922.212933 nChanged 48 SP:Iteration 36Q (52548.070000 sec): 3 clusters Score: Raw -2020599.932986 + Penalty 4651.305913 = -2015948.627073 nChanged 43 SP:Iteration 37Q (52548.110000 sec): 3 clusters Score: Raw -2020625.216961 + Penalty 4651.305913 = -2015973.911048 nChanged 25 SP:Iteration 38Q (52548.140000 sec): 3 clusters Score: Raw -2020640.577480 + Penalty 4651.305913 = -2015989.271567 nChanged 22 SP:Iteration 39Q (52548.180000 sec): 3 clusters Score: Raw -2020652.886076 + Penalty 4651.305913 = -2016001.580162 nChanged 18 SP:Iteration 40F (52548.230000 sec): 3 clusters Score: Raw -2020663.051532 + Penalty 4651.305913 = -2016011.745619 nChanged 16 SP:Iteration 41Q (52548.260000 sec): 3 clusters Score: Raw -2020672.987833 + Penalty 4651.305913 = -2016021.681919 nChanged 18 SP:Iteration 42Q (52548.300000 sec): 3 clusters Score: Raw -2020683.418664 + Penalty 4651.305913 = -2016032.112751 nChanged 11 SP:Iteration 43Q (52548.340000 sec): 3 clusters Score: Raw -2020690.535929 + Penalty 4651.305913 = -2016039.230015 nChanged 9 SP:Iteration 44Q (52548.370000 sec): 3 clusters Score: Raw -2020697.121116 + Penalty 4651.305913 = -2016045.815203 nChanged 12 SP:Iteration 45Q (52548.400000 sec): 3 clusters Score: Raw -2020704.743921 + Penalty 4651.305913 = -2016053.438008 nChanged 9 SP:Iteration 46Q (52548.440000 sec): 3 clusters Score: Raw -2020710.920611 + Penalty 4651.305913 = -2016059.614698 nChanged 9 SP:Iteration 47Q (52548.480000 sec): 3 clusters Score: Raw -2020717.421348 + Penalty 4651.305913 = -2016066.115434 nChanged 5 SP:Iteration 48Q (52548.510000 sec): 3 clusters Score: Raw -2020723.997396 + Penalty 4651.305913 = -2016072.691482 nChanged 11 SP:Iteration 49Q (52548.550000 sec): 3 clusters Score: Raw -2020734.355040 + Penalty 4651.305913 = -2016083.049126 nChanged 15 SP:Iteration 50Q (52548.580000 sec): 3 clusters Score: Raw -2020743.954808 + Penalty 4651.305913 = -2016092.648894 nChanged 13 SP:Iteration 51Q (52548.620000 sec): 3 clusters Score: Raw -2020751.676276 + Penalty 4651.305913 = -2016100.370362 nChanged 10 SP:Iteration 52Q (52548.650000 sec): 3 clusters Score: Raw -2020758.942548 + Penalty 4651.305913 = -2016107.636635 nChanged 14 SP:Iteration 53Q (52548.690000 sec): 3 clusters Score: Raw -2020769.616258 + Penalty 4651.305913 = -2016118.310345 nChanged 9 SP:Iteration 54Q (52548.720000 sec): 3 clusters Score: Raw -2020775.660436 + Penalty 4651.305913 = -2016124.354523 nChanged 7 SP:Iteration 55Q (52548.760000 sec): 3 clusters Score: Raw -2020780.044475 + Penalty 4651.305913 = -2016128.738562 nChanged 4 SP:Iteration 56Q (52548.790000 sec): 3 clusters Score: Raw -2020782.306924 + Penalty 4651.305913 = -2016131.001010 nChanged 4 SP:Iteration 57Q (52548.820000 sec): 3 clusters Score: Raw -2020784.186723 + Penalty 4651.305913 = -2016132.880810 nChanged 0 SP:Iteration 58F (52548.870000 sec): 3 clusters Score: Raw -2020784.186723 + Penalty 4651.305913 = -2016132.880810 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52548.890000 sec): 2 clusters Score: Raw -780494.101378 + Penalty 2097.551196 = -778396.550182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52548.910000 sec): 3 clusters Score: Raw -778220.291350 + Penalty 4195.102392 = -774025.188958 nChanged 1802 SP:Iteration 1F (52548.930000 sec): 3 clusters Score: Raw -779341.004904 + Penalty 4195.102392 = -775145.902512 nChanged 380 SP:Iteration 2F (52548.950000 sec): 3 clusters Score: Raw -779614.082699 + Penalty 4195.102392 = -775418.980307 nChanged 283 SP:Iteration 3F (52548.970000 sec): 3 clusters Score: Raw -779792.268557 + Penalty 4195.102392 = -775597.166165 nChanged 208 SP:Iteration 4Q (52548.980000 sec): 3 clusters Score: Raw -779910.967499 + Penalty 4195.102392 = -775715.865107 nChanged 173 SP:Iteration 5Q (52549.000000 sec): 3 clusters Score: Raw -780013.815147 + Penalty 4195.102392 = -775818.712755 nChanged 153 SP:Iteration 6Q (52549.020000 sec): 3 clusters Score: Raw -780107.334209 + Penalty 4195.102392 = -775912.231817 nChanged 152 SP:Iteration 7Q (52549.040000 sec): 3 clusters Score: Raw -780203.800035 + Penalty 4195.102392 = -776008.697643 nChanged 139 SP:Iteration 8Q (52549.060000 sec): 3 clusters Score: Raw -780304.408641 + Penalty 4195.102392 = -776109.306250 nChanged 138 SP:Iteration 9Q (52549.080000 sec): 3 clusters Score: Raw -780433.338644 + Penalty 4195.102392 = -776238.236253 nChanged 135 SP:Iteration 10Q (52549.100000 sec): 3 clusters Score: Raw -780569.935359 + Penalty 4195.102392 = -776374.832967 nChanged 130 SP:Iteration 11Q (52549.120000 sec): 3 clusters Score: Raw -780679.274983 + Penalty 4195.102392 = -776484.172591 nChanged 121 SP:Iteration 12Q (52549.130000 sec): 3 clusters Score: Raw -780776.292317 + Penalty 4195.102392 = -776581.189925 nChanged 113 SP:Iteration 13Q (52549.150000 sec): 3 clusters Score: Raw -780855.580251 + Penalty 4195.102392 = -776660.477859 nChanged 102 SP:Iteration 14Q (52549.170000 sec): 3 clusters Score: Raw -780934.716767 + Penalty 4195.102392 = -776739.614375 nChanged 87 SP:Iteration 15Q (52549.180000 sec): 3 clusters Score: Raw -780999.470628 + Penalty 4195.102392 = -776804.368236 nChanged 73 SP:Iteration 16Q (52549.200000 sec): 3 clusters Score: Raw -781049.720955 + Penalty 4195.102392 = -776854.618563 nChanged 70 SP:Iteration 17Q (52549.220000 sec): 3 clusters Score: Raw -781090.320260 + Penalty 4195.102392 = -776895.217868 nChanged 61 SP:Iteration 18Q (52549.240000 sec): 3 clusters Score: Raw -781125.083301 + Penalty 4195.102392 = -776929.980909 nChanged 57 SP:Iteration 19Q (52549.260000 sec): 3 clusters Score: Raw -781161.271861 + Penalty 4195.102392 = -776966.169470 nChanged 52 SP:Iteration 20F (52549.280000 sec): 3 clusters Score: Raw -781191.007825 + Penalty 4195.102392 = -776995.905433 nChanged 56 SP:Iteration 21Q (52549.290000 sec): 3 clusters Score: Raw -781226.591141 + Penalty 4195.102392 = -777031.488750 nChanged 61 SP:Iteration 22Q (52549.310000 sec): 3 clusters Score: Raw -781264.813685 + Penalty 4195.102392 = -777069.711294 nChanged 65 SP:Iteration 23Q (52549.330000 sec): 3 clusters Score: Raw -781296.413164 + Penalty 4195.102392 = -777101.310772 nChanged 41 SP:Iteration 24Q (52549.340000 sec): 3 clusters Score: Raw -781317.115999 + Penalty 4195.102392 = -777122.013607 nChanged 37 SP:Iteration 25Q (52549.360000 sec): 3 clusters Score: Raw -781332.966331 + Penalty 4195.102392 = -777137.863939 nChanged 25 SP:Iteration 26Q (52549.380000 sec): 3 clusters Score: Raw -781343.174740 + Penalty 4195.102392 = -777148.072348 nChanged 19 SP:Iteration 27Q (52549.400000 sec): 3 clusters Score: Raw -781350.430759 + Penalty 4195.102392 = -777155.328367 nChanged 25 SP:Iteration 28Q (52549.410000 sec): 3 clusters Score: Raw -781363.859971 + Penalty 4195.102392 = -777168.757580 nChanged 30 SP:Iteration 29Q (52549.430000 sec): 3 clusters Score: Raw -781377.973516 + Penalty 4195.102392 = -777182.871125 nChanged 28 SP:Iteration 30Q (52549.450000 sec): 3 clusters Score: Raw -781389.991700 + Penalty 4195.102392 = -777194.889308 nChanged 28 SP:Iteration 31Q (52549.460000 sec): 3 clusters Score: Raw -781401.143830 + Penalty 4195.102392 = -777206.041439 nChanged 22 SP:Iteration 32Q (52549.480000 sec): 3 clusters Score: Raw -781409.027353 + Penalty 4195.102392 = -777213.924961 nChanged 19 SP:Iteration 33Q (52549.500000 sec): 3 clusters Score: Raw -781415.632765 + Penalty 4195.102392 = -777220.530373 nChanged 16 SP:Iteration 34Q (52549.520000 sec): 3 clusters Score: Raw -781422.786274 + Penalty 4195.102392 = -777227.683882 nChanged 16 SP:Iteration 35Q (52549.540000 sec): 3 clusters Score: Raw -781429.431070 + Penalty 4195.102392 = -777234.328678 nChanged 22 SP:Iteration 36Q (52549.550000 sec): 3 clusters Score: Raw -781439.593904 + Penalty 4195.102392 = -777244.491512 nChanged 23 SP:Iteration 37Q (52549.570000 sec): 3 clusters Score: Raw -781448.164259 + Penalty 4195.102392 = -777253.061868 nChanged 10 SP:Iteration 38Q (52549.580000 sec): 3 clusters Score: Raw -781454.000195 + Penalty 4195.102392 = -777258.897803 nChanged 14 SP:Iteration 39Q (52549.600000 sec): 3 clusters Score: Raw -781460.304470 + Penalty 4195.102392 = -777265.202078 nChanged 12 SP:Iteration 40F (52549.620000 sec): 3 clusters Score: Raw -781465.706842 + Penalty 4195.102392 = -777270.604451 nChanged 15 SP:Iteration 41Q (52549.640000 sec): 3 clusters Score: Raw -781476.073357 + Penalty 4195.102392 = -777280.970965 nChanged 13 SP:Iteration 42Q (52549.660000 sec): 3 clusters Score: Raw -781483.745517 + Penalty 4195.102392 = -777288.643125 nChanged 18 SP:Iteration 43Q (52549.670000 sec): 3 clusters Score: Raw -781490.812785 + Penalty 4195.102392 = -777295.710393 nChanged 21 SP:Iteration 44Q (52549.690000 sec): 3 clusters Score: Raw -781501.082265 + Penalty 4195.102392 = -777305.979874 nChanged 15 SP:Iteration 45Q (52549.710000 sec): 3 clusters Score: Raw -781507.151722 + Penalty 4195.102392 = -777312.049330 nChanged 7 SP:Iteration 46Q (52549.720000 sec): 3 clusters Score: Raw -781510.492762 + Penalty 4195.102392 = -777315.390371 nChanged 4 SP:Iteration 47Q (52549.740000 sec): 3 clusters Score: Raw -781512.496966 + Penalty 4195.102392 = -777317.394574 nChanged 5 SP:Iteration 48Q (52549.760000 sec): 3 clusters Score: Raw -781515.307484 + Penalty 4195.102392 = -777320.205092 nChanged 9 SP:Iteration 49Q (52549.780000 sec): 3 clusters Score: Raw -781519.286858 + Penalty 4195.102392 = -777324.184466 nChanged 7 SP:Iteration 50Q (52549.790000 sec): 3 clusters Score: Raw -781520.921984 + Penalty 4195.102392 = -777325.819592 nChanged 4 SP:Iteration 51Q (52549.810000 sec): 3 clusters Score: Raw -781522.258978 + Penalty 4195.102392 = -777327.156587 nChanged 6 SP:Iteration 52Q (52549.830000 sec): 3 clusters Score: Raw -781524.317290 + Penalty 4195.102392 = -777329.214899 nChanged 2 SP:Iteration 53Q (52549.840000 sec): 3 clusters Score: Raw -781524.874592 + Penalty 4195.102392 = -777329.772200 nChanged 1 SP:Iteration 54Q (52549.860000 sec): 3 clusters Score: Raw -781525.119633 + Penalty 4195.102392 = -777330.017241 nChanged 1 SP:Iteration 55Q (52549.880000 sec): 3 clusters Score: Raw -781525.298723 + Penalty 4195.102392 = -777330.196331 nChanged 0 SP:Iteration 56F (52549.900000 sec): 3 clusters Score: Raw -781525.298723 + Penalty 4195.102392 = -777330.196331 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52549.920000 sec): 2 clusters Score: Raw -802319.927000 + Penalty 2105.067708 = -800214.859291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52549.940000 sec): 3 clusters Score: Raw -800025.688462 + Penalty 4210.135416 = -795815.553046 nChanged 1780 SP:Iteration 1F (52549.960000 sec): 3 clusters Score: Raw -801097.528912 + Penalty 4210.135416 = -796887.393496 nChanged 395 SP:Iteration 2F (52549.980000 sec): 3 clusters Score: Raw -801392.401541 + Penalty 4210.135416 = -797182.266125 nChanged 296 SP:Iteration 3F (52550.000000 sec): 3 clusters Score: Raw -801586.427279 + Penalty 4210.135416 = -797376.291863 nChanged 227 SP:Iteration 4Q (52550.020000 sec): 3 clusters Score: Raw -801743.223411 + Penalty 4210.135416 = -797533.087995 nChanged 187 SP:Iteration 5Q (52550.030000 sec): 3 clusters Score: Raw -801851.212276 + Penalty 4210.135416 = -797641.076860 nChanged 148 SP:Iteration 6Q (52550.050000 sec): 3 clusters Score: Raw -801952.862997 + Penalty 4210.135416 = -797742.727580 nChanged 134 SP:Iteration 7Q (52550.070000 sec): 3 clusters Score: Raw -802031.136400 + Penalty 4210.135416 = -797821.000984 nChanged 120 SP:Iteration 8Q (52550.090000 sec): 3 clusters Score: Raw -802096.981648 + Penalty 4210.135416 = -797886.846231 nChanged 105 SP:Iteration 9Q (52550.110000 sec): 3 clusters Score: Raw -802156.629759 + Penalty 4210.135416 = -797946.494343 nChanged 105 SP:Iteration 10Q (52550.130000 sec): 3 clusters Score: Raw -802210.990706 + Penalty 4210.135416 = -798000.855290 nChanged 98 SP:Iteration 11Q (52550.150000 sec): 3 clusters Score: Raw -802272.920274 + Penalty 4210.135416 = -798062.784858 nChanged 96 SP:Iteration 12Q (52550.170000 sec): 3 clusters Score: Raw -802329.654740 + Penalty 4210.135416 = -798119.519324 nChanged 93 SP:Iteration 13Q (52550.190000 sec): 3 clusters Score: Raw -802370.990797 + Penalty 4210.135416 = -798160.855381 nChanged 78 SP:Iteration 14Q (52550.210000 sec): 3 clusters Score: Raw -802409.522696 + Penalty 4210.135416 = -798199.387279 nChanged 65 SP:Iteration 15Q (52550.220000 sec): 3 clusters Score: Raw -802442.335080 + Penalty 4210.135416 = -798232.199663 nChanged 79 SP:Iteration 16Q (52550.240000 sec): 3 clusters Score: Raw -802491.940691 + Penalty 4210.135416 = -798281.805275 nChanged 109 SP:Iteration 17Q (52550.260000 sec): 3 clusters Score: Raw -802577.786661 + Penalty 4210.135416 = -798367.651244 nChanged 113 SP:Iteration 18Q (52550.280000 sec): 3 clusters Score: Raw -802663.778380 + Penalty 4210.135416 = -798453.642964 nChanged 118 SP:Iteration 19Q (52550.300000 sec): 3 clusters Score: Raw -802746.100010 + Penalty 4210.135416 = -798535.964593 nChanged 107 SP:Iteration 20F (52550.320000 sec): 3 clusters Score: Raw -802823.557891 + Penalty 4210.135416 = -798613.422475 nChanged 115 SP:Iteration 21Q (52550.330000 sec): 3 clusters Score: Raw -802916.139237 + Penalty 4210.135416 = -798706.003821 nChanged 114 SP:Iteration 22Q (52550.350000 sec): 3 clusters Score: Raw -802992.997058 + Penalty 4210.135416 = -798782.861642 nChanged 101 SP:Iteration 23Q (52550.370000 sec): 3 clusters Score: Raw -803054.581858 + Penalty 4210.135416 = -798844.446442 nChanged 100 SP:Iteration 24Q (52550.390000 sec): 3 clusters Score: Raw -803120.311708 + Penalty 4210.135416 = -798910.176291 nChanged 92 SP:Iteration 25Q (52550.410000 sec): 3 clusters Score: Raw -803178.794627 + Penalty 4210.135416 = -798968.659211 nChanged 91 SP:Iteration 26Q (52550.430000 sec): 3 clusters Score: Raw -803238.738698 + Penalty 4210.135416 = -799028.603282 nChanged 69 SP:Iteration 27Q (52550.440000 sec): 3 clusters Score: Raw -803294.500578 + Penalty 4210.135416 = -799084.365162 nChanged 84 SP:Iteration 28Q (52550.460000 sec): 3 clusters Score: Raw -803362.405075 + Penalty 4210.135416 = -799152.269659 nChanged 75 SP:Iteration 29Q (52550.480000 sec): 3 clusters Score: Raw -803430.228702 + Penalty 4210.135416 = -799220.093286 nChanged 85 SP:Iteration 30Q (52550.500000 sec): 3 clusters Score: Raw -803506.570251 + Penalty 4210.135416 = -799296.434835 nChanged 105 SP:Iteration 31Q (52550.510000 sec): 3 clusters Score: Raw -803595.195099 + Penalty 4210.135416 = -799385.059683 nChanged 99 SP:Iteration 32Q (52550.530000 sec): 3 clusters Score: Raw -803665.954582 + Penalty 4210.135416 = -799455.819166 nChanged 100 SP:Iteration 33Q (52550.550000 sec): 3 clusters Score: Raw -803733.948914 + Penalty 4210.135416 = -799523.813498 nChanged 77 SP:Iteration 34Q (52550.570000 sec): 3 clusters Score: Raw -803773.582783 + Penalty 4210.135416 = -799563.447367 nChanged 77 SP:Iteration 35Q (52550.580000 sec): 3 clusters Score: Raw -803813.394104 + Penalty 4210.135416 = -799603.258687 nChanged 48 SP:Iteration 36Q (52550.600000 sec): 3 clusters Score: Raw -803839.821870 + Penalty 4210.135416 = -799629.686454 nChanged 44 SP:Iteration 37Q (52550.620000 sec): 3 clusters Score: Raw -803866.147224 + Penalty 4210.135416 = -799656.011808 nChanged 34 SP:Iteration 38Q (52550.630000 sec): 3 clusters Score: Raw -803886.659024 + Penalty 4210.135416 = -799676.523608 nChanged 27 SP:Iteration 39Q (52550.650000 sec): 3 clusters Score: Raw -803898.675089 + Penalty 4210.135416 = -799688.539673 nChanged 16 SP:Iteration 40F (52550.670000 sec): 3 clusters Score: Raw -803912.826184 + Penalty 4210.135416 = -799702.690767 nChanged 18 SP:Iteration 41Q (52550.690000 sec): 3 clusters Score: Raw -803924.246672 + Penalty 4210.135416 = -799714.111256 nChanged 25 SP:Iteration 42Q (52550.710000 sec): 3 clusters Score: Raw -803933.703758 + Penalty 4210.135416 = -799723.568341 nChanged 19 SP:Iteration 43Q (52550.730000 sec): 3 clusters Score: Raw -803939.172274 + Penalty 4210.135416 = -799729.036858 nChanged 9 SP:Iteration 44Q (52550.740000 sec): 3 clusters Score: Raw -803941.718709 + Penalty 4210.135416 = -799731.583293 nChanged 6 SP:Iteration 45Q (52550.760000 sec): 3 clusters Score: Raw -803942.828723 + Penalty 4210.135416 = -799732.693307 nChanged 1 SP:Iteration 46Q (52550.780000 sec): 3 clusters Score: Raw -803943.133053 + Penalty 4210.135416 = -799732.997637 nChanged 0 SP:Iteration 47F (52550.790000 sec): 3 clusters Score: Raw -803943.133053 + Penalty 4210.135416 = -799732.997637 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52550.800000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52550.810000 sec): 3 clusters Score: Raw -79278.301707 + Penalty 3079.460653 = -76198.841054 nChanged 75 SP:Iteration 1F (52550.810000 sec): 3 clusters Score: Raw -79414.007583 + Penalty 3079.460653 = -76334.546930 nChanged 19 SP:Iteration 2Q (52550.810000 sec): 3 clusters Score: Raw -79450.763637 + Penalty 3079.460653 = -76371.302984 nChanged 7 SP:Iteration 3Q (52550.810000 sec): 3 clusters Score: Raw -79462.452667 + Penalty 3079.460653 = -76382.992014 nChanged 3 SP:Iteration 4Q (52550.810000 sec): 3 clusters Score: Raw -79470.135040 + Penalty 3079.460653 = -76390.674387 nChanged 4 SP:Iteration 5Q (52550.810000 sec): 3 clusters Score: Raw -79476.830881 + Penalty 3079.460653 = -76397.370228 nChanged 2 SP:Iteration 6Q (52550.820000 sec): 3 clusters Score: Raw -79480.020203 + Penalty 3079.460653 = -76400.559550 nChanged 0 SP:Iteration 7F (52550.820000 sec): 3 clusters Score: Raw -79480.020203 + Penalty 3079.460653 = -76400.559550 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52550.830000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52550.830000 sec): 3 clusters Score: Raw -93162.455397 + Penalty 3164.540778 = -89997.914618 nChanged 106 SP:Iteration 1F (52550.830000 sec): 3 clusters Score: Raw -93363.206697 + Penalty 3164.540778 = -90198.665918 nChanged 37 SP:Iteration 2F (52550.830000 sec): 3 clusters Score: Raw -93440.921347 + Penalty 3164.540778 = -90276.380568 nChanged 11 SP:Iteration 3Q (52550.830000 sec): 3 clusters Score: Raw -93476.635571 + Penalty 3164.540778 = -90312.094792 nChanged 11 SP:Iteration 4Q (52550.840000 sec): 3 clusters Score: Raw -93499.550796 + Penalty 3164.540778 = -90335.010018 nChanged 3 SP:Iteration 5Q (52550.840000 sec): 3 clusters Score: Raw -93513.462137 + Penalty 3164.540778 = -90348.921359 nChanged 4 SP:Iteration 6Q (52550.840000 sec): 3 clusters Score: Raw -93542.632736 + Penalty 3164.540778 = -90378.091957 nChanged 8 SP:Iteration 7Q (52550.850000 sec): 3 clusters Score: Raw -93565.237900 + Penalty 3164.540778 = -90400.697122 nChanged 5 SP:Iteration 8Q (52550.850000 sec): 3 clusters Score: Raw -93576.242638 + Penalty 3164.540778 = -90411.701860 nChanged 6 SP:Iteration 9Q (52550.850000 sec): 3 clusters Score: Raw -93588.870089 + Penalty 3164.540778 = -90424.329311 nChanged 2 SP:Iteration 10Q (52550.850000 sec): 3 clusters Score: Raw -93592.141800 + Penalty 3164.540778 = -90427.601022 nChanged 0 SP:Iteration 11F (52550.850000 sec): 3 clusters Score: Raw -93592.141800 + Penalty 3164.540778 = -90427.601022 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52550.880000 sec): 2 clusters Score: Raw -980905.933595 + Penalty 2133.954308 = -978771.979287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52550.900000 sec): 3 clusters Score: Raw -978197.620544 + Penalty 4267.908616 = -973929.711928 nChanged 2086 SP:Iteration 1F (52550.920000 sec): 3 clusters Score: Raw -979385.693560 + Penalty 4267.908616 = -975117.784944 nChanged 402 SP:Iteration 2F (52550.940000 sec): 3 clusters Score: Raw -979597.411268 + Penalty 4267.908616 = -975329.502652 nChanged 257 SP:Iteration 3Q (52550.960000 sec): 3 clusters Score: Raw -979726.337231 + Penalty 4267.908616 = -975458.428615 nChanged 188 SP:Iteration 4Q (52550.990000 sec): 3 clusters Score: Raw -979825.344426 + Penalty 4267.908616 = -975557.435810 nChanged 174 SP:Iteration 5Q (52551.010000 sec): 3 clusters Score: Raw -979912.433926 + Penalty 4267.908616 = -975644.525310 nChanged 162 SP:Iteration 6Q (52551.030000 sec): 3 clusters Score: Raw -980009.454547 + Penalty 4267.908616 = -975741.545932 nChanged 145 SP:Iteration 7Q (52551.050000 sec): 3 clusters Score: Raw -980096.596024 + Penalty 4267.908616 = -975828.687409 nChanged 146 SP:Iteration 8Q (52551.070000 sec): 3 clusters Score: Raw -980192.541565 + Penalty 4267.908616 = -975924.632949 nChanged 186 SP:Iteration 9Q (52551.090000 sec): 3 clusters Score: Raw -980321.641871 + Penalty 4267.908616 = -976053.733255 nChanged 205 SP:Iteration 10Q (52551.110000 sec): 3 clusters Score: Raw -980463.821187 + Penalty 4267.908616 = -976195.912572 nChanged 258 SP:Iteration 11Q (52551.130000 sec): 3 clusters Score: Raw -980665.110335 + Penalty 4267.908616 = -976397.201719 nChanged 273 SP:Iteration 12F (52551.150000 sec): 3 clusters Score: Raw -980901.265600 + Penalty 4267.908616 = -976633.356985 nChanged 279 SP:Iteration 13F (52551.180000 sec): 3 clusters Score: Raw -981143.049001 + Penalty 4267.908616 = -976875.140386 nChanged 278 SP:Iteration 14F (52551.200000 sec): 3 clusters Score: Raw -981397.665690 + Penalty 4267.908616 = -977129.757074 nChanged 238 SP:Iteration 15Q (52551.220000 sec): 3 clusters Score: Raw -981623.406909 + Penalty 4267.908616 = -977355.498293 nChanged 198 SP:Iteration 16Q (52551.240000 sec): 3 clusters Score: Raw -981777.531439 + Penalty 4267.908616 = -977509.622824 nChanged 133 SP:Iteration 17Q (52551.260000 sec): 3 clusters Score: Raw -981869.348946 + Penalty 4267.908616 = -977601.440330 nChanged 94 SP:Iteration 18Q (52551.280000 sec): 3 clusters Score: Raw -981928.986624 + Penalty 4267.908616 = -977661.078008 nChanged 59 SP:Iteration 19Q (52551.300000 sec): 3 clusters Score: Raw -981959.275911 + Penalty 4267.908616 = -977691.367295 nChanged 42 SP:Iteration 20F (52551.320000 sec): 3 clusters Score: Raw -981979.282185 + Penalty 4267.908616 = -977711.373570 nChanged 31 SP:Iteration 21Q (52551.340000 sec): 3 clusters Score: Raw -981992.738274 + Penalty 4267.908616 = -977724.829658 nChanged 24 SP:Iteration 22Q (52551.360000 sec): 3 clusters Score: Raw -982003.413528 + Penalty 4267.908616 = -977735.504913 nChanged 19 SP:Iteration 23Q (52551.380000 sec): 3 clusters Score: Raw -982012.365331 + Penalty 4267.908616 = -977744.456715 nChanged 19 SP:Iteration 24Q (52551.400000 sec): 3 clusters Score: Raw -982018.887339 + Penalty 4267.908616 = -977750.978723 nChanged 10 SP:Iteration 25Q (52551.420000 sec): 3 clusters Score: Raw -982020.999119 + Penalty 4267.908616 = -977753.090503 nChanged 3 SP:Iteration 26Q (52551.440000 sec): 3 clusters Score: Raw -982022.161314 + Penalty 4267.908616 = -977754.252698 nChanged 4 SP:Iteration 27Q (52551.460000 sec): 3 clusters Score: Raw -982023.446735 + Penalty 4267.908616 = -977755.538120 nChanged 5 SP:Iteration 28Q (52551.490000 sec): 3 clusters Score: Raw -982024.857815 + Penalty 4267.908616 = -977756.949199 nChanged 4 SP:Iteration 29Q (52551.510000 sec): 3 clusters Score: Raw -982026.042927 + Penalty 4267.908616 = -977758.134311 nChanged 3 SP:Iteration 30Q (52551.530000 sec): 3 clusters Score: Raw -982026.912119 + Penalty 4267.908616 = -977759.003503 nChanged 3 SP:Iteration 31Q (52551.550000 sec): 3 clusters Score: Raw -982027.540504 + Penalty 4267.908616 = -977759.631888 nChanged 4 SP:Iteration 32Q (52551.570000 sec): 3 clusters Score: Raw -982028.889477 + Penalty 4267.908616 = -977760.980861 nChanged 6 SP:Iteration 33Q (52551.590000 sec): 3 clusters Score: Raw -982030.873192 + Penalty 4267.908616 = -977762.964576 nChanged 4 SP:Iteration 34Q (52551.610000 sec): 3 clusters Score: Raw -982032.219771 + Penalty 4267.908616 = -977764.311155 nChanged 5 SP:Iteration 35Q (52551.630000 sec): 3 clusters Score: Raw -982033.907921 + Penalty 4267.908616 = -977765.999305 nChanged 3 SP:Iteration 36Q (52551.650000 sec): 3 clusters Score: Raw -982034.570067 + Penalty 4267.908616 = -977766.661451 nChanged 5 SP:Iteration 37Q (52551.670000 sec): 3 clusters Score: Raw -982037.152635 + Penalty 4267.908616 = -977769.244019 nChanged 7 SP:Iteration 38Q (52551.690000 sec): 3 clusters Score: Raw -982039.903346 + Penalty 4267.908616 = -977771.994731 nChanged 6 SP:Iteration 39Q (52551.710000 sec): 3 clusters Score: Raw -982041.637794 + Penalty 4267.908616 = -977773.729178 nChanged 8 SP:Iteration 40F (52551.730000 sec): 3 clusters Score: Raw -982043.867419 + Penalty 4267.908616 = -977775.958803 nChanged 5 SP:Iteration 41Q (52551.750000 sec): 3 clusters Score: Raw -982046.199161 + Penalty 4267.908616 = -977778.290545 nChanged 8 SP:Iteration 42Q (52551.770000 sec): 3 clusters Score: Raw -982048.901200 + Penalty 4267.908616 = -977780.992584 nChanged 5 SP:Iteration 43Q (52551.790000 sec): 3 clusters Score: Raw -982050.709326 + Penalty 4267.908616 = -977782.800711 nChanged 8 SP:Iteration 44Q (52551.810000 sec): 3 clusters Score: Raw -982053.408074 + Penalty 4267.908616 = -977785.499458 nChanged 6 SP:Iteration 45Q (52551.830000 sec): 3 clusters Score: Raw -982055.171219 + Penalty 4267.908616 = -977787.262603 nChanged 4 SP:Iteration 46Q (52551.850000 sec): 3 clusters Score: Raw -982056.289037 + Penalty 4267.908616 = -977788.380421 nChanged 1 SP:Iteration 47Q (52551.870000 sec): 3 clusters Score: Raw -982056.774524 + Penalty 4267.908616 = -977788.865908 nChanged 0 SP:Iteration 48F (52551.890000 sec): 3 clusters Score: Raw -982056.774524 + Penalty 4267.908616 = -977788.865908 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52551.900000 sec): 2 clusters Score: Raw -349559.577266 + Penalty 1911.240003 = -347648.337264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52551.910000 sec): 3 clusters Score: Raw -348780.006443 + Penalty 3822.480005 = -344957.526438 nChanged 700 SP:Iteration 1F (52551.920000 sec): 3 clusters Score: Raw -349503.011359 + Penalty 3822.480005 = -345680.531354 nChanged 207 SP:Iteration 2F (52551.930000 sec): 3 clusters Score: Raw -349781.572114 + Penalty 3822.480005 = -345959.092109 nChanged 135 SP:Iteration 3F (52551.940000 sec): 3 clusters Score: Raw -349976.045379 + Penalty 3822.480005 = -346153.565374 nChanged 97 SP:Iteration 4Q (52551.950000 sec): 3 clusters Score: Raw -350102.884623 + Penalty 3822.480005 = -346280.404618 nChanged 91 SP:Iteration 5Q (52551.960000 sec): 3 clusters Score: Raw -350209.628386 + Penalty 3822.480005 = -346387.148381 nChanged 77 SP:Iteration 6Q (52551.970000 sec): 3 clusters Score: Raw -350327.134857 + Penalty 3822.480005 = -346504.654851 nChanged 83 SP:Iteration 7Q (52551.970000 sec): 3 clusters Score: Raw -350445.168219 + Penalty 3822.480005 = -346622.688214 nChanged 79 SP:Iteration 8Q (52551.980000 sec): 3 clusters Score: Raw -350534.348189 + Penalty 3822.480005 = -346711.868184 nChanged 64 SP:Iteration 9Q (52551.990000 sec): 3 clusters Score: Raw -350609.494983 + Penalty 3822.480005 = -346787.014977 nChanged 57 SP:Iteration 10Q (52552.000000 sec): 3 clusters Score: Raw -350683.607056 + Penalty 3822.480005 = -346861.127051 nChanged 50 SP:Iteration 11Q (52552.010000 sec): 3 clusters Score: Raw -350760.605168 + Penalty 3822.480005 = -346938.125162 nChanged 39 SP:Iteration 12Q (52552.010000 sec): 3 clusters Score: Raw -350808.705331 + Penalty 3822.480005 = -346986.225325 nChanged 37 SP:Iteration 13Q (52552.020000 sec): 3 clusters Score: Raw -350851.490858 + Penalty 3822.480005 = -347029.010852 nChanged 32 SP:Iteration 14Q (52552.030000 sec): 3 clusters Score: Raw -350881.032089 + Penalty 3822.480005 = -347058.552084 nChanged 22 SP:Iteration 15Q (52552.040000 sec): 3 clusters Score: Raw -350905.030684 + Penalty 3822.480005 = -347082.550679 nChanged 26 SP:Iteration 16Q (52552.040000 sec): 3 clusters Score: Raw -350926.140230 + Penalty 3822.480005 = -347103.660225 nChanged 17 SP:Iteration 17Q (52552.050000 sec): 3 clusters Score: Raw -350942.737720 + Penalty 3822.480005 = -347120.257714 nChanged 13 SP:Iteration 18Q (52552.060000 sec): 3 clusters Score: Raw -350957.015932 + Penalty 3822.480005 = -347134.535927 nChanged 9 SP:Iteration 19Q (52552.070000 sec): 3 clusters Score: Raw -350963.528304 + Penalty 3822.480005 = -347141.048298 nChanged 4 SP:Iteration 20F (52552.070000 sec): 3 clusters Score: Raw -350965.388339 + Penalty 3822.480005 = -347142.908333 nChanged 4 SP:Iteration 21Q (52552.080000 sec): 3 clusters Score: Raw -350968.605191 + Penalty 3822.480005 = -347146.125186 nChanged 3 SP:Iteration 22Q (52552.090000 sec): 3 clusters Score: Raw -350969.891711 + Penalty 3822.480005 = -347147.411706 nChanged 1 SP:Iteration 23Q (52552.090000 sec): 3 clusters Score: Raw -350970.418126 + Penalty 3822.480005 = -347147.938120 nChanged 1 SP:Iteration 24Q (52552.100000 sec): 3 clusters Score: Raw -350970.931320 + Penalty 3822.480005 = -347148.451314 nChanged 0 SP:Iteration 25F (52552.110000 sec): 3 clusters Score: Raw -350970.931320 + Penalty 3822.480005 = -347148.451314 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52552.120000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52552.120000 sec): 3 clusters Score: Raw -123990.121974 + Penalty 3306.810569 = -120683.311405 nChanged 183 SP:Iteration 1F (52552.130000 sec): 3 clusters Score: Raw -124216.532894 + Penalty 3306.810569 = -120909.722325 nChanged 45 SP:Iteration 2F (52552.130000 sec): 3 clusters Score: Raw -124316.960354 + Penalty 3306.810569 = -121010.149785 nChanged 39 SP:Iteration 3Q (52552.130000 sec): 3 clusters Score: Raw -124401.262741 + Penalty 3306.810569 = -121094.452172 nChanged 35 SP:Iteration 4Q (52552.130000 sec): 3 clusters Score: Raw -124513.718793 + Penalty 3306.810569 = -121206.908224 nChanged 43 SP:Iteration 5F (52552.140000 sec): 3 clusters Score: Raw -124640.406805 + Penalty 3306.810569 = -121333.596236 nChanged 35 SP:Iteration 6Q (52552.140000 sec): 3 clusters Score: Raw -124801.240312 + Penalty 3306.810569 = -121494.429743 nChanged 39 SP:Iteration 7Q (52552.140000 sec): 3 clusters Score: Raw -124922.593436 + Penalty 3306.810569 = -121615.782866 nChanged 36 SP:Iteration 8Q (52552.150000 sec): 3 clusters Score: Raw -125074.931790 + Penalty 3306.810569 = -121768.121221 nChanged 25 SP:Iteration 9Q (52552.150000 sec): 3 clusters Score: Raw -125187.272745 + Penalty 3306.810569 = -121880.462176 nChanged 29 SP:Iteration 10Q (52552.150000 sec): 3 clusters Score: Raw -125311.079479 + Penalty 3306.810569 = -122004.268910 nChanged 22 SP:Iteration 11Q (52552.150000 sec): 3 clusters Score: Raw -125403.377617 + Penalty 3306.810569 = -122096.567048 nChanged 19 SP:Iteration 12Q (52552.160000 sec): 3 clusters Score: Raw -125482.523356 + Penalty 3306.810569 = -122175.712787 nChanged 10 SP:Iteration 13Q (52552.160000 sec): 3 clusters Score: Raw -125512.026474 + Penalty 3306.810569 = -122205.215905 nChanged 9 SP:Iteration 14Q (52552.160000 sec): 3 clusters Score: Raw -125531.478551 + Penalty 3306.810569 = -122224.667982 nChanged 10 SP:Iteration 15Q (52552.160000 sec): 3 clusters Score: Raw -125554.384936 + Penalty 3306.810569 = -122247.574367 nChanged 10 SP:Iteration 16Q (52552.170000 sec): 3 clusters Score: Raw -125580.991481 + Penalty 3306.810569 = -122274.180912 nChanged 9 SP:Iteration 17Q (52552.170000 sec): 3 clusters Score: Raw -125608.422126 + Penalty 3306.810569 = -122301.611557 nChanged 9 SP:Iteration 18Q (52552.170000 sec): 3 clusters Score: Raw -125629.699386 + Penalty 3306.810569 = -122322.888817 nChanged 8 SP:Iteration 19Q (52552.170000 sec): 3 clusters Score: Raw -125647.474196 + Penalty 3306.810569 = -122340.663627 nChanged 6 SP:Iteration 20F (52552.180000 sec): 3 clusters Score: Raw -125664.744479 + Penalty 3306.810569 = -122357.933910 nChanged 6 SP:Iteration 21Q (52552.180000 sec): 3 clusters Score: Raw -125683.618221 + Penalty 3306.810569 = -122376.807652 nChanged 3 SP:Iteration 22Q (52552.180000 sec): 3 clusters Score: Raw -125690.348850 + Penalty 3306.810569 = -122383.538281 nChanged 0 SP:Iteration 23F (52552.190000 sec): 3 clusters Score: Raw -125690.348850 + Penalty 3306.810569 = -122383.538281 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52552.600000 sec): 2 clusters Score: Raw -21182761.134228 + Penalty 2899.252914 = -21179861.881314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52553.090000 sec): 3 clusters Score: Raw -21105865.123794 + Penalty 5798.505827 = -21100066.617967 nChanged 56774 SP:Iteration 1F (52553.580000 sec): 3 clusters Score: Raw -21137672.253939 + Penalty 5798.505827 = -21131873.748112 nChanged 3275 SP:Iteration 2Q (52554.080000 sec): 3 clusters Score: Raw -21138297.396234 + Penalty 5798.505827 = -21132498.890406 nChanged 3386 SP:Iteration 3Q (52554.580000 sec): 3 clusters Score: Raw -21139018.630307 + Penalty 5798.505827 = -21133220.124480 nChanged 3702 SP:Iteration 4Q (52555.080000 sec): 3 clusters Score: Raw -21139900.265350 + Penalty 5798.505827 = -21134101.759523 nChanged 4149 SP:Iteration 5Q (52555.570000 sec): 3 clusters Score: Raw -21141058.861714 + Penalty 5798.505827 = -21135260.355886 nChanged 4754 SP:Iteration 6Q (52556.070000 sec): 3 clusters Score: Raw -21142678.594758 + Penalty 5798.505827 = -21136880.088930 nChanged 5696 SP:Iteration 7Q (52556.560000 sec): 3 clusters Score: Raw -21145162.395985 + Penalty 5798.505827 = -21139363.890158 nChanged 6936 SP:Iteration 8F (52557.050000 sec): 3 clusters Score: Raw -21148811.223724 + Penalty 5798.505827 = -21143012.717897 nChanged 7831 SP:Iteration 9F (52557.540000 sec): 3 clusters Score: Raw -21153775.322533 + Penalty 5798.505827 = -21147976.816706 nChanged 8595 SP:Iteration 10F (52558.020000 sec): 3 clusters Score: Raw -21160364.759746 + Penalty 5798.505827 = -21154566.253919 nChanged 8604 SP:Iteration 11F (52558.510000 sec): 3 clusters Score: Raw -21167723.237680 + Penalty 5798.505827 = -21161924.731852 nChanged 7338 SP:Iteration 12F (52558.990000 sec): 3 clusters Score: Raw -21174383.617016 + Penalty 5798.505827 = -21168585.111189 nChanged 5172 SP:Iteration 13Q (52559.470000 sec): 3 clusters Score: Raw -21179001.015796 + Penalty 5798.505827 = -21173202.509969 nChanged 2793 SP:Iteration 14Q (52559.930000 sec): 3 clusters Score: Raw -21181366.505976 + Penalty 5798.505827 = -21175568.000148 nChanged 1242 SP:Iteration 15Q (52560.350000 sec): 3 clusters Score: Raw -21182373.659490 + Penalty 5798.505827 = -21176575.153663 nChanged 491 SP:Iteration 16Q (52560.730000 sec): 3 clusters Score: Raw -21182791.947251 + Penalty 5798.505827 = -21176993.441424 nChanged 191 SP:Iteration 17Q (52561.100000 sec): 3 clusters Score: Raw -21182981.635709 + Penalty 5798.505827 = -21177183.129882 nChanged 96 SP:Iteration 18Q (52561.450000 sec): 3 clusters Score: Raw -21183078.483692 + Penalty 5798.505827 = -21177279.977864 nChanged 44 SP:Iteration 19Q (52561.800000 sec): 3 clusters Score: Raw -21183119.686077 + Penalty 5798.505827 = -21177321.180250 nChanged 27 SP:Iteration 20F (52562.280000 sec): 3 clusters Score: Raw -21183146.546592 + Penalty 5798.505827 = -21177348.040765 nChanged 19 SP:Iteration 21Q (52562.620000 sec): 3 clusters Score: Raw -21183170.118466 + Penalty 5798.505827 = -21177371.612639 nChanged 14 SP:Iteration 22Q (52562.970000 sec): 3 clusters Score: Raw -21183182.727464 + Penalty 5798.505827 = -21177384.221637 nChanged 10 SP:Iteration 23Q (52563.310000 sec): 3 clusters Score: Raw -21183192.711053 + Penalty 5798.505827 = -21177394.205226 nChanged 5 SP:Iteration 24Q (52563.650000 sec): 3 clusters Score: Raw -21183195.991105 + Penalty 5798.505827 = -21177397.485278 nChanged 4 SP:Iteration 25Q (52563.990000 sec): 3 clusters Score: Raw -21183199.431848 + Penalty 5798.505827 = -21177400.926021 nChanged 3 SP:Iteration 26Q (52564.330000 sec): 3 clusters Score: Raw -21183201.261736 + Penalty 5798.505827 = -21177402.755909 nChanged 4 SP:Iteration 27Q (52564.680000 sec): 3 clusters Score: Raw -21183204.132795 + Penalty 5798.505827 = -21177405.626968 nChanged 4 SP:Iteration 28Q (52565.020000 sec): 3 clusters Score: Raw -21183208.177925 + Penalty 5798.505827 = -21177409.672098 nChanged 3 SP:Iteration 29Q (52565.360000 sec): 3 clusters Score: Raw -21183210.747436 + Penalty 5798.505827 = -21177412.241609 nChanged 1 SP:Iteration 30Q (52565.700000 sec): 3 clusters Score: Raw -21183211.909035 + Penalty 5798.505827 = -21177413.403208 nChanged 3 SP:Iteration 31Q (52566.040000 sec): 3 clusters Score: Raw -21183214.029991 + Penalty 5798.505827 = -21177415.524164 nChanged 0 SP:Iteration 32F (52566.520000 sec): 3 clusters Score: Raw -21183214.029991 + Penalty 5798.505827 = -21177415.524164 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52566.570000 sec): 2 clusters Score: Raw -53182.018817 + Penalty 1503.818732 = -51678.200085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52566.570000 sec): 3 clusters Score: Raw -53291.132787 + Penalty 3007.637464 = -50283.495323 nChanged 90 SP:Iteration 1F (52566.570000 sec): 3 clusters Score: Raw -53490.583116 + Penalty 3007.637464 = -50482.945653 nChanged 24 SP:Iteration 2F (52566.570000 sec): 3 clusters Score: Raw -53557.872193 + Penalty 3007.637464 = -50550.234730 nChanged 10 SP:Iteration 3Q (52566.570000 sec): 3 clusters Score: Raw -53581.446861 + Penalty 3007.637464 = -50573.809397 nChanged 5 SP:Iteration 4Q (52566.570000 sec): 3 clusters Score: Raw -53591.481870 + Penalty 3007.637464 = -50583.844407 nChanged 3 SP:Iteration 5Q (52566.570000 sec): 3 clusters Score: Raw -53596.054100 + Penalty 3007.637464 = -50588.416636 nChanged 2 SP:Iteration 6Q (52566.580000 sec): 3 clusters Score: Raw -53601.510310 + Penalty 3007.637464 = -50593.872847 nChanged 2 SP:Iteration 7Q (52566.580000 sec): 3 clusters Score: Raw -53605.868183 + Penalty 3007.637464 = -50598.230720 nChanged 2 SP:Iteration 8Q (52566.580000 sec): 3 clusters Score: Raw -53609.344692 + Penalty 3007.637464 = -50601.707228 nChanged 1 SP:Iteration 9Q (52566.580000 sec): 3 clusters Score: Raw -53610.162958 + Penalty 3007.637464 = -50602.525494 nChanged 0 SP:Iteration 10F (52566.580000 sec): 3 clusters Score: Raw -53610.162958 + Penalty 3007.637464 = -50602.525494 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52566.590000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52566.590000 sec): 3 clusters Score: Raw -52158.697124 + Penalty 2871.820245 = -49286.876879 nChanged 43 SP:Iteration 1F (52566.590000 sec): 3 clusters Score: Raw -52306.871758 + Penalty 2871.820245 = -49435.051513 nChanged 14 SP:Iteration 2Q (52566.590000 sec): 3 clusters Score: Raw -52357.722084 + Penalty 2871.820245 = -49485.901839 nChanged 5 SP:Iteration 3Q (52566.590000 sec): 3 clusters Score: Raw -52377.201980 + Penalty 2871.820245 = -49505.381736 nChanged 3 SP:Iteration 4Q (52566.600000 sec): 3 clusters Score: Raw -52385.137542 + Penalty 2871.820245 = -49513.317297 nChanged 3 SP:Iteration 5Q (52566.600000 sec): 3 clusters Score: Raw -52399.579288 + Penalty 2871.820245 = -49527.759043 nChanged 1 SP:Iteration 6Q (52566.600000 sec): 3 clusters Score: Raw -52403.203652 + Penalty 2871.820245 = -49531.383407 nChanged 2 SP:Iteration 7Q (52566.600000 sec): 3 clusters Score: Raw -52410.011857 + Penalty 2871.820245 = -49538.191612 nChanged 0 SP:Iteration 8F (52566.600000 sec): 3 clusters Score: Raw -52410.011857 + Penalty 2871.820245 = -49538.191612 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52566.690000 sec): 2 clusters Score: Raw -3765641.800351 + Penalty 2490.196963 = -3763151.603388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52566.780000 sec): 3 clusters Score: Raw -3752018.880830 + Penalty 4980.393927 = -3747038.486903 nChanged 10178 SP:Iteration 1F (52566.870000 sec): 3 clusters Score: Raw -3757515.799918 + Penalty 4980.393927 = -3752535.405992 nChanged 1147 SP:Iteration 2Q (52566.960000 sec): 3 clusters Score: Raw -3757925.158848 + Penalty 4980.393927 = -3752944.764921 nChanged 994 SP:Iteration 3Q (52567.050000 sec): 3 clusters Score: Raw -3758282.280212 + Penalty 4980.393927 = -3753301.886285 nChanged 920 SP:Iteration 4Q (52567.140000 sec): 3 clusters Score: Raw -3758630.560581 + Penalty 4980.393927 = -3753650.166654 nChanged 924 SP:Iteration 5Q (52567.230000 sec): 3 clusters Score: Raw -3759018.407103 + Penalty 4980.393927 = -3754038.013177 nChanged 1003 SP:Iteration 6Q (52567.330000 sec): 3 clusters Score: Raw -3759500.733262 + Penalty 4980.393927 = -3754520.339335 nChanged 1137 SP:Iteration 7Q (52567.420000 sec): 3 clusters Score: Raw -3760152.010656 + Penalty 4980.393927 = -3755171.616730 nChanged 1345 SP:Iteration 8F (52567.510000 sec): 3 clusters Score: Raw -3761091.813973 + Penalty 4980.393927 = -3756111.420046 nChanged 1490 SP:Iteration 9F (52567.600000 sec): 3 clusters Score: Raw -3762321.969922 + Penalty 4980.393927 = -3757341.575995 nChanged 1402 SP:Iteration 10F (52567.690000 sec): 3 clusters Score: Raw -3763568.490323 + Penalty 4980.393927 = -3758588.096396 nChanged 1075 SP:Iteration 11Q (52567.770000 sec): 3 clusters Score: Raw -3764535.998480 + Penalty 4980.393927 = -3759555.604553 nChanged 690 SP:Iteration 12Q (52567.860000 sec): 3 clusters Score: Raw -3765136.250779 + Penalty 4980.393927 = -3760155.856853 nChanged 392 SP:Iteration 13Q (52567.930000 sec): 3 clusters Score: Raw -3765492.864758 + Penalty 4980.393927 = -3760512.470832 nChanged 231 SP:Iteration 14Q (52568.010000 sec): 3 clusters Score: Raw -3765708.583682 + Penalty 4980.393927 = -3760728.189756 nChanged 127 SP:Iteration 15Q (52568.080000 sec): 3 clusters Score: Raw -3765838.937553 + Penalty 4980.393927 = -3760858.543626 nChanged 91 SP:Iteration 16Q (52568.150000 sec): 3 clusters Score: Raw -3765936.513330 + Penalty 4980.393927 = -3760956.119403 nChanged 49 SP:Iteration 17Q (52568.210000 sec): 3 clusters Score: Raw -3766001.365108 + Penalty 4980.393927 = -3761020.971181 nChanged 34 SP:Iteration 18Q (52568.280000 sec): 3 clusters Score: Raw -3766048.146177 + Penalty 4980.393927 = -3761067.752250 nChanged 24 SP:Iteration 19Q (52568.340000 sec): 3 clusters Score: Raw -3766086.163078 + Penalty 4980.393927 = -3761105.769151 nChanged 21 SP:Iteration 20F (52568.430000 sec): 3 clusters Score: Raw -3766120.189892 + Penalty 4980.393927 = -3761139.795965 nChanged 16 SP:Iteration 21Q (52568.490000 sec): 3 clusters Score: Raw -3766144.693607 + Penalty 4980.393927 = -3761164.299680 nChanged 10 SP:Iteration 22Q (52568.560000 sec): 3 clusters Score: Raw -3766161.987949 + Penalty 4980.393927 = -3761181.594022 nChanged 10 SP:Iteration 23Q (52568.620000 sec): 3 clusters Score: Raw -3766175.101046 + Penalty 4980.393927 = -3761194.707120 nChanged 9 SP:Iteration 24Q (52568.680000 sec): 3 clusters Score: Raw -3766186.419912 + Penalty 4980.393927 = -3761206.025985 nChanged 6 SP:Iteration 25Q (52568.740000 sec): 3 clusters Score: Raw -3766195.054078 + Penalty 4980.393927 = -3761214.660151 nChanged 4 SP:Iteration 26Q (52568.800000 sec): 3 clusters Score: Raw -3766203.929133 + Penalty 4980.393927 = -3761223.535207 nChanged 7 SP:Iteration 27Q (52568.870000 sec): 3 clusters Score: Raw -3766216.198332 + Penalty 4980.393927 = -3761235.804405 nChanged 4 SP:Iteration 28Q (52568.930000 sec): 3 clusters Score: Raw -3766222.458655 + Penalty 4980.393927 = -3761242.064728 nChanged 2 SP:Iteration 29Q (52568.990000 sec): 3 clusters Score: Raw -3766225.388678 + Penalty 4980.393927 = -3761244.994752 nChanged 3 SP:Iteration 30Q (52569.060000 sec): 3 clusters Score: Raw -3766230.385435 + Penalty 4980.393927 = -3761249.991508 nChanged 4 SP:Iteration 31Q (52569.120000 sec): 3 clusters Score: Raw -3766235.893456 + Penalty 4980.393927 = -3761255.499529 nChanged 2 SP:Iteration 32Q (52569.180000 sec): 3 clusters Score: Raw -3766238.023163 + Penalty 4980.393927 = -3761257.629236 nChanged 1 SP:Iteration 33Q (52569.240000 sec): 3 clusters Score: Raw -3766240.049449 + Penalty 4980.393927 = -3761259.655522 nChanged 1 SP:Iteration 34Q (52569.300000 sec): 3 clusters Score: Raw -3766241.892525 + Penalty 4980.393927 = -3761261.498598 nChanged 2 SP:Iteration 35Q (52569.360000 sec): 3 clusters Score: Raw -3766244.277526 + Penalty 4980.393927 = -3761263.883599 nChanged 0 SP:Iteration 36F (52569.460000 sec): 3 clusters Score: Raw -3766244.277526 + Penalty 4980.393927 = -3761263.883599 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52569.470000 sec): 2 clusters Score: Raw -42247.180746 + Penalty 1452.057837 = -40795.122909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52569.470000 sec): 3 clusters Score: Raw -42627.739492 + Penalty 2904.115673 = -39723.623818 nChanged 75 SP:Iteration 1F (52569.470000 sec): 3 clusters Score: Raw -42900.403462 + Penalty 2904.115673 = -39996.287788 nChanged 24 SP:Iteration 2F (52569.470000 sec): 3 clusters Score: Raw -43006.367666 + Penalty 2904.115673 = -40102.251993 nChanged 22 SP:Iteration 3F (52569.480000 sec): 3 clusters Score: Raw -43140.493984 + Penalty 2904.115673 = -40236.378311 nChanged 19 SP:Iteration 4F (52569.480000 sec): 3 clusters Score: Raw -43218.267432 + Penalty 2904.115673 = -40314.151758 nChanged 9 SP:Iteration 5Q (52569.480000 sec): 3 clusters Score: Raw -43248.627948 + Penalty 2904.115673 = -40344.512274 nChanged 6 SP:Iteration 6Q (52569.480000 sec): 3 clusters Score: Raw -43270.509130 + Penalty 2904.115673 = -40366.393456 nChanged 1 SP:Iteration 7Q (52569.480000 sec): 3 clusters Score: Raw -43273.361082 + Penalty 2904.115673 = -40369.245408 nChanged 0 SP:Iteration 8F (52569.480000 sec): 3 clusters Score: Raw -43273.361082 + Penalty 2904.115673 = -40369.245408 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52569.550000 sec): 2 clusters Score: Raw -3198134.433894 + Penalty 2431.419059 = -3195703.014835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52569.620000 sec): 3 clusters Score: Raw -3187804.933669 + Penalty 4862.838118 = -3182942.095551 nChanged 7831 SP:Iteration 1F (52569.690000 sec): 3 clusters Score: Raw -3191895.976515 + Penalty 4862.838118 = -3187033.138398 nChanged 981 SP:Iteration 2F (52569.760000 sec): 3 clusters Score: Raw -3192271.119234 + Penalty 4862.838118 = -3187408.281116 nChanged 846 SP:Iteration 3Q (52569.840000 sec): 3 clusters Score: Raw -3192658.155968 + Penalty 4862.838118 = -3187795.317850 nChanged 873 SP:Iteration 4Q (52569.910000 sec): 3 clusters Score: Raw -3193130.868920 + Penalty 4862.838118 = -3188268.030802 nChanged 953 SP:Iteration 5F (52569.980000 sec): 3 clusters Score: Raw -3193729.598180 + Penalty 4862.838118 = -3188866.760062 nChanged 1062 SP:Iteration 6F (52570.050000 sec): 3 clusters Score: Raw -3194475.990518 + Penalty 4862.838118 = -3189613.152400 nChanged 1151 SP:Iteration 7F (52570.120000 sec): 3 clusters Score: Raw -3195329.519304 + Penalty 4862.838118 = -3190466.681186 nChanged 1165 SP:Iteration 8F (52570.190000 sec): 3 clusters Score: Raw -3196182.651218 + Penalty 4862.838118 = -3191319.813100 nChanged 1053 SP:Iteration 9F (52570.260000 sec): 3 clusters Score: Raw -3196957.600844 + Penalty 4862.838118 = -3192094.762726 nChanged 871 SP:Iteration 10Q (52570.340000 sec): 3 clusters Score: Raw -3197516.812131 + Penalty 4862.838118 = -3192653.974013 nChanged 689 SP:Iteration 11Q (52570.400000 sec): 3 clusters Score: Raw -3197893.108413 + Penalty 4862.838118 = -3193030.270295 nChanged 514 SP:Iteration 12Q (52570.470000 sec): 3 clusters Score: Raw -3198152.802189 + Penalty 4862.838118 = -3193289.964072 nChanged 381 SP:Iteration 13Q (52570.540000 sec): 3 clusters Score: Raw -3198318.783093 + Penalty 4862.838118 = -3193455.944975 nChanged 303 SP:Iteration 14Q (52570.610000 sec): 3 clusters Score: Raw -3198445.017307 + Penalty 4862.838118 = -3193582.179189 nChanged 266 SP:Iteration 15Q (52570.680000 sec): 3 clusters Score: Raw -3198553.439840 + Penalty 4862.838118 = -3193690.601723 nChanged 276 SP:Iteration 16Q (52570.740000 sec): 3 clusters Score: Raw -3198664.039910 + Penalty 4862.838118 = -3193801.201792 nChanged 253 SP:Iteration 17Q (52570.810000 sec): 3 clusters Score: Raw -3198757.622891 + Penalty 4862.838118 = -3193894.784773 nChanged 218 SP:Iteration 18Q (52570.870000 sec): 3 clusters Score: Raw -3198832.189018 + Penalty 4862.838118 = -3193969.350900 nChanged 207 SP:Iteration 19Q (52570.940000 sec): 3 clusters Score: Raw -3198902.599335 + Penalty 4862.838118 = -3194039.761217 nChanged 178 SP:Iteration 20F (52571.010000 sec): 3 clusters Score: Raw -3198954.477003 + Penalty 4862.838118 = -3194091.638886 nChanged 176 SP:Iteration 21Q (52571.070000 sec): 3 clusters Score: Raw -3199006.667711 + Penalty 4862.838118 = -3194143.829593 nChanged 163 SP:Iteration 22Q (52571.140000 sec): 3 clusters Score: Raw -3199050.279586 + Penalty 4862.838118 = -3194187.441468 nChanged 145 SP:Iteration 23Q (52571.200000 sec): 3 clusters Score: Raw -3199089.156559 + Penalty 4862.838118 = -3194226.318441 nChanged 125 SP:Iteration 24Q (52571.260000 sec): 3 clusters Score: Raw -3199124.372455 + Penalty 4862.838118 = -3194261.534337 nChanged 126 SP:Iteration 25Q (52571.320000 sec): 3 clusters Score: Raw -3199159.416372 + Penalty 4862.838118 = -3194296.578254 nChanged 112 SP:Iteration 26Q (52571.380000 sec): 3 clusters Score: Raw -3199187.290098 + Penalty 4862.838118 = -3194324.451981 nChanged 94 SP:Iteration 27Q (52571.450000 sec): 3 clusters Score: Raw -3199210.471090 + Penalty 4862.838118 = -3194347.632972 nChanged 84 SP:Iteration 28Q (52571.510000 sec): 3 clusters Score: Raw -3199232.007627 + Penalty 4862.838118 = -3194369.169509 nChanged 97 SP:Iteration 29Q (52571.570000 sec): 3 clusters Score: Raw -3199255.676650 + Penalty 4862.838118 = -3194392.838532 nChanged 86 SP:Iteration 30Q (52571.630000 sec): 3 clusters Score: Raw -3199278.349655 + Penalty 4862.838118 = -3194415.511537 nChanged 85 SP:Iteration 31Q (52571.690000 sec): 3 clusters Score: Raw -3199299.008494 + Penalty 4862.838118 = -3194436.170376 nChanged 84 SP:Iteration 32Q (52571.750000 sec): 3 clusters Score: Raw -3199318.611109 + Penalty 4862.838118 = -3194455.772991 nChanged 64 SP:Iteration 33Q (52571.810000 sec): 3 clusters Score: Raw -3199334.213694 + Penalty 4862.838118 = -3194471.375576 nChanged 62 SP:Iteration 34Q (52571.870000 sec): 3 clusters Score: Raw -3199348.376452 + Penalty 4862.838118 = -3194485.538335 nChanged 51 SP:Iteration 35Q (52571.930000 sec): 3 clusters Score: Raw -3199358.212995 + Penalty 4862.838118 = -3194495.374877 nChanged 43 SP:Iteration 36Q (52571.990000 sec): 3 clusters Score: Raw -3199368.301648 + Penalty 4862.838118 = -3194505.463530 nChanged 40 SP:Iteration 37Q (52572.050000 sec): 3 clusters Score: Raw -3199377.529954 + Penalty 4862.838118 = -3194514.691836 nChanged 42 SP:Iteration 38Q (52572.110000 sec): 3 clusters Score: Raw -3199387.072389 + Penalty 4862.838118 = -3194524.234271 nChanged 33 SP:Iteration 39Q (52572.170000 sec): 3 clusters Score: Raw -3199393.567494 + Penalty 4862.838118 = -3194530.729376 nChanged 31 SP:Iteration 40F (52572.240000 sec): 3 clusters Score: Raw -3199399.648769 + Penalty 4862.838118 = -3194536.810651 nChanged 20 SP:Iteration 41Q (52572.300000 sec): 3 clusters Score: Raw -3199403.862677 + Penalty 4862.838118 = -3194541.024560 nChanged 19 SP:Iteration 42Q (52572.360000 sec): 3 clusters Score: Raw -3199407.918291 + Penalty 4862.838118 = -3194545.080173 nChanged 14 SP:Iteration 43Q (52572.420000 sec): 3 clusters Score: Raw -3199411.421028 + Penalty 4862.838118 = -3194548.582910 nChanged 23 SP:Iteration 44Q (52572.480000 sec): 3 clusters Score: Raw -3199416.667046 + Penalty 4862.838118 = -3194553.828928 nChanged 16 SP:Iteration 45Q (52572.540000 sec): 3 clusters Score: Raw -3199419.581794 + Penalty 4862.838118 = -3194556.743676 nChanged 10 SP:Iteration 46Q (52572.590000 sec): 3 clusters Score: Raw -3199422.625547 + Penalty 4862.838118 = -3194559.787429 nChanged 12 SP:Iteration 47Q (52572.650000 sec): 3 clusters Score: Raw -3199425.406686 + Penalty 4862.838118 = -3194562.568569 nChanged 16 SP:Iteration 48Q (52572.710000 sec): 3 clusters Score: Raw -3199428.380795 + Penalty 4862.838118 = -3194565.542678 nChanged 3 SP:Iteration 49Q (52572.770000 sec): 3 clusters Score: Raw -3199428.804131 + Penalty 4862.838118 = -3194565.966013 nChanged 4 SP:Iteration 50Q (52572.830000 sec): 3 clusters Score: Raw -3199429.430245 + Penalty 4862.838118 = -3194566.592127 nChanged 1 SP:Iteration 51Q (52572.890000 sec): 3 clusters Score: Raw -3199429.482614 + Penalty 4862.838118 = -3194566.644496 nChanged 1 SP:Iteration 52Q (52572.940000 sec): 3 clusters Score: Raw -3199429.660186 + Penalty 4862.838118 = -3194566.822068 nChanged 4 SP:Iteration 53Q (52573.000000 sec): 3 clusters Score: Raw -3199430.328575 + Penalty 4862.838118 = -3194567.490457 nChanged 0 SP:Iteration 54F (52573.080000 sec): 3 clusters Score: Raw -3199430.328575 + Penalty 4862.838118 = -3194567.490457 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52573.830000 sec): 2 clusters Score: Raw -38098501.159126 + Penalty 3051.217069 = -38095449.942057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52574.740000 sec): 3 clusters Score: Raw -37953644.297403 + Penalty 6102.434138 = -37947541.863265 nChanged 106095 SP:Iteration 1F (52575.640000 sec): 3 clusters Score: Raw -38016013.667773 + Penalty 6102.434138 = -38009911.233635 nChanged 5990 SP:Iteration 2Q (52576.560000 sec): 3 clusters Score: Raw -38017387.822980 + Penalty 6102.434138 = -38011285.388842 nChanged 7022 SP:Iteration 3Q (52577.480000 sec): 3 clusters Score: Raw -38019467.330886 + Penalty 6102.434138 = -38013364.896748 nChanged 8694 SP:Iteration 4Q (52578.390000 sec): 3 clusters Score: Raw -38022812.943716 + Penalty 6102.434138 = -38016710.509578 nChanged 11205 SP:Iteration 5F (52579.290000 sec): 3 clusters Score: Raw -38028396.792726 + Penalty 6102.434138 = -38022294.358588 nChanged 13925 SP:Iteration 6F (52580.190000 sec): 3 clusters Score: Raw -38037286.566832 + Penalty 6102.434138 = -38031184.132694 nChanged 16205 SP:Iteration 7F (52581.100000 sec): 3 clusters Score: Raw -38050021.204449 + Penalty 6102.434138 = -38043918.770311 nChanged 16142 SP:Iteration 8F (52582.000000 sec): 3 clusters Score: Raw -38064788.920264 + Penalty 6102.434138 = -38058686.486126 nChanged 12674 SP:Iteration 9F (52582.900000 sec): 3 clusters Score: Raw -38077448.724238 + Penalty 6102.434138 = -38071346.290100 nChanged 8488 SP:Iteration 10Q (52583.730000 sec): 3 clusters Score: Raw -38084911.405615 + Penalty 6102.434138 = -38078808.971477 nChanged 5477 SP:Iteration 11Q (52584.510000 sec): 3 clusters Score: Raw -38088459.804501 + Penalty 6102.434138 = -38082357.370363 nChanged 3780 SP:Iteration 12Q (52585.250000 sec): 3 clusters Score: Raw -38090466.215064 + Penalty 6102.434138 = -38084363.780926 nChanged 2935 SP:Iteration 13Q (52585.970000 sec): 3 clusters Score: Raw -38091913.948762 + Penalty 6102.434138 = -38085811.514624 nChanged 2464 SP:Iteration 14Q (52586.680000 sec): 3 clusters Score: Raw -38093130.043651 + Penalty 6102.434138 = -38087027.609513 nChanged 2135 SP:Iteration 15Q (52587.390000 sec): 3 clusters Score: Raw -38094145.187425 + Penalty 6102.434138 = -38088042.753287 nChanged 1857 SP:Iteration 16Q (52588.070000 sec): 3 clusters Score: Raw -38095003.165428 + Penalty 6102.434138 = -38088900.731290 nChanged 1643 SP:Iteration 17Q (52588.750000 sec): 3 clusters Score: Raw -38095750.550606 + Penalty 6102.434138 = -38089648.116468 nChanged 1431 SP:Iteration 18Q (52589.430000 sec): 3 clusters Score: Raw -38096434.368797 + Penalty 6102.434138 = -38090331.934659 nChanged 1213 SP:Iteration 19Q (52590.110000 sec): 3 clusters Score: Raw -38097005.575618 + Penalty 6102.434138 = -38090903.141480 nChanged 963 SP:Iteration 20F (52591.010000 sec): 3 clusters Score: Raw -38097452.774112 + Penalty 6102.434138 = -38091350.339974 nChanged 837 SP:Iteration 21Q (52591.670000 sec): 3 clusters Score: Raw -38097850.309901 + Penalty 6102.434138 = -38091747.875763 nChanged 733 SP:Iteration 22Q (52592.320000 sec): 3 clusters Score: Raw -38098204.374139 + Penalty 6102.434138 = -38092101.940001 nChanged 590 SP:Iteration 23Q (52592.970000 sec): 3 clusters Score: Raw -38098484.378708 + Penalty 6102.434138 = -38092381.944570 nChanged 477 SP:Iteration 24Q (52593.620000 sec): 3 clusters Score: Raw -38098695.356581 + Penalty 6102.434138 = -38092592.922443 nChanged 412 SP:Iteration 25Q (52594.270000 sec): 3 clusters Score: Raw -38098853.900086 + Penalty 6102.434138 = -38092751.465948 nChanged 326 SP:Iteration 26Q (52594.910000 sec): 3 clusters Score: Raw -38098971.232535 + Penalty 6102.434138 = -38092868.798397 nChanged 266 SP:Iteration 27Q (52595.550000 sec): 3 clusters Score: Raw -38099047.580559 + Penalty 6102.434138 = -38092945.146421 nChanged 192 SP:Iteration 28Q (52596.190000 sec): 3 clusters Score: Raw -38099096.616285 + Penalty 6102.434138 = -38092994.182147 nChanged 168 SP:Iteration 29Q (52596.830000 sec): 3 clusters Score: Raw -38099141.530809 + Penalty 6102.434138 = -38093039.096671 nChanged 137 SP:Iteration 30Q (52597.470000 sec): 3 clusters Score: Raw -38099180.913559 + Penalty 6102.434138 = -38093078.479421 nChanged 130 SP:Iteration 31Q (52598.100000 sec): 3 clusters Score: Raw -38099219.185661 + Penalty 6102.434138 = -38093116.751523 nChanged 133 SP:Iteration 32Q (52598.740000 sec): 3 clusters Score: Raw -38099254.771225 + Penalty 6102.434138 = -38093152.337087 nChanged 123 SP:Iteration 33Q (52599.370000 sec): 3 clusters Score: Raw -38099284.060120 + Penalty 6102.434138 = -38093181.625982 nChanged 101 SP:Iteration 34Q (52600.010000 sec): 3 clusters Score: Raw -38099307.916155 + Penalty 6102.434138 = -38093205.482017 nChanged 92 SP:Iteration 35Q (52600.640000 sec): 3 clusters Score: Raw -38099328.253587 + Penalty 6102.434138 = -38093225.819449 nChanged 78 SP:Iteration 36Q (52601.270000 sec): 3 clusters Score: Raw -38099344.451613 + Penalty 6102.434138 = -38093242.017475 nChanged 59 SP:Iteration 37Q (52601.910000 sec): 3 clusters Score: Raw -38099356.637423 + Penalty 6102.434138 = -38093254.203285 nChanged 54 SP:Iteration 38Q (52602.540000 sec): 3 clusters Score: Raw -38099368.473474 + Penalty 6102.434138 = -38093266.039336 nChanged 48 SP:Iteration 39Q (52603.170000 sec): 3 clusters Score: Raw -38099379.272623 + Penalty 6102.434138 = -38093276.838485 nChanged 40 SP:Iteration 40F (52604.060000 sec): 3 clusters Score: Raw -38099387.478669 + Penalty 6102.434138 = -38093285.044531 nChanged 30 SP:Iteration 41Q (52604.690000 sec): 3 clusters Score: Raw -38099392.500579 + Penalty 6102.434138 = -38093290.066441 nChanged 23 SP:Iteration 42Q (52605.330000 sec): 3 clusters Score: Raw -38099396.611753 + Penalty 6102.434138 = -38093294.177615 nChanged 26 SP:Iteration 43Q (52605.960000 sec): 3 clusters Score: Raw -38099401.836226 + Penalty 6102.434138 = -38093299.402088 nChanged 21 SP:Iteration 44Q (52606.590000 sec): 3 clusters Score: Raw -38099404.691706 + Penalty 6102.434138 = -38093302.257568 nChanged 12 SP:Iteration 45Q (52607.220000 sec): 3 clusters Score: Raw -38099406.315048 + Penalty 6102.434138 = -38093303.880910 nChanged 13 SP:Iteration 46Q (52607.850000 sec): 3 clusters Score: Raw -38099408.198646 + Penalty 6102.434138 = -38093305.764508 nChanged 12 SP:Iteration 47Q (52608.490000 sec): 3 clusters Score: Raw -38099410.064253 + Penalty 6102.434138 = -38093307.630115 nChanged 19 SP:Iteration 48Q (52609.120000 sec): 3 clusters Score: Raw -38099413.616789 + Penalty 6102.434138 = -38093311.182651 nChanged 25 SP:Iteration 49Q (52609.750000 sec): 3 clusters Score: Raw -38099419.672430 + Penalty 6102.434138 = -38093317.238292 nChanged 31 SP:Iteration 50Q (52610.380000 sec): 3 clusters Score: Raw -38099424.929922 + Penalty 6102.434138 = -38093322.495784 nChanged 27 SP:Iteration 51Q (52611.010000 sec): 3 clusters Score: Raw -38099429.469626 + Penalty 6102.434138 = -38093327.035488 nChanged 22 SP:Iteration 52Q (52611.640000 sec): 3 clusters Score: Raw -38099433.786364 + Penalty 6102.434138 = -38093331.352226 nChanged 28 SP:Iteration 53Q (52612.270000 sec): 3 clusters Score: Raw -38099438.937480 + Penalty 6102.434138 = -38093336.503342 nChanged 27 SP:Iteration 54Q (52612.910000 sec): 3 clusters Score: Raw -38099444.679182 + Penalty 6102.434138 = -38093342.245044 nChanged 27 SP:Iteration 55Q (52613.540000 sec): 3 clusters Score: Raw -38099450.593105 + Penalty 6102.434138 = -38093348.158967 nChanged 24 SP:Iteration 56Q (52614.170000 sec): 3 clusters Score: Raw -38099453.909020 + Penalty 6102.434138 = -38093351.474882 nChanged 14 SP:Iteration 57Q (52614.800000 sec): 3 clusters Score: Raw -38099456.334373 + Penalty 6102.434138 = -38093353.900235 nChanged 14 SP:Iteration 58Q (52615.430000 sec): 3 clusters Score: Raw -38099459.110676 + Penalty 6102.434138 = -38093356.676538 nChanged 17 SP:Iteration 59Q (52616.060000 sec): 3 clusters Score: Raw -38099462.225627 + Penalty 6102.434138 = -38093359.791489 nChanged 13 SP:Iteration 60F (52616.950000 sec): 3 clusters Score: Raw -38099463.938826 + Penalty 6102.434138 = -38093361.504688 nChanged 6 SP:Iteration 61Q (52617.580000 sec): 3 clusters Score: Raw -38099464.678896 + Penalty 6102.434138 = -38093362.244758 nChanged 6 SP:Iteration 62Q (52618.210000 sec): 3 clusters Score: Raw -38099465.667653 + Penalty 6102.434138 = -38093363.233515 nChanged 3 SP:Iteration 63Q (52618.840000 sec): 3 clusters Score: Raw -38099466.051225 + Penalty 6102.434138 = -38093363.617087 nChanged 4 SP:Iteration 64Q (52619.480000 sec): 3 clusters Score: Raw -38099466.491460 + Penalty 6102.434138 = -38093364.057322 nChanged 4 SP:Iteration 65Q (52620.110000 sec): 3 clusters Score: Raw -38099466.940972 + Penalty 6102.434138 = -38093364.506834 nChanged 2 SP:Iteration 66Q (52620.740000 sec): 3 clusters Score: Raw -38099467.124125 + Penalty 6102.434138 = -38093364.689987 nChanged 0 SP:Iteration 67F (52621.620000 sec): 3 clusters Score: Raw -38099467.124125 + Penalty 6102.434138 = -38093364.689987 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52621.700000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52621.710000 sec): 3 clusters Score: Raw -273565.210378 + Penalty 3665.223721 = -269899.986657 nChanged 482 SP:Iteration 1F (52621.720000 sec): 3 clusters Score: Raw -273973.280310 + Penalty 3665.223721 = -270308.056589 nChanged 115 SP:Iteration 2F (52621.720000 sec): 3 clusters Score: Raw -274114.042566 + Penalty 3665.223721 = -270448.818845 nChanged 74 SP:Iteration 3Q (52621.730000 sec): 3 clusters Score: Raw -274199.410056 + Penalty 3665.223721 = -270534.186335 nChanged 63 SP:Iteration 4Q (52621.740000 sec): 3 clusters Score: Raw -274271.788909 + Penalty 3665.223721 = -270606.565188 nChanged 63 SP:Iteration 5Q (52621.740000 sec): 3 clusters Score: Raw -274340.112660 + Penalty 3665.223721 = -270674.888939 nChanged 49 SP:Iteration 6Q (52621.750000 sec): 3 clusters Score: Raw -274392.618007 + Penalty 3665.223721 = -270727.394286 nChanged 41 SP:Iteration 7Q (52621.760000 sec): 3 clusters Score: Raw -274434.645306 + Penalty 3665.223721 = -270769.421585 nChanged 35 SP:Iteration 8Q (52621.760000 sec): 3 clusters Score: Raw -274472.697325 + Penalty 3665.223721 = -270807.473604 nChanged 33 SP:Iteration 9Q (52621.770000 sec): 3 clusters Score: Raw -274519.678742 + Penalty 3665.223721 = -270854.455021 nChanged 40 SP:Iteration 10Q (52621.770000 sec): 3 clusters Score: Raw -274564.049898 + Penalty 3665.223721 = -270898.826177 nChanged 30 SP:Iteration 11Q (52621.780000 sec): 3 clusters Score: Raw -274602.783763 + Penalty 3665.223721 = -270937.560042 nChanged 21 SP:Iteration 12Q (52621.790000 sec): 3 clusters Score: Raw -274622.215713 + Penalty 3665.223721 = -270956.991992 nChanged 10 SP:Iteration 13Q (52621.790000 sec): 3 clusters Score: Raw -274634.704345 + Penalty 3665.223721 = -270969.480624 nChanged 13 SP:Iteration 14Q (52621.800000 sec): 3 clusters Score: Raw -274648.551332 + Penalty 3665.223721 = -270983.327611 nChanged 6 SP:Iteration 15Q (52621.800000 sec): 3 clusters Score: Raw -274654.629869 + Penalty 3665.223721 = -270989.406148 nChanged 2 SP:Iteration 16Q (52621.810000 sec): 3 clusters Score: Raw -274656.441145 + Penalty 3665.223721 = -270991.217424 nChanged 0 SP:Iteration 17F (52621.820000 sec): 3 clusters Score: Raw -274656.441145 + Penalty 3665.223721 = -270991.217424 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52621.820000 sec): 2 clusters Score: Raw -108793.637428 + Penalty 1608.189538 = -107185.447890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52621.830000 sec): 3 clusters Score: Raw -108735.472300 + Penalty 3216.379077 = -105519.093223 nChanged 127 SP:Iteration 1F (52621.830000 sec): 3 clusters Score: Raw -108934.278569 + Penalty 3216.379077 = -105717.899492 nChanged 28 SP:Iteration 2Q (52621.830000 sec): 3 clusters Score: Raw -108980.585614 + Penalty 3216.379077 = -105764.206537 nChanged 17 SP:Iteration 3Q (52621.840000 sec): 3 clusters Score: Raw -109012.447226 + Penalty 3216.379077 = -105796.068149 nChanged 14 SP:Iteration 4Q (52621.840000 sec): 3 clusters Score: Raw -109038.911154 + Penalty 3216.379077 = -105822.532077 nChanged 6 SP:Iteration 5Q (52621.840000 sec): 3 clusters Score: Raw -109044.639354 + Penalty 3216.379077 = -105828.260277 nChanged 3 SP:Iteration 6Q (52621.840000 sec): 3 clusters Score: Raw -109048.985864 + Penalty 3216.379077 = -105832.606787 nChanged 1 SP:Iteration 7Q (52621.840000 sec): 3 clusters Score: Raw -109050.129385 + Penalty 3216.379077 = -105833.750309 nChanged 2 SP:Iteration 8Q (52621.850000 sec): 3 clusters Score: Raw -109053.832930 + Penalty 3216.379077 = -105837.453853 nChanged 2 SP:Iteration 9Q (52621.850000 sec): 3 clusters Score: Raw -109060.111811 + Penalty 3216.379077 = -105843.732734 nChanged 2 SP:Iteration 10Q (52621.850000 sec): 3 clusters Score: Raw -109067.082207 + Penalty 3216.379077 = -105850.703130 nChanged 1 SP:Iteration 11Q (52621.860000 sec): 3 clusters Score: Raw -109069.945228 + Penalty 3216.379077 = -105853.566151 nChanged 2 SP:Iteration 12Q (52621.860000 sec): 3 clusters Score: Raw -109075.093745 + Penalty 3216.379077 = -105858.714668 nChanged 0 SP:Iteration 13F (52621.860000 sec): 3 clusters Score: Raw -109075.093745 + Penalty 3216.379077 = -105858.714668 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52622.660000 sec): 2 clusters Score: Raw -42785891.370590 + Penalty 3062.113935 = -42782829.256655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52623.610000 sec): 3 clusters Score: Raw -42633954.762843 + Penalty 6124.227870 = -42627830.534973 nChanged 111101 SP:Iteration 1F (52624.550000 sec): 3 clusters Score: Raw -42698740.560183 + Penalty 6124.227870 = -42692616.332313 nChanged 5259 SP:Iteration 2Q (52625.510000 sec): 3 clusters Score: Raw -42699555.740184 + Penalty 6124.227870 = -42693431.512314 nChanged 5187 SP:Iteration 3Q (52626.470000 sec): 3 clusters Score: Raw -42700414.405634 + Penalty 6124.227870 = -42694290.177764 nChanged 5353 SP:Iteration 4Q (52627.420000 sec): 3 clusters Score: Raw -42701405.543684 + Penalty 6124.227870 = -42695281.315814 nChanged 5838 SP:Iteration 5Q (52628.380000 sec): 3 clusters Score: Raw -42702759.068831 + Penalty 6124.227870 = -42696634.840961 nChanged 7015 SP:Iteration 6Q (52629.340000 sec): 3 clusters Score: Raw -42704922.584970 + Penalty 6124.227870 = -42698798.357100 nChanged 9042 SP:Iteration 7Q (52630.290000 sec): 3 clusters Score: Raw -42708572.887259 + Penalty 6124.227870 = -42702448.659389 nChanged 11876 SP:Iteration 8F (52631.240000 sec): 3 clusters Score: Raw -42714996.757685 + Penalty 6124.227870 = -42708872.529815 nChanged 15637 SP:Iteration 9F (52632.180000 sec): 3 clusters Score: Raw -42726004.118560 + Penalty 6124.227870 = -42719879.890691 nChanged 18846 SP:Iteration 10F (52633.120000 sec): 3 clusters Score: Raw -42742149.114094 + Penalty 6124.227870 = -42736024.886224 nChanged 18771 SP:Iteration 11F (52634.060000 sec): 3 clusters Score: Raw -42760046.959819 + Penalty 6124.227870 = -42753922.731949 nChanged 14336 SP:Iteration 12F (52635.000000 sec): 3 clusters Score: Raw -42774102.280704 + Penalty 6124.227870 = -42767978.052834 nChanged 8080 SP:Iteration 13Q (52635.810000 sec): 3 clusters Score: Raw -42781805.745792 + Penalty 6124.227870 = -42775681.517922 nChanged 3252 SP:Iteration 14Q (52636.540000 sec): 3 clusters Score: Raw -42784710.474725 + Penalty 6124.227870 = -42778586.246855 nChanged 972 SP:Iteration 15Q (52637.230000 sec): 3 clusters Score: Raw -42785554.045551 + Penalty 6124.227870 = -42779429.817681 nChanged 331 SP:Iteration 16Q (52637.890000 sec): 3 clusters Score: Raw -42785874.423572 + Penalty 6124.227870 = -42779750.195702 nChanged 130 SP:Iteration 17Q (52638.540000 sec): 3 clusters Score: Raw -42786014.000522 + Penalty 6124.227870 = -42779889.772652 nChanged 62 SP:Iteration 18Q (52639.190000 sec): 3 clusters Score: Raw -42786079.019062 + Penalty 6124.227870 = -42779954.791192 nChanged 52 SP:Iteration 19Q (52639.840000 sec): 3 clusters Score: Raw -42786136.891070 + Penalty 6124.227870 = -42780012.663200 nChanged 23 SP:Iteration 20F (52640.760000 sec): 3 clusters Score: Raw -42786164.984534 + Penalty 6124.227870 = -42780040.756664 nChanged 14 SP:Iteration 21Q (52641.400000 sec): 3 clusters Score: Raw -42786178.879809 + Penalty 6124.227870 = -42780054.651939 nChanged 6 SP:Iteration 22Q (52642.050000 sec): 3 clusters Score: Raw -42786186.531021 + Penalty 6124.227870 = -42780062.303151 nChanged 6 SP:Iteration 23Q (52642.690000 sec): 3 clusters Score: Raw -42786195.094933 + Penalty 6124.227870 = -42780070.867064 nChanged 5 SP:Iteration 24Q (52643.340000 sec): 3 clusters Score: Raw -42786199.986842 + Penalty 6124.227870 = -42780075.758972 nChanged 4 SP:Iteration 25Q (52643.980000 sec): 3 clusters Score: Raw -42786204.794794 + Penalty 6124.227870 = -42780080.566924 nChanged 4 SP:Iteration 26Q (52644.620000 sec): 3 clusters Score: Raw -42786208.260169 + Penalty 6124.227870 = -42780084.032299 nChanged 0 SP:Iteration 27F (52645.540000 sec): 3 clusters Score: Raw -42786208.260169 + Penalty 6124.227870 = -42780084.032299 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52645.620000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52645.630000 sec): 3 clusters Score: Raw -46518.923657 + Penalty 2832.371801 = -43686.551856 nChanged 59 SP:Iteration 1F (52645.630000 sec): 3 clusters Score: Raw -46687.496188 + Penalty 2832.371801 = -43855.124388 nChanged 13 SP:Iteration 2Q (52645.630000 sec): 3 clusters Score: Raw -46724.806576 + Penalty 2832.371801 = -43892.434775 nChanged 6 SP:Iteration 3Q (52645.630000 sec): 3 clusters Score: Raw -46740.981782 + Penalty 2832.371801 = -43908.609982 nChanged 4 SP:Iteration 4Q (52645.630000 sec): 3 clusters Score: Raw -46759.633286 + Penalty 2832.371801 = -43927.261485 nChanged 2 SP:Iteration 5Q (52645.630000 sec): 3 clusters Score: Raw -46768.161664 + Penalty 2832.371801 = -43935.789864 nChanged 3 SP:Iteration 6Q (52645.640000 sec): 3 clusters Score: Raw -46778.229430 + Penalty 2832.371801 = -43945.857629 nChanged 2 SP:Iteration 7Q (52645.640000 sec): 3 clusters Score: Raw -46784.537416 + Penalty 2832.371801 = -43952.165615 nChanged 0 SP:Iteration 8F (52645.640000 sec): 3 clusters Score: Raw -46784.537416 + Penalty 2832.371801 = -43952.165615 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52645.640000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52645.640000 sec): 3 clusters Score: Raw -80997.382481 + Penalty 3100.944326 = -77896.438155 nChanged 105 SP:Iteration 1F (52645.650000 sec): 3 clusters Score: Raw -81164.351059 + Penalty 3100.944326 = -78063.406733 nChanged 23 SP:Iteration 2Q (52645.650000 sec): 3 clusters Score: Raw -81215.002322 + Penalty 3100.944326 = -78114.057996 nChanged 15 SP:Iteration 3Q (52645.650000 sec): 3 clusters Score: Raw -81258.374633 + Penalty 3100.944326 = -78157.430307 nChanged 7 SP:Iteration 4Q (52645.660000 sec): 3 clusters Score: Raw -81281.445064 + Penalty 3100.944326 = -78180.500738 nChanged 3 SP:Iteration 5Q (52645.660000 sec): 3 clusters Score: Raw -81287.171895 + Penalty 3100.944326 = -78186.227568 nChanged 0 SP:Iteration 6F (52645.660000 sec): 3 clusters Score: Raw -81287.171895 + Penalty 3100.944326 = -78186.227568 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52645.660000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52645.670000 sec): 3 clusters Score: Raw -81964.504397 + Penalty 3110.410262 = -78854.094135 nChanged 98 SP:Iteration 1F (52645.670000 sec): 3 clusters Score: Raw -82207.639875 + Penalty 3110.410262 = -79097.229613 nChanged 25 SP:Iteration 2Q (52645.670000 sec): 3 clusters Score: Raw -82272.085704 + Penalty 3110.410262 = -79161.675442 nChanged 18 SP:Iteration 3Q (52645.670000 sec): 3 clusters Score: Raw -82319.722241 + Penalty 3110.410262 = -79209.311979 nChanged 10 SP:Iteration 4Q (52645.680000 sec): 3 clusters Score: Raw -82347.453729 + Penalty 3110.410262 = -79237.043466 nChanged 9 SP:Iteration 5Q (52645.680000 sec): 3 clusters Score: Raw -82379.637130 + Penalty 3110.410262 = -79269.226868 nChanged 10 SP:Iteration 6Q (52645.680000 sec): 3 clusters Score: Raw -82410.516506 + Penalty 3110.410262 = -79300.106243 nChanged 6 SP:Iteration 7Q (52645.680000 sec): 3 clusters Score: Raw -82423.274161 + Penalty 3110.410262 = -79312.863899 nChanged 2 SP:Iteration 8Q (52645.680000 sec): 3 clusters Score: Raw -82425.052997 + Penalty 3110.410262 = -79314.642735 nChanged 0 SP:Iteration 9F (52645.680000 sec): 3 clusters Score: Raw -82425.052997 + Penalty 3110.410262 = -79314.642735 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52645.720000 sec): 2 clusters Score: Raw -1638935.109548 + Penalty 2276.891607 = -1636658.217941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52645.760000 sec): 3 clusters Score: Raw -1633746.384850 + Penalty 4553.783213 = -1629192.601637 nChanged 3990 SP:Iteration 1F (52645.800000 sec): 3 clusters Score: Raw -1635911.533366 + Penalty 4553.783213 = -1631357.750153 nChanged 676 SP:Iteration 2F (52645.840000 sec): 3 clusters Score: Raw -1636299.708177 + Penalty 4553.783213 = -1631745.924964 nChanged 536 SP:Iteration 3F (52645.880000 sec): 3 clusters Score: Raw -1636587.061928 + Penalty 4553.783213 = -1632033.278715 nChanged 459 SP:Iteration 4Q (52645.910000 sec): 3 clusters Score: Raw -1636800.278558 + Penalty 4553.783213 = -1632246.495345 nChanged 389 SP:Iteration 5Q (52645.950000 sec): 3 clusters Score: Raw -1636988.375696 + Penalty 4553.783213 = -1632434.592483 nChanged 372 SP:Iteration 6Q (52645.990000 sec): 3 clusters Score: Raw -1637168.442830 + Penalty 4553.783213 = -1632614.659617 nChanged 353 SP:Iteration 7Q (52646.030000 sec): 3 clusters Score: Raw -1637346.348835 + Penalty 4553.783213 = -1632792.565622 nChanged 324 SP:Iteration 8Q (52646.070000 sec): 3 clusters Score: Raw -1637496.884089 + Penalty 4553.783213 = -1632943.100876 nChanged 271 SP:Iteration 9Q (52646.110000 sec): 3 clusters Score: Raw -1637604.528808 + Penalty 4553.783213 = -1633050.745595 nChanged 228 SP:Iteration 10Q (52646.140000 sec): 3 clusters Score: Raw -1637684.595309 + Penalty 4553.783213 = -1633130.812096 nChanged 180 SP:Iteration 11Q (52646.180000 sec): 3 clusters Score: Raw -1637736.346728 + Penalty 4553.783213 = -1633182.563515 nChanged 149 SP:Iteration 12Q (52646.220000 sec): 3 clusters Score: Raw -1637774.953042 + Penalty 4553.783213 = -1633221.169829 nChanged 134 SP:Iteration 13Q (52646.260000 sec): 3 clusters Score: Raw -1637811.109634 + Penalty 4553.783213 = -1633257.326421 nChanged 132 SP:Iteration 14Q (52646.290000 sec): 3 clusters Score: Raw -1637849.150851 + Penalty 4553.783213 = -1633295.367638 nChanged 138 SP:Iteration 15Q (52646.330000 sec): 3 clusters Score: Raw -1637887.963134 + Penalty 4553.783213 = -1633334.179921 nChanged 128 SP:Iteration 16Q (52646.370000 sec): 3 clusters Score: Raw -1637928.397493 + Penalty 4553.783213 = -1633374.614280 nChanged 119 SP:Iteration 17Q (52646.410000 sec): 3 clusters Score: Raw -1637966.806198 + Penalty 4553.783213 = -1633413.022985 nChanged 118 SP:Iteration 18Q (52646.450000 sec): 3 clusters Score: Raw -1638005.046007 + Penalty 4553.783213 = -1633451.262793 nChanged 138 SP:Iteration 19Q (52646.480000 sec): 3 clusters Score: Raw -1638049.461597 + Penalty 4553.783213 = -1633495.678384 nChanged 123 SP:Iteration 20F (52646.520000 sec): 3 clusters Score: Raw -1638081.873964 + Penalty 4553.783213 = -1633528.090751 nChanged 101 SP:Iteration 21Q (52646.560000 sec): 3 clusters Score: Raw -1638106.796271 + Penalty 4553.783213 = -1633553.013058 nChanged 91 SP:Iteration 22Q (52646.600000 sec): 3 clusters Score: Raw -1638130.446438 + Penalty 4553.783213 = -1633576.663225 nChanged 83 SP:Iteration 23Q (52646.630000 sec): 3 clusters Score: Raw -1638155.450982 + Penalty 4553.783213 = -1633601.667769 nChanged 85 SP:Iteration 24Q (52646.670000 sec): 3 clusters Score: Raw -1638182.080413 + Penalty 4553.783213 = -1633628.297200 nChanged 100 SP:Iteration 25Q (52646.710000 sec): 3 clusters Score: Raw -1638206.944125 + Penalty 4553.783213 = -1633653.160912 nChanged 85 SP:Iteration 26Q (52646.750000 sec): 3 clusters Score: Raw -1638230.956742 + Penalty 4553.783213 = -1633677.173529 nChanged 83 SP:Iteration 27Q (52646.790000 sec): 3 clusters Score: Raw -1638257.905854 + Penalty 4553.783213 = -1633704.122641 nChanged 93 SP:Iteration 28Q (52646.820000 sec): 3 clusters Score: Raw -1638291.376749 + Penalty 4553.783213 = -1633737.593536 nChanged 109 SP:Iteration 29Q (52646.860000 sec): 3 clusters Score: Raw -1638331.497118 + Penalty 4553.783213 = -1633777.713905 nChanged 123 SP:Iteration 30Q (52646.900000 sec): 3 clusters Score: Raw -1638382.780825 + Penalty 4553.783213 = -1633828.997612 nChanged 130 SP:Iteration 31Q (52646.930000 sec): 3 clusters Score: Raw -1638433.466763 + Penalty 4553.783213 = -1633879.683550 nChanged 136 SP:Iteration 32Q (52646.970000 sec): 3 clusters Score: Raw -1638491.809283 + Penalty 4553.783213 = -1633938.026069 nChanged 144 SP:Iteration 33Q (52647.010000 sec): 3 clusters Score: Raw -1638560.712033 + Penalty 4553.783213 = -1634006.928820 nChanged 140 SP:Iteration 34Q (52647.050000 sec): 3 clusters Score: Raw -1638638.316885 + Penalty 4553.783213 = -1634084.533671 nChanged 150 SP:Iteration 35Q (52647.080000 sec): 3 clusters Score: Raw -1638729.320995 + Penalty 4553.783213 = -1634175.537781 nChanged 154 SP:Iteration 36Q (52647.120000 sec): 3 clusters Score: Raw -1638821.851808 + Penalty 4553.783213 = -1634268.068595 nChanged 157 SP:Iteration 37Q (52647.150000 sec): 3 clusters Score: Raw -1638921.446121 + Penalty 4553.783213 = -1634367.662908 nChanged 145 SP:Iteration 38Q (52647.190000 sec): 3 clusters Score: Raw -1639020.967274 + Penalty 4553.783213 = -1634467.184061 nChanged 147 SP:Iteration 39Q (52647.230000 sec): 3 clusters Score: Raw -1639133.007654 + Penalty 4553.783213 = -1634579.224441 nChanged 169 SP:Iteration 40F (52647.260000 sec): 3 clusters Score: Raw -1639245.720843 + Penalty 4553.783213 = -1634691.937629 nChanged 138 SP:Iteration 41Q (52647.300000 sec): 3 clusters Score: Raw -1639340.847176 + Penalty 4553.783213 = -1634787.063963 nChanged 125 SP:Iteration 42Q (52647.330000 sec): 3 clusters Score: Raw -1639408.579078 + Penalty 4553.783213 = -1634854.795865 nChanged 89 SP:Iteration 43Q (52647.370000 sec): 3 clusters Score: Raw -1639455.861506 + Penalty 4553.783213 = -1634902.078293 nChanged 81 SP:Iteration 44Q (52647.400000 sec): 3 clusters Score: Raw -1639493.987728 + Penalty 4553.783213 = -1634940.204515 nChanged 59 SP:Iteration 45Q (52647.430000 sec): 3 clusters Score: Raw -1639522.733422 + Penalty 4553.783213 = -1634968.950209 nChanged 57 SP:Iteration 46Q (52647.460000 sec): 3 clusters Score: Raw -1639558.250846 + Penalty 4553.783213 = -1635004.467633 nChanged 60 SP:Iteration 47Q (52647.490000 sec): 3 clusters Score: Raw -1639586.111611 + Penalty 4553.783213 = -1635032.328398 nChanged 44 SP:Iteration 48Q (52647.530000 sec): 3 clusters Score: Raw -1639605.716750 + Penalty 4553.783213 = -1635051.933537 nChanged 42 SP:Iteration 49Q (52647.560000 sec): 3 clusters Score: Raw -1639624.293052 + Penalty 4553.783213 = -1635070.509839 nChanged 34 SP:Iteration 50Q (52647.590000 sec): 3 clusters Score: Raw -1639637.552894 + Penalty 4553.783213 = -1635083.769680 nChanged 30 SP:Iteration 51Q (52647.620000 sec): 3 clusters Score: Raw -1639649.566366 + Penalty 4553.783213 = -1635095.783153 nChanged 28 SP:Iteration 52Q (52647.650000 sec): 3 clusters Score: Raw -1639661.127149 + Penalty 4553.783213 = -1635107.343936 nChanged 26 SP:Iteration 53Q (52647.680000 sec): 3 clusters Score: Raw -1639675.194626 + Penalty 4553.783213 = -1635121.411413 nChanged 24 SP:Iteration 54Q (52647.710000 sec): 3 clusters Score: Raw -1639685.498555 + Penalty 4553.783213 = -1635131.715342 nChanged 17 SP:Iteration 55Q (52647.740000 sec): 3 clusters Score: Raw -1639693.101044 + Penalty 4553.783213 = -1635139.317830 nChanged 21 SP:Iteration 56Q (52647.770000 sec): 3 clusters Score: Raw -1639701.603042 + Penalty 4553.783213 = -1635147.819829 nChanged 17 SP:Iteration 57Q (52647.800000 sec): 3 clusters Score: Raw -1639708.185558 + Penalty 4553.783213 = -1635154.402345 nChanged 12 SP:Iteration 58Q (52647.830000 sec): 3 clusters Score: Raw -1639713.232765 + Penalty 4553.783213 = -1635159.449552 nChanged 17 SP:Iteration 59Q (52647.860000 sec): 3 clusters Score: Raw -1639720.209566 + Penalty 4553.783213 = -1635166.426353 nChanged 10 SP:Iteration 60F (52647.900000 sec): 3 clusters Score: Raw -1639724.044479 + Penalty 4553.783213 = -1635170.261266 nChanged 9 SP:Iteration 61Q (52647.930000 sec): 3 clusters Score: Raw -1639726.321582 + Penalty 4553.783213 = -1635172.538369 nChanged 4 SP:Iteration 62Q (52647.960000 sec): 3 clusters Score: Raw -1639728.309249 + Penalty 4553.783213 = -1635174.526036 nChanged 4 SP:Iteration 63Q (52647.990000 sec): 3 clusters Score: Raw -1639729.060717 + Penalty 4553.783213 = -1635175.277504 nChanged 4 SP:Iteration 64Q (52648.020000 sec): 3 clusters Score: Raw -1639730.574690 + Penalty 4553.783213 = -1635176.791477 nChanged 6 SP:Iteration 65Q (52648.050000 sec): 3 clusters Score: Raw -1639733.535899 + Penalty 4553.783213 = -1635179.752685 nChanged 10 SP:Iteration 66Q (52648.080000 sec): 3 clusters Score: Raw -1639736.985956 + Penalty 4553.783213 = -1635183.202742 nChanged 2 SP:Iteration 67Q (52648.110000 sec): 3 clusters Score: Raw -1639737.317690 + Penalty 4553.783213 = -1635183.534477 nChanged 1 SP:Iteration 68Q (52648.140000 sec): 3 clusters Score: Raw -1639737.895799 + Penalty 4553.783213 = -1635184.112586 nChanged 1 SP:Iteration 69Q (52648.170000 sec): 3 clusters Score: Raw -1639738.254167 + Penalty 4553.783213 = -1635184.470954 nChanged 1 SP:Iteration 70Q (52648.200000 sec): 3 clusters Score: Raw -1639738.443681 + Penalty 4553.783213 = -1635184.660468 nChanged 3 SP:Iteration 71Q (52648.230000 sec): 3 clusters Score: Raw -1639740.229890 + Penalty 4553.783213 = -1635186.446677 nChanged 7 SP:Iteration 72Q (52648.260000 sec): 3 clusters Score: Raw -1639742.950202 + Penalty 4553.783213 = -1635189.166989 nChanged 2 SP:Iteration 73Q (52648.290000 sec): 3 clusters Score: Raw -1639743.540500 + Penalty 4553.783213 = -1635189.757287 nChanged 3 SP:Iteration 74Q (52648.320000 sec): 3 clusters Score: Raw -1639744.489575 + Penalty 4553.783213 = -1635190.706362 nChanged 2 SP:Iteration 75Q (52648.350000 sec): 3 clusters Score: Raw -1639744.734905 + Penalty 4553.783213 = -1635190.951691 nChanged 4 SP:Iteration 76Q (52648.380000 sec): 3 clusters Score: Raw -1639745.715263 + Penalty 4553.783213 = -1635191.932050 nChanged 2 SP:Iteration 77Q (52648.410000 sec): 3 clusters Score: Raw -1639746.515881 + Penalty 4553.783213 = -1635192.732668 nChanged 3 SP:Iteration 78Q (52648.440000 sec): 3 clusters Score: Raw -1639747.102381 + Penalty 4553.783213 = -1635193.319168 nChanged 2 SP:Iteration 79Q (52648.470000 sec): 3 clusters Score: Raw -1639748.528334 + Penalty 4553.783213 = -1635194.745121 nChanged 4 SP:Iteration 80F (52648.510000 sec): 3 clusters Score: Raw -1639749.855060 + Penalty 4553.783213 = -1635196.071847 nChanged 3 SP:Iteration 81Q (52648.540000 sec): 3 clusters Score: Raw -1639750.887780 + Penalty 4553.783213 = -1635197.104567 nChanged 1 SP:Iteration 82Q (52648.570000 sec): 3 clusters Score: Raw -1639751.142635 + Penalty 4553.783213 = -1635197.359422 nChanged 0 SP:Iteration 83F (52648.610000 sec): 3 clusters Score: Raw -1639751.142635 + Penalty 4553.783213 = -1635197.359422 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52648.620000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52648.620000 sec): 3 clusters Score: Raw -114182.912851 + Penalty 3260.545363 = -110922.367488 nChanged 172 SP:Iteration 1F (52648.620000 sec): 3 clusters Score: Raw -114411.710443 + Penalty 3260.545363 = -111151.165080 nChanged 46 SP:Iteration 2F (52648.630000 sec): 3 clusters Score: Raw -114489.082355 + Penalty 3260.545363 = -111228.536993 nChanged 30 SP:Iteration 3Q (52648.630000 sec): 3 clusters Score: Raw -114544.825481 + Penalty 3260.545363 = -111284.280118 nChanged 15 SP:Iteration 4Q (52648.630000 sec): 3 clusters Score: Raw -114571.813292 + Penalty 3260.545363 = -111311.267929 nChanged 14 SP:Iteration 5Q (52648.630000 sec): 3 clusters Score: Raw -114597.337822 + Penalty 3260.545363 = -111336.792460 nChanged 10 SP:Iteration 6Q (52648.640000 sec): 3 clusters Score: Raw -114614.326798 + Penalty 3260.545363 = -111353.781435 nChanged 3 SP:Iteration 7Q (52648.640000 sec): 3 clusters Score: Raw -114617.125381 + Penalty 3260.545363 = -111356.580018 nChanged 5 SP:Iteration 8Q (52648.640000 sec): 3 clusters Score: Raw -114624.059396 + Penalty 3260.545363 = -111363.514033 nChanged 4 SP:Iteration 9Q (52648.650000 sec): 3 clusters Score: Raw -114632.823907 + Penalty 3260.545363 = -111372.278544 nChanged 7 SP:Iteration 10Q (52648.650000 sec): 3 clusters Score: Raw -114647.712780 + Penalty 3260.545363 = -111387.167417 nChanged 7 SP:Iteration 11Q (52648.650000 sec): 3 clusters Score: Raw -114669.838021 + Penalty 3260.545363 = -111409.292658 nChanged 7 SP:Iteration 12Q (52648.650000 sec): 3 clusters Score: Raw -114687.296656 + Penalty 3260.545363 = -111426.751293 nChanged 7 SP:Iteration 13Q (52648.660000 sec): 3 clusters Score: Raw -114705.985551 + Penalty 3260.545363 = -111445.440188 nChanged 11 SP:Iteration 14Q (52648.660000 sec): 3 clusters Score: Raw -114740.464833 + Penalty 3260.545363 = -111479.919470 nChanged 16 SP:Iteration 15Q (52648.660000 sec): 3 clusters Score: Raw -114800.584905 + Penalty 3260.545363 = -111540.039542 nChanged 16 SP:Iteration 16Q (52648.670000 sec): 3 clusters Score: Raw -114872.473039 + Penalty 3260.545363 = -111611.927676 nChanged 20 SP:Iteration 17Q (52648.670000 sec): 3 clusters Score: Raw -115001.590937 + Penalty 3260.545363 = -111741.045574 nChanged 22 SP:Iteration 18Q (52648.670000 sec): 3 clusters Score: Raw -115129.336348 + Penalty 3260.545363 = -111868.790985 nChanged 20 SP:Iteration 19Q (52648.670000 sec): 3 clusters Score: Raw -115286.886630 + Penalty 3260.545363 = -112026.341267 nChanged 19 SP:Iteration 20F (52648.670000 sec): 3 clusters Score: Raw -115393.773139 + Penalty 3260.545363 = -112133.227776 nChanged 20 SP:Iteration 21Q (52648.680000 sec): 3 clusters Score: Raw -115461.805016 + Penalty 3260.545363 = -112201.259653 nChanged 10 SP:Iteration 22Q (52648.680000 sec): 3 clusters Score: Raw -115490.499691 + Penalty 3260.545363 = -112229.954328 nChanged 4 SP:Iteration 23Q (52648.680000 sec): 3 clusters Score: Raw -115504.106400 + Penalty 3260.545363 = -112243.561037 nChanged 5 SP:Iteration 24Q (52648.690000 sec): 3 clusters Score: Raw -115518.529802 + Penalty 3260.545363 = -112257.984439 nChanged 4 SP:Iteration 25Q (52648.690000 sec): 3 clusters Score: Raw -115528.693060 + Penalty 3260.545363 = -112268.147698 nChanged 3 SP:Iteration 26Q (52648.690000 sec): 3 clusters Score: Raw -115535.801300 + Penalty 3260.545363 = -112275.255937 nChanged 3 SP:Iteration 27Q (52648.690000 sec): 3 clusters Score: Raw -115552.944527 + Penalty 3260.545363 = -112292.399164 nChanged 4 SP:Iteration 28Q (52648.690000 sec): 3 clusters Score: Raw -115572.098116 + Penalty 3260.545363 = -112311.552753 nChanged 2 SP:Iteration 29Q (52648.700000 sec): 3 clusters Score: Raw -115575.625478 + Penalty 3260.545363 = -112315.080115 nChanged 0 SP:Iteration 30F (52648.700000 sec): 3 clusters Score: Raw -115575.625478 + Penalty 3260.545363 = -112315.080115 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52648.720000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52648.730000 sec): 3 clusters Score: Raw -616208.930500 + Penalty 4058.549395 = -612150.381105 nChanged 1252 SP:Iteration 1F (52648.750000 sec): 3 clusters Score: Raw -616940.325943 + Penalty 4058.549395 = -612881.776548 nChanged 297 SP:Iteration 2F (52648.760000 sec): 3 clusters Score: Raw -617142.188998 + Penalty 4058.549395 = -613083.639603 nChanged 187 SP:Iteration 3F (52648.770000 sec): 3 clusters Score: Raw -617274.903515 + Penalty 4058.549395 = -613216.354120 nChanged 133 SP:Iteration 4Q (52648.790000 sec): 3 clusters Score: Raw -617372.526606 + Penalty 4058.549395 = -613313.977211 nChanged 110 SP:Iteration 5Q (52648.800000 sec): 3 clusters Score: Raw -617452.897477 + Penalty 4058.549395 = -613394.348082 nChanged 104 SP:Iteration 6Q (52648.810000 sec): 3 clusters Score: Raw -617524.117929 + Penalty 4058.549395 = -613465.568535 nChanged 79 SP:Iteration 7Q (52648.830000 sec): 3 clusters Score: Raw -617581.477620 + Penalty 4058.549395 = -613522.928225 nChanged 76 SP:Iteration 8Q (52648.840000 sec): 3 clusters Score: Raw -617629.792951 + Penalty 4058.549395 = -613571.243556 nChanged 71 SP:Iteration 9Q (52648.860000 sec): 3 clusters Score: Raw -617670.173438 + Penalty 4058.549395 = -613611.624043 nChanged 67 SP:Iteration 10Q (52648.870000 sec): 3 clusters Score: Raw -617711.413775 + Penalty 4058.549395 = -613652.864380 nChanged 56 SP:Iteration 11Q (52648.890000 sec): 3 clusters Score: Raw -617740.962972 + Penalty 4058.549395 = -613682.413577 nChanged 55 SP:Iteration 12Q (52648.900000 sec): 3 clusters Score: Raw -617770.887227 + Penalty 4058.549395 = -613712.337832 nChanged 49 SP:Iteration 13Q (52648.910000 sec): 3 clusters Score: Raw -617797.957965 + Penalty 4058.549395 = -613739.408570 nChanged 45 SP:Iteration 14Q (52648.930000 sec): 3 clusters Score: Raw -617816.188747 + Penalty 4058.549395 = -613757.639352 nChanged 34 SP:Iteration 15Q (52648.940000 sec): 3 clusters Score: Raw -617834.066531 + Penalty 4058.549395 = -613775.517136 nChanged 45 SP:Iteration 16Q (52648.950000 sec): 3 clusters Score: Raw -617858.375420 + Penalty 4058.549395 = -613799.826025 nChanged 44 SP:Iteration 17Q (52648.970000 sec): 3 clusters Score: Raw -617880.195488 + Penalty 4058.549395 = -613821.646093 nChanged 43 SP:Iteration 18Q (52648.980000 sec): 3 clusters Score: Raw -617901.201217 + Penalty 4058.549395 = -613842.651822 nChanged 34 SP:Iteration 19Q (52648.990000 sec): 3 clusters Score: Raw -617913.488439 + Penalty 4058.549395 = -613854.939044 nChanged 17 SP:Iteration 20F (52649.010000 sec): 3 clusters Score: Raw -617919.131639 + Penalty 4058.549395 = -613860.582244 nChanged 12 SP:Iteration 21Q (52649.020000 sec): 3 clusters Score: Raw -617924.311077 + Penalty 4058.549395 = -613865.761682 nChanged 15 SP:Iteration 22Q (52649.040000 sec): 3 clusters Score: Raw -617930.921125 + Penalty 4058.549395 = -613872.371730 nChanged 16 SP:Iteration 23Q (52649.050000 sec): 3 clusters Score: Raw -617938.632574 + Penalty 4058.549395 = -613880.083179 nChanged 13 SP:Iteration 24Q (52649.060000 sec): 3 clusters Score: Raw -617946.077684 + Penalty 4058.549395 = -613887.528289 nChanged 19 SP:Iteration 25Q (52649.080000 sec): 3 clusters Score: Raw -617953.933382 + Penalty 4058.549395 = -613895.383987 nChanged 13 SP:Iteration 26Q (52649.090000 sec): 3 clusters Score: Raw -617960.217053 + Penalty 4058.549395 = -613901.667659 nChanged 13 SP:Iteration 27Q (52649.110000 sec): 3 clusters Score: Raw -617966.066538 + Penalty 4058.549395 = -613907.517143 nChanged 11 SP:Iteration 28Q (52649.120000 sec): 3 clusters Score: Raw -617969.423200 + Penalty 4058.549395 = -613910.873805 nChanged 11 SP:Iteration 29Q (52649.130000 sec): 3 clusters Score: Raw -617975.053811 + Penalty 4058.549395 = -613916.504416 nChanged 16 SP:Iteration 30Q (52649.150000 sec): 3 clusters Score: Raw -617984.958531 + Penalty 4058.549395 = -613926.409136 nChanged 17 SP:Iteration 31Q (52649.160000 sec): 3 clusters Score: Raw -617996.735321 + Penalty 4058.549395 = -613938.185926 nChanged 18 SP:Iteration 32Q (52649.170000 sec): 3 clusters Score: Raw -618004.454624 + Penalty 4058.549395 = -613945.905229 nChanged 14 SP:Iteration 33Q (52649.190000 sec): 3 clusters Score: Raw -618011.060064 + Penalty 4058.549395 = -613952.510669 nChanged 16 SP:Iteration 34Q (52649.200000 sec): 3 clusters Score: Raw -618017.746329 + Penalty 4058.549395 = -613959.196934 nChanged 16 SP:Iteration 35Q (52649.210000 sec): 3 clusters Score: Raw -618025.642477 + Penalty 4058.549395 = -613967.093082 nChanged 18 SP:Iteration 36Q (52649.230000 sec): 3 clusters Score: Raw -618038.999421 + Penalty 4058.549395 = -613980.450026 nChanged 22 SP:Iteration 37Q (52649.240000 sec): 3 clusters Score: Raw -618051.578458 + Penalty 4058.549395 = -613993.029063 nChanged 12 SP:Iteration 38Q (52649.250000 sec): 3 clusters Score: Raw -618056.877726 + Penalty 4058.549395 = -613998.328331 nChanged 9 SP:Iteration 39Q (52649.270000 sec): 3 clusters Score: Raw -618060.438923 + Penalty 4058.549395 = -614001.889528 nChanged 5 SP:Iteration 40F (52649.280000 sec): 3 clusters Score: Raw -618061.958091 + Penalty 4058.549395 = -614003.408696 nChanged 3 SP:Iteration 41Q (52649.290000 sec): 3 clusters Score: Raw -618062.455890 + Penalty 4058.549395 = -614003.906495 nChanged 5 SP:Iteration 42Q (52649.310000 sec): 3 clusters Score: Raw -618064.267809 + Penalty 4058.549395 = -614005.718414 nChanged 4 SP:Iteration 43Q (52649.320000 sec): 3 clusters Score: Raw -618066.100754 + Penalty 4058.549395 = -614007.551359 nChanged 2 SP:Iteration 44Q (52649.330000 sec): 3 clusters Score: Raw -618066.503354 + Penalty 4058.549395 = -614007.953959 nChanged 1 SP:Iteration 45Q (52649.350000 sec): 3 clusters Score: Raw -618067.322763 + Penalty 4058.549395 = -614008.773368 nChanged 3 SP:Iteration 46Q (52649.360000 sec): 3 clusters Score: Raw -618068.078672 + Penalty 4058.549395 = -614009.529277 nChanged 4 SP:Iteration 47Q (52649.370000 sec): 3 clusters Score: Raw -618069.256271 + Penalty 4058.549395 = -614010.706876 nChanged 4 SP:Iteration 48Q (52649.390000 sec): 3 clusters Score: Raw -618070.165718 + Penalty 4058.549395 = -614011.616323 nChanged 2 SP:Iteration 49Q (52649.400000 sec): 3 clusters Score: Raw -618070.648917 + Penalty 4058.549395 = -614012.099522 nChanged 3 SP:Iteration 50Q (52649.410000 sec): 3 clusters Score: Raw -618072.164532 + Penalty 4058.549395 = -614013.615137 nChanged 4 SP:Iteration 51Q (52649.430000 sec): 3 clusters Score: Raw -618074.582405 + Penalty 4058.549395 = -614016.033010 nChanged 7 SP:Iteration 52Q (52649.440000 sec): 3 clusters Score: Raw -618077.669474 + Penalty 4058.549395 = -614019.120079 nChanged 10 SP:Iteration 53Q (52649.460000 sec): 3 clusters Score: Raw -618081.250678 + Penalty 4058.549395 = -614022.701283 nChanged 6 SP:Iteration 54Q (52649.470000 sec): 3 clusters Score: Raw -618083.532631 + Penalty 4058.549395 = -614024.983236 nChanged 6 SP:Iteration 55Q (52649.480000 sec): 3 clusters Score: Raw -618086.390656 + Penalty 4058.549395 = -614027.841261 nChanged 7 SP:Iteration 56Q (52649.500000 sec): 3 clusters Score: Raw -618090.392716 + Penalty 4058.549395 = -614031.843321 nChanged 8 SP:Iteration 57Q (52649.510000 sec): 3 clusters Score: Raw -618093.779723 + Penalty 4058.549395 = -614035.230328 nChanged 6 SP:Iteration 58Q (52649.520000 sec): 3 clusters Score: Raw -618095.762038 + Penalty 4058.549395 = -614037.212643 nChanged 2 SP:Iteration 59Q (52649.540000 sec): 3 clusters Score: Raw -618096.468779 + Penalty 4058.549395 = -614037.919384 nChanged 1 SP:Iteration 60F (52649.550000 sec): 3 clusters Score: Raw -618096.821041 + Penalty 4058.549395 = -614038.271646 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52649.650000 sec): 2 clusters Score: Raw -4693911.191599 + Penalty 2535.050456 = -4691376.141142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52649.760000 sec): 3 clusters Score: Raw -4677552.486522 + Penalty 5070.100913 = -4672482.385609 nChanged 12347 SP:Iteration 1F (52649.870000 sec): 3 clusters Score: Raw -4684085.642752 + Penalty 5070.100913 = -4679015.541839 nChanged 1333 SP:Iteration 2Q (52649.980000 sec): 3 clusters Score: Raw -4684499.040819 + Penalty 5070.100913 = -4679428.939906 nChanged 1133 SP:Iteration 3Q (52650.090000 sec): 3 clusters Score: Raw -4684840.312122 + Penalty 5070.100913 = -4679770.211209 nChanged 1031 SP:Iteration 4Q (52650.200000 sec): 3 clusters Score: Raw -4685175.152672 + Penalty 5070.100913 = -4680105.051760 nChanged 1073 SP:Iteration 5Q (52650.310000 sec): 3 clusters Score: Raw -4685573.021597 + Penalty 5070.100913 = -4680502.920684 nChanged 1154 SP:Iteration 6Q (52650.420000 sec): 3 clusters Score: Raw -4686103.975510 + Penalty 5070.100913 = -4681033.874597 nChanged 1340 SP:Iteration 7Q (52650.530000 sec): 3 clusters Score: Raw -4686844.672098 + Penalty 5070.100913 = -4681774.571185 nChanged 1554 SP:Iteration 8F (52650.640000 sec): 3 clusters Score: Raw -4687823.641987 + Penalty 5070.100913 = -4682753.541074 nChanged 1707 SP:Iteration 9F (52650.750000 sec): 3 clusters Score: Raw -4689011.259477 + Penalty 5070.100913 = -4683941.158564 nChanged 1758 SP:Iteration 10F (52650.860000 sec): 3 clusters Score: Raw -4690358.966974 + Penalty 5070.100913 = -4685288.866061 nChanged 1608 SP:Iteration 11F (52650.970000 sec): 3 clusters Score: Raw -4691764.491338 + Penalty 5070.100913 = -4686694.390425 nChanged 1251 SP:Iteration 12Q (52651.070000 sec): 3 clusters Score: Raw -4693055.984797 + Penalty 5070.100913 = -4687985.883884 nChanged 893 SP:Iteration 13Q (52651.180000 sec): 3 clusters Score: Raw -4693905.404053 + Penalty 5070.100913 = -4688835.303140 nChanged 556 SP:Iteration 14Q (52651.280000 sec): 3 clusters Score: Raw -4694299.395190 + Penalty 5070.100913 = -4689229.294277 nChanged 356 SP:Iteration 15Q (52651.380000 sec): 3 clusters Score: Raw -4694523.839941 + Penalty 5070.100913 = -4689453.739028 nChanged 311 SP:Iteration 16Q (52651.470000 sec): 3 clusters Score: Raw -4694700.041589 + Penalty 5070.100913 = -4689629.940676 nChanged 259 SP:Iteration 17Q (52651.570000 sec): 3 clusters Score: Raw -4694813.349625 + Penalty 5070.100913 = -4689743.248713 nChanged 188 SP:Iteration 18Q (52651.660000 sec): 3 clusters Score: Raw -4694881.223520 + Penalty 5070.100913 = -4689811.122607 nChanged 164 SP:Iteration 19Q (52651.750000 sec): 3 clusters Score: Raw -4694930.580271 + Penalty 5070.100913 = -4689860.479358 nChanged 137 SP:Iteration 20F (52651.860000 sec): 3 clusters Score: Raw -4694971.126663 + Penalty 5070.100913 = -4689901.025751 nChanged 112 SP:Iteration 21Q (52651.950000 sec): 3 clusters Score: Raw -4694997.646553 + Penalty 5070.100913 = -4689927.545641 nChanged 76 SP:Iteration 22Q (52652.040000 sec): 3 clusters Score: Raw -4695012.181632 + Penalty 5070.100913 = -4689942.080719 nChanged 56 SP:Iteration 23Q (52652.130000 sec): 3 clusters Score: Raw -4695021.392152 + Penalty 5070.100913 = -4689951.291239 nChanged 42 SP:Iteration 24Q (52652.220000 sec): 3 clusters Score: Raw -4695026.724451 + Penalty 5070.100913 = -4689956.623538 nChanged 21 SP:Iteration 25Q (52652.310000 sec): 3 clusters Score: Raw -4695029.144576 + Penalty 5070.100913 = -4689959.043664 nChanged 17 SP:Iteration 26Q (52652.400000 sec): 3 clusters Score: Raw -4695031.229306 + Penalty 5070.100913 = -4689961.128393 nChanged 10 SP:Iteration 27Q (52652.490000 sec): 3 clusters Score: Raw -4695032.602011 + Penalty 5070.100913 = -4689962.501098 nChanged 14 SP:Iteration 28Q (52652.580000 sec): 3 clusters Score: Raw -4695034.483344 + Penalty 5070.100913 = -4689964.382431 nChanged 13 SP:Iteration 29Q (52652.670000 sec): 3 clusters Score: Raw -4695036.095643 + Penalty 5070.100913 = -4689965.994731 nChanged 9 SP:Iteration 30Q (52652.750000 sec): 3 clusters Score: Raw -4695037.226365 + Penalty 5070.100913 = -4689967.125452 nChanged 15 SP:Iteration 31Q (52652.840000 sec): 3 clusters Score: Raw -4695038.570587 + Penalty 5070.100913 = -4689968.469674 nChanged 7 SP:Iteration 32Q (52652.930000 sec): 3 clusters Score: Raw -4695039.133250 + Penalty 5070.100913 = -4689969.032337 nChanged 5 SP:Iteration 33Q (52653.020000 sec): 3 clusters Score: Raw -4695039.711793 + Penalty 5070.100913 = -4689969.610880 nChanged 6 SP:Iteration 34Q (52653.110000 sec): 3 clusters Score: Raw -4695040.260269 + Penalty 5070.100913 = -4689970.159356 nChanged 3 SP:Iteration 35Q (52653.200000 sec): 3 clusters Score: Raw -4695040.678607 + Penalty 5070.100913 = -4689970.577694 nChanged 2 SP:Iteration 36Q (52653.290000 sec): 3 clusters Score: Raw -4695040.791510 + Penalty 5070.100913 = -4689970.690598 nChanged 3 SP:Iteration 37Q (52653.380000 sec): 3 clusters Score: Raw -4695041.130910 + Penalty 5070.100913 = -4689971.029997 nChanged 6 SP:Iteration 38Q (52653.470000 sec): 3 clusters Score: Raw -4695041.601003 + Penalty 5070.100913 = -4689971.500090 nChanged 11 SP:Iteration 39Q (52653.550000 sec): 3 clusters Score: Raw -4695043.066801 + Penalty 5070.100913 = -4689972.965888 nChanged 17 SP:Iteration 40F (52653.660000 sec): 3 clusters Score: Raw -4695045.441638 + Penalty 5070.100913 = -4689975.340725 nChanged 19 SP:Iteration 41Q (52653.750000 sec): 3 clusters Score: Raw -4695047.196105 + Penalty 5070.100913 = -4689977.095192 nChanged 9 SP:Iteration 42Q (52653.840000 sec): 3 clusters Score: Raw -4695047.943181 + Penalty 5070.100913 = -4689977.842268 nChanged 11 SP:Iteration 43Q (52653.930000 sec): 3 clusters Score: Raw -4695048.851596 + Penalty 5070.100913 = -4689978.750683 nChanged 15 SP:Iteration 44Q (52654.020000 sec): 3 clusters Score: Raw -4695050.432450 + Penalty 5070.100913 = -4689980.331537 nChanged 11 SP:Iteration 45Q (52654.110000 sec): 3 clusters Score: Raw -4695051.298463 + Penalty 5070.100913 = -4689981.197551 nChanged 11 SP:Iteration 46Q (52654.200000 sec): 3 clusters Score: Raw -4695052.148372 + Penalty 5070.100913 = -4689982.047459 nChanged 6 SP:Iteration 47Q (52654.290000 sec): 3 clusters Score: Raw -4695052.612008 + Penalty 5070.100913 = -4689982.511095 nChanged 2 SP:Iteration 48Q (52654.370000 sec): 3 clusters Score: Raw -4695052.771827 + Penalty 5070.100913 = -4689982.670914 nChanged 3 SP:Iteration 49Q (52654.460000 sec): 3 clusters Score: Raw -4695053.168005 + Penalty 5070.100913 = -4689983.067093 nChanged 6 SP:Iteration 50Q (52654.550000 sec): 3 clusters Score: Raw -4695053.658397 + Penalty 5070.100913 = -4689983.557484 nChanged 6 SP:Iteration 51Q (52654.640000 sec): 3 clusters Score: Raw -4695054.443932 + Penalty 5070.100913 = -4689984.343020 nChanged 8 SP:Iteration 52Q (52654.730000 sec): 3 clusters Score: Raw -4695055.359934 + Penalty 5070.100913 = -4689985.259022 nChanged 5 SP:Iteration 53Q (52654.820000 sec): 3 clusters Score: Raw -4695055.865245 + Penalty 5070.100913 = -4689985.764332 nChanged 9 SP:Iteration 54Q (52654.910000 sec): 3 clusters Score: Raw -4695057.043809 + Penalty 5070.100913 = -4689986.942896 nChanged 7 SP:Iteration 55Q (52654.990000 sec): 3 clusters Score: Raw -4695057.822035 + Penalty 5070.100913 = -4689987.721122 nChanged 6 SP:Iteration 56Q (52655.080000 sec): 3 clusters Score: Raw -4695058.526184 + Penalty 5070.100913 = -4689988.425272 nChanged 6 SP:Iteration 57Q (52655.170000 sec): 3 clusters Score: Raw -4695058.952135 + Penalty 5070.100913 = -4689988.851222 nChanged 4 SP:Iteration 58Q (52655.260000 sec): 3 clusters Score: Raw -4695059.240514 + Penalty 5070.100913 = -4689989.139601 nChanged 5 SP:Iteration 59Q (52655.350000 sec): 3 clusters Score: Raw -4695059.953005 + Penalty 5070.100913 = -4689989.852092 nChanged 12 SP:Iteration 60F (52655.460000 sec): 3 clusters Score: Raw -4695061.262539 + Penalty 5070.100913 = -4689991.161626 nChanged 10 SP:Iteration 61Q (52655.550000 sec): 3 clusters Score: Raw -4695062.081815 + Penalty 5070.100913 = -4689991.980902 nChanged 8 SP:Iteration 62Q (52655.630000 sec): 3 clusters Score: Raw -4695063.044498 + Penalty 5070.100913 = -4689992.943585 nChanged 7 SP:Iteration 63Q (52655.720000 sec): 3 clusters Score: Raw -4695063.689928 + Penalty 5070.100913 = -4689993.589016 nChanged 6 SP:Iteration 64Q (52655.810000 sec): 3 clusters Score: Raw -4695064.378236 + Penalty 5070.100913 = -4689994.277323 nChanged 9 SP:Iteration 65Q (52655.900000 sec): 3 clusters Score: Raw -4695065.179833 + Penalty 5070.100913 = -4689995.078920 nChanged 7 SP:Iteration 66Q (52655.990000 sec): 3 clusters Score: Raw -4695065.664208 + Penalty 5070.100913 = -4689995.563295 nChanged 5 SP:Iteration 67Q (52656.070000 sec): 3 clusters Score: Raw -4695066.077234 + Penalty 5070.100913 = -4689995.976322 nChanged 4 SP:Iteration 68Q (52656.160000 sec): 3 clusters Score: Raw -4695066.484200 + Penalty 5070.100913 = -4689996.383287 nChanged 5 SP:Iteration 69Q (52656.250000 sec): 3 clusters Score: Raw -4695067.021695 + Penalty 5070.100913 = -4689996.920782 nChanged 4 SP:Iteration 70Q (52656.340000 sec): 3 clusters Score: Raw -4695067.319694 + Penalty 5070.100913 = -4689997.218782 nChanged 3 SP:Iteration 71Q (52656.430000 sec): 3 clusters Score: Raw -4695067.626754 + Penalty 5070.100913 = -4689997.525842 nChanged 2 SP:Iteration 72Q (52656.510000 sec): 3 clusters Score: Raw -4695067.717317 + Penalty 5070.100913 = -4689997.616405 nChanged 2 SP:Iteration 73Q (52656.600000 sec): 3 clusters Score: Raw -4695067.848941 + Penalty 5070.100913 = -4689997.748028 nChanged 4 SP:Iteration 74Q (52656.690000 sec): 3 clusters Score: Raw -4695068.221895 + Penalty 5070.100913 = -4689998.120983 nChanged 3 SP:Iteration 75Q (52656.780000 sec): 3 clusters Score: Raw -4695068.479415 + Penalty 5070.100913 = -4689998.378502 nChanged 3 SP:Iteration 76Q (52656.870000 sec): 3 clusters Score: Raw -4695068.721054 + Penalty 5070.100913 = -4689998.620141 nChanged 1 SP:Iteration 77Q (52656.950000 sec): 3 clusters Score: Raw -4695068.829296 + Penalty 5070.100913 = -4689998.728383 nChanged 0 SP:Iteration 78F (52657.060000 sec): 3 clusters Score: Raw -4695068.829296 + Penalty 5070.100913 = -4689998.728383 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (1085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52657.080000 sec): 2 clusters Score: Raw -167097.849814 + Penalty 1733.355146 = -165364.494669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52657.080000 sec): 3 clusters Score: Raw -166877.557784 + Penalty 3466.710292 = -163410.847492 nChanged 297 SP:Iteration 1F (52657.090000 sec): 3 clusters Score: Raw -167286.487251 + Penalty 3466.710292 = -163819.776959 nChanged 93 SP:Iteration 2F (52657.090000 sec): 3 clusters Score: Raw -167493.827730 + Penalty 3466.710292 = -164027.117438 nChanged 67 SP:Iteration 3F (52657.100000 sec): 3 clusters Score: Raw -167659.819027 + Penalty 3466.710292 = -164193.108735 nChanged 66 SP:Iteration 4F (52657.100000 sec): 3 clusters Score: Raw -167838.416881 + Penalty 3466.710292 = -164371.706589 nChanged 64 SP:Iteration 5F (52657.110000 sec): 3 clusters Score: Raw -167988.115345 + Penalty 3466.710292 = -164521.405053 nChanged 57 SP:Iteration 6F (52657.110000 sec): 3 clusters Score: Raw -168124.213105 + Penalty 3466.710292 = -164657.502813 nChanged 35 SP:Iteration 7Q (52657.110000 sec): 3 clusters Score: Raw -168204.002227 + Penalty 3466.710292 = -164737.291935 nChanged 26 SP:Iteration 8Q (52657.120000 sec): 3 clusters Score: Raw -168294.841026 + Penalty 3466.710292 = -164828.130734 nChanged 30 SP:Iteration 9Q (52657.120000 sec): 3 clusters Score: Raw -168396.410248 + Penalty 3466.710292 = -164929.699956 nChanged 23 SP:Iteration 10Q (52657.130000 sec): 3 clusters Score: Raw -168446.104731 + Penalty 3466.710292 = -164979.394439 nChanged 14 SP:Iteration 11Q (52657.130000 sec): 3 clusters Score: Raw -168471.005402 + Penalty 3466.710292 = -165004.295110 nChanged 5 SP:Iteration 12Q (52657.130000 sec): 3 clusters Score: Raw -168480.045209 + Penalty 3466.710292 = -165013.334917 nChanged 4 SP:Iteration 13Q (52657.130000 sec): 3 clusters Score: Raw -168494.537095 + Penalty 3466.710292 = -165027.826803 nChanged 4 SP:Iteration 14Q (52657.140000 sec): 3 clusters Score: Raw -168498.450010 + Penalty 3466.710292 = -165031.739718 nChanged 1 SP:Iteration 15Q (52657.140000 sec): 3 clusters Score: Raw -168500.461537 + Penalty 3466.710292 = -165033.751245 nChanged 2 SP:Iteration 16Q (52657.150000 sec): 3 clusters Score: Raw -168503.102461 + Penalty 3466.710292 = -165036.392169 nChanged 4 SP:Iteration 17Q (52657.150000 sec): 3 clusters Score: Raw -168508.855054 + Penalty 3466.710292 = -165042.144762 nChanged 3 SP:Iteration 18Q (52657.150000 sec): 3 clusters Score: Raw -168525.816287 + Penalty 3466.710292 = -165059.105995 nChanged 5 SP:Iteration 19Q (52657.160000 sec): 3 clusters Score: Raw -168533.268627 + Penalty 3466.710292 = -165066.558335 nChanged 5 SP:Iteration 20F (52657.160000 sec): 3 clusters Score: Raw -168541.521734 + Penalty 3466.710292 = -165074.811442 nChanged 2 SP:Iteration 21Q (52657.170000 sec): 3 clusters Score: Raw -168544.319325 + Penalty 3466.710292 = -165077.609033 nChanged 2 SP:Iteration 22Q (52657.170000 sec): 3 clusters Score: Raw -168547.396350 + Penalty 3466.710292 = -165080.686058 nChanged 0 SP:Iteration 23F (52657.170000 sec): 3 clusters Score: Raw -168547.396350 + Penalty 3466.710292 = -165080.686058 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52657.190000 sec): 2 clusters Score: Raw -394864.446146 + Penalty 1909.336178 = -392955.109968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52657.190000 sec): 3 clusters Score: Raw -394033.845070 + Penalty 3818.672355 = -390215.172715 nChanged 685 SP:Iteration 1F (52657.200000 sec): 3 clusters Score: Raw -394557.717835 + Penalty 3818.672355 = -390739.045480 nChanged 157 SP:Iteration 2F (52657.210000 sec): 3 clusters Score: Raw -394723.301132 + Penalty 3818.672355 = -390904.628777 nChanged 112 SP:Iteration 3F (52657.220000 sec): 3 clusters Score: Raw -394856.618037 + Penalty 3818.672355 = -391037.945682 nChanged 95 SP:Iteration 4Q (52657.230000 sec): 3 clusters Score: Raw -394986.681586 + Penalty 3818.672355 = -391168.009231 nChanged 98 SP:Iteration 5Q (52657.240000 sec): 3 clusters Score: Raw -395122.812866 + Penalty 3818.672355 = -391304.140510 nChanged 104 SP:Iteration 6Q (52657.250000 sec): 3 clusters Score: Raw -395284.056677 + Penalty 3818.672355 = -391465.384322 nChanged 109 SP:Iteration 7Q (52657.260000 sec): 3 clusters Score: Raw -395457.529878 + Penalty 3818.672355 = -391638.857523 nChanged 129 SP:Iteration 8F (52657.270000 sec): 3 clusters Score: Raw -395686.498422 + Penalty 3818.672355 = -391867.826067 nChanged 121 SP:Iteration 9F (52657.280000 sec): 3 clusters Score: Raw -395886.941939 + Penalty 3818.672355 = -392068.269584 nChanged 109 SP:Iteration 10Q (52657.280000 sec): 3 clusters Score: Raw -396022.700437 + Penalty 3818.672355 = -392204.028082 nChanged 69 SP:Iteration 11Q (52657.290000 sec): 3 clusters Score: Raw -396101.593327 + Penalty 3818.672355 = -392282.920972 nChanged 38 SP:Iteration 12Q (52657.300000 sec): 3 clusters Score: Raw -396140.745756 + Penalty 3818.672355 = -392322.073401 nChanged 26 SP:Iteration 13Q (52657.310000 sec): 3 clusters Score: Raw -396167.056423 + Penalty 3818.672355 = -392348.384067 nChanged 21 SP:Iteration 14Q (52657.320000 sec): 3 clusters Score: Raw -396184.261360 + Penalty 3818.672355 = -392365.589005 nChanged 11 SP:Iteration 15Q (52657.320000 sec): 3 clusters Score: Raw -396192.010975 + Penalty 3818.672355 = -392373.338620 nChanged 7 SP:Iteration 16Q (52657.330000 sec): 3 clusters Score: Raw -396197.426447 + Penalty 3818.672355 = -392378.754092 nChanged 9 SP:Iteration 17Q (52657.340000 sec): 3 clusters Score: Raw -396204.738366 + Penalty 3818.672355 = -392386.066011 nChanged 6 SP:Iteration 18Q (52657.350000 sec): 3 clusters Score: Raw -396209.763104 + Penalty 3818.672355 = -392391.090749 nChanged 6 SP:Iteration 19Q (52657.360000 sec): 3 clusters Score: Raw -396215.767353 + Penalty 3818.672355 = -392397.094998 nChanged 5 SP:Iteration 20F (52657.360000 sec): 3 clusters Score: Raw -396218.930038 + Penalty 3818.672355 = -392400.257683 nChanged 1 SP:Iteration 21Q (52657.370000 sec): 3 clusters Score: Raw -396220.515603 + Penalty 3818.672355 = -392401.843248 nChanged 2 SP:Iteration 22Q (52657.380000 sec): 3 clusters Score: Raw -396223.126269 + Penalty 3818.672355 = -392404.453914 nChanged 2 SP:Iteration 23Q (52657.390000 sec): 3 clusters Score: Raw -396223.819786 + Penalty 3818.672355 = -392405.147431 nChanged 2 SP:Iteration 24Q (52657.400000 sec): 3 clusters Score: Raw -396225.047756 + Penalty 3818.672355 = -392406.375401 nChanged 0 SP:Iteration 25F (52657.400000 sec): 3 clusters Score: Raw -396225.047756 + Penalty 3818.672355 = -392406.375401 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52657.420000 sec): 2 clusters Score: Raw -326803.038664 + Penalty 1880.645386 = -324922.393278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52657.420000 sec): 3 clusters Score: Raw -326087.438513 + Penalty 3761.290772 = -322326.147741 nChanged 675 SP:Iteration 1F (52657.430000 sec): 3 clusters Score: Raw -326647.358857 + Penalty 3761.290772 = -322886.068085 nChanged 137 SP:Iteration 2F (52657.440000 sec): 3 clusters Score: Raw -326773.622661 + Penalty 3761.290772 = -323012.331889 nChanged 83 SP:Iteration 3Q (52657.440000 sec): 3 clusters Score: Raw -326858.593337 + Penalty 3761.290772 = -323097.302565 nChanged 76 SP:Iteration 4Q (52657.450000 sec): 3 clusters Score: Raw -326947.440719 + Penalty 3761.290772 = -323186.149947 nChanged 73 SP:Iteration 5Q (52657.460000 sec): 3 clusters Score: Raw -327016.314589 + Penalty 3761.290772 = -323255.023817 nChanged 68 SP:Iteration 6Q (52657.470000 sec): 3 clusters Score: Raw -327115.849194 + Penalty 3761.290772 = -323354.558422 nChanged 81 SP:Iteration 7Q (52657.480000 sec): 3 clusters Score: Raw -327251.072108 + Penalty 3761.290772 = -323489.781336 nChanged 96 SP:Iteration 8Q (52657.480000 sec): 3 clusters Score: Raw -327430.266969 + Penalty 3761.290772 = -323668.976197 nChanged 95 SP:Iteration 9Q (52657.490000 sec): 3 clusters Score: Raw -327590.104928 + Penalty 3761.290772 = -323828.814156 nChanged 89 SP:Iteration 10Q (52657.500000 sec): 3 clusters Score: Raw -327762.860636 + Penalty 3761.290772 = -324001.569864 nChanged 84 SP:Iteration 11Q (52657.500000 sec): 3 clusters Score: Raw -327924.743254 + Penalty 3761.290772 = -324163.452482 nChanged 78 SP:Iteration 12Q (52657.510000 sec): 3 clusters Score: Raw -328036.242580 + Penalty 3761.290772 = -324274.951808 nChanged 56 SP:Iteration 13Q (52657.520000 sec): 3 clusters Score: Raw -328119.373820 + Penalty 3761.290772 = -324358.083048 nChanged 44 SP:Iteration 14Q (52657.530000 sec): 3 clusters Score: Raw -328180.983485 + Penalty 3761.290772 = -324419.692713 nChanged 38 SP:Iteration 15Q (52657.540000 sec): 3 clusters Score: Raw -328235.680204 + Penalty 3761.290772 = -324474.389432 nChanged 25 SP:Iteration 16Q (52657.540000 sec): 3 clusters Score: Raw -328264.548139 + Penalty 3761.290772 = -324503.257367 nChanged 12 SP:Iteration 17Q (52657.550000 sec): 3 clusters Score: Raw -328277.972012 + Penalty 3761.290772 = -324516.681240 nChanged 13 SP:Iteration 18Q (52657.560000 sec): 3 clusters Score: Raw -328292.294770 + Penalty 3761.290772 = -324531.003998 nChanged 9 SP:Iteration 19Q (52657.560000 sec): 3 clusters Score: Raw -328302.791363 + Penalty 3761.290772 = -324541.500591 nChanged 9 SP:Iteration 20F (52657.570000 sec): 3 clusters Score: Raw -328312.200243 + Penalty 3761.290772 = -324550.909471 nChanged 9 SP:Iteration 21Q (52657.580000 sec): 3 clusters Score: Raw -328328.199106 + Penalty 3761.290772 = -324566.908333 nChanged 7 SP:Iteration 22Q (52657.580000 sec): 3 clusters Score: Raw -328340.952747 + Penalty 3761.290772 = -324579.661975 nChanged 6 SP:Iteration 23Q (52657.590000 sec): 3 clusters Score: Raw -328350.309834 + Penalty 3761.290772 = -324589.019062 nChanged 6 SP:Iteration 24Q (52657.600000 sec): 3 clusters Score: Raw -328360.214848 + Penalty 3761.290772 = -324598.924076 nChanged 7 SP:Iteration 25Q (52657.600000 sec): 3 clusters Score: Raw -328367.576963 + Penalty 3761.290772 = -324606.286190 nChanged 5 SP:Iteration 26Q (52657.610000 sec): 3 clusters Score: Raw -328375.480376 + Penalty 3761.290772 = -324614.189604 nChanged 3 SP:Iteration 27Q (52657.620000 sec): 3 clusters Score: Raw -328377.276373 + Penalty 3761.290772 = -324615.985601 nChanged 3 SP:Iteration 28Q (52657.620000 sec): 3 clusters Score: Raw -328378.101012 + Penalty 3761.290772 = -324616.810240 nChanged 0 SP:Iteration 29F (52657.630000 sec): 3 clusters Score: Raw -328378.101012 + Penalty 3761.290772 = -324616.810240 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52662.120000 sec): 2 clusters Score: Raw -231593428.966613 + Penalty 3495.834308 = -231589933.132305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52667.560000 sec): 3 clusters Score: Raw -230693937.287501 + Penalty 6991.668616 = -230686945.618885 nChanged 653072 SP:Iteration 1F (52672.970000 sec): 3 clusters Score: Raw -231093652.985039 + Penalty 6991.668616 = -231086661.316424 nChanged 30300 SP:Iteration 2Q (52678.470000 sec): 3 clusters Score: Raw -231099841.569629 + Penalty 6991.668616 = -231092849.901013 nChanged 37463 SP:Iteration 3Q (52683.960000 sec): 3 clusters Score: Raw -231109514.250836 + Penalty 6991.668616 = -231102522.582220 nChanged 46133 SP:Iteration 4Q (52689.500000 sec): 3 clusters Score: Raw -231124079.222768 + Penalty 6991.668616 = -231117087.554152 nChanged 55056 SP:Iteration 5Q (52695.010000 sec): 3 clusters Score: Raw -231144577.993487 + Penalty 6991.668616 = -231137586.324871 nChanged 62846 SP:Iteration 6Q (52700.520000 sec): 3 clusters Score: Raw -231170642.336536 + Penalty 6991.668616 = -231163650.667920 nChanged 66947 SP:Iteration 7F (52705.910000 sec): 3 clusters Score: Raw -231199797.747995 + Penalty 6991.668616 = -231192806.079380 nChanged 67289 SP:Iteration 8F (52711.310000 sec): 3 clusters Score: Raw -231228984.123048 + Penalty 6991.668616 = -231221992.454432 nChanged 64909 SP:Iteration 9Q (52716.780000 sec): 3 clusters Score: Raw -231256661.172283 + Penalty 6991.668616 = -231249669.503668 nChanged 61843 SP:Iteration 10Q (52722.240000 sec): 3 clusters Score: Raw -231283280.657198 + Penalty 6991.668616 = -231276288.988583 nChanged 60379 SP:Iteration 11Q (52727.690000 sec): 3 clusters Score: Raw -231310697.210123 + Penalty 6991.668616 = -231303705.541507 nChanged 61305 SP:Iteration 12Q (52733.060000 sec): 3 clusters Score: Raw -231340295.554070 + Penalty 6991.668616 = -231333303.885455 nChanged 62761 SP:Iteration 13Q (52738.510000 sec): 3 clusters Score: Raw -231372486.988409 + Penalty 6991.668616 = -231365495.319794 nChanged 64044 SP:Iteration 14Q (52743.850000 sec): 3 clusters Score: Raw -231406725.241760 + Penalty 6991.668616 = -231399733.573145 nChanged 63266 SP:Iteration 15Q (52749.120000 sec): 3 clusters Score: Raw -231441927.644518 + Penalty 6991.668616 = -231434935.975902 nChanged 59978 SP:Iteration 16Q (52754.290000 sec): 3 clusters Score: Raw -231476648.709550 + Penalty 6991.668616 = -231469657.040934 nChanged 54275 SP:Iteration 17Q (52759.290000 sec): 3 clusters Score: Raw -231509410.383928 + Penalty 6991.668616 = -231502418.715313 nChanged 45593 SP:Iteration 18Q (52764.060000 sec): 3 clusters Score: Raw -231537555.445098 + Penalty 6991.668616 = -231530563.776482 nChanged 35701 SP:Iteration 19Q (52768.670000 sec): 3 clusters Score: Raw -231559364.223050 + Penalty 6991.668616 = -231552372.554434 nChanged 25129 SP:Iteration 20F (52774.000000 sec): 3 clusters Score: Raw -231573933.098592 + Penalty 6991.668616 = -231566941.429976 nChanged 16392 SP:Iteration 21Q (52778.220000 sec): 3 clusters Score: Raw -231582697.216448 + Penalty 6991.668616 = -231575705.547832 nChanged 10466 SP:Iteration 22Q (52782.300000 sec): 3 clusters Score: Raw -231587828.160026 + Penalty 6991.668616 = -231580836.491410 nChanged 6478 SP:Iteration 23Q (52786.270000 sec): 3 clusters Score: Raw -231590681.595577 + Penalty 6991.668616 = -231583689.926962 nChanged 4054 SP:Iteration 24Q (52790.190000 sec): 3 clusters Score: Raw -231592269.971050 + Penalty 6991.668616 = -231585278.302435 nChanged 2506 SP:Iteration 25Q (52794.050000 sec): 3 clusters Score: Raw -231593139.290852 + Penalty 6991.668616 = -231586147.622236 nChanged 1592 SP:Iteration 26Q (52797.870000 sec): 3 clusters Score: Raw -231593648.272035 + Penalty 6991.668616 = -231586656.603419 nChanged 1051 SP:Iteration 27Q (52801.670000 sec): 3 clusters Score: Raw -231593951.213936 + Penalty 6991.668616 = -231586959.545321 nChanged 733 SP:Iteration 28Q (52805.460000 sec): 3 clusters Score: Raw -231594147.585974 + Penalty 6991.668616 = -231587155.917359 nChanged 580 SP:Iteration 29Q (52809.240000 sec): 3 clusters Score: Raw -231594292.485183 + Penalty 6991.668616 = -231587300.816567 nChanged 437 SP:Iteration 30Q (52813.000000 sec): 3 clusters Score: Raw -231594396.059060 + Penalty 6991.668616 = -231587404.390444 nChanged 343 SP:Iteration 31Q (52816.760000 sec): 3 clusters Score: Raw -231594475.609587 + Penalty 6991.668616 = -231587483.940971 nChanged 274 SP:Iteration 32Q (52820.510000 sec): 3 clusters Score: Raw -231594538.937520 + Penalty 6991.668616 = -231587547.268904 nChanged 234 SP:Iteration 33Q (52824.260000 sec): 3 clusters Score: Raw -231594587.603672 + Penalty 6991.668616 = -231587595.935056 nChanged 173 SP:Iteration 34Q (52828.000000 sec): 3 clusters Score: Raw -231594617.144202 + Penalty 6991.668616 = -231587625.475587 nChanged 126 SP:Iteration 35Q (52831.740000 sec): 3 clusters Score: Raw -231594640.161632 + Penalty 6991.668616 = -231587648.493017 nChanged 127 SP:Iteration 36Q (52835.480000 sec): 3 clusters Score: Raw -231594660.743385 + Penalty 6991.668616 = -231587669.074770 nChanged 101 SP:Iteration 37Q (52839.220000 sec): 3 clusters Score: Raw -231594677.315803 + Penalty 6991.668616 = -231587685.647187 nChanged 94 SP:Iteration 38Q (52842.950000 sec): 3 clusters Score: Raw -231594692.398100 + Penalty 6991.668616 = -231587700.729484 nChanged 97 SP:Iteration 39Q (52846.690000 sec): 3 clusters Score: Raw -231594709.263845 + Penalty 6991.668616 = -231587717.595229 nChanged 82 SP:Iteration 40F (52851.980000 sec): 3 clusters Score: Raw -231594722.477390 + Penalty 6991.668616 = -231587730.808774 nChanged 70 SP:Iteration 41Q (52855.710000 sec): 3 clusters Score: Raw -231594733.494764 + Penalty 6991.668616 = -231587741.826149 nChanged 76 SP:Iteration 42Q (52859.450000 sec): 3 clusters Score: Raw -231594745.277296 + Penalty 6991.668616 = -231587753.608681 nChanged 71 SP:Iteration 43Q (52863.180000 sec): 3 clusters Score: Raw -231594756.928406 + Penalty 6991.668616 = -231587765.259790 nChanged 63 SP:Iteration 44Q (52866.950000 sec): 3 clusters Score: Raw -231594765.739049 + Penalty 6991.668616 = -231587774.070433 nChanged 61 SP:Iteration 45Q (52870.680000 sec): 3 clusters Score: Raw -231594774.581369 + Penalty 6991.668616 = -231587782.912753 nChanged 55 SP:Iteration 46Q (52874.400000 sec): 3 clusters Score: Raw -231594782.624434 + Penalty 6991.668616 = -231587790.955819 nChanged 48 SP:Iteration 47Q (52878.130000 sec): 3 clusters Score: Raw -231594789.555393 + Penalty 6991.668616 = -231587797.886778 nChanged 45 SP:Iteration 48Q (52881.860000 sec): 3 clusters Score: Raw -231594797.708907 + Penalty 6991.668616 = -231587806.040291 nChanged 43 SP:Iteration 49Q (52885.580000 sec): 3 clusters Score: Raw -231594804.687315 + Penalty 6991.668616 = -231587813.018699 nChanged 46 SP:Iteration 50Q (52889.310000 sec): 3 clusters Score: Raw -231594811.410375 + Penalty 6991.668616 = -231587819.741759 nChanged 38 SP:Iteration 51Q (52893.030000 sec): 3 clusters Score: Raw -231594816.968326 + Penalty 6991.668616 = -231587825.299710 nChanged 45 SP:Iteration 52Q (52896.760000 sec): 3 clusters Score: Raw -231594823.733309 + Penalty 6991.668616 = -231587832.064694 nChanged 34 SP:Iteration 53Q (52900.480000 sec): 3 clusters Score: Raw -231594828.250521 + Penalty 6991.668616 = -231587836.581905 nChanged 22 SP:Iteration 54Q (52904.210000 sec): 3 clusters Score: Raw -231594831.221801 + Penalty 6991.668616 = -231587839.553185 nChanged 24 SP:Iteration 55Q (52907.930000 sec): 3 clusters Score: Raw -231594834.117946 + Penalty 6991.668616 = -231587842.449330 nChanged 25 SP:Iteration 56Q (52911.650000 sec): 3 clusters Score: Raw -231594837.525986 + Penalty 6991.668616 = -231587845.857371 nChanged 22 SP:Iteration 57Q (52915.370000 sec): 3 clusters Score: Raw -231594840.411379 + Penalty 6991.668616 = -231587848.742763 nChanged 25 SP:Iteration 58Q (52919.090000 sec): 3 clusters Score: Raw -231594843.653275 + Penalty 6991.668616 = -231587851.984659 nChanged 28 SP:Iteration 59Q (52922.810000 sec): 3 clusters Score: Raw -231594847.091325 + Penalty 6991.668616 = -231587855.422709 nChanged 20 SP:Iteration 60F (52928.100000 sec): 3 clusters Score: Raw -231594849.523002 + Penalty 6991.668616 = -231587857.854386 nChanged 18 SP:Iteration 61Q (52931.820000 sec): 3 clusters Score: Raw -231594851.871839 + Penalty 6991.668616 = -231587860.203223 nChanged 20 SP:Iteration 62Q (52935.550000 sec): 3 clusters Score: Raw -231594854.576798 + Penalty 6991.668616 = -231587862.908182 nChanged 17 SP:Iteration 63Q (52939.270000 sec): 3 clusters Score: Raw -231594856.500176 + Penalty 6991.668616 = -231587864.831560 nChanged 8 SP:Iteration 64Q (52942.990000 sec): 3 clusters Score: Raw -231594857.316903 + Penalty 6991.668616 = -231587865.648287 nChanged 9 SP:Iteration 65Q (52946.720000 sec): 3 clusters Score: Raw -231594858.432902 + Penalty 6991.668616 = -231587866.764287 nChanged 15 SP:Iteration 66Q (52950.430000 sec): 3 clusters Score: Raw -231594860.063854 + Penalty 6991.668616 = -231587868.395238 nChanged 9 SP:Iteration 67Q (52954.150000 sec): 3 clusters Score: Raw -231594860.980500 + Penalty 6991.668616 = -231587869.311885 nChanged 12 SP:Iteration 68Q (52957.870000 sec): 3 clusters Score: Raw -231594862.499328 + Penalty 6991.668616 = -231587870.830712 nChanged 15 SP:Iteration 69Q (52961.590000 sec): 3 clusters Score: Raw -231594864.124640 + Penalty 6991.668616 = -231587872.456024 nChanged 6 SP:Iteration 70Q (52965.300000 sec): 3 clusters Score: Raw -231594864.860317 + Penalty 6991.668616 = -231587873.191701 nChanged 5 SP:Iteration 71Q (52969.020000 sec): 3 clusters Score: Raw -231594865.485280 + Penalty 6991.668616 = -231587873.816664 nChanged 10 SP:Iteration 72Q (52972.740000 sec): 3 clusters Score: Raw -231594866.612948 + Penalty 6991.668616 = -231587874.944332 nChanged 13 SP:Iteration 73Q (52976.460000 sec): 3 clusters Score: Raw -231594868.329396 + Penalty 6991.668616 = -231587876.660780 nChanged 11 SP:Iteration 74Q (52980.180000 sec): 3 clusters Score: Raw -231594869.337585 + Penalty 6991.668616 = -231587877.668970 nChanged 8 SP:Iteration 75Q (52983.900000 sec): 3 clusters Score: Raw -231594870.567132 + Penalty 6991.668616 = -231587878.898516 nChanged 10 SP:Iteration 76Q (52987.680000 sec): 3 clusters Score: Raw -231594871.878707 + Penalty 6991.668616 = -231587880.210091 nChanged 5 SP:Iteration 77Q (52991.400000 sec): 3 clusters Score: Raw -231594872.321448 + Penalty 6991.668616 = -231587880.652833 nChanged 3 SP:Iteration 78Q (52995.120000 sec): 3 clusters Score: Raw -231594872.687065 + Penalty 6991.668616 = -231587881.018449 nChanged 3 SP:Iteration 79Q (52998.840000 sec): 3 clusters Score: Raw -231594873.037210 + Penalty 6991.668616 = -231587881.368594 nChanged 3 SP:Iteration 80F (53004.140000 sec): 3 clusters Score: Raw -231594873.380071 + Penalty 6991.668616 = -231587881.711456 nChanged 3 SP:Iteration 81Q (53007.860000 sec): 3 clusters Score: Raw -231594873.723744 + Penalty 6991.668616 = -231587882.055128 nChanged 4 SP:Iteration 82Q (53011.580000 sec): 3 clusters Score: Raw -231594874.305136 + Penalty 6991.668616 = -231587882.636520 nChanged 5 SP:Iteration 83Q (53015.300000 sec): 3 clusters Score: Raw -231594874.985496 + Penalty 6991.668616 = -231587883.316881 nChanged 6 SP:Iteration 84Q (53019.020000 sec): 3 clusters Score: Raw -231594875.615419 + Penalty 6991.668616 = -231587883.946803 nChanged 5 SP:Iteration 85Q (53022.740000 sec): 3 clusters Score: Raw -231594876.214132 + Penalty 6991.668616 = -231587884.545516 nChanged 7 SP:Iteration 86Q (53026.450000 sec): 3 clusters Score: Raw -231594877.098238 + Penalty 6991.668616 = -231587885.429622 nChanged 5 SP:Iteration 87Q (53030.170000 sec): 3 clusters Score: Raw -231594877.715486 + Penalty 6991.668616 = -231587886.046870 nChanged 7 SP:Iteration 88Q (53033.880000 sec): 3 clusters Score: Raw -231594878.388324 + Penalty 6991.668616 = -231587886.719709 nChanged 5 SP:Iteration 89Q (53037.600000 sec): 3 clusters Score: Raw -231594878.950531 + Penalty 6991.668616 = -231587887.281916 nChanged 7 SP:Iteration 90Q (53041.320000 sec): 3 clusters Score: Raw -231594879.715037 + Penalty 6991.668616 = -231587888.046421 nChanged 5 SP:Iteration 91Q (53045.270000 sec): 3 clusters Score: Raw -231594880.279266 + Penalty 6991.668616 = -231587888.610650 nChanged 2 SP:Iteration 92Q (53048.980000 sec): 3 clusters Score: Raw -231594880.494084 + Penalty 6991.668616 = -231587888.825469 nChanged 3 SP:Iteration 93Q (53052.700000 sec): 3 clusters Score: Raw -231594880.834315 + Penalty 6991.668616 = -231587889.165700 nChanged 1 SP:Iteration 94Q (53056.410000 sec): 3 clusters Score: Raw -231594880.933304 + Penalty 6991.668616 = -231587889.264688 nChanged 3 SP:Iteration 95Q (53060.130000 sec): 3 clusters Score: Raw -231594881.367519 + Penalty 6991.668616 = -231587889.698903 nChanged 5 SP:Iteration 96Q (53063.840000 sec): 3 clusters Score: Raw -231594882.063311 + Penalty 6991.668616 = -231587890.394696 nChanged 7 SP:Iteration 97Q (53067.560000 sec): 3 clusters Score: Raw -231594882.638999 + Penalty 6991.668616 = -231587890.970383 nChanged 4 SP:Iteration 98Q (53071.280000 sec): 3 clusters Score: Raw -231594883.103549 + Penalty 6991.668616 = -231587891.434933 nChanged 9 SP:Iteration 99Q (53075.000000 sec): 3 clusters Score: Raw -231594884.162608 + Penalty 6991.668616 = -231587892.493992 nChanged 8 SP:Iteration 100F (53080.290000 sec): 3 clusters Score: Raw -231594884.919902 + Penalty 6991.668616 = -231587893.251287 nChanged 5 SP:Iteration 101Q (53084.000000 sec): 3 clusters Score: Raw -231594885.499705 + Penalty 6991.668616 = -231587893.831090 nChanged 3 SP:Iteration 102Q (53087.720000 sec): 3 clusters Score: Raw -231594885.845062 + Penalty 6991.668616 = -231587894.176447 nChanged 3 SP:Iteration 103Q (53091.440000 sec): 3 clusters Score: Raw -231594886.201901 + Penalty 6991.668616 = -231587894.533285 nChanged 3 SP:Iteration 104Q (53095.160000 sec): 3 clusters Score: Raw -231594886.588124 + Penalty 6991.668616 = -231587894.919508 nChanged 8 SP:Iteration 105Q (53098.870000 sec): 3 clusters Score: Raw -231594887.605103 + Penalty 6991.668616 = -231587895.936487 nChanged 10 SP:Iteration 106Q (53102.590000 sec): 3 clusters Score: Raw -231594888.813882 + Penalty 6991.668616 = -231587897.145267 nChanged 11 SP:Iteration 107Q (53106.310000 sec): 3 clusters Score: Raw -231594890.382218 + Penalty 6991.668616 = -231587898.713602 nChanged 14 SP:Iteration 108Q (53110.040000 sec): 3 clusters Score: Raw -231594891.811736 + Penalty 6991.668616 = -231587900.143121 nChanged 6 SP:Iteration 109Q (53113.750000 sec): 3 clusters Score: Raw -231594892.440482 + Penalty 6991.668616 = -231587900.771867 nChanged 5 SP:Iteration 110Q (53117.470000 sec): 3 clusters Score: Raw -231594893.063741 + Penalty 6991.668616 = -231587901.395126 nChanged 7 SP:Iteration 111Q (53121.180000 sec): 3 clusters Score: Raw -231594893.806462 + Penalty 6991.668616 = -231587902.137846 nChanged 6 SP:Iteration 112Q (53124.910000 sec): 3 clusters Score: Raw -231594894.490820 + Penalty 6991.668616 = -231587902.822204 nChanged 6 SP:Iteration 113Q (53128.630000 sec): 3 clusters Score: Raw -231594895.279720 + Penalty 6991.668616 = -231587903.611104 nChanged 6 SP:Iteration 114Q (53132.350000 sec): 3 clusters Score: Raw -231594896.109471 + Penalty 6991.668616 = -231587904.440855 nChanged 10 SP:Iteration 115Q (53136.060000 sec): 3 clusters Score: Raw -231594897.157518 + Penalty 6991.668616 = -231587905.488903 nChanged 6 SP:Iteration 116Q (53139.770000 sec): 3 clusters Score: Raw -231594897.765413 + Penalty 6991.668616 = -231587906.096797 nChanged 6 SP:Iteration 117Q (53143.480000 sec): 3 clusters Score: Raw -231594898.447984 + Penalty 6991.668616 = -231587906.779368 nChanged 4 SP:Iteration 118Q (53147.200000 sec): 3 clusters Score: Raw -231594898.923965 + Penalty 6991.668616 = -231587907.255349 nChanged 4 SP:Iteration 119Q (53150.910000 sec): 3 clusters Score: Raw -231594899.351156 + Penalty 6991.668616 = -231587907.682541 nChanged 4 SP:Iteration 120F (53156.220000 sec): 3 clusters Score: Raw -231594899.897403 + Penalty 6991.668616 = -231587908.228787 nChanged 3 SP:Iteration 121Q (53159.950000 sec): 3 clusters Score: Raw -231594900.114622 + Penalty 6991.668616 = -231587908.446006 nChanged 0 SP:Iteration 122F (53165.250000 sec): 3 clusters Score: Raw -231594900.114622 + Penalty 6991.668616 = -231587908.446006 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53165.690000 sec): 2 clusters Score: Raw -37542.327119 + Penalty 1435.150551 = -36107.176568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53165.690000 sec): 3 clusters Score: Raw -37737.157684 + Penalty 2870.301101 = -34866.856583 nChanged 48 SP:Iteration 1F (53165.690000 sec): 3 clusters Score: Raw -37911.297840 + Penalty 2870.301101 = -35040.996738 nChanged 21 SP:Iteration 2F (53165.690000 sec): 3 clusters Score: Raw -37994.165410 + Penalty 2870.301101 = -35123.864308 nChanged 12 SP:Iteration 3Q (53165.690000 sec): 3 clusters Score: Raw -38039.568654 + Penalty 2870.301101 = -35169.267553 nChanged 5 SP:Iteration 4Q (53165.690000 sec): 3 clusters Score: Raw -38050.818299 + Penalty 2870.301101 = -35180.517198 nChanged 0 SP:Iteration 5F (53165.700000 sec): 3 clusters Score: Raw -38050.818299 + Penalty 2870.301101 = -35180.517198 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53165.710000 sec): 2 clusters Score: Raw -607422.111322 + Penalty 2034.487279 = -605387.624043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53165.730000 sec): 3 clusters Score: Raw -605820.488112 + Penalty 4068.974558 = -601751.513555 nChanged 1321 SP:Iteration 1F (53165.740000 sec): 3 clusters Score: Raw -606757.345854 + Penalty 4068.974558 = -602688.371297 nChanged 349 SP:Iteration 2F (53165.760000 sec): 3 clusters Score: Raw -607071.419686 + Penalty 4068.974558 = -603002.445129 nChanged 243 SP:Iteration 3F (53165.770000 sec): 3 clusters Score: Raw -607322.303562 + Penalty 4068.974558 = -603253.329005 nChanged 200 SP:Iteration 4F (53165.780000 sec): 3 clusters Score: Raw -607549.563693 + Penalty 4068.974558 = -603480.589136 nChanged 186 SP:Iteration 5F (53165.800000 sec): 3 clusters Score: Raw -607711.579290 + Penalty 4068.974558 = -603642.604732 nChanged 145 SP:Iteration 6Q (53165.810000 sec): 3 clusters Score: Raw -607839.419278 + Penalty 4068.974558 = -603770.444721 nChanged 118 SP:Iteration 7Q (53165.830000 sec): 3 clusters Score: Raw -607928.756631 + Penalty 4068.974558 = -603859.782074 nChanged 99 SP:Iteration 8Q (53165.840000 sec): 3 clusters Score: Raw -607990.908141 + Penalty 4068.974558 = -603921.933584 nChanged 72 SP:Iteration 9Q (53165.860000 sec): 3 clusters Score: Raw -608031.474795 + Penalty 4068.974558 = -603962.500238 nChanged 59 SP:Iteration 10Q (53165.870000 sec): 3 clusters Score: Raw -608075.325593 + Penalty 4068.974558 = -604006.351036 nChanged 69 SP:Iteration 11Q (53165.880000 sec): 3 clusters Score: Raw -608117.585016 + Penalty 4068.974558 = -604048.610458 nChanged 61 SP:Iteration 12Q (53165.900000 sec): 3 clusters Score: Raw -608151.274910 + Penalty 4068.974558 = -604082.300352 nChanged 60 SP:Iteration 13Q (53165.910000 sec): 3 clusters Score: Raw -608184.295686 + Penalty 4068.974558 = -604115.321129 nChanged 51 SP:Iteration 14Q (53165.920000 sec): 3 clusters Score: Raw -608214.332357 + Penalty 4068.974558 = -604145.357800 nChanged 52 SP:Iteration 15Q (53165.940000 sec): 3 clusters Score: Raw -608243.108446 + Penalty 4068.974558 = -604174.133889 nChanged 48 SP:Iteration 16Q (53165.950000 sec): 3 clusters Score: Raw -608267.819144 + Penalty 4068.974558 = -604198.844586 nChanged 41 SP:Iteration 17Q (53165.960000 sec): 3 clusters Score: Raw -608292.121207 + Penalty 4068.974558 = -604223.146650 nChanged 33 SP:Iteration 18Q (53165.980000 sec): 3 clusters Score: Raw -608306.229743 + Penalty 4068.974558 = -604237.255185 nChanged 19 SP:Iteration 19Q (53165.990000 sec): 3 clusters Score: Raw -608312.697261 + Penalty 4068.974558 = -604243.722704 nChanged 13 SP:Iteration 20F (53166.000000 sec): 3 clusters Score: Raw -608316.280442 + Penalty 4068.974558 = -604247.305884 nChanged 12 SP:Iteration 21Q (53166.020000 sec): 3 clusters Score: Raw -608320.281217 + Penalty 4068.974558 = -604251.306659 nChanged 11 SP:Iteration 22Q (53166.030000 sec): 3 clusters Score: Raw -608323.983790 + Penalty 4068.974558 = -604255.009233 nChanged 9 SP:Iteration 23Q (53166.040000 sec): 3 clusters Score: Raw -608327.354653 + Penalty 4068.974558 = -604258.380095 nChanged 10 SP:Iteration 24Q (53166.060000 sec): 3 clusters Score: Raw -608330.074310 + Penalty 4068.974558 = -604261.099753 nChanged 5 SP:Iteration 25Q (53166.070000 sec): 3 clusters Score: Raw -608331.766711 + Penalty 4068.974558 = -604262.792154 nChanged 5 SP:Iteration 26Q (53166.080000 sec): 3 clusters Score: Raw -608333.565922 + Penalty 4068.974558 = -604264.591365 nChanged 8 SP:Iteration 27Q (53166.100000 sec): 3 clusters Score: Raw -608335.574431 + Penalty 4068.974558 = -604266.599873 nChanged 6 SP:Iteration 28Q (53166.110000 sec): 3 clusters Score: Raw -608337.385689 + Penalty 4068.974558 = -604268.411132 nChanged 4 SP:Iteration 29Q (53166.120000 sec): 3 clusters Score: Raw -608338.637913 + Penalty 4068.974558 = -604269.663355 nChanged 4 SP:Iteration 30Q (53166.140000 sec): 3 clusters Score: Raw -608339.688949 + Penalty 4068.974558 = -604270.714391 nChanged 4 SP:Iteration 31Q (53166.150000 sec): 3 clusters Score: Raw -608340.545958 + Penalty 4068.974558 = -604271.571400 nChanged 3 SP:Iteration 32Q (53166.160000 sec): 3 clusters Score: Raw -608341.183782 + Penalty 4068.974558 = -604272.209225 nChanged 3 SP:Iteration 33Q (53166.180000 sec): 3 clusters Score: Raw -608341.889929 + Penalty 4068.974558 = -604272.915372 nChanged 4 SP:Iteration 34Q (53166.190000 sec): 3 clusters Score: Raw -608342.756851 + Penalty 4068.974558 = -604273.782294 nChanged 2 SP:Iteration 35Q (53166.200000 sec): 3 clusters Score: Raw -608343.353170 + Penalty 4068.974558 = -604274.378612 nChanged 0 SP:Iteration 36F (53166.220000 sec): 3 clusters Score: Raw -608343.353170 + Penalty 4068.974558 = -604274.378612 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.230000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.240000 sec): 3 clusters Score: Raw -292055.759800 + Penalty 3675.832130 = -288379.927670 nChanged 502 SP:Iteration 1F (53166.240000 sec): 3 clusters Score: Raw -292461.623870 + Penalty 3675.832130 = -288785.791740 nChanged 127 SP:Iteration 2F (53166.250000 sec): 3 clusters Score: Raw -292591.424907 + Penalty 3675.832130 = -288915.592776 nChanged 84 SP:Iteration 3F (53166.260000 sec): 3 clusters Score: Raw -292681.046087 + Penalty 3675.832130 = -289005.213957 nChanged 65 SP:Iteration 4Q (53166.260000 sec): 3 clusters Score: Raw -292763.535151 + Penalty 3675.832130 = -289087.703020 nChanged 58 SP:Iteration 5Q (53166.270000 sec): 3 clusters Score: Raw -292826.104351 + Penalty 3675.832130 = -289150.272221 nChanged 41 SP:Iteration 6Q (53166.280000 sec): 3 clusters Score: Raw -292867.404727 + Penalty 3675.832130 = -289191.572596 nChanged 31 SP:Iteration 7Q (53166.280000 sec): 3 clusters Score: Raw -292892.979726 + Penalty 3675.832130 = -289217.147596 nChanged 32 SP:Iteration 8Q (53166.290000 sec): 3 clusters Score: Raw -292921.871846 + Penalty 3675.832130 = -289246.039716 nChanged 23 SP:Iteration 9Q (53166.300000 sec): 3 clusters Score: Raw -292943.895723 + Penalty 3675.832130 = -289268.063593 nChanged 20 SP:Iteration 10Q (53166.300000 sec): 3 clusters Score: Raw -292961.786013 + Penalty 3675.832130 = -289285.953882 nChanged 13 SP:Iteration 11Q (53166.310000 sec): 3 clusters Score: Raw -292975.680690 + Penalty 3675.832130 = -289299.848560 nChanged 11 SP:Iteration 12Q (53166.310000 sec): 3 clusters Score: Raw -292990.005617 + Penalty 3675.832130 = -289314.173487 nChanged 16 SP:Iteration 13Q (53166.320000 sec): 3 clusters Score: Raw -293008.652008 + Penalty 3675.832130 = -289332.819878 nChanged 15 SP:Iteration 14Q (53166.330000 sec): 3 clusters Score: Raw -293025.130642 + Penalty 3675.832130 = -289349.298512 nChanged 17 SP:Iteration 15Q (53166.330000 sec): 3 clusters Score: Raw -293039.242076 + Penalty 3675.832130 = -289363.409945 nChanged 16 SP:Iteration 16Q (53166.340000 sec): 3 clusters Score: Raw -293054.950413 + Penalty 3675.832130 = -289379.118283 nChanged 14 SP:Iteration 17Q (53166.340000 sec): 3 clusters Score: Raw -293067.398763 + Penalty 3675.832130 = -289391.566633 nChanged 17 SP:Iteration 18Q (53166.350000 sec): 3 clusters Score: Raw -293081.618607 + Penalty 3675.832130 = -289405.786477 nChanged 17 SP:Iteration 19Q (53166.360000 sec): 3 clusters Score: Raw -293097.331224 + Penalty 3675.832130 = -289421.499094 nChanged 11 SP:Iteration 20F (53166.360000 sec): 3 clusters Score: Raw -293108.603410 + Penalty 3675.832130 = -289432.771280 nChanged 8 SP:Iteration 21Q (53166.370000 sec): 3 clusters Score: Raw -293115.273580 + Penalty 3675.832130 = -289439.441450 nChanged 10 SP:Iteration 22Q (53166.380000 sec): 3 clusters Score: Raw -293127.021124 + Penalty 3675.832130 = -289451.188994 nChanged 9 SP:Iteration 23Q (53166.380000 sec): 3 clusters Score: Raw -293133.220095 + Penalty 3675.832130 = -289457.387965 nChanged 6 SP:Iteration 24Q (53166.390000 sec): 3 clusters Score: Raw -293137.288611 + Penalty 3675.832130 = -289461.456480 nChanged 1 SP:Iteration 25Q (53166.400000 sec): 3 clusters Score: Raw -293137.803439 + Penalty 3675.832130 = -289461.971309 nChanged 2 SP:Iteration 26Q (53166.400000 sec): 3 clusters Score: Raw -293138.763708 + Penalty 3675.832130 = -289462.931578 nChanged 2 SP:Iteration 27Q (53166.410000 sec): 3 clusters Score: Raw -293140.321259 + Penalty 3675.832130 = -289464.489128 nChanged 0 SP:Iteration 28F (53166.420000 sec): 3 clusters Score: Raw -293140.321259 + Penalty 3675.832130 = -289464.489128 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.420000 sec): 2 clusters Score: Raw -46573.021713 + Penalty 1454.180532 = -45118.841181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.420000 sec): 3 clusters Score: Raw -46745.905431 + Penalty 2908.361063 = -43837.544368 nChanged 57 SP:Iteration 1F (53166.420000 sec): 3 clusters Score: Raw -46904.414609 + Penalty 2908.361063 = -43996.053546 nChanged 21 SP:Iteration 2F (53166.430000 sec): 3 clusters Score: Raw -47031.397417 + Penalty 2908.361063 = -44123.036354 nChanged 14 SP:Iteration 3Q (53166.430000 sec): 3 clusters Score: Raw -47089.091957 + Penalty 2908.361063 = -44180.730894 nChanged 4 SP:Iteration 4Q (53166.430000 sec): 3 clusters Score: Raw -47095.230879 + Penalty 2908.361063 = -44186.869816 nChanged 1 SP:Iteration 5Q (53166.430000 sec): 3 clusters Score: Raw -47098.572995 + Penalty 2908.361063 = -44190.211931 nChanged 0 SP:Iteration 6F (53166.430000 sec): 3 clusters Score: Raw -47098.572995 + Penalty 2908.361063 = -44190.211931 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.440000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.440000 sec): 3 clusters Score: Raw -30302.437714 + Penalty 2652.165335 = -27650.272379 nChanged 20 SP:Iteration 1F (53166.440000 sec): 3 clusters Score: Raw -30404.169140 + Penalty 2652.165335 = -27752.003805 nChanged 7 SP:Iteration 2Q (53166.440000 sec): 3 clusters Score: Raw -30452.190892 + Penalty 2652.165335 = -27800.025557 nChanged 3 SP:Iteration 3Q (53166.440000 sec): 3 clusters Score: Raw -30467.580536 + Penalty 2652.165335 = -27815.415200 nChanged 0 SP:Iteration 4F (53166.440000 sec): 3 clusters Score: Raw -30467.580536 + Penalty 2652.165335 = -27815.415200 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.450000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.450000 sec): 3 clusters Score: Raw -40415.740655 + Penalty 2758.098089 = -37657.642566 nChanged 30 SP:Iteration 1F (53166.450000 sec): 3 clusters Score: Raw -40517.351596 + Penalty 2758.098089 = -37759.253507 nChanged 9 SP:Iteration 2Q (53166.450000 sec): 3 clusters Score: Raw -40555.842060 + Penalty 2758.098089 = -37797.743971 nChanged 0 SP:Iteration 3F (53166.450000 sec): 3 clusters Score: Raw -40555.842060 + Penalty 2758.098089 = -37797.743971 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.460000 sec): 2 clusters Score: Raw -110250.591423 + Penalty 1618.933564 = -108631.657860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.460000 sec): 3 clusters Score: Raw -110229.513232 + Penalty 3237.867127 = -106991.646105 nChanged 145 SP:Iteration 1F (53166.460000 sec): 3 clusters Score: Raw -110497.012531 + Penalty 3237.867127 = -107259.145404 nChanged 32 SP:Iteration 2Q (53166.470000 sec): 3 clusters Score: Raw -110567.577200 + Penalty 3237.867127 = -107329.710073 nChanged 18 SP:Iteration 3Q (53166.470000 sec): 3 clusters Score: Raw -110621.108632 + Penalty 3237.867127 = -107383.241505 nChanged 13 SP:Iteration 4Q (53166.470000 sec): 3 clusters Score: Raw -110671.189935 + Penalty 3237.867127 = -107433.322808 nChanged 16 SP:Iteration 5Q (53166.480000 sec): 3 clusters Score: Raw -110737.510285 + Penalty 3237.867127 = -107499.643158 nChanged 20 SP:Iteration 6Q (53166.480000 sec): 3 clusters Score: Raw -110780.706681 + Penalty 3237.867127 = -107542.839554 nChanged 14 SP:Iteration 7Q (53166.480000 sec): 3 clusters Score: Raw -110800.774372 + Penalty 3237.867127 = -107562.907245 nChanged 2 SP:Iteration 8Q (53166.480000 sec): 3 clusters Score: Raw -110803.797816 + Penalty 3237.867127 = -107565.930689 nChanged 2 SP:Iteration 9Q (53166.480000 sec): 3 clusters Score: Raw -110810.068765 + Penalty 3237.867127 = -107572.201638 nChanged 3 SP:Iteration 10Q (53166.490000 sec): 3 clusters Score: Raw -110823.362894 + Penalty 3237.867127 = -107585.495767 nChanged 7 SP:Iteration 11Q (53166.490000 sec): 3 clusters Score: Raw -110842.803270 + Penalty 3237.867127 = -107604.936143 nChanged 8 SP:Iteration 12Q (53166.490000 sec): 3 clusters Score: Raw -110862.914204 + Penalty 3237.867127 = -107625.047077 nChanged 5 SP:Iteration 13Q (53166.500000 sec): 3 clusters Score: Raw -110873.447837 + Penalty 3237.867127 = -107635.580710 nChanged 7 SP:Iteration 14Q (53166.500000 sec): 3 clusters Score: Raw -110893.325700 + Penalty 3237.867127 = -107655.458573 nChanged 7 SP:Iteration 15Q (53166.500000 sec): 3 clusters Score: Raw -110939.624261 + Penalty 3237.867127 = -107701.757134 nChanged 9 SP:Iteration 16Q (53166.500000 sec): 3 clusters Score: Raw -110955.201115 + Penalty 3237.867127 = -107717.333988 nChanged 7 SP:Iteration 17Q (53166.500000 sec): 3 clusters Score: Raw -110968.676596 + Penalty 3237.867127 = -107730.809469 nChanged 5 SP:Iteration 18Q (53166.510000 sec): 3 clusters Score: Raw -110977.112266 + Penalty 3237.867127 = -107739.245139 nChanged 1 SP:Iteration 19Q (53166.510000 sec): 3 clusters Score: Raw -110979.328045 + Penalty 3237.867127 = -107741.460918 nChanged 1 SP:Iteration 20F (53166.510000 sec): 3 clusters Score: Raw -110979.746435 + Penalty 3237.867127 = -107741.879308 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.520000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.520000 sec): 3 clusters Score: Raw -36792.264923 + Penalty 2748.466718 = -34043.798204 nChanged 33 SP:Iteration 1F (53166.520000 sec): 3 clusters Score: Raw -36951.635409 + Penalty 2748.466718 = -34203.168691 nChanged 5 SP:Iteration 2Q (53166.520000 sec): 3 clusters Score: Raw -37179.130123 + Penalty 2748.466718 = -34430.663404 nChanged 19 SP:Iteration 3F (53166.520000 sec): 3 clusters Score: Raw -37253.950043 + Penalty 2748.466718 = -34505.483325 nChanged 10 SP:Iteration 4Q (53166.520000 sec): 3 clusters Score: Raw -37303.186861 + Penalty 2748.466718 = -34554.720143 nChanged 10 SP:Iteration 5Q (53166.520000 sec): 3 clusters Score: Raw -37354.771577 + Penalty 2748.466718 = -34606.304859 nChanged 5 SP:Iteration 6Q (53166.530000 sec): 3 clusters Score: Raw -37395.643326 + Penalty 2748.466718 = -34647.176607 nChanged 5 SP:Iteration 7Q (53166.530000 sec): 3 clusters Score: Raw -37423.211999 + Penalty 2748.466718 = -34674.745280 nChanged 3 SP:Iteration 8Q (53166.530000 sec): 3 clusters Score: Raw -37438.897084 + Penalty 2748.466718 = -34690.430366 nChanged 1 SP:Iteration 9Q (53166.530000 sec): 3 clusters Score: Raw -37447.097138 + Penalty 2748.466718 = -34698.630420 nChanged 1 SP:Iteration 10Q (53166.530000 sec): 3 clusters Score: Raw -37462.866813 + Penalty 2748.466718 = -34714.400094 nChanged 0 SP:Iteration 11F (53166.530000 sec): 3 clusters Score: Raw -37462.866813 + Penalty 2748.466718 = -34714.400094 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.540000 sec): 2 clusters Score: Raw -24442.778146 + Penalty 1266.274478 = -23176.503668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.540000 sec): 3 clusters Score: Raw -24984.192010 + Penalty 2532.548955 = -22451.643055 nChanged 27 SP:Iteration 1F (53166.540000 sec): 3 clusters Score: Raw -25161.415564 + Penalty 2532.548955 = -22628.866609 nChanged 12 SP:Iteration 2F (53166.540000 sec): 3 clusters Score: Raw -25268.578996 + Penalty 2532.548955 = -22736.030040 nChanged 2 SP:Iteration 3Q (53166.540000 sec): 3 clusters Score: Raw -25296.030564 + Penalty 2532.548955 = -22763.481609 nChanged 0 SP:Iteration 4F (53166.540000 sec): 3 clusters Score: Raw -25296.030564 + Penalty 2532.548955 = -22763.481609 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.550000 sec): 2 clusters Score: Raw -62022.222620 + Penalty 1491.401359 = -60530.821261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.550000 sec): 3 clusters Score: Raw -62141.931017 + Penalty 2982.802717 = -59159.128299 nChanged 97 SP:Iteration 1F (53166.550000 sec): 3 clusters Score: Raw -62346.347968 + Penalty 2982.802717 = -59363.545251 nChanged 19 SP:Iteration 2Q (53166.550000 sec): 3 clusters Score: Raw -62417.853826 + Penalty 2982.802717 = -59435.051109 nChanged 9 SP:Iteration 3Q (53166.550000 sec): 3 clusters Score: Raw -62447.713808 + Penalty 2982.802717 = -59464.911091 nChanged 6 SP:Iteration 4Q (53166.560000 sec): 3 clusters Score: Raw -62464.277180 + Penalty 2982.802717 = -59481.474462 nChanged 3 SP:Iteration 5Q (53166.560000 sec): 3 clusters Score: Raw -62470.369035 + Penalty 2982.802717 = -59487.566317 nChanged 0 SP:Iteration 6F (53166.560000 sec): 3 clusters Score: Raw -62470.369035 + Penalty 2982.802717 = -59487.566317 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.560000 sec): 2 clusters Score: Raw -57522.445581 + Penalty 1463.853067 = -56058.592514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.560000 sec): 3 clusters Score: Raw -57649.371591 + Penalty 2927.706133 = -54721.665457 nChanged 71 SP:Iteration 1F (53166.570000 sec): 3 clusters Score: Raw -57875.861317 + Penalty 2927.706133 = -54948.155184 nChanged 21 SP:Iteration 2F (53166.570000 sec): 3 clusters Score: Raw -57947.540258 + Penalty 2927.706133 = -55019.834124 nChanged 4 SP:Iteration 3Q (53166.570000 sec): 3 clusters Score: Raw -57960.900437 + Penalty 2927.706133 = -55033.194304 nChanged 2 SP:Iteration 4Q (53166.570000 sec): 3 clusters Score: Raw -57970.006351 + Penalty 2927.706133 = -55042.300217 nChanged 5 SP:Iteration 5Q (53166.570000 sec): 3 clusters Score: Raw -57987.293016 + Penalty 2927.706133 = -55059.586883 nChanged 2 SP:Iteration 6Q (53166.580000 sec): 3 clusters Score: Raw -57999.216667 + Penalty 2927.706133 = -55071.510534 nChanged 3 SP:Iteration 7Q (53166.580000 sec): 3 clusters Score: Raw -58011.592443 + Penalty 2927.706133 = -55083.886310 nChanged 1 SP:Iteration 8Q (53166.580000 sec): 3 clusters Score: Raw -58014.534682 + Penalty 2927.706133 = -55086.828548 nChanged 1 SP:Iteration 9Q (53166.580000 sec): 3 clusters Score: Raw -58026.375395 + Penalty 2927.706133 = -55098.669261 nChanged 2 SP:Iteration 10Q (53166.580000 sec): 3 clusters Score: Raw -58032.418765 + Penalty 2927.706133 = -55104.712631 nChanged 4 SP:Iteration 11Q (53166.580000 sec): 3 clusters Score: Raw -58041.765990 + Penalty 2927.706133 = -55114.059856 nChanged 2 SP:Iteration 12Q (53166.580000 sec): 3 clusters Score: Raw -58047.071464 + Penalty 2927.706133 = -55119.365331 nChanged 2 SP:Iteration 13Q (53166.580000 sec): 3 clusters Score: Raw -58051.275043 + Penalty 2927.706133 = -55123.568909 nChanged 2 SP:Iteration 14Q (53166.580000 sec): 3 clusters Score: Raw -58054.096548 + Penalty 2927.706133 = -55126.390415 nChanged 2 SP:Iteration 15Q (53166.590000 sec): 3 clusters Score: Raw -58057.767279 + Penalty 2927.706133 = -55130.061146 nChanged 3 SP:Iteration 16Q (53166.590000 sec): 3 clusters Score: Raw -58063.932524 + Penalty 2927.706133 = -55136.226391 nChanged 1 SP:Iteration 17Q (53166.590000 sec): 3 clusters Score: Raw -58065.190577 + Penalty 2927.706133 = -55137.484443 nChanged 2 SP:Iteration 18Q (53166.590000 sec): 3 clusters Score: Raw -58067.275276 + Penalty 2927.706133 = -55139.569143 nChanged 1 SP:Iteration 19Q (53166.590000 sec): 3 clusters Score: Raw -58071.657118 + Penalty 2927.706133 = -55143.950984 nChanged 2 SP:Iteration 20F (53166.590000 sec): 3 clusters Score: Raw -58076.834585 + Penalty 2927.706133 = -55149.128452 nChanged 1 SP:Iteration 21Q (53166.600000 sec): 3 clusters Score: Raw -58078.818923 + Penalty 2927.706133 = -55151.112790 nChanged 1 SP:Iteration 22Q (53166.600000 sec): 3 clusters Score: Raw -58084.310045 + Penalty 2927.706133 = -55156.603912 nChanged 3 SP:Iteration 23Q (53166.600000 sec): 3 clusters Score: Raw -58102.550388 + Penalty 2927.706133 = -55174.844255 nChanged 3 SP:Iteration 24Q (53166.600000 sec): 3 clusters Score: Raw -58111.065052 + Penalty 2927.706133 = -55183.358918 nChanged 2 SP:Iteration 25Q (53166.600000 sec): 3 clusters Score: Raw -58115.480936 + Penalty 2927.706133 = -55187.774802 nChanged 2 SP:Iteration 26Q (53166.600000 sec): 3 clusters Score: Raw -58123.127778 + Penalty 2927.706133 = -55195.421645 nChanged 1 SP:Iteration 27Q (53166.600000 sec): 3 clusters Score: Raw -58129.108462 + Penalty 2927.706133 = -55201.402329 nChanged 3 SP:Iteration 28Q (53166.600000 sec): 3 clusters Score: Raw -58136.526392 + Penalty 2927.706133 = -55208.820258 nChanged 0 SP:Iteration 29F (53166.600000 sec): 3 clusters Score: Raw -58136.526392 + Penalty 2927.706133 = -55208.820258 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.610000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.610000 sec): 3 clusters Score: Raw -20653.132847 + Penalty 2732.656615 = -17920.476232 nChanged 43 SP:Iteration 1F (53166.610000 sec): 3 clusters Score: Raw -20889.933502 + Penalty 2732.656615 = -18157.276887 nChanged 18 SP:Iteration 2F (53166.610000 sec): 3 clusters Score: Raw -21056.836599 + Penalty 2732.656615 = -18324.179984 nChanged 9 SP:Iteration 3Q (53166.610000 sec): 3 clusters Score: Raw -21179.001312 + Penalty 2732.656615 = -18446.344697 nChanged 3 SP:Iteration 4Q (53166.610000 sec): 3 clusters Score: Raw -21200.924381 + Penalty 2732.656615 = -18468.267766 nChanged 3 SP:Iteration 5Q (53166.610000 sec): 3 clusters Score: Raw -21212.590833 + Penalty 2732.656615 = -18479.934218 nChanged 1 SP:Iteration 6Q (53166.610000 sec): 3 clusters Score: Raw -21220.146165 + Penalty 2732.656615 = -18487.489550 nChanged 2 SP:Iteration 7Q (53166.620000 sec): 3 clusters Score: Raw -21232.970099 + Penalty 2732.656615 = -18500.313484 nChanged 1 SP:Iteration 8Q (53166.620000 sec): 3 clusters Score: Raw -21237.848356 + Penalty 2732.656615 = -18505.191741 nChanged 1 SP:Iteration 9Q (53166.620000 sec): 3 clusters Score: Raw -21241.352963 + Penalty 2732.656615 = -18508.696349 nChanged 1 SP:Iteration 10Q (53166.620000 sec): 3 clusters Score: Raw -21243.614075 + Penalty 2732.656615 = -18510.957460 nChanged 1 SP:Iteration 11Q (53166.620000 sec): 3 clusters Score: Raw -21249.105346 + Penalty 2732.656615 = -18516.448731 nChanged 2 SP:Iteration 12Q (53166.620000 sec): 3 clusters Score: Raw -21260.254541 + Penalty 2732.656615 = -18527.597926 nChanged 2 SP:Iteration 13Q (53166.620000 sec): 3 clusters Score: Raw -21267.715213 + Penalty 2732.656615 = -18535.058598 nChanged 1 SP:Iteration 14Q (53166.620000 sec): 3 clusters Score: Raw -21270.869287 + Penalty 2732.656615 = -18538.212672 nChanged 0 SP:Iteration 15F (53166.620000 sec): 3 clusters Score: Raw -21270.869287 + Penalty 2732.656615 = -18538.212672 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.630000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.630000 sec): 3 clusters Score: Raw -14066.570929 + Penalty 2461.570937 = -11604.999993 nChanged 9 SP:Iteration 1F (53166.630000 sec): 3 clusters Score: Raw -14126.982789 + Penalty 2461.570937 = -11665.411852 nChanged 5 SP:Iteration 2Q (53166.630000 sec): 3 clusters Score: Raw -14189.178972 + Penalty 2461.570937 = -11727.608036 nChanged 2 SP:Iteration 3Q (53166.630000 sec): 3 clusters Score: Raw -14218.948540 + Penalty 2461.570937 = -11757.377603 nChanged 1 SP:Iteration 4Q (53166.630000 sec): 3 clusters Score: Raw -14224.120057 + Penalty 2461.570937 = -11762.549121 nChanged 1 SP:Iteration 5Q (53166.630000 sec): 3 clusters Score: Raw -14234.513416 + Penalty 2461.570937 = -11772.942479 nChanged 0 SP:Iteration 6F (53166.630000 sec): 3 clusters Score: Raw -14234.513416 + Penalty 2461.570937 = -11772.942479 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.640000 sec): 2 clusters Score: Raw -77426.313443 + Penalty 1563.049506 = -75863.263937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.640000 sec): 3 clusters Score: Raw -77502.225748 + Penalty 3126.099012 = -74376.126736 nChanged 105 SP:Iteration 1F (53166.640000 sec): 3 clusters Score: Raw -77733.408118 + Penalty 3126.099012 = -74607.309106 nChanged 31 SP:Iteration 2F (53166.640000 sec): 3 clusters Score: Raw -77802.861866 + Penalty 3126.099012 = -74676.762854 nChanged 20 SP:Iteration 3Q (53166.650000 sec): 3 clusters Score: Raw -77847.518957 + Penalty 3126.099012 = -74721.419945 nChanged 15 SP:Iteration 4Q (53166.650000 sec): 3 clusters Score: Raw -77889.105308 + Penalty 3126.099012 = -74763.006296 nChanged 21 SP:Iteration 5Q (53166.650000 sec): 3 clusters Score: Raw -77931.716683 + Penalty 3126.099012 = -74805.617671 nChanged 11 SP:Iteration 6Q (53166.650000 sec): 3 clusters Score: Raw -77966.905245 + Penalty 3126.099012 = -74840.806233 nChanged 12 SP:Iteration 7Q (53166.660000 sec): 3 clusters Score: Raw -77988.675599 + Penalty 3126.099012 = -74862.576587 nChanged 3 SP:Iteration 8Q (53166.660000 sec): 3 clusters Score: Raw -77995.458443 + Penalty 3126.099012 = -74869.359431 nChanged 1 SP:Iteration 9Q (53166.660000 sec): 3 clusters Score: Raw -77996.945739 + Penalty 3126.099012 = -74870.846727 nChanged 0 SP:Iteration 10F (53166.660000 sec): 3 clusters Score: Raw -77996.945739 + Penalty 3126.099012 = -74870.846727 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.670000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.670000 sec): 3 clusters Score: Raw -37373.892802 + Penalty 2716.325922 = -34657.566880 nChanged 33 SP:Iteration 1F (53166.670000 sec): 3 clusters Score: Raw -37509.704311 + Penalty 2716.325922 = -34793.378389 nChanged 5 SP:Iteration 2Q (53166.670000 sec): 3 clusters Score: Raw -37538.560899 + Penalty 2716.325922 = -34822.234978 nChanged 0 SP:Iteration 3F (53166.670000 sec): 3 clusters Score: Raw -37538.560899 + Penalty 2716.325922 = -34822.234978 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.680000 sec): 2 clusters Score: Raw -41865.553472 + Penalty 1482.135026 = -40383.418446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.680000 sec): 3 clusters Score: Raw -42314.723323 + Penalty 2964.270051 = -39350.453272 nChanged 102 SP:Iteration 1F (53166.680000 sec): 3 clusters Score: Raw -42872.745684 + Penalty 2964.270051 = -39908.475633 nChanged 41 SP:Iteration 2F (53166.680000 sec): 3 clusters Score: Raw -43373.165470 + Penalty 2964.270051 = -40408.895419 nChanged 29 SP:Iteration 3F (53166.680000 sec): 3 clusters Score: Raw -43733.085718 + Penalty 2964.270051 = -40768.815667 nChanged 14 SP:Iteration 4Q (53166.680000 sec): 3 clusters Score: Raw -43860.453254 + Penalty 2964.270051 = -40896.183203 nChanged 11 SP:Iteration 5Q (53166.680000 sec): 3 clusters Score: Raw -43944.004068 + Penalty 2964.270051 = -40979.734017 nChanged 8 SP:Iteration 6Q (53166.690000 sec): 3 clusters Score: Raw -44046.514454 + Penalty 2964.270051 = -41082.244403 nChanged 9 SP:Iteration 7Q (53166.690000 sec): 3 clusters Score: Raw -44229.317232 + Penalty 2964.270051 = -41265.047181 nChanged 2 SP:Iteration 8Q (53166.690000 sec): 3 clusters Score: Raw -44324.508034 + Penalty 2964.270051 = -41360.237983 nChanged 2 SP:Iteration 9Q (53166.690000 sec): 3 clusters Score: Raw -44345.850948 + Penalty 2964.270051 = -41381.580897 nChanged 0 SP:Iteration 10F (53166.690000 sec): 3 clusters Score: Raw -44363.878917 + Penalty 2964.270051 = -41399.608866 nChanged 5 SP:Iteration 11Q (53166.690000 sec): 3 clusters Score: Raw -44532.960732 + Penalty 2964.270051 = -41568.690681 nChanged 3 SP:Iteration 12Q (53166.700000 sec): 3 clusters Score: Raw -44694.433968 + Penalty 2964.270051 = -41730.163917 nChanged 1 SP:Iteration 13Q (53166.700000 sec): 3 clusters Score: Raw -44777.769878 + Penalty 2964.270051 = -41813.499827 nChanged 1 SP:Iteration 14Q (53166.700000 sec): 3 clusters Score: Raw -44903.691715 + Penalty 2964.270051 = -41939.421664 nChanged 0 SP:Iteration 15F (53166.700000 sec): 3 clusters Score: Raw -44903.691715 + Penalty 2964.270051 = -41939.421664 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.710000 sec): 2 clusters Score: Raw -28460.939960 + Penalty 1378.093359 = -27082.846601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.710000 sec): 3 clusters Score: Raw -28765.366093 + Penalty 2756.186719 = -26009.179374 nChanged 43 SP:Iteration 1F (53166.720000 sec): 3 clusters Score: Raw -28908.109876 + Penalty 2756.186719 = -26151.923158 nChanged 12 SP:Iteration 2Q (53166.720000 sec): 3 clusters Score: Raw -28960.833671 + Penalty 2756.186719 = -26204.646953 nChanged 7 SP:Iteration 3Q (53166.720000 sec): 3 clusters Score: Raw -28993.629364 + Penalty 2756.186719 = -26237.442645 nChanged 2 SP:Iteration 4Q (53166.720000 sec): 3 clusters Score: Raw -29008.636908 + Penalty 2756.186719 = -26252.450190 nChanged 1 SP:Iteration 5Q (53166.720000 sec): 3 clusters Score: Raw -29013.609118 + Penalty 2756.186719 = -26257.422399 nChanged 1 SP:Iteration 6Q (53166.720000 sec): 3 clusters Score: Raw -29016.363490 + Penalty 2756.186719 = -26260.176772 nChanged 0 SP:Iteration 7F (53166.720000 sec): 3 clusters Score: Raw -29016.363490 + Penalty 2756.186719 = -26260.176772 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.730000 sec): 2 clusters Score: Raw -66521.512258 + Penalty 1534.179739 = -64987.332519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.730000 sec): 3 clusters Score: Raw -66570.092782 + Penalty 3068.359477 = -63501.733305 nChanged 91 SP:Iteration 1F (53166.730000 sec): 3 clusters Score: Raw -66744.532015 + Penalty 3068.359477 = -63676.172538 nChanged 28 SP:Iteration 2F (53166.730000 sec): 3 clusters Score: Raw -66842.026169 + Penalty 3068.359477 = -63773.666691 nChanged 24 SP:Iteration 3Q (53166.740000 sec): 3 clusters Score: Raw -66915.948455 + Penalty 3068.359477 = -63847.588978 nChanged 19 SP:Iteration 4Q (53166.740000 sec): 3 clusters Score: Raw -66994.234611 + Penalty 3068.359477 = -63925.875134 nChanged 16 SP:Iteration 5Q (53166.740000 sec): 3 clusters Score: Raw -67067.253282 + Penalty 3068.359477 = -63998.893805 nChanged 15 SP:Iteration 6Q (53166.740000 sec): 3 clusters Score: Raw -67150.781936 + Penalty 3068.359477 = -64082.422459 nChanged 17 SP:Iteration 7Q (53166.740000 sec): 3 clusters Score: Raw -67228.587615 + Penalty 3068.359477 = -64160.228137 nChanged 9 SP:Iteration 8Q (53166.740000 sec): 3 clusters Score: Raw -67273.590819 + Penalty 3068.359477 = -64205.231342 nChanged 5 SP:Iteration 9Q (53166.740000 sec): 3 clusters Score: Raw -67287.353297 + Penalty 3068.359477 = -64218.993819 nChanged 4 SP:Iteration 10Q (53166.750000 sec): 3 clusters Score: Raw -67301.433744 + Penalty 3068.359477 = -64233.074266 nChanged 1 SP:Iteration 11Q (53166.750000 sec): 3 clusters Score: Raw -67305.080874 + Penalty 3068.359477 = -64236.721397 nChanged 1 SP:Iteration 12Q (53166.750000 sec): 3 clusters Score: Raw -67308.605318 + Penalty 3068.359477 = -64240.245841 nChanged 0 SP:Iteration 13F (53166.750000 sec): 3 clusters Score: Raw -67309.127446 + Penalty 3068.359477 = -64240.767969 nChanged 1 SP:Iteration 14Q (53166.760000 sec): 3 clusters Score: Raw -67316.376167 + Penalty 3068.359477 = -64248.016689 nChanged 1 SP:Iteration 15Q (53166.760000 sec): 3 clusters Score: Raw -67318.405275 + Penalty 3068.359477 = -64250.045797 nChanged 1 SP:Iteration 16Q (53166.760000 sec): 3 clusters Score: Raw -67319.833914 + Penalty 3068.359477 = -64251.474437 nChanged 1 SP:Iteration 17Q (53166.760000 sec): 3 clusters Score: Raw -67323.984617 + Penalty 3068.359477 = -64255.625139 nChanged 2 SP:Iteration 18Q (53166.760000 sec): 3 clusters Score: Raw -67329.166267 + Penalty 3068.359477 = -64260.806789 nChanged 2 SP:Iteration 19Q (53166.760000 sec): 3 clusters Score: Raw -67334.713831 + Penalty 3068.359477 = -64266.354354 nChanged 0 SP:Iteration 20F (53166.760000 sec): 3 clusters Score: Raw -67334.713831 + Penalty 3068.359477 = -64266.354354 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.770000 sec): 2 clusters Score: Raw -137392.143278 + Penalty 1692.174958 = -135699.968320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.780000 sec): 3 clusters Score: Raw -137318.215279 + Penalty 3384.349917 = -133933.865363 nChanged 224 SP:Iteration 1F (53166.780000 sec): 3 clusters Score: Raw -137713.124087 + Penalty 3384.349917 = -134328.774170 nChanged 98 SP:Iteration 2F (53166.780000 sec): 3 clusters Score: Raw -137975.758869 + Penalty 3384.349917 = -134591.408953 nChanged 72 SP:Iteration 3F (53166.790000 sec): 3 clusters Score: Raw -138204.857320 + Penalty 3384.349917 = -134820.507403 nChanged 46 SP:Iteration 4F (53166.790000 sec): 3 clusters Score: Raw -138355.342978 + Penalty 3384.349917 = -134970.993061 nChanged 39 SP:Iteration 5Q (53166.800000 sec): 3 clusters Score: Raw -138472.247426 + Penalty 3384.349917 = -135087.897509 nChanged 26 SP:Iteration 6Q (53166.800000 sec): 3 clusters Score: Raw -138528.018147 + Penalty 3384.349917 = -135143.668230 nChanged 12 SP:Iteration 7Q (53166.800000 sec): 3 clusters Score: Raw -138563.059355 + Penalty 3384.349917 = -135178.709438 nChanged 12 SP:Iteration 8Q (53166.800000 sec): 3 clusters Score: Raw -138586.191280 + Penalty 3384.349917 = -135201.841363 nChanged 5 SP:Iteration 9Q (53166.810000 sec): 3 clusters Score: Raw -138593.790823 + Penalty 3384.349917 = -135209.440906 nChanged 1 SP:Iteration 10Q (53166.810000 sec): 3 clusters Score: Raw -138600.960925 + Penalty 3384.349917 = -135216.611009 nChanged 3 SP:Iteration 11Q (53166.810000 sec): 3 clusters Score: Raw -138614.948323 + Penalty 3384.349917 = -135230.598407 nChanged 4 SP:Iteration 12Q (53166.820000 sec): 3 clusters Score: Raw -138629.119069 + Penalty 3384.349917 = -135244.769153 nChanged 2 SP:Iteration 13Q (53166.820000 sec): 3 clusters Score: Raw -138638.119736 + Penalty 3384.349917 = -135253.769819 nChanged 1 SP:Iteration 14Q (53166.820000 sec): 3 clusters Score: Raw -138639.168638 + Penalty 3384.349917 = -135254.818722 nChanged 2 SP:Iteration 15Q (53166.830000 sec): 3 clusters Score: Raw -138641.963582 + Penalty 3384.349917 = -135257.613665 nChanged 1 SP:Iteration 16Q (53166.830000 sec): 3 clusters Score: Raw -138644.559144 + Penalty 3384.349917 = -135260.209227 nChanged 2 SP:Iteration 17Q (53166.830000 sec): 3 clusters Score: Raw -138647.628859 + Penalty 3384.349917 = -135263.278942 nChanged 0 SP:Iteration 18F (53166.840000 sec): 3 clusters Score: Raw -138647.628859 + Penalty 3384.349917 = -135263.278942 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.840000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.840000 sec): 3 clusters Score: Raw -28958.361487 + Penalty 2615.407781 = -26342.953706 nChanged 16 SP:Iteration 1F (53166.840000 sec): 3 clusters Score: Raw -29049.449508 + Penalty 2615.407781 = -26434.041727 nChanged 3 SP:Iteration 2Q (53166.840000 sec): 3 clusters Score: Raw -29065.243034 + Penalty 2615.407781 = -26449.835253 nChanged 2 SP:Iteration 3Q (53166.840000 sec): 3 clusters Score: Raw -29078.066291 + Penalty 2615.407781 = -26462.658510 nChanged 0 SP:Iteration 4F (53166.850000 sec): 3 clusters Score: Raw -29078.066291 + Penalty 2615.407781 = -26462.658510 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.850000 sec): 2 clusters Score: Raw -21381.403881 + Penalty 1295.985175 = -20085.418706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.850000 sec): 3 clusters Score: Raw -21859.508824 + Penalty 2591.970350 = -19267.538473 nChanged 21 SP:Iteration 1F (53166.850000 sec): 3 clusters Score: Raw -21982.815563 + Penalty 2591.970350 = -19390.845212 nChanged 9 SP:Iteration 2Q (53166.850000 sec): 3 clusters Score: Raw -22075.924018 + Penalty 2591.970350 = -19483.953668 nChanged 4 SP:Iteration 3Q (53166.860000 sec): 3 clusters Score: Raw -22092.527862 + Penalty 2591.970350 = -19500.557512 nChanged 1 SP:Iteration 4Q (53166.860000 sec): 3 clusters Score: Raw -22097.224542 + Penalty 2591.970350 = -19505.254192 nChanged 1 SP:Iteration 5Q (53166.860000 sec): 3 clusters Score: Raw -22109.259599 + Penalty 2591.970350 = -19517.289248 nChanged 1 SP:Iteration 6Q (53166.860000 sec): 3 clusters Score: Raw -22112.047918 + Penalty 2591.970350 = -19520.077568 nChanged 0 SP:Iteration 7F (53166.860000 sec): 3 clusters Score: Raw -22112.047918 + Penalty 2591.970350 = -19520.077568 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.860000 sec): 2 clusters Score: Raw -128584.237587 + Penalty 1644.082087 = -126940.155500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.870000 sec): 3 clusters Score: Raw -128528.552491 + Penalty 3288.164174 = -125240.388317 nChanged 182 SP:Iteration 1F (53166.870000 sec): 3 clusters Score: Raw -128819.848142 + Penalty 3288.164174 = -125531.683969 nChanged 52 SP:Iteration 2F (53166.880000 sec): 3 clusters Score: Raw -128920.459522 + Penalty 3288.164174 = -125632.295349 nChanged 24 SP:Iteration 3Q (53166.880000 sec): 3 clusters Score: Raw -128958.713134 + Penalty 3288.164174 = -125670.548960 nChanged 10 SP:Iteration 4Q (53166.880000 sec): 3 clusters Score: Raw -128972.688197 + Penalty 3288.164174 = -125684.524023 nChanged 9 SP:Iteration 5Q (53166.880000 sec): 3 clusters Score: Raw -128987.586750 + Penalty 3288.164174 = -125699.422576 nChanged 8 SP:Iteration 6Q (53166.880000 sec): 3 clusters Score: Raw -128999.456930 + Penalty 3288.164174 = -125711.292757 nChanged 6 SP:Iteration 7Q (53166.890000 sec): 3 clusters Score: Raw -129013.378856 + Penalty 3288.164174 = -125725.214682 nChanged 7 SP:Iteration 8Q (53166.890000 sec): 3 clusters Score: Raw -129024.105495 + Penalty 3288.164174 = -125735.941322 nChanged 4 SP:Iteration 9Q (53166.900000 sec): 3 clusters Score: Raw -129027.283934 + Penalty 3288.164174 = -125739.119760 nChanged 3 SP:Iteration 10Q (53166.900000 sec): 3 clusters Score: Raw -129033.685621 + Penalty 3288.164174 = -125745.521447 nChanged 2 SP:Iteration 11Q (53166.900000 sec): 3 clusters Score: Raw -129037.591309 + Penalty 3288.164174 = -125749.427135 nChanged 1 SP:Iteration 12Q (53166.900000 sec): 3 clusters Score: Raw -129043.893062 + Penalty 3288.164174 = -125755.728888 nChanged 3 SP:Iteration 13Q (53166.900000 sec): 3 clusters Score: Raw -129047.017935 + Penalty 3288.164174 = -125758.853762 nChanged 1 SP:Iteration 14Q (53166.910000 sec): 3 clusters Score: Raw -129051.078839 + Penalty 3288.164174 = -125762.914665 nChanged 1 SP:Iteration 15Q (53166.910000 sec): 3 clusters Score: Raw -129051.699774 + Penalty 3288.164174 = -125763.535600 nChanged 1 SP:Iteration 16Q (53166.910000 sec): 3 clusters Score: Raw -129052.212660 + Penalty 3288.164174 = -125764.048486 nChanged 0 SP:Iteration 17F (53166.920000 sec): 3 clusters Score: Raw -129052.212660 + Penalty 3288.164174 = -125764.048486 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.920000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.920000 sec): 3 clusters Score: Raw -79300.102365 + Penalty 3132.417569 = -76167.684796 nChanged 131 SP:Iteration 1F (53166.930000 sec): 3 clusters Score: Raw -79578.872730 + Penalty 3132.417569 = -76446.455161 nChanged 33 SP:Iteration 2F (53166.930000 sec): 3 clusters Score: Raw -79687.732636 + Penalty 3132.417569 = -76555.315067 nChanged 16 SP:Iteration 3Q (53166.930000 sec): 3 clusters Score: Raw -79718.110018 + Penalty 3132.417569 = -76585.692449 nChanged 8 SP:Iteration 4Q (53166.940000 sec): 3 clusters Score: Raw -79740.364835 + Penalty 3132.417569 = -76607.947266 nChanged 6 SP:Iteration 5Q (53166.940000 sec): 3 clusters Score: Raw -79758.802767 + Penalty 3132.417569 = -76626.385198 nChanged 4 SP:Iteration 6Q (53166.940000 sec): 3 clusters Score: Raw -79771.057397 + Penalty 3132.417569 = -76638.639829 nChanged 5 SP:Iteration 7Q (53166.940000 sec): 3 clusters Score: Raw -79781.365576 + Penalty 3132.417569 = -76648.948007 nChanged 2 SP:Iteration 8Q (53166.940000 sec): 3 clusters Score: Raw -79787.386581 + Penalty 3132.417569 = -76654.969012 nChanged 2 SP:Iteration 9Q (53166.940000 sec): 3 clusters Score: Raw -79791.785019 + Penalty 3132.417569 = -76659.367450 nChanged 2 SP:Iteration 10Q (53166.950000 sec): 3 clusters Score: Raw -79796.351904 + Penalty 3132.417569 = -76663.934336 nChanged 0 SP:Iteration 11F (53166.950000 sec): 3 clusters Score: Raw -79796.351904 + Penalty 3132.417569 = -76663.934336 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.960000 sec): 2 clusters Score: Raw -29893.243713 + Penalty 1397.427822 = -28495.815892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.960000 sec): 3 clusters Score: Raw -30133.804767 + Penalty 2794.855643 = -27338.949123 nChanged 44 SP:Iteration 1F (53166.960000 sec): 3 clusters Score: Raw -30405.455673 + Penalty 2794.855643 = -27610.600030 nChanged 12 SP:Iteration 2Q (53166.960000 sec): 3 clusters Score: Raw -30508.910482 + Penalty 2794.855643 = -27714.054839 nChanged 12 SP:Iteration 3Q (53166.960000 sec): 3 clusters Score: Raw -30654.127710 + Penalty 2794.855643 = -27859.272067 nChanged 13 SP:Iteration 4Q (53166.960000 sec): 3 clusters Score: Raw -30812.433456 + Penalty 2794.855643 = -28017.577813 nChanged 9 SP:Iteration 5Q (53166.960000 sec): 3 clusters Score: Raw -30884.607842 + Penalty 2794.855643 = -28089.752199 nChanged 5 SP:Iteration 6Q (53166.960000 sec): 3 clusters Score: Raw -30931.322894 + Penalty 2794.855643 = -28136.467251 nChanged 4 SP:Iteration 7Q (53166.960000 sec): 3 clusters Score: Raw -31018.390955 + Penalty 2794.855643 = -28223.535312 nChanged 5 SP:Iteration 8Q (53166.960000 sec): 3 clusters Score: Raw -31039.798269 + Penalty 2794.855643 = -28244.942626 nChanged 3 SP:Iteration 9Q (53166.960000 sec): 3 clusters Score: Raw -31047.800334 + Penalty 2794.855643 = -28252.944691 nChanged 1 SP:Iteration 10Q (53166.970000 sec): 3 clusters Score: Raw -31052.864386 + Penalty 2794.855643 = -28258.008743 nChanged 0 SP:Iteration 11F (53166.970000 sec): 3 clusters Score: Raw -31057.421304 + Penalty 2794.855643 = -28262.565661 nChanged 2 SP:Iteration 12Q (53166.970000 sec): 3 clusters Score: Raw -31078.911672 + Penalty 2794.855643 = -28284.056029 nChanged 1 SP:Iteration 13Q (53166.970000 sec): 3 clusters Score: Raw -31084.288931 + Penalty 2794.855643 = -28289.433288 nChanged 0 SP:Iteration 14F (53166.970000 sec): 3 clusters Score: Raw -31084.288931 + Penalty 2794.855643 = -28289.433288 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53166.980000 sec): 2 clusters Score: Raw -44865.195239 + Penalty 1502.662553 = -43362.532686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53166.980000 sec): 3 clusters Score: Raw -45224.281762 + Penalty 3005.325105 = -42218.956657 nChanged 116 SP:Iteration 1F (53166.980000 sec): 3 clusters Score: Raw -46052.677607 + Penalty 3005.325105 = -43047.352502 nChanged 35 SP:Iteration 2F (53166.980000 sec): 3 clusters Score: Raw -46337.832256 + Penalty 3005.325105 = -43332.507151 nChanged 21 SP:Iteration 3Q (53166.980000 sec): 3 clusters Score: Raw -46555.552074 + Penalty 3005.325105 = -43550.226969 nChanged 15 SP:Iteration 4Q (53166.980000 sec): 3 clusters Score: Raw -46770.573236 + Penalty 3005.325105 = -43765.248131 nChanged 8 SP:Iteration 5Q (53166.990000 sec): 3 clusters Score: Raw -46850.812883 + Penalty 3005.325105 = -43845.487778 nChanged 5 SP:Iteration 6Q (53166.990000 sec): 3 clusters Score: Raw -46984.205705 + Penalty 3005.325105 = -43978.880600 nChanged 2 SP:Iteration 7Q (53166.990000 sec): 3 clusters Score: Raw -47154.990172 + Penalty 3005.325105 = -44149.665067 nChanged 6 SP:Iteration 8Q (53166.990000 sec): 3 clusters Score: Raw -47236.547802 + Penalty 3005.325105 = -44231.222697 nChanged 8 SP:Iteration 9Q (53166.990000 sec): 3 clusters Score: Raw -47344.339689 + Penalty 3005.325105 = -44339.014584 nChanged 2 SP:Iteration 10Q (53166.990000 sec): 3 clusters Score: Raw -47353.658317 + Penalty 3005.325105 = -44348.333212 nChanged 0 SP:Iteration 11F (53167.000000 sec): 3 clusters Score: Raw -47362.887009 + Penalty 3005.325105 = -44357.561904 nChanged 2 SP:Iteration 12Q (53167.000000 sec): 3 clusters Score: Raw -47423.541357 + Penalty 3005.325105 = -44418.216252 nChanged 2 SP:Iteration 13Q (53167.000000 sec): 3 clusters Score: Raw -47477.569279 + Penalty 3005.325105 = -44472.244174 nChanged 0 SP:Iteration 14F (53167.000000 sec): 3 clusters Score: Raw -47477.569279 + Penalty 3005.325105 = -44472.244174 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53167.010000 sec): 2 clusters Score: Raw -42843.073853 + Penalty 1465.204569 = -41377.869284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53167.020000 sec): 3 clusters Score: Raw -42928.583135 + Penalty 2930.409137 = -39998.173997 nChanged 59 SP:Iteration 1F (53167.020000 sec): 3 clusters Score: Raw -43077.160621 + Penalty 2930.409137 = -40146.751484 nChanged 22 SP:Iteration 2F (53167.020000 sec): 3 clusters Score: Raw -43140.829032 + Penalty 2930.409137 = -40210.419894 nChanged 9 SP:Iteration 3Q (53167.020000 sec): 3 clusters Score: Raw -43170.599238 + Penalty 2930.409137 = -40240.190100 nChanged 2 SP:Iteration 4Q (53167.020000 sec): 3 clusters Score: Raw -43173.183711 + Penalty 2930.409137 = -40242.774574 nChanged 2 SP:Iteration 5Q (53167.020000 sec): 3 clusters Score: Raw -43175.274811 + Penalty 2930.409137 = -40244.865673 nChanged 1 SP:Iteration 6Q (53167.020000 sec): 3 clusters Score: Raw -43175.802791 + Penalty 2930.409137 = -40245.393654 nChanged 0 SP:Iteration 7F (53167.020000 sec): 3 clusters Score: Raw -43175.802791 + Penalty 2930.409137 = -40245.393654 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53167.030000 sec): 2 clusters Score: Raw -51333.437476 + Penalty 1478.967677 = -49854.469798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53167.030000 sec): 3 clusters Score: Raw -51401.775598 + Penalty 2957.935354 = -48443.840244 nChanged 62 SP:Iteration 1F (53167.040000 sec): 3 clusters Score: Raw -51565.695575 + Penalty 2957.935354 = -48607.760221 nChanged 13 SP:Iteration 2Q (53167.040000 sec): 3 clusters Score: Raw -51610.480731 + Penalty 2957.935354 = -48652.545377 nChanged 6 SP:Iteration 3Q (53167.040000 sec): 3 clusters Score: Raw -51622.454712 + Penalty 2957.935354 = -48664.519358 nChanged 2 SP:Iteration 4Q (53167.040000 sec): 3 clusters Score: Raw -51627.307188 + Penalty 2957.935354 = -48669.371834 nChanged 1 SP:Iteration 5Q (53167.040000 sec): 3 clusters Score: Raw -51631.145792 + Penalty 2957.935354 = -48673.210437 nChanged 3 SP:Iteration 6Q (53167.040000 sec): 3 clusters Score: Raw -51649.539795 + Penalty 2957.935354 = -48691.604441 nChanged 1 SP:Iteration 7Q (53167.040000 sec): 3 clusters Score: Raw -51650.614430 + Penalty 2957.935354 = -48692.679075 nChanged 0 SP:Iteration 8F (53167.040000 sec): 3 clusters Score: Raw -51650.614430 + Penalty 2957.935354 = -48692.679075 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53167.050000 sec): 2 clusters Score: Raw -37348.096491 + Penalty 1409.527782 = -35938.568709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53167.050000 sec): 3 clusters Score: Raw -37550.054268 + Penalty 2819.055565 = -34730.998703 nChanged 40 SP:Iteration 1F (53167.060000 sec): 3 clusters Score: Raw -37736.489018 + Penalty 2819.055565 = -34917.433454 nChanged 17 SP:Iteration 2F (53167.060000 sec): 3 clusters Score: Raw -37814.857891 + Penalty 2819.055565 = -34995.802326 nChanged 6 SP:Iteration 3Q (53167.060000 sec): 3 clusters Score: Raw -37832.977085 + Penalty 2819.055565 = -35013.921520 nChanged 0 SP:Iteration 4F (53167.060000 sec): 3 clusters Score: Raw -37832.977085 + Penalty 2819.055565 = -35013.921520 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53167.060000 sec): 2 clusters Score: Raw -116716.049826 + Penalty 1660.558131 = -115055.491695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53167.070000 sec): 3 clusters Score: Raw -116588.687787 + Penalty 3321.116263 = -113267.571524 nChanged 178 SP:Iteration 1F (53167.070000 sec): 3 clusters Score: Raw -116856.400969 + Penalty 3321.116263 = -113535.284707 nChanged 61 SP:Iteration 2F (53167.080000 sec): 3 clusters Score: Raw -116972.606154 + Penalty 3321.116263 = -113651.489892 nChanged 39 SP:Iteration 3Q (53167.080000 sec): 3 clusters Score: Raw -117045.174598 + Penalty 3321.116263 = -113724.058335 nChanged 30 SP:Iteration 4Q (53167.080000 sec): 3 clusters Score: Raw -117114.077558 + Penalty 3321.116263 = -113792.961295 nChanged 19 SP:Iteration 5Q (53167.080000 sec): 3 clusters Score: Raw -117162.830859 + Penalty 3321.116263 = -113841.714597 nChanged 14 SP:Iteration 6Q (53167.090000 sec): 3 clusters Score: Raw -117191.462254 + Penalty 3321.116263 = -113870.345991 nChanged 15 SP:Iteration 7Q (53167.090000 sec): 3 clusters Score: Raw -117233.482359 + Penalty 3321.116263 = -113912.366096 nChanged 20 SP:Iteration 8Q (53167.090000 sec): 3 clusters Score: Raw -117273.972853 + Penalty 3321.116263 = -113952.856591 nChanged 19 SP:Iteration 9Q (53167.100000 sec): 3 clusters Score: Raw -117313.067012 + Penalty 3321.116263 = -113991.950749 nChanged 20 SP:Iteration 10Q (53167.100000 sec): 3 clusters Score: Raw -117367.218969 + Penalty 3321.116263 = -114046.102706 nChanged 24 SP:Iteration 11Q (53167.100000 sec): 3 clusters Score: Raw -117444.711350 + Penalty 3321.116263 = -114123.595087 nChanged 30 SP:Iteration 12Q (53167.100000 sec): 3 clusters Score: Raw -117590.270878 + Penalty 3321.116263 = -114269.154615 nChanged 32 SP:Iteration 13Q (53167.110000 sec): 3 clusters Score: Raw -117796.407310 + Penalty 3321.116263 = -114475.291047 nChanged 21 SP:Iteration 14Q (53167.110000 sec): 3 clusters Score: Raw -117871.512176 + Penalty 3321.116263 = -114550.395913 nChanged 13 SP:Iteration 15Q (53167.110000 sec): 3 clusters Score: Raw -117940.443811 + Penalty 3321.116263 = -114619.327548 nChanged 13 SP:Iteration 16Q (53167.120000 sec): 3 clusters Score: Raw -118019.269545 + Penalty 3321.116263 = -114698.153282 nChanged 8 SP:Iteration 17Q (53167.120000 sec): 3 clusters Score: Raw -118070.208248 + Penalty 3321.116263 = -114749.091985 nChanged 15 SP:Iteration 18Q (53167.130000 sec): 3 clusters Score: Raw -118133.369026 + Penalty 3321.116263 = -114812.252763 nChanged 15 SP:Iteration 19Q (53167.130000 sec): 3 clusters Score: Raw -118185.249109 + Penalty 3321.116263 = -114864.132846 nChanged 8 SP:Iteration 20F (53167.130000 sec): 3 clusters Score: Raw -118206.464674 + Penalty 3321.116263 = -114885.348411 nChanged 7 SP:Iteration 21Q (53167.130000 sec): 3 clusters Score: Raw -118218.899207 + Penalty 3321.116263 = -114897.782944 nChanged 2 SP:Iteration 22Q (53167.140000 sec): 3 clusters Score: Raw -118225.188051 + Penalty 3321.116263 = -114904.071788 nChanged 2 SP:Iteration 23Q (53167.140000 sec): 3 clusters Score: Raw -118228.727949 + Penalty 3321.116263 = -114907.611686 nChanged 0 SP:Iteration 24F (53167.140000 sec): 3 clusters Score: Raw -118228.727949 + Penalty 3321.116263 = -114907.611686 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53167.150000 sec): 2 clusters Score: Raw -20788.172105 + Penalty 1270.743067 = -19517.429038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53167.150000 sec): 3 clusters Score: Raw -21004.054289 + Penalty 2541.486134 = -18462.568155 nChanged 7 SP:Iteration 1Q (53167.150000 sec): 3 clusters Score: Raw -21053.697300 + Penalty 2541.486134 = -18512.211166 nChanged 1 SP:Iteration 2Q (53167.150000 sec): 3 clusters Score: Raw -21061.863727 + Penalty 2541.486134 = -18520.377593 nChanged 1 SP:Iteration 3Q (53167.150000 sec): 3 clusters Score: Raw -21065.416467 + Penalty 2541.486134 = -18523.930333 nChanged 1 SP:Iteration 4Q (53167.150000 sec): 3 clusters Score: Raw -21075.946568 + Penalty 2541.486134 = -18534.460434 nChanged 1 SP:Iteration 5Q (53167.150000 sec): 3 clusters Score: Raw -21083.396372 + Penalty 2541.486134 = -18541.910238 nChanged 0 SP:Iteration 6F (53167.150000 sec): 3 clusters Score: Raw -21083.396372 + Penalty 2541.486134 = -18541.910238 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53167.160000 sec): 2 clusters Score: Raw -73436.774305 + Penalty 1560.309147 = -71876.465158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53167.160000 sec): 3 clusters Score: Raw -73519.903179 + Penalty 3120.618293 = -70399.284886 nChanged 101 SP:Iteration 1F (53167.170000 sec): 3 clusters Score: Raw -73782.971248 + Penalty 3120.618293 = -70662.352955 nChanged 35 SP:Iteration 2F (53167.170000 sec): 3 clusters Score: Raw -73930.693915 + Penalty 3120.618293 = -70810.075621 nChanged 19 SP:Iteration 3Q (53167.170000 sec): 3 clusters Score: Raw -74020.401435 + Penalty 3120.618293 = -70899.783142 nChanged 18 SP:Iteration 4Q (53167.170000 sec): 3 clusters Score: Raw -74084.170949 + Penalty 3120.618293 = -70963.552656 nChanged 14 SP:Iteration 5Q (53167.170000 sec): 3 clusters Score: Raw -74126.374691 + Penalty 3120.618293 = -71005.756398 nChanged 13 SP:Iteration 6Q (53167.170000 sec): 3 clusters Score: Raw -74164.781268 + Penalty 3120.618293 = -71044.162975 nChanged 9 SP:Iteration 7Q (53167.180000 sec): 3 clusters Score: Raw -74202.984949 + Penalty 3120.618293 = -71082.366655 nChanged 11 SP:Iteration 8Q (53167.180000 sec): 3 clusters Score: Raw -74241.603393 + Penalty 3120.618293 = -71120.985100 nChanged 11 SP:Iteration 9Q (53167.180000 sec): 3 clusters Score: Raw -74283.122923 + Penalty 3120.618293 = -71162.504630 nChanged 8 SP:Iteration 10Q (53167.180000 sec): 3 clusters Score: Raw -74323.716048 + Penalty 3120.618293 = -71203.097755 nChanged 7 SP:Iteration 11Q (53167.190000 sec): 3 clusters Score: Raw -74354.908227 + Penalty 3120.618293 = -71234.289934 nChanged 5 SP:Iteration 12Q (53167.190000 sec): 3 clusters Score: Raw -74367.764350 + Penalty 3120.618293 = -71247.146057 nChanged 1 SP:Iteration 13Q (53167.190000 sec): 3 clusters Score: Raw -74374.792384 + Penalty 3120.618293 = -71254.174091 nChanged 1 SP:Iteration 14Q (53167.190000 sec): 3 clusters Score: Raw -74376.655265 + Penalty 3120.618293 = -71256.036971 nChanged 1 SP:Iteration 15Q (53167.190000 sec): 3 clusters Score: Raw -74380.016232 + Penalty 3120.618293 = -71259.397939 nChanged 2 SP:Iteration 16Q (53167.190000 sec): 3 clusters Score: Raw -74386.575689 + Penalty 3120.618293 = -71265.957396 nChanged 4 SP:Iteration 17Q (53167.190000 sec): 3 clusters Score: Raw -74410.536532 + Penalty 3120.618293 = -71289.918239 nChanged 6 SP:Iteration 18Q (53167.200000 sec): 3 clusters Score: Raw -74424.330610 + Penalty 3120.618293 = -71303.712316 nChanged 1 SP:Iteration 19Q (53167.200000 sec): 3 clusters Score: Raw -74426.724061 + Penalty 3120.618293 = -71306.105768 nChanged 1 SP:Iteration 20F (53167.200000 sec): 3 clusters Score: Raw -74431.477078 + Penalty 3120.618293 = -71310.858785 nChanged 4 SP:Iteration 21Q (53167.200000 sec): 3 clusters Score: Raw -74451.924514 + Penalty 3120.618293 = -71331.306220 nChanged 7 SP:Iteration 22Q (53167.200000 sec): 3 clusters Score: Raw -74492.322796 + Penalty 3120.618293 = -71371.704502 nChanged 9 SP:Iteration 23Q (53167.210000 sec): 3 clusters Score: Raw -74576.356637 + Penalty 3120.618293 = -71455.738344 nChanged 4 SP:Iteration 24Q (53167.210000 sec): 3 clusters Score: Raw -74613.888875 + Penalty 3120.618293 = -71493.270581 nChanged 5 SP:Iteration 25Q (53167.210000 sec): 3 clusters Score: Raw -74638.839481 + Penalty 3120.618293 = -71518.221188 nChanged 2 SP:Iteration 26Q (53167.210000 sec): 3 clusters Score: Raw -74644.255215 + Penalty 3120.618293 = -71523.636922 nChanged 1 SP:Iteration 27Q (53167.210000 sec): 3 clusters Score: Raw -74650.732420 + Penalty 3120.618293 = -71530.114127 nChanged 2 SP:Iteration 28Q (53167.210000 sec): 3 clusters Score: Raw -74654.503788 + Penalty 3120.618293 = -71533.885495 nChanged 0 SP:Iteration 29F (53167.220000 sec): 3 clusters Score: Raw -74654.503788 + Penalty 3120.618293 = -71533.885495 nChanged 0 Iteration 299Q (53202.200000 sec): 71 clusters Score: Raw -379163334.783703 + Penalty 253409.085276 = -378909925.698427 nChanged 31 Iteration 300F (53418.840000 sec): 71 clusters Score: Raw -379163383.806299 + Penalty 253409.085276 = -378909974.721024 nChanged 29 Iteration 301Q (53453.710000 sec): 71 clusters Score: Raw -379163471.582815 + Penalty 253409.085276 = -378910062.497539 nChanged 24 Iteration 302Q (53488.570000 sec): 71 clusters Score: Raw -379163554.313100 + Penalty 253409.085276 = -378910145.227824 nChanged 22 Iteration 303Q (53523.430000 sec): 71 clusters Score: Raw -379163718.459235 + Penalty 253409.085276 = -378910309.373960 nChanged 12 Iteration 304Q (53558.290000 sec): 71 clusters Score: Raw -379163738.024006 + Penalty 253409.085276 = -378910328.938731 nChanged 14 Iteration 305Q (53593.150000 sec): 71 clusters Score: Raw -379163768.416277 + Penalty 253409.085276 = -378910359.331001 nChanged 11 Iteration 306Q (53628.110000 sec): 71 clusters Score: Raw -379163793.945156 + Penalty 253409.085276 = -378910384.859880 nChanged 13 Iteration 307Q (53663.190000 sec): 71 clusters Score: Raw -379163798.318096 + Penalty 253409.085276 = -378910389.232820 nChanged 7 Iteration 308Q (53698.250000 sec): 71 clusters Score: Raw -379163801.519227 + Penalty 253409.085276 = -378910392.433951 nChanged 8 Iteration 309Q (53733.310000 sec): 71 clusters Score: Raw -379163801.546116 + Penalty 253409.085276 = -378910392.460840 nChanged 6 Iteration 310Q (53768.360000 sec): 71 clusters Score: Raw -379163801.567068 + Penalty 253409.085276 = -378910392.481793 nChanged 4 Iteration 311Q (53803.410000 sec): 71 clusters Score: Raw -379163801.596748 + Penalty 253409.085276 = -378910392.511472 nChanged 6 Iteration 312Q (53838.490000 sec): 71 clusters Score: Raw -379163801.625327 + Penalty 253409.085276 = -378910392.540052 nChanged 8 Iteration 313Q (53873.550000 sec): 71 clusters Score: Raw -379163801.686614 + Penalty 253409.085276 = -378910392.601339 nChanged 9 Iteration 314Q (53908.600000 sec): 71 clusters Score: Raw -379163801.737819 + Penalty 253409.085276 = -378910392.652544 nChanged 7 Iteration 315Q (53943.650000 sec): 71 clusters Score: Raw -379163801.804126 + Penalty 253409.085276 = -378910392.718850 nChanged 10 Iteration 316Q (53978.720000 sec): 71 clusters Score: Raw -379163801.859727 + Penalty 253409.085276 = -378910392.774451 nChanged 10 Iteration 317Q (54013.770000 sec): 71 clusters Score: Raw -379163801.946340 + Penalty 253409.085276 = -378910392.861064 nChanged 8 Iteration 318Q (54048.820000 sec): 71 clusters Score: Raw -379163801.996380 + Penalty 253409.085276 = -378910392.911104 nChanged 9 Iteration 319Q (54083.870000 sec): 71 clusters Score: Raw -379163802.051272 + Penalty 253409.085276 = -378910392.965997 nChanged 6 Iteration 320F (54300.440000 sec): 71 clusters Score: Raw -379163802.083680 + Penalty 253409.085276 = -378910392.998404 nChanged 10 Iteration 321Q (54335.310000 sec): 71 clusters Score: Raw -379163802.137805 + Penalty 253409.085276 = -378910393.052530 nChanged 10 Iteration 322Q (54370.190000 sec): 71 clusters Score: Raw -379163802.163155 + Penalty 253409.085276 = -378910393.077880 nChanged 9 Iteration 323Q (54405.080000 sec): 71 clusters Score: Raw -379163802.188620 + Penalty 253409.085276 = -378910393.103345 nChanged 8 Iteration 324Q (54439.950000 sec): 71 clusters Score: Raw -379163802.209611 + Penalty 253409.085276 = -378910393.124335 nChanged 8 Iteration 325Q (54474.800000 sec): 71 clusters Score: Raw -379163802.228010 + Penalty 253409.085276 = -378910393.142734 nChanged 1 Iteration 326Q (54509.650000 sec): 71 clusters Score: Raw -379163802.231276 + Penalty 253409.085276 = -378910393.146000 nChanged 1 Iteration 327Q (54544.500000 sec): 71 clusters Score: Raw -379163802.233245 + Penalty 253409.085276 = -378910393.147969 nChanged 0 Iteration 328F (54761.210000 sec): 71 clusters Score: Raw -379163802.233245 + Penalty 253409.085276 = -378910393.147969 nChanged 0 Compute initial score before splitting: Score: Raw -379163802.233245 + Penalty 253409.085276 = -378910393.147969 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54761.530000 sec): 2 clusters Score: Raw -12265334.580920 + Penalty 2775.558795 = -12262559.022125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54761.820000 sec): 3 clusters Score: Raw -12219554.650370 + Penalty 5551.117590 = -12214003.532779 nChanged 33839 SP:Iteration 1F (54762.110000 sec): 3 clusters Score: Raw -12238776.101118 + Penalty 5551.117590 = -12233224.983528 nChanged 2547 SP:Iteration 2Q (54762.410000 sec): 3 clusters Score: Raw -12239407.037350 + Penalty 5551.117590 = -12233855.919759 nChanged 2470 SP:Iteration 3Q (54762.710000 sec): 3 clusters Score: Raw -12240043.871792 + Penalty 5551.117590 = -12234492.754201 nChanged 2523 SP:Iteration 4Q (54763.010000 sec): 3 clusters Score: Raw -12240772.530971 + Penalty 5551.117590 = -12235221.413380 nChanged 2788 SP:Iteration 5Q (54763.310000 sec): 3 clusters Score: Raw -12241730.002944 + Penalty 5551.117590 = -12236178.885353 nChanged 3340 SP:Iteration 6Q (54763.610000 sec): 3 clusters Score: Raw -12243205.146018 + Penalty 5551.117590 = -12237654.028427 nChanged 4322 SP:Iteration 7F (54763.910000 sec): 3 clusters Score: Raw -12245635.709848 + Penalty 5551.117590 = -12240084.592257 nChanged 5309 SP:Iteration 8F (54764.200000 sec): 3 clusters Score: Raw -12249421.481087 + Penalty 5551.117590 = -12243870.363497 nChanged 5976 SP:Iteration 9F (54764.490000 sec): 3 clusters Score: Raw -12254579.172098 + Penalty 5551.117590 = -12249028.054507 nChanged 5336 SP:Iteration 10F (54764.780000 sec): 3 clusters Score: Raw -12259732.600768 + Penalty 5551.117590 = -12254181.483178 nChanged 3432 SP:Iteration 11Q (54765.070000 sec): 3 clusters Score: Raw -12263153.018363 + Penalty 5551.117590 = -12257601.900772 nChanged 1541 SP:Iteration 12Q (54765.340000 sec): 3 clusters Score: Raw -12264661.388779 + Penalty 5551.117590 = -12259110.271189 nChanged 541 SP:Iteration 13Q (54765.580000 sec): 3 clusters Score: Raw -12265210.911280 + Penalty 5551.117590 = -12259659.793689 nChanged 159 SP:Iteration 14Q (54765.800000 sec): 3 clusters Score: Raw -12265419.041249 + Penalty 5551.117590 = -12259867.923659 nChanged 62 SP:Iteration 15Q (54766.010000 sec): 3 clusters Score: Raw -12265522.081122 + Penalty 5551.117590 = -12259970.963531 nChanged 32 SP:Iteration 16Q (54766.210000 sec): 3 clusters Score: Raw -12265577.685409 + Penalty 5551.117590 = -12260026.567819 nChanged 21 SP:Iteration 17Q (54766.420000 sec): 3 clusters Score: Raw -12265610.786020 + Penalty 5551.117590 = -12260059.668429 nChanged 5 SP:Iteration 18Q (54766.620000 sec): 3 clusters Score: Raw -12265620.436619 + Penalty 5551.117590 = -12260069.319028 nChanged 5 SP:Iteration 19Q (54766.820000 sec): 3 clusters Score: Raw -12265628.495757 + Penalty 5551.117590 = -12260077.378167 nChanged 5 SP:Iteration 20F (54767.110000 sec): 3 clusters Score: Raw -12265641.246150 + Penalty 5551.117590 = -12260090.128560 nChanged 4 SP:Iteration 21Q (54767.310000 sec): 3 clusters Score: Raw -12265647.945249 + Penalty 5551.117590 = -12260096.827658 nChanged 1 SP:Iteration 22Q (54767.520000 sec): 3 clusters Score: Raw -12265649.251144 + Penalty 5551.117590 = -12260098.133554 nChanged 0 SP:Iteration 23F (54767.810000 sec): 3 clusters Score: Raw -12265649.251144 + Penalty 5551.117590 = -12260098.133554 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54767.830000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54767.840000 sec): 3 clusters Score: Raw -55280.981173 + Penalty 2912.570424 = -52368.410749 nChanged 67 SP:Iteration 1F (54767.840000 sec): 3 clusters Score: Raw -55443.235379 + Penalty 2912.570424 = -52530.664955 nChanged 20 SP:Iteration 2F (54767.840000 sec): 3 clusters Score: Raw -55504.388747 + Penalty 2912.570424 = -52591.818323 nChanged 4 SP:Iteration 3Q (54767.840000 sec): 3 clusters Score: Raw -55511.324911 + Penalty 2912.570424 = -52598.754487 nChanged 1 SP:Iteration 4Q (54767.840000 sec): 3 clusters Score: Raw -55512.220613 + Penalty 2912.570424 = -52599.650190 nChanged 1 SP:Iteration 5Q (54767.840000 sec): 3 clusters Score: Raw -55514.998787 + Penalty 2912.570424 = -52602.428364 nChanged 0 SP:Iteration 6F (54767.850000 sec): 3 clusters Score: Raw -55514.998787 + Penalty 2912.570424 = -52602.428364 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54767.850000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54767.860000 sec): 3 clusters Score: Raw -203737.882189 + Penalty 3510.020292 = -200227.861897 nChanged 312 SP:Iteration 1F (54767.860000 sec): 3 clusters Score: Raw -204090.084588 + Penalty 3510.020292 = -200580.064295 nChanged 96 SP:Iteration 2F (54767.870000 sec): 3 clusters Score: Raw -204217.329638 + Penalty 3510.020292 = -200707.309346 nChanged 50 SP:Iteration 3Q (54767.870000 sec): 3 clusters Score: Raw -204283.778596 + Penalty 3510.020292 = -200773.758303 nChanged 33 SP:Iteration 4Q (54767.880000 sec): 3 clusters Score: Raw -204323.354575 + Penalty 3510.020292 = -200813.334282 nChanged 25 SP:Iteration 5Q (54767.880000 sec): 3 clusters Score: Raw -204356.904441 + Penalty 3510.020292 = -200846.884148 nChanged 25 SP:Iteration 6Q (54767.890000 sec): 3 clusters Score: Raw -204384.726025 + Penalty 3510.020292 = -200874.705733 nChanged 12 SP:Iteration 7Q (54767.890000 sec): 3 clusters Score: Raw -204399.675226 + Penalty 3510.020292 = -200889.654933 nChanged 14 SP:Iteration 8Q (54767.890000 sec): 3 clusters Score: Raw -204414.905266 + Penalty 3510.020292 = -200904.884974 nChanged 13 SP:Iteration 9Q (54767.900000 sec): 3 clusters Score: Raw -204427.470695 + Penalty 3510.020292 = -200917.450403 nChanged 7 SP:Iteration 10Q (54767.910000 sec): 3 clusters Score: Raw -204437.471791 + Penalty 3510.020292 = -200927.451499 nChanged 8 SP:Iteration 11Q (54767.910000 sec): 3 clusters Score: Raw -204445.219782 + Penalty 3510.020292 = -200935.199490 nChanged 6 SP:Iteration 12Q (54767.910000 sec): 3 clusters Score: Raw -204457.739331 + Penalty 3510.020292 = -200947.719039 nChanged 7 SP:Iteration 13Q (54767.920000 sec): 3 clusters Score: Raw -204467.585169 + Penalty 3510.020292 = -200957.564877 nChanged 9 SP:Iteration 14Q (54767.920000 sec): 3 clusters Score: Raw -204480.934906 + Penalty 3510.020292 = -200970.914613 nChanged 9 SP:Iteration 15Q (54767.930000 sec): 3 clusters Score: Raw -204489.733096 + Penalty 3510.020292 = -200979.712803 nChanged 7 SP:Iteration 16Q (54767.930000 sec): 3 clusters Score: Raw -204506.086319 + Penalty 3510.020292 = -200996.066027 nChanged 8 SP:Iteration 17Q (54767.930000 sec): 3 clusters Score: Raw -204518.646995 + Penalty 3510.020292 = -201008.626703 nChanged 8 SP:Iteration 18Q (54767.940000 sec): 3 clusters Score: Raw -204531.323340 + Penalty 3510.020292 = -201021.303047 nChanged 6 SP:Iteration 19Q (54767.950000 sec): 3 clusters Score: Raw -204541.120784 + Penalty 3510.020292 = -201031.100491 nChanged 9 SP:Iteration 20F (54767.950000 sec): 3 clusters Score: Raw -204559.839210 + Penalty 3510.020292 = -201049.818917 nChanged 14 SP:Iteration 21Q (54767.950000 sec): 3 clusters Score: Raw -204588.522771 + Penalty 3510.020292 = -201078.502479 nChanged 10 SP:Iteration 22Q (54767.960000 sec): 3 clusters Score: Raw -204602.795460 + Penalty 3510.020292 = -201092.775167 nChanged 11 SP:Iteration 23Q (54767.960000 sec): 3 clusters Score: Raw -204617.591169 + Penalty 3510.020292 = -201107.570877 nChanged 5 SP:Iteration 24Q (54767.970000 sec): 3 clusters Score: Raw -204621.013173 + Penalty 3510.020292 = -201110.992881 nChanged 3 SP:Iteration 25Q (54767.970000 sec): 3 clusters Score: Raw -204623.229208 + Penalty 3510.020292 = -201113.208916 nChanged 5 SP:Iteration 26Q (54767.970000 sec): 3 clusters Score: Raw -204628.708657 + Penalty 3510.020292 = -201118.688365 nChanged 7 SP:Iteration 27Q (54767.980000 sec): 3 clusters Score: Raw -204636.110521 + Penalty 3510.020292 = -201126.090229 nChanged 8 SP:Iteration 28Q (54767.980000 sec): 3 clusters Score: Raw -204644.336152 + Penalty 3510.020292 = -201134.315859 nChanged 7 SP:Iteration 29Q (54767.990000 sec): 3 clusters Score: Raw -204653.256271 + Penalty 3510.020292 = -201143.235979 nChanged 9 SP:Iteration 30Q (54767.990000 sec): 3 clusters Score: Raw -204670.133544 + Penalty 3510.020292 = -201160.113252 nChanged 16 SP:Iteration 31Q (54768.000000 sec): 3 clusters Score: Raw -204697.172113 + Penalty 3510.020292 = -201187.151821 nChanged 23 SP:Iteration 32Q (54768.000000 sec): 3 clusters Score: Raw -204743.004898 + Penalty 3510.020292 = -201232.984606 nChanged 22 SP:Iteration 33Q (54768.010000 sec): 3 clusters Score: Raw -204786.440830 + Penalty 3510.020292 = -201276.420538 nChanged 22 SP:Iteration 34Q (54768.010000 sec): 3 clusters Score: Raw -204826.412671 + Penalty 3510.020292 = -201316.392378 nChanged 16 SP:Iteration 35Q (54768.010000 sec): 3 clusters Score: Raw -204843.268058 + Penalty 3510.020292 = -201333.247765 nChanged 6 SP:Iteration 36Q (54768.020000 sec): 3 clusters Score: Raw -204849.596429 + Penalty 3510.020292 = -201339.576136 nChanged 6 SP:Iteration 37Q (54768.020000 sec): 3 clusters Score: Raw -204859.124198 + Penalty 3510.020292 = -201349.103905 nChanged 7 SP:Iteration 38Q (54768.030000 sec): 3 clusters Score: Raw -204871.647147 + Penalty 3510.020292 = -201361.626855 nChanged 8 SP:Iteration 39Q (54768.030000 sec): 3 clusters Score: Raw -204883.553674 + Penalty 3510.020292 = -201373.533382 nChanged 6 SP:Iteration 40F (54768.030000 sec): 3 clusters Score: Raw -204891.737808 + Penalty 3510.020292 = -201381.717515 nChanged 5 SP:Iteration 41Q (54768.040000 sec): 3 clusters Score: Raw -204896.287201 + Penalty 3510.020292 = -201386.266909 nChanged 5 SP:Iteration 42Q (54768.040000 sec): 3 clusters Score: Raw -204902.439174 + Penalty 3510.020292 = -201392.418881 nChanged 5 SP:Iteration 43Q (54768.050000 sec): 3 clusters Score: Raw -204914.104378 + Penalty 3510.020292 = -201404.084085 nChanged 12 SP:Iteration 44Q (54768.050000 sec): 3 clusters Score: Raw -204938.734723 + Penalty 3510.020292 = -201428.714431 nChanged 13 SP:Iteration 45Q (54768.050000 sec): 3 clusters Score: Raw -204956.795267 + Penalty 3510.020292 = -201446.774974 nChanged 15 SP:Iteration 46Q (54768.060000 sec): 3 clusters Score: Raw -204972.044003 + Penalty 3510.020292 = -201462.023711 nChanged 4 SP:Iteration 47Q (54768.060000 sec): 3 clusters Score: Raw -204978.003665 + Penalty 3510.020292 = -201467.983373 nChanged 2 SP:Iteration 48Q (54768.070000 sec): 3 clusters Score: Raw -204979.266286 + Penalty 3510.020292 = -201469.245993 nChanged 0 SP:Iteration 49F (54768.070000 sec): 3 clusters Score: Raw -204979.266286 + Penalty 3510.020292 = -201469.245993 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54768.150000 sec): 2 clusters Score: Raw -3846704.721876 + Penalty 2494.970046 = -3844209.751830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54768.250000 sec): 3 clusters Score: Raw -3832942.158262 + Penalty 4989.940092 = -3827952.218170 nChanged 10404 SP:Iteration 1F (54768.340000 sec): 3 clusters Score: Raw -3838620.579132 + Penalty 4989.940092 = -3833630.639041 nChanged 1223 SP:Iteration 2F (54768.430000 sec): 3 clusters Score: Raw -3839077.982873 + Penalty 4989.940092 = -3834088.042782 nChanged 1066 SP:Iteration 3Q (54768.530000 sec): 3 clusters Score: Raw -3839504.195316 + Penalty 4989.940092 = -3834514.255225 nChanged 1040 SP:Iteration 4Q (54768.620000 sec): 3 clusters Score: Raw -3839932.515307 + Penalty 4989.940092 = -3834942.575215 nChanged 1015 SP:Iteration 5Q (54768.710000 sec): 3 clusters Score: Raw -3840372.108709 + Penalty 4989.940092 = -3835382.168617 nChanged 989 SP:Iteration 6Q (54768.810000 sec): 3 clusters Score: Raw -3840843.096919 + Penalty 4989.940092 = -3835853.156828 nChanged 1042 SP:Iteration 7Q (54768.900000 sec): 3 clusters Score: Raw -3841408.666679 + Penalty 4989.940092 = -3836418.726587 nChanged 1173 SP:Iteration 8F (54768.990000 sec): 3 clusters Score: Raw -3842094.918251 + Penalty 4989.940092 = -3837104.978160 nChanged 1185 SP:Iteration 9F (54769.090000 sec): 3 clusters Score: Raw -3842834.460516 + Penalty 4989.940092 = -3837844.520425 nChanged 1149 SP:Iteration 10Q (54769.180000 sec): 3 clusters Score: Raw -3843627.772505 + Penalty 4989.940092 = -3838637.832414 nChanged 1065 SP:Iteration 11Q (54769.270000 sec): 3 clusters Score: Raw -3844289.726883 + Penalty 4989.940092 = -3839299.786791 nChanged 889 SP:Iteration 12Q (54769.370000 sec): 3 clusters Score: Raw -3844744.153860 + Penalty 4989.940092 = -3839754.213768 nChanged 691 SP:Iteration 13Q (54769.450000 sec): 3 clusters Score: Raw -3845079.041449 + Penalty 4989.940092 = -3840089.101357 nChanged 575 SP:Iteration 14Q (54769.550000 sec): 3 clusters Score: Raw -3845329.192507 + Penalty 4989.940092 = -3840339.252416 nChanged 476 SP:Iteration 15Q (54769.630000 sec): 3 clusters Score: Raw -3845528.287729 + Penalty 4989.940092 = -3840538.347638 nChanged 426 SP:Iteration 16Q (54769.730000 sec): 3 clusters Score: Raw -3845688.309329 + Penalty 4989.940092 = -3840698.369237 nChanged 392 SP:Iteration 17Q (54769.810000 sec): 3 clusters Score: Raw -3845834.066098 + Penalty 4989.940092 = -3840844.126007 nChanged 368 SP:Iteration 18Q (54769.900000 sec): 3 clusters Score: Raw -3845961.906134 + Penalty 4989.940092 = -3840971.966042 nChanged 327 SP:Iteration 19Q (54769.990000 sec): 3 clusters Score: Raw -3846071.183748 + Penalty 4989.940092 = -3841081.243656 nChanged 306 SP:Iteration 20F (54770.080000 sec): 3 clusters Score: Raw -3846171.683294 + Penalty 4989.940092 = -3841181.743202 nChanged 277 SP:Iteration 21Q (54770.170000 sec): 3 clusters Score: Raw -3846254.922594 + Penalty 4989.940092 = -3841264.982502 nChanged 251 SP:Iteration 22Q (54770.250000 sec): 3 clusters Score: Raw -3846326.633530 + Penalty 4989.940092 = -3841336.693438 nChanged 248 SP:Iteration 23Q (54770.330000 sec): 3 clusters Score: Raw -3846393.146028 + Penalty 4989.940092 = -3841403.205936 nChanged 211 SP:Iteration 24Q (54770.420000 sec): 3 clusters Score: Raw -3846447.823942 + Penalty 4989.940092 = -3841457.883851 nChanged 189 SP:Iteration 25Q (54770.500000 sec): 3 clusters Score: Raw -3846497.476457 + Penalty 4989.940092 = -3841507.536365 nChanged 183 SP:Iteration 26Q (54770.590000 sec): 3 clusters Score: Raw -3846548.511324 + Penalty 4989.940092 = -3841558.571233 nChanged 171 SP:Iteration 27Q (54770.670000 sec): 3 clusters Score: Raw -3846594.260408 + Penalty 4989.940092 = -3841604.320316 nChanged 164 SP:Iteration 28Q (54770.750000 sec): 3 clusters Score: Raw -3846637.466052 + Penalty 4989.940092 = -3841647.525960 nChanged 161 SP:Iteration 29Q (54770.830000 sec): 3 clusters Score: Raw -3846682.402144 + Penalty 4989.940092 = -3841692.462053 nChanged 143 SP:Iteration 30Q (54770.910000 sec): 3 clusters Score: Raw -3846715.862100 + Penalty 4989.940092 = -3841725.922008 nChanged 120 SP:Iteration 31Q (54771.000000 sec): 3 clusters Score: Raw -3846747.472836 + Penalty 4989.940092 = -3841757.532744 nChanged 119 SP:Iteration 32Q (54771.080000 sec): 3 clusters Score: Raw -3846781.359575 + Penalty 4989.940092 = -3841791.419484 nChanged 111 SP:Iteration 33Q (54771.160000 sec): 3 clusters Score: Raw -3846816.639223 + Penalty 4989.940092 = -3841826.699131 nChanged 113 SP:Iteration 34Q (54771.240000 sec): 3 clusters Score: Raw -3846851.117280 + Penalty 4989.940092 = -3841861.177188 nChanged 113 SP:Iteration 35Q (54771.320000 sec): 3 clusters Score: Raw -3846884.839795 + Penalty 4989.940092 = -3841894.899704 nChanged 102 SP:Iteration 36Q (54771.400000 sec): 3 clusters Score: Raw -3846914.988579 + Penalty 4989.940092 = -3841925.048488 nChanged 101 SP:Iteration 37Q (54771.480000 sec): 3 clusters Score: Raw -3846942.014520 + Penalty 4989.940092 = -3841952.074429 nChanged 84 SP:Iteration 38Q (54771.550000 sec): 3 clusters Score: Raw -3846964.427611 + Penalty 4989.940092 = -3841974.487519 nChanged 85 SP:Iteration 39Q (54771.630000 sec): 3 clusters Score: Raw -3846989.995173 + Penalty 4989.940092 = -3842000.055082 nChanged 89 SP:Iteration 40F (54771.730000 sec): 3 clusters Score: Raw -3847014.768365 + Penalty 4989.940092 = -3842024.828274 nChanged 74 SP:Iteration 41Q (54771.810000 sec): 3 clusters Score: Raw -3847034.116827 + Penalty 4989.940092 = -3842044.176736 nChanged 76 SP:Iteration 42Q (54771.880000 sec): 3 clusters Score: Raw -3847056.909169 + Penalty 4989.940092 = -3842066.969077 nChanged 64 SP:Iteration 43Q (54771.960000 sec): 3 clusters Score: Raw -3847076.758442 + Penalty 4989.940092 = -3842086.818350 nChanged 58 SP:Iteration 44Q (54772.040000 sec): 3 clusters Score: Raw -3847093.479900 + Penalty 4989.940092 = -3842103.539809 nChanged 50 SP:Iteration 45Q (54772.110000 sec): 3 clusters Score: Raw -3847106.909723 + Penalty 4989.940092 = -3842116.969631 nChanged 53 SP:Iteration 46Q (54772.190000 sec): 3 clusters Score: Raw -3847120.087013 + Penalty 4989.940092 = -3842130.146921 nChanged 39 SP:Iteration 47Q (54772.270000 sec): 3 clusters Score: Raw -3847129.935273 + Penalty 4989.940092 = -3842139.995181 nChanged 38 SP:Iteration 48Q (54772.340000 sec): 3 clusters Score: Raw -3847139.456848 + Penalty 4989.940092 = -3842149.516757 nChanged 41 SP:Iteration 49Q (54772.420000 sec): 3 clusters Score: Raw -3847151.375271 + Penalty 4989.940092 = -3842161.435180 nChanged 41 SP:Iteration 50Q (54772.490000 sec): 3 clusters Score: Raw -3847160.422970 + Penalty 4989.940092 = -3842170.482878 nChanged 35 SP:Iteration 51Q (54772.570000 sec): 3 clusters Score: Raw -3847169.453797 + Penalty 4989.940092 = -3842179.513705 nChanged 33 SP:Iteration 52Q (54772.650000 sec): 3 clusters Score: Raw -3847177.543934 + Penalty 4989.940092 = -3842187.603843 nChanged 38 SP:Iteration 53Q (54772.720000 sec): 3 clusters Score: Raw -3847186.935015 + Penalty 4989.940092 = -3842196.994923 nChanged 29 SP:Iteration 54Q (54772.800000 sec): 3 clusters Score: Raw -3847194.952188 + Penalty 4989.940092 = -3842205.012096 nChanged 28 SP:Iteration 55Q (54772.870000 sec): 3 clusters Score: Raw -3847201.449823 + Penalty 4989.940092 = -3842211.509731 nChanged 25 SP:Iteration 56Q (54772.950000 sec): 3 clusters Score: Raw -3847206.192185 + Penalty 4989.940092 = -3842216.252093 nChanged 25 SP:Iteration 57Q (54773.030000 sec): 3 clusters Score: Raw -3847212.711318 + Penalty 4989.940092 = -3842222.771227 nChanged 21 SP:Iteration 58Q (54773.100000 sec): 3 clusters Score: Raw -3847217.352420 + Penalty 4989.940092 = -3842227.412329 nChanged 23 SP:Iteration 59Q (54773.180000 sec): 3 clusters Score: Raw -3847222.845184 + Penalty 4989.940092 = -3842232.905092 nChanged 29 SP:Iteration 60F (54773.270000 sec): 3 clusters Score: Raw -3847228.747050 + Penalty 4989.940092 = -3842238.806959 nChanged 14 SP:Iteration 61Q (54773.340000 sec): 3 clusters Score: Raw -3847231.101467 + Penalty 4989.940092 = -3842241.161375 nChanged 13 SP:Iteration 62Q (54773.420000 sec): 3 clusters Score: Raw -3847233.662365 + Penalty 4989.940092 = -3842243.722273 nChanged 15 SP:Iteration 63Q (54773.490000 sec): 3 clusters Score: Raw -3847237.830124 + Penalty 4989.940092 = -3842247.890032 nChanged 19 SP:Iteration 64Q (54773.570000 sec): 3 clusters Score: Raw -3847241.542711 + Penalty 4989.940092 = -3842251.602619 nChanged 13 SP:Iteration 65Q (54773.650000 sec): 3 clusters Score: Raw -3847244.086274 + Penalty 4989.940092 = -3842254.146182 nChanged 19 SP:Iteration 66Q (54773.720000 sec): 3 clusters Score: Raw -3847247.796164 + Penalty 4989.940092 = -3842257.856072 nChanged 18 SP:Iteration 67Q (54773.790000 sec): 3 clusters Score: Raw -3847252.465199 + Penalty 4989.940092 = -3842262.525107 nChanged 17 SP:Iteration 68Q (54773.870000 sec): 3 clusters Score: Raw -3847255.790381 + Penalty 4989.940092 = -3842265.850290 nChanged 18 SP:Iteration 69Q (54773.940000 sec): 3 clusters Score: Raw -3847260.049113 + Penalty 4989.940092 = -3842270.109022 nChanged 11 SP:Iteration 70Q (54774.020000 sec): 3 clusters Score: Raw -3847261.824771 + Penalty 4989.940092 = -3842271.884679 nChanged 10 SP:Iteration 71Q (54774.090000 sec): 3 clusters Score: Raw -3847263.895758 + Penalty 4989.940092 = -3842273.955666 nChanged 15 SP:Iteration 72Q (54774.170000 sec): 3 clusters Score: Raw -3847267.441167 + Penalty 4989.940092 = -3842277.501076 nChanged 18 SP:Iteration 73Q (54774.240000 sec): 3 clusters Score: Raw -3847271.518632 + Penalty 4989.940092 = -3842281.578540 nChanged 15 SP:Iteration 74Q (54774.310000 sec): 3 clusters Score: Raw -3847275.281863 + Penalty 4989.940092 = -3842285.341771 nChanged 18 SP:Iteration 75Q (54774.390000 sec): 3 clusters Score: Raw -3847280.430141 + Penalty 4989.940092 = -3842290.490050 nChanged 19 SP:Iteration 76Q (54774.460000 sec): 3 clusters Score: Raw -3847285.763890 + Penalty 4989.940092 = -3842295.823799 nChanged 19 SP:Iteration 77Q (54774.540000 sec): 3 clusters Score: Raw -3847292.111419 + Penalty 4989.940092 = -3842302.171327 nChanged 12 SP:Iteration 78Q (54774.610000 sec): 3 clusters Score: Raw -3847295.043484 + Penalty 4989.940092 = -3842305.103392 nChanged 12 SP:Iteration 79Q (54774.690000 sec): 3 clusters Score: Raw -3847297.767268 + Penalty 4989.940092 = -3842307.827176 nChanged 13 SP:Iteration 80F (54774.780000 sec): 3 clusters Score: Raw -3847300.093760 + Penalty 4989.940092 = -3842310.153669 nChanged 4 SP:Iteration 81Q (54774.850000 sec): 3 clusters Score: Raw -3847300.703673 + Penalty 4989.940092 = -3842310.763581 nChanged 3 SP:Iteration 82Q (54774.930000 sec): 3 clusters Score: Raw -3847301.255201 + Penalty 4989.940092 = -3842311.315110 nChanged 4 SP:Iteration 83Q (54775.000000 sec): 3 clusters Score: Raw -3847302.287374 + Penalty 4989.940092 = -3842312.347282 nChanged 5 SP:Iteration 84Q (54775.070000 sec): 3 clusters Score: Raw -3847303.463287 + Penalty 4989.940092 = -3842313.523195 nChanged 7 SP:Iteration 85Q (54775.150000 sec): 3 clusters Score: Raw -3847304.658520 + Penalty 4989.940092 = -3842314.718429 nChanged 3 SP:Iteration 86Q (54775.220000 sec): 3 clusters Score: Raw -3847305.519232 + Penalty 4989.940092 = -3842315.579141 nChanged 6 SP:Iteration 87Q (54775.290000 sec): 3 clusters Score: Raw -3847306.550070 + Penalty 4989.940092 = -3842316.609979 nChanged 5 SP:Iteration 88Q (54775.370000 sec): 3 clusters Score: Raw -3847307.598050 + Penalty 4989.940092 = -3842317.657959 nChanged 3 SP:Iteration 89Q (54775.440000 sec): 3 clusters Score: Raw -3847308.595782 + Penalty 4989.940092 = -3842318.655690 nChanged 5 SP:Iteration 90Q (54775.510000 sec): 3 clusters Score: Raw -3847309.734476 + Penalty 4989.940092 = -3842319.794385 nChanged 5 SP:Iteration 91Q (54775.590000 sec): 3 clusters Score: Raw -3847310.742535 + Penalty 4989.940092 = -3842320.802443 nChanged 6 SP:Iteration 92Q (54775.660000 sec): 3 clusters Score: Raw -3847312.002590 + Penalty 4989.940092 = -3842322.062499 nChanged 8 SP:Iteration 93Q (54775.730000 sec): 3 clusters Score: Raw -3847313.539559 + Penalty 4989.940092 = -3842323.599467 nChanged 7 SP:Iteration 94Q (54775.810000 sec): 3 clusters Score: Raw -3847315.053074 + Penalty 4989.940092 = -3842325.112982 nChanged 6 SP:Iteration 95Q (54775.880000 sec): 3 clusters Score: Raw -3847316.722890 + Penalty 4989.940092 = -3842326.782799 nChanged 10 SP:Iteration 96Q (54775.960000 sec): 3 clusters Score: Raw -3847319.199312 + Penalty 4989.940092 = -3842329.259220 nChanged 7 SP:Iteration 97Q (54776.030000 sec): 3 clusters Score: Raw -3847320.131996 + Penalty 4989.940092 = -3842330.191904 nChanged 5 SP:Iteration 98Q (54776.100000 sec): 3 clusters Score: Raw -3847321.536495 + Penalty 4989.940092 = -3842331.596404 nChanged 3 SP:Iteration 99Q (54776.180000 sec): 3 clusters Score: Raw -3847322.206625 + Penalty 4989.940092 = -3842332.266534 nChanged 4 SP:Iteration 100F (54776.270000 sec): 3 clusters Score: Raw -3847323.204194 + Penalty 4989.940092 = -3842333.264102 nChanged 2 SP:Iteration 101Q (54776.340000 sec): 3 clusters Score: Raw -3847323.511798 + Penalty 4989.940092 = -3842333.571706 nChanged 2 SP:Iteration 102Q (54776.420000 sec): 3 clusters Score: Raw -3847324.074198 + Penalty 4989.940092 = -3842334.134106 nChanged 3 SP:Iteration 103Q (54776.490000 sec): 3 clusters Score: Raw -3847324.628877 + Penalty 4989.940092 = -3842334.688786 nChanged 3 SP:Iteration 104Q (54776.570000 sec): 3 clusters Score: Raw -3847325.342362 + Penalty 4989.940092 = -3842335.402270 nChanged 2 SP:Iteration 105Q (54776.640000 sec): 3 clusters Score: Raw -3847325.951741 + Penalty 4989.940092 = -3842336.011649 nChanged 4 SP:Iteration 106Q (54776.710000 sec): 3 clusters Score: Raw -3847327.148654 + Penalty 4989.940092 = -3842337.208562 nChanged 3 SP:Iteration 107Q (54776.790000 sec): 3 clusters Score: Raw -3847328.192924 + Penalty 4989.940092 = -3842338.252832 nChanged 4 SP:Iteration 108Q (54776.860000 sec): 3 clusters Score: Raw -3847328.992544 + Penalty 4989.940092 = -3842339.052453 nChanged 5 SP:Iteration 109Q (54776.930000 sec): 3 clusters Score: Raw -3847330.322690 + Penalty 4989.940092 = -3842340.382599 nChanged 1 SP:Iteration 110Q (54777.010000 sec): 3 clusters Score: Raw -3847330.391479 + Penalty 4989.940092 = -3842340.451387 nChanged 0 SP:Iteration 111F (54777.100000 sec): 3 clusters Score: Raw -3847330.391479 + Penalty 4989.940092 = -3842340.451387 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54777.120000 sec): 2 clusters Score: Raw -372873.442968 + Penalty 1922.259189 = -370951.183778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54777.130000 sec): 3 clusters Score: Raw -371985.226639 + Penalty 3844.518379 = -368140.708261 nChanged 752 SP:Iteration 1F (54777.130000 sec): 3 clusters Score: Raw -372482.474061 + Penalty 3844.518379 = -368637.955683 nChanged 176 SP:Iteration 2F (54777.150000 sec): 3 clusters Score: Raw -372611.272222 + Penalty 3844.518379 = -368766.753844 nChanged 87 SP:Iteration 3Q (54777.150000 sec): 3 clusters Score: Raw -372676.727059 + Penalty 3844.518379 = -368832.208681 nChanged 70 SP:Iteration 4Q (54777.160000 sec): 3 clusters Score: Raw -372740.566040 + Penalty 3844.518379 = -368896.047661 nChanged 60 SP:Iteration 5Q (54777.170000 sec): 3 clusters Score: Raw -372788.813662 + Penalty 3844.518379 = -368944.295283 nChanged 51 SP:Iteration 6Q (54777.180000 sec): 3 clusters Score: Raw -372820.466472 + Penalty 3844.518379 = -368975.948093 nChanged 25 SP:Iteration 7Q (54777.190000 sec): 3 clusters Score: Raw -372834.887646 + Penalty 3844.518379 = -368990.369267 nChanged 20 SP:Iteration 8Q (54777.200000 sec): 3 clusters Score: Raw -372849.966467 + Penalty 3844.518379 = -369005.448088 nChanged 29 SP:Iteration 9Q (54777.210000 sec): 3 clusters Score: Raw -372870.334378 + Penalty 3844.518379 = -369025.815999 nChanged 36 SP:Iteration 10Q (54777.220000 sec): 3 clusters Score: Raw -372896.895445 + Penalty 3844.518379 = -369052.377066 nChanged 42 SP:Iteration 11Q (54777.230000 sec): 3 clusters Score: Raw -372934.024584 + Penalty 3844.518379 = -369089.506206 nChanged 51 SP:Iteration 12Q (54777.240000 sec): 3 clusters Score: Raw -373001.252046 + Penalty 3844.518379 = -369156.733668 nChanged 73 SP:Iteration 13Q (54777.250000 sec): 3 clusters Score: Raw -373132.367697 + Penalty 3844.518379 = -369287.849318 nChanged 89 SP:Iteration 14Q (54777.250000 sec): 3 clusters Score: Raw -373297.424115 + Penalty 3844.518379 = -369452.905737 nChanged 93 SP:Iteration 15Q (54777.260000 sec): 3 clusters Score: Raw -373452.616164 + Penalty 3844.518379 = -369608.097785 nChanged 87 SP:Iteration 16Q (54777.270000 sec): 3 clusters Score: Raw -373595.263008 + Penalty 3844.518379 = -369750.744629 nChanged 98 SP:Iteration 17Q (54777.280000 sec): 3 clusters Score: Raw -373781.490335 + Penalty 3844.518379 = -369936.971957 nChanged 101 SP:Iteration 18Q (54777.290000 sec): 3 clusters Score: Raw -373979.955135 + Penalty 3844.518379 = -370135.436756 nChanged 89 SP:Iteration 19Q (54777.300000 sec): 3 clusters Score: Raw -374129.046378 + Penalty 3844.518379 = -370284.527999 nChanged 77 SP:Iteration 20F (54777.310000 sec): 3 clusters Score: Raw -374258.448364 + Penalty 3844.518379 = -370413.929986 nChanged 74 SP:Iteration 21Q (54777.310000 sec): 3 clusters Score: Raw -374350.433216 + Penalty 3844.518379 = -370505.914838 nChanged 46 SP:Iteration 22Q (54777.320000 sec): 3 clusters Score: Raw -374403.291799 + Penalty 3844.518379 = -370558.773420 nChanged 36 SP:Iteration 23Q (54777.330000 sec): 3 clusters Score: Raw -374450.084521 + Penalty 3844.518379 = -370605.566142 nChanged 31 SP:Iteration 24Q (54777.340000 sec): 3 clusters Score: Raw -374489.545018 + Penalty 3844.518379 = -370645.026639 nChanged 25 SP:Iteration 25Q (54777.350000 sec): 3 clusters Score: Raw -374529.290167 + Penalty 3844.518379 = -370684.771788 nChanged 29 SP:Iteration 26Q (54777.350000 sec): 3 clusters Score: Raw -374564.651295 + Penalty 3844.518379 = -370720.132916 nChanged 21 SP:Iteration 27Q (54777.360000 sec): 3 clusters Score: Raw -374586.630580 + Penalty 3844.518379 = -370742.112202 nChanged 17 SP:Iteration 28Q (54777.370000 sec): 3 clusters Score: Raw -374598.659125 + Penalty 3844.518379 = -370754.140747 nChanged 12 SP:Iteration 29Q (54777.380000 sec): 3 clusters Score: Raw -374606.244909 + Penalty 3844.518379 = -370761.726531 nChanged 7 SP:Iteration 30Q (54777.380000 sec): 3 clusters Score: Raw -374611.025600 + Penalty 3844.518379 = -370766.507221 nChanged 7 SP:Iteration 31Q (54777.390000 sec): 3 clusters Score: Raw -374615.192934 + Penalty 3844.518379 = -370770.674555 nChanged 4 SP:Iteration 32Q (54777.400000 sec): 3 clusters Score: Raw -374617.907538 + Penalty 3844.518379 = -370773.389160 nChanged 6 SP:Iteration 33Q (54777.410000 sec): 3 clusters Score: Raw -374621.619021 + Penalty 3844.518379 = -370777.100642 nChanged 2 SP:Iteration 34Q (54777.410000 sec): 3 clusters Score: Raw -374622.548756 + Penalty 3844.518379 = -370778.030377 nChanged 2 SP:Iteration 35Q (54777.420000 sec): 3 clusters Score: Raw -374624.107161 + Penalty 3844.518379 = -370779.588782 nChanged 3 SP:Iteration 36Q (54777.430000 sec): 3 clusters Score: Raw -374626.769527 + Penalty 3844.518379 = -370782.251149 nChanged 2 SP:Iteration 37Q (54777.440000 sec): 3 clusters Score: Raw -374628.566209 + Penalty 3844.518379 = -370784.047830 nChanged 4 SP:Iteration 38Q (54777.450000 sec): 3 clusters Score: Raw -374631.720507 + Penalty 3844.518379 = -370787.202128 nChanged 4 SP:Iteration 39Q (54777.450000 sec): 3 clusters Score: Raw -374634.393873 + Penalty 3844.518379 = -370789.875495 nChanged 3 SP:Iteration 40F (54777.460000 sec): 3 clusters Score: Raw -374636.612672 + Penalty 3844.518379 = -370792.094294 nChanged 3 SP:Iteration 41Q (54777.470000 sec): 3 clusters Score: Raw -374639.101370 + Penalty 3844.518379 = -370794.582992 nChanged 1 SP:Iteration 42Q (54777.480000 sec): 3 clusters Score: Raw -374640.438833 + Penalty 3844.518379 = -370795.920454 nChanged 0 SP:Iteration 43F (54777.490000 sec): 3 clusters Score: Raw -374640.438833 + Penalty 3844.518379 = -370795.920454 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54777.500000 sec): 2 clusters Score: Raw -542350.574298 + Penalty 2013.610850 = -540336.963448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54777.510000 sec): 3 clusters Score: Raw -540887.678140 + Penalty 4027.221700 = -536860.456440 nChanged 1209 SP:Iteration 1F (54777.530000 sec): 3 clusters Score: Raw -541803.473424 + Penalty 4027.221700 = -537776.251723 nChanged 308 SP:Iteration 2F (54777.540000 sec): 3 clusters Score: Raw -542139.972717 + Penalty 4027.221700 = -538112.751017 nChanged 235 SP:Iteration 3F (54777.550000 sec): 3 clusters Score: Raw -542394.599382 + Penalty 4027.221700 = -538367.377681 nChanged 192 SP:Iteration 4F (54777.570000 sec): 3 clusters Score: Raw -542602.924911 + Penalty 4027.221700 = -538575.703210 nChanged 172 SP:Iteration 5F (54777.580000 sec): 3 clusters Score: Raw -542782.116666 + Penalty 4027.221700 = -538754.894965 nChanged 141 SP:Iteration 6Q (54777.590000 sec): 3 clusters Score: Raw -542895.806163 + Penalty 4027.221700 = -538868.584463 nChanged 98 SP:Iteration 7Q (54777.610000 sec): 3 clusters Score: Raw -542970.278102 + Penalty 4027.221700 = -538943.056402 nChanged 88 SP:Iteration 8Q (54777.620000 sec): 3 clusters Score: Raw -543044.267292 + Penalty 4027.221700 = -539017.045591 nChanged 82 SP:Iteration 9Q (54777.630000 sec): 3 clusters Score: Raw -543107.199822 + Penalty 4027.221700 = -539079.978122 nChanged 67 SP:Iteration 10Q (54777.650000 sec): 3 clusters Score: Raw -543149.193563 + Penalty 4027.221700 = -539121.971862 nChanged 41 SP:Iteration 11Q (54777.660000 sec): 3 clusters Score: Raw -543174.551791 + Penalty 4027.221700 = -539147.330091 nChanged 30 SP:Iteration 12Q (54777.670000 sec): 3 clusters Score: Raw -543192.818721 + Penalty 4027.221700 = -539165.597020 nChanged 25 SP:Iteration 13Q (54777.680000 sec): 3 clusters Score: Raw -543208.805975 + Penalty 4027.221700 = -539181.584274 nChanged 16 SP:Iteration 14Q (54777.690000 sec): 3 clusters Score: Raw -543222.555463 + Penalty 4027.221700 = -539195.333763 nChanged 23 SP:Iteration 15Q (54777.710000 sec): 3 clusters Score: Raw -543240.676702 + Penalty 4027.221700 = -539213.455001 nChanged 17 SP:Iteration 16Q (54777.720000 sec): 3 clusters Score: Raw -543254.714384 + Penalty 4027.221700 = -539227.492683 nChanged 14 SP:Iteration 17Q (54777.730000 sec): 3 clusters Score: Raw -543264.989068 + Penalty 4027.221700 = -539237.767368 nChanged 11 SP:Iteration 18Q (54777.740000 sec): 3 clusters Score: Raw -543271.207014 + Penalty 4027.221700 = -539243.985313 nChanged 10 SP:Iteration 19Q (54777.750000 sec): 3 clusters Score: Raw -543278.297778 + Penalty 4027.221700 = -539251.076078 nChanged 7 SP:Iteration 20F (54777.770000 sec): 3 clusters Score: Raw -543282.582767 + Penalty 4027.221700 = -539255.361067 nChanged 5 SP:Iteration 21Q (54777.780000 sec): 3 clusters Score: Raw -543285.619607 + Penalty 4027.221700 = -539258.397906 nChanged 6 SP:Iteration 22Q (54777.790000 sec): 3 clusters Score: Raw -543288.994545 + Penalty 4027.221700 = -539261.772845 nChanged 5 SP:Iteration 23Q (54777.810000 sec): 3 clusters Score: Raw -543290.438678 + Penalty 4027.221700 = -539263.216977 nChanged 1 SP:Iteration 24Q (54777.820000 sec): 3 clusters Score: Raw -543290.807451 + Penalty 4027.221700 = -539263.585750 nChanged 1 SP:Iteration 25Q (54777.830000 sec): 3 clusters Score: Raw -543291.103589 + Penalty 4027.221700 = -539263.881888 nChanged 2 SP:Iteration 26Q (54777.840000 sec): 3 clusters Score: Raw -543291.788834 + Penalty 4027.221700 = -539264.567134 nChanged 1 SP:Iteration 27Q (54777.850000 sec): 3 clusters Score: Raw -543291.997556 + Penalty 4027.221700 = -539264.775856 nChanged 1 SP:Iteration 28Q (54777.870000 sec): 3 clusters Score: Raw -543292.661343 + Penalty 4027.221700 = -539265.439642 nChanged 2 SP:Iteration 29Q (54777.880000 sec): 3 clusters Score: Raw -543293.360241 + Penalty 4027.221700 = -539266.138540 nChanged 2 SP:Iteration 30Q (54777.890000 sec): 3 clusters Score: Raw -543294.069959 + Penalty 4027.221700 = -539266.848259 nChanged 1 SP:Iteration 31Q (54777.900000 sec): 3 clusters Score: Raw -543294.263615 + Penalty 4027.221700 = -539267.041915 nChanged 0 SP:Iteration 32F (54777.920000 sec): 3 clusters Score: Raw -543294.263615 + Penalty 4027.221700 = -539267.041915 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54777.950000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54777.990000 sec): 3 clusters Score: Raw -1720006.126413 + Penalty 4548.184438 = -1715457.941976 nChanged 3969 SP:Iteration 1F (54778.030000 sec): 3 clusters Score: Raw -1722180.517520 + Penalty 4548.184438 = -1717632.333082 nChanged 678 SP:Iteration 2F (54778.070000 sec): 3 clusters Score: Raw -1722535.545492 + Penalty 4548.184438 = -1717987.361054 nChanged 504 SP:Iteration 3F (54778.110000 sec): 3 clusters Score: Raw -1722765.897266 + Penalty 4548.184438 = -1718217.712828 nChanged 408 SP:Iteration 4Q (54778.140000 sec): 3 clusters Score: Raw -1722966.234079 + Penalty 4548.184438 = -1718418.049641 nChanged 369 SP:Iteration 5Q (54778.180000 sec): 3 clusters Score: Raw -1723135.553003 + Penalty 4548.184438 = -1718587.368566 nChanged 362 SP:Iteration 6Q (54778.220000 sec): 3 clusters Score: Raw -1723299.553165 + Penalty 4548.184438 = -1718751.368727 nChanged 342 SP:Iteration 7Q (54778.260000 sec): 3 clusters Score: Raw -1723457.839456 + Penalty 4548.184438 = -1718909.655018 nChanged 320 SP:Iteration 8Q (54778.300000 sec): 3 clusters Score: Raw -1723610.890847 + Penalty 4548.184438 = -1719062.706409 nChanged 321 SP:Iteration 9Q (54778.330000 sec): 3 clusters Score: Raw -1723787.958218 + Penalty 4548.184438 = -1719239.773780 nChanged 337 SP:Iteration 10Q (54778.370000 sec): 3 clusters Score: Raw -1724012.923935 + Penalty 4548.184438 = -1719464.739497 nChanged 354 SP:Iteration 11Q (54778.410000 sec): 3 clusters Score: Raw -1724266.505956 + Penalty 4548.184438 = -1719718.321518 nChanged 353 SP:Iteration 12Q (54778.450000 sec): 3 clusters Score: Raw -1724542.184303 + Penalty 4548.184438 = -1719993.999865 nChanged 336 SP:Iteration 13Q (54778.490000 sec): 3 clusters Score: Raw -1724838.124471 + Penalty 4548.184438 = -1720289.940033 nChanged 269 SP:Iteration 14Q (54778.520000 sec): 3 clusters Score: Raw -1725050.283426 + Penalty 4548.184438 = -1720502.098989 nChanged 198 SP:Iteration 15Q (54778.560000 sec): 3 clusters Score: Raw -1725174.442731 + Penalty 4548.184438 = -1720626.258293 nChanged 125 SP:Iteration 16Q (54778.590000 sec): 3 clusters Score: Raw -1725236.559863 + Penalty 4548.184438 = -1720688.375425 nChanged 89 SP:Iteration 17Q (54778.630000 sec): 3 clusters Score: Raw -1725278.223360 + Penalty 4548.184438 = -1720730.038922 nChanged 68 SP:Iteration 18Q (54778.660000 sec): 3 clusters Score: Raw -1725317.371777 + Penalty 4548.184438 = -1720769.187340 nChanged 55 SP:Iteration 19Q (54778.690000 sec): 3 clusters Score: Raw -1725344.855211 + Penalty 4548.184438 = -1720796.670773 nChanged 59 SP:Iteration 20F (54778.730000 sec): 3 clusters Score: Raw -1725375.460912 + Penalty 4548.184438 = -1720827.276474 nChanged 58 SP:Iteration 21Q (54778.770000 sec): 3 clusters Score: Raw -1725403.413201 + Penalty 4548.184438 = -1720855.228764 nChanged 52 SP:Iteration 22Q (54778.800000 sec): 3 clusters Score: Raw -1725424.917284 + Penalty 4548.184438 = -1720876.732846 nChanged 33 SP:Iteration 23Q (54778.830000 sec): 3 clusters Score: Raw -1725435.368910 + Penalty 4548.184438 = -1720887.184472 nChanged 28 SP:Iteration 24Q (54778.870000 sec): 3 clusters Score: Raw -1725444.960808 + Penalty 4548.184438 = -1720896.776370 nChanged 30 SP:Iteration 25Q (54778.900000 sec): 3 clusters Score: Raw -1725456.222682 + Penalty 4548.184438 = -1720908.038245 nChanged 26 SP:Iteration 26Q (54778.930000 sec): 3 clusters Score: Raw -1725464.258008 + Penalty 4548.184438 = -1720916.073571 nChanged 14 SP:Iteration 27Q (54778.960000 sec): 3 clusters Score: Raw -1725468.739021 + Penalty 4548.184438 = -1720920.554584 nChanged 10 SP:Iteration 28Q (54778.990000 sec): 3 clusters Score: Raw -1725471.460148 + Penalty 4548.184438 = -1720923.275710 nChanged 11 SP:Iteration 29Q (54779.030000 sec): 3 clusters Score: Raw -1725474.044838 + Penalty 4548.184438 = -1720925.860400 nChanged 6 SP:Iteration 30Q (54779.060000 sec): 3 clusters Score: Raw -1725475.851851 + Penalty 4548.184438 = -1720927.667413 nChanged 4 SP:Iteration 31Q (54779.090000 sec): 3 clusters Score: Raw -1725477.105690 + Penalty 4548.184438 = -1720928.921252 nChanged 3 SP:Iteration 32Q (54779.120000 sec): 3 clusters Score: Raw -1725477.762870 + Penalty 4548.184438 = -1720929.578432 nChanged 3 SP:Iteration 33Q (54779.150000 sec): 3 clusters Score: Raw -1725478.949436 + Penalty 4548.184438 = -1720930.764998 nChanged 4 SP:Iteration 34Q (54779.180000 sec): 3 clusters Score: Raw -1725480.394458 + Penalty 4548.184438 = -1720932.210020 nChanged 6 SP:Iteration 35Q (54779.210000 sec): 3 clusters Score: Raw -1725481.857881 + Penalty 4548.184438 = -1720933.673443 nChanged 7 SP:Iteration 36Q (54779.250000 sec): 3 clusters Score: Raw -1725484.649623 + Penalty 4548.184438 = -1720936.465185 nChanged 13 SP:Iteration 37Q (54779.280000 sec): 3 clusters Score: Raw -1725488.911232 + Penalty 4548.184438 = -1720940.726794 nChanged 9 SP:Iteration 38Q (54779.310000 sec): 3 clusters Score: Raw -1725491.195337 + Penalty 4548.184438 = -1720943.010899 nChanged 7 SP:Iteration 39Q (54779.340000 sec): 3 clusters Score: Raw -1725492.687288 + Penalty 4548.184438 = -1720944.502850 nChanged 4 SP:Iteration 40F (54779.380000 sec): 3 clusters Score: Raw -1725494.342981 + Penalty 4548.184438 = -1720946.158543 nChanged 5 SP:Iteration 41Q (54779.410000 sec): 3 clusters Score: Raw -1725496.078853 + Penalty 4548.184438 = -1720947.894415 nChanged 8 SP:Iteration 42Q (54779.440000 sec): 3 clusters Score: Raw -1725498.644931 + Penalty 4548.184438 = -1720950.460493 nChanged 11 SP:Iteration 43Q (54779.470000 sec): 3 clusters Score: Raw -1725502.029967 + Penalty 4548.184438 = -1720953.845529 nChanged 10 SP:Iteration 44Q (54779.510000 sec): 3 clusters Score: Raw -1725505.578403 + Penalty 4548.184438 = -1720957.393965 nChanged 6 SP:Iteration 45Q (54779.540000 sec): 3 clusters Score: Raw -1725507.593536 + Penalty 4548.184438 = -1720959.409098 nChanged 5 SP:Iteration 46Q (54779.570000 sec): 3 clusters Score: Raw -1725508.628007 + Penalty 4548.184438 = -1720960.443570 nChanged 3 SP:Iteration 47Q (54779.600000 sec): 3 clusters Score: Raw -1725509.660385 + Penalty 4548.184438 = -1720961.475948 nChanged 3 SP:Iteration 48Q (54779.630000 sec): 3 clusters Score: Raw -1725510.187470 + Penalty 4548.184438 = -1720962.003032 nChanged 5 SP:Iteration 49Q (54779.660000 sec): 3 clusters Score: Raw -1725511.485201 + Penalty 4548.184438 = -1720963.300764 nChanged 2 SP:Iteration 50Q (54779.690000 sec): 3 clusters Score: Raw -1725511.926049 + Penalty 4548.184438 = -1720963.741611 nChanged 1 SP:Iteration 51Q (54779.730000 sec): 3 clusters Score: Raw -1725512.033382 + Penalty 4548.184438 = -1720963.848944 nChanged 1 SP:Iteration 52Q (54779.760000 sec): 3 clusters Score: Raw -1725512.399391 + Penalty 4548.184438 = -1720964.214953 nChanged 2 SP:Iteration 53Q (54779.790000 sec): 3 clusters Score: Raw -1725513.056441 + Penalty 4548.184438 = -1720964.872003 nChanged 1 SP:Iteration 54Q (54779.820000 sec): 3 clusters Score: Raw -1725513.377711 + Penalty 4548.184438 = -1720965.193273 nChanged 1 SP:Iteration 55Q (54779.850000 sec): 3 clusters Score: Raw -1725513.631283 + Penalty 4548.184438 = -1720965.446845 nChanged 1 SP:Iteration 56Q (54779.880000 sec): 3 clusters Score: Raw -1725514.050795 + Penalty 4548.184438 = -1720965.866357 nChanged 0 SP:Iteration 57F (54779.920000 sec): 3 clusters Score: Raw -1725514.050795 + Penalty 4548.184438 = -1720965.866357 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54780.050000 sec): 2 clusters Score: Raw -6576456.182209 + Penalty 2613.765326 = -6573842.416883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54780.200000 sec): 3 clusters Score: Raw -6553590.829247 + Penalty 5227.530652 = -6548363.298595 nChanged 17167 SP:Iteration 1F (54780.350000 sec): 3 clusters Score: Raw -6563214.638168 + Penalty 5227.530652 = -6557987.107516 nChanged 1810 SP:Iteration 2Q (54780.510000 sec): 3 clusters Score: Raw -6563839.242790 + Penalty 5227.530652 = -6558611.712139 nChanged 1704 SP:Iteration 3Q (54780.660000 sec): 3 clusters Score: Raw -6564460.423625 + Penalty 5227.530652 = -6559232.892973 nChanged 1747 SP:Iteration 4Q (54780.810000 sec): 3 clusters Score: Raw -6565177.004419 + Penalty 5227.530652 = -6559949.473767 nChanged 1913 SP:Iteration 5F (54780.960000 sec): 3 clusters Score: Raw -6566122.381055 + Penalty 5227.530652 = -6560894.850403 nChanged 2220 SP:Iteration 6F (54781.110000 sec): 3 clusters Score: Raw -6567458.141905 + Penalty 5227.530652 = -6562230.611253 nChanged 2538 SP:Iteration 7F (54781.260000 sec): 3 clusters Score: Raw -6569305.998325 + Penalty 5227.530652 = -6564078.467674 nChanged 2612 SP:Iteration 8F (54781.410000 sec): 3 clusters Score: Raw -6571489.738716 + Penalty 5227.530652 = -6566262.208064 nChanged 2295 SP:Iteration 9F (54781.560000 sec): 3 clusters Score: Raw -6573633.253039 + Penalty 5227.530652 = -6568405.722387 nChanged 1652 SP:Iteration 10Q (54781.710000 sec): 3 clusters Score: Raw -6575224.763864 + Penalty 5227.530652 = -6569997.233212 nChanged 849 SP:Iteration 11Q (54781.840000 sec): 3 clusters Score: Raw -6576044.233044 + Penalty 5227.530652 = -6570816.702392 nChanged 324 SP:Iteration 12Q (54781.960000 sec): 3 clusters Score: Raw -6576383.827975 + Penalty 5227.530652 = -6571156.297323 nChanged 139 SP:Iteration 13Q (54782.070000 sec): 3 clusters Score: Raw -6576558.847641 + Penalty 5227.530652 = -6571331.316989 nChanged 57 SP:Iteration 14Q (54782.180000 sec): 3 clusters Score: Raw -6576637.523379 + Penalty 5227.530652 = -6571409.992727 nChanged 35 SP:Iteration 15Q (54782.280000 sec): 3 clusters Score: Raw -6576683.810670 + Penalty 5227.530652 = -6571456.280019 nChanged 13 SP:Iteration 16Q (54782.390000 sec): 3 clusters Score: Raw -6576708.685778 + Penalty 5227.530652 = -6571481.155126 nChanged 11 SP:Iteration 17Q (54782.490000 sec): 3 clusters Score: Raw -6576724.248524 + Penalty 5227.530652 = -6571496.717872 nChanged 5 SP:Iteration 18Q (54782.600000 sec): 3 clusters Score: Raw -6576730.971573 + Penalty 5227.530652 = -6571503.440922 nChanged 3 SP:Iteration 19Q (54782.700000 sec): 3 clusters Score: Raw -6576733.121408 + Penalty 5227.530652 = -6571505.590756 nChanged 1 SP:Iteration 20F (54782.850000 sec): 3 clusters Score: Raw -6576735.816583 + Penalty 5227.530652 = -6571508.285931 nChanged 1 SP:Iteration 21Q (54782.950000 sec): 3 clusters Score: Raw -6576737.966602 + Penalty 5227.530652 = -6571510.435950 nChanged 2 SP:Iteration 22Q (54783.060000 sec): 3 clusters Score: Raw -6576740.667467 + Penalty 5227.530652 = -6571513.136815 nChanged 1 SP:Iteration 23Q (54783.160000 sec): 3 clusters Score: Raw -6576742.062108 + Penalty 5227.530652 = -6571514.531456 nChanged 0 SP:Iteration 24F (54783.310000 sec): 3 clusters Score: Raw -6576742.062108 + Penalty 5227.530652 = -6571514.531456 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54783.360000 sec): 2 clusters Score: Raw -2020433.181536 + Penalty 2325.652957 = -2018107.528580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54783.410000 sec): 3 clusters Score: Raw -2013992.316299 + Penalty 4651.305913 = -2009341.010385 nChanged 4978 SP:Iteration 1F (54783.450000 sec): 3 clusters Score: Raw -2016612.913248 + Penalty 4651.305913 = -2011961.607335 nChanged 720 SP:Iteration 2F (54783.500000 sec): 3 clusters Score: Raw -2016915.457027 + Penalty 4651.305913 = -2012264.151113 nChanged 568 SP:Iteration 3Q (54783.550000 sec): 3 clusters Score: Raw -2017154.859146 + Penalty 4651.305913 = -2012503.553233 nChanged 528 SP:Iteration 4Q (54783.590000 sec): 3 clusters Score: Raw -2017404.237130 + Penalty 4651.305913 = -2012752.931217 nChanged 497 SP:Iteration 5Q (54783.640000 sec): 3 clusters Score: Raw -2017643.141079 + Penalty 4651.305913 = -2012991.835166 nChanged 502 SP:Iteration 6Q (54783.690000 sec): 3 clusters Score: Raw -2017922.427326 + Penalty 4651.305913 = -2013271.121413 nChanged 542 SP:Iteration 7Q (54783.730000 sec): 3 clusters Score: Raw -2018228.174524 + Penalty 4651.305913 = -2013576.868611 nChanged 553 SP:Iteration 8Q (54783.780000 sec): 3 clusters Score: Raw -2018537.917606 + Penalty 4651.305913 = -2013886.611693 nChanged 527 SP:Iteration 9Q (54783.830000 sec): 3 clusters Score: Raw -2018839.935038 + Penalty 4651.305913 = -2014188.629125 nChanged 490 SP:Iteration 10Q (54783.870000 sec): 3 clusters Score: Raw -2019118.724367 + Penalty 4651.305913 = -2014467.418453 nChanged 433 SP:Iteration 11Q (54783.920000 sec): 3 clusters Score: Raw -2019367.718530 + Penalty 4651.305913 = -2014716.412617 nChanged 397 SP:Iteration 12Q (54783.970000 sec): 3 clusters Score: Raw -2019599.932913 + Penalty 4651.305913 = -2014948.626999 nChanged 348 SP:Iteration 13Q (54784.010000 sec): 3 clusters Score: Raw -2019794.516108 + Penalty 4651.305913 = -2015143.210194 nChanged 290 SP:Iteration 14Q (54784.060000 sec): 3 clusters Score: Raw -2019941.840503 + Penalty 4651.305913 = -2015290.534590 nChanged 203 SP:Iteration 15Q (54784.100000 sec): 3 clusters Score: Raw -2020033.049098 + Penalty 4651.305913 = -2015381.743184 nChanged 184 SP:Iteration 16Q (54784.150000 sec): 3 clusters Score: Raw -2020118.114209 + Penalty 4651.305913 = -2015466.808296 nChanged 160 SP:Iteration 17Q (54784.190000 sec): 3 clusters Score: Raw -2020194.462776 + Penalty 4651.305913 = -2015543.156862 nChanged 156 SP:Iteration 18Q (54784.240000 sec): 3 clusters Score: Raw -2020264.987908 + Penalty 4651.305913 = -2015613.681995 nChanged 115 SP:Iteration 19Q (54784.280000 sec): 3 clusters Score: Raw -2020320.335781 + Penalty 4651.305913 = -2015669.029868 nChanged 99 SP:Iteration 20F (54784.330000 sec): 3 clusters Score: Raw -2020368.934801 + Penalty 4651.305913 = -2015717.628887 nChanged 96 SP:Iteration 21Q (54784.370000 sec): 3 clusters Score: Raw -2020420.588335 + Penalty 4651.305913 = -2015769.282421 nChanged 101 SP:Iteration 22Q (54784.420000 sec): 3 clusters Score: Raw -2020476.046191 + Penalty 4651.305913 = -2015824.740277 nChanged 86 SP:Iteration 23Q (54784.460000 sec): 3 clusters Score: Raw -2020521.112842 + Penalty 4651.305913 = -2015869.806929 nChanged 70 SP:Iteration 24Q (54784.510000 sec): 3 clusters Score: Raw -2020553.395551 + Penalty 4651.305913 = -2015902.089637 nChanged 50 SP:Iteration 25Q (54784.550000 sec): 3 clusters Score: Raw -2020574.716244 + Penalty 4651.305913 = -2015923.410331 nChanged 35 SP:Iteration 26Q (54784.590000 sec): 3 clusters Score: Raw -2020587.446789 + Penalty 4651.305913 = -2015936.140876 nChanged 29 SP:Iteration 27Q (54784.630000 sec): 3 clusters Score: Raw -2020598.855340 + Penalty 4651.305913 = -2015947.549427 nChanged 27 SP:Iteration 28Q (54784.670000 sec): 3 clusters Score: Raw -2020608.960193 + Penalty 4651.305913 = -2015957.654280 nChanged 21 SP:Iteration 29Q (54784.720000 sec): 3 clusters Score: Raw -2020618.172972 + Penalty 4651.305913 = -2015966.867058 nChanged 23 SP:Iteration 30Q (54784.760000 sec): 3 clusters Score: Raw -2020627.947744 + Penalty 4651.305913 = -2015976.641831 nChanged 20 SP:Iteration 31Q (54784.800000 sec): 3 clusters Score: Raw -2020635.030410 + Penalty 4651.305913 = -2015983.724497 nChanged 19 SP:Iteration 32Q (54784.840000 sec): 3 clusters Score: Raw -2020643.476278 + Penalty 4651.305913 = -2015992.170364 nChanged 21 SP:Iteration 33Q (54784.880000 sec): 3 clusters Score: Raw -2020652.432424 + Penalty 4651.305913 = -2016001.126511 nChanged 15 SP:Iteration 34Q (54784.930000 sec): 3 clusters Score: Raw -2020658.886006 + Penalty 4651.305913 = -2016007.580093 nChanged 13 SP:Iteration 35Q (54784.970000 sec): 3 clusters Score: Raw -2020664.297212 + Penalty 4651.305913 = -2016012.991299 nChanged 10 SP:Iteration 36Q (54785.010000 sec): 3 clusters Score: Raw -2020668.242500 + Penalty 4651.305913 = -2016016.936587 nChanged 14 SP:Iteration 37Q (54785.050000 sec): 3 clusters Score: Raw -2020675.876872 + Penalty 4651.305913 = -2016024.570959 nChanged 13 SP:Iteration 38Q (54785.090000 sec): 3 clusters Score: Raw -2020682.535136 + Penalty 4651.305913 = -2016031.229222 nChanged 10 SP:Iteration 39Q (54785.130000 sec): 3 clusters Score: Raw -2020687.057726 + Penalty 4651.305913 = -2016035.751813 nChanged 11 SP:Iteration 40F (54785.180000 sec): 3 clusters Score: Raw -2020691.980780 + Penalty 4651.305913 = -2016040.674867 nChanged 7 SP:Iteration 41Q (54785.220000 sec): 3 clusters Score: Raw -2020695.502880 + Penalty 4651.305913 = -2016044.196967 nChanged 8 SP:Iteration 42Q (54785.260000 sec): 3 clusters Score: Raw -2020700.108335 + Penalty 4651.305913 = -2016048.802421 nChanged 10 SP:Iteration 43Q (54785.300000 sec): 3 clusters Score: Raw -2020704.204142 + Penalty 4651.305913 = -2016052.898228 nChanged 7 SP:Iteration 44Q (54785.340000 sec): 3 clusters Score: Raw -2020707.565269 + Penalty 4651.305913 = -2016056.259355 nChanged 5 SP:Iteration 45Q (54785.380000 sec): 3 clusters Score: Raw -2020709.385069 + Penalty 4651.305913 = -2016058.079155 nChanged 6 SP:Iteration 46Q (54785.420000 sec): 3 clusters Score: Raw -2020712.099169 + Penalty 4651.305913 = -2016060.793256 nChanged 5 SP:Iteration 47Q (54785.460000 sec): 3 clusters Score: Raw -2020715.574366 + Penalty 4651.305913 = -2016064.268453 nChanged 11 SP:Iteration 48Q (54785.500000 sec): 3 clusters Score: Raw -2020720.070399 + Penalty 4651.305913 = -2016068.764486 nChanged 14 SP:Iteration 49Q (54785.540000 sec): 3 clusters Score: Raw -2020726.767141 + Penalty 4651.305913 = -2016075.461227 nChanged 15 SP:Iteration 50Q (54785.580000 sec): 3 clusters Score: Raw -2020734.932444 + Penalty 4651.305913 = -2016083.626531 nChanged 17 SP:Iteration 51Q (54785.620000 sec): 3 clusters Score: Raw -2020746.319556 + Penalty 4651.305913 = -2016095.013643 nChanged 17 SP:Iteration 52Q (54785.660000 sec): 3 clusters Score: Raw -2020755.324221 + Penalty 4651.305913 = -2016104.018308 nChanged 14 SP:Iteration 53Q (54785.700000 sec): 3 clusters Score: Raw -2020760.842582 + Penalty 4651.305913 = -2016109.536669 nChanged 9 SP:Iteration 54Q (54785.740000 sec): 3 clusters Score: Raw -2020765.134513 + Penalty 4651.305913 = -2016113.828600 nChanged 5 SP:Iteration 55Q (54785.780000 sec): 3 clusters Score: Raw -2020767.553572 + Penalty 4651.305913 = -2016116.247659 nChanged 7 SP:Iteration 56Q (54785.820000 sec): 3 clusters Score: Raw -2020772.116362 + Penalty 4651.305913 = -2016120.810449 nChanged 6 SP:Iteration 57Q (54785.860000 sec): 3 clusters Score: Raw -2020776.186139 + Penalty 4651.305913 = -2016124.880225 nChanged 3 SP:Iteration 58Q (54785.900000 sec): 3 clusters Score: Raw -2020777.935375 + Penalty 4651.305913 = -2016126.629461 nChanged 1 SP:Iteration 59Q (54785.940000 sec): 3 clusters Score: Raw -2020779.667733 + Penalty 4651.305913 = -2016128.361819 nChanged 4 SP:Iteration 60F (54785.980000 sec): 3 clusters Score: Raw -2020782.153354 + Penalty 4651.305913 = -2016130.847440 nChanged 3 SP:Iteration 61Q (54786.020000 sec): 3 clusters Score: Raw -2020783.579332 + Penalty 4651.305913 = -2016132.273419 nChanged 4 SP:Iteration 62Q (54786.060000 sec): 3 clusters Score: Raw -2020785.476334 + Penalty 4651.305913 = -2016134.170420 nChanged 4 SP:Iteration 63Q (54786.100000 sec): 3 clusters Score: Raw -2020787.590141 + Penalty 4651.305913 = -2016136.284228 nChanged 6 SP:Iteration 64Q (54786.140000 sec): 3 clusters Score: Raw -2020790.480534 + Penalty 4651.305913 = -2016139.174621 nChanged 6 SP:Iteration 65Q (54786.180000 sec): 3 clusters Score: Raw -2020792.450187 + Penalty 4651.305913 = -2016141.144274 nChanged 5 SP:Iteration 66Q (54786.220000 sec): 3 clusters Score: Raw -2020795.494364 + Penalty 4651.305913 = -2016144.188450 nChanged 4 SP:Iteration 67Q (54786.260000 sec): 3 clusters Score: Raw -2020797.504091 + Penalty 4651.305913 = -2016146.198177 nChanged 4 SP:Iteration 68Q (54786.300000 sec): 3 clusters Score: Raw -2020799.539976 + Penalty 4651.305913 = -2016148.234063 nChanged 4 SP:Iteration 69Q (54786.340000 sec): 3 clusters Score: Raw -2020801.482056 + Penalty 4651.305913 = -2016150.176143 nChanged 1 SP:Iteration 70Q (54786.370000 sec): 3 clusters Score: Raw -2020802.390225 + Penalty 4651.305913 = -2016151.084312 nChanged 1 SP:Iteration 71Q (54786.410000 sec): 3 clusters Score: Raw -2020802.895722 + Penalty 4651.305913 = -2016151.589808 nChanged 1 SP:Iteration 72Q (54786.450000 sec): 3 clusters Score: Raw -2020804.218291 + Penalty 4651.305913 = -2016152.912378 nChanged 1 SP:Iteration 73Q (54786.490000 sec): 3 clusters Score: Raw -2020804.885310 + Penalty 4651.305913 = -2016153.579396 nChanged 0 SP:Iteration 74F (54786.540000 sec): 3 clusters Score: Raw -2020804.885310 + Penalty 4651.305913 = -2016153.579396 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54786.560000 sec): 2 clusters Score: Raw -780494.101378 + Penalty 2097.551196 = -778396.550182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54786.580000 sec): 3 clusters Score: Raw -778274.097514 + Penalty 4195.102392 = -774078.995122 nChanged 1779 SP:Iteration 1F (54786.600000 sec): 3 clusters Score: Raw -779380.651946 + Penalty 4195.102392 = -775185.549554 nChanged 427 SP:Iteration 2F (54786.620000 sec): 3 clusters Score: Raw -779777.855215 + Penalty 4195.102392 = -775582.752823 nChanged 318 SP:Iteration 3F (54786.630000 sec): 3 clusters Score: Raw -780091.317818 + Penalty 4195.102392 = -775896.215426 nChanged 268 SP:Iteration 4F (54786.650000 sec): 3 clusters Score: Raw -780343.150244 + Penalty 4195.102392 = -776148.047853 nChanged 263 SP:Iteration 5F (54786.670000 sec): 3 clusters Score: Raw -780632.318673 + Penalty 4195.102392 = -776437.216281 nChanged 253 SP:Iteration 6F (54786.690000 sec): 3 clusters Score: Raw -780868.568400 + Penalty 4195.102392 = -776673.466008 nChanged 190 SP:Iteration 7Q (54786.710000 sec): 3 clusters Score: Raw -781008.022357 + Penalty 4195.102392 = -776812.919965 nChanged 141 SP:Iteration 8Q (54786.730000 sec): 3 clusters Score: Raw -781100.859660 + Penalty 4195.102392 = -776905.757269 nChanged 114 SP:Iteration 9Q (54786.740000 sec): 3 clusters Score: Raw -781172.383829 + Penalty 4195.102392 = -776977.281438 nChanged 72 SP:Iteration 10Q (54786.760000 sec): 3 clusters Score: Raw -781212.242366 + Penalty 4195.102392 = -777017.139974 nChanged 57 SP:Iteration 11Q (54786.780000 sec): 3 clusters Score: Raw -781246.234441 + Penalty 4195.102392 = -777051.132049 nChanged 64 SP:Iteration 12Q (54786.800000 sec): 3 clusters Score: Raw -781279.956962 + Penalty 4195.102392 = -777084.854570 nChanged 48 SP:Iteration 13Q (54786.810000 sec): 3 clusters Score: Raw -781306.573467 + Penalty 4195.102392 = -777111.471075 nChanged 46 SP:Iteration 14Q (54786.830000 sec): 3 clusters Score: Raw -781327.662985 + Penalty 4195.102392 = -777132.560594 nChanged 32 SP:Iteration 15Q (54786.850000 sec): 3 clusters Score: Raw -781336.997335 + Penalty 4195.102392 = -777141.894943 nChanged 28 SP:Iteration 16Q (54786.870000 sec): 3 clusters Score: Raw -781347.564850 + Penalty 4195.102392 = -777152.462458 nChanged 22 SP:Iteration 17Q (54786.880000 sec): 3 clusters Score: Raw -781356.428827 + Penalty 4195.102392 = -777161.326435 nChanged 23 SP:Iteration 18Q (54786.900000 sec): 3 clusters Score: Raw -781366.654972 + Penalty 4195.102392 = -777171.552580 nChanged 30 SP:Iteration 19Q (54786.920000 sec): 3 clusters Score: Raw -781379.262003 + Penalty 4195.102392 = -777184.159611 nChanged 28 SP:Iteration 20F (54786.940000 sec): 3 clusters Score: Raw -781389.535777 + Penalty 4195.102392 = -777194.433386 nChanged 24 SP:Iteration 21Q (54786.950000 sec): 3 clusters Score: Raw -781396.989628 + Penalty 4195.102392 = -777201.887236 nChanged 15 SP:Iteration 22Q (54786.970000 sec): 3 clusters Score: Raw -781402.557235 + Penalty 4195.102392 = -777207.454843 nChanged 14 SP:Iteration 23Q (54786.990000 sec): 3 clusters Score: Raw -781406.441864 + Penalty 4195.102392 = -777211.339473 nChanged 14 SP:Iteration 24Q (54787.010000 sec): 3 clusters Score: Raw -781410.313567 + Penalty 4195.102392 = -777215.211175 nChanged 8 SP:Iteration 25Q (54787.020000 sec): 3 clusters Score: Raw -781412.716874 + Penalty 4195.102392 = -777217.614482 nChanged 6 SP:Iteration 26Q (54787.040000 sec): 3 clusters Score: Raw -781415.079285 + Penalty 4195.102392 = -777219.976894 nChanged 7 SP:Iteration 27Q (54787.060000 sec): 3 clusters Score: Raw -781417.034703 + Penalty 4195.102392 = -777221.932311 nChanged 0 SP:Iteration 28F (54787.080000 sec): 3 clusters Score: Raw -781417.034703 + Penalty 4195.102392 = -777221.932311 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54787.090000 sec): 2 clusters Score: Raw -802319.927000 + Penalty 2105.067708 = -800214.859291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54787.110000 sec): 3 clusters Score: Raw -800032.154280 + Penalty 4210.135416 = -795822.018864 nChanged 1862 SP:Iteration 1F (54787.130000 sec): 3 clusters Score: Raw -801339.228664 + Penalty 4210.135416 = -797129.093248 nChanged 480 SP:Iteration 2F (54787.150000 sec): 3 clusters Score: Raw -801931.751285 + Penalty 4210.135416 = -797721.615869 nChanged 503 SP:Iteration 3F (54787.170000 sec): 3 clusters Score: Raw -802544.889578 + Penalty 4210.135416 = -798334.754162 nChanged 421 SP:Iteration 4F (54787.190000 sec): 3 clusters Score: Raw -803007.686504 + Penalty 4210.135416 = -798797.551088 nChanged 271 SP:Iteration 5F (54787.210000 sec): 3 clusters Score: Raw -803233.203136 + Penalty 4210.135416 = -799023.067719 nChanged 157 SP:Iteration 6Q (54787.230000 sec): 3 clusters Score: Raw -803351.261382 + Penalty 4210.135416 = -799141.125966 nChanged 110 SP:Iteration 7Q (54787.250000 sec): 3 clusters Score: Raw -803420.684996 + Penalty 4210.135416 = -799210.549580 nChanged 69 SP:Iteration 8Q (54787.270000 sec): 3 clusters Score: Raw -803453.338395 + Penalty 4210.135416 = -799243.202979 nChanged 37 SP:Iteration 9Q (54787.290000 sec): 3 clusters Score: Raw -803469.823612 + Penalty 4210.135416 = -799259.688195 nChanged 28 SP:Iteration 10Q (54787.310000 sec): 3 clusters Score: Raw -803483.236870 + Penalty 4210.135416 = -799273.101454 nChanged 20 SP:Iteration 11Q (54787.320000 sec): 3 clusters Score: Raw -803491.119702 + Penalty 4210.135416 = -799280.984286 nChanged 14 SP:Iteration 12Q (54787.340000 sec): 3 clusters Score: Raw -803497.353006 + Penalty 4210.135416 = -799287.217590 nChanged 10 SP:Iteration 13Q (54787.360000 sec): 3 clusters Score: Raw -803500.534995 + Penalty 4210.135416 = -799290.399579 nChanged 5 SP:Iteration 14Q (54787.380000 sec): 3 clusters Score: Raw -803502.496300 + Penalty 4210.135416 = -799292.360884 nChanged 3 SP:Iteration 15Q (54787.400000 sec): 3 clusters Score: Raw -803503.903943 + Penalty 4210.135416 = -799293.768527 nChanged 4 SP:Iteration 16Q (54787.420000 sec): 3 clusters Score: Raw -803504.997217 + Penalty 4210.135416 = -799294.861801 nChanged 1 SP:Iteration 17Q (54787.430000 sec): 3 clusters Score: Raw -803505.178774 + Penalty 4210.135416 = -799295.043357 nChanged 0 SP:Iteration 18F (54787.450000 sec): 3 clusters Score: Raw -803505.178774 + Penalty 4210.135416 = -799295.043357 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54787.460000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54787.460000 sec): 3 clusters Score: Raw -79305.450748 + Penalty 3079.460653 = -76225.990095 nChanged 82 SP:Iteration 1F (54787.470000 sec): 3 clusters Score: Raw -79454.968568 + Penalty 3079.460653 = -76375.507915 nChanged 23 SP:Iteration 2Q (54787.470000 sec): 3 clusters Score: Raw -79505.825833 + Penalty 3079.460653 = -76426.365180 nChanged 13 SP:Iteration 3Q (54787.470000 sec): 3 clusters Score: Raw -79533.784450 + Penalty 3079.460653 = -76454.323797 nChanged 3 SP:Iteration 4Q (54787.470000 sec): 3 clusters Score: Raw -79538.900871 + Penalty 3079.460653 = -76459.440218 nChanged 0 SP:Iteration 5F (54787.470000 sec): 3 clusters Score: Raw -79538.900871 + Penalty 3079.460653 = -76459.440218 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54787.480000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54787.480000 sec): 3 clusters Score: Raw -93141.882443 + Penalty 3164.540778 = -89977.341665 nChanged 97 SP:Iteration 1F (54787.490000 sec): 3 clusters Score: Raw -93311.180450 + Penalty 3164.540778 = -90146.639672 nChanged 33 SP:Iteration 2F (54787.490000 sec): 3 clusters Score: Raw -93374.658921 + Penalty 3164.540778 = -90210.118143 nChanged 14 SP:Iteration 3Q (54787.490000 sec): 3 clusters Score: Raw -93404.491259 + Penalty 3164.540778 = -90239.950481 nChanged 13 SP:Iteration 4Q (54787.490000 sec): 3 clusters Score: Raw -93471.588215 + Penalty 3164.540778 = -90307.047437 nChanged 15 SP:Iteration 5Q (54787.490000 sec): 3 clusters Score: Raw -93518.102314 + Penalty 3164.540778 = -90353.561535 nChanged 15 SP:Iteration 6Q (54787.500000 sec): 3 clusters Score: Raw -93566.910802 + Penalty 3164.540778 = -90402.370024 nChanged 9 SP:Iteration 7Q (54787.500000 sec): 3 clusters Score: Raw -93591.357107 + Penalty 3164.540778 = -90426.816329 nChanged 6 SP:Iteration 8Q (54787.500000 sec): 3 clusters Score: Raw -93606.406174 + Penalty 3164.540778 = -90441.865396 nChanged 12 SP:Iteration 9Q (54787.500000 sec): 3 clusters Score: Raw -93647.139357 + Penalty 3164.540778 = -90482.598579 nChanged 8 SP:Iteration 10Q (54787.500000 sec): 3 clusters Score: Raw -93673.370050 + Penalty 3164.540778 = -90508.829272 nChanged 7 SP:Iteration 11Q (54787.500000 sec): 3 clusters Score: Raw -93687.665510 + Penalty 3164.540778 = -90523.124732 nChanged 4 SP:Iteration 12Q (54787.510000 sec): 3 clusters Score: Raw -93696.956522 + Penalty 3164.540778 = -90532.415743 nChanged 2 SP:Iteration 13Q (54787.510000 sec): 3 clusters Score: Raw -93700.155995 + Penalty 3164.540778 = -90535.615217 nChanged 3 SP:Iteration 14Q (54787.510000 sec): 3 clusters Score: Raw -93707.009830 + Penalty 3164.540778 = -90542.469052 nChanged 1 SP:Iteration 15Q (54787.510000 sec): 3 clusters Score: Raw -93713.236673 + Penalty 3164.540778 = -90548.695895 nChanged 4 SP:Iteration 16Q (54787.510000 sec): 3 clusters Score: Raw -93723.358947 + Penalty 3164.540778 = -90558.818168 nChanged 2 SP:Iteration 17Q (54787.520000 sec): 3 clusters Score: Raw -93729.170457 + Penalty 3164.540778 = -90564.629679 nChanged 3 SP:Iteration 18Q (54787.520000 sec): 3 clusters Score: Raw -93734.314775 + Penalty 3164.540778 = -90569.773997 nChanged 3 SP:Iteration 19Q (54787.520000 sec): 3 clusters Score: Raw -93742.040585 + Penalty 3164.540778 = -90577.499807 nChanged 2 SP:Iteration 20F (54787.520000 sec): 3 clusters Score: Raw -93747.526983 + Penalty 3164.540778 = -90582.986204 nChanged 2 SP:Iteration 21Q (54787.530000 sec): 3 clusters Score: Raw -93753.521945 + Penalty 3164.540778 = -90588.981166 nChanged 2 SP:Iteration 22Q (54787.530000 sec): 3 clusters Score: Raw -93765.365783 + Penalty 3164.540778 = -90600.825005 nChanged 3 SP:Iteration 23Q (54787.530000 sec): 3 clusters Score: Raw -93768.438195 + Penalty 3164.540778 = -90603.897417 nChanged 1 SP:Iteration 24Q (54787.530000 sec): 3 clusters Score: Raw -93770.735681 + Penalty 3164.540778 = -90606.194903 nChanged 2 SP:Iteration 25Q (54787.530000 sec): 3 clusters Score: Raw -93779.335336 + Penalty 3164.540778 = -90614.794557 nChanged 2 SP:Iteration 26Q (54787.530000 sec): 3 clusters Score: Raw -93784.798170 + Penalty 3164.540778 = -90620.257392 nChanged 2 SP:Iteration 27Q (54787.540000 sec): 3 clusters Score: Raw -93789.421888 + Penalty 3164.540778 = -90624.881110 nChanged 1 SP:Iteration 28Q (54787.540000 sec): 3 clusters Score: Raw -93792.461578 + Penalty 3164.540778 = -90627.920799 nChanged 1 SP:Iteration 29Q (54787.540000 sec): 3 clusters Score: Raw -93797.041828 + Penalty 3164.540778 = -90632.501050 nChanged 0 SP:Iteration 30F (54787.550000 sec): 3 clusters Score: Raw -93797.041828 + Penalty 3164.540778 = -90632.501050 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54787.570000 sec): 2 clusters Score: Raw -980905.933595 + Penalty 2133.954308 = -978771.979287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54787.590000 sec): 3 clusters Score: Raw -978147.161232 + Penalty 4267.908616 = -973879.252617 nChanged 2156 SP:Iteration 1F (54787.610000 sec): 3 clusters Score: Raw -979324.334505 + Penalty 4267.908616 = -975056.425889 nChanged 367 SP:Iteration 2F (54787.630000 sec): 3 clusters Score: Raw -979517.712847 + Penalty 4267.908616 = -975249.804232 nChanged 256 SP:Iteration 3Q (54787.650000 sec): 3 clusters Score: Raw -979654.857486 + Penalty 4267.908616 = -975386.948871 nChanged 217 SP:Iteration 4Q (54787.670000 sec): 3 clusters Score: Raw -979770.809933 + Penalty 4267.908616 = -975502.901317 nChanged 188 SP:Iteration 5Q (54787.700000 sec): 3 clusters Score: Raw -979856.644989 + Penalty 4267.908616 = -975588.736374 nChanged 158 SP:Iteration 6Q (54787.720000 sec): 3 clusters Score: Raw -979924.778781 + Penalty 4267.908616 = -975656.870166 nChanged 114 SP:Iteration 7Q (54787.740000 sec): 3 clusters Score: Raw -979974.717139 + Penalty 4267.908616 = -975706.808523 nChanged 94 SP:Iteration 8Q (54787.760000 sec): 3 clusters Score: Raw -980003.770394 + Penalty 4267.908616 = -975735.861778 nChanged 68 SP:Iteration 9Q (54787.780000 sec): 3 clusters Score: Raw -980025.922511 + Penalty 4267.908616 = -975758.013895 nChanged 55 SP:Iteration 10Q (54787.810000 sec): 3 clusters Score: Raw -980044.094536 + Penalty 4267.908616 = -975776.185920 nChanged 46 SP:Iteration 11Q (54787.830000 sec): 3 clusters Score: Raw -980058.995793 + Penalty 4267.908616 = -975791.087178 nChanged 46 SP:Iteration 12Q (54787.850000 sec): 3 clusters Score: Raw -980072.871054 + Penalty 4267.908616 = -975804.962438 nChanged 37 SP:Iteration 13Q (54787.870000 sec): 3 clusters Score: Raw -980086.542749 + Penalty 4267.908616 = -975818.634133 nChanged 50 SP:Iteration 14Q (54787.890000 sec): 3 clusters Score: Raw -980105.419744 + Penalty 4267.908616 = -975837.511128 nChanged 42 SP:Iteration 15Q (54787.910000 sec): 3 clusters Score: Raw -980122.337413 + Penalty 4267.908616 = -975854.428797 nChanged 39 SP:Iteration 16Q (54787.930000 sec): 3 clusters Score: Raw -980133.167311 + Penalty 4267.908616 = -975865.258695 nChanged 31 SP:Iteration 17Q (54787.950000 sec): 3 clusters Score: Raw -980140.719324 + Penalty 4267.908616 = -975872.810709 nChanged 22 SP:Iteration 18Q (54787.980000 sec): 3 clusters Score: Raw -980147.373307 + Penalty 4267.908616 = -975879.464691 nChanged 23 SP:Iteration 19Q (54788.000000 sec): 3 clusters Score: Raw -980155.071998 + Penalty 4267.908616 = -975887.163383 nChanged 29 SP:Iteration 20F (54788.020000 sec): 3 clusters Score: Raw -980165.060752 + Penalty 4267.908616 = -975897.152136 nChanged 29 SP:Iteration 21Q (54788.040000 sec): 3 clusters Score: Raw -980175.725350 + Penalty 4267.908616 = -975907.816735 nChanged 23 SP:Iteration 22Q (54788.060000 sec): 3 clusters Score: Raw -980181.307462 + Penalty 4267.908616 = -975913.398847 nChanged 15 SP:Iteration 23Q (54788.080000 sec): 3 clusters Score: Raw -980184.640015 + Penalty 4267.908616 = -975916.731399 nChanged 12 SP:Iteration 24Q (54788.110000 sec): 3 clusters Score: Raw -980187.999682 + Penalty 4267.908616 = -975920.091067 nChanged 14 SP:Iteration 25Q (54788.130000 sec): 3 clusters Score: Raw -980191.843708 + Penalty 4267.908616 = -975923.935093 nChanged 14 SP:Iteration 26Q (54788.150000 sec): 3 clusters Score: Raw -980195.373652 + Penalty 4267.908616 = -975927.465037 nChanged 15 SP:Iteration 27Q (54788.170000 sec): 3 clusters Score: Raw -980200.219111 + Penalty 4267.908616 = -975932.310495 nChanged 15 SP:Iteration 28Q (54788.190000 sec): 3 clusters Score: Raw -980203.633761 + Penalty 4267.908616 = -975935.725146 nChanged 12 SP:Iteration 29Q (54788.210000 sec): 3 clusters Score: Raw -980206.672702 + Penalty 4267.908616 = -975938.764086 nChanged 16 SP:Iteration 30Q (54788.230000 sec): 3 clusters Score: Raw -980210.541459 + Penalty 4267.908616 = -975942.632843 nChanged 19 SP:Iteration 31Q (54788.250000 sec): 3 clusters Score: Raw -980215.723042 + Penalty 4267.908616 = -975947.814427 nChanged 18 SP:Iteration 32Q (54788.280000 sec): 3 clusters Score: Raw -980220.735082 + Penalty 4267.908616 = -975952.826466 nChanged 22 SP:Iteration 33Q (54788.300000 sec): 3 clusters Score: Raw -980224.615410 + Penalty 4267.908616 = -975956.706794 nChanged 11 SP:Iteration 34Q (54788.320000 sec): 3 clusters Score: Raw -980227.255692 + Penalty 4267.908616 = -975959.347076 nChanged 9 SP:Iteration 35Q (54788.340000 sec): 3 clusters Score: Raw -980230.373741 + Penalty 4267.908616 = -975962.465125 nChanged 12 SP:Iteration 36Q (54788.360000 sec): 3 clusters Score: Raw -980234.732785 + Penalty 4267.908616 = -975966.824169 nChanged 17 SP:Iteration 37Q (54788.390000 sec): 3 clusters Score: Raw -980238.735840 + Penalty 4267.908616 = -975970.827224 nChanged 10 SP:Iteration 38Q (54788.410000 sec): 3 clusters Score: Raw -980241.450354 + Penalty 4267.908616 = -975973.541738 nChanged 17 SP:Iteration 39Q (54788.430000 sec): 3 clusters Score: Raw -980245.214930 + Penalty 4267.908616 = -975977.306315 nChanged 10 SP:Iteration 40F (54788.450000 sec): 3 clusters Score: Raw -980247.769280 + Penalty 4267.908616 = -975979.860664 nChanged 12 SP:Iteration 41Q (54788.470000 sec): 3 clusters Score: Raw -980251.308669 + Penalty 4267.908616 = -975983.400053 nChanged 12 SP:Iteration 42Q (54788.490000 sec): 3 clusters Score: Raw -980253.399203 + Penalty 4267.908616 = -975985.490587 nChanged 8 SP:Iteration 43Q (54788.510000 sec): 3 clusters Score: Raw -980255.843454 + Penalty 4267.908616 = -975987.934838 nChanged 12 SP:Iteration 44Q (54788.530000 sec): 3 clusters Score: Raw -980258.718277 + Penalty 4267.908616 = -975990.809661 nChanged 6 SP:Iteration 45Q (54788.550000 sec): 3 clusters Score: Raw -980259.306238 + Penalty 4267.908616 = -975991.397623 nChanged 3 SP:Iteration 46Q (54788.580000 sec): 3 clusters Score: Raw -980260.043552 + Penalty 4267.908616 = -975992.134936 nChanged 3 SP:Iteration 47Q (54788.600000 sec): 3 clusters Score: Raw -980260.951892 + Penalty 4267.908616 = -975993.043276 nChanged 5 SP:Iteration 48Q (54788.620000 sec): 3 clusters Score: Raw -980261.689974 + Penalty 4267.908616 = -975993.781359 nChanged 3 SP:Iteration 49Q (54788.640000 sec): 3 clusters Score: Raw -980262.236750 + Penalty 4267.908616 = -975994.328134 nChanged 2 SP:Iteration 50Q (54788.660000 sec): 3 clusters Score: Raw -980262.444750 + Penalty 4267.908616 = -975994.536135 nChanged 1 SP:Iteration 51Q (54788.680000 sec): 3 clusters Score: Raw -980262.564795 + Penalty 4267.908616 = -975994.656179 nChanged 1 SP:Iteration 52Q (54788.710000 sec): 3 clusters Score: Raw -980262.693010 + Penalty 4267.908616 = -975994.784395 nChanged 0 SP:Iteration 53F (54788.730000 sec): 3 clusters Score: Raw -980262.693010 + Penalty 4267.908616 = -975994.784395 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54788.740000 sec): 2 clusters Score: Raw -349559.577266 + Penalty 1911.240003 = -347648.337264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54788.750000 sec): 3 clusters Score: Raw -348728.982793 + Penalty 3822.480005 = -344906.502788 nChanged 755 SP:Iteration 1F (54788.760000 sec): 3 clusters Score: Raw -349454.988957 + Penalty 3822.480005 = -345632.508952 nChanged 214 SP:Iteration 2F (54788.770000 sec): 3 clusters Score: Raw -349675.849829 + Penalty 3822.480005 = -345853.369823 nChanged 132 SP:Iteration 3F (54788.770000 sec): 3 clusters Score: Raw -349805.848007 + Penalty 3822.480005 = -345983.368002 nChanged 94 SP:Iteration 4Q (54788.780000 sec): 3 clusters Score: Raw -349894.899915 + Penalty 3822.480005 = -346072.419910 nChanged 68 SP:Iteration 5Q (54788.790000 sec): 3 clusters Score: Raw -349959.596607 + Penalty 3822.480005 = -346137.116602 nChanged 53 SP:Iteration 6Q (54788.800000 sec): 3 clusters Score: Raw -350010.570759 + Penalty 3822.480005 = -346188.090754 nChanged 39 SP:Iteration 7Q (54788.810000 sec): 3 clusters Score: Raw -350057.796227 + Penalty 3822.480005 = -346235.316222 nChanged 38 SP:Iteration 8Q (54788.820000 sec): 3 clusters Score: Raw -350102.792429 + Penalty 3822.480005 = -346280.312424 nChanged 34 SP:Iteration 9Q (54788.830000 sec): 3 clusters Score: Raw -350130.549993 + Penalty 3822.480005 = -346308.069988 nChanged 20 SP:Iteration 10Q (54788.830000 sec): 3 clusters Score: Raw -350148.220617 + Penalty 3822.480005 = -346325.740612 nChanged 14 SP:Iteration 11Q (54788.840000 sec): 3 clusters Score: Raw -350156.666390 + Penalty 3822.480005 = -346334.186385 nChanged 13 SP:Iteration 12Q (54788.850000 sec): 3 clusters Score: Raw -350165.807922 + Penalty 3822.480005 = -346343.327917 nChanged 13 SP:Iteration 13Q (54788.860000 sec): 3 clusters Score: Raw -350176.287788 + Penalty 3822.480005 = -346353.807783 nChanged 12 SP:Iteration 14Q (54788.870000 sec): 3 clusters Score: Raw -350185.440879 + Penalty 3822.480005 = -346362.960874 nChanged 12 SP:Iteration 15Q (54788.870000 sec): 3 clusters Score: Raw -350193.803840 + Penalty 3822.480005 = -346371.323834 nChanged 8 SP:Iteration 16Q (54788.890000 sec): 3 clusters Score: Raw -350197.300558 + Penalty 3822.480005 = -346374.820553 nChanged 4 SP:Iteration 17Q (54788.890000 sec): 3 clusters Score: Raw -350200.346700 + Penalty 3822.480005 = -346377.866695 nChanged 6 SP:Iteration 18Q (54788.900000 sec): 3 clusters Score: Raw -350203.684611 + Penalty 3822.480005 = -346381.204606 nChanged 1 SP:Iteration 19Q (54788.910000 sec): 3 clusters Score: Raw -350203.910405 + Penalty 3822.480005 = -346381.430399 nChanged 0 SP:Iteration 20F (54788.920000 sec): 3 clusters Score: Raw -350203.910405 + Penalty 3822.480005 = -346381.430399 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54788.930000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54788.930000 sec): 3 clusters Score: Raw -124009.106607 + Penalty 3306.810569 = -120702.296038 nChanged 190 SP:Iteration 1F (54788.930000 sec): 3 clusters Score: Raw -124326.072973 + Penalty 3306.810569 = -121019.262404 nChanged 68 SP:Iteration 2F (54788.930000 sec): 3 clusters Score: Raw -124523.704285 + Penalty 3306.810569 = -121216.893716 nChanged 62 SP:Iteration 3F (54788.940000 sec): 3 clusters Score: Raw -124800.491624 + Penalty 3306.810569 = -121493.681055 nChanged 54 SP:Iteration 4F (54788.940000 sec): 3 clusters Score: Raw -125049.139885 + Penalty 3306.810569 = -121742.329316 nChanged 35 SP:Iteration 5Q (54788.950000 sec): 3 clusters Score: Raw -125227.815814 + Penalty 3306.810569 = -121921.005244 nChanged 30 SP:Iteration 6Q (54788.950000 sec): 3 clusters Score: Raw -125361.286352 + Penalty 3306.810569 = -122054.475782 nChanged 19 SP:Iteration 7Q (54788.950000 sec): 3 clusters Score: Raw -125436.402710 + Penalty 3306.810569 = -122129.592141 nChanged 12 SP:Iteration 8Q (54788.950000 sec): 3 clusters Score: Raw -125476.654821 + Penalty 3306.810569 = -122169.844252 nChanged 6 SP:Iteration 9Q (54788.950000 sec): 3 clusters Score: Raw -125485.929975 + Penalty 3306.810569 = -122179.119406 nChanged 4 SP:Iteration 10Q (54788.960000 sec): 3 clusters Score: Raw -125492.187915 + Penalty 3306.810569 = -122185.377346 nChanged 1 SP:Iteration 11Q (54788.960000 sec): 3 clusters Score: Raw -125495.328568 + Penalty 3306.810569 = -122188.517999 nChanged 1 SP:Iteration 12Q (54788.960000 sec): 3 clusters Score: Raw -125497.307555 + Penalty 3306.810569 = -122190.496986 nChanged 1 SP:Iteration 13Q (54788.970000 sec): 3 clusters Score: Raw -125499.127025 + Penalty 3306.810569 = -122192.316456 nChanged 2 SP:Iteration 14Q (54788.970000 sec): 3 clusters Score: Raw -125501.494232 + Penalty 3306.810569 = -122194.683663 nChanged 1 SP:Iteration 15Q (54788.970000 sec): 3 clusters Score: Raw -125503.151715 + Penalty 3306.810569 = -122196.341146 nChanged 2 SP:Iteration 16Q (54788.970000 sec): 3 clusters Score: Raw -125505.792801 + Penalty 3306.810569 = -122198.982232 nChanged 2 SP:Iteration 17Q (54788.970000 sec): 3 clusters Score: Raw -125510.060995 + Penalty 3306.810569 = -122203.250426 nChanged 1 SP:Iteration 18Q (54788.980000 sec): 3 clusters Score: Raw -125511.438462 + Penalty 3306.810569 = -122204.627892 nChanged 1 SP:Iteration 19Q (54788.980000 sec): 3 clusters Score: Raw -125512.646773 + Penalty 3306.810569 = -122205.836204 nChanged 0 SP:Iteration 20F (54788.980000 sec): 3 clusters Score: Raw -125512.646773 + Penalty 3306.810569 = -122205.836204 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54789.400000 sec): 2 clusters Score: Raw -21182942.170576 + Penalty 2899.254990 = -21180042.915586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54789.890000 sec): 3 clusters Score: Raw -21106250.836013 + Penalty 5798.509980 = -21100452.326032 nChanged 56453 SP:Iteration 1F (54790.380000 sec): 3 clusters Score: Raw -21138924.827987 + Penalty 5798.509980 = -21133126.318007 nChanged 4146 SP:Iteration 2Q (54790.880000 sec): 3 clusters Score: Raw -21140057.621077 + Penalty 5798.509980 = -21134259.111097 nChanged 4863 SP:Iteration 3Q (54791.380000 sec): 3 clusters Score: Raw -21141768.716271 + Penalty 5798.509980 = -21135970.206290 nChanged 6068 SP:Iteration 4F (54791.860000 sec): 3 clusters Score: Raw -21144629.858325 + Penalty 5798.509980 = -21138831.348345 nChanged 7747 SP:Iteration 5F (54792.350000 sec): 3 clusters Score: Raw -21149363.536538 + Penalty 5798.509980 = -21143565.026558 nChanged 9301 SP:Iteration 6F (54792.830000 sec): 3 clusters Score: Raw -21156371.703231 + Penalty 5798.509980 = -21150573.193251 nChanged 9684 SP:Iteration 7F (54793.320000 sec): 3 clusters Score: Raw -21164808.300750 + Penalty 5798.509980 = -21159009.790770 nChanged 8544 SP:Iteration 8F (54793.800000 sec): 3 clusters Score: Raw -21172786.638929 + Penalty 5798.509980 = -21166988.128949 nChanged 6059 SP:Iteration 9F (54794.280000 sec): 3 clusters Score: Raw -21178348.957855 + Penalty 5798.509980 = -21172550.447874 nChanged 3310 SP:Iteration 10Q (54794.750000 sec): 3 clusters Score: Raw -21181205.973852 + Penalty 5798.509980 = -21175407.463872 nChanged 1483 SP:Iteration 11Q (54795.180000 sec): 3 clusters Score: Raw -21182406.328546 + Penalty 5798.509980 = -21176607.818566 nChanged 596 SP:Iteration 12Q (54795.570000 sec): 3 clusters Score: Raw -21182914.322678 + Penalty 5798.509980 = -21177115.812698 nChanged 219 SP:Iteration 13Q (54795.940000 sec): 3 clusters Score: Raw -21183123.297702 + Penalty 5798.509980 = -21177324.787722 nChanged 112 SP:Iteration 14Q (54796.290000 sec): 3 clusters Score: Raw -21183235.232187 + Penalty 5798.509980 = -21177436.722207 nChanged 63 SP:Iteration 15Q (54796.640000 sec): 3 clusters Score: Raw -21183302.932807 + Penalty 5798.509980 = -21177504.422827 nChanged 41 SP:Iteration 16Q (54796.980000 sec): 3 clusters Score: Raw -21183347.579204 + Penalty 5798.509980 = -21177549.069224 nChanged 24 SP:Iteration 17Q (54797.320000 sec): 3 clusters Score: Raw -21183373.934420 + Penalty 5798.509980 = -21177575.424439 nChanged 16 SP:Iteration 18Q (54797.670000 sec): 3 clusters Score: Raw -21183389.759528 + Penalty 5798.509980 = -21177591.249547 nChanged 12 SP:Iteration 19Q (54798.010000 sec): 3 clusters Score: Raw -21183402.305259 + Penalty 5798.509980 = -21177603.795279 nChanged 5 SP:Iteration 20F (54798.480000 sec): 3 clusters Score: Raw -21183408.324272 + Penalty 5798.509980 = -21177609.814292 nChanged 4 SP:Iteration 21Q (54798.830000 sec): 3 clusters Score: Raw -21183413.231871 + Penalty 5798.509980 = -21177614.721891 nChanged 4 SP:Iteration 22Q (54799.170000 sec): 3 clusters Score: Raw -21183416.611543 + Penalty 5798.509980 = -21177618.101563 nChanged 2 SP:Iteration 23Q (54799.510000 sec): 3 clusters Score: Raw -21183418.346671 + Penalty 5798.509980 = -21177619.836691 nChanged 3 SP:Iteration 24Q (54799.850000 sec): 3 clusters Score: Raw -21183420.456315 + Penalty 5798.509980 = -21177621.946335 nChanged 1 SP:Iteration 25Q (54800.190000 sec): 3 clusters Score: Raw -21183421.269763 + Penalty 5798.509980 = -21177622.759783 nChanged 0 SP:Iteration 26F (54800.670000 sec): 3 clusters Score: Raw -21183421.269763 + Penalty 5798.509980 = -21177622.759783 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54800.710000 sec): 2 clusters Score: Raw -53182.018817 + Penalty 1503.818732 = -51678.200085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54800.720000 sec): 3 clusters Score: Raw -53360.998724 + Penalty 3007.637464 = -50353.361260 nChanged 97 SP:Iteration 1F (54800.720000 sec): 3 clusters Score: Raw -53647.137071 + Penalty 3007.637464 = -50639.499607 nChanged 37 SP:Iteration 2F (54800.720000 sec): 3 clusters Score: Raw -53821.163910 + Penalty 3007.637464 = -50813.526447 nChanged 24 SP:Iteration 3F (54800.720000 sec): 3 clusters Score: Raw -53917.650295 + Penalty 3007.637464 = -50910.012832 nChanged 13 SP:Iteration 4Q (54800.720000 sec): 3 clusters Score: Raw -54031.559607 + Penalty 3007.637464 = -51023.922144 nChanged 12 SP:Iteration 5Q (54800.720000 sec): 3 clusters Score: Raw -54142.244091 + Penalty 3007.637464 = -51134.606628 nChanged 7 SP:Iteration 6Q (54800.720000 sec): 3 clusters Score: Raw -54194.451281 + Penalty 3007.637464 = -51186.813818 nChanged 8 SP:Iteration 7Q (54800.730000 sec): 3 clusters Score: Raw -54219.098886 + Penalty 3007.637464 = -51211.461422 nChanged 3 SP:Iteration 8Q (54800.730000 sec): 3 clusters Score: Raw -54233.322538 + Penalty 3007.637464 = -51225.685074 nChanged 0 SP:Iteration 9F (54800.730000 sec): 3 clusters Score: Raw -54233.322538 + Penalty 3007.637464 = -51225.685074 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54800.740000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54800.740000 sec): 3 clusters Score: Raw -52149.166578 + Penalty 2871.820245 = -49277.346333 nChanged 49 SP:Iteration 1F (54800.740000 sec): 3 clusters Score: Raw -52326.138385 + Penalty 2871.820245 = -49454.318140 nChanged 9 SP:Iteration 2Q (54800.740000 sec): 3 clusters Score: Raw -52357.113922 + Penalty 2871.820245 = -49485.293677 nChanged 3 SP:Iteration 3Q (54800.740000 sec): 3 clusters Score: Raw -52374.037363 + Penalty 2871.820245 = -49502.217118 nChanged 3 SP:Iteration 4Q (54800.740000 sec): 3 clusters Score: Raw -52389.443645 + Penalty 2871.820245 = -49517.623400 nChanged 1 SP:Iteration 5Q (54800.740000 sec): 3 clusters Score: Raw -52393.767215 + Penalty 2871.820245 = -49521.946971 nChanged 1 SP:Iteration 6Q (54800.740000 sec): 3 clusters Score: Raw -52396.761769 + Penalty 2871.820245 = -49524.941524 nChanged 1 SP:Iteration 7Q (54800.750000 sec): 3 clusters Score: Raw -52399.645806 + Penalty 2871.820245 = -49527.825561 nChanged 0 SP:Iteration 8F (54800.750000 sec): 3 clusters Score: Raw -52399.645806 + Penalty 2871.820245 = -49527.825561 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54800.830000 sec): 2 clusters Score: Raw -3764815.678226 + Penalty 2490.142929 = -3762325.535297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54800.920000 sec): 3 clusters Score: Raw -3751330.591752 + Penalty 4980.285859 = -3746350.305894 nChanged 10126 SP:Iteration 1F (54801.020000 sec): 3 clusters Score: Raw -3756742.726399 + Penalty 4980.285859 = -3751762.440540 nChanged 1189 SP:Iteration 2F (54801.110000 sec): 3 clusters Score: Raw -3757154.152617 + Penalty 4980.285859 = -3752173.866758 nChanged 967 SP:Iteration 3Q (54801.200000 sec): 3 clusters Score: Raw -3757453.501546 + Penalty 4980.285859 = -3752473.215687 nChanged 799 SP:Iteration 4Q (54801.290000 sec): 3 clusters Score: Raw -3757695.302520 + Penalty 4980.285859 = -3752715.016662 nChanged 760 SP:Iteration 5Q (54801.380000 sec): 3 clusters Score: Raw -3757938.873101 + Penalty 4980.285859 = -3752958.587242 nChanged 770 SP:Iteration 6Q (54801.470000 sec): 3 clusters Score: Raw -3758222.602583 + Penalty 4980.285859 = -3753242.316725 nChanged 828 SP:Iteration 7Q (54801.560000 sec): 3 clusters Score: Raw -3758555.756434 + Penalty 4980.285859 = -3753575.470576 nChanged 907 SP:Iteration 8Q (54801.660000 sec): 3 clusters Score: Raw -3758980.768085 + Penalty 4980.285859 = -3754000.482226 nChanged 991 SP:Iteration 9Q (54801.750000 sec): 3 clusters Score: Raw -3759521.333666 + Penalty 4980.285859 = -3754541.047807 nChanged 1082 SP:Iteration 10Q (54801.840000 sec): 3 clusters Score: Raw -3760200.370236 + Penalty 4980.285859 = -3755220.084378 nChanged 1152 SP:Iteration 11F (54801.930000 sec): 3 clusters Score: Raw -3760976.261995 + Penalty 4980.285859 = -3755995.976137 nChanged 1132 SP:Iteration 12Q (54802.020000 sec): 3 clusters Score: Raw -3761783.379446 + Penalty 4980.285859 = -3756803.093587 nChanged 1039 SP:Iteration 13Q (54802.110000 sec): 3 clusters Score: Raw -3762573.986358 + Penalty 4980.285859 = -3757593.700499 nChanged 875 SP:Iteration 14Q (54802.200000 sec): 3 clusters Score: Raw -3763274.072103 + Penalty 4980.285859 = -3758293.786245 nChanged 691 SP:Iteration 15Q (54802.280000 sec): 3 clusters Score: Raw -3763809.796686 + Penalty 4980.285859 = -3758829.510827 nChanged 498 SP:Iteration 16Q (54802.360000 sec): 3 clusters Score: Raw -3764162.890815 + Penalty 4980.285859 = -3759182.604956 nChanged 336 SP:Iteration 17Q (54802.440000 sec): 3 clusters Score: Raw -3764405.515910 + Penalty 4980.285859 = -3759425.230052 nChanged 236 SP:Iteration 18Q (54802.510000 sec): 3 clusters Score: Raw -3764584.982530 + Penalty 4980.285859 = -3759604.696671 nChanged 172 SP:Iteration 19Q (54802.580000 sec): 3 clusters Score: Raw -3764714.884968 + Penalty 4980.285859 = -3759734.599110 nChanged 133 SP:Iteration 20F (54802.670000 sec): 3 clusters Score: Raw -3764820.616613 + Penalty 4980.285859 = -3759840.330755 nChanged 107 SP:Iteration 21Q (54802.740000 sec): 3 clusters Score: Raw -3764921.128625 + Penalty 4980.285859 = -3759940.842766 nChanged 78 SP:Iteration 22Q (54802.810000 sec): 3 clusters Score: Raw -3765000.560120 + Penalty 4980.285859 = -3760020.274262 nChanged 63 SP:Iteration 23Q (54802.880000 sec): 3 clusters Score: Raw -3765065.803769 + Penalty 4980.285859 = -3760085.517911 nChanged 39 SP:Iteration 24Q (54802.940000 sec): 3 clusters Score: Raw -3765103.272317 + Penalty 4980.285859 = -3760122.986458 nChanged 28 SP:Iteration 25Q (54803.000000 sec): 3 clusters Score: Raw -3765128.187363 + Penalty 4980.285859 = -3760147.901504 nChanged 16 SP:Iteration 26Q (54803.070000 sec): 3 clusters Score: Raw -3765147.122264 + Penalty 4980.285859 = -3760166.836406 nChanged 14 SP:Iteration 27Q (54803.130000 sec): 3 clusters Score: Raw -3765159.729836 + Penalty 4980.285859 = -3760179.443977 nChanged 10 SP:Iteration 28Q (54803.200000 sec): 3 clusters Score: Raw -3765167.960866 + Penalty 4980.285859 = -3760187.675007 nChanged 7 SP:Iteration 29Q (54803.260000 sec): 3 clusters Score: Raw -3765174.029200 + Penalty 4980.285859 = -3760193.743342 nChanged 5 SP:Iteration 30Q (54803.320000 sec): 3 clusters Score: Raw -3765178.648898 + Penalty 4980.285859 = -3760198.363039 nChanged 6 SP:Iteration 31Q (54803.390000 sec): 3 clusters Score: Raw -3765183.364854 + Penalty 4980.285859 = -3760203.078995 nChanged 4 SP:Iteration 32Q (54803.450000 sec): 3 clusters Score: Raw -3765189.146433 + Penalty 4980.285859 = -3760208.860575 nChanged 6 SP:Iteration 33Q (54803.520000 sec): 3 clusters Score: Raw -3765194.419585 + Penalty 4980.285859 = -3760214.133726 nChanged 1 SP:Iteration 34Q (54803.580000 sec): 3 clusters Score: Raw -3765195.047805 + Penalty 4980.285859 = -3760214.761946 nChanged 0 SP:Iteration 35F (54803.670000 sec): 3 clusters Score: Raw -3765195.047805 + Penalty 4980.285859 = -3760214.761946 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54803.680000 sec): 2 clusters Score: Raw -42247.180746 + Penalty 1452.057837 = -40795.122909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54803.680000 sec): 3 clusters Score: Raw -42554.894856 + Penalty 2904.115673 = -39650.779183 nChanged 81 SP:Iteration 1F (54803.690000 sec): 3 clusters Score: Raw -42813.728401 + Penalty 2904.115673 = -39909.612728 nChanged 25 SP:Iteration 2F (54803.690000 sec): 3 clusters Score: Raw -42973.607301 + Penalty 2904.115673 = -40069.491627 nChanged 20 SP:Iteration 3F (54803.690000 sec): 3 clusters Score: Raw -43077.975621 + Penalty 2904.115673 = -40173.859947 nChanged 17 SP:Iteration 4Q (54803.690000 sec): 3 clusters Score: Raw -43251.167176 + Penalty 2904.115673 = -40347.051502 nChanged 14 SP:Iteration 5Q (54803.690000 sec): 3 clusters Score: Raw -43336.677939 + Penalty 2904.115673 = -40432.562266 nChanged 4 SP:Iteration 6Q (54803.690000 sec): 3 clusters Score: Raw -43353.623801 + Penalty 2904.115673 = -40449.508127 nChanged 4 SP:Iteration 7Q (54803.700000 sec): 3 clusters Score: Raw -43388.139768 + Penalty 2904.115673 = -40484.024095 nChanged 1 SP:Iteration 8Q (54803.700000 sec): 3 clusters Score: Raw -43391.172231 + Penalty 2904.115673 = -40487.056557 nChanged 0 SP:Iteration 9F (54803.700000 sec): 3 clusters Score: Raw -43391.172231 + Penalty 2904.115673 = -40487.056557 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54803.770000 sec): 2 clusters Score: Raw -3198134.433894 + Penalty 2431.419059 = -3195703.014835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54803.840000 sec): 3 clusters Score: Raw -3187640.220822 + Penalty 4862.838118 = -3182777.382704 nChanged 7964 SP:Iteration 1F (54803.910000 sec): 3 clusters Score: Raw -3192003.231247 + Penalty 4862.838118 = -3187140.393130 nChanged 1056 SP:Iteration 2F (54803.990000 sec): 3 clusters Score: Raw -3192502.567990 + Penalty 4862.838118 = -3187639.729873 nChanged 961 SP:Iteration 3F (54804.060000 sec): 3 clusters Score: Raw -3192978.784762 + Penalty 4862.838118 = -3188115.946644 nChanged 950 SP:Iteration 4F (54804.130000 sec): 3 clusters Score: Raw -3193502.780330 + Penalty 4862.838118 = -3188639.942212 nChanged 957 SP:Iteration 5F (54804.200000 sec): 3 clusters Score: Raw -3194074.033819 + Penalty 4862.838118 = -3189211.195701 nChanged 975 SP:Iteration 6F (54804.270000 sec): 3 clusters Score: Raw -3194649.506449 + Penalty 4862.838118 = -3189786.668331 nChanged 949 SP:Iteration 7F (54804.340000 sec): 3 clusters Score: Raw -3195205.309294 + Penalty 4862.838118 = -3190342.471176 nChanged 911 SP:Iteration 8F (54804.410000 sec): 3 clusters Score: Raw -3195751.690969 + Penalty 4862.838118 = -3190888.852851 nChanged 817 SP:Iteration 9Q (54804.490000 sec): 3 clusters Score: Raw -3196207.476634 + Penalty 4862.838118 = -3191344.638516 nChanged 763 SP:Iteration 10Q (54804.550000 sec): 3 clusters Score: Raw -3196574.538150 + Penalty 4862.838118 = -3191711.700032 nChanged 621 SP:Iteration 11Q (54804.630000 sec): 3 clusters Score: Raw -3196837.713288 + Penalty 4862.838118 = -3191974.875170 nChanged 528 SP:Iteration 12Q (54804.700000 sec): 3 clusters Score: Raw -3197005.738405 + Penalty 4862.838118 = -3192142.900287 nChanged 374 SP:Iteration 13Q (54804.770000 sec): 3 clusters Score: Raw -3197102.583588 + Penalty 4862.838118 = -3192239.745470 nChanged 283 SP:Iteration 14Q (54804.840000 sec): 3 clusters Score: Raw -3197177.454741 + Penalty 4862.838118 = -3192314.616623 nChanged 234 SP:Iteration 15Q (54804.910000 sec): 3 clusters Score: Raw -3197235.385790 + Penalty 4862.838118 = -3192372.547673 nChanged 219 SP:Iteration 16Q (54804.980000 sec): 3 clusters Score: Raw -3197285.751488 + Penalty 4862.838118 = -3192422.913371 nChanged 193 SP:Iteration 17Q (54805.050000 sec): 3 clusters Score: Raw -3197328.102779 + Penalty 4862.838118 = -3192465.264662 nChanged 174 SP:Iteration 18Q (54805.110000 sec): 3 clusters Score: Raw -3197364.767643 + Penalty 4862.838118 = -3192501.929525 nChanged 155 SP:Iteration 19Q (54805.190000 sec): 3 clusters Score: Raw -3197399.763821 + Penalty 4862.838118 = -3192536.925703 nChanged 166 SP:Iteration 20F (54805.250000 sec): 3 clusters Score: Raw -3197442.622836 + Penalty 4862.838118 = -3192579.784718 nChanged 169 SP:Iteration 21Q (54805.330000 sec): 3 clusters Score: Raw -3197477.588798 + Penalty 4862.838118 = -3192614.750680 nChanged 154 SP:Iteration 22Q (54805.390000 sec): 3 clusters Score: Raw -3197511.473297 + Penalty 4862.838118 = -3192648.635179 nChanged 126 SP:Iteration 23Q (54805.460000 sec): 3 clusters Score: Raw -3197535.602354 + Penalty 4862.838118 = -3192672.764236 nChanged 103 SP:Iteration 24Q (54805.530000 sec): 3 clusters Score: Raw -3197549.402300 + Penalty 4862.838118 = -3192686.564182 nChanged 65 SP:Iteration 25Q (54805.600000 sec): 3 clusters Score: Raw -3197558.849611 + Penalty 4862.838118 = -3192696.011493 nChanged 77 SP:Iteration 26Q (54805.670000 sec): 3 clusters Score: Raw -3197570.130785 + Penalty 4862.838118 = -3192707.292667 nChanged 63 SP:Iteration 27Q (54805.740000 sec): 3 clusters Score: Raw -3197579.319110 + Penalty 4862.838118 = -3192716.480992 nChanged 62 SP:Iteration 28Q (54805.810000 sec): 3 clusters Score: Raw -3197587.099842 + Penalty 4862.838118 = -3192724.261724 nChanged 61 SP:Iteration 29Q (54805.880000 sec): 3 clusters Score: Raw -3197594.384009 + Penalty 4862.838118 = -3192731.545891 nChanged 44 SP:Iteration 30Q (54805.950000 sec): 3 clusters Score: Raw -3197598.864498 + Penalty 4862.838118 = -3192736.026380 nChanged 40 SP:Iteration 31Q (54806.010000 sec): 3 clusters Score: Raw -3197602.665068 + Penalty 4862.838118 = -3192739.826950 nChanged 35 SP:Iteration 32Q (54806.080000 sec): 3 clusters Score: Raw -3197605.818750 + Penalty 4862.838118 = -3192742.980632 nChanged 35 SP:Iteration 33Q (54806.150000 sec): 3 clusters Score: Raw -3197609.726380 + Penalty 4862.838118 = -3192746.888262 nChanged 27 SP:Iteration 34Q (54806.220000 sec): 3 clusters Score: Raw -3197612.741821 + Penalty 4862.838118 = -3192749.903703 nChanged 24 SP:Iteration 35Q (54806.290000 sec): 3 clusters Score: Raw -3197615.261766 + Penalty 4862.838118 = -3192752.423648 nChanged 23 SP:Iteration 36Q (54806.360000 sec): 3 clusters Score: Raw -3197617.891579 + Penalty 4862.838118 = -3192755.053462 nChanged 16 SP:Iteration 37Q (54806.430000 sec): 3 clusters Score: Raw -3197619.397747 + Penalty 4862.838118 = -3192756.559630 nChanged 13 SP:Iteration 38Q (54806.500000 sec): 3 clusters Score: Raw -3197620.517896 + Penalty 4862.838118 = -3192757.679778 nChanged 14 SP:Iteration 39Q (54806.570000 sec): 3 clusters Score: Raw -3197621.599780 + Penalty 4862.838118 = -3192758.761663 nChanged 13 SP:Iteration 40F (54806.640000 sec): 3 clusters Score: Raw -3197622.749821 + Penalty 4862.838118 = -3192759.911703 nChanged 11 SP:Iteration 41Q (54806.710000 sec): 3 clusters Score: Raw -3197623.460146 + Penalty 4862.838118 = -3192760.622028 nChanged 4 SP:Iteration 42Q (54806.770000 sec): 3 clusters Score: Raw -3197623.890811 + Penalty 4862.838118 = -3192761.052693 nChanged 2 SP:Iteration 43Q (54806.840000 sec): 3 clusters Score: Raw -3197624.164765 + Penalty 4862.838118 = -3192761.326647 nChanged 4 SP:Iteration 44Q (54806.910000 sec): 3 clusters Score: Raw -3197624.625211 + Penalty 4862.838118 = -3192761.787094 nChanged 8 SP:Iteration 45Q (54806.980000 sec): 3 clusters Score: Raw -3197625.251145 + Penalty 4862.838118 = -3192762.413027 nChanged 6 SP:Iteration 46Q (54807.050000 sec): 3 clusters Score: Raw -3197625.594321 + Penalty 4862.838118 = -3192762.756203 nChanged 5 SP:Iteration 47Q (54807.120000 sec): 3 clusters Score: Raw -3197625.915321 + Penalty 4862.838118 = -3192763.077203 nChanged 3 SP:Iteration 48Q (54807.190000 sec): 3 clusters Score: Raw -3197626.156568 + Penalty 4862.838118 = -3192763.318450 nChanged 1 SP:Iteration 49Q (54807.250000 sec): 3 clusters Score: Raw -3197626.272653 + Penalty 4862.838118 = -3192763.434535 nChanged 1 SP:Iteration 50Q (54807.330000 sec): 3 clusters Score: Raw -3197626.411663 + Penalty 4862.838118 = -3192763.573545 nChanged 1 SP:Iteration 51Q (54807.390000 sec): 3 clusters Score: Raw -3197626.504445 + Penalty 4862.838118 = -3192763.666327 nChanged 1 SP:Iteration 52Q (54807.460000 sec): 3 clusters Score: Raw -3197626.521421 + Penalty 4862.838118 = -3192763.683304 nChanged 0 SP:Iteration 53F (54807.530000 sec): 3 clusters Score: Raw -3197626.521421 + Penalty 4862.838118 = -3192763.683304 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54808.290000 sec): 2 clusters Score: Raw -38108928.811669 + Penalty 3051.284567 = -38105877.527102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54809.200000 sec): 3 clusters Score: Raw -37964129.334397 + Penalty 6102.569134 = -37958026.765263 nChanged 105907 SP:Iteration 1F (54810.100000 sec): 3 clusters Score: Raw -38026781.032280 + Penalty 6102.569134 = -38020678.463146 nChanged 7073 SP:Iteration 2Q (54811.010000 sec): 3 clusters Score: Raw -38028826.129256 + Penalty 6102.569134 = -38022723.560122 nChanged 8822 SP:Iteration 3Q (54811.930000 sec): 3 clusters Score: Raw -38032287.862404 + Penalty 6102.569134 = -38026185.293270 nChanged 11367 SP:Iteration 4F (54812.830000 sec): 3 clusters Score: Raw -38038152.427413 + Penalty 6102.569134 = -38032049.858279 nChanged 14253 SP:Iteration 5F (54813.730000 sec): 3 clusters Score: Raw -38047238.631013 + Penalty 6102.569134 = -38041136.061879 nChanged 16527 SP:Iteration 6F (54814.630000 sec): 3 clusters Score: Raw -38059652.419117 + Penalty 6102.569134 = -38053549.849983 nChanged 17131 SP:Iteration 7F (54815.520000 sec): 3 clusters Score: Raw -38074231.844531 + Penalty 6102.569134 = -38068129.275397 nChanged 15443 SP:Iteration 8F (54816.410000 sec): 3 clusters Score: Raw -38088640.266765 + Penalty 6102.569134 = -38082537.697632 nChanged 11318 SP:Iteration 9F (54817.300000 sec): 3 clusters Score: Raw -38099674.649390 + Penalty 6102.569134 = -38093572.080256 nChanged 6217 SP:Iteration 10Q (54818.100000 sec): 3 clusters Score: Raw -38105619.974653 + Penalty 6102.569134 = -38099517.405519 nChanged 2505 SP:Iteration 11Q (54818.810000 sec): 3 clusters Score: Raw -38107839.528653 + Penalty 6102.569134 = -38101736.959519 nChanged 929 SP:Iteration 12Q (54819.480000 sec): 3 clusters Score: Raw -38108631.880725 + Penalty 6102.569134 = -38102529.311591 nChanged 383 SP:Iteration 13Q (54820.110000 sec): 3 clusters Score: Raw -38108969.096065 + Penalty 6102.569134 = -38102866.526931 nChanged 194 SP:Iteration 14Q (54820.750000 sec): 3 clusters Score: Raw -38109137.251641 + Penalty 6102.569134 = -38103034.682507 nChanged 117 SP:Iteration 15Q (54821.370000 sec): 3 clusters Score: Raw -38109228.490309 + Penalty 6102.569134 = -38103125.921175 nChanged 86 SP:Iteration 16Q (54821.990000 sec): 3 clusters Score: Raw -38109307.178789 + Penalty 6102.569134 = -38103204.609655 nChanged 77 SP:Iteration 17Q (54822.610000 sec): 3 clusters Score: Raw -38109365.583747 + Penalty 6102.569134 = -38103263.014613 nChanged 48 SP:Iteration 18Q (54823.230000 sec): 3 clusters Score: Raw -38109401.292893 + Penalty 6102.569134 = -38103298.723759 nChanged 27 SP:Iteration 19Q (54823.850000 sec): 3 clusters Score: Raw -38109425.469970 + Penalty 6102.569134 = -38103322.900836 nChanged 32 SP:Iteration 20F (54824.740000 sec): 3 clusters Score: Raw -38109451.144924 + Penalty 6102.569134 = -38103348.575790 nChanged 28 SP:Iteration 21Q (54825.350000 sec): 3 clusters Score: Raw -38109469.967752 + Penalty 6102.569134 = -38103367.398618 nChanged 20 SP:Iteration 22Q (54825.970000 sec): 3 clusters Score: Raw -38109482.642981 + Penalty 6102.569134 = -38103380.073847 nChanged 14 SP:Iteration 23Q (54826.590000 sec): 3 clusters Score: Raw -38109493.709085 + Penalty 6102.569134 = -38103391.139951 nChanged 16 SP:Iteration 24Q (54827.200000 sec): 3 clusters Score: Raw -38109505.415947 + Penalty 6102.569134 = -38103402.846813 nChanged 19 SP:Iteration 25Q (54827.820000 sec): 3 clusters Score: Raw -38109519.538043 + Penalty 6102.569134 = -38103416.968909 nChanged 13 SP:Iteration 26Q (54828.430000 sec): 3 clusters Score: Raw -38109530.263889 + Penalty 6102.569134 = -38103427.694755 nChanged 10 SP:Iteration 27Q (54829.050000 sec): 3 clusters Score: Raw -38109535.819682 + Penalty 6102.569134 = -38103433.250548 nChanged 10 SP:Iteration 28Q (54829.660000 sec): 3 clusters Score: Raw -38109540.664408 + Penalty 6102.569134 = -38103438.095274 nChanged 9 SP:Iteration 29Q (54830.280000 sec): 3 clusters Score: Raw -38109545.803410 + Penalty 6102.569134 = -38103443.234276 nChanged 8 SP:Iteration 30Q (54830.900000 sec): 3 clusters Score: Raw -38109550.812578 + Penalty 6102.569134 = -38103448.243444 nChanged 10 SP:Iteration 31Q (54831.510000 sec): 3 clusters Score: Raw -38109557.285791 + Penalty 6102.569134 = -38103454.716657 nChanged 4 SP:Iteration 32Q (54832.130000 sec): 3 clusters Score: Raw -38109558.978017 + Penalty 6102.569134 = -38103456.408883 nChanged 4 SP:Iteration 33Q (54832.740000 sec): 3 clusters Score: Raw -38109560.550081 + Penalty 6102.569134 = -38103457.980947 nChanged 2 SP:Iteration 34Q (54833.360000 sec): 3 clusters Score: Raw -38109561.138443 + Penalty 6102.569134 = -38103458.569309 nChanged 2 SP:Iteration 35Q (54833.970000 sec): 3 clusters Score: Raw -38109562.032999 + Penalty 6102.569134 = -38103459.463865 nChanged 0 SP:Iteration 36F (54834.860000 sec): 3 clusters Score: Raw -38109562.032999 + Penalty 6102.569134 = -38103459.463865 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54834.940000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54834.940000 sec): 3 clusters Score: Raw -273542.146561 + Penalty 3665.223721 = -269876.922840 nChanged 487 SP:Iteration 1F (54834.950000 sec): 3 clusters Score: Raw -273886.353757 + Penalty 3665.223721 = -270221.130036 nChanged 98 SP:Iteration 2F (54834.960000 sec): 3 clusters Score: Raw -273990.424991 + Penalty 3665.223721 = -270325.201270 nChanged 81 SP:Iteration 3F (54834.960000 sec): 3 clusters Score: Raw -274067.975118 + Penalty 3665.223721 = -270402.751397 nChanged 46 SP:Iteration 4Q (54834.970000 sec): 3 clusters Score: Raw -274102.864496 + Penalty 3665.223721 = -270437.640775 nChanged 22 SP:Iteration 5Q (54834.980000 sec): 3 clusters Score: Raw -274126.182510 + Penalty 3665.223721 = -270460.958789 nChanged 24 SP:Iteration 6Q (54834.980000 sec): 3 clusters Score: Raw -274146.399700 + Penalty 3665.223721 = -270481.175979 nChanged 25 SP:Iteration 7Q (54834.990000 sec): 3 clusters Score: Raw -274164.976173 + Penalty 3665.223721 = -270499.752452 nChanged 19 SP:Iteration 8Q (54834.990000 sec): 3 clusters Score: Raw -274181.342748 + Penalty 3665.223721 = -270516.119027 nChanged 17 SP:Iteration 9Q (54835.000000 sec): 3 clusters Score: Raw -274191.220828 + Penalty 3665.223721 = -270525.997107 nChanged 13 SP:Iteration 10Q (54835.010000 sec): 3 clusters Score: Raw -274198.154566 + Penalty 3665.223721 = -270532.930845 nChanged 11 SP:Iteration 11Q (54835.010000 sec): 3 clusters Score: Raw -274207.615444 + Penalty 3665.223721 = -270542.391723 nChanged 11 SP:Iteration 12Q (54835.020000 sec): 3 clusters Score: Raw -274215.290783 + Penalty 3665.223721 = -270550.067062 nChanged 8 SP:Iteration 13Q (54835.020000 sec): 3 clusters Score: Raw -274220.606296 + Penalty 3665.223721 = -270555.382575 nChanged 7 SP:Iteration 14Q (54835.030000 sec): 3 clusters Score: Raw -274223.562135 + Penalty 3665.223721 = -270558.338414 nChanged 6 SP:Iteration 15Q (54835.040000 sec): 3 clusters Score: Raw -274226.838779 + Penalty 3665.223721 = -270561.615058 nChanged 9 SP:Iteration 16Q (54835.040000 sec): 3 clusters Score: Raw -274234.326963 + Penalty 3665.223721 = -270569.103242 nChanged 7 SP:Iteration 17Q (54835.050000 sec): 3 clusters Score: Raw -274241.857011 + Penalty 3665.223721 = -270576.633290 nChanged 15 SP:Iteration 18Q (54835.060000 sec): 3 clusters Score: Raw -274254.474935 + Penalty 3665.223721 = -270589.251214 nChanged 13 SP:Iteration 19Q (54835.060000 sec): 3 clusters Score: Raw -274262.376165 + Penalty 3665.223721 = -270597.152444 nChanged 11 SP:Iteration 20F (54835.070000 sec): 3 clusters Score: Raw -274271.088037 + Penalty 3665.223721 = -270605.864316 nChanged 16 SP:Iteration 21Q (54835.080000 sec): 3 clusters Score: Raw -274283.008786 + Penalty 3665.223721 = -270617.785065 nChanged 16 SP:Iteration 22Q (54835.080000 sec): 3 clusters Score: Raw -274301.950287 + Penalty 3665.223721 = -270636.726566 nChanged 18 SP:Iteration 23Q (54835.090000 sec): 3 clusters Score: Raw -274318.132569 + Penalty 3665.223721 = -270652.908848 nChanged 24 SP:Iteration 24Q (54835.100000 sec): 3 clusters Score: Raw -274342.422433 + Penalty 3665.223721 = -270677.198712 nChanged 17 SP:Iteration 25Q (54835.100000 sec): 3 clusters Score: Raw -274356.876696 + Penalty 3665.223721 = -270691.652975 nChanged 13 SP:Iteration 26Q (54835.110000 sec): 3 clusters Score: Raw -274366.665670 + Penalty 3665.223721 = -270701.441949 nChanged 8 SP:Iteration 27Q (54835.110000 sec): 3 clusters Score: Raw -274374.807205 + Penalty 3665.223721 = -270709.583484 nChanged 6 SP:Iteration 28Q (54835.120000 sec): 3 clusters Score: Raw -274379.048116 + Penalty 3665.223721 = -270713.824395 nChanged 9 SP:Iteration 29Q (54835.120000 sec): 3 clusters Score: Raw -274385.851257 + Penalty 3665.223721 = -270720.627536 nChanged 7 SP:Iteration 30Q (54835.130000 sec): 3 clusters Score: Raw -274393.729607 + Penalty 3665.223721 = -270728.505886 nChanged 11 SP:Iteration 31Q (54835.140000 sec): 3 clusters Score: Raw -274402.804094 + Penalty 3665.223721 = -270737.580373 nChanged 9 SP:Iteration 32Q (54835.140000 sec): 3 clusters Score: Raw -274414.570266 + Penalty 3665.223721 = -270749.346545 nChanged 9 SP:Iteration 33Q (54835.150000 sec): 3 clusters Score: Raw -274423.104746 + Penalty 3665.223721 = -270757.881025 nChanged 9 SP:Iteration 34Q (54835.160000 sec): 3 clusters Score: Raw -274432.358551 + Penalty 3665.223721 = -270767.134830 nChanged 6 SP:Iteration 35Q (54835.160000 sec): 3 clusters Score: Raw -274435.764590 + Penalty 3665.223721 = -270770.540869 nChanged 7 SP:Iteration 36Q (54835.170000 sec): 3 clusters Score: Raw -274440.556697 + Penalty 3665.223721 = -270775.332976 nChanged 6 SP:Iteration 37Q (54835.180000 sec): 3 clusters Score: Raw -274446.187047 + Penalty 3665.223721 = -270780.963326 nChanged 8 SP:Iteration 38Q (54835.180000 sec): 3 clusters Score: Raw -274453.834591 + Penalty 3665.223721 = -270788.610870 nChanged 9 SP:Iteration 39Q (54835.190000 sec): 3 clusters Score: Raw -274462.442182 + Penalty 3665.223721 = -270797.218461 nChanged 10 SP:Iteration 40F (54835.200000 sec): 3 clusters Score: Raw -274472.864074 + Penalty 3665.223721 = -270807.640353 nChanged 11 SP:Iteration 41Q (54835.200000 sec): 3 clusters Score: Raw -274486.746151 + Penalty 3665.223721 = -270821.522430 nChanged 12 SP:Iteration 42Q (54835.210000 sec): 3 clusters Score: Raw -274495.603125 + Penalty 3665.223721 = -270830.379404 nChanged 6 SP:Iteration 43Q (54835.210000 sec): 3 clusters Score: Raw -274499.835929 + Penalty 3665.223721 = -270834.612208 nChanged 6 SP:Iteration 44Q (54835.220000 sec): 3 clusters Score: Raw -274506.315229 + Penalty 3665.223721 = -270841.091508 nChanged 5 SP:Iteration 45Q (54835.220000 sec): 3 clusters Score: Raw -274509.485515 + Penalty 3665.223721 = -270844.261794 nChanged 2 SP:Iteration 46Q (54835.230000 sec): 3 clusters Score: Raw -274511.212106 + Penalty 3665.223721 = -270845.988385 nChanged 4 SP:Iteration 47Q (54835.240000 sec): 3 clusters Score: Raw -274513.133724 + Penalty 3665.223721 = -270847.910003 nChanged 0 SP:Iteration 48F (54835.240000 sec): 3 clusters Score: Raw -274513.133724 + Penalty 3665.223721 = -270847.910003 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54835.250000 sec): 2 clusters Score: Raw -108793.637428 + Penalty 1608.189538 = -107185.447890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54835.260000 sec): 3 clusters Score: Raw -108728.124927 + Penalty 3216.379077 = -105511.745850 nChanged 136 SP:Iteration 1F (54835.260000 sec): 3 clusters Score: Raw -108954.642544 + Penalty 3216.379077 = -105738.263467 nChanged 31 SP:Iteration 2Q (54835.260000 sec): 3 clusters Score: Raw -109029.153180 + Penalty 3216.379077 = -105812.774103 nChanged 18 SP:Iteration 3Q (54835.260000 sec): 3 clusters Score: Raw -109069.725725 + Penalty 3216.379077 = -105853.346648 nChanged 6 SP:Iteration 4Q (54835.260000 sec): 3 clusters Score: Raw -109089.170181 + Penalty 3216.379077 = -105872.791104 nChanged 13 SP:Iteration 5Q (54835.270000 sec): 3 clusters Score: Raw -109114.036274 + Penalty 3216.379077 = -105897.657197 nChanged 8 SP:Iteration 6Q (54835.270000 sec): 3 clusters Score: Raw -109132.190978 + Penalty 3216.379077 = -105915.811901 nChanged 3 SP:Iteration 7Q (54835.270000 sec): 3 clusters Score: Raw -109149.366790 + Penalty 3216.379077 = -105932.987713 nChanged 9 SP:Iteration 8Q (54835.280000 sec): 3 clusters Score: Raw -109176.522471 + Penalty 3216.379077 = -105960.143394 nChanged 9 SP:Iteration 9Q (54835.280000 sec): 3 clusters Score: Raw -109191.852792 + Penalty 3216.379077 = -105975.473715 nChanged 2 SP:Iteration 10Q (54835.280000 sec): 3 clusters Score: Raw -109193.799339 + Penalty 3216.379077 = -105977.420262 nChanged 1 SP:Iteration 11Q (54835.280000 sec): 3 clusters Score: Raw -109195.768678 + Penalty 3216.379077 = -105979.389601 nChanged 0 SP:Iteration 12F (54835.280000 sec): 3 clusters Score: Raw -109195.768678 + Penalty 3216.379077 = -105979.389601 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54836.080000 sec): 2 clusters Score: Raw -42769811.564162 + Penalty 3062.018085 = -42766749.546077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54837.020000 sec): 3 clusters Score: Raw -42617927.066190 + Penalty 6124.036171 = -42611803.030020 nChanged 111047 SP:Iteration 1F (54837.960000 sec): 3 clusters Score: Raw -42684308.207657 + Penalty 6124.036171 = -42678184.171486 nChanged 6520 SP:Iteration 2Q (54838.920000 sec): 3 clusters Score: Raw -42685771.077133 + Penalty 6124.036171 = -42679647.040962 nChanged 7179 SP:Iteration 3Q (54839.880000 sec): 3 clusters Score: Raw -42687815.225358 + Penalty 6124.036171 = -42681691.189187 nChanged 8492 SP:Iteration 4Q (54840.840000 sec): 3 clusters Score: Raw -42690940.581364 + Penalty 6124.036171 = -42684816.545193 nChanged 10572 SP:Iteration 5Q (54841.790000 sec): 3 clusters Score: Raw -42695986.501954 + Penalty 6124.036171 = -42689862.465784 nChanged 13253 SP:Iteration 6F (54842.740000 sec): 3 clusters Score: Raw -42704172.756920 + Penalty 6124.036171 = -42698048.720749 nChanged 16265 SP:Iteration 7F (54843.670000 sec): 3 clusters Score: Raw -42716341.885068 + Penalty 6124.036171 = -42710217.848897 nChanged 17888 SP:Iteration 8F (54844.610000 sec): 3 clusters Score: Raw -42731657.970922 + Penalty 6124.036171 = -42725533.934751 nChanged 16873 SP:Iteration 9F (54845.550000 sec): 3 clusters Score: Raw -42747090.027934 + Penalty 6124.036171 = -42740965.991763 nChanged 12547 SP:Iteration 10F (54846.480000 sec): 3 clusters Score: Raw -42758543.395826 + Penalty 6124.036171 = -42752419.359656 nChanged 7518 SP:Iteration 11Q (54847.280000 sec): 3 clusters Score: Raw -42765110.372772 + Penalty 6124.036171 = -42758986.336601 nChanged 3605 SP:Iteration 12Q (54848.030000 sec): 3 clusters Score: Raw -42768031.996010 + Penalty 6124.036171 = -42761907.959839 nChanged 1542 SP:Iteration 13Q (54848.720000 sec): 3 clusters Score: Raw -42769198.729566 + Penalty 6124.036171 = -42763074.693395 nChanged 624 SP:Iteration 14Q (54849.400000 sec): 3 clusters Score: Raw -42769656.147455 + Penalty 6124.036171 = -42763532.111284 nChanged 286 SP:Iteration 15Q (54850.060000 sec): 3 clusters Score: Raw -42769882.294786 + Penalty 6124.036171 = -42763758.258615 nChanged 143 SP:Iteration 16Q (54850.710000 sec): 3 clusters Score: Raw -42770014.475837 + Penalty 6124.036171 = -42763890.439667 nChanged 93 SP:Iteration 17Q (54851.360000 sec): 3 clusters Score: Raw -42770106.559082 + Penalty 6124.036171 = -42763982.522911 nChanged 67 SP:Iteration 18Q (54852.000000 sec): 3 clusters Score: Raw -42770173.755004 + Penalty 6124.036171 = -42764049.718833 nChanged 60 SP:Iteration 19Q (54852.650000 sec): 3 clusters Score: Raw -42770223.502836 + Penalty 6124.036171 = -42764099.466665 nChanged 37 SP:Iteration 20F (54853.580000 sec): 3 clusters Score: Raw -42770250.471907 + Penalty 6124.036171 = -42764126.435736 nChanged 14 SP:Iteration 21Q (54854.220000 sec): 3 clusters Score: Raw -42770260.506677 + Penalty 6124.036171 = -42764136.470506 nChanged 13 SP:Iteration 22Q (54854.870000 sec): 3 clusters Score: Raw -42770267.903689 + Penalty 6124.036171 = -42764143.867519 nChanged 4 SP:Iteration 23Q (54855.510000 sec): 3 clusters Score: Raw -42770270.355622 + Penalty 6124.036171 = -42764146.319452 nChanged 2 SP:Iteration 24Q (54856.150000 sec): 3 clusters Score: Raw -42770272.438087 + Penalty 6124.036171 = -42764148.401916 nChanged 4 SP:Iteration 25Q (54856.800000 sec): 3 clusters Score: Raw -42770274.986837 + Penalty 6124.036171 = -42764150.950666 nChanged 1 SP:Iteration 26Q (54857.440000 sec): 3 clusters Score: Raw -42770275.455728 + Penalty 6124.036171 = -42764151.419558 nChanged 0 SP:Iteration 27F (54858.360000 sec): 3 clusters Score: Raw -42770275.455728 + Penalty 6124.036171 = -42764151.419558 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54858.440000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54858.440000 sec): 3 clusters Score: Raw -46586.741264 + Penalty 2832.371801 = -43754.369464 nChanged 47 SP:Iteration 1F (54858.440000 sec): 3 clusters Score: Raw -46748.796839 + Penalty 2832.371801 = -43916.425039 nChanged 22 SP:Iteration 2F (54858.440000 sec): 3 clusters Score: Raw -46812.767264 + Penalty 2832.371801 = -43980.395463 nChanged 8 SP:Iteration 3Q (54858.440000 sec): 3 clusters Score: Raw -46857.137263 + Penalty 2832.371801 = -44024.765462 nChanged 8 SP:Iteration 4Q (54858.440000 sec): 3 clusters Score: Raw -46884.317084 + Penalty 2832.371801 = -44051.945283 nChanged 5 SP:Iteration 5Q (54858.440000 sec): 3 clusters Score: Raw -46901.642468 + Penalty 2832.371801 = -44069.270667 nChanged 2 SP:Iteration 6Q (54858.440000 sec): 3 clusters Score: Raw -46906.880691 + Penalty 2832.371801 = -44074.508890 nChanged 1 SP:Iteration 7Q (54858.450000 sec): 3 clusters Score: Raw -46911.913551 + Penalty 2832.371801 = -44079.541750 nChanged 0 SP:Iteration 8F (54858.450000 sec): 3 clusters Score: Raw -46911.913551 + Penalty 2832.371801 = -44079.541750 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54858.450000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54858.450000 sec): 3 clusters Score: Raw -80981.110057 + Penalty 3100.944326 = -77880.165731 nChanged 82 SP:Iteration 1F (54858.460000 sec): 3 clusters Score: Raw -81170.899744 + Penalty 3100.944326 = -78069.955418 nChanged 26 SP:Iteration 2F (54858.460000 sec): 3 clusters Score: Raw -81237.721493 + Penalty 3100.944326 = -78136.777167 nChanged 12 SP:Iteration 3Q (54858.460000 sec): 3 clusters Score: Raw -81267.559700 + Penalty 3100.944326 = -78166.615374 nChanged 5 SP:Iteration 4Q (54858.460000 sec): 3 clusters Score: Raw -81276.940155 + Penalty 3100.944326 = -78175.995829 nChanged 1 SP:Iteration 5Q (54858.470000 sec): 3 clusters Score: Raw -81277.953845 + Penalty 3100.944326 = -78177.009519 nChanged 0 SP:Iteration 6F (54858.470000 sec): 3 clusters Score: Raw -81277.953845 + Penalty 3100.944326 = -78177.009519 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54858.470000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54858.470000 sec): 3 clusters Score: Raw -81935.936989 + Penalty 3110.410262 = -78825.526726 nChanged 94 SP:Iteration 1F (54858.480000 sec): 3 clusters Score: Raw -82165.079509 + Penalty 3110.410262 = -79054.669247 nChanged 30 SP:Iteration 2F (54858.480000 sec): 3 clusters Score: Raw -82260.753663 + Penalty 3110.410262 = -79150.343401 nChanged 13 SP:Iteration 3Q (54858.480000 sec): 3 clusters Score: Raw -82303.045672 + Penalty 3110.410262 = -79192.635410 nChanged 9 SP:Iteration 4Q (54858.490000 sec): 3 clusters Score: Raw -82347.583013 + Penalty 3110.410262 = -79237.172751 nChanged 8 SP:Iteration 5Q (54858.490000 sec): 3 clusters Score: Raw -82361.880112 + Penalty 3110.410262 = -79251.469850 nChanged 6 SP:Iteration 6Q (54858.490000 sec): 3 clusters Score: Raw -82374.214968 + Penalty 3110.410262 = -79263.804706 nChanged 2 SP:Iteration 7Q (54858.490000 sec): 3 clusters Score: Raw -82378.172113 + Penalty 3110.410262 = -79267.761851 nChanged 1 SP:Iteration 8Q (54858.490000 sec): 3 clusters Score: Raw -82383.206259 + Penalty 3110.410262 = -79272.795997 nChanged 1 SP:Iteration 9Q (54858.490000 sec): 3 clusters Score: Raw -82386.119453 + Penalty 3110.410262 = -79275.709190 nChanged 1 SP:Iteration 10Q (54858.500000 sec): 3 clusters Score: Raw -82387.215761 + Penalty 3110.410262 = -79276.805499 nChanged 0 SP:Iteration 11F (54858.500000 sec): 3 clusters Score: Raw -82387.215761 + Penalty 3110.410262 = -79276.805499 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54858.530000 sec): 2 clusters Score: Raw -1638593.433415 + Penalty 2276.840525 = -1636316.592890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54858.570000 sec): 3 clusters Score: Raw -1633426.857026 + Penalty 4553.681050 = -1628873.175976 nChanged 4003 SP:Iteration 1F (54858.610000 sec): 3 clusters Score: Raw -1635681.035133 + Penalty 4553.681050 = -1631127.354083 nChanged 690 SP:Iteration 2F (54858.650000 sec): 3 clusters Score: Raw -1636080.903847 + Penalty 4553.681050 = -1631527.222796 nChanged 555 SP:Iteration 3F (54858.690000 sec): 3 clusters Score: Raw -1636413.757298 + Penalty 4553.681050 = -1631860.076248 nChanged 527 SP:Iteration 4F (54858.730000 sec): 3 clusters Score: Raw -1636768.161491 + Penalty 4553.681050 = -1632214.480440 nChanged 507 SP:Iteration 5F (54858.760000 sec): 3 clusters Score: Raw -1637083.123368 + Penalty 4553.681050 = -1632529.442318 nChanged 493 SP:Iteration 6F (54858.800000 sec): 3 clusters Score: Raw -1637366.337477 + Penalty 4553.681050 = -1632812.656426 nChanged 410 SP:Iteration 7Q (54858.840000 sec): 3 clusters Score: Raw -1637607.894552 + Penalty 4553.681050 = -1633054.213502 nChanged 382 SP:Iteration 8Q (54858.880000 sec): 3 clusters Score: Raw -1637815.199212 + Penalty 4553.681050 = -1633261.518162 nChanged 324 SP:Iteration 9Q (54858.910000 sec): 3 clusters Score: Raw -1637982.394489 + Penalty 4553.681050 = -1633428.713438 nChanged 289 SP:Iteration 10Q (54858.950000 sec): 3 clusters Score: Raw -1638125.643478 + Penalty 4553.681050 = -1633571.962428 nChanged 246 SP:Iteration 11Q (54858.990000 sec): 3 clusters Score: Raw -1638249.082239 + Penalty 4553.681050 = -1633695.401188 nChanged 230 SP:Iteration 12Q (54859.030000 sec): 3 clusters Score: Raw -1638366.772378 + Penalty 4553.681050 = -1633813.091328 nChanged 207 SP:Iteration 13Q (54859.060000 sec): 3 clusters Score: Raw -1638470.456605 + Penalty 4553.681050 = -1633916.775555 nChanged 207 SP:Iteration 14Q (54859.100000 sec): 3 clusters Score: Raw -1638568.688207 + Penalty 4553.681050 = -1634015.007156 nChanged 191 SP:Iteration 15Q (54859.140000 sec): 3 clusters Score: Raw -1638658.179615 + Penalty 4553.681050 = -1634104.498565 nChanged 173 SP:Iteration 16Q (54859.170000 sec): 3 clusters Score: Raw -1638745.540934 + Penalty 4553.681050 = -1634191.859883 nChanged 140 SP:Iteration 17Q (54859.210000 sec): 3 clusters Score: Raw -1638807.950169 + Penalty 4553.681050 = -1634254.269118 nChanged 131 SP:Iteration 18Q (54859.250000 sec): 3 clusters Score: Raw -1638857.630678 + Penalty 4553.681050 = -1634303.949628 nChanged 90 SP:Iteration 19Q (54859.280000 sec): 3 clusters Score: Raw -1638895.287298 + Penalty 4553.681050 = -1634341.606248 nChanged 83 SP:Iteration 20F (54859.320000 sec): 3 clusters Score: Raw -1638928.598430 + Penalty 4553.681050 = -1634374.917380 nChanged 77 SP:Iteration 21Q (54859.350000 sec): 3 clusters Score: Raw -1638961.059985 + Penalty 4553.681050 = -1634407.378935 nChanged 70 SP:Iteration 22Q (54859.390000 sec): 3 clusters Score: Raw -1638988.082727 + Penalty 4553.681050 = -1634434.401677 nChanged 53 SP:Iteration 23Q (54859.430000 sec): 3 clusters Score: Raw -1639008.426371 + Penalty 4553.681050 = -1634454.745321 nChanged 51 SP:Iteration 24Q (54859.460000 sec): 3 clusters Score: Raw -1639025.475712 + Penalty 4553.681050 = -1634471.794662 nChanged 46 SP:Iteration 25Q (54859.490000 sec): 3 clusters Score: Raw -1639040.409019 + Penalty 4553.681050 = -1634486.727968 nChanged 41 SP:Iteration 26Q (54859.530000 sec): 3 clusters Score: Raw -1639052.182392 + Penalty 4553.681050 = -1634498.501342 nChanged 39 SP:Iteration 27Q (54859.560000 sec): 3 clusters Score: Raw -1639063.418820 + Penalty 4553.681050 = -1634509.737770 nChanged 39 SP:Iteration 28Q (54859.600000 sec): 3 clusters Score: Raw -1639074.332612 + Penalty 4553.681050 = -1634520.651562 nChanged 35 SP:Iteration 29Q (54859.630000 sec): 3 clusters Score: Raw -1639085.098732 + Penalty 4553.681050 = -1634531.417681 nChanged 34 SP:Iteration 30Q (54859.670000 sec): 3 clusters Score: Raw -1639098.213895 + Penalty 4553.681050 = -1634544.532845 nChanged 34 SP:Iteration 31Q (54859.700000 sec): 3 clusters Score: Raw -1639110.290610 + Penalty 4553.681050 = -1634556.609560 nChanged 31 SP:Iteration 32Q (54859.730000 sec): 3 clusters Score: Raw -1639121.446827 + Penalty 4553.681050 = -1634567.765776 nChanged 36 SP:Iteration 33Q (54859.770000 sec): 3 clusters Score: Raw -1639132.822918 + Penalty 4553.681050 = -1634579.141868 nChanged 41 SP:Iteration 34Q (54859.800000 sec): 3 clusters Score: Raw -1639148.620686 + Penalty 4553.681050 = -1634594.939635 nChanged 30 SP:Iteration 35Q (54859.830000 sec): 3 clusters Score: Raw -1639158.346388 + Penalty 4553.681050 = -1634604.665337 nChanged 23 SP:Iteration 36Q (54859.870000 sec): 3 clusters Score: Raw -1639165.883615 + Penalty 4553.681050 = -1634612.202565 nChanged 22 SP:Iteration 37Q (54859.900000 sec): 3 clusters Score: Raw -1639174.076567 + Penalty 4553.681050 = -1634620.395516 nChanged 23 SP:Iteration 38Q (54859.930000 sec): 3 clusters Score: Raw -1639184.129353 + Penalty 4553.681050 = -1634630.448302 nChanged 19 SP:Iteration 39Q (54859.970000 sec): 3 clusters Score: Raw -1639190.040058 + Penalty 4553.681050 = -1634636.359008 nChanged 14 SP:Iteration 40F (54860.000000 sec): 3 clusters Score: Raw -1639194.046005 + Penalty 4553.681050 = -1634640.364955 nChanged 10 SP:Iteration 41Q (54860.040000 sec): 3 clusters Score: Raw -1639196.955908 + Penalty 4553.681050 = -1634643.274857 nChanged 9 SP:Iteration 42Q (54860.070000 sec): 3 clusters Score: Raw -1639199.669463 + Penalty 4553.681050 = -1634645.988413 nChanged 9 SP:Iteration 43Q (54860.100000 sec): 3 clusters Score: Raw -1639204.318707 + Penalty 4553.681050 = -1634650.637656 nChanged 14 SP:Iteration 44Q (54860.130000 sec): 3 clusters Score: Raw -1639210.186037 + Penalty 4553.681050 = -1634656.504987 nChanged 20 SP:Iteration 45Q (54860.170000 sec): 3 clusters Score: Raw -1639218.450885 + Penalty 4553.681050 = -1634664.769834 nChanged 18 SP:Iteration 46Q (54860.200000 sec): 3 clusters Score: Raw -1639224.268571 + Penalty 4553.681050 = -1634670.587520 nChanged 9 SP:Iteration 47Q (54860.230000 sec): 3 clusters Score: Raw -1639227.105631 + Penalty 4553.681050 = -1634673.424580 nChanged 11 SP:Iteration 48Q (54860.260000 sec): 3 clusters Score: Raw -1639229.531007 + Penalty 4553.681050 = -1634675.849956 nChanged 5 SP:Iteration 49Q (54860.290000 sec): 3 clusters Score: Raw -1639230.687329 + Penalty 4553.681050 = -1634677.006279 nChanged 5 SP:Iteration 50Q (54860.330000 sec): 3 clusters Score: Raw -1639232.042477 + Penalty 4553.681050 = -1634678.361426 nChanged 3 SP:Iteration 51Q (54860.360000 sec): 3 clusters Score: Raw -1639233.751084 + Penalty 4553.681050 = -1634680.070033 nChanged 5 SP:Iteration 52Q (54860.390000 sec): 3 clusters Score: Raw -1639234.792036 + Penalty 4553.681050 = -1634681.110986 nChanged 2 SP:Iteration 53Q (54860.420000 sec): 3 clusters Score: Raw -1639235.497695 + Penalty 4553.681050 = -1634681.816645 nChanged 1 SP:Iteration 54Q (54860.450000 sec): 3 clusters Score: Raw -1639235.841954 + Penalty 4553.681050 = -1634682.160903 nChanged 0 SP:Iteration 55F (54860.490000 sec): 3 clusters Score: Raw -1639235.841954 + Penalty 4553.681050 = -1634682.160903 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54860.500000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54860.510000 sec): 3 clusters Score: Raw -114131.290550 + Penalty 3260.545363 = -110870.745187 nChanged 173 SP:Iteration 1F (54860.510000 sec): 3 clusters Score: Raw -114394.603552 + Penalty 3260.545363 = -111134.058189 nChanged 41 SP:Iteration 2F (54860.510000 sec): 3 clusters Score: Raw -114512.292224 + Penalty 3260.545363 = -111251.746861 nChanged 47 SP:Iteration 3F (54860.510000 sec): 3 clusters Score: Raw -114617.866590 + Penalty 3260.545363 = -111357.321227 nChanged 32 SP:Iteration 4Q (54860.520000 sec): 3 clusters Score: Raw -114724.527344 + Penalty 3260.545363 = -111463.981981 nChanged 34 SP:Iteration 5Q (54860.520000 sec): 3 clusters Score: Raw -114827.252267 + Penalty 3260.545363 = -111566.706904 nChanged 28 SP:Iteration 6Q (54860.520000 sec): 3 clusters Score: Raw -114923.249688 + Penalty 3260.545363 = -111662.704325 nChanged 19 SP:Iteration 7Q (54860.530000 sec): 3 clusters Score: Raw -115042.074084 + Penalty 3260.545363 = -111781.528721 nChanged 23 SP:Iteration 8Q (54860.530000 sec): 3 clusters Score: Raw -115155.138043 + Penalty 3260.545363 = -111894.592680 nChanged 23 SP:Iteration 9Q (54860.530000 sec): 3 clusters Score: Raw -115275.628416 + Penalty 3260.545363 = -112015.083054 nChanged 19 SP:Iteration 10Q (54860.530000 sec): 3 clusters Score: Raw -115343.743336 + Penalty 3260.545363 = -112083.197973 nChanged 16 SP:Iteration 11Q (54860.530000 sec): 3 clusters Score: Raw -115417.097760 + Penalty 3260.545363 = -112156.552397 nChanged 20 SP:Iteration 12Q (54860.540000 sec): 3 clusters Score: Raw -115466.893611 + Penalty 3260.545363 = -112206.348248 nChanged 11 SP:Iteration 13Q (54860.540000 sec): 3 clusters Score: Raw -115511.105511 + Penalty 3260.545363 = -112250.560148 nChanged 9 SP:Iteration 14Q (54860.540000 sec): 3 clusters Score: Raw -115552.819431 + Penalty 3260.545363 = -112292.274068 nChanged 9 SP:Iteration 15Q (54860.550000 sec): 3 clusters Score: Raw -115590.026369 + Penalty 3260.545363 = -112329.481006 nChanged 2 SP:Iteration 16Q (54860.550000 sec): 3 clusters Score: Raw -115600.676084 + Penalty 3260.545363 = -112340.130721 nChanged 1 SP:Iteration 17Q (54860.550000 sec): 3 clusters Score: Raw -115604.991274 + Penalty 3260.545363 = -112344.445911 nChanged 3 SP:Iteration 18Q (54860.550000 sec): 3 clusters Score: Raw -115613.015152 + Penalty 3260.545363 = -112352.469790 nChanged 1 SP:Iteration 19Q (54860.550000 sec): 3 clusters Score: Raw -115614.629347 + Penalty 3260.545363 = -112354.083984 nChanged 2 SP:Iteration 20F (54860.560000 sec): 3 clusters Score: Raw -115620.742749 + Penalty 3260.545363 = -112360.197386 nChanged 1 SP:Iteration 21Q (54860.560000 sec): 3 clusters Score: Raw -115622.819688 + Penalty 3260.545363 = -112362.274325 nChanged 0 SP:Iteration 22F (54860.560000 sec): 3 clusters Score: Raw -115622.819688 + Penalty 3260.545363 = -112362.274325 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54860.580000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54860.590000 sec): 3 clusters Score: Raw -616293.567855 + Penalty 4058.549395 = -612235.018460 nChanged 1271 SP:Iteration 1F (54860.610000 sec): 3 clusters Score: Raw -617043.494437 + Penalty 4058.549395 = -612984.945042 nChanged 273 SP:Iteration 2F (54860.620000 sec): 3 clusters Score: Raw -617230.978758 + Penalty 4058.549395 = -613172.429363 nChanged 174 SP:Iteration 3Q (54860.630000 sec): 3 clusters Score: Raw -617342.369687 + Penalty 4058.549395 = -613283.820292 nChanged 144 SP:Iteration 4Q (54860.650000 sec): 3 clusters Score: Raw -617433.428676 + Penalty 4058.549395 = -613374.879281 nChanged 112 SP:Iteration 5Q (54860.660000 sec): 3 clusters Score: Raw -617502.944359 + Penalty 4058.549395 = -613444.394964 nChanged 104 SP:Iteration 6Q (54860.680000 sec): 3 clusters Score: Raw -617571.924173 + Penalty 4058.549395 = -613513.374778 nChanged 108 SP:Iteration 7Q (54860.690000 sec): 3 clusters Score: Raw -617638.684487 + Penalty 4058.549395 = -613580.135092 nChanged 72 SP:Iteration 8Q (54860.710000 sec): 3 clusters Score: Raw -617680.946803 + Penalty 4058.549395 = -613622.397409 nChanged 70 SP:Iteration 9Q (54860.720000 sec): 3 clusters Score: Raw -617714.419058 + Penalty 4058.549395 = -613655.869663 nChanged 61 SP:Iteration 10Q (54860.730000 sec): 3 clusters Score: Raw -617742.444116 + Penalty 4058.549395 = -613683.894721 nChanged 50 SP:Iteration 11Q (54860.750000 sec): 3 clusters Score: Raw -617767.047725 + Penalty 4058.549395 = -613708.498330 nChanged 48 SP:Iteration 12Q (54860.760000 sec): 3 clusters Score: Raw -617792.971555 + Penalty 4058.549395 = -613734.422160 nChanged 42 SP:Iteration 13Q (54860.770000 sec): 3 clusters Score: Raw -617816.637732 + Penalty 4058.549395 = -613758.088337 nChanged 43 SP:Iteration 14Q (54860.790000 sec): 3 clusters Score: Raw -617836.839333 + Penalty 4058.549395 = -613778.289938 nChanged 37 SP:Iteration 15Q (54860.800000 sec): 3 clusters Score: Raw -617857.341574 + Penalty 4058.549395 = -613798.792179 nChanged 37 SP:Iteration 16Q (54860.820000 sec): 3 clusters Score: Raw -617877.898029 + Penalty 4058.549395 = -613819.348634 nChanged 42 SP:Iteration 17Q (54860.830000 sec): 3 clusters Score: Raw -617896.801693 + Penalty 4058.549395 = -613838.252298 nChanged 29 SP:Iteration 18Q (54860.850000 sec): 3 clusters Score: Raw -617910.025863 + Penalty 4058.549395 = -613851.476468 nChanged 31 SP:Iteration 19Q (54860.860000 sec): 3 clusters Score: Raw -617926.140385 + Penalty 4058.549395 = -613867.590990 nChanged 37 SP:Iteration 20F (54860.870000 sec): 3 clusters Score: Raw -617944.340881 + Penalty 4058.549395 = -613885.791486 nChanged 26 SP:Iteration 21Q (54860.890000 sec): 3 clusters Score: Raw -617955.291737 + Penalty 4058.549395 = -613896.742342 nChanged 18 SP:Iteration 22Q (54860.900000 sec): 3 clusters Score: Raw -617963.999861 + Penalty 4058.549395 = -613905.450466 nChanged 24 SP:Iteration 23Q (54860.910000 sec): 3 clusters Score: Raw -617974.007585 + Penalty 4058.549395 = -613915.458190 nChanged 14 SP:Iteration 24Q (54860.930000 sec): 3 clusters Score: Raw -617980.757543 + Penalty 4058.549395 = -613922.208148 nChanged 9 SP:Iteration 25Q (54860.940000 sec): 3 clusters Score: Raw -617986.615260 + Penalty 4058.549395 = -613928.065865 nChanged 10 SP:Iteration 26Q (54860.950000 sec): 3 clusters Score: Raw -617990.683427 + Penalty 4058.549395 = -613932.134032 nChanged 10 SP:Iteration 27Q (54860.970000 sec): 3 clusters Score: Raw -617994.859092 + Penalty 4058.549395 = -613936.309697 nChanged 11 SP:Iteration 28Q (54860.980000 sec): 3 clusters Score: Raw -617999.135601 + Penalty 4058.549395 = -613940.586206 nChanged 7 SP:Iteration 29Q (54861.000000 sec): 3 clusters Score: Raw -618000.904974 + Penalty 4058.549395 = -613942.355579 nChanged 1 SP:Iteration 30Q (54861.010000 sec): 3 clusters Score: Raw -618002.153096 + Penalty 4058.549395 = -613943.603701 nChanged 4 SP:Iteration 31Q (54861.030000 sec): 3 clusters Score: Raw -618003.503995 + Penalty 4058.549395 = -613944.954600 nChanged 4 SP:Iteration 32Q (54861.040000 sec): 3 clusters Score: Raw -618004.415405 + Penalty 4058.549395 = -613945.866011 nChanged 4 SP:Iteration 33Q (54861.050000 sec): 3 clusters Score: Raw -618005.185979 + Penalty 4058.549395 = -613946.636584 nChanged 2 SP:Iteration 34Q (54861.070000 sec): 3 clusters Score: Raw -618006.493722 + Penalty 4058.549395 = -613947.944327 nChanged 2 SP:Iteration 35Q (54861.080000 sec): 3 clusters Score: Raw -618007.201976 + Penalty 4058.549395 = -613948.652581 nChanged 3 SP:Iteration 36Q (54861.090000 sec): 3 clusters Score: Raw -618007.787599 + Penalty 4058.549395 = -613949.238204 nChanged 3 SP:Iteration 37Q (54861.110000 sec): 3 clusters Score: Raw -618008.644101 + Penalty 4058.549395 = -613950.094706 nChanged 1 SP:Iteration 38Q (54861.120000 sec): 3 clusters Score: Raw -618009.849212 + Penalty 4058.549395 = -613951.299817 nChanged 7 SP:Iteration 39Q (54861.130000 sec): 3 clusters Score: Raw -618014.056198 + Penalty 4058.549395 = -613955.506803 nChanged 9 SP:Iteration 40F (54861.150000 sec): 3 clusters Score: Raw -618018.697324 + Penalty 4058.549395 = -613960.147929 nChanged 6 SP:Iteration 41Q (54861.160000 sec): 3 clusters Score: Raw -618021.198810 + Penalty 4058.549395 = -613962.649415 nChanged 5 SP:Iteration 42Q (54861.180000 sec): 3 clusters Score: Raw -618022.774203 + Penalty 4058.549395 = -613964.224808 nChanged 3 SP:Iteration 43Q (54861.190000 sec): 3 clusters Score: Raw -618023.482139 + Penalty 4058.549395 = -613964.932744 nChanged 1 SP:Iteration 44Q (54861.210000 sec): 3 clusters Score: Raw -618023.775693 + Penalty 4058.549395 = -613965.226298 nChanged 1 SP:Iteration 45Q (54861.220000 sec): 3 clusters Score: Raw -618024.118058 + Penalty 4058.549395 = -613965.568663 nChanged 0 SP:Iteration 46F (54861.230000 sec): 3 clusters Score: Raw -618024.118058 + Penalty 4058.549395 = -613965.568663 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54861.330000 sec): 2 clusters Score: Raw -4693911.191599 + Penalty 2535.050456 = -4691376.141142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54861.440000 sec): 3 clusters Score: Raw -4677456.562901 + Penalty 5070.100913 = -4672386.461988 nChanged 12409 SP:Iteration 1F (54861.550000 sec): 3 clusters Score: Raw -4684200.950088 + Penalty 5070.100913 = -4679130.849175 nChanged 1352 SP:Iteration 2Q (54861.660000 sec): 3 clusters Score: Raw -4684681.525475 + Penalty 5070.100913 = -4679611.424562 nChanged 1261 SP:Iteration 3Q (54861.770000 sec): 3 clusters Score: Raw -4685184.766836 + Penalty 5070.100913 = -4680114.665924 nChanged 1236 SP:Iteration 4Q (54861.880000 sec): 3 clusters Score: Raw -4685753.270079 + Penalty 5070.100913 = -4680683.169166 nChanged 1338 SP:Iteration 5Q (54861.990000 sec): 3 clusters Score: Raw -4686455.183080 + Penalty 5070.100913 = -4681385.082167 nChanged 1467 SP:Iteration 6F (54862.100000 sec): 3 clusters Score: Raw -4687231.149794 + Penalty 5070.100913 = -4682161.048881 nChanged 1455 SP:Iteration 7F (54862.210000 sec): 3 clusters Score: Raw -4688024.531982 + Penalty 5070.100913 = -4682954.431069 nChanged 1418 SP:Iteration 8F (54862.320000 sec): 3 clusters Score: Raw -4688835.917732 + Penalty 5070.100913 = -4683765.816819 nChanged 1396 SP:Iteration 9F (54862.430000 sec): 3 clusters Score: Raw -4689625.701508 + Penalty 5070.100913 = -4684555.600595 nChanged 1262 SP:Iteration 10Q (54862.540000 sec): 3 clusters Score: Raw -4690324.292470 + Penalty 5070.100913 = -4685254.191558 nChanged 1117 SP:Iteration 11Q (54862.650000 sec): 3 clusters Score: Raw -4690906.381892 + Penalty 5070.100913 = -4685836.280979 nChanged 986 SP:Iteration 12Q (54862.750000 sec): 3 clusters Score: Raw -4691419.361334 + Penalty 5070.100913 = -4686349.260421 nChanged 807 SP:Iteration 13Q (54862.860000 sec): 3 clusters Score: Raw -4691865.003063 + Penalty 5070.100913 = -4686794.902150 nChanged 733 SP:Iteration 14Q (54862.970000 sec): 3 clusters Score: Raw -4692266.803981 + Penalty 5070.100913 = -4687196.703069 nChanged 613 SP:Iteration 15Q (54863.070000 sec): 3 clusters Score: Raw -4692593.457979 + Penalty 5070.100913 = -4687523.357067 nChanged 563 SP:Iteration 16Q (54863.170000 sec): 3 clusters Score: Raw -4692862.190433 + Penalty 5070.100913 = -4687792.089521 nChanged 511 SP:Iteration 17Q (54863.280000 sec): 3 clusters Score: Raw -4693090.642774 + Penalty 5070.100913 = -4688020.541861 nChanged 468 SP:Iteration 18Q (54863.380000 sec): 3 clusters Score: Raw -4693320.125586 + Penalty 5070.100913 = -4688250.024673 nChanged 460 SP:Iteration 19Q (54863.480000 sec): 3 clusters Score: Raw -4693560.740671 + Penalty 5070.100913 = -4688490.639758 nChanged 403 SP:Iteration 20F (54863.590000 sec): 3 clusters Score: Raw -4693813.252508 + Penalty 5070.100913 = -4688743.151595 nChanged 398 SP:Iteration 21Q (54863.690000 sec): 3 clusters Score: Raw -4694096.759497 + Penalty 5070.100913 = -4689026.658584 nChanged 379 SP:Iteration 22Q (54863.790000 sec): 3 clusters Score: Raw -4694384.526312 + Penalty 5070.100913 = -4689314.425399 nChanged 326 SP:Iteration 23Q (54863.890000 sec): 3 clusters Score: Raw -4694587.006097 + Penalty 5070.100913 = -4689516.905185 nChanged 259 SP:Iteration 24Q (54863.980000 sec): 3 clusters Score: Raw -4694735.124184 + Penalty 5070.100913 = -4689665.023271 nChanged 207 SP:Iteration 25Q (54864.070000 sec): 3 clusters Score: Raw -4694821.815817 + Penalty 5070.100913 = -4689751.714905 nChanged 166 SP:Iteration 26Q (54864.160000 sec): 3 clusters Score: Raw -4694885.245341 + Penalty 5070.100913 = -4689815.144428 nChanged 131 SP:Iteration 27Q (54864.250000 sec): 3 clusters Score: Raw -4694931.413673 + Penalty 5070.100913 = -4689861.312760 nChanged 129 SP:Iteration 28Q (54864.340000 sec): 3 clusters Score: Raw -4694972.502923 + Penalty 5070.100913 = -4689902.402011 nChanged 99 SP:Iteration 29Q (54864.430000 sec): 3 clusters Score: Raw -4694999.899045 + Penalty 5070.100913 = -4689929.798133 nChanged 69 SP:Iteration 30Q (54864.520000 sec): 3 clusters Score: Raw -4695017.763950 + Penalty 5070.100913 = -4689947.663037 nChanged 72 SP:Iteration 31Q (54864.610000 sec): 3 clusters Score: Raw -4695033.588103 + Penalty 5070.100913 = -4689963.487191 nChanged 57 SP:Iteration 32Q (54864.690000 sec): 3 clusters Score: Raw -4695045.253849 + Penalty 5070.100913 = -4689975.152936 nChanged 43 SP:Iteration 33Q (54864.780000 sec): 3 clusters Score: Raw -4695051.877251 + Penalty 5070.100913 = -4689981.776338 nChanged 35 SP:Iteration 34Q (54864.870000 sec): 3 clusters Score: Raw -4695055.968598 + Penalty 5070.100913 = -4689985.867685 nChanged 22 SP:Iteration 35Q (54864.960000 sec): 3 clusters Score: Raw -4695059.210301 + Penalty 5070.100913 = -4689989.109389 nChanged 22 SP:Iteration 36Q (54865.040000 sec): 3 clusters Score: Raw -4695062.702931 + Penalty 5070.100913 = -4689992.602018 nChanged 22 SP:Iteration 37Q (54865.130000 sec): 3 clusters Score: Raw -4695065.282489 + Penalty 5070.100913 = -4689995.181576 nChanged 11 SP:Iteration 38Q (54865.220000 sec): 3 clusters Score: Raw -4695067.102528 + Penalty 5070.100913 = -4689997.001615 nChanged 12 SP:Iteration 39Q (54865.310000 sec): 3 clusters Score: Raw -4695068.475598 + Penalty 5070.100913 = -4689998.374686 nChanged 7 SP:Iteration 40F (54865.410000 sec): 3 clusters Score: Raw -4695069.242818 + Penalty 5070.100913 = -4689999.141905 nChanged 7 SP:Iteration 41Q (54865.500000 sec): 3 clusters Score: Raw -4695069.682702 + Penalty 5070.100913 = -4689999.581789 nChanged 1 SP:Iteration 42Q (54865.590000 sec): 3 clusters Score: Raw -4695069.747743 + Penalty 5070.100913 = -4689999.646830 nChanged 1 SP:Iteration 43Q (54865.680000 sec): 3 clusters Score: Raw -4695069.822689 + Penalty 5070.100913 = -4689999.721776 nChanged 1 SP:Iteration 44Q (54865.770000 sec): 3 clusters Score: Raw -4695069.958491 + Penalty 5070.100913 = -4689999.857578 nChanged 1 SP:Iteration 45Q (54865.850000 sec): 3 clusters Score: Raw -4695070.043622 + Penalty 5070.100913 = -4689999.942709 nChanged 0 SP:Iteration 46F (54865.960000 sec): 3 clusters Score: Raw -4695070.043622 + Penalty 5070.100913 = -4689999.942709 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (1085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54865.980000 sec): 2 clusters Score: Raw -167097.849814 + Penalty 1733.355146 = -165364.494669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54865.980000 sec): 3 clusters Score: Raw -166894.762226 + Penalty 3466.710292 = -163428.051934 nChanged 307 SP:Iteration 1F (54865.990000 sec): 3 clusters Score: Raw -167356.676221 + Penalty 3466.710292 = -163889.965929 nChanged 107 SP:Iteration 2F (54865.990000 sec): 3 clusters Score: Raw -167689.850102 + Penalty 3466.710292 = -164223.139810 nChanged 84 SP:Iteration 3F (54865.990000 sec): 3 clusters Score: Raw -168024.696331 + Penalty 3466.710292 = -164557.986040 nChanged 74 SP:Iteration 4F (54866.000000 sec): 3 clusters Score: Raw -168249.358090 + Penalty 3466.710292 = -164782.647798 nChanged 56 SP:Iteration 5F (54866.010000 sec): 3 clusters Score: Raw -168414.556562 + Penalty 3466.710292 = -164947.846270 nChanged 44 SP:Iteration 6Q (54866.010000 sec): 3 clusters Score: Raw -168535.006798 + Penalty 3466.710292 = -165068.296506 nChanged 41 SP:Iteration 7Q (54866.010000 sec): 3 clusters Score: Raw -168641.513744 + Penalty 3466.710292 = -165174.803452 nChanged 16 SP:Iteration 8Q (54866.010000 sec): 3 clusters Score: Raw -168683.182488 + Penalty 3466.710292 = -165216.472196 nChanged 15 SP:Iteration 9Q (54866.020000 sec): 3 clusters Score: Raw -168722.276044 + Penalty 3466.710292 = -165255.565752 nChanged 11 SP:Iteration 10Q (54866.020000 sec): 3 clusters Score: Raw -168758.352396 + Penalty 3466.710292 = -165291.642105 nChanged 9 SP:Iteration 11Q (54866.030000 sec): 3 clusters Score: Raw -168790.399719 + Penalty 3466.710292 = -165323.689427 nChanged 7 SP:Iteration 12Q (54866.030000 sec): 3 clusters Score: Raw -168816.419605 + Penalty 3466.710292 = -165349.709313 nChanged 7 SP:Iteration 13Q (54866.030000 sec): 3 clusters Score: Raw -168829.453125 + Penalty 3466.710292 = -165362.742833 nChanged 5 SP:Iteration 14Q (54866.040000 sec): 3 clusters Score: Raw -168842.167387 + Penalty 3466.710292 = -165375.457095 nChanged 3 SP:Iteration 15Q (54866.040000 sec): 3 clusters Score: Raw -168871.250536 + Penalty 3466.710292 = -165404.540244 nChanged 4 SP:Iteration 16Q (54866.040000 sec): 3 clusters Score: Raw -168875.204227 + Penalty 3466.710292 = -165408.493935 nChanged 2 SP:Iteration 17Q (54866.050000 sec): 3 clusters Score: Raw -168876.641023 + Penalty 3466.710292 = -165409.930731 nChanged 0 SP:Iteration 18F (54866.050000 sec): 3 clusters Score: Raw -168876.641023 + Penalty 3466.710292 = -165409.930731 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54866.070000 sec): 2 clusters Score: Raw -394864.446146 + Penalty 1909.336178 = -392955.109968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54866.080000 sec): 3 clusters Score: Raw -394040.804188 + Penalty 3818.672355 = -390222.131833 nChanged 717 SP:Iteration 1F (54866.090000 sec): 3 clusters Score: Raw -394616.005808 + Penalty 3818.672355 = -390797.333453 nChanged 217 SP:Iteration 2F (54866.100000 sec): 3 clusters Score: Raw -394966.327962 + Penalty 3818.672355 = -391147.655607 nChanged 174 SP:Iteration 3F (54866.110000 sec): 3 clusters Score: Raw -395317.601449 + Penalty 3818.672355 = -391498.929094 nChanged 155 SP:Iteration 4F (54866.110000 sec): 3 clusters Score: Raw -395612.556927 + Penalty 3818.672355 = -391793.884572 nChanged 136 SP:Iteration 5F (54866.130000 sec): 3 clusters Score: Raw -395876.167395 + Penalty 3818.672355 = -392057.495040 nChanged 110 SP:Iteration 6Q (54866.130000 sec): 3 clusters Score: Raw -396033.799794 + Penalty 3818.672355 = -392215.127439 nChanged 81 SP:Iteration 7Q (54866.140000 sec): 3 clusters Score: Raw -396130.199179 + Penalty 3818.672355 = -392311.526823 nChanged 36 SP:Iteration 8Q (54866.150000 sec): 3 clusters Score: Raw -396169.555914 + Penalty 3818.672355 = -392350.883559 nChanged 18 SP:Iteration 9Q (54866.160000 sec): 3 clusters Score: Raw -396187.854603 + Penalty 3818.672355 = -392369.182248 nChanged 11 SP:Iteration 10Q (54866.160000 sec): 3 clusters Score: Raw -396196.219519 + Penalty 3818.672355 = -392377.547164 nChanged 5 SP:Iteration 11Q (54866.170000 sec): 3 clusters Score: Raw -396202.227060 + Penalty 3818.672355 = -392383.554704 nChanged 7 SP:Iteration 12Q (54866.180000 sec): 3 clusters Score: Raw -396207.989857 + Penalty 3818.672355 = -392389.317502 nChanged 6 SP:Iteration 13Q (54866.190000 sec): 3 clusters Score: Raw -396213.779164 + Penalty 3818.672355 = -392395.106809 nChanged 6 SP:Iteration 14Q (54866.190000 sec): 3 clusters Score: Raw -396217.718333 + Penalty 3818.672355 = -392399.045977 nChanged 2 SP:Iteration 15Q (54866.200000 sec): 3 clusters Score: Raw -396218.767464 + Penalty 3818.672355 = -392400.095109 nChanged 0 SP:Iteration 16F (54866.210000 sec): 3 clusters Score: Raw -396218.767464 + Penalty 3818.672355 = -392400.095109 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54866.220000 sec): 2 clusters Score: Raw -326803.038664 + Penalty 1880.645386 = -324922.393278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54866.230000 sec): 3 clusters Score: Raw -326158.150028 + Penalty 3761.290772 = -322396.859256 nChanged 630 SP:Iteration 1F (54866.240000 sec): 3 clusters Score: Raw -326695.149074 + Penalty 3761.290772 = -322933.858302 nChanged 172 SP:Iteration 2F (54866.250000 sec): 3 clusters Score: Raw -326884.294938 + Penalty 3761.290772 = -323123.004166 nChanged 108 SP:Iteration 3F (54866.250000 sec): 3 clusters Score: Raw -327026.180848 + Penalty 3761.290772 = -323264.890076 nChanged 94 SP:Iteration 4Q (54866.260000 sec): 3 clusters Score: Raw -327159.356938 + Penalty 3761.290772 = -323398.066166 nChanged 102 SP:Iteration 5F (54866.270000 sec): 3 clusters Score: Raw -327304.741382 + Penalty 3761.290772 = -323543.450610 nChanged 91 SP:Iteration 6Q (54866.280000 sec): 3 clusters Score: Raw -327461.329467 + Penalty 3761.290772 = -323700.038695 nChanged 85 SP:Iteration 7Q (54866.280000 sec): 3 clusters Score: Raw -327564.836031 + Penalty 3761.290772 = -323803.545259 nChanged 71 SP:Iteration 8Q (54866.290000 sec): 3 clusters Score: Raw -327668.214666 + Penalty 3761.290772 = -323906.923894 nChanged 61 SP:Iteration 9Q (54866.300000 sec): 3 clusters Score: Raw -327778.144457 + Penalty 3761.290772 = -324016.853685 nChanged 55 SP:Iteration 10Q (54866.310000 sec): 3 clusters Score: Raw -327861.301469 + Penalty 3761.290772 = -324100.010697 nChanged 45 SP:Iteration 11Q (54866.310000 sec): 3 clusters Score: Raw -327918.255249 + Penalty 3761.290772 = -324156.964477 nChanged 35 SP:Iteration 12Q (54866.320000 sec): 3 clusters Score: Raw -327964.301271 + Penalty 3761.290772 = -324203.010499 nChanged 23 SP:Iteration 13Q (54866.330000 sec): 3 clusters Score: Raw -327992.156177 + Penalty 3761.290772 = -324230.865405 nChanged 25 SP:Iteration 14Q (54866.330000 sec): 3 clusters Score: Raw -328027.632683 + Penalty 3761.290772 = -324266.341911 nChanged 24 SP:Iteration 15Q (54866.340000 sec): 3 clusters Score: Raw -328058.028830 + Penalty 3761.290772 = -324296.738057 nChanged 21 SP:Iteration 16Q (54866.350000 sec): 3 clusters Score: Raw -328084.709891 + Penalty 3761.290772 = -324323.419119 nChanged 20 SP:Iteration 17Q (54866.350000 sec): 3 clusters Score: Raw -328105.860394 + Penalty 3761.290772 = -324344.569622 nChanged 19 SP:Iteration 18Q (54866.360000 sec): 3 clusters Score: Raw -328120.991224 + Penalty 3761.290772 = -324359.700451 nChanged 13 SP:Iteration 19Q (54866.370000 sec): 3 clusters Score: Raw -328129.625021 + Penalty 3761.290772 = -324368.334249 nChanged 9 SP:Iteration 20F (54866.380000 sec): 3 clusters Score: Raw -328136.005554 + Penalty 3761.290772 = -324374.714782 nChanged 6 SP:Iteration 21Q (54866.390000 sec): 3 clusters Score: Raw -328143.476870 + Penalty 3761.290772 = -324382.186097 nChanged 7 SP:Iteration 22Q (54866.390000 sec): 3 clusters Score: Raw -328147.131091 + Penalty 3761.290772 = -324385.840319 nChanged 2 SP:Iteration 23Q (54866.400000 sec): 3 clusters Score: Raw -328148.049381 + Penalty 3761.290772 = -324386.758609 nChanged 1 SP:Iteration 24Q (54866.410000 sec): 3 clusters Score: Raw -328148.359303 + Penalty 3761.290772 = -324387.068531 nChanged 1 SP:Iteration 25Q (54866.410000 sec): 3 clusters Score: Raw -328148.857773 + Penalty 3761.290772 = -324387.567001 nChanged 0 SP:Iteration 26F (54866.420000 sec): 3 clusters Score: Raw -328148.857773 + Penalty 3761.290772 = -324387.567001 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1324006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54870.910000 sec): 2 clusters Score: Raw -231609296.713627 + Penalty 3495.850792 = -231605800.862835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54876.370000 sec): 3 clusters Score: Raw -230711662.095416 + Penalty 6991.701583 = -230704670.393832 nChanged 652019 SP:Iteration 1F (54881.810000 sec): 3 clusters Score: Raw -231112395.276638 + Penalty 6991.701583 = -231105403.575055 nChanged 35586 SP:Iteration 2Q (54887.300000 sec): 3 clusters Score: Raw -231120999.286234 + Penalty 6991.701583 = -231114007.584651 nChanged 48862 SP:Iteration 3Q (54892.840000 sec): 3 clusters Score: Raw -231138118.524295 + Penalty 6991.701583 = -231131126.822711 nChanged 70973 SP:Iteration 4F (54898.260000 sec): 3 clusters Score: Raw -231174065.087340 + Penalty 6991.701583 = -231167073.385757 nChanged 99928 SP:Iteration 5F (54903.680000 sec): 3 clusters Score: Raw -231244272.825805 + Penalty 6991.701583 = -231237281.124221 nChanged 123518 SP:Iteration 6F (54909.100000 sec): 3 clusters Score: Raw -231354878.999276 + Penalty 6991.701583 = -231347887.297692 nChanged 120686 SP:Iteration 7F (54914.490000 sec): 3 clusters Score: Raw -231477353.491319 + Penalty 6991.701583 = -231470361.789736 nChanged 81801 SP:Iteration 8F (54919.860000 sec): 3 clusters Score: Raw -231560681.295012 + Penalty 6991.701583 = -231553689.593428 nChanged 36614 SP:Iteration 9Q (54924.860000 sec): 3 clusters Score: Raw -231595368.716586 + Penalty 6991.701583 = -231588377.015002 nChanged 11964 SP:Iteration 10Q (54929.230000 sec): 3 clusters Score: Raw -231605679.420729 + Penalty 6991.701583 = -231598687.719146 nChanged 3317 SP:Iteration 11Q (54933.200000 sec): 3 clusters Score: Raw -231608425.004078 + Penalty 6991.701583 = -231601433.302495 nChanged 930 SP:Iteration 12Q (54937.050000 sec): 3 clusters Score: Raw -231609325.830655 + Penalty 6991.701583 = -231602334.129072 nChanged 361 SP:Iteration 13Q (54940.780000 sec): 3 clusters Score: Raw -231609749.454585 + Penalty 6991.701583 = -231602757.753002 nChanged 248 SP:Iteration 14Q (54944.490000 sec): 3 clusters Score: Raw -231610005.347466 + Penalty 6991.701583 = -231603013.645883 nChanged 256 SP:Iteration 15Q (54948.190000 sec): 3 clusters Score: Raw -231610260.699624 + Penalty 6991.701583 = -231603268.998041 nChanged 264 SP:Iteration 16Q (54951.880000 sec): 3 clusters Score: Raw -231610515.278042 + Penalty 6991.701583 = -231603523.576458 nChanged 283 SP:Iteration 17Q (54955.570000 sec): 3 clusters Score: Raw -231610768.214446 + Penalty 6991.701583 = -231603776.512863 nChanged 290 SP:Iteration 18Q (54959.260000 sec): 3 clusters Score: Raw -231610973.937621 + Penalty 6991.701583 = -231603982.236037 nChanged 270 SP:Iteration 19Q (54962.950000 sec): 3 clusters Score: Raw -231611147.638607 + Penalty 6991.701583 = -231604155.937023 nChanged 282 SP:Iteration 20F (54968.260000 sec): 3 clusters Score: Raw -231611317.689260 + Penalty 6991.701583 = -231604325.987677 nChanged 275 SP:Iteration 21Q (54971.950000 sec): 3 clusters Score: Raw -231611479.076050 + Penalty 6991.701583 = -231604487.374467 nChanged 281 SP:Iteration 22Q (54975.640000 sec): 3 clusters Score: Raw -231611622.737627 + Penalty 6991.701583 = -231604631.036043 nChanged 261 SP:Iteration 23Q (54979.330000 sec): 3 clusters Score: Raw -231611744.287888 + Penalty 6991.701583 = -231604752.586304 nChanged 253 SP:Iteration 24Q (54983.030000 sec): 3 clusters Score: Raw -231611848.506681 + Penalty 6991.701583 = -231604856.805097 nChanged 259 SP:Iteration 25Q (54986.720000 sec): 3 clusters Score: Raw -231611939.949687 + Penalty 6991.701583 = -231604948.248103 nChanged 223 SP:Iteration 26Q (54990.410000 sec): 3 clusters Score: Raw -231612010.966951 + Penalty 6991.701583 = -231605019.265367 nChanged 189 SP:Iteration 27Q (54994.100000 sec): 3 clusters Score: Raw -231612065.379978 + Penalty 6991.701583 = -231605073.678395 nChanged 153 SP:Iteration 28Q (54997.790000 sec): 3 clusters Score: Raw -231612106.409267 + Penalty 6991.701583 = -231605114.707683 nChanged 163 SP:Iteration 29Q (55001.490000 sec): 3 clusters Score: Raw -231612146.262863 + Penalty 6991.701583 = -231605154.561280 nChanged 152 SP:Iteration 30Q (55005.180000 sec): 3 clusters Score: Raw -231612183.778321 + Penalty 6991.701583 = -231605192.076738 nChanged 150 SP:Iteration 31Q (55008.870000 sec): 3 clusters Score: Raw -231612220.396842 + Penalty 6991.701583 = -231605228.695258 nChanged 156 SP:Iteration 32Q (55012.560000 sec): 3 clusters Score: Raw -231612259.354904 + Penalty 6991.701583 = -231605267.653320 nChanged 178 SP:Iteration 33Q (55016.250000 sec): 3 clusters Score: Raw -231612302.262930 + Penalty 6991.701583 = -231605310.561347 nChanged 158 SP:Iteration 34Q (55019.940000 sec): 3 clusters Score: Raw -231612333.495281 + Penalty 6991.701583 = -231605341.793697 nChanged 121 SP:Iteration 35Q (55023.630000 sec): 3 clusters Score: Raw -231612353.794249 + Penalty 6991.701583 = -231605362.092666 nChanged 96 SP:Iteration 36Q (55027.320000 sec): 3 clusters Score: Raw -231612367.913046 + Penalty 6991.701583 = -231605376.211463 nChanged 92 SP:Iteration 37Q (55031.020000 sec): 3 clusters Score: Raw -231612379.576193 + Penalty 6991.701583 = -231605387.874610 nChanged 65 SP:Iteration 38Q (55034.700000 sec): 3 clusters Score: Raw -231612387.326579 + Penalty 6991.701583 = -231605395.624995 nChanged 61 SP:Iteration 39Q (55038.400000 sec): 3 clusters Score: Raw -231612395.581093 + Penalty 6991.701583 = -231605403.879510 nChanged 55 SP:Iteration 40F (55043.700000 sec): 3 clusters Score: Raw -231612413.654970 + Penalty 6991.701583 = -231605421.953387 nChanged 68 SP:Iteration 41Q (55047.410000 sec): 3 clusters Score: Raw -231612424.557202 + Penalty 6991.701583 = -231605432.855619 nChanged 61 SP:Iteration 42Q (55051.120000 sec): 3 clusters Score: Raw -231612431.579873 + Penalty 6991.701583 = -231605439.878289 nChanged 46 SP:Iteration 43Q (55054.830000 sec): 3 clusters Score: Raw -231612436.656526 + Penalty 6991.701583 = -231605444.954943 nChanged 44 SP:Iteration 44Q (55058.550000 sec): 3 clusters Score: Raw -231612441.202414 + Penalty 6991.701583 = -231605449.500831 nChanged 36 SP:Iteration 45Q (55062.260000 sec): 3 clusters Score: Raw -231612444.341368 + Penalty 6991.701583 = -231605452.639784 nChanged 33 SP:Iteration 46Q (55065.970000 sec): 3 clusters Score: Raw -231612447.557594 + Penalty 6991.701583 = -231605455.856011 nChanged 32 SP:Iteration 47Q (55069.680000 sec): 3 clusters Score: Raw -231612450.194913 + Penalty 6991.701583 = -231605458.493330 nChanged 23 SP:Iteration 48Q (55073.390000 sec): 3 clusters Score: Raw -231612452.012130 + Penalty 6991.701583 = -231605460.310547 nChanged 20 SP:Iteration 49Q (55077.090000 sec): 3 clusters Score: Raw -231612453.986594 + Penalty 6991.701583 = -231605462.285010 nChanged 21 SP:Iteration 50Q (55080.800000 sec): 3 clusters Score: Raw -231612456.259462 + Penalty 6991.701583 = -231605464.557878 nChanged 24 SP:Iteration 51Q (55084.520000 sec): 3 clusters Score: Raw -231612458.281215 + Penalty 6991.701583 = -231605466.579631 nChanged 28 SP:Iteration 52Q (55088.220000 sec): 3 clusters Score: Raw -231612460.338458 + Penalty 6991.701583 = -231605468.636875 nChanged 18 SP:Iteration 53Q (55091.930000 sec): 3 clusters Score: Raw -231612461.981488 + Penalty 6991.701583 = -231605470.279905 nChanged 26 SP:Iteration 54Q (55095.640000 sec): 3 clusters Score: Raw -231612464.094415 + Penalty 6991.701583 = -231605472.392831 nChanged 19 SP:Iteration 55Q (55099.350000 sec): 3 clusters Score: Raw -231612465.652894 + Penalty 6991.701583 = -231605473.951311 nChanged 16 SP:Iteration 56Q (55103.050000 sec): 3 clusters Score: Raw -231612467.024139 + Penalty 6991.701583 = -231605475.322555 nChanged 14 SP:Iteration 57Q (55106.750000 sec): 3 clusters Score: Raw -231612467.933780 + Penalty 6991.701583 = -231605476.232196 nChanged 8 SP:Iteration 58Q (55110.460000 sec): 3 clusters Score: Raw -231612468.599174 + Penalty 6991.701583 = -231605476.897591 nChanged 4 SP:Iteration 59Q (55114.180000 sec): 3 clusters Score: Raw -231612468.926522 + Penalty 6991.701583 = -231605477.224939 nChanged 4 SP:Iteration 60F (55119.480000 sec): 3 clusters Score: Raw -231612469.251762 + Penalty 6991.701583 = -231605477.550179 nChanged 4 SP:Iteration 61Q (55123.200000 sec): 3 clusters Score: Raw -231612469.562670 + Penalty 6991.701583 = -231605477.861087 nChanged 4 SP:Iteration 62Q (55126.900000 sec): 3 clusters Score: Raw -231612469.991888 + Penalty 6991.701583 = -231605478.290305 nChanged 2 SP:Iteration 63Q (55130.620000 sec): 3 clusters Score: Raw -231612470.163503 + Penalty 6991.701583 = -231605478.461920 nChanged 3 SP:Iteration 64Q (55134.330000 sec): 3 clusters Score: Raw -231612470.468576 + Penalty 6991.701583 = -231605478.766992 nChanged 5 SP:Iteration 65Q (55138.040000 sec): 3 clusters Score: Raw -231612470.794040 + Penalty 6991.701583 = -231605479.092457 nChanged 4 SP:Iteration 66Q (55141.750000 sec): 3 clusters Score: Raw -231612471.012336 + Penalty 6991.701583 = -231605479.310752 nChanged 1 SP:Iteration 67Q (55145.470000 sec): 3 clusters Score: Raw -231612471.061014 + Penalty 6991.701583 = -231605479.359430 nChanged 2 SP:Iteration 68Q (55149.180000 sec): 3 clusters Score: Raw -231612471.117278 + Penalty 6991.701583 = -231605479.415695 nChanged 2 SP:Iteration 69Q (55152.890000 sec): 3 clusters Score: Raw -231612471.172246 + Penalty 6991.701583 = -231605479.470662 nChanged 1 SP:Iteration 70Q (55156.600000 sec): 3 clusters Score: Raw -231612471.219713 + Penalty 6991.701583 = -231605479.518129 nChanged 1 SP:Iteration 71Q (55160.310000 sec): 3 clusters Score: Raw -231612471.255849 + Penalty 6991.701583 = -231605479.554265 nChanged 2 SP:Iteration 72Q (55164.020000 sec): 3 clusters Score: Raw -231612471.388765 + Penalty 6991.701583 = -231605479.687181 nChanged 0 SP:Iteration 73F (55169.330000 sec): 3 clusters Score: Raw -231612471.388765 + Penalty 6991.701583 = -231605479.687181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55169.760000 sec): 2 clusters Score: Raw -37542.327119 + Penalty 1435.150551 = -36107.176568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55169.760000 sec): 3 clusters Score: Raw -37788.544296 + Penalty 2870.301101 = -34918.243194 nChanged 65 SP:Iteration 1F (55169.760000 sec): 3 clusters Score: Raw -38206.549934 + Penalty 2870.301101 = -35336.248832 nChanged 42 SP:Iteration 2F (55169.760000 sec): 3 clusters Score: Raw -38534.241653 + Penalty 2870.301101 = -35663.940552 nChanged 21 SP:Iteration 3F (55169.760000 sec): 3 clusters Score: Raw -38769.838540 + Penalty 2870.301101 = -35899.537439 nChanged 15 SP:Iteration 4Q (55169.770000 sec): 3 clusters Score: Raw -39033.511634 + Penalty 2870.301101 = -36163.210533 nChanged 11 SP:Iteration 5Q (55169.770000 sec): 3 clusters Score: Raw -39275.041049 + Penalty 2870.301101 = -36404.739948 nChanged 4 SP:Iteration 6Q (55169.770000 sec): 3 clusters Score: Raw -39638.378836 + Penalty 2870.301101 = -36768.077735 nChanged 1 SP:Iteration 7Q (55169.770000 sec): 3 clusters Score: Raw -39645.311841 + Penalty 2870.301101 = -36775.010740 nChanged 0 SP:Iteration 8F (55169.770000 sec): 3 clusters Score: Raw -39645.311841 + Penalty 2870.301101 = -36775.010740 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 72. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55169.790000 sec): 2 clusters Score: Raw -607422.111322 + Penalty 2034.487279 = -605387.624043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55169.810000 sec): 3 clusters Score: Raw -605754.636460 + Penalty 4068.974558 = -601685.661902 nChanged 1370 SP:Iteration 1F (55169.820000 sec): 3 clusters Score: Raw -606535.784756 + Penalty 4068.974558 = -602466.810198 nChanged 302 SP:Iteration 2F (55169.840000 sec): 3 clusters Score: Raw -606774.982163 + Penalty 4068.974558 = -602706.007605 nChanged 194 SP:Iteration 3F (55169.850000 sec): 3 clusters Score: Raw -606940.486228 + Penalty 4068.974558 = -602871.511670 nChanged 169 SP:Iteration 4Q (55169.870000 sec): 3 clusters Score: Raw -607062.704189 + Penalty 4068.974558 = -602993.729632 nChanged 117 SP:Iteration 5Q (55169.880000 sec): 3 clusters Score: Raw -607152.081222 + Penalty 4068.974558 = -603083.106664 nChanged 127 SP:Iteration 6Q (55169.890000 sec): 3 clusters Score: Raw -607274.002080 + Penalty 4068.974558 = -603205.027522 nChanged 115 SP:Iteration 7Q (55169.910000 sec): 3 clusters Score: Raw -607362.280690 + Penalty 4068.974558 = -603293.306132 nChanged 108 SP:Iteration 8Q (55169.920000 sec): 3 clusters Score: Raw -607449.256427 + Penalty 4068.974558 = -603380.281869 nChanged 103 SP:Iteration 9Q (55169.940000 sec): 3 clusters Score: Raw -607545.642130 + Penalty 4068.974558 = -603476.667572 nChanged 117 SP:Iteration 10Q (55169.950000 sec): 3 clusters Score: Raw -607635.709462 + Penalty 4068.974558 = -603566.734904 nChanged 99 SP:Iteration 11Q (55169.970000 sec): 3 clusters Score: Raw -607720.141037 + Penalty 4068.974558 = -603651.166479 nChanged 97 SP:Iteration 12Q (55169.980000 sec): 3 clusters Score: Raw -607797.409581 + Penalty 4068.974558 = -603728.435023 nChanged 89 SP:Iteration 13Q (55169.990000 sec): 3 clusters Score: Raw -607878.252660 + Penalty 4068.974558 = -603809.278102 nChanged 95 SP:Iteration 14Q (55170.010000 sec): 3 clusters Score: Raw -607951.458094 + Penalty 4068.974558 = -603882.483536 nChanged 82 SP:Iteration 15Q (55170.020000 sec): 3 clusters Score: Raw -608011.446009 + Penalty 4068.974558 = -603942.471452 nChanged 78 SP:Iteration 16Q (55170.030000 sec): 3 clusters Score: Raw -608061.603677 + Penalty 4068.974558 = -603992.629119 nChanged 66 SP:Iteration 17Q (55170.050000 sec): 3 clusters Score: Raw -608103.043877 + Penalty 4068.974558 = -604034.069320 nChanged 68 SP:Iteration 18Q (55170.060000 sec): 3 clusters Score: Raw -608141.957357 + Penalty 4068.974558 = -604072.982800 nChanged 59 SP:Iteration 19Q (55170.070000 sec): 3 clusters Score: Raw -608171.705469 + Penalty 4068.974558 = -604102.730912 nChanged 49 SP:Iteration 20F (55170.090000 sec): 3 clusters Score: Raw -608200.091450 + Penalty 4068.974558 = -604131.116892 nChanged 49 SP:Iteration 21Q (55170.100000 sec): 3 clusters Score: Raw -608231.068062 + Penalty 4068.974558 = -604162.093505 nChanged 41 SP:Iteration 22Q (55170.120000 sec): 3 clusters Score: Raw -608250.693491 + Penalty 4068.974558 = -604181.718934 nChanged 36 SP:Iteration 23Q (55170.130000 sec): 3 clusters Score: Raw -608269.615001 + Penalty 4068.974558 = -604200.640444 nChanged 26 SP:Iteration 24Q (55170.140000 sec): 3 clusters Score: Raw -608282.625593 + Penalty 4068.974558 = -604213.651035 nChanged 23 SP:Iteration 25Q (55170.150000 sec): 3 clusters Score: Raw -608295.384871 + Penalty 4068.974558 = -604226.410314 nChanged 23 SP:Iteration 26Q (55170.170000 sec): 3 clusters Score: Raw -608313.224712 + Penalty 4068.974558 = -604244.250154 nChanged 31 SP:Iteration 27Q (55170.180000 sec): 3 clusters Score: Raw -608339.079753 + Penalty 4068.974558 = -604270.105195 nChanged 32 SP:Iteration 28Q (55170.190000 sec): 3 clusters Score: Raw -608359.988107 + Penalty 4068.974558 = -604291.013549 nChanged 23 SP:Iteration 29Q (55170.210000 sec): 3 clusters Score: Raw -608375.707193 + Penalty 4068.974558 = -604306.732635 nChanged 19 SP:Iteration 30Q (55170.220000 sec): 3 clusters Score: Raw -608389.197784 + Penalty 4068.974558 = -604320.223226 nChanged 24 SP:Iteration 31Q (55170.230000 sec): 3 clusters Score: Raw -608405.074190 + Penalty 4068.974558 = -604336.099632 nChanged 12 SP:Iteration 32Q (55170.250000 sec): 3 clusters Score: Raw -608411.116077 + Penalty 4068.974558 = -604342.141520 nChanged 7 SP:Iteration 33Q (55170.260000 sec): 3 clusters Score: Raw -608413.704555 + Penalty 4068.974558 = -604344.729997 nChanged 5 SP:Iteration 34Q (55170.270000 sec): 3 clusters Score: Raw -608415.849761 + Penalty 4068.974558 = -604346.875204 nChanged 8 SP:Iteration 35Q (55170.290000 sec): 3 clusters Score: Raw -608418.986280 + Penalty 4068.974558 = -604350.011722 nChanged 5 SP:Iteration 36Q (55170.300000 sec): 3 clusters Score: Raw -608420.665474 + Penalty 4068.974558 = -604351.690916 nChanged 4 SP:Iteration 37Q (55170.310000 sec): 3 clusters Score: Raw -608422.992380 + Penalty 4068.974558 = -604354.017823 nChanged 2 SP:Iteration 38Q (55170.330000 sec): 3 clusters Score: Raw -608424.169177 + Penalty 4068.974558 = -604355.194619 nChanged 3 SP:Iteration 39Q (55170.340000 sec): 3 clusters Score: Raw -608425.398805 + Penalty 4068.974558 = -604356.424247 nChanged 3 SP:Iteration 40F (55170.350000 sec): 3 clusters Score: Raw -608426.661452 + Penalty 4068.974558 = -604357.686894 nChanged 4 SP:Iteration 41Q (55170.370000 sec): 3 clusters Score: Raw -608428.767260 + Penalty 4068.974558 = -604359.792703 nChanged 3 SP:Iteration 42Q (55170.380000 sec): 3 clusters Score: Raw -608429.709982 + Penalty 4068.974558 = -604360.735425 nChanged 3 SP:Iteration 43Q (55170.390000 sec): 3 clusters Score: Raw -608430.826287 + Penalty 4068.974558 = -604361.851730 nChanged 2 SP:Iteration 44Q (55170.410000 sec): 3 clusters Score: Raw -608431.423922 + Penalty 4068.974558 = -604362.449364 nChanged 2 SP:Iteration 45Q (55170.420000 sec): 3 clusters Score: Raw -608432.202639 + Penalty 4068.974558 = -604363.228082 nChanged 0 SP:Iteration 46F (55170.430000 sec): 3 clusters Score: Raw -608432.202639 + Penalty 4068.974558 = -604363.228082 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.440000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.450000 sec): 3 clusters Score: Raw -292058.125492 + Penalty 3675.832130 = -288382.293361 nChanged 490 SP:Iteration 1F (55170.450000 sec): 3 clusters Score: Raw -292492.548850 + Penalty 3675.832130 = -288816.716720 nChanged 107 SP:Iteration 2F (55170.460000 sec): 3 clusters Score: Raw -292615.703621 + Penalty 3675.832130 = -288939.871490 nChanged 74 SP:Iteration 3Q (55170.470000 sec): 3 clusters Score: Raw -292716.867208 + Penalty 3675.832130 = -289041.035077 nChanged 64 SP:Iteration 4Q (55170.470000 sec): 3 clusters Score: Raw -292790.831189 + Penalty 3675.832130 = -289114.999059 nChanged 51 SP:Iteration 5Q (55170.480000 sec): 3 clusters Score: Raw -292858.879376 + Penalty 3675.832130 = -289183.047246 nChanged 42 SP:Iteration 6Q (55170.490000 sec): 3 clusters Score: Raw -292903.320077 + Penalty 3675.832130 = -289227.487947 nChanged 32 SP:Iteration 7Q (55170.490000 sec): 3 clusters Score: Raw -292930.371222 + Penalty 3675.832130 = -289254.539092 nChanged 22 SP:Iteration 8Q (55170.500000 sec): 3 clusters Score: Raw -292953.041602 + Penalty 3675.832130 = -289277.209472 nChanged 20 SP:Iteration 9Q (55170.510000 sec): 3 clusters Score: Raw -292974.326461 + Penalty 3675.832130 = -289298.494331 nChanged 17 SP:Iteration 10Q (55170.510000 sec): 3 clusters Score: Raw -292995.270914 + Penalty 3675.832130 = -289319.438784 nChanged 15 SP:Iteration 11Q (55170.520000 sec): 3 clusters Score: Raw -293010.088255 + Penalty 3675.832130 = -289334.256124 nChanged 10 SP:Iteration 12Q (55170.530000 sec): 3 clusters Score: Raw -293020.832584 + Penalty 3675.832130 = -289345.000454 nChanged 6 SP:Iteration 13Q (55170.530000 sec): 3 clusters Score: Raw -293028.470740 + Penalty 3675.832130 = -289352.638610 nChanged 9 SP:Iteration 14Q (55170.540000 sec): 3 clusters Score: Raw -293035.267869 + Penalty 3675.832130 = -289359.435738 nChanged 7 SP:Iteration 15Q (55170.550000 sec): 3 clusters Score: Raw -293043.743347 + Penalty 3675.832130 = -289367.911217 nChanged 10 SP:Iteration 16Q (55170.550000 sec): 3 clusters Score: Raw -293057.762475 + Penalty 3675.832130 = -289381.930345 nChanged 9 SP:Iteration 17Q (55170.560000 sec): 3 clusters Score: Raw -293065.897043 + Penalty 3675.832130 = -289390.064912 nChanged 9 SP:Iteration 18Q (55170.570000 sec): 3 clusters Score: Raw -293074.171716 + Penalty 3675.832130 = -289398.339586 nChanged 11 SP:Iteration 19Q (55170.570000 sec): 3 clusters Score: Raw -293084.502434 + Penalty 3675.832130 = -289408.670304 nChanged 8 SP:Iteration 20F (55170.580000 sec): 3 clusters Score: Raw -293092.780940 + Penalty 3675.832130 = -289416.948810 nChanged 7 SP:Iteration 21Q (55170.580000 sec): 3 clusters Score: Raw -293097.326551 + Penalty 3675.832130 = -289421.494421 nChanged 2 SP:Iteration 22Q (55170.590000 sec): 3 clusters Score: Raw -293098.947862 + Penalty 3675.832130 = -289423.115732 nChanged 3 SP:Iteration 23Q (55170.600000 sec): 3 clusters Score: Raw -293102.100697 + Penalty 3675.832130 = -289426.268567 nChanged 3 SP:Iteration 24Q (55170.600000 sec): 3 clusters Score: Raw -293104.520688 + Penalty 3675.832130 = -289428.688558 nChanged 1 SP:Iteration 25Q (55170.610000 sec): 3 clusters Score: Raw -293105.997458 + Penalty 3675.832130 = -289430.165327 nChanged 2 SP:Iteration 26Q (55170.610000 sec): 3 clusters Score: Raw -293107.138367 + Penalty 3675.832130 = -289431.306237 nChanged 0 SP:Iteration 27F (55170.620000 sec): 3 clusters Score: Raw -293107.138367 + Penalty 3675.832130 = -289431.306237 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.630000 sec): 2 clusters Score: Raw -46573.021713 + Penalty 1454.180532 = -45118.841181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.630000 sec): 3 clusters Score: Raw -46766.818501 + Penalty 2908.361063 = -43858.457438 nChanged 70 SP:Iteration 1F (55170.630000 sec): 3 clusters Score: Raw -46973.042053 + Penalty 2908.361063 = -44064.680990 nChanged 29 SP:Iteration 2F (55170.630000 sec): 3 clusters Score: Raw -47106.634237 + Penalty 2908.361063 = -44198.273174 nChanged 18 SP:Iteration 3F (55170.630000 sec): 3 clusters Score: Raw -47231.809600 + Penalty 2908.361063 = -44323.448537 nChanged 18 SP:Iteration 4F (55170.630000 sec): 3 clusters Score: Raw -47316.694742 + Penalty 2908.361063 = -44408.333679 nChanged 11 SP:Iteration 5Q (55170.640000 sec): 3 clusters Score: Raw -47395.219922 + Penalty 2908.361063 = -44486.858859 nChanged 6 SP:Iteration 6Q (55170.640000 sec): 3 clusters Score: Raw -47426.898634 + Penalty 2908.361063 = -44518.537571 nChanged 2 SP:Iteration 7Q (55170.640000 sec): 3 clusters Score: Raw -47432.266647 + Penalty 2908.361063 = -44523.905584 nChanged 0 SP:Iteration 8F (55170.640000 sec): 3 clusters Score: Raw -47432.266647 + Penalty 2908.361063 = -44523.905584 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.650000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.650000 sec): 3 clusters Score: Raw -30308.238654 + Penalty 2652.165335 = -27656.073319 nChanged 24 SP:Iteration 1F (55170.650000 sec): 3 clusters Score: Raw -30392.828120 + Penalty 2652.165335 = -27740.662785 nChanged 3 SP:Iteration 2Q (55170.650000 sec): 3 clusters Score: Raw -30404.214919 + Penalty 2652.165335 = -27752.049584 nChanged 0 SP:Iteration 3F (55170.650000 sec): 3 clusters Score: Raw -30404.214919 + Penalty 2652.165335 = -27752.049584 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.650000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.660000 sec): 3 clusters Score: Raw -40377.608334 + Penalty 2758.098089 = -37619.510245 nChanged 23 SP:Iteration 1F (55170.660000 sec): 3 clusters Score: Raw -40456.215104 + Penalty 2758.098089 = -37698.117015 nChanged 7 SP:Iteration 2Q (55170.660000 sec): 3 clusters Score: Raw -40481.409626 + Penalty 2758.098089 = -37723.311537 nChanged 6 SP:Iteration 3Q (55170.660000 sec): 3 clusters Score: Raw -40512.470371 + Penalty 2758.098089 = -37754.372282 nChanged 5 SP:Iteration 4Q (55170.660000 sec): 3 clusters Score: Raw -40531.523391 + Penalty 2758.098089 = -37773.425302 nChanged 0 SP:Iteration 5F (55170.660000 sec): 3 clusters Score: Raw -40531.523391 + Penalty 2758.098089 = -37773.425302 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.670000 sec): 2 clusters Score: Raw -110250.591423 + Penalty 1618.933564 = -108631.657860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.670000 sec): 3 clusters Score: Raw -110161.889022 + Penalty 3237.867127 = -106924.021895 nChanged 152 SP:Iteration 1F (55170.670000 sec): 3 clusters Score: Raw -110448.102075 + Penalty 3237.867127 = -107210.234948 nChanged 44 SP:Iteration 2F (55170.680000 sec): 3 clusters Score: Raw -110558.620536 + Penalty 3237.867127 = -107320.753409 nChanged 34 SP:Iteration 3Q (55170.680000 sec): 3 clusters Score: Raw -110655.211112 + Penalty 3237.867127 = -107417.343985 nChanged 33 SP:Iteration 4Q (55170.680000 sec): 3 clusters Score: Raw -110742.628133 + Penalty 3237.867127 = -107504.761006 nChanged 17 SP:Iteration 5Q (55170.690000 sec): 3 clusters Score: Raw -110804.970384 + Penalty 3237.867127 = -107567.103257 nChanged 24 SP:Iteration 6Q (55170.690000 sec): 3 clusters Score: Raw -110875.535847 + Penalty 3237.867127 = -107637.668720 nChanged 18 SP:Iteration 7Q (55170.690000 sec): 3 clusters Score: Raw -110942.894807 + Penalty 3237.867127 = -107705.027680 nChanged 14 SP:Iteration 8Q (55170.690000 sec): 3 clusters Score: Raw -111013.833842 + Penalty 3237.867127 = -107775.966715 nChanged 14 SP:Iteration 9Q (55170.690000 sec): 3 clusters Score: Raw -111085.960252 + Penalty 3237.867127 = -107848.093125 nChanged 14 SP:Iteration 10Q (55170.700000 sec): 3 clusters Score: Raw -111131.400959 + Penalty 3237.867127 = -107893.533832 nChanged 12 SP:Iteration 11Q (55170.700000 sec): 3 clusters Score: Raw -111163.892479 + Penalty 3237.867127 = -107926.025352 nChanged 4 SP:Iteration 12Q (55170.700000 sec): 3 clusters Score: Raw -111173.755548 + Penalty 3237.867127 = -107935.888421 nChanged 2 SP:Iteration 13Q (55170.710000 sec): 3 clusters Score: Raw -111177.855687 + Penalty 3237.867127 = -107939.988560 nChanged 1 SP:Iteration 14Q (55170.710000 sec): 3 clusters Score: Raw -111179.939619 + Penalty 3237.867127 = -107942.072492 nChanged 1 SP:Iteration 15Q (55170.710000 sec): 3 clusters Score: Raw -111180.697591 + Penalty 3237.867127 = -107942.830464 nChanged 1 SP:Iteration 16Q (55170.710000 sec): 3 clusters Score: Raw -111183.474773 + Penalty 3237.867127 = -107945.607646 nChanged 1 SP:Iteration 17Q (55170.710000 sec): 3 clusters Score: Raw -111186.514435 + Penalty 3237.867127 = -107948.647307 nChanged 0 SP:Iteration 18F (55170.720000 sec): 3 clusters Score: Raw -111186.514435 + Penalty 3237.867127 = -107948.647307 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.720000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.720000 sec): 3 clusters Score: Raw -36869.488941 + Penalty 2748.466718 = -34121.022223 nChanged 33 SP:Iteration 1F (55170.730000 sec): 3 clusters Score: Raw -37067.346836 + Penalty 2748.466718 = -34318.880118 nChanged 10 SP:Iteration 2Q (55170.730000 sec): 3 clusters Score: Raw -37121.902815 + Penalty 2748.466718 = -34373.436096 nChanged 2 SP:Iteration 3Q (55170.730000 sec): 3 clusters Score: Raw -37127.479690 + Penalty 2748.466718 = -34379.012971 nChanged 1 SP:Iteration 4Q (55170.730000 sec): 3 clusters Score: Raw -37131.063678 + Penalty 2748.466718 = -34382.596959 nChanged 1 SP:Iteration 5Q (55170.730000 sec): 3 clusters Score: Raw -37135.102112 + Penalty 2748.466718 = -34386.635393 nChanged 0 SP:Iteration 6F (55170.730000 sec): 3 clusters Score: Raw -37135.102112 + Penalty 2748.466718 = -34386.635393 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.730000 sec): 2 clusters Score: Raw -24442.778146 + Penalty 1266.274478 = -23176.503668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.730000 sec): 3 clusters Score: Raw -24824.862443 + Penalty 2532.548955 = -22292.313488 nChanged 20 SP:Iteration 1F (55170.730000 sec): 3 clusters Score: Raw -24904.905349 + Penalty 2532.548955 = -22372.356394 nChanged 6 SP:Iteration 2Q (55170.740000 sec): 3 clusters Score: Raw -24926.505437 + Penalty 2532.548955 = -22393.956481 nChanged 5 SP:Iteration 3Q (55170.740000 sec): 3 clusters Score: Raw -24937.514693 + Penalty 2532.548955 = -22404.965738 nChanged 3 SP:Iteration 4Q (55170.740000 sec): 3 clusters Score: Raw -24952.615572 + Penalty 2532.548955 = -22420.066617 nChanged 1 SP:Iteration 5Q (55170.740000 sec): 3 clusters Score: Raw -24959.330645 + Penalty 2532.548955 = -22426.781690 nChanged 3 SP:Iteration 6Q (55170.740000 sec): 3 clusters Score: Raw -24976.871267 + Penalty 2532.548955 = -22444.322312 nChanged 2 SP:Iteration 7Q (55170.740000 sec): 3 clusters Score: Raw -25001.073693 + Penalty 2532.548955 = -22468.524738 nChanged 2 SP:Iteration 8Q (55170.740000 sec): 3 clusters Score: Raw -25006.608154 + Penalty 2532.548955 = -22474.059199 nChanged 3 SP:Iteration 9Q (55170.740000 sec): 3 clusters Score: Raw -25036.732860 + Penalty 2532.548955 = -22504.183905 nChanged 0 SP:Iteration 10F (55170.740000 sec): 3 clusters Score: Raw -25036.732860 + Penalty 2532.548955 = -22504.183905 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.750000 sec): 2 clusters Score: Raw -62022.222620 + Penalty 1491.401359 = -60530.821261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.750000 sec): 3 clusters Score: Raw -62154.116960 + Penalty 2982.802717 = -59171.314242 nChanged 96 SP:Iteration 1F (55170.750000 sec): 3 clusters Score: Raw -62342.810444 + Penalty 2982.802717 = -59360.007726 nChanged 13 SP:Iteration 2Q (55170.750000 sec): 3 clusters Score: Raw -62381.515443 + Penalty 2982.802717 = -59398.712725 nChanged 7 SP:Iteration 3Q (55170.750000 sec): 3 clusters Score: Raw -62401.330789 + Penalty 2982.802717 = -59418.528072 nChanged 6 SP:Iteration 4Q (55170.760000 sec): 3 clusters Score: Raw -62429.088883 + Penalty 2982.802717 = -59446.286166 nChanged 8 SP:Iteration 5Q (55170.760000 sec): 3 clusters Score: Raw -62445.986015 + Penalty 2982.802717 = -59463.183298 nChanged 5 SP:Iteration 6Q (55170.760000 sec): 3 clusters Score: Raw -62450.984621 + Penalty 2982.802717 = -59468.181904 nChanged 2 SP:Iteration 7Q (55170.760000 sec): 3 clusters Score: Raw -62453.880357 + Penalty 2982.802717 = -59471.077640 nChanged 2 SP:Iteration 8Q (55170.760000 sec): 3 clusters Score: Raw -62456.709740 + Penalty 2982.802717 = -59473.907023 nChanged 1 SP:Iteration 9Q (55170.760000 sec): 3 clusters Score: Raw -62457.559787 + Penalty 2982.802717 = -59474.757070 nChanged 1 SP:Iteration 10Q (55170.770000 sec): 3 clusters Score: Raw -62459.150887 + Penalty 2982.802717 = -59476.348170 nChanged 0 SP:Iteration 11F (55170.770000 sec): 3 clusters Score: Raw -62459.150887 + Penalty 2982.802717 = -59476.348170 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.770000 sec): 2 clusters Score: Raw -57522.445581 + Penalty 1463.853067 = -56058.592514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.770000 sec): 3 clusters Score: Raw -57628.341834 + Penalty 2927.706133 = -54700.635700 nChanged 49 SP:Iteration 1F (55170.780000 sec): 3 clusters Score: Raw -57781.716038 + Penalty 2927.706133 = -54854.009905 nChanged 17 SP:Iteration 2Q (55170.780000 sec): 3 clusters Score: Raw -57847.531346 + Penalty 2927.706133 = -54919.825213 nChanged 5 SP:Iteration 3Q (55170.780000 sec): 3 clusters Score: Raw -57857.957067 + Penalty 2927.706133 = -54930.250934 nChanged 4 SP:Iteration 4Q (55170.780000 sec): 3 clusters Score: Raw -57866.038682 + Penalty 2927.706133 = -54938.332549 nChanged 5 SP:Iteration 5Q (55170.780000 sec): 3 clusters Score: Raw -57875.255170 + Penalty 2927.706133 = -54947.549037 nChanged 3 SP:Iteration 6Q (55170.780000 sec): 3 clusters Score: Raw -57882.792363 + Penalty 2927.706133 = -54955.086229 nChanged 6 SP:Iteration 7Q (55170.790000 sec): 3 clusters Score: Raw -57897.382292 + Penalty 2927.706133 = -54969.676159 nChanged 4 SP:Iteration 8Q (55170.790000 sec): 3 clusters Score: Raw -57907.444757 + Penalty 2927.706133 = -54979.738624 nChanged 3 SP:Iteration 9Q (55170.790000 sec): 3 clusters Score: Raw -57913.851071 + Penalty 2927.706133 = -54986.144937 nChanged 1 SP:Iteration 10Q (55170.790000 sec): 3 clusters Score: Raw -57916.669538 + Penalty 2927.706133 = -54988.963404 nChanged 1 SP:Iteration 11Q (55170.790000 sec): 3 clusters Score: Raw -57918.743832 + Penalty 2927.706133 = -54991.037699 nChanged 1 SP:Iteration 12Q (55170.790000 sec): 3 clusters Score: Raw -57926.290080 + Penalty 2927.706133 = -54998.583946 nChanged 1 SP:Iteration 13Q (55170.790000 sec): 3 clusters Score: Raw -57929.057422 + Penalty 2927.706133 = -55001.351289 nChanged 0 SP:Iteration 14F (55170.790000 sec): 3 clusters Score: Raw -57929.057422 + Penalty 2927.706133 = -55001.351289 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.800000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.800000 sec): 3 clusters Score: Raw -20591.512996 + Penalty 2732.656615 = -17858.856381 nChanged 43 SP:Iteration 1F (55170.800000 sec): 3 clusters Score: Raw -20735.765856 + Penalty 2732.656615 = -18003.109241 nChanged 9 SP:Iteration 2Q (55170.800000 sec): 3 clusters Score: Raw -20761.759331 + Penalty 2732.656615 = -18029.102716 nChanged 6 SP:Iteration 3Q (55170.810000 sec): 3 clusters Score: Raw -20796.428576 + Penalty 2732.656615 = -18063.771961 nChanged 2 SP:Iteration 4Q (55170.810000 sec): 3 clusters Score: Raw -20803.840629 + Penalty 2732.656615 = -18071.184014 nChanged 1 SP:Iteration 5Q (55170.810000 sec): 3 clusters Score: Raw -20814.770700 + Penalty 2732.656615 = -18082.114085 nChanged 1 SP:Iteration 6Q (55170.810000 sec): 3 clusters Score: Raw -20817.095290 + Penalty 2732.656615 = -18084.438675 nChanged 0 SP:Iteration 7F (55170.820000 sec): 3 clusters Score: Raw -20817.095290 + Penalty 2732.656615 = -18084.438675 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.820000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.820000 sec): 3 clusters Score: Raw -14043.600982 + Penalty 2461.570937 = -11582.030045 nChanged 10 SP:Iteration 1F (55170.820000 sec): 3 clusters Score: Raw -14118.226954 + Penalty 2461.570937 = -11656.656018 nChanged 5 SP:Iteration 2Q (55170.820000 sec): 3 clusters Score: Raw -14168.841475 + Penalty 2461.570937 = -11707.270538 nChanged 0 SP:Iteration 3F (55170.820000 sec): 3 clusters Score: Raw -14168.841475 + Penalty 2461.570937 = -11707.270538 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.820000 sec): 2 clusters Score: Raw -77426.313443 + Penalty 1563.049506 = -75863.263937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.830000 sec): 3 clusters Score: Raw -77489.587042 + Penalty 3126.099012 = -74363.488030 nChanged 110 SP:Iteration 1F (55170.830000 sec): 3 clusters Score: Raw -77717.759509 + Penalty 3126.099012 = -74591.660497 nChanged 37 SP:Iteration 2F (55170.830000 sec): 3 clusters Score: Raw -77829.441179 + Penalty 3126.099012 = -74703.342167 nChanged 19 SP:Iteration 3Q (55170.830000 sec): 3 clusters Score: Raw -77884.308080 + Penalty 3126.099012 = -74758.209068 nChanged 12 SP:Iteration 4Q (55170.840000 sec): 3 clusters Score: Raw -77910.931064 + Penalty 3126.099012 = -74784.832052 nChanged 6 SP:Iteration 5Q (55170.840000 sec): 3 clusters Score: Raw -77920.395975 + Penalty 3126.099012 = -74794.296963 nChanged 6 SP:Iteration 6Q (55170.840000 sec): 3 clusters Score: Raw -77927.912410 + Penalty 3126.099012 = -74801.813398 nChanged 4 SP:Iteration 7Q (55170.840000 sec): 3 clusters Score: Raw -77940.891016 + Penalty 3126.099012 = -74814.792004 nChanged 6 SP:Iteration 8Q (55170.840000 sec): 3 clusters Score: Raw -77960.542129 + Penalty 3126.099012 = -74834.443117 nChanged 5 SP:Iteration 9Q (55170.840000 sec): 3 clusters Score: Raw -77970.470764 + Penalty 3126.099012 = -74844.371752 nChanged 3 SP:Iteration 10Q (55170.850000 sec): 3 clusters Score: Raw -77977.611959 + Penalty 3126.099012 = -74851.512947 nChanged 2 SP:Iteration 11Q (55170.850000 sec): 3 clusters Score: Raw -77984.338611 + Penalty 3126.099012 = -74858.239599 nChanged 5 SP:Iteration 12Q (55170.850000 sec): 3 clusters Score: Raw -77995.100813 + Penalty 3126.099012 = -74869.001801 nChanged 3 SP:Iteration 13Q (55170.850000 sec): 3 clusters Score: Raw -78000.845811 + Penalty 3126.099012 = -74874.746799 nChanged 2 SP:Iteration 14Q (55170.860000 sec): 3 clusters Score: Raw -78005.739289 + Penalty 3126.099012 = -74879.640277 nChanged 1 SP:Iteration 15Q (55170.860000 sec): 3 clusters Score: Raw -78007.915015 + Penalty 3126.099012 = -74881.816003 nChanged 1 SP:Iteration 16Q (55170.860000 sec): 3 clusters Score: Raw -78010.461477 + Penalty 3126.099012 = -74884.362465 nChanged 1 SP:Iteration 17Q (55170.860000 sec): 3 clusters Score: Raw -78013.465462 + Penalty 3126.099012 = -74887.366450 nChanged 0 SP:Iteration 18F (55170.860000 sec): 3 clusters Score: Raw -78013.465462 + Penalty 3126.099012 = -74887.366450 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.870000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.870000 sec): 3 clusters Score: Raw -37259.232774 + Penalty 2716.325922 = -34542.906852 nChanged 23 SP:Iteration 1F (55170.870000 sec): 3 clusters Score: Raw -37352.447081 + Penalty 2716.325922 = -34636.121160 nChanged 12 SP:Iteration 2F (55170.870000 sec): 3 clusters Score: Raw -37496.459052 + Penalty 2716.325922 = -34780.133131 nChanged 9 SP:Iteration 3Q (55170.870000 sec): 3 clusters Score: Raw -37575.571897 + Penalty 2716.325922 = -34859.245975 nChanged 6 SP:Iteration 4Q (55170.880000 sec): 3 clusters Score: Raw -37624.978259 + Penalty 2716.325922 = -34908.652337 nChanged 2 SP:Iteration 5Q (55170.880000 sec): 3 clusters Score: Raw -37657.636350 + Penalty 2716.325922 = -34941.310428 nChanged 2 SP:Iteration 6Q (55170.880000 sec): 3 clusters Score: Raw -37669.597692 + Penalty 2716.325922 = -34953.271770 nChanged 0 SP:Iteration 7F (55170.880000 sec): 3 clusters Score: Raw -37669.597692 + Penalty 2716.325922 = -34953.271770 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.880000 sec): 2 clusters Score: Raw -16946.794551 + Penalty 1245.922369 = -15700.872182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.880000 sec): 3 clusters Score: Raw -17420.025590 + Penalty 2491.844738 = -14928.180851 nChanged 19 SP:Iteration 1F (55170.880000 sec): 3 clusters Score: Raw -17531.028945 + Penalty 2491.844738 = -15039.184206 nChanged 2 SP:Iteration 2Q (55170.880000 sec): 3 clusters Score: Raw -17533.849917 + Penalty 2491.844738 = -15042.005179 nChanged 1 SP:Iteration 3Q (55170.880000 sec): 3 clusters Score: Raw -17534.995639 + Penalty 2491.844738 = -15043.150901 nChanged 0 SP:Iteration 4F (55170.890000 sec): 3 clusters Score: Raw -17534.995639 + Penalty 2491.844738 = -15043.150901 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.890000 sec): 2 clusters Score: Raw -28460.939960 + Penalty 1378.093359 = -27082.846601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.890000 sec): 3 clusters Score: Raw -28786.920591 + Penalty 2756.186719 = -26030.733873 nChanged 47 SP:Iteration 1F (55170.900000 sec): 3 clusters Score: Raw -28977.601952 + Penalty 2756.186719 = -26221.415234 nChanged 19 SP:Iteration 2F (55170.900000 sec): 3 clusters Score: Raw -29115.186372 + Penalty 2756.186719 = -26358.999654 nChanged 7 SP:Iteration 3Q (55170.900000 sec): 3 clusters Score: Raw -29154.840075 + Penalty 2756.186719 = -26398.653356 nChanged 3 SP:Iteration 4Q (55170.900000 sec): 3 clusters Score: Raw -29180.874297 + Penalty 2756.186719 = -26424.687579 nChanged 0 SP:Iteration 5F (55170.900000 sec): 3 clusters Score: Raw -29180.874297 + Penalty 2756.186719 = -26424.687579 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.900000 sec): 2 clusters Score: Raw -66521.512258 + Penalty 1534.179739 = -64987.332519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.910000 sec): 3 clusters Score: Raw -66549.850279 + Penalty 3068.359477 = -63481.490802 nChanged 95 SP:Iteration 1F (55170.910000 sec): 3 clusters Score: Raw -66785.902745 + Penalty 3068.359477 = -63717.543267 nChanged 28 SP:Iteration 2F (55170.910000 sec): 3 clusters Score: Raw -66905.563443 + Penalty 3068.359477 = -63837.203965 nChanged 21 SP:Iteration 3Q (55170.910000 sec): 3 clusters Score: Raw -66975.281302 + Penalty 3068.359477 = -63906.921824 nChanged 21 SP:Iteration 4Q (55170.920000 sec): 3 clusters Score: Raw -67049.154706 + Penalty 3068.359477 = -63980.795228 nChanged 19 SP:Iteration 5Q (55170.920000 sec): 3 clusters Score: Raw -67096.170519 + Penalty 3068.359477 = -64027.811041 nChanged 7 SP:Iteration 6Q (55170.920000 sec): 3 clusters Score: Raw -67117.188626 + Penalty 3068.359477 = -64048.829149 nChanged 7 SP:Iteration 7Q (55170.920000 sec): 3 clusters Score: Raw -67136.325287 + Penalty 3068.359477 = -64067.965809 nChanged 9 SP:Iteration 8Q (55170.920000 sec): 3 clusters Score: Raw -67161.406565 + Penalty 3068.359477 = -64093.047087 nChanged 6 SP:Iteration 9Q (55170.920000 sec): 3 clusters Score: Raw -67175.153994 + Penalty 3068.359477 = -64106.794517 nChanged 3 SP:Iteration 10Q (55170.920000 sec): 3 clusters Score: Raw -67183.003145 + Penalty 3068.359477 = -64114.643667 nChanged 1 SP:Iteration 11Q (55170.930000 sec): 3 clusters Score: Raw -67184.234416 + Penalty 3068.359477 = -64115.874938 nChanged 1 SP:Iteration 12Q (55170.930000 sec): 3 clusters Score: Raw -67187.102266 + Penalty 3068.359477 = -64118.742789 nChanged 3 SP:Iteration 13Q (55170.930000 sec): 3 clusters Score: Raw -67203.064199 + Penalty 3068.359477 = -64134.704721 nChanged 5 SP:Iteration 14Q (55170.930000 sec): 3 clusters Score: Raw -67219.460332 + Penalty 3068.359477 = -64151.100854 nChanged 4 SP:Iteration 15Q (55170.930000 sec): 3 clusters Score: Raw -67247.409286 + Penalty 3068.359477 = -64179.049809 nChanged 6 SP:Iteration 16Q (55170.940000 sec): 3 clusters Score: Raw -67264.657284 + Penalty 3068.359477 = -64196.297807 nChanged 1 SP:Iteration 17Q (55170.940000 sec): 3 clusters Score: Raw -67265.922330 + Penalty 3068.359477 = -64197.562853 nChanged 3 SP:Iteration 18Q (55170.940000 sec): 3 clusters Score: Raw -67272.571502 + Penalty 3068.359477 = -64204.212024 nChanged 2 SP:Iteration 19Q (55170.940000 sec): 3 clusters Score: Raw -67282.237026 + Penalty 3068.359477 = -64213.877549 nChanged 3 SP:Iteration 20F (55170.940000 sec): 3 clusters Score: Raw -67298.696239 + Penalty 3068.359477 = -64230.336761 nChanged 5 SP:Iteration 21Q (55170.940000 sec): 3 clusters Score: Raw -67318.184436 + Penalty 3068.359477 = -64249.824959 nChanged 5 SP:Iteration 22Q (55170.940000 sec): 3 clusters Score: Raw -67332.187448 + Penalty 3068.359477 = -64263.827971 nChanged 2 SP:Iteration 23Q (55170.950000 sec): 3 clusters Score: Raw -67343.955976 + Penalty 3068.359477 = -64275.596499 nChanged 1 SP:Iteration 24Q (55170.950000 sec): 3 clusters Score: Raw -67347.746459 + Penalty 3068.359477 = -64279.386981 nChanged 0 SP:Iteration 25F (55170.950000 sec): 3 clusters Score: Raw -67347.746459 + Penalty 3068.359477 = -64279.386981 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55170.960000 sec): 2 clusters Score: Raw -137392.143278 + Penalty 1692.174958 = -135699.968320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55170.960000 sec): 3 clusters Score: Raw -137335.296219 + Penalty 3384.349917 = -133950.946302 nChanged 227 SP:Iteration 1F (55170.960000 sec): 3 clusters Score: Raw -137776.510853 + Penalty 3384.349917 = -134392.160936 nChanged 79 SP:Iteration 2F (55170.970000 sec): 3 clusters Score: Raw -137960.957314 + Penalty 3384.349917 = -134576.607397 nChanged 55 SP:Iteration 3F (55170.970000 sec): 3 clusters Score: Raw -138118.393868 + Penalty 3384.349917 = -134734.043951 nChanged 34 SP:Iteration 4Q (55170.980000 sec): 3 clusters Score: Raw -138219.700678 + Penalty 3384.349917 = -134835.350762 nChanged 27 SP:Iteration 5Q (55170.980000 sec): 3 clusters Score: Raw -138277.974653 + Penalty 3384.349917 = -134893.624737 nChanged 17 SP:Iteration 6Q (55170.980000 sec): 3 clusters Score: Raw -138316.795602 + Penalty 3384.349917 = -134932.445686 nChanged 9 SP:Iteration 7Q (55170.990000 sec): 3 clusters Score: Raw -138335.340673 + Penalty 3384.349917 = -134950.990756 nChanged 11 SP:Iteration 8Q (55170.990000 sec): 3 clusters Score: Raw -138360.083257 + Penalty 3384.349917 = -134975.733341 nChanged 15 SP:Iteration 9Q (55170.990000 sec): 3 clusters Score: Raw -138389.268929 + Penalty 3384.349917 = -135004.919013 nChanged 12 SP:Iteration 10Q (55171.000000 sec): 3 clusters Score: Raw -138410.215645 + Penalty 3384.349917 = -135025.865728 nChanged 9 SP:Iteration 11Q (55171.000000 sec): 3 clusters Score: Raw -138427.776491 + Penalty 3384.349917 = -135043.426574 nChanged 10 SP:Iteration 12Q (55171.000000 sec): 3 clusters Score: Raw -138440.767110 + Penalty 3384.349917 = -135056.417193 nChanged 7 SP:Iteration 13Q (55171.000000 sec): 3 clusters Score: Raw -138447.695420 + Penalty 3384.349917 = -135063.345503 nChanged 6 SP:Iteration 14Q (55171.010000 sec): 3 clusters Score: Raw -138458.457926 + Penalty 3384.349917 = -135074.108009 nChanged 8 SP:Iteration 15Q (55171.010000 sec): 3 clusters Score: Raw -138466.415085 + Penalty 3384.349917 = -135082.065169 nChanged 2 SP:Iteration 16Q (55171.020000 sec): 3 clusters Score: Raw -138468.750018 + Penalty 3384.349917 = -135084.400101 nChanged 1 SP:Iteration 17Q (55171.020000 sec): 3 clusters Score: Raw -138470.811013 + Penalty 3384.349917 = -135086.461096 nChanged 0 SP:Iteration 18F (55171.020000 sec): 3 clusters Score: Raw -138470.811013 + Penalty 3384.349917 = -135086.461096 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.030000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.030000 sec): 3 clusters Score: Raw -28986.184546 + Penalty 2615.407781 = -26370.776765 nChanged 16 SP:Iteration 1F (55171.030000 sec): 3 clusters Score: Raw -29072.869719 + Penalty 2615.407781 = -26457.461938 nChanged 5 SP:Iteration 2Q (55171.030000 sec): 3 clusters Score: Raw -29098.549564 + Penalty 2615.407781 = -26483.141783 nChanged 0 SP:Iteration 3F (55171.030000 sec): 3 clusters Score: Raw -29098.549564 + Penalty 2615.407781 = -26483.141783 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.040000 sec): 2 clusters Score: Raw -21265.800687 + Penalty 1294.648245 = -19971.152442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.040000 sec): 3 clusters Score: Raw -21700.241495 + Penalty 2589.296489 = -19110.945006 nChanged 28 SP:Iteration 1F (55171.040000 sec): 3 clusters Score: Raw -21977.287464 + Penalty 2589.296489 = -19387.990975 nChanged 18 SP:Iteration 2F (55171.040000 sec): 3 clusters Score: Raw -22323.642849 + Penalty 2589.296489 = -19734.346360 nChanged 4 SP:Iteration 3Q (55171.040000 sec): 3 clusters Score: Raw -22515.368267 + Penalty 2589.296489 = -19926.071778 nChanged 1 SP:Iteration 4Q (55171.040000 sec): 3 clusters Score: Raw -22520.004575 + Penalty 2589.296489 = -19930.708085 nChanged 0 SP:Iteration 5F (55171.040000 sec): 3 clusters Score: Raw -22520.004575 + Penalty 2589.296489 = -19930.708085 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.050000 sec): 2 clusters Score: Raw -128584.237587 + Penalty 1644.082087 = -126940.155500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.050000 sec): 3 clusters Score: Raw -128496.940150 + Penalty 3288.164174 = -125208.775977 nChanged 210 SP:Iteration 1F (55171.060000 sec): 3 clusters Score: Raw -128824.954097 + Penalty 3288.164174 = -125536.789923 nChanged 52 SP:Iteration 2F (55171.060000 sec): 3 clusters Score: Raw -128921.809168 + Penalty 3288.164174 = -125633.644994 nChanged 27 SP:Iteration 3Q (55171.060000 sec): 3 clusters Score: Raw -128974.155186 + Penalty 3288.164174 = -125685.991012 nChanged 29 SP:Iteration 4Q (55171.060000 sec): 3 clusters Score: Raw -129050.813119 + Penalty 3288.164174 = -125762.648945 nChanged 30 SP:Iteration 5Q (55171.070000 sec): 3 clusters Score: Raw -129105.978266 + Penalty 3288.164174 = -125817.814092 nChanged 16 SP:Iteration 6Q (55171.070000 sec): 3 clusters Score: Raw -129137.134334 + Penalty 3288.164174 = -125848.970160 nChanged 12 SP:Iteration 7Q (55171.070000 sec): 3 clusters Score: Raw -129165.631973 + Penalty 3288.164174 = -125877.467799 nChanged 12 SP:Iteration 8Q (55171.080000 sec): 3 clusters Score: Raw -129190.276892 + Penalty 3288.164174 = -125902.112718 nChanged 5 SP:Iteration 9Q (55171.080000 sec): 3 clusters Score: Raw -129197.996957 + Penalty 3288.164174 = -125909.832784 nChanged 5 SP:Iteration 10Q (55171.080000 sec): 3 clusters Score: Raw -129210.191050 + Penalty 3288.164174 = -125922.026876 nChanged 7 SP:Iteration 11Q (55171.080000 sec): 3 clusters Score: Raw -129218.651628 + Penalty 3288.164174 = -125930.487454 nChanged 1 SP:Iteration 12Q (55171.080000 sec): 3 clusters Score: Raw -129220.469642 + Penalty 3288.164174 = -125932.305468 nChanged 0 SP:Iteration 13F (55171.090000 sec): 3 clusters Score: Raw -129220.469642 + Penalty 3288.164174 = -125932.305468 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.100000 sec): 2 clusters Score: Raw -29240.997261 + Penalty 1368.328318 = -27872.668942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.100000 sec): 3 clusters Score: Raw -29629.182184 + Penalty 2736.656637 = -26892.525547 nChanged 43 SP:Iteration 1F (55171.100000 sec): 3 clusters Score: Raw -29827.464877 + Penalty 2736.656637 = -27090.808240 nChanged 17 SP:Iteration 2F (55171.100000 sec): 3 clusters Score: Raw -29946.605212 + Penalty 2736.656637 = -27209.948575 nChanged 15 SP:Iteration 3F (55171.100000 sec): 3 clusters Score: Raw -30042.216124 + Penalty 2736.656637 = -27305.559487 nChanged 7 SP:Iteration 4Q (55171.100000 sec): 3 clusters Score: Raw -30099.911623 + Penalty 2736.656637 = -27363.254987 nChanged 4 SP:Iteration 5Q (55171.100000 sec): 3 clusters Score: Raw -30484.461402 + Penalty 2736.656637 = -27747.804765 nChanged 12 SP:Iteration 6Q (55171.100000 sec): 3 clusters Score: Raw -30604.721124 + Penalty 2736.656637 = -27868.064488 nChanged 3 SP:Iteration 7Q (55171.100000 sec): 3 clusters Score: Raw -30632.784049 + Penalty 2736.656637 = -27896.127413 nChanged 2 SP:Iteration 8Q (55171.100000 sec): 3 clusters Score: Raw -30657.446853 + Penalty 2736.656637 = -27920.790216 nChanged 1 SP:Iteration 9Q (55171.100000 sec): 3 clusters Score: Raw -30668.235909 + Penalty 2736.656637 = -27931.579272 nChanged 0 SP:Iteration 10F (55171.100000 sec): 3 clusters Score: Raw -30668.235909 + Penalty 2736.656637 = -27931.579272 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 73. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.120000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.120000 sec): 3 clusters Score: Raw -79324.157049 + Penalty 3132.417569 = -76191.739480 nChanged 119 SP:Iteration 1F (55171.120000 sec): 3 clusters Score: Raw -79549.679491 + Penalty 3132.417569 = -76417.261922 nChanged 30 SP:Iteration 2F (55171.130000 sec): 3 clusters Score: Raw -79622.057164 + Penalty 3132.417569 = -76489.639595 nChanged 12 SP:Iteration 3Q (55171.130000 sec): 3 clusters Score: Raw -79644.300862 + Penalty 3132.417569 = -76511.883293 nChanged 8 SP:Iteration 4Q (55171.130000 sec): 3 clusters Score: Raw -79663.664474 + Penalty 3132.417569 = -76531.246906 nChanged 6 SP:Iteration 5Q (55171.130000 sec): 3 clusters Score: Raw -79672.146959 + Penalty 3132.417569 = -76539.729390 nChanged 2 SP:Iteration 6Q (55171.140000 sec): 3 clusters Score: Raw -79675.934130 + Penalty 3132.417569 = -76543.516561 nChanged 3 SP:Iteration 7Q (55171.140000 sec): 3 clusters Score: Raw -79682.089035 + Penalty 3132.417569 = -76549.671466 nChanged 2 SP:Iteration 8Q (55171.140000 sec): 3 clusters Score: Raw -79685.747004 + Penalty 3132.417569 = -76553.329436 nChanged 1 SP:Iteration 9Q (55171.140000 sec): 3 clusters Score: Raw -79686.992105 + Penalty 3132.417569 = -76554.574536 nChanged 0 SP:Iteration 10F (55171.140000 sec): 3 clusters Score: Raw -79686.992105 + Penalty 3132.417569 = -76554.574536 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.150000 sec): 2 clusters Score: Raw -29793.445739 + Penalty 1396.540522 = -28396.905217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.150000 sec): 3 clusters Score: Raw -29986.691030 + Penalty 2793.081044 = -27193.609986 nChanged 46 SP:Iteration 1F (55171.150000 sec): 3 clusters Score: Raw -30282.388377 + Penalty 2793.081044 = -27489.307333 nChanged 17 SP:Iteration 2F (55171.160000 sec): 3 clusters Score: Raw -30374.970319 + Penalty 2793.081044 = -27581.889275 nChanged 9 SP:Iteration 3Q (55171.160000 sec): 3 clusters Score: Raw -30439.565791 + Penalty 2793.081044 = -27646.484747 nChanged 3 SP:Iteration 4Q (55171.160000 sec): 3 clusters Score: Raw -30465.875135 + Penalty 2793.081044 = -27672.794091 nChanged 4 SP:Iteration 5Q (55171.160000 sec): 3 clusters Score: Raw -30563.281402 + Penalty 2793.081044 = -27770.200358 nChanged 2 SP:Iteration 6Q (55171.160000 sec): 3 clusters Score: Raw -30572.361028 + Penalty 2793.081044 = -27779.279984 nChanged 1 SP:Iteration 7Q (55171.160000 sec): 3 clusters Score: Raw -30577.187971 + Penalty 2793.081044 = -27784.106927 nChanged 0 SP:Iteration 8F (55171.160000 sec): 3 clusters Score: Raw -30577.187971 + Penalty 2793.081044 = -27784.106927 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.160000 sec): 2 clusters Score: Raw -31317.994791 + Penalty 1391.149005 = -29926.845786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.170000 sec): 3 clusters Score: Raw -31868.207148 + Penalty 2782.298010 = -29085.909138 nChanged 68 SP:Iteration 1F (55171.170000 sec): 3 clusters Score: Raw -32430.595250 + Penalty 2782.298010 = -29648.297240 nChanged 16 SP:Iteration 2F (55171.170000 sec): 3 clusters Score: Raw -32610.712288 + Penalty 2782.298010 = -29828.414278 nChanged 12 SP:Iteration 3Q (55171.170000 sec): 3 clusters Score: Raw -32891.487846 + Penalty 2782.298010 = -30109.189835 nChanged 11 SP:Iteration 4Q (55171.170000 sec): 3 clusters Score: Raw -33204.879489 + Penalty 2782.298010 = -30422.581479 nChanged 11 SP:Iteration 5Q (55171.170000 sec): 3 clusters Score: Raw -33412.205563 + Penalty 2782.298010 = -30629.907552 nChanged 8 SP:Iteration 6Q (55171.170000 sec): 3 clusters Score: Raw -33514.385548 + Penalty 2782.298010 = -30732.087538 nChanged 5 SP:Iteration 7Q (55171.180000 sec): 3 clusters Score: Raw -33652.230313 + Penalty 2782.298010 = -30869.932303 nChanged 4 SP:Iteration 8Q (55171.180000 sec): 3 clusters Score: Raw -33781.482426 + Penalty 2782.298010 = -30999.184416 nChanged 0 SP:Iteration 9F (55171.180000 sec): 3 clusters Score: Raw -33781.482426 + Penalty 2782.298010 = -30999.184416 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 74. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.190000 sec): 2 clusters Score: Raw -42843.073853 + Penalty 1465.204569 = -41377.869284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.190000 sec): 3 clusters Score: Raw -42952.834788 + Penalty 2930.409137 = -40022.425650 nChanged 56 SP:Iteration 1F (55171.190000 sec): 3 clusters Score: Raw -43096.995050 + Penalty 2930.409137 = -40166.585912 nChanged 27 SP:Iteration 2F (55171.200000 sec): 3 clusters Score: Raw -43167.772272 + Penalty 2930.409137 = -40237.363134 nChanged 11 SP:Iteration 3Q (55171.200000 sec): 3 clusters Score: Raw -43221.484612 + Penalty 2930.409137 = -40291.075475 nChanged 12 SP:Iteration 4Q (55171.200000 sec): 3 clusters Score: Raw -43282.616066 + Penalty 2930.409137 = -40352.206928 nChanged 3 SP:Iteration 5Q (55171.200000 sec): 3 clusters Score: Raw -43294.883266 + Penalty 2930.409137 = -40364.474128 nChanged 4 SP:Iteration 6Q (55171.200000 sec): 3 clusters Score: Raw -43332.796102 + Penalty 2930.409137 = -40402.386964 nChanged 0 SP:Iteration 7F (55171.200000 sec): 3 clusters Score: Raw -43332.796102 + Penalty 2930.409137 = -40402.386964 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.210000 sec): 2 clusters Score: Raw -51333.437476 + Penalty 1478.967677 = -49854.469798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.210000 sec): 3 clusters Score: Raw -51403.958888 + Penalty 2957.935354 = -48446.023533 nChanged 67 SP:Iteration 1F (55171.210000 sec): 3 clusters Score: Raw -51564.282401 + Penalty 2957.935354 = -48606.347047 nChanged 24 SP:Iteration 2F (55171.210000 sec): 3 clusters Score: Raw -51627.961314 + Penalty 2957.935354 = -48670.025960 nChanged 5 SP:Iteration 3Q (55171.220000 sec): 3 clusters Score: Raw -51649.055540 + Penalty 2957.935354 = -48691.120186 nChanged 4 SP:Iteration 4Q (55171.220000 sec): 3 clusters Score: Raw -51662.135889 + Penalty 2957.935354 = -48704.200534 nChanged 2 SP:Iteration 5Q (55171.220000 sec): 3 clusters Score: Raw -51667.732738 + Penalty 2957.935354 = -48709.797384 nChanged 0 SP:Iteration 6F (55171.220000 sec): 3 clusters Score: Raw -51667.732738 + Penalty 2957.935354 = -48709.797384 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.220000 sec): 2 clusters Score: Raw -37455.151895 + Penalty 1410.369888 = -36044.782007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.230000 sec): 3 clusters Score: Raw -37625.605209 + Penalty 2820.739777 = -34804.865432 nChanged 53 SP:Iteration 1F (55171.230000 sec): 3 clusters Score: Raw -37788.444840 + Penalty 2820.739777 = -34967.705063 nChanged 13 SP:Iteration 2Q (55171.230000 sec): 3 clusters Score: Raw -37917.861957 + Penalty 2820.739777 = -35097.122180 nChanged 6 SP:Iteration 3Q (55171.230000 sec): 3 clusters Score: Raw -38030.548980 + Penalty 2820.739777 = -35209.809203 nChanged 10 SP:Iteration 4Q (55171.230000 sec): 3 clusters Score: Raw -38079.243164 + Penalty 2820.739777 = -35258.503387 nChanged 5 SP:Iteration 5Q (55171.230000 sec): 3 clusters Score: Raw -38093.897811 + Penalty 2820.739777 = -35273.158034 nChanged 4 SP:Iteration 6Q (55171.230000 sec): 3 clusters Score: Raw -38103.008226 + Penalty 2820.739777 = -35282.268449 nChanged 3 SP:Iteration 7Q (55171.240000 sec): 3 clusters Score: Raw -38110.503356 + Penalty 2820.739777 = -35289.763580 nChanged 1 SP:Iteration 8Q (55171.240000 sec): 3 clusters Score: Raw -38111.516870 + Penalty 2820.739777 = -35290.777094 nChanged 2 SP:Iteration 9Q (55171.240000 sec): 3 clusters Score: Raw -38144.726906 + Penalty 2820.739777 = -35323.987129 nChanged 3 SP:Iteration 10Q (55171.240000 sec): 3 clusters Score: Raw -38154.313679 + Penalty 2820.739777 = -35333.573902 nChanged 2 SP:Iteration 11Q (55171.240000 sec): 3 clusters Score: Raw -38160.269430 + Penalty 2820.739777 = -35339.529653 nChanged 2 SP:Iteration 12Q (55171.240000 sec): 3 clusters Score: Raw -38179.772772 + Penalty 2820.739777 = -35359.032996 nChanged 0 SP:Iteration 13F (55171.240000 sec): 3 clusters Score: Raw -38179.772772 + Penalty 2820.739777 = -35359.032996 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.250000 sec): 2 clusters Score: Raw -116716.049826 + Penalty 1660.558131 = -115055.491695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.260000 sec): 3 clusters Score: Raw -116582.540621 + Penalty 3321.116263 = -113261.424358 nChanged 193 SP:Iteration 1F (55171.260000 sec): 3 clusters Score: Raw -116847.094068 + Penalty 3321.116263 = -113525.977805 nChanged 58 SP:Iteration 2F (55171.270000 sec): 3 clusters Score: Raw -116955.009229 + Penalty 3321.116263 = -113633.892966 nChanged 39 SP:Iteration 3Q (55171.270000 sec): 3 clusters Score: Raw -117035.076157 + Penalty 3321.116263 = -113713.959894 nChanged 26 SP:Iteration 4Q (55171.270000 sec): 3 clusters Score: Raw -117088.140941 + Penalty 3321.116263 = -113767.024678 nChanged 17 SP:Iteration 5Q (55171.270000 sec): 3 clusters Score: Raw -117133.693675 + Penalty 3321.116263 = -113812.577412 nChanged 18 SP:Iteration 6Q (55171.280000 sec): 3 clusters Score: Raw -117180.284320 + Penalty 3321.116263 = -113859.168057 nChanged 17 SP:Iteration 7Q (55171.280000 sec): 3 clusters Score: Raw -117225.432289 + Penalty 3321.116263 = -113904.316026 nChanged 19 SP:Iteration 8Q (55171.280000 sec): 3 clusters Score: Raw -117308.903726 + Penalty 3321.116263 = -113987.787464 nChanged 26 SP:Iteration 9Q (55171.290000 sec): 3 clusters Score: Raw -117501.270147 + Penalty 3321.116263 = -114180.153884 nChanged 37 SP:Iteration 10Q (55171.290000 sec): 3 clusters Score: Raw -117719.554180 + Penalty 3321.116263 = -114398.437917 nChanged 41 SP:Iteration 11F (55171.290000 sec): 3 clusters Score: Raw -117897.509065 + Penalty 3321.116263 = -114576.392802 nChanged 40 SP:Iteration 12Q (55171.290000 sec): 3 clusters Score: Raw -118169.958863 + Penalty 3321.116263 = -114848.842600 nChanged 39 SP:Iteration 13Q (55171.300000 sec): 3 clusters Score: Raw -118316.587567 + Penalty 3321.116263 = -114995.471304 nChanged 22 SP:Iteration 14Q (55171.300000 sec): 3 clusters Score: Raw -118416.800945 + Penalty 3321.116263 = -115095.684682 nChanged 15 SP:Iteration 15Q (55171.300000 sec): 3 clusters Score: Raw -118455.801584 + Penalty 3321.116263 = -115134.685321 nChanged 7 SP:Iteration 16Q (55171.310000 sec): 3 clusters Score: Raw -118467.661132 + Penalty 3321.116263 = -115146.544869 nChanged 2 SP:Iteration 17Q (55171.310000 sec): 3 clusters Score: Raw -118475.913864 + Penalty 3321.116263 = -115154.797601 nChanged 1 SP:Iteration 18Q (55171.310000 sec): 3 clusters Score: Raw -118482.733305 + Penalty 3321.116263 = -115161.617042 nChanged 2 SP:Iteration 19Q (55171.310000 sec): 3 clusters Score: Raw -118487.811154 + Penalty 3321.116263 = -115166.694891 nChanged 2 SP:Iteration 20F (55171.310000 sec): 3 clusters Score: Raw -118493.676202 + Penalty 3321.116263 = -115172.559939 nChanged 1 SP:Iteration 21Q (55171.320000 sec): 3 clusters Score: Raw -118496.408599 + Penalty 3321.116263 = -115175.292336 nChanged 2 SP:Iteration 22Q (55171.320000 sec): 3 clusters Score: Raw -118500.540547 + Penalty 3321.116263 = -115179.424284 nChanged 0 SP:Iteration 23F (55171.320000 sec): 3 clusters Score: Raw -118500.540547 + Penalty 3321.116263 = -115179.424284 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 75. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.340000 sec): 2 clusters Score: Raw -15873.197079 + Penalty 1239.308644 = -14633.888435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.340000 sec): 3 clusters Score: Raw -16379.975759 + Penalty 2478.617288 = -13901.358472 nChanged 14 SP:Iteration 1F (55171.340000 sec): 3 clusters Score: Raw -16475.148234 + Penalty 2478.617288 = -13996.530946 nChanged 6 SP:Iteration 2Q (55171.340000 sec): 3 clusters Score: Raw -16514.517155 + Penalty 2478.617288 = -14035.899867 nChanged 1 SP:Iteration 3Q (55171.340000 sec): 3 clusters Score: Raw -16520.661429 + Penalty 2478.617288 = -14042.044141 nChanged 0 SP:Iteration 4F (55171.340000 sec): 3 clusters Score: Raw -16520.661429 + Penalty 2478.617288 = -14042.044141 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.350000 sec): 2 clusters Score: Raw -20788.172105 + Penalty 1270.743067 = -19517.429038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.350000 sec): 3 clusters Score: Raw -21052.296648 + Penalty 2541.486134 = -18510.810514 nChanged 11 SP:Iteration 1F (55171.350000 sec): 3 clusters Score: Raw -21121.012321 + Penalty 2541.486134 = -18579.526187 nChanged 2 SP:Iteration 2Q (55171.350000 sec): 3 clusters Score: Raw -21137.017198 + Penalty 2541.486134 = -18595.531065 nChanged 0 SP:Iteration 3F (55171.350000 sec): 3 clusters Score: Raw -21137.017198 + Penalty 2541.486134 = -18595.531065 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55171.350000 sec): 2 clusters Score: Raw -73560.473089 + Penalty 1560.767981 = -71999.705108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55171.360000 sec): 3 clusters Score: Raw -73640.127406 + Penalty 3121.535962 = -70518.591443 nChanged 113 SP:Iteration 1F (55171.360000 sec): 3 clusters Score: Raw -74020.185453 + Penalty 3121.535962 = -70898.649491 nChanged 52 SP:Iteration 2F (55171.360000 sec): 3 clusters Score: Raw -74326.578533 + Penalty 3121.535962 = -71205.042570 nChanged 40 SP:Iteration 3F (55171.370000 sec): 3 clusters Score: Raw -74602.822405 + Penalty 3121.535962 = -71481.286443 nChanged 32 SP:Iteration 4F (55171.370000 sec): 3 clusters Score: Raw -74851.844266 + Penalty 3121.535962 = -71730.308304 nChanged 14 SP:Iteration 5Q (55171.370000 sec): 3 clusters Score: Raw -74941.706724 + Penalty 3121.535962 = -71820.170762 nChanged 14 SP:Iteration 6Q (55171.370000 sec): 3 clusters Score: Raw -75031.485076 + Penalty 3121.535962 = -71909.949114 nChanged 8 SP:Iteration 7Q (55171.370000 sec): 3 clusters Score: Raw -75085.342634 + Penalty 3121.535962 = -71963.806671 nChanged 4 SP:Iteration 8Q (55171.370000 sec): 3 clusters Score: Raw -75128.396613 + Penalty 3121.535962 = -72006.860651 nChanged 3 SP:Iteration 9Q (55171.370000 sec): 3 clusters Score: Raw -75139.590370 + Penalty 3121.535962 = -72018.054408 nChanged 2 SP:Iteration 10Q (55171.380000 sec): 3 clusters Score: Raw -75143.506130 + Penalty 3121.535962 = -72021.970168 nChanged 0 SP:Iteration 11F (55171.380000 sec): 3 clusters Score: Raw -75143.506130 + Penalty 3121.535962 = -72021.970168 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 76. Deleting Class 60 (34 points): Lose 1360.213337 but Gain 3620.129790 Iteration 329F (55406.350000 sec): 76 clusters Score: Raw -379173709.724234 + Penalty 271509.734224 = -378902199.990010 nChanged 104 Deleting Class 38 (126 points): Lose 3442.250917 but Gain 3620.129790 Iteration 330F (55638.240000 sec): 75 clusters Score: Raw -379171004.813472 + Penalty 267889.604434 = -378903115.209038 nChanged 174 Iteration 331Q (55674.280000 sec): 75 clusters Score: Raw -379173534.156948 + Penalty 267889.604434 = -378905644.552514 nChanged 57 Iteration 332Q (55710.380000 sec): 75 clusters Score: Raw -379174272.431952 + Penalty 267889.604434 = -378906382.827518 nChanged 34 Iteration 333Q (55746.640000 sec): 75 clusters Score: Raw -379174600.348861 + Penalty 267889.604434 = -378906710.744427 nChanged 18 Iteration 334Q (55782.870000 sec): 75 clusters Score: Raw -379174666.250382 + Penalty 267889.604434 = -378906776.645948 nChanged 13 Iteration 335Q (55819.100000 sec): 75 clusters Score: Raw -379174696.705930 + Penalty 267889.604434 = -378906807.101496 nChanged 5 Iteration 336Q (55855.310000 sec): 75 clusters Score: Raw -379174706.404748 + Penalty 267889.604434 = -378906816.800314 nChanged 3 Iteration 337Q (55891.510000 sec): 75 clusters Score: Raw -379174730.531947 + Penalty 267889.604434 = -378906840.927513 nChanged 5 Iteration 338Q (55927.720000 sec): 75 clusters Score: Raw -379174853.655416 + Penalty 267889.604434 = -378906964.050982 nChanged 3 Writing temp clu file Because OldScore, -378906840.927513, is greater than current (better) Score,-378906964.050982 Compute initial score before splitting: Score: Raw -379174853.655416 + Penalty 267889.604434 = -378906964.050982 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55928.330000 sec): 2 clusters Score: Raw -12265835.973830 + Penalty 2775.569053 = -12263060.404777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55928.620000 sec): 3 clusters Score: Raw -12220060.971173 + Penalty 5551.138105 = -12214509.833068 nChanged 33821 SP:Iteration 1F (55928.910000 sec): 3 clusters Score: Raw -12239049.227160 + Penalty 5551.138105 = -12233498.089055 nChanged 2580 SP:Iteration 2Q (55929.210000 sec): 3 clusters Score: Raw -12239702.198161 + Penalty 5551.138105 = -12234151.060056 nChanged 2508 SP:Iteration 3Q (55929.510000 sec): 3 clusters Score: Raw -12240386.557577 + Penalty 5551.138105 = -12234835.419472 nChanged 2573 SP:Iteration 4Q (55929.810000 sec): 3 clusters Score: Raw -12241175.244896 + Penalty 5551.138105 = -12235624.106791 nChanged 2645 SP:Iteration 5Q (55930.110000 sec): 3 clusters Score: Raw -12242141.064718 + Penalty 5551.138105 = -12236589.926613 nChanged 2981 SP:Iteration 6Q (55930.400000 sec): 3 clusters Score: Raw -12243452.759846 + Penalty 5551.138105 = -12237901.621741 nChanged 3554 SP:Iteration 7Q (55930.700000 sec): 3 clusters Score: Raw -12245449.441767 + Penalty 5551.138105 = -12239898.303662 nChanged 4448 SP:Iteration 8F (55930.990000 sec): 3 clusters Score: Raw -12248421.459181 + Penalty 5551.138105 = -12242870.321075 nChanged 5119 SP:Iteration 9F (55931.290000 sec): 3 clusters Score: Raw -12252415.353610 + Penalty 5551.138105 = -12246864.215505 nChanged 5253 SP:Iteration 10F (55931.580000 sec): 3 clusters Score: Raw -12256904.570794 + Penalty 5551.138105 = -12251353.432689 nChanged 4412 SP:Iteration 11F (55931.870000 sec): 3 clusters Score: Raw -12260771.698879 + Penalty 5551.138105 = -12255220.560774 nChanged 2949 SP:Iteration 12Q (55932.130000 sec): 3 clusters Score: Raw -12263315.652725 + Penalty 5551.138105 = -12257764.514619 nChanged 1689 SP:Iteration 13Q (55932.370000 sec): 3 clusters Score: Raw -12264715.738412 + Penalty 5551.138105 = -12259164.600307 nChanged 870 SP:Iteration 14Q (55932.600000 sec): 3 clusters Score: Raw -12265430.461629 + Penalty 5551.138105 = -12259879.323523 nChanged 392 SP:Iteration 15Q (55932.820000 sec): 3 clusters Score: Raw -12265770.486602 + Penalty 5551.138105 = -12260219.348496 nChanged 179 SP:Iteration 16Q (55933.030000 sec): 3 clusters Score: Raw -12265932.853817 + Penalty 5551.138105 = -12260381.715712 nChanged 101 SP:Iteration 17Q (55933.230000 sec): 3 clusters Score: Raw -12266022.830242 + Penalty 5551.138105 = -12260471.692136 nChanged 48 SP:Iteration 18Q (55933.440000 sec): 3 clusters Score: Raw -12266070.292886 + Penalty 5551.138105 = -12260519.154780 nChanged 38 SP:Iteration 19Q (55933.640000 sec): 3 clusters Score: Raw -12266106.171659 + Penalty 5551.138105 = -12260555.033554 nChanged 28 SP:Iteration 20F (55933.930000 sec): 3 clusters Score: Raw -12266132.092019 + Penalty 5551.138105 = -12260580.953914 nChanged 24 SP:Iteration 21Q (55934.130000 sec): 3 clusters Score: Raw -12266150.443344 + Penalty 5551.138105 = -12260599.305239 nChanged 10 SP:Iteration 22Q (55934.330000 sec): 3 clusters Score: Raw -12266158.690143 + Penalty 5551.138105 = -12260607.552038 nChanged 13 SP:Iteration 23Q (55934.530000 sec): 3 clusters Score: Raw -12266172.505432 + Penalty 5551.138105 = -12260621.367327 nChanged 10 SP:Iteration 24Q (55934.730000 sec): 3 clusters Score: Raw -12266180.677834 + Penalty 5551.138105 = -12260629.539728 nChanged 7 SP:Iteration 25Q (55934.940000 sec): 3 clusters Score: Raw -12266185.084427 + Penalty 5551.138105 = -12260633.946322 nChanged 4 SP:Iteration 26Q (55935.140000 sec): 3 clusters Score: Raw -12266188.374990 + Penalty 5551.138105 = -12260637.236885 nChanged 4 SP:Iteration 27Q (55935.340000 sec): 3 clusters Score: Raw -12266191.345267 + Penalty 5551.138105 = -12260640.207161 nChanged 1 SP:Iteration 28Q (55935.540000 sec): 3 clusters Score: Raw -12266191.976536 + Penalty 5551.138105 = -12260640.838431 nChanged 1 SP:Iteration 29Q (55935.750000 sec): 3 clusters Score: Raw -12266192.671281 + Penalty 5551.138105 = -12260641.533175 nChanged 0 SP:Iteration 30F (55936.030000 sec): 3 clusters Score: Raw -12266192.671281 + Penalty 5551.138105 = -12260641.533175 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55936.060000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55936.060000 sec): 3 clusters Score: Raw -55312.360934 + Penalty 2912.570424 = -52399.790511 nChanged 50 SP:Iteration 1F (55936.070000 sec): 3 clusters Score: Raw -55408.717355 + Penalty 2912.570424 = -52496.146931 nChanged 9 SP:Iteration 2Q (55936.070000 sec): 3 clusters Score: Raw -55431.043160 + Penalty 2912.570424 = -52518.472737 nChanged 1 SP:Iteration 3Q (55936.070000 sec): 3 clusters Score: Raw -55432.189041 + Penalty 2912.570424 = -52519.618617 nChanged 1 SP:Iteration 4Q (55936.070000 sec): 3 clusters Score: Raw -55434.152232 + Penalty 2912.570424 = -52521.581809 nChanged 0 SP:Iteration 5F (55936.070000 sec): 3 clusters Score: Raw -55434.152232 + Penalty 2912.570424 = -52521.581809 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55936.080000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55936.080000 sec): 3 clusters Score: Raw -203710.612256 + Penalty 3510.020292 = -200200.591963 nChanged 298 SP:Iteration 1F (55936.090000 sec): 3 clusters Score: Raw -203993.137541 + Penalty 3510.020292 = -200483.117249 nChanged 71 SP:Iteration 2F (55936.090000 sec): 3 clusters Score: Raw -204066.025419 + Penalty 3510.020292 = -200556.005127 nChanged 31 SP:Iteration 3Q (55936.100000 sec): 3 clusters Score: Raw -204115.351508 + Penalty 3510.020292 = -200605.331215 nChanged 33 SP:Iteration 4Q (55936.100000 sec): 3 clusters Score: Raw -204165.005008 + Penalty 3510.020292 = -200654.984716 nChanged 36 SP:Iteration 5Q (55936.110000 sec): 3 clusters Score: Raw -204215.034943 + Penalty 3510.020292 = -200705.014650 nChanged 26 SP:Iteration 6Q (55936.110000 sec): 3 clusters Score: Raw -204260.836283 + Penalty 3510.020292 = -200750.815990 nChanged 27 SP:Iteration 7Q (55936.120000 sec): 3 clusters Score: Raw -204291.666219 + Penalty 3510.020292 = -200781.645926 nChanged 16 SP:Iteration 8Q (55936.120000 sec): 3 clusters Score: Raw -204307.739584 + Penalty 3510.020292 = -200797.719291 nChanged 16 SP:Iteration 9Q (55936.130000 sec): 3 clusters Score: Raw -204324.564027 + Penalty 3510.020292 = -200814.543735 nChanged 16 SP:Iteration 10Q (55936.130000 sec): 3 clusters Score: Raw -204347.594855 + Penalty 3510.020292 = -200837.574562 nChanged 13 SP:Iteration 11Q (55936.130000 sec): 3 clusters Score: Raw -204363.024540 + Penalty 3510.020292 = -200853.004247 nChanged 10 SP:Iteration 12Q (55936.140000 sec): 3 clusters Score: Raw -204375.470401 + Penalty 3510.020292 = -200865.450109 nChanged 12 SP:Iteration 13Q (55936.140000 sec): 3 clusters Score: Raw -204394.634533 + Penalty 3510.020292 = -200884.614241 nChanged 13 SP:Iteration 14Q (55936.150000 sec): 3 clusters Score: Raw -204428.545811 + Penalty 3510.020292 = -200918.525518 nChanged 16 SP:Iteration 15Q (55936.150000 sec): 3 clusters Score: Raw -204449.270826 + Penalty 3510.020292 = -200939.250534 nChanged 17 SP:Iteration 16Q (55936.160000 sec): 3 clusters Score: Raw -204482.422106 + Penalty 3510.020292 = -200972.401813 nChanged 25 SP:Iteration 17Q (55936.160000 sec): 3 clusters Score: Raw -204534.931847 + Penalty 3510.020292 = -201024.911554 nChanged 24 SP:Iteration 18Q (55936.170000 sec): 3 clusters Score: Raw -204596.414963 + Penalty 3510.020292 = -201086.394671 nChanged 28 SP:Iteration 19Q (55936.170000 sec): 3 clusters Score: Raw -204670.031843 + Penalty 3510.020292 = -201160.011551 nChanged 38 SP:Iteration 20F (55936.170000 sec): 3 clusters Score: Raw -204787.313188 + Penalty 3510.020292 = -201277.292895 nChanged 36 SP:Iteration 21Q (55936.180000 sec): 3 clusters Score: Raw -204910.765295 + Penalty 3510.020292 = -201400.745003 nChanged 37 SP:Iteration 22Q (55936.180000 sec): 3 clusters Score: Raw -205006.788570 + Penalty 3510.020292 = -201496.768277 nChanged 29 SP:Iteration 23Q (55936.190000 sec): 3 clusters Score: Raw -205055.412602 + Penalty 3510.020292 = -201545.392310 nChanged 25 SP:Iteration 24Q (55936.190000 sec): 3 clusters Score: Raw -205092.109133 + Penalty 3510.020292 = -201582.088840 nChanged 17 SP:Iteration 25Q (55936.190000 sec): 3 clusters Score: Raw -205117.238382 + Penalty 3510.020292 = -201607.218090 nChanged 16 SP:Iteration 26Q (55936.200000 sec): 3 clusters Score: Raw -205145.058606 + Penalty 3510.020292 = -201635.038313 nChanged 11 SP:Iteration 27Q (55936.200000 sec): 3 clusters Score: Raw -205168.295441 + Penalty 3510.020292 = -201658.275149 nChanged 9 SP:Iteration 28Q (55936.210000 sec): 3 clusters Score: Raw -205181.167291 + Penalty 3510.020292 = -201671.146999 nChanged 7 SP:Iteration 29Q (55936.210000 sec): 3 clusters Score: Raw -205191.277175 + Penalty 3510.020292 = -201681.256883 nChanged 3 SP:Iteration 30Q (55936.210000 sec): 3 clusters Score: Raw -205198.597783 + Penalty 3510.020292 = -201688.577490 nChanged 3 SP:Iteration 31Q (55936.220000 sec): 3 clusters Score: Raw -205203.910221 + Penalty 3510.020292 = -201693.889928 nChanged 1 SP:Iteration 32Q (55936.220000 sec): 3 clusters Score: Raw -205205.564446 + Penalty 3510.020292 = -201695.544153 nChanged 0 SP:Iteration 33F (55936.230000 sec): 3 clusters Score: Raw -205205.564446 + Penalty 3510.020292 = -201695.544153 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55936.310000 sec): 2 clusters Score: Raw -3846396.746583 + Penalty 2494.948846 = -3843901.797737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55936.410000 sec): 3 clusters Score: Raw -3832600.455114 + Penalty 4989.897691 = -3827610.557422 nChanged 10484 SP:Iteration 1F (55936.500000 sec): 3 clusters Score: Raw -3838358.466859 + Penalty 4989.897691 = -3833368.569167 nChanged 1389 SP:Iteration 2F (55936.590000 sec): 3 clusters Score: Raw -3839073.644200 + Penalty 4989.897691 = -3834083.746509 nChanged 1447 SP:Iteration 3F (55936.680000 sec): 3 clusters Score: Raw -3839943.922600 + Penalty 4989.897691 = -3834954.024909 nChanged 1488 SP:Iteration 4F (55936.770000 sec): 3 clusters Score: Raw -3840933.915527 + Penalty 4989.897691 = -3835944.017836 nChanged 1455 SP:Iteration 5F (55936.870000 sec): 3 clusters Score: Raw -3841888.536462 + Penalty 4989.897691 = -3836898.638771 nChanged 1306 SP:Iteration 6F (55936.960000 sec): 3 clusters Score: Raw -3842669.050311 + Penalty 4989.897691 = -3837679.152620 nChanged 1148 SP:Iteration 7Q (55937.050000 sec): 3 clusters Score: Raw -3843319.439582 + Penalty 4989.897691 = -3838329.541891 nChanged 974 SP:Iteration 8Q (55937.150000 sec): 3 clusters Score: Raw -3843834.650731 + Penalty 4989.897691 = -3838844.753040 nChanged 848 SP:Iteration 9Q (55937.240000 sec): 3 clusters Score: Raw -3844257.826046 + Penalty 4989.897691 = -3839267.928355 nChanged 686 SP:Iteration 10Q (55937.330000 sec): 3 clusters Score: Raw -3844600.983772 + Penalty 4989.897691 = -3839611.086081 nChanged 592 SP:Iteration 11Q (55937.420000 sec): 3 clusters Score: Raw -3844901.081692 + Penalty 4989.897691 = -3839911.184001 nChanged 556 SP:Iteration 12Q (55937.510000 sec): 3 clusters Score: Raw -3845189.096975 + Penalty 4989.897691 = -3840199.199284 nChanged 516 SP:Iteration 13Q (55937.590000 sec): 3 clusters Score: Raw -3845471.718762 + Penalty 4989.897691 = -3840481.821071 nChanged 448 SP:Iteration 14Q (55937.680000 sec): 3 clusters Score: Raw -3845712.088440 + Penalty 4989.897691 = -3840722.190749 nChanged 378 SP:Iteration 15Q (55937.770000 sec): 3 clusters Score: Raw -3845927.683468 + Penalty 4989.897691 = -3840937.785777 nChanged 311 SP:Iteration 16Q (55937.850000 sec): 3 clusters Score: Raw -3846102.393893 + Penalty 4989.897691 = -3841112.496202 nChanged 256 SP:Iteration 17Q (55937.930000 sec): 3 clusters Score: Raw -3846243.622090 + Penalty 4989.897691 = -3841253.724399 nChanged 190 SP:Iteration 18Q (55938.010000 sec): 3 clusters Score: Raw -3846349.268517 + Penalty 4989.897691 = -3841359.370826 nChanged 151 SP:Iteration 19Q (55938.090000 sec): 3 clusters Score: Raw -3846430.765794 + Penalty 4989.897691 = -3841440.868103 nChanged 117 SP:Iteration 20F (55938.190000 sec): 3 clusters Score: Raw -3846497.890410 + Penalty 4989.897691 = -3841507.992719 nChanged 98 SP:Iteration 21Q (55938.260000 sec): 3 clusters Score: Raw -3846552.000691 + Penalty 4989.897691 = -3841562.103000 nChanged 80 SP:Iteration 22Q (55938.340000 sec): 3 clusters Score: Raw -3846594.338911 + Penalty 4989.897691 = -3841604.441220 nChanged 55 SP:Iteration 23Q (55938.410000 sec): 3 clusters Score: Raw -3846621.153648 + Penalty 4989.897691 = -3841631.255956 nChanged 50 SP:Iteration 24Q (55938.490000 sec): 3 clusters Score: Raw -3846650.453450 + Penalty 4989.897691 = -3841660.555759 nChanged 39 SP:Iteration 25Q (55938.570000 sec): 3 clusters Score: Raw -3846672.134248 + Penalty 4989.897691 = -3841682.236557 nChanged 32 SP:Iteration 26Q (55938.640000 sec): 3 clusters Score: Raw -3846687.450318 + Penalty 4989.897691 = -3841697.552627 nChanged 28 SP:Iteration 27Q (55938.710000 sec): 3 clusters Score: Raw -3846703.570663 + Penalty 4989.897691 = -3841713.672972 nChanged 23 SP:Iteration 28Q (55938.790000 sec): 3 clusters Score: Raw -3846718.596537 + Penalty 4989.897691 = -3841728.698846 nChanged 20 SP:Iteration 29Q (55938.860000 sec): 3 clusters Score: Raw -3846726.640085 + Penalty 4989.897691 = -3841736.742393 nChanged 14 SP:Iteration 30Q (55938.930000 sec): 3 clusters Score: Raw -3846732.265959 + Penalty 4989.897691 = -3841742.368268 nChanged 9 SP:Iteration 31Q (55939.010000 sec): 3 clusters Score: Raw -3846737.273106 + Penalty 4989.897691 = -3841747.375415 nChanged 10 SP:Iteration 32Q (55939.080000 sec): 3 clusters Score: Raw -3846744.250106 + Penalty 4989.897691 = -3841754.352415 nChanged 11 SP:Iteration 33Q (55939.150000 sec): 3 clusters Score: Raw -3846750.937580 + Penalty 4989.897691 = -3841761.039889 nChanged 11 SP:Iteration 34Q (55939.220000 sec): 3 clusters Score: Raw -3846758.059843 + Penalty 4989.897691 = -3841768.162152 nChanged 13 SP:Iteration 35Q (55939.290000 sec): 3 clusters Score: Raw -3846765.664867 + Penalty 4989.897691 = -3841775.767176 nChanged 16 SP:Iteration 36Q (55939.370000 sec): 3 clusters Score: Raw -3846773.691711 + Penalty 4989.897691 = -3841783.794019 nChanged 8 SP:Iteration 37Q (55939.430000 sec): 3 clusters Score: Raw -3846777.372892 + Penalty 4989.897691 = -3841787.475201 nChanged 8 SP:Iteration 38Q (55939.510000 sec): 3 clusters Score: Raw -3846780.954596 + Penalty 4989.897691 = -3841791.056905 nChanged 4 SP:Iteration 39Q (55939.580000 sec): 3 clusters Score: Raw -3846782.986578 + Penalty 4989.897691 = -3841793.088887 nChanged 2 SP:Iteration 40F (55939.670000 sec): 3 clusters Score: Raw -3846784.068685 + Penalty 4989.897691 = -3841794.170994 nChanged 3 SP:Iteration 41Q (55939.740000 sec): 3 clusters Score: Raw -3846785.876621 + Penalty 4989.897691 = -3841795.978930 nChanged 0 SP:Iteration 42F (55939.830000 sec): 3 clusters Score: Raw -3846785.876621 + Penalty 4989.897691 = -3841795.978930 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55939.850000 sec): 2 clusters Score: Raw -368906.932621 + Penalty 1919.469026 = -366987.463595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55939.860000 sec): 3 clusters Score: Raw -368025.259480 + Penalty 3838.938051 = -364186.321429 nChanged 765 SP:Iteration 1F (55939.870000 sec): 3 clusters Score: Raw -368610.254154 + Penalty 3838.938051 = -364771.316103 nChanged 213 SP:Iteration 2F (55939.880000 sec): 3 clusters Score: Raw -368832.194243 + Penalty 3838.938051 = -364993.256191 nChanged 146 SP:Iteration 3F (55939.890000 sec): 3 clusters Score: Raw -369021.494756 + Penalty 3838.938051 = -365182.556705 nChanged 123 SP:Iteration 4F (55939.900000 sec): 3 clusters Score: Raw -369223.763509 + Penalty 3838.938051 = -365384.825458 nChanged 118 SP:Iteration 5F (55939.910000 sec): 3 clusters Score: Raw -369431.442126 + Penalty 3838.938051 = -365592.504075 nChanged 121 SP:Iteration 6F (55939.910000 sec): 3 clusters Score: Raw -369646.877488 + Penalty 3838.938051 = -365807.939437 nChanged 120 SP:Iteration 7F (55939.930000 sec): 3 clusters Score: Raw -369847.878428 + Penalty 3838.938051 = -366008.940376 nChanged 111 SP:Iteration 8Q (55939.930000 sec): 3 clusters Score: Raw -370021.896966 + Penalty 3838.938051 = -366182.958915 nChanged 89 SP:Iteration 9Q (55939.940000 sec): 3 clusters Score: Raw -370169.439387 + Penalty 3838.938051 = -366330.501336 nChanged 73 SP:Iteration 10Q (55939.950000 sec): 3 clusters Score: Raw -370269.018033 + Penalty 3838.938051 = -366430.079982 nChanged 55 SP:Iteration 11Q (55939.960000 sec): 3 clusters Score: Raw -370344.177597 + Penalty 3838.938051 = -366505.239546 nChanged 42 SP:Iteration 12Q (55939.960000 sec): 3 clusters Score: Raw -370394.786767 + Penalty 3838.938051 = -366555.848716 nChanged 29 SP:Iteration 13Q (55939.970000 sec): 3 clusters Score: Raw -370425.764729 + Penalty 3838.938051 = -366586.826677 nChanged 20 SP:Iteration 14Q (55939.980000 sec): 3 clusters Score: Raw -370445.181205 + Penalty 3838.938051 = -366606.243153 nChanged 18 SP:Iteration 15Q (55939.990000 sec): 3 clusters Score: Raw -370463.787648 + Penalty 3838.938051 = -366624.849596 nChanged 13 SP:Iteration 16Q (55939.990000 sec): 3 clusters Score: Raw -370475.729958 + Penalty 3838.938051 = -366636.791907 nChanged 10 SP:Iteration 17Q (55940.000000 sec): 3 clusters Score: Raw -370485.910770 + Penalty 3838.938051 = -366646.972719 nChanged 14 SP:Iteration 18Q (55940.010000 sec): 3 clusters Score: Raw -370500.168316 + Penalty 3838.938051 = -366661.230264 nChanged 15 SP:Iteration 19Q (55940.020000 sec): 3 clusters Score: Raw -370512.901925 + Penalty 3838.938051 = -366673.963873 nChanged 16 SP:Iteration 20F (55940.030000 sec): 3 clusters Score: Raw -370537.680554 + Penalty 3838.938051 = -366698.742503 nChanged 20 SP:Iteration 21Q (55940.030000 sec): 3 clusters Score: Raw -370568.548590 + Penalty 3838.938051 = -366729.610539 nChanged 19 SP:Iteration 22Q (55940.040000 sec): 3 clusters Score: Raw -370592.267615 + Penalty 3838.938051 = -366753.329564 nChanged 19 SP:Iteration 23Q (55940.050000 sec): 3 clusters Score: Raw -370614.769932 + Penalty 3838.938051 = -366775.831880 nChanged 15 SP:Iteration 24Q (55940.060000 sec): 3 clusters Score: Raw -370626.971816 + Penalty 3838.938051 = -366788.033764 nChanged 10 SP:Iteration 25Q (55940.070000 sec): 3 clusters Score: Raw -370632.687761 + Penalty 3838.938051 = -366793.749709 nChanged 5 SP:Iteration 26Q (55940.070000 sec): 3 clusters Score: Raw -370635.430966 + Penalty 3838.938051 = -366796.492914 nChanged 3 SP:Iteration 27Q (55940.080000 sec): 3 clusters Score: Raw -370637.026715 + Penalty 3838.938051 = -366798.088664 nChanged 2 SP:Iteration 28Q (55940.090000 sec): 3 clusters Score: Raw -370638.124429 + Penalty 3838.938051 = -366799.186377 nChanged 2 SP:Iteration 29Q (55940.090000 sec): 3 clusters Score: Raw -370638.785644 + Penalty 3838.938051 = -366799.847593 nChanged 2 SP:Iteration 30Q (55940.100000 sec): 3 clusters Score: Raw -370640.021240 + Penalty 3838.938051 = -366801.083189 nChanged 1 SP:Iteration 31Q (55940.110000 sec): 3 clusters Score: Raw -370640.301467 + Penalty 3838.938051 = -366801.363416 nChanged 0 SP:Iteration 32F (55940.120000 sec): 3 clusters Score: Raw -370640.301467 + Penalty 3838.938051 = -366801.363416 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55940.130000 sec): 2 clusters Score: Raw -541738.027503 + Penalty 2013.315348 = -539724.712155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55940.150000 sec): 3 clusters Score: Raw -540260.428636 + Penalty 4026.630697 = -536233.797939 nChanged 1170 SP:Iteration 1F (55940.160000 sec): 3 clusters Score: Raw -541019.841749 + Penalty 4026.630697 = -536993.211053 nChanged 249 SP:Iteration 2F (55940.170000 sec): 3 clusters Score: Raw -541201.538589 + Penalty 4026.630697 = -537174.907892 nChanged 161 SP:Iteration 3Q (55940.190000 sec): 3 clusters Score: Raw -541314.226284 + Penalty 4026.630697 = -537287.595587 nChanged 117 SP:Iteration 4Q (55940.200000 sec): 3 clusters Score: Raw -541397.726560 + Penalty 4026.630697 = -537371.095863 nChanged 95 SP:Iteration 5Q (55940.210000 sec): 3 clusters Score: Raw -541482.833982 + Penalty 4026.630697 = -537456.203285 nChanged 103 SP:Iteration 6Q (55940.230000 sec): 3 clusters Score: Raw -541568.562326 + Penalty 4026.630697 = -537541.931630 nChanged 91 SP:Iteration 7Q (55940.240000 sec): 3 clusters Score: Raw -541682.180077 + Penalty 4026.630697 = -537655.549380 nChanged 111 SP:Iteration 8Q (55940.250000 sec): 3 clusters Score: Raw -541805.805554 + Penalty 4026.630697 = -537779.174857 nChanged 115 SP:Iteration 9Q (55940.270000 sec): 3 clusters Score: Raw -541917.332541 + Penalty 4026.630697 = -537890.701845 nChanged 99 SP:Iteration 10Q (55940.280000 sec): 3 clusters Score: Raw -541984.464916 + Penalty 4026.630697 = -537957.834220 nChanged 87 SP:Iteration 11Q (55940.290000 sec): 3 clusters Score: Raw -542043.285195 + Penalty 4026.630697 = -538016.654499 nChanged 81 SP:Iteration 12Q (55940.310000 sec): 3 clusters Score: Raw -542106.033730 + Penalty 4026.630697 = -538079.403033 nChanged 76 SP:Iteration 13Q (55940.320000 sec): 3 clusters Score: Raw -542156.887035 + Penalty 4026.630697 = -538130.256339 nChanged 67 SP:Iteration 14Q (55940.330000 sec): 3 clusters Score: Raw -542202.239718 + Penalty 4026.630697 = -538175.609021 nChanged 69 SP:Iteration 15Q (55940.350000 sec): 3 clusters Score: Raw -542249.229168 + Penalty 4026.630697 = -538222.598472 nChanged 50 SP:Iteration 16Q (55940.360000 sec): 3 clusters Score: Raw -542284.896565 + Penalty 4026.630697 = -538258.265869 nChanged 48 SP:Iteration 17Q (55940.370000 sec): 3 clusters Score: Raw -542306.676972 + Penalty 4026.630697 = -538280.046275 nChanged 40 SP:Iteration 18Q (55940.380000 sec): 3 clusters Score: Raw -542331.517137 + Penalty 4026.630697 = -538304.886440 nChanged 35 SP:Iteration 19Q (55940.390000 sec): 3 clusters Score: Raw -542346.224684 + Penalty 4026.630697 = -538319.593987 nChanged 24 SP:Iteration 20F (55940.410000 sec): 3 clusters Score: Raw -542356.473538 + Penalty 4026.630697 = -538329.842841 nChanged 24 SP:Iteration 21Q (55940.420000 sec): 3 clusters Score: Raw -542368.153945 + Penalty 4026.630697 = -538341.523248 nChanged 28 SP:Iteration 22Q (55940.430000 sec): 3 clusters Score: Raw -542380.847556 + Penalty 4026.630697 = -538354.216859 nChanged 22 SP:Iteration 23Q (55940.450000 sec): 3 clusters Score: Raw -542388.286083 + Penalty 4026.630697 = -538361.655387 nChanged 17 SP:Iteration 24Q (55940.460000 sec): 3 clusters Score: Raw -542394.135048 + Penalty 4026.630697 = -538367.504351 nChanged 17 SP:Iteration 25Q (55940.470000 sec): 3 clusters Score: Raw -542401.640740 + Penalty 4026.630697 = -538375.010043 nChanged 13 SP:Iteration 26Q (55940.480000 sec): 3 clusters Score: Raw -542406.640014 + Penalty 4026.630697 = -538380.009317 nChanged 8 SP:Iteration 27Q (55940.490000 sec): 3 clusters Score: Raw -542409.978861 + Penalty 4026.630697 = -538383.348164 nChanged 12 SP:Iteration 28Q (55940.510000 sec): 3 clusters Score: Raw -542414.616484 + Penalty 4026.630697 = -538387.985787 nChanged 12 SP:Iteration 29Q (55940.520000 sec): 3 clusters Score: Raw -542418.882982 + Penalty 4026.630697 = -538392.252285 nChanged 10 SP:Iteration 30Q (55940.530000 sec): 3 clusters Score: Raw -542423.584894 + Penalty 4026.630697 = -538396.954197 nChanged 6 SP:Iteration 31Q (55940.550000 sec): 3 clusters Score: Raw -542425.706410 + Penalty 4026.630697 = -538399.075714 nChanged 10 SP:Iteration 32Q (55940.560000 sec): 3 clusters Score: Raw -542429.970786 + Penalty 4026.630697 = -538403.340090 nChanged 12 SP:Iteration 33Q (55940.570000 sec): 3 clusters Score: Raw -542434.658177 + Penalty 4026.630697 = -538408.027481 nChanged 10 SP:Iteration 34Q (55940.580000 sec): 3 clusters Score: Raw -542438.558311 + Penalty 4026.630697 = -538411.927615 nChanged 9 SP:Iteration 35Q (55940.600000 sec): 3 clusters Score: Raw -542442.491992 + Penalty 4026.630697 = -538415.861296 nChanged 9 SP:Iteration 36Q (55940.610000 sec): 3 clusters Score: Raw -542445.698273 + Penalty 4026.630697 = -538419.067576 nChanged 9 SP:Iteration 37Q (55940.620000 sec): 3 clusters Score: Raw -542448.098084 + Penalty 4026.630697 = -538421.467388 nChanged 4 SP:Iteration 38Q (55940.630000 sec): 3 clusters Score: Raw -542449.556417 + Penalty 4026.630697 = -538422.925721 nChanged 4 SP:Iteration 39Q (55940.650000 sec): 3 clusters Score: Raw -542451.329732 + Penalty 4026.630697 = -538424.699035 nChanged 6 SP:Iteration 40F (55940.660000 sec): 3 clusters Score: Raw -542453.346745 + Penalty 4026.630697 = -538426.716048 nChanged 4 SP:Iteration 41Q (55940.670000 sec): 3 clusters Score: Raw -542454.508526 + Penalty 4026.630697 = -538427.877829 nChanged 2 SP:Iteration 42Q (55940.690000 sec): 3 clusters Score: Raw -542455.126298 + Penalty 4026.630697 = -538428.495601 nChanged 2 SP:Iteration 43Q (55940.700000 sec): 3 clusters Score: Raw -542455.717702 + Penalty 4026.630697 = -538429.087005 nChanged 2 SP:Iteration 44Q (55940.710000 sec): 3 clusters Score: Raw -542456.190826 + Penalty 4026.630697 = -538429.560130 nChanged 0 SP:Iteration 45F (55940.720000 sec): 3 clusters Score: Raw -542456.190826 + Penalty 4026.630697 = -538429.560130 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55940.760000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55940.800000 sec): 3 clusters Score: Raw -1719958.552443 + Penalty 4548.184438 = -1715410.368006 nChanged 3995 SP:Iteration 1F (55940.840000 sec): 3 clusters Score: Raw -1722151.686318 + Penalty 4548.184438 = -1717603.501880 nChanged 641 SP:Iteration 2F (55940.870000 sec): 3 clusters Score: Raw -1722444.955591 + Penalty 4548.184438 = -1717896.771153 nChanged 451 SP:Iteration 3Q (55940.910000 sec): 3 clusters Score: Raw -1722612.616835 + Penalty 4548.184438 = -1718064.432397 nChanged 330 SP:Iteration 4Q (55940.950000 sec): 3 clusters Score: Raw -1722732.403557 + Penalty 4548.184438 = -1718184.219120 nChanged 269 SP:Iteration 5Q (55940.990000 sec): 3 clusters Score: Raw -1722818.802884 + Penalty 4548.184438 = -1718270.618447 nChanged 210 SP:Iteration 6Q (55941.030000 sec): 3 clusters Score: Raw -1722886.197738 + Penalty 4548.184438 = -1718338.013301 nChanged 176 SP:Iteration 7Q (55941.070000 sec): 3 clusters Score: Raw -1722936.733177 + Penalty 4548.184438 = -1718388.548739 nChanged 173 SP:Iteration 8Q (55941.100000 sec): 3 clusters Score: Raw -1722986.667901 + Penalty 4548.184438 = -1718438.483463 nChanged 148 SP:Iteration 9Q (55941.140000 sec): 3 clusters Score: Raw -1723034.185818 + Penalty 4548.184438 = -1718486.001380 nChanged 120 SP:Iteration 10Q (55941.180000 sec): 3 clusters Score: Raw -1723068.689786 + Penalty 4548.184438 = -1718520.505348 nChanged 129 SP:Iteration 11Q (55941.220000 sec): 3 clusters Score: Raw -1723111.728876 + Penalty 4548.184438 = -1718563.544438 nChanged 123 SP:Iteration 12Q (55941.250000 sec): 3 clusters Score: Raw -1723150.405181 + Penalty 4548.184438 = -1718602.220743 nChanged 148 SP:Iteration 13Q (55941.290000 sec): 3 clusters Score: Raw -1723209.486527 + Penalty 4548.184438 = -1718661.302089 nChanged 170 SP:Iteration 14Q (55941.330000 sec): 3 clusters Score: Raw -1723270.530896 + Penalty 4548.184438 = -1718722.346459 nChanged 162 SP:Iteration 15Q (55941.370000 sec): 3 clusters Score: Raw -1723328.675922 + Penalty 4548.184438 = -1718780.491484 nChanged 163 SP:Iteration 16Q (55941.410000 sec): 3 clusters Score: Raw -1723392.946966 + Penalty 4548.184438 = -1718844.762528 nChanged 187 SP:Iteration 17Q (55941.450000 sec): 3 clusters Score: Raw -1723467.081930 + Penalty 4548.184438 = -1718918.897492 nChanged 184 SP:Iteration 18Q (55941.480000 sec): 3 clusters Score: Raw -1723545.032596 + Penalty 4548.184438 = -1718996.848158 nChanged 202 SP:Iteration 19Q (55941.520000 sec): 3 clusters Score: Raw -1723641.997695 + Penalty 4548.184438 = -1719093.813257 nChanged 234 SP:Iteration 20F (55941.560000 sec): 3 clusters Score: Raw -1723773.013341 + Penalty 4548.184438 = -1719224.828904 nChanged 291 SP:Iteration 21Q (55941.590000 sec): 3 clusters Score: Raw -1723945.679259 + Penalty 4548.184438 = -1719397.494821 nChanged 280 SP:Iteration 22Q (55941.630000 sec): 3 clusters Score: Raw -1724128.239306 + Penalty 4548.184438 = -1719580.054868 nChanged 260 SP:Iteration 23Q (55941.670000 sec): 3 clusters Score: Raw -1724285.977865 + Penalty 4548.184438 = -1719737.793427 nChanged 224 SP:Iteration 24Q (55941.700000 sec): 3 clusters Score: Raw -1724421.193626 + Penalty 4548.184438 = -1719873.009189 nChanged 233 SP:Iteration 25Q (55941.740000 sec): 3 clusters Score: Raw -1724578.177854 + Penalty 4548.184438 = -1720029.993416 nChanged 204 SP:Iteration 26Q (55941.770000 sec): 3 clusters Score: Raw -1724708.353505 + Penalty 4548.184438 = -1720160.169067 nChanged 187 SP:Iteration 27Q (55941.810000 sec): 3 clusters Score: Raw -1724837.104782 + Penalty 4548.184438 = -1720288.920344 nChanged 161 SP:Iteration 28Q (55941.840000 sec): 3 clusters Score: Raw -1724947.245006 + Penalty 4548.184438 = -1720399.060568 nChanged 127 SP:Iteration 29Q (55941.870000 sec): 3 clusters Score: Raw -1725042.135936 + Penalty 4548.184438 = -1720493.951498 nChanged 95 SP:Iteration 30Q (55941.910000 sec): 3 clusters Score: Raw -1725109.391351 + Penalty 4548.184438 = -1720561.206913 nChanged 74 SP:Iteration 31Q (55941.940000 sec): 3 clusters Score: Raw -1725162.521542 + Penalty 4548.184438 = -1720614.337104 nChanged 62 SP:Iteration 32Q (55941.970000 sec): 3 clusters Score: Raw -1725209.604439 + Penalty 4548.184438 = -1720661.420001 nChanged 48 SP:Iteration 33Q (55942.000000 sec): 3 clusters Score: Raw -1725249.665299 + Penalty 4548.184438 = -1720701.480861 nChanged 41 SP:Iteration 34Q (55942.030000 sec): 3 clusters Score: Raw -1725280.534879 + Penalty 4548.184438 = -1720732.350441 nChanged 31 SP:Iteration 35Q (55942.060000 sec): 3 clusters Score: Raw -1725300.395129 + Penalty 4548.184438 = -1720752.210691 nChanged 27 SP:Iteration 36Q (55942.090000 sec): 3 clusters Score: Raw -1725316.234833 + Penalty 4548.184438 = -1720768.050395 nChanged 16 SP:Iteration 37Q (55942.120000 sec): 3 clusters Score: Raw -1725326.033254 + Penalty 4548.184438 = -1720777.848816 nChanged 11 SP:Iteration 38Q (55942.150000 sec): 3 clusters Score: Raw -1725335.891242 + Penalty 4548.184438 = -1720787.706804 nChanged 12 SP:Iteration 39Q (55942.170000 sec): 3 clusters Score: Raw -1725348.845805 + Penalty 4548.184438 = -1720800.661367 nChanged 17 SP:Iteration 40F (55942.210000 sec): 3 clusters Score: Raw -1725368.038201 + Penalty 4548.184438 = -1720819.853763 nChanged 17 SP:Iteration 41Q (55942.240000 sec): 3 clusters Score: Raw -1725381.465656 + Penalty 4548.184438 = -1720833.281218 nChanged 11 SP:Iteration 42Q (55942.270000 sec): 3 clusters Score: Raw -1725393.282153 + Penalty 4548.184438 = -1720845.097715 nChanged 11 SP:Iteration 43Q (55942.300000 sec): 3 clusters Score: Raw -1725403.554279 + Penalty 4548.184438 = -1720855.369841 nChanged 6 SP:Iteration 44Q (55942.330000 sec): 3 clusters Score: Raw -1725409.369425 + Penalty 4548.184438 = -1720861.184987 nChanged 8 SP:Iteration 45Q (55942.360000 sec): 3 clusters Score: Raw -1725417.410988 + Penalty 4548.184438 = -1720869.226551 nChanged 12 SP:Iteration 46Q (55942.390000 sec): 3 clusters Score: Raw -1725428.112913 + Penalty 4548.184438 = -1720879.928475 nChanged 6 SP:Iteration 47Q (55942.420000 sec): 3 clusters Score: Raw -1725435.144615 + Penalty 4548.184438 = -1720886.960178 nChanged 9 SP:Iteration 48Q (55942.440000 sec): 3 clusters Score: Raw -1725444.826159 + Penalty 4548.184438 = -1720896.641721 nChanged 9 SP:Iteration 49Q (55942.470000 sec): 3 clusters Score: Raw -1725453.070309 + Penalty 4548.184438 = -1720904.885871 nChanged 6 SP:Iteration 50Q (55942.500000 sec): 3 clusters Score: Raw -1725462.048096 + Penalty 4548.184438 = -1720913.863658 nChanged 6 SP:Iteration 51Q (55942.530000 sec): 3 clusters Score: Raw -1725466.185320 + Penalty 4548.184438 = -1720918.000882 nChanged 3 SP:Iteration 52Q (55942.560000 sec): 3 clusters Score: Raw -1725468.790114 + Penalty 4548.184438 = -1720920.605676 nChanged 4 SP:Iteration 53Q (55942.590000 sec): 3 clusters Score: Raw -1725472.792370 + Penalty 4548.184438 = -1720924.607932 nChanged 3 SP:Iteration 54Q (55942.620000 sec): 3 clusters Score: Raw -1725475.918463 + Penalty 4548.184438 = -1720927.734025 nChanged 3 SP:Iteration 55Q (55942.650000 sec): 3 clusters Score: Raw -1725478.566896 + Penalty 4548.184438 = -1720930.382459 nChanged 5 SP:Iteration 56Q (55942.680000 sec): 3 clusters Score: Raw -1725485.070105 + Penalty 4548.184438 = -1720936.885667 nChanged 5 SP:Iteration 57Q (55942.710000 sec): 3 clusters Score: Raw -1725490.289408 + Penalty 4548.184438 = -1720942.104971 nChanged 2 SP:Iteration 58Q (55942.730000 sec): 3 clusters Score: Raw -1725492.231520 + Penalty 4548.184438 = -1720944.047082 nChanged 1 SP:Iteration 59Q (55942.760000 sec): 3 clusters Score: Raw -1725492.852158 + Penalty 4548.184438 = -1720944.667720 nChanged 0 SP:Iteration 60F (55942.800000 sec): 3 clusters Score: Raw -1725492.852158 + Penalty 4548.184438 = -1720944.667720 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55942.930000 sec): 2 clusters Score: Raw -6576456.182209 + Penalty 2613.765326 = -6573842.416883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55943.080000 sec): 3 clusters Score: Raw -6553513.353467 + Penalty 5227.530652 = -6548285.822815 nChanged 17135 SP:Iteration 1F (55943.230000 sec): 3 clusters Score: Raw -6562703.571808 + Penalty 5227.530652 = -6557476.041156 nChanged 1588 SP:Iteration 2Q (55943.390000 sec): 3 clusters Score: Raw -6563148.535329 + Penalty 5227.530652 = -6557921.004677 nChanged 1458 SP:Iteration 3Q (55943.540000 sec): 3 clusters Score: Raw -6563514.849875 + Penalty 5227.530652 = -6558287.319223 nChanged 1251 SP:Iteration 4Q (55943.690000 sec): 3 clusters Score: Raw -6563822.431262 + Penalty 5227.530652 = -6558594.900611 nChanged 1163 SP:Iteration 5Q (55943.840000 sec): 3 clusters Score: Raw -6564116.479311 + Penalty 5227.530652 = -6558888.948659 nChanged 1123 SP:Iteration 6Q (55943.990000 sec): 3 clusters Score: Raw -6564412.882549 + Penalty 5227.530652 = -6559185.351897 nChanged 1096 SP:Iteration 7Q (55944.150000 sec): 3 clusters Score: Raw -6564755.467568 + Penalty 5227.530652 = -6559527.936916 nChanged 1334 SP:Iteration 8Q (55944.300000 sec): 3 clusters Score: Raw -6565265.334120 + Penalty 5227.530652 = -6560037.803468 nChanged 1613 SP:Iteration 9Q (55944.450000 sec): 3 clusters Score: Raw -6566015.353669 + Penalty 5227.530652 = -6560787.823018 nChanged 2044 SP:Iteration 10F (55944.600000 sec): 3 clusters Score: Raw -6567199.226588 + Penalty 5227.530652 = -6561971.695936 nChanged 2462 SP:Iteration 11F (55944.750000 sec): 3 clusters Score: Raw -6568935.080976 + Penalty 5227.530652 = -6563707.550324 nChanged 2647 SP:Iteration 12F (55944.900000 sec): 3 clusters Score: Raw -6571117.951657 + Penalty 5227.530652 = -6565890.421005 nChanged 2448 SP:Iteration 13F (55945.050000 sec): 3 clusters Score: Raw -6573362.356238 + Penalty 5227.530652 = -6568134.825587 nChanged 1821 SP:Iteration 14Q (55945.190000 sec): 3 clusters Score: Raw -6575070.795092 + Penalty 5227.530652 = -6569843.264440 nChanged 946 SP:Iteration 15Q (55945.310000 sec): 3 clusters Score: Raw -6575969.944310 + Penalty 5227.530652 = -6570742.413659 nChanged 378 SP:Iteration 16Q (55945.430000 sec): 3 clusters Score: Raw -6576367.073486 + Penalty 5227.530652 = -6571139.542834 nChanged 155 SP:Iteration 17Q (55945.540000 sec): 3 clusters Score: Raw -6576548.558102 + Penalty 5227.530652 = -6571321.027450 nChanged 74 SP:Iteration 18Q (55945.650000 sec): 3 clusters Score: Raw -6576640.500914 + Penalty 5227.530652 = -6571412.970262 nChanged 38 SP:Iteration 19Q (55945.750000 sec): 3 clusters Score: Raw -6576683.036452 + Penalty 5227.530652 = -6571455.505800 nChanged 28 SP:Iteration 20F (55945.900000 sec): 3 clusters Score: Raw -6576717.246078 + Penalty 5227.530652 = -6571489.715426 nChanged 12 SP:Iteration 21Q (55946.000000 sec): 3 clusters Score: Raw -6576736.179743 + Penalty 5227.530652 = -6571508.649091 nChanged 10 SP:Iteration 22Q (55946.100000 sec): 3 clusters Score: Raw -6576753.670059 + Penalty 5227.530652 = -6571526.139407 nChanged 3 SP:Iteration 23Q (55946.210000 sec): 3 clusters Score: Raw -6576757.470608 + Penalty 5227.530652 = -6571529.939957 nChanged 4 SP:Iteration 24Q (55946.310000 sec): 3 clusters Score: Raw -6576759.889768 + Penalty 5227.530652 = -6571532.359116 nChanged 1 SP:Iteration 25Q (55946.410000 sec): 3 clusters Score: Raw -6576760.718796 + Penalty 5227.530652 = -6571533.188144 nChanged 1 SP:Iteration 26Q (55946.510000 sec): 3 clusters Score: Raw -6576761.158592 + Penalty 5227.530652 = -6571533.627940 nChanged 0 SP:Iteration 27F (55946.660000 sec): 3 clusters Score: Raw -6576761.158592 + Penalty 5227.530652 = -6571533.627940 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55946.710000 sec): 2 clusters Score: Raw -2020433.181536 + Penalty 2325.652957 = -2018107.528580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55946.760000 sec): 3 clusters Score: Raw -2013972.655730 + Penalty 4651.305913 = -2009321.349817 nChanged 5022 SP:Iteration 1F (55946.810000 sec): 3 clusters Score: Raw -2016638.446790 + Penalty 4651.305913 = -2011987.140877 nChanged 642 SP:Iteration 2F (55946.850000 sec): 3 clusters Score: Raw -2016875.502629 + Penalty 4651.305913 = -2012224.196716 nChanged 494 SP:Iteration 3Q (55946.900000 sec): 3 clusters Score: Raw -2017046.560831 + Penalty 4651.305913 = -2012395.254918 nChanged 388 SP:Iteration 4Q (55946.950000 sec): 3 clusters Score: Raw -2017168.855278 + Penalty 4651.305913 = -2012517.549364 nChanged 346 SP:Iteration 5Q (55946.990000 sec): 3 clusters Score: Raw -2017286.093594 + Penalty 4651.305913 = -2012634.787681 nChanged 344 SP:Iteration 6Q (55947.040000 sec): 3 clusters Score: Raw -2017411.698379 + Penalty 4651.305913 = -2012760.392465 nChanged 336 SP:Iteration 7Q (55947.080000 sec): 3 clusters Score: Raw -2017527.332831 + Penalty 4651.305913 = -2012876.026918 nChanged 328 SP:Iteration 8Q (55947.130000 sec): 3 clusters Score: Raw -2017648.353468 + Penalty 4651.305913 = -2012997.047555 nChanged 342 SP:Iteration 9Q (55947.180000 sec): 3 clusters Score: Raw -2017798.333583 + Penalty 4651.305913 = -2013147.027670 nChanged 392 SP:Iteration 10Q (55947.220000 sec): 3 clusters Score: Raw -2017985.505207 + Penalty 4651.305913 = -2013334.199293 nChanged 421 SP:Iteration 11Q (55947.270000 sec): 3 clusters Score: Raw -2018207.922785 + Penalty 4651.305913 = -2013556.616872 nChanged 488 SP:Iteration 12Q (55947.310000 sec): 3 clusters Score: Raw -2018497.300954 + Penalty 4651.305913 = -2013845.995041 nChanged 537 SP:Iteration 13Q (55947.360000 sec): 3 clusters Score: Raw -2018860.398244 + Penalty 4651.305913 = -2014209.092331 nChanged 548 SP:Iteration 14Q (55947.410000 sec): 3 clusters Score: Raw -2019255.834294 + Penalty 4651.305913 = -2014604.528381 nChanged 523 SP:Iteration 15Q (55947.450000 sec): 3 clusters Score: Raw -2019690.049673 + Penalty 4651.305913 = -2015038.743760 nChanged 428 SP:Iteration 16Q (55947.490000 sec): 3 clusters Score: Raw -2020074.665208 + Penalty 4651.305913 = -2015423.359295 nChanged 280 SP:Iteration 17Q (55947.540000 sec): 3 clusters Score: Raw -2020322.718975 + Penalty 4651.305913 = -2015671.413061 nChanged 178 SP:Iteration 18Q (55947.580000 sec): 3 clusters Score: Raw -2020489.332741 + Penalty 4651.305913 = -2015838.026827 nChanged 124 SP:Iteration 19Q (55947.620000 sec): 3 clusters Score: Raw -2020624.109018 + Penalty 4651.305913 = -2015972.803105 nChanged 69 SP:Iteration 20F (55947.670000 sec): 3 clusters Score: Raw -2020697.840732 + Penalty 4651.305913 = -2016046.534819 nChanged 38 SP:Iteration 21Q (55947.710000 sec): 3 clusters Score: Raw -2020749.189171 + Penalty 4651.305913 = -2016097.883258 nChanged 30 SP:Iteration 22Q (55947.740000 sec): 3 clusters Score: Raw -2020779.162246 + Penalty 4651.305913 = -2016127.856332 nChanged 18 SP:Iteration 23Q (55947.780000 sec): 3 clusters Score: Raw -2020795.784265 + Penalty 4651.305913 = -2016144.478351 nChanged 8 SP:Iteration 24Q (55947.810000 sec): 3 clusters Score: Raw -2020803.262055 + Penalty 4651.305913 = -2016151.956142 nChanged 5 SP:Iteration 25Q (55947.850000 sec): 3 clusters Score: Raw -2020807.978970 + Penalty 4651.305913 = -2016156.673057 nChanged 3 SP:Iteration 26Q (55947.890000 sec): 3 clusters Score: Raw -2020810.708655 + Penalty 4651.305913 = -2016159.402742 nChanged 3 SP:Iteration 27Q (55947.920000 sec): 3 clusters Score: Raw -2020812.967589 + Penalty 4651.305913 = -2016161.661675 nChanged 1 SP:Iteration 28Q (55947.960000 sec): 3 clusters Score: Raw -2020813.789177 + Penalty 4651.305913 = -2016162.483263 nChanged 1 SP:Iteration 29Q (55947.990000 sec): 3 clusters Score: Raw -2020814.488580 + Penalty 4651.305913 = -2016163.182667 nChanged 0 SP:Iteration 30F (55948.040000 sec): 3 clusters Score: Raw -2020814.488580 + Penalty 4651.305913 = -2016163.182667 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55948.060000 sec): 2 clusters Score: Raw -780334.537156 + Penalty 2097.498559 = -778237.038598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55948.080000 sec): 3 clusters Score: Raw -778126.862367 + Penalty 4194.997117 = -773931.865249 nChanged 1832 SP:Iteration 1F (55948.100000 sec): 3 clusters Score: Raw -779183.317661 + Penalty 4194.997117 = -774988.320544 nChanged 380 SP:Iteration 2F (55948.120000 sec): 3 clusters Score: Raw -779487.371737 + Penalty 4194.997117 = -775292.374619 nChanged 324 SP:Iteration 3F (55948.130000 sec): 3 clusters Score: Raw -779746.384968 + Penalty 4194.997117 = -775551.387851 nChanged 261 SP:Iteration 4F (55948.150000 sec): 3 clusters Score: Raw -779960.995513 + Penalty 4194.997117 = -775765.998396 nChanged 250 SP:Iteration 5F (55948.170000 sec): 3 clusters Score: Raw -780172.476303 + Penalty 4194.997117 = -775977.479186 nChanged 223 SP:Iteration 6Q (55948.190000 sec): 3 clusters Score: Raw -780346.132845 + Penalty 4194.997117 = -776151.135728 nChanged 190 SP:Iteration 7Q (55948.210000 sec): 3 clusters Score: Raw -780503.910390 + Penalty 4194.997117 = -776308.913273 nChanged 182 SP:Iteration 8Q (55948.230000 sec): 3 clusters Score: Raw -780667.562254 + Penalty 4194.997117 = -776472.565137 nChanged 182 SP:Iteration 9Q (55948.250000 sec): 3 clusters Score: Raw -780832.395282 + Penalty 4194.997117 = -776637.398164 nChanged 165 SP:Iteration 10Q (55948.260000 sec): 3 clusters Score: Raw -780942.309400 + Penalty 4194.997117 = -776747.312282 nChanged 121 SP:Iteration 11Q (55948.280000 sec): 3 clusters Score: Raw -781029.947073 + Penalty 4194.997117 = -776834.949956 nChanged 102 SP:Iteration 12Q (55948.300000 sec): 3 clusters Score: Raw -781100.357632 + Penalty 4194.997117 = -776905.360514 nChanged 83 SP:Iteration 13Q (55948.320000 sec): 3 clusters Score: Raw -781143.370516 + Penalty 4194.997117 = -776948.373399 nChanged 52 SP:Iteration 14Q (55948.330000 sec): 3 clusters Score: Raw -781168.436421 + Penalty 4194.997117 = -776973.439304 nChanged 43 SP:Iteration 15Q (55948.350000 sec): 3 clusters Score: Raw -781185.891063 + Penalty 4194.997117 = -776990.893945 nChanged 26 SP:Iteration 16Q (55948.370000 sec): 3 clusters Score: Raw -781195.528066 + Penalty 4194.997117 = -777000.530949 nChanged 12 SP:Iteration 17Q (55948.390000 sec): 3 clusters Score: Raw -781199.758240 + Penalty 4194.997117 = -777004.761123 nChanged 4 SP:Iteration 18Q (55948.410000 sec): 3 clusters Score: Raw -781201.051204 + Penalty 4194.997117 = -777006.054086 nChanged 5 SP:Iteration 19Q (55948.420000 sec): 3 clusters Score: Raw -781203.719849 + Penalty 4194.997117 = -777008.722732 nChanged 9 SP:Iteration 20F (55948.440000 sec): 3 clusters Score: Raw -781208.975726 + Penalty 4194.997117 = -777013.978608 nChanged 11 SP:Iteration 21Q (55948.460000 sec): 3 clusters Score: Raw -781214.464925 + Penalty 4194.997117 = -777019.467807 nChanged 16 SP:Iteration 22Q (55948.470000 sec): 3 clusters Score: Raw -781221.641783 + Penalty 4194.997117 = -777026.644666 nChanged 13 SP:Iteration 23Q (55948.490000 sec): 3 clusters Score: Raw -781227.330765 + Penalty 4194.997117 = -777032.333648 nChanged 10 SP:Iteration 24Q (55948.510000 sec): 3 clusters Score: Raw -781230.427342 + Penalty 4194.997117 = -777035.430225 nChanged 4 SP:Iteration 25Q (55948.530000 sec): 3 clusters Score: Raw -781231.291361 + Penalty 4194.997117 = -777036.294243 nChanged 4 SP:Iteration 26Q (55948.550000 sec): 3 clusters Score: Raw -781232.627120 + Penalty 4194.997117 = -777037.630003 nChanged 4 SP:Iteration 27Q (55948.560000 sec): 3 clusters Score: Raw -781233.326149 + Penalty 4194.997117 = -777038.329031 nChanged 2 SP:Iteration 28Q (55948.580000 sec): 3 clusters Score: Raw -781233.755601 + Penalty 4194.997117 = -777038.758483 nChanged 1 SP:Iteration 29Q (55948.600000 sec): 3 clusters Score: Raw -781233.943945 + Penalty 4194.997117 = -777038.946828 nChanged 1 SP:Iteration 30Q (55948.620000 sec): 3 clusters Score: Raw -781234.133259 + Penalty 4194.997117 = -777039.136141 nChanged 2 SP:Iteration 31Q (55948.630000 sec): 3 clusters Score: Raw -781234.746553 + Penalty 4194.997117 = -777039.749435 nChanged 2 SP:Iteration 32Q (55948.650000 sec): 3 clusters Score: Raw -781235.368572 + Penalty 4194.997117 = -777040.371455 nChanged 3 SP:Iteration 33Q (55948.670000 sec): 3 clusters Score: Raw -781236.240124 + Penalty 4194.997117 = -777041.243007 nChanged 2 SP:Iteration 34Q (55948.690000 sec): 3 clusters Score: Raw -781237.211593 + Penalty 4194.997117 = -777042.214475 nChanged 3 SP:Iteration 35Q (55948.710000 sec): 3 clusters Score: Raw -781237.975749 + Penalty 4194.997117 = -777042.978632 nChanged 2 SP:Iteration 36Q (55948.720000 sec): 3 clusters Score: Raw -781238.423627 + Penalty 4194.997117 = -777043.426510 nChanged 1 SP:Iteration 37Q (55948.740000 sec): 3 clusters Score: Raw -781238.642402 + Penalty 4194.997117 = -777043.645284 nChanged 0 SP:Iteration 38F (55948.760000 sec): 3 clusters Score: Raw -781238.642402 + Penalty 4194.997117 = -777043.645284 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55948.780000 sec): 2 clusters Score: Raw -802481.859415 + Penalty 2105.118763 = -800376.740652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55948.800000 sec): 3 clusters Score: Raw -800161.343985 + Penalty 4210.237526 = -795951.106459 nChanged 1844 SP:Iteration 1F (55948.820000 sec): 3 clusters Score: Raw -801332.747914 + Penalty 4210.237526 = -797122.510387 nChanged 407 SP:Iteration 2F (55948.840000 sec): 3 clusters Score: Raw -801684.786148 + Penalty 4210.237526 = -797474.548621 nChanged 322 SP:Iteration 3F (55948.860000 sec): 3 clusters Score: Raw -802018.952644 + Penalty 4210.237526 = -797808.715118 nChanged 324 SP:Iteration 4F (55948.880000 sec): 3 clusters Score: Raw -802341.824052 + Penalty 4210.237526 = -798131.586526 nChanged 302 SP:Iteration 5F (55948.900000 sec): 3 clusters Score: Raw -802636.758901 + Penalty 4210.237526 = -798426.521375 nChanged 282 SP:Iteration 6F (55948.920000 sec): 3 clusters Score: Raw -802874.425035 + Penalty 4210.237526 = -798664.187509 nChanged 237 SP:Iteration 7Q (55948.940000 sec): 3 clusters Score: Raw -803053.657777 + Penalty 4210.237526 = -798843.420250 nChanged 207 SP:Iteration 8Q (55948.960000 sec): 3 clusters Score: Raw -803194.888634 + Penalty 4210.237526 = -798984.651108 nChanged 141 SP:Iteration 9Q (55948.980000 sec): 3 clusters Score: Raw -803281.826125 + Penalty 4210.237526 = -799071.588599 nChanged 117 SP:Iteration 10Q (55948.990000 sec): 3 clusters Score: Raw -803353.089164 + Penalty 4210.237526 = -799142.851638 nChanged 86 SP:Iteration 11Q (55949.010000 sec): 3 clusters Score: Raw -803400.869267 + Penalty 4210.237526 = -799190.631741 nChanged 63 SP:Iteration 12Q (55949.030000 sec): 3 clusters Score: Raw -803432.127967 + Penalty 4210.237526 = -799221.890441 nChanged 55 SP:Iteration 13Q (55949.050000 sec): 3 clusters Score: Raw -803456.780882 + Penalty 4210.237526 = -799246.543355 nChanged 48 SP:Iteration 14Q (55949.070000 sec): 3 clusters Score: Raw -803478.579238 + Penalty 4210.237526 = -799268.341711 nChanged 38 SP:Iteration 15Q (55949.090000 sec): 3 clusters Score: Raw -803495.015393 + Penalty 4210.237526 = -799284.777867 nChanged 38 SP:Iteration 16Q (55949.100000 sec): 3 clusters Score: Raw -803514.153178 + Penalty 4210.237526 = -799303.915652 nChanged 32 SP:Iteration 17Q (55949.120000 sec): 3 clusters Score: Raw -803526.900103 + Penalty 4210.237526 = -799316.662577 nChanged 24 SP:Iteration 18Q (55949.140000 sec): 3 clusters Score: Raw -803536.009440 + Penalty 4210.237526 = -799325.771914 nChanged 17 SP:Iteration 19Q (55949.160000 sec): 3 clusters Score: Raw -803541.468208 + Penalty 4210.237526 = -799331.230681 nChanged 9 SP:Iteration 20F (55949.180000 sec): 3 clusters Score: Raw -803544.065324 + Penalty 4210.237526 = -799333.827798 nChanged 3 SP:Iteration 21Q (55949.200000 sec): 3 clusters Score: Raw -803544.890256 + Penalty 4210.237526 = -799334.652730 nChanged 6 SP:Iteration 22Q (55949.220000 sec): 3 clusters Score: Raw -803546.865110 + Penalty 4210.237526 = -799336.627583 nChanged 9 SP:Iteration 23Q (55949.240000 sec): 3 clusters Score: Raw -803550.769654 + Penalty 4210.237526 = -799340.532128 nChanged 13 SP:Iteration 24Q (55949.260000 sec): 3 clusters Score: Raw -803555.137210 + Penalty 4210.237526 = -799344.899683 nChanged 6 SP:Iteration 25Q (55949.280000 sec): 3 clusters Score: Raw -803557.809531 + Penalty 4210.237526 = -799347.572005 nChanged 9 SP:Iteration 26Q (55949.290000 sec): 3 clusters Score: Raw -803561.803998 + Penalty 4210.237526 = -799351.566472 nChanged 7 SP:Iteration 27Q (55949.310000 sec): 3 clusters Score: Raw -803564.937532 + Penalty 4210.237526 = -799354.700005 nChanged 11 SP:Iteration 28Q (55949.330000 sec): 3 clusters Score: Raw -803569.856812 + Penalty 4210.237526 = -799359.619285 nChanged 11 SP:Iteration 29Q (55949.350000 sec): 3 clusters Score: Raw -803574.467708 + Penalty 4210.237526 = -799364.230182 nChanged 13 SP:Iteration 30Q (55949.370000 sec): 3 clusters Score: Raw -803578.520378 + Penalty 4210.237526 = -799368.282852 nChanged 7 SP:Iteration 31Q (55949.390000 sec): 3 clusters Score: Raw -803581.361551 + Penalty 4210.237526 = -799371.124024 nChanged 10 SP:Iteration 32Q (55949.400000 sec): 3 clusters Score: Raw -803584.564323 + Penalty 4210.237526 = -799374.326797 nChanged 12 SP:Iteration 33Q (55949.420000 sec): 3 clusters Score: Raw -803590.614250 + Penalty 4210.237526 = -799380.376724 nChanged 10 SP:Iteration 34Q (55949.440000 sec): 3 clusters Score: Raw -803594.273283 + Penalty 4210.237526 = -799384.035757 nChanged 9 SP:Iteration 35Q (55949.460000 sec): 3 clusters Score: Raw -803596.806437 + Penalty 4210.237526 = -799386.568911 nChanged 11 SP:Iteration 36Q (55949.480000 sec): 3 clusters Score: Raw -803600.819112 + Penalty 4210.237526 = -799390.581586 nChanged 7 SP:Iteration 37Q (55949.500000 sec): 3 clusters Score: Raw -803602.930114 + Penalty 4210.237526 = -799392.692588 nChanged 7 SP:Iteration 38Q (55949.520000 sec): 3 clusters Score: Raw -803605.945737 + Penalty 4210.237526 = -799395.708210 nChanged 5 SP:Iteration 39Q (55949.540000 sec): 3 clusters Score: Raw -803607.926789 + Penalty 4210.237526 = -799397.689262 nChanged 10 SP:Iteration 40F (55949.560000 sec): 3 clusters Score: Raw -803611.420974 + Penalty 4210.237526 = -799401.183447 nChanged 15 SP:Iteration 41Q (55949.580000 sec): 3 clusters Score: Raw -803616.558669 + Penalty 4210.237526 = -799406.321143 nChanged 13 SP:Iteration 42Q (55949.590000 sec): 3 clusters Score: Raw -803620.473826 + Penalty 4210.237526 = -799410.236299 nChanged 9 SP:Iteration 43Q (55949.610000 sec): 3 clusters Score: Raw -803623.587164 + Penalty 4210.237526 = -799413.349638 nChanged 9 SP:Iteration 44Q (55949.630000 sec): 3 clusters Score: Raw -803626.964923 + Penalty 4210.237526 = -799416.727396 nChanged 5 SP:Iteration 45Q (55949.650000 sec): 3 clusters Score: Raw -803628.480681 + Penalty 4210.237526 = -799418.243154 nChanged 6 SP:Iteration 46Q (55949.670000 sec): 3 clusters Score: Raw -803630.268057 + Penalty 4210.237526 = -799420.030531 nChanged 5 SP:Iteration 47Q (55949.690000 sec): 3 clusters Score: Raw -803632.138693 + Penalty 4210.237526 = -799421.901167 nChanged 7 SP:Iteration 48Q (55949.710000 sec): 3 clusters Score: Raw -803635.183627 + Penalty 4210.237526 = -799424.946101 nChanged 8 SP:Iteration 49Q (55949.720000 sec): 3 clusters Score: Raw -803639.557710 + Penalty 4210.237526 = -799429.320184 nChanged 11 SP:Iteration 50Q (55949.740000 sec): 3 clusters Score: Raw -803644.962681 + Penalty 4210.237526 = -799434.725154 nChanged 7 SP:Iteration 51Q (55949.760000 sec): 3 clusters Score: Raw -803648.538783 + Penalty 4210.237526 = -799438.301257 nChanged 12 SP:Iteration 52Q (55949.780000 sec): 3 clusters Score: Raw -803654.347392 + Penalty 4210.237526 = -799444.109866 nChanged 17 SP:Iteration 53Q (55949.800000 sec): 3 clusters Score: Raw -803662.068138 + Penalty 4210.237526 = -799451.830612 nChanged 15 SP:Iteration 54Q (55949.820000 sec): 3 clusters Score: Raw -803668.890209 + Penalty 4210.237526 = -799458.652682 nChanged 14 SP:Iteration 55Q (55949.840000 sec): 3 clusters Score: Raw -803674.224854 + Penalty 4210.237526 = -799463.987327 nChanged 9 SP:Iteration 56Q (55949.860000 sec): 3 clusters Score: Raw -803677.343517 + Penalty 4210.237526 = -799467.105990 nChanged 4 SP:Iteration 57Q (55949.880000 sec): 3 clusters Score: Raw -803679.040625 + Penalty 4210.237526 = -799468.803098 nChanged 5 SP:Iteration 58Q (55949.900000 sec): 3 clusters Score: Raw -803680.260027 + Penalty 4210.237526 = -799470.022501 nChanged 2 SP:Iteration 59Q (55949.910000 sec): 3 clusters Score: Raw -803680.703277 + Penalty 4210.237526 = -799470.465751 nChanged 1 SP:Iteration 60F (55949.930000 sec): 3 clusters Score: Raw -803680.973320 + Penalty 4210.237526 = -799470.735793 nChanged 2 SP:Iteration 61Q (55949.950000 sec): 3 clusters Score: Raw -803681.585778 + Penalty 4210.237526 = -799471.348252 nChanged 3 SP:Iteration 62Q (55949.970000 sec): 3 clusters Score: Raw -803682.661327 + Penalty 4210.237526 = -799472.423801 nChanged 2 SP:Iteration 63Q (55949.990000 sec): 3 clusters Score: Raw -803683.523605 + Penalty 4210.237526 = -799473.286079 nChanged 2 SP:Iteration 64Q (55950.010000 sec): 3 clusters Score: Raw -803683.972306 + Penalty 4210.237526 = -799473.734780 nChanged 0 SP:Iteration 65F (55950.030000 sec): 3 clusters Score: Raw -803683.972306 + Penalty 4210.237526 = -799473.734780 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55950.040000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55950.040000 sec): 3 clusters Score: Raw -79296.532522 + Penalty 3079.460653 = -76217.071869 nChanged 77 SP:Iteration 1F (55950.040000 sec): 3 clusters Score: Raw -79481.448275 + Penalty 3079.460653 = -76401.987622 nChanged 21 SP:Iteration 2Q (55950.040000 sec): 3 clusters Score: Raw -79530.209628 + Penalty 3079.460653 = -76450.748975 nChanged 5 SP:Iteration 3Q (55950.040000 sec): 3 clusters Score: Raw -79544.356245 + Penalty 3079.460653 = -76464.895592 nChanged 6 SP:Iteration 4Q (55950.040000 sec): 3 clusters Score: Raw -79563.034476 + Penalty 3079.460653 = -76483.573823 nChanged 2 SP:Iteration 5Q (55950.050000 sec): 3 clusters Score: Raw -79569.888882 + Penalty 3079.460653 = -76490.428229 nChanged 5 SP:Iteration 6Q (55950.050000 sec): 3 clusters Score: Raw -79579.377740 + Penalty 3079.460653 = -76499.917087 nChanged 1 SP:Iteration 7Q (55950.050000 sec): 3 clusters Score: Raw -79582.516433 + Penalty 3079.460653 = -76503.055780 nChanged 1 SP:Iteration 8Q (55950.050000 sec): 3 clusters Score: Raw -79584.505958 + Penalty 3079.460653 = -76505.045305 nChanged 0 SP:Iteration 9F (55950.060000 sec): 3 clusters Score: Raw -79584.505958 + Penalty 3079.460653 = -76505.045305 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55950.060000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55950.060000 sec): 3 clusters Score: Raw -93230.456189 + Penalty 3164.540778 = -90065.915410 nChanged 111 SP:Iteration 1F (55950.060000 sec): 3 clusters Score: Raw -93400.408132 + Penalty 3164.540778 = -90235.867354 nChanged 20 SP:Iteration 2Q (55950.070000 sec): 3 clusters Score: Raw -93429.097701 + Penalty 3164.540778 = -90264.556923 nChanged 7 SP:Iteration 3Q (55950.070000 sec): 3 clusters Score: Raw -93442.701059 + Penalty 3164.540778 = -90278.160281 nChanged 3 SP:Iteration 4Q (55950.070000 sec): 3 clusters Score: Raw -93447.328343 + Penalty 3164.540778 = -90282.787564 nChanged 5 SP:Iteration 5Q (55950.080000 sec): 3 clusters Score: Raw -93454.857397 + Penalty 3164.540778 = -90290.316619 nChanged 0 SP:Iteration 6F (55950.080000 sec): 3 clusters Score: Raw -93454.857397 + Penalty 3164.540778 = -90290.316619 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55950.100000 sec): 2 clusters Score: Raw -980905.933595 + Penalty 2133.954308 = -978771.979287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55950.120000 sec): 3 clusters Score: Raw -978178.591139 + Penalty 4267.908616 = -973910.682523 nChanged 2107 SP:Iteration 1F (55950.140000 sec): 3 clusters Score: Raw -979385.931147 + Penalty 4267.908616 = -975118.022531 nChanged 428 SP:Iteration 2F (55950.160000 sec): 3 clusters Score: Raw -979709.793090 + Penalty 4267.908616 = -975441.884474 nChanged 361 SP:Iteration 3F (55950.180000 sec): 3 clusters Score: Raw -980035.274233 + Penalty 4267.908616 = -975767.365617 nChanged 358 SP:Iteration 4F (55950.210000 sec): 3 clusters Score: Raw -980434.598855 + Penalty 4267.908616 = -976166.690239 nChanged 371 SP:Iteration 5F (55950.230000 sec): 3 clusters Score: Raw -980879.613471 + Penalty 4267.908616 = -976611.704855 nChanged 360 SP:Iteration 6F (55950.250000 sec): 3 clusters Score: Raw -981260.072504 + Penalty 4267.908616 = -976992.163888 nChanged 322 SP:Iteration 7F (55950.270000 sec): 3 clusters Score: Raw -981571.829693 + Penalty 4267.908616 = -977303.921078 nChanged 259 SP:Iteration 8Q (55950.290000 sec): 3 clusters Score: Raw -981799.146901 + Penalty 4267.908616 = -977531.238285 nChanged 174 SP:Iteration 9Q (55950.310000 sec): 3 clusters Score: Raw -981931.142328 + Penalty 4267.908616 = -977663.233712 nChanged 116 SP:Iteration 10Q (55950.330000 sec): 3 clusters Score: Raw -981987.868177 + Penalty 4267.908616 = -977719.959561 nChanged 61 SP:Iteration 11Q (55950.350000 sec): 3 clusters Score: Raw -982016.231848 + Penalty 4267.908616 = -977748.323232 nChanged 40 SP:Iteration 12Q (55950.370000 sec): 3 clusters Score: Raw -982030.781304 + Penalty 4267.908616 = -977762.872688 nChanged 24 SP:Iteration 13Q (55950.390000 sec): 3 clusters Score: Raw -982038.747264 + Penalty 4267.908616 = -977770.838648 nChanged 16 SP:Iteration 14Q (55950.410000 sec): 3 clusters Score: Raw -982043.700671 + Penalty 4267.908616 = -977775.792055 nChanged 12 SP:Iteration 15Q (55950.430000 sec): 3 clusters Score: Raw -982047.899885 + Penalty 4267.908616 = -977779.991270 nChanged 9 SP:Iteration 16Q (55950.450000 sec): 3 clusters Score: Raw -982050.770123 + Penalty 4267.908616 = -977782.861507 nChanged 9 SP:Iteration 17Q (55950.470000 sec): 3 clusters Score: Raw -982054.334183 + Penalty 4267.908616 = -977786.425567 nChanged 9 SP:Iteration 18Q (55950.490000 sec): 3 clusters Score: Raw -982057.177051 + Penalty 4267.908616 = -977789.268435 nChanged 7 SP:Iteration 19Q (55950.510000 sec): 3 clusters Score: Raw -982059.123900 + Penalty 4267.908616 = -977791.215284 nChanged 7 SP:Iteration 20F (55950.540000 sec): 3 clusters Score: Raw -982060.983909 + Penalty 4267.908616 = -977793.075293 nChanged 3 SP:Iteration 21Q (55950.560000 sec): 3 clusters Score: Raw -982061.482646 + Penalty 4267.908616 = -977793.574030 nChanged 2 SP:Iteration 22Q (55950.580000 sec): 3 clusters Score: Raw -982061.963376 + Penalty 4267.908616 = -977794.054760 nChanged 2 SP:Iteration 23Q (55950.600000 sec): 3 clusters Score: Raw -982062.533146 + Penalty 4267.908616 = -977794.624530 nChanged 3 SP:Iteration 24Q (55950.620000 sec): 3 clusters Score: Raw -982063.112681 + Penalty 4267.908616 = -977795.204065 nChanged 1 SP:Iteration 25Q (55950.640000 sec): 3 clusters Score: Raw -982063.461424 + Penalty 4267.908616 = -977795.552808 nChanged 1 SP:Iteration 26Q (55950.660000 sec): 3 clusters Score: Raw -982063.669448 + Penalty 4267.908616 = -977795.760832 nChanged 0 SP:Iteration 27F (55950.680000 sec): 3 clusters Score: Raw -982063.669448 + Penalty 4267.908616 = -977795.760832 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55950.690000 sec): 2 clusters Score: Raw -349569.935478 + Penalty 1911.240003 = -347658.695475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55950.700000 sec): 3 clusters Score: Raw -348724.518313 + Penalty 3822.480005 = -344902.038308 nChanged 752 SP:Iteration 1F (55950.710000 sec): 3 clusters Score: Raw -349318.620966 + Penalty 3822.480005 = -345496.140960 nChanged 186 SP:Iteration 2F (55950.720000 sec): 3 clusters Score: Raw -349491.247267 + Penalty 3822.480005 = -345668.767262 nChanged 120 SP:Iteration 3F (55950.720000 sec): 3 clusters Score: Raw -349623.465218 + Penalty 3822.480005 = -345800.985213 nChanged 92 SP:Iteration 4Q (55950.730000 sec): 3 clusters Score: Raw -349744.191055 + Penalty 3822.480005 = -345921.711050 nChanged 101 SP:Iteration 5Q (55950.740000 sec): 3 clusters Score: Raw -349866.613414 + Penalty 3822.480005 = -346044.133409 nChanged 82 SP:Iteration 6Q (55950.750000 sec): 3 clusters Score: Raw -349961.325543 + Penalty 3822.480005 = -346138.845537 nChanged 81 SP:Iteration 7Q (55950.760000 sec): 3 clusters Score: Raw -350058.984743 + Penalty 3822.480005 = -346236.504738 nChanged 72 SP:Iteration 8Q (55950.760000 sec): 3 clusters Score: Raw -350160.247208 + Penalty 3822.480005 = -346337.767203 nChanged 81 SP:Iteration 9Q (55950.770000 sec): 3 clusters Score: Raw -350268.582592 + Penalty 3822.480005 = -346446.102587 nChanged 77 SP:Iteration 10Q (55950.780000 sec): 3 clusters Score: Raw -350371.396156 + Penalty 3822.480005 = -346548.916151 nChanged 79 SP:Iteration 11Q (55950.790000 sec): 3 clusters Score: Raw -350495.705519 + Penalty 3822.480005 = -346673.225513 nChanged 75 SP:Iteration 12Q (55950.800000 sec): 3 clusters Score: Raw -350607.556536 + Penalty 3822.480005 = -346785.076531 nChanged 63 SP:Iteration 13Q (55950.800000 sec): 3 clusters Score: Raw -350693.138828 + Penalty 3822.480005 = -346870.658823 nChanged 49 SP:Iteration 14Q (55950.810000 sec): 3 clusters Score: Raw -350749.163963 + Penalty 3822.480005 = -346926.683958 nChanged 34 SP:Iteration 15Q (55950.820000 sec): 3 clusters Score: Raw -350777.726340 + Penalty 3822.480005 = -346955.246335 nChanged 18 SP:Iteration 16Q (55950.830000 sec): 3 clusters Score: Raw -350791.401186 + Penalty 3822.480005 = -346968.921181 nChanged 17 SP:Iteration 17Q (55950.840000 sec): 3 clusters Score: Raw -350809.900351 + Penalty 3822.480005 = -346987.420346 nChanged 19 SP:Iteration 18Q (55950.840000 sec): 3 clusters Score: Raw -350826.110063 + Penalty 3822.480005 = -347003.630057 nChanged 19 SP:Iteration 19Q (55950.850000 sec): 3 clusters Score: Raw -350848.438871 + Penalty 3822.480005 = -347025.958865 nChanged 17 SP:Iteration 20F (55950.860000 sec): 3 clusters Score: Raw -350868.169479 + Penalty 3822.480005 = -347045.689474 nChanged 12 SP:Iteration 21Q (55950.870000 sec): 3 clusters Score: Raw -350878.199152 + Penalty 3822.480005 = -347055.719147 nChanged 6 SP:Iteration 22Q (55950.880000 sec): 3 clusters Score: Raw -350881.725574 + Penalty 3822.480005 = -347059.245569 nChanged 4 SP:Iteration 23Q (55950.880000 sec): 3 clusters Score: Raw -350885.128673 + Penalty 3822.480005 = -347062.648668 nChanged 4 SP:Iteration 24Q (55950.890000 sec): 3 clusters Score: Raw -350889.394123 + Penalty 3822.480005 = -347066.914117 nChanged 3 SP:Iteration 25Q (55950.900000 sec): 3 clusters Score: Raw -350890.910635 + Penalty 3822.480005 = -347068.430630 nChanged 1 SP:Iteration 26Q (55950.910000 sec): 3 clusters Score: Raw -350892.198404 + Penalty 3822.480005 = -347069.718399 nChanged 1 SP:Iteration 27Q (55950.920000 sec): 3 clusters Score: Raw -350893.039873 + Penalty 3822.480005 = -347070.559868 nChanged 0 SP:Iteration 28F (55950.920000 sec): 3 clusters Score: Raw -350893.039873 + Penalty 3822.480005 = -347070.559868 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55950.930000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55950.940000 sec): 3 clusters Score: Raw -123987.575083 + Penalty 3306.810569 = -120680.764514 nChanged 213 SP:Iteration 1F (55950.940000 sec): 3 clusters Score: Raw -124386.583747 + Penalty 3306.810569 = -121079.773178 nChanged 103 SP:Iteration 2F (55950.940000 sec): 3 clusters Score: Raw -124711.891616 + Penalty 3306.810569 = -121405.081047 nChanged 73 SP:Iteration 3F (55950.940000 sec): 3 clusters Score: Raw -125056.487459 + Penalty 3306.810569 = -121749.676890 nChanged 41 SP:Iteration 4F (55950.950000 sec): 3 clusters Score: Raw -125229.410506 + Penalty 3306.810569 = -121922.599937 nChanged 28 SP:Iteration 5Q (55950.950000 sec): 3 clusters Score: Raw -125350.219966 + Penalty 3306.810569 = -122043.409397 nChanged 19 SP:Iteration 6Q (55950.950000 sec): 3 clusters Score: Raw -125422.917894 + Penalty 3306.810569 = -122116.107325 nChanged 18 SP:Iteration 7Q (55950.960000 sec): 3 clusters Score: Raw -125478.186046 + Penalty 3306.810569 = -122171.375477 nChanged 19 SP:Iteration 8Q (55950.960000 sec): 3 clusters Score: Raw -125530.563776 + Penalty 3306.810569 = -122223.753207 nChanged 18 SP:Iteration 9Q (55950.960000 sec): 3 clusters Score: Raw -125570.021041 + Penalty 3306.810569 = -122263.210472 nChanged 6 SP:Iteration 10Q (55950.960000 sec): 3 clusters Score: Raw -125582.954934 + Penalty 3306.810569 = -122276.144364 nChanged 5 SP:Iteration 11Q (55950.970000 sec): 3 clusters Score: Raw -125591.829705 + Penalty 3306.810569 = -122285.019136 nChanged 1 SP:Iteration 12Q (55950.970000 sec): 3 clusters Score: Raw -125592.952573 + Penalty 3306.810569 = -122286.142004 nChanged 1 SP:Iteration 13Q (55950.970000 sec): 3 clusters Score: Raw -125594.285686 + Penalty 3306.810569 = -122287.475117 nChanged 2 SP:Iteration 14Q (55950.970000 sec): 3 clusters Score: Raw -125599.135306 + Penalty 3306.810569 = -122292.324737 nChanged 0 SP:Iteration 15F (55950.980000 sec): 3 clusters Score: Raw -125599.135306 + Penalty 3306.810569 = -122292.324737 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55951.390000 sec): 2 clusters Score: Raw -21182942.170576 + Penalty 2899.254990 = -21180042.915586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55951.880000 sec): 3 clusters Score: Raw -21105755.931382 + Penalty 5798.509980 = -21099957.421402 nChanged 56827 SP:Iteration 1F (55952.370000 sec): 3 clusters Score: Raw -21138709.156504 + Penalty 5798.509980 = -21132910.646524 nChanged 4334 SP:Iteration 2Q (55952.870000 sec): 3 clusters Score: Raw -21139940.888255 + Penalty 5798.509980 = -21134142.378274 nChanged 5098 SP:Iteration 3Q (55953.360000 sec): 3 clusters Score: Raw -21141862.585121 + Penalty 5798.509980 = -21136064.075141 nChanged 6404 SP:Iteration 4F (55953.850000 sec): 3 clusters Score: Raw -21144999.467642 + Penalty 5798.509980 = -21139200.957662 nChanged 7968 SP:Iteration 5F (55954.340000 sec): 3 clusters Score: Raw -21149985.187786 + Penalty 5798.509980 = -21144186.677806 nChanged 9101 SP:Iteration 6F (55954.820000 sec): 3 clusters Score: Raw -21156865.769739 + Penalty 5798.509980 = -21151067.259759 nChanged 9255 SP:Iteration 7F (55955.300000 sec): 3 clusters Score: Raw -21164744.011954 + Penalty 5798.509980 = -21158945.501974 nChanged 7887 SP:Iteration 8F (55955.790000 sec): 3 clusters Score: Raw -21171790.183286 + Penalty 5798.509980 = -21165991.673306 nChanged 5802 SP:Iteration 9Q (55956.270000 sec): 3 clusters Score: Raw -21177005.495859 + Penalty 5798.509980 = -21171206.985878 nChanged 3606 SP:Iteration 10Q (55956.730000 sec): 3 clusters Score: Raw -21180165.461757 + Penalty 5798.509980 = -21174366.951777 nChanged 1949 SP:Iteration 11Q (55957.140000 sec): 3 clusters Score: Raw -21181811.957080 + Penalty 5798.509980 = -21176013.447100 nChanged 953 SP:Iteration 12Q (55957.520000 sec): 3 clusters Score: Raw -21182605.874710 + Penalty 5798.509980 = -21176807.364730 nChanged 428 SP:Iteration 13Q (55957.880000 sec): 3 clusters Score: Raw -21182971.831585 + Penalty 5798.509980 = -21177173.321605 nChanged 165 SP:Iteration 14Q (55958.230000 sec): 3 clusters Score: Raw -21183114.190733 + Penalty 5798.509980 = -21177315.680753 nChanged 79 SP:Iteration 15Q (55958.580000 sec): 3 clusters Score: Raw -21183189.186961 + Penalty 5798.509980 = -21177390.676981 nChanged 38 SP:Iteration 16Q (55958.920000 sec): 3 clusters Score: Raw -21183221.390164 + Penalty 5798.509980 = -21177422.880184 nChanged 25 SP:Iteration 17Q (55959.260000 sec): 3 clusters Score: Raw -21183244.302327 + Penalty 5798.509980 = -21177445.792347 nChanged 12 SP:Iteration 18Q (55959.600000 sec): 3 clusters Score: Raw -21183255.348405 + Penalty 5798.509980 = -21177456.838425 nChanged 14 SP:Iteration 19Q (55959.940000 sec): 3 clusters Score: Raw -21183267.353893 + Penalty 5798.509980 = -21177468.843913 nChanged 10 SP:Iteration 20F (55960.420000 sec): 3 clusters Score: Raw -21183276.923553 + Penalty 5798.509980 = -21177478.413573 nChanged 9 SP:Iteration 21Q (55960.760000 sec): 3 clusters Score: Raw -21183288.799761 + Penalty 5798.509980 = -21177490.289781 nChanged 8 SP:Iteration 22Q (55961.100000 sec): 3 clusters Score: Raw -21183298.763577 + Penalty 5798.509980 = -21177500.253596 nChanged 7 SP:Iteration 23Q (55961.440000 sec): 3 clusters Score: Raw -21183309.360719 + Penalty 5798.509980 = -21177510.850739 nChanged 6 SP:Iteration 24Q (55961.780000 sec): 3 clusters Score: Raw -21183316.935152 + Penalty 5798.509980 = -21177518.425172 nChanged 6 SP:Iteration 25Q (55962.120000 sec): 3 clusters Score: Raw -21183322.224162 + Penalty 5798.509980 = -21177523.714182 nChanged 3 SP:Iteration 26Q (55962.460000 sec): 3 clusters Score: Raw -21183325.088008 + Penalty 5798.509980 = -21177526.578028 nChanged 1 SP:Iteration 27Q (55962.800000 sec): 3 clusters Score: Raw -21183326.858616 + Penalty 5798.509980 = -21177528.348636 nChanged 2 SP:Iteration 28Q (55963.130000 sec): 3 clusters Score: Raw -21183327.955570 + Penalty 5798.509980 = -21177529.445590 nChanged 1 SP:Iteration 29Q (55963.470000 sec): 3 clusters Score: Raw -21183328.905634 + Penalty 5798.509980 = -21177530.395653 nChanged 1 SP:Iteration 30Q (55963.810000 sec): 3 clusters Score: Raw -21183329.958099 + Penalty 5798.509980 = -21177531.448119 nChanged 2 SP:Iteration 31Q (55964.150000 sec): 3 clusters Score: Raw -21183331.587792 + Penalty 5798.509980 = -21177533.077812 nChanged 0 SP:Iteration 32F (55964.620000 sec): 3 clusters Score: Raw -21183331.587792 + Penalty 5798.509980 = -21177533.077812 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55964.670000 sec): 2 clusters Score: Raw -53182.018817 + Penalty 1503.818732 = -51678.200085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55964.670000 sec): 3 clusters Score: Raw -53314.518299 + Penalty 3007.637464 = -50306.880836 nChanged 90 SP:Iteration 1F (55964.670000 sec): 3 clusters Score: Raw -53514.291256 + Penalty 3007.637464 = -50506.653793 nChanged 29 SP:Iteration 2F (55964.680000 sec): 3 clusters Score: Raw -53610.120587 + Penalty 3007.637464 = -50602.483123 nChanged 22 SP:Iteration 3F (55964.680000 sec): 3 clusters Score: Raw -53696.974415 + Penalty 3007.637464 = -50689.336952 nChanged 19 SP:Iteration 4Q (55964.680000 sec): 3 clusters Score: Raw -53744.436244 + Penalty 3007.637464 = -50736.798780 nChanged 14 SP:Iteration 5Q (55964.680000 sec): 3 clusters Score: Raw -53785.707692 + Penalty 3007.637464 = -50778.070228 nChanged 9 SP:Iteration 6Q (55964.680000 sec): 3 clusters Score: Raw -53838.947984 + Penalty 3007.637464 = -50831.310521 nChanged 9 SP:Iteration 7Q (55964.680000 sec): 3 clusters Score: Raw -53877.287611 + Penalty 3007.637464 = -50869.650148 nChanged 8 SP:Iteration 8Q (55964.680000 sec): 3 clusters Score: Raw -53894.721729 + Penalty 3007.637464 = -50887.084265 nChanged 1 SP:Iteration 9Q (55964.690000 sec): 3 clusters Score: Raw -53896.314565 + Penalty 3007.637464 = -50888.677101 nChanged 2 SP:Iteration 10Q (55964.690000 sec): 3 clusters Score: Raw -53901.481485 + Penalty 3007.637464 = -50893.844022 nChanged 2 SP:Iteration 11Q (55964.690000 sec): 3 clusters Score: Raw -53904.348499 + Penalty 3007.637464 = -50896.711036 nChanged 1 SP:Iteration 12Q (55964.690000 sec): 3 clusters Score: Raw -53905.354954 + Penalty 3007.637464 = -50897.717490 nChanged 2 SP:Iteration 13Q (55964.690000 sec): 3 clusters Score: Raw -53910.984781 + Penalty 3007.637464 = -50903.347318 nChanged 4 SP:Iteration 14Q (55964.700000 sec): 3 clusters Score: Raw -53938.838730 + Penalty 3007.637464 = -50931.201266 nChanged 3 SP:Iteration 15Q (55964.700000 sec): 3 clusters Score: Raw -53951.361748 + Penalty 3007.637464 = -50943.724284 nChanged 3 SP:Iteration 16Q (55964.700000 sec): 3 clusters Score: Raw -53972.147692 + Penalty 3007.637464 = -50964.510228 nChanged 4 SP:Iteration 17Q (55964.700000 sec): 3 clusters Score: Raw -53978.065227 + Penalty 3007.637464 = -50970.427764 nChanged 3 SP:Iteration 18Q (55964.700000 sec): 3 clusters Score: Raw -53984.244300 + Penalty 3007.637464 = -50976.606836 nChanged 2 SP:Iteration 19Q (55964.700000 sec): 3 clusters Score: Raw -53987.489004 + Penalty 3007.637464 = -50979.851540 nChanged 2 SP:Iteration 20F (55964.700000 sec): 3 clusters Score: Raw -53990.220270 + Penalty 3007.637464 = -50982.582806 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55964.710000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55964.710000 sec): 3 clusters Score: Raw -52204.060985 + Penalty 2871.820245 = -49332.240740 nChanged 45 SP:Iteration 1F (55964.710000 sec): 3 clusters Score: Raw -52378.559392 + Penalty 2871.820245 = -49506.739148 nChanged 15 SP:Iteration 2Q (55964.710000 sec): 3 clusters Score: Raw -52431.539328 + Penalty 2871.820245 = -49559.719083 nChanged 12 SP:Iteration 3Q (55964.720000 sec): 3 clusters Score: Raw -52491.050396 + Penalty 2871.820245 = -49619.230151 nChanged 5 SP:Iteration 4Q (55964.720000 sec): 3 clusters Score: Raw -52547.155230 + Penalty 2871.820245 = -49675.334986 nChanged 7 SP:Iteration 5Q (55964.720000 sec): 3 clusters Score: Raw -52639.195644 + Penalty 2871.820245 = -49767.375399 nChanged 6 SP:Iteration 6Q (55964.720000 sec): 3 clusters Score: Raw -52676.345973 + Penalty 2871.820245 = -49804.525728 nChanged 5 SP:Iteration 7Q (55964.720000 sec): 3 clusters Score: Raw -52706.049734 + Penalty 2871.820245 = -49834.229489 nChanged 3 SP:Iteration 8Q (55964.720000 sec): 3 clusters Score: Raw -52716.984600 + Penalty 2871.820245 = -49845.164355 nChanged 1 SP:Iteration 9Q (55964.720000 sec): 3 clusters Score: Raw -52720.040513 + Penalty 2871.820245 = -49848.220268 nChanged 0 SP:Iteration 10F (55964.720000 sec): 3 clusters Score: Raw -52720.040513 + Penalty 2871.820245 = -49848.220268 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55964.810000 sec): 2 clusters Score: Raw -3765622.018448 + Penalty 2490.196963 = -3763131.821485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55964.900000 sec): 3 clusters Score: Raw -3752246.332852 + Penalty 4980.393927 = -3747265.938925 nChanged 10152 SP:Iteration 1F (55964.990000 sec): 3 clusters Score: Raw -3757711.401804 + Penalty 4980.393927 = -3752731.007878 nChanged 1201 SP:Iteration 2F (55965.080000 sec): 3 clusters Score: Raw -3758140.252235 + Penalty 4980.393927 = -3753159.858309 nChanged 1047 SP:Iteration 3Q (55965.170000 sec): 3 clusters Score: Raw -3758489.441201 + Penalty 4980.393927 = -3753509.047274 nChanged 922 SP:Iteration 4Q (55965.260000 sec): 3 clusters Score: Raw -3758783.556261 + Penalty 4980.393927 = -3753803.162335 nChanged 790 SP:Iteration 5Q (55965.360000 sec): 3 clusters Score: Raw -3759050.491085 + Penalty 4980.393927 = -3754070.097158 nChanged 773 SP:Iteration 6Q (55965.450000 sec): 3 clusters Score: Raw -3759361.790416 + Penalty 4980.393927 = -3754381.396489 nChanged 847 SP:Iteration 7Q (55965.540000 sec): 3 clusters Score: Raw -3759729.706124 + Penalty 4980.393927 = -3754749.312197 nChanged 926 SP:Iteration 8Q (55965.630000 sec): 3 clusters Score: Raw -3760193.452995 + Penalty 4980.393927 = -3755213.059068 nChanged 1031 SP:Iteration 9Q (55965.720000 sec): 3 clusters Score: Raw -3760776.168944 + Penalty 4980.393927 = -3755795.775017 nChanged 1121 SP:Iteration 10Q (55965.810000 sec): 3 clusters Score: Raw -3761493.982591 + Penalty 4980.393927 = -3756513.588665 nChanged 1163 SP:Iteration 11F (55965.900000 sec): 3 clusters Score: Raw -3762320.500592 + Penalty 4980.393927 = -3757340.106665 nChanged 1110 SP:Iteration 12Q (55966.000000 sec): 3 clusters Score: Raw -3763215.243765 + Penalty 4980.393927 = -3758234.849838 nChanged 931 SP:Iteration 13Q (55966.080000 sec): 3 clusters Score: Raw -3764089.273774 + Penalty 4980.393927 = -3759108.879847 nChanged 723 SP:Iteration 14Q (55966.170000 sec): 3 clusters Score: Raw -3764801.706951 + Penalty 4980.393927 = -3759821.313024 nChanged 459 SP:Iteration 15Q (55966.250000 sec): 3 clusters Score: Raw -3765223.940062 + Penalty 4980.393927 = -3760243.546135 nChanged 319 SP:Iteration 16Q (55966.320000 sec): 3 clusters Score: Raw -3765489.060543 + Penalty 4980.393927 = -3760508.666617 nChanged 218 SP:Iteration 17Q (55966.400000 sec): 3 clusters Score: Raw -3765650.376944 + Penalty 4980.393927 = -3760669.983017 nChanged 144 SP:Iteration 18Q (55966.470000 sec): 3 clusters Score: Raw -3765760.986743 + Penalty 4980.393927 = -3760780.592816 nChanged 122 SP:Iteration 19Q (55966.540000 sec): 3 clusters Score: Raw -3765864.337217 + Penalty 4980.393927 = -3760883.943290 nChanged 110 SP:Iteration 20F (55966.630000 sec): 3 clusters Score: Raw -3765944.558571 + Penalty 4980.393927 = -3760964.164644 nChanged 88 SP:Iteration 21Q (55966.700000 sec): 3 clusters Score: Raw -3766005.662515 + Penalty 4980.393927 = -3761025.268588 nChanged 76 SP:Iteration 22Q (55966.770000 sec): 3 clusters Score: Raw -3766052.569993 + Penalty 4980.393927 = -3761072.176067 nChanged 61 SP:Iteration 23Q (55966.840000 sec): 3 clusters Score: Raw -3766082.153284 + Penalty 4980.393927 = -3761101.759357 nChanged 43 SP:Iteration 24Q (55966.900000 sec): 3 clusters Score: Raw -3766102.680134 + Penalty 4980.393927 = -3761122.286207 nChanged 35 SP:Iteration 25Q (55966.970000 sec): 3 clusters Score: Raw -3766118.222740 + Penalty 4980.393927 = -3761137.828814 nChanged 27 SP:Iteration 26Q (55967.040000 sec): 3 clusters Score: Raw -3766128.286969 + Penalty 4980.393927 = -3761147.893042 nChanged 24 SP:Iteration 27Q (55967.110000 sec): 3 clusters Score: Raw -3766137.870101 + Penalty 4980.393927 = -3761157.476174 nChanged 24 SP:Iteration 28Q (55967.170000 sec): 3 clusters Score: Raw -3766148.365632 + Penalty 4980.393927 = -3761167.971705 nChanged 20 SP:Iteration 29Q (55967.240000 sec): 3 clusters Score: Raw -3766156.008979 + Penalty 4980.393927 = -3761175.615053 nChanged 16 SP:Iteration 30Q (55967.310000 sec): 3 clusters Score: Raw -3766161.329955 + Penalty 4980.393927 = -3761180.936029 nChanged 14 SP:Iteration 31Q (55967.380000 sec): 3 clusters Score: Raw -3766167.656255 + Penalty 4980.393927 = -3761187.262329 nChanged 12 SP:Iteration 32Q (55967.440000 sec): 3 clusters Score: Raw -3766172.302611 + Penalty 4980.393927 = -3761191.908684 nChanged 14 SP:Iteration 33Q (55967.510000 sec): 3 clusters Score: Raw -3766176.819621 + Penalty 4980.393927 = -3761196.425694 nChanged 5 SP:Iteration 34Q (55967.580000 sec): 3 clusters Score: Raw -3766178.428667 + Penalty 4980.393927 = -3761198.034740 nChanged 3 SP:Iteration 35Q (55967.640000 sec): 3 clusters Score: Raw -3766179.147586 + Penalty 4980.393927 = -3761198.753659 nChanged 3 SP:Iteration 36Q (55967.710000 sec): 3 clusters Score: Raw -3766180.198279 + Penalty 4980.393927 = -3761199.804352 nChanged 6 SP:Iteration 37Q (55967.780000 sec): 3 clusters Score: Raw -3766182.553363 + Penalty 4980.393927 = -3761202.159437 nChanged 6 SP:Iteration 38Q (55967.840000 sec): 3 clusters Score: Raw -3766185.000789 + Penalty 4980.393927 = -3761204.606862 nChanged 7 SP:Iteration 39Q (55967.910000 sec): 3 clusters Score: Raw -3766187.515679 + Penalty 4980.393927 = -3761207.121752 nChanged 6 SP:Iteration 40F (55968.000000 sec): 3 clusters Score: Raw -3766189.496353 + Penalty 4980.393927 = -3761209.102427 nChanged 8 SP:Iteration 41Q (55968.070000 sec): 3 clusters Score: Raw -3766191.621958 + Penalty 4980.393927 = -3761211.228031 nChanged 7 SP:Iteration 42Q (55968.130000 sec): 3 clusters Score: Raw -3766193.372173 + Penalty 4980.393927 = -3761212.978246 nChanged 3 SP:Iteration 43Q (55968.200000 sec): 3 clusters Score: Raw -3766194.149677 + Penalty 4980.393927 = -3761213.755750 nChanged 4 SP:Iteration 44Q (55968.270000 sec): 3 clusters Score: Raw -3766195.455740 + Penalty 4980.393927 = -3761215.061814 nChanged 1 SP:Iteration 45Q (55968.340000 sec): 3 clusters Score: Raw -3766195.743886 + Penalty 4980.393927 = -3761215.349959 nChanged 3 SP:Iteration 46Q (55968.400000 sec): 3 clusters Score: Raw -3766196.547019 + Penalty 4980.393927 = -3761216.153092 nChanged 2 SP:Iteration 47Q (55968.470000 sec): 3 clusters Score: Raw -3766197.068920 + Penalty 4980.393927 = -3761216.674994 nChanged 3 SP:Iteration 48Q (55968.540000 sec): 3 clusters Score: Raw -3766198.430908 + Penalty 4980.393927 = -3761218.036982 nChanged 5 SP:Iteration 49Q (55968.600000 sec): 3 clusters Score: Raw -3766201.460438 + Penalty 4980.393927 = -3761221.066512 nChanged 7 SP:Iteration 50Q (55968.670000 sec): 3 clusters Score: Raw -3766204.960324 + Penalty 4980.393927 = -3761224.566397 nChanged 4 SP:Iteration 51Q (55968.740000 sec): 3 clusters Score: Raw -3766207.259011 + Penalty 4980.393927 = -3761226.865085 nChanged 6 SP:Iteration 52Q (55968.800000 sec): 3 clusters Score: Raw -3766210.361856 + Penalty 4980.393927 = -3761229.967929 nChanged 7 SP:Iteration 53Q (55968.870000 sec): 3 clusters Score: Raw -3766213.350700 + Penalty 4980.393927 = -3761232.956773 nChanged 5 SP:Iteration 54Q (55968.940000 sec): 3 clusters Score: Raw -3766215.732067 + Penalty 4980.393927 = -3761235.338141 nChanged 7 SP:Iteration 55Q (55969.000000 sec): 3 clusters Score: Raw -3766217.930382 + Penalty 4980.393927 = -3761237.536455 nChanged 3 SP:Iteration 56Q (55969.070000 sec): 3 clusters Score: Raw -3766219.038293 + Penalty 4980.393927 = -3761238.644366 nChanged 2 SP:Iteration 57Q (55969.140000 sec): 3 clusters Score: Raw -3766219.746329 + Penalty 4980.393927 = -3761239.352402 nChanged 2 SP:Iteration 58Q (55969.200000 sec): 3 clusters Score: Raw -3766220.288248 + Penalty 4980.393927 = -3761239.894322 nChanged 0 SP:Iteration 59F (55969.290000 sec): 3 clusters Score: Raw -3766220.288248 + Penalty 4980.393927 = -3761239.894322 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55969.300000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55969.300000 sec): 3 clusters Score: Raw -42310.944835 + Penalty 2899.833632 = -39411.111203 nChanged 88 SP:Iteration 1F (55969.310000 sec): 3 clusters Score: Raw -42744.459631 + Penalty 2899.833632 = -39844.625999 nChanged 30 SP:Iteration 2F (55969.310000 sec): 3 clusters Score: Raw -42843.550077 + Penalty 2899.833632 = -39943.716445 nChanged 9 SP:Iteration 3Q (55969.310000 sec): 3 clusters Score: Raw -42913.228584 + Penalty 2899.833632 = -40013.394952 nChanged 13 SP:Iteration 4Q (55969.310000 sec): 3 clusters Score: Raw -42971.435554 + Penalty 2899.833632 = -40071.601922 nChanged 7 SP:Iteration 5Q (55969.310000 sec): 3 clusters Score: Raw -43046.219635 + Penalty 2899.833632 = -40146.386003 nChanged 8 SP:Iteration 6Q (55969.310000 sec): 3 clusters Score: Raw -43092.240672 + Penalty 2899.833632 = -40192.407040 nChanged 4 SP:Iteration 7Q (55969.320000 sec): 3 clusters Score: Raw -43116.605393 + Penalty 2899.833632 = -40216.771761 nChanged 4 SP:Iteration 8Q (55969.320000 sec): 3 clusters Score: Raw -43134.368636 + Penalty 2899.833632 = -40234.535004 nChanged 3 SP:Iteration 9Q (55969.320000 sec): 3 clusters Score: Raw -43146.632591 + Penalty 2899.833632 = -40246.798958 nChanged 0 SP:Iteration 10F (55969.320000 sec): 3 clusters Score: Raw -43146.632591 + Penalty 2899.833632 = -40246.798958 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55969.390000 sec): 2 clusters Score: Raw -3198134.433894 + Penalty 2431.419059 = -3195703.014835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55969.460000 sec): 3 clusters Score: Raw -3187713.306212 + Penalty 4862.838118 = -3182850.468094 nChanged 8009 SP:Iteration 1F (55969.530000 sec): 3 clusters Score: Raw -3191995.177307 + Penalty 4862.838118 = -3187132.339189 nChanged 1030 SP:Iteration 2F (55969.600000 sec): 3 clusters Score: Raw -3192401.352904 + Penalty 4862.838118 = -3187538.514786 nChanged 870 SP:Iteration 3Q (55969.670000 sec): 3 clusters Score: Raw -3192737.493843 + Penalty 4862.838118 = -3187874.655725 nChanged 779 SP:Iteration 4Q (55969.740000 sec): 3 clusters Score: Raw -3193042.489814 + Penalty 4862.838118 = -3188179.651697 nChanged 707 SP:Iteration 5Q (55969.810000 sec): 3 clusters Score: Raw -3193328.548037 + Penalty 4862.838118 = -3188465.709920 nChanged 708 SP:Iteration 6Q (55969.880000 sec): 3 clusters Score: Raw -3193634.890829 + Penalty 4862.838118 = -3188772.052711 nChanged 743 SP:Iteration 7Q (55969.960000 sec): 3 clusters Score: Raw -3194004.209818 + Penalty 4862.838118 = -3189141.371701 nChanged 805 SP:Iteration 8Q (55970.030000 sec): 3 clusters Score: Raw -3194501.630900 + Penalty 4862.838118 = -3189638.792782 nChanged 936 SP:Iteration 9F (55970.100000 sec): 3 clusters Score: Raw -3195161.826880 + Penalty 4862.838118 = -3190298.988762 nChanged 981 SP:Iteration 10F (55970.170000 sec): 3 clusters Score: Raw -3195831.614463 + Penalty 4862.838118 = -3190968.776345 nChanged 904 SP:Iteration 11Q (55970.240000 sec): 3 clusters Score: Raw -3196481.302501 + Penalty 4862.838118 = -3191618.464383 nChanged 791 SP:Iteration 12Q (55970.310000 sec): 3 clusters Score: Raw -3197018.245705 + Penalty 4862.838118 = -3192155.407587 nChanged 653 SP:Iteration 13Q (55970.380000 sec): 3 clusters Score: Raw -3197415.558435 + Penalty 4862.838118 = -3192552.720317 nChanged 498 SP:Iteration 14Q (55970.450000 sec): 3 clusters Score: Raw -3197687.547313 + Penalty 4862.838118 = -3192824.709195 nChanged 403 SP:Iteration 15Q (55970.520000 sec): 3 clusters Score: Raw -3197885.904467 + Penalty 4862.838118 = -3193023.066349 nChanged 319 SP:Iteration 16Q (55970.580000 sec): 3 clusters Score: Raw -3198025.492058 + Penalty 4862.838118 = -3193162.653941 nChanged 285 SP:Iteration 17Q (55970.650000 sec): 3 clusters Score: Raw -3198163.603837 + Penalty 4862.838118 = -3193300.765719 nChanged 230 SP:Iteration 18Q (55970.710000 sec): 3 clusters Score: Raw -3198267.496633 + Penalty 4862.838118 = -3193404.658515 nChanged 192 SP:Iteration 19Q (55970.780000 sec): 3 clusters Score: Raw -3198343.917052 + Penalty 4862.838118 = -3193481.078935 nChanged 197 SP:Iteration 20F (55970.850000 sec): 3 clusters Score: Raw -3198417.320967 + Penalty 4862.838118 = -3193554.482849 nChanged 180 SP:Iteration 21Q (55970.910000 sec): 3 clusters Score: Raw -3198490.624777 + Penalty 4862.838118 = -3193627.786659 nChanged 164 SP:Iteration 22Q (55970.970000 sec): 3 clusters Score: Raw -3198558.404313 + Penalty 4862.838118 = -3193695.566195 nChanged 174 SP:Iteration 23Q (55971.030000 sec): 3 clusters Score: Raw -3198648.740457 + Penalty 4862.838118 = -3193785.902340 nChanged 163 SP:Iteration 24Q (55971.100000 sec): 3 clusters Score: Raw -3198735.921048 + Penalty 4862.838118 = -3193873.082931 nChanged 175 SP:Iteration 25Q (55971.160000 sec): 3 clusters Score: Raw -3198829.238916 + Penalty 4862.838118 = -3193966.400798 nChanged 150 SP:Iteration 26Q (55971.220000 sec): 3 clusters Score: Raw -3198902.859971 + Penalty 4862.838118 = -3194040.021853 nChanged 139 SP:Iteration 27Q (55971.280000 sec): 3 clusters Score: Raw -3198976.745426 + Penalty 4862.838118 = -3194113.907308 nChanged 140 SP:Iteration 28Q (55971.340000 sec): 3 clusters Score: Raw -3199054.095528 + Penalty 4862.838118 = -3194191.257410 nChanged 124 SP:Iteration 29Q (55971.390000 sec): 3 clusters Score: Raw -3199133.354552 + Penalty 4862.838118 = -3194270.516435 nChanged 122 SP:Iteration 30Q (55971.450000 sec): 3 clusters Score: Raw -3199197.863302 + Penalty 4862.838118 = -3194335.025184 nChanged 113 SP:Iteration 31Q (55971.510000 sec): 3 clusters Score: Raw -3199246.455043 + Penalty 4862.838118 = -3194383.616925 nChanged 95 SP:Iteration 32Q (55971.570000 sec): 3 clusters Score: Raw -3199284.643389 + Penalty 4862.838118 = -3194421.805271 nChanged 90 SP:Iteration 33Q (55971.630000 sec): 3 clusters Score: Raw -3199320.221230 + Penalty 4862.838118 = -3194457.383112 nChanged 72 SP:Iteration 34Q (55971.680000 sec): 3 clusters Score: Raw -3199341.330643 + Penalty 4862.838118 = -3194478.492525 nChanged 55 SP:Iteration 35Q (55971.740000 sec): 3 clusters Score: Raw -3199357.632857 + Penalty 4862.838118 = -3194494.794739 nChanged 49 SP:Iteration 36Q (55971.800000 sec): 3 clusters Score: Raw -3199373.997803 + Penalty 4862.838118 = -3194511.159685 nChanged 46 SP:Iteration 37Q (55971.860000 sec): 3 clusters Score: Raw -3199388.826061 + Penalty 4862.838118 = -3194525.987943 nChanged 37 SP:Iteration 38Q (55971.920000 sec): 3 clusters Score: Raw -3199396.452842 + Penalty 4862.838118 = -3194533.614725 nChanged 21 SP:Iteration 39Q (55971.970000 sec): 3 clusters Score: Raw -3199400.331088 + Penalty 4862.838118 = -3194537.492971 nChanged 21 SP:Iteration 40F (55972.040000 sec): 3 clusters Score: Raw -3199405.151767 + Penalty 4862.838118 = -3194542.313649 nChanged 17 SP:Iteration 41Q (55972.100000 sec): 3 clusters Score: Raw -3199410.338789 + Penalty 4862.838118 = -3194547.500671 nChanged 21 SP:Iteration 42Q (55972.160000 sec): 3 clusters Score: Raw -3199416.321199 + Penalty 4862.838118 = -3194553.483081 nChanged 25 SP:Iteration 43Q (55972.220000 sec): 3 clusters Score: Raw -3199421.488437 + Penalty 4862.838118 = -3194558.650319 nChanged 14 SP:Iteration 44Q (55972.270000 sec): 3 clusters Score: Raw -3199425.111644 + Penalty 4862.838118 = -3194562.273526 nChanged 17 SP:Iteration 45Q (55972.330000 sec): 3 clusters Score: Raw -3199430.431372 + Penalty 4862.838118 = -3194567.593254 nChanged 22 SP:Iteration 46Q (55972.390000 sec): 3 clusters Score: Raw -3199435.613768 + Penalty 4862.838118 = -3194572.775650 nChanged 18 SP:Iteration 47Q (55972.440000 sec): 3 clusters Score: Raw -3199438.898584 + Penalty 4862.838118 = -3194576.060466 nChanged 18 SP:Iteration 48Q (55972.500000 sec): 3 clusters Score: Raw -3199441.996745 + Penalty 4862.838118 = -3194579.158627 nChanged 10 SP:Iteration 49Q (55972.560000 sec): 3 clusters Score: Raw -3199444.184892 + Penalty 4862.838118 = -3194581.346774 nChanged 8 SP:Iteration 50Q (55972.610000 sec): 3 clusters Score: Raw -3199446.076007 + Penalty 4862.838118 = -3194583.237889 nChanged 10 SP:Iteration 51Q (55972.670000 sec): 3 clusters Score: Raw -3199448.626726 + Penalty 4862.838118 = -3194585.788608 nChanged 8 SP:Iteration 52Q (55972.730000 sec): 3 clusters Score: Raw -3199450.023567 + Penalty 4862.838118 = -3194587.185449 nChanged 10 SP:Iteration 53Q (55972.780000 sec): 3 clusters Score: Raw -3199452.272387 + Penalty 4862.838118 = -3194589.434269 nChanged 14 SP:Iteration 54Q (55972.840000 sec): 3 clusters Score: Raw -3199455.000371 + Penalty 4862.838118 = -3194592.162253 nChanged 9 SP:Iteration 55Q (55972.900000 sec): 3 clusters Score: Raw -3199456.532564 + Penalty 4862.838118 = -3194593.694447 nChanged 5 SP:Iteration 56Q (55972.960000 sec): 3 clusters Score: Raw -3199457.363063 + Penalty 4862.838118 = -3194594.524945 nChanged 4 SP:Iteration 57Q (55973.010000 sec): 3 clusters Score: Raw -3199458.104636 + Penalty 4862.838118 = -3194595.266518 nChanged 1 SP:Iteration 58Q (55973.070000 sec): 3 clusters Score: Raw -3199458.265053 + Penalty 4862.838118 = -3194595.426935 nChanged 1 SP:Iteration 59Q (55973.120000 sec): 3 clusters Score: Raw -3199458.558898 + Penalty 4862.838118 = -3194595.720780 nChanged 0 SP:Iteration 60F (55973.200000 sec): 3 clusters Score: Raw -3199458.558898 + Penalty 4862.838118 = -3194595.720780 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (55973.950000 sec): 2 clusters Score: Raw -38108603.118393 + Penalty 3051.282317 = -38105551.836076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55974.860000 sec): 3 clusters Score: Raw -37964209.597297 + Penalty 6102.564635 = -37958107.032662 nChanged 105856 SP:Iteration 1F (55975.760000 sec): 3 clusters Score: Raw -38026600.309392 + Penalty 6102.564635 = -38020497.744757 nChanged 6439 SP:Iteration 2Q (55976.680000 sec): 3 clusters Score: Raw -38028182.667496 + Penalty 6102.564635 = -38022080.102862 nChanged 7386 SP:Iteration 3Q (55977.600000 sec): 3 clusters Score: Raw -38030424.453511 + Penalty 6102.564635 = -38024321.888876 nChanged 8849 SP:Iteration 4Q (55978.510000 sec): 3 clusters Score: Raw -38033677.315036 + Penalty 6102.564635 = -38027574.750401 nChanged 10245 SP:Iteration 5Q (55979.430000 sec): 3 clusters Score: Raw -38038039.130349 + Penalty 6102.564635 = -38031936.565714 nChanged 11718 SP:Iteration 6F (55980.340000 sec): 3 clusters Score: Raw -38043941.929386 + Penalty 6102.564635 = -38037839.364751 nChanged 12811 SP:Iteration 7F (55981.240000 sec): 3 clusters Score: Raw -38051067.337961 + Penalty 6102.564635 = -38044964.773326 nChanged 12779 SP:Iteration 8F (55982.140000 sec): 3 clusters Score: Raw -38058670.568733 + Penalty 6102.564635 = -38052568.004098 nChanged 11796 SP:Iteration 9F (55983.050000 sec): 3 clusters Score: Raw -38065863.152036 + Penalty 6102.564635 = -38059760.587401 nChanged 10136 SP:Iteration 10Q (55983.950000 sec): 3 clusters Score: Raw -38071614.980747 + Penalty 6102.564635 = -38065512.416112 nChanged 7999 SP:Iteration 11Q (55984.850000 sec): 3 clusters Score: Raw -38075374.818201 + Penalty 6102.564635 = -38069272.253567 nChanged 6035 SP:Iteration 12Q (55985.740000 sec): 3 clusters Score: Raw -38077680.153251 + Penalty 6102.564635 = -38071577.588617 nChanged 4678 SP:Iteration 13Q (55986.620000 sec): 3 clusters Score: Raw -38079222.720757 + Penalty 6102.564635 = -38073120.156123 nChanged 4013 SP:Iteration 14Q (55987.490000 sec): 3 clusters Score: Raw -38080495.312646 + Penalty 6102.564635 = -38074392.748011 nChanged 3857 SP:Iteration 15Q (55988.360000 sec): 3 clusters Score: Raw -38081733.564678 + Penalty 6102.564635 = -38075631.000043 nChanged 3890 SP:Iteration 16Q (55989.210000 sec): 3 clusters Score: Raw -38082999.422477 + Penalty 6102.564635 = -38076896.857843 nChanged 3906 SP:Iteration 17Q (55990.050000 sec): 3 clusters Score: Raw -38084323.247449 + Penalty 6102.564635 = -38078220.682815 nChanged 4054 SP:Iteration 18Q (55990.890000 sec): 3 clusters Score: Raw -38085793.395311 + Penalty 6102.564635 = -38079690.830676 nChanged 4045 SP:Iteration 19Q (55991.710000 sec): 3 clusters Score: Raw -38087323.557701 + Penalty 6102.564635 = -38081220.993066 nChanged 4127 SP:Iteration 20F (55992.620000 sec): 3 clusters Score: Raw -38088979.190453 + Penalty 6102.564635 = -38082876.625818 nChanged 4116 SP:Iteration 21Q (55993.420000 sec): 3 clusters Score: Raw -38090682.620040 + Penalty 6102.564635 = -38084580.055405 nChanged 3985 SP:Iteration 22Q (55994.210000 sec): 3 clusters Score: Raw -38092396.287726 + Penalty 6102.564635 = -38086293.723092 nChanged 3990 SP:Iteration 23Q (55994.980000 sec): 3 clusters Score: Raw -38094212.076023 + Penalty 6102.564635 = -38088109.511388 nChanged 3738 SP:Iteration 24Q (55995.730000 sec): 3 clusters Score: Raw -38095948.644688 + Penalty 6102.564635 = -38089846.080053 nChanged 3451 SP:Iteration 25Q (55996.470000 sec): 3 clusters Score: Raw -38097603.814961 + Penalty 6102.564635 = -38091501.250326 nChanged 3272 SP:Iteration 26Q (55997.210000 sec): 3 clusters Score: Raw -38099251.019060 + Penalty 6102.564635 = -38093148.454425 nChanged 2969 SP:Iteration 27Q (55997.930000 sec): 3 clusters Score: Raw -38100827.463060 + Penalty 6102.564635 = -38094724.898426 nChanged 2801 SP:Iteration 28Q (55998.640000 sec): 3 clusters Score: Raw -38102405.701433 + Penalty 6102.564635 = -38096303.136798 nChanged 2458 SP:Iteration 29Q (55999.340000 sec): 3 clusters Score: Raw -38103819.401092 + Penalty 6102.564635 = -38097716.836457 nChanged 2072 SP:Iteration 30Q (56000.020000 sec): 3 clusters Score: Raw -38105053.894125 + Penalty 6102.564635 = -38098951.329490 nChanged 1750 SP:Iteration 31Q (56000.690000 sec): 3 clusters Score: Raw -38106060.450723 + Penalty 6102.564635 = -38099957.886088 nChanged 1384 SP:Iteration 32Q (56001.360000 sec): 3 clusters Score: Raw -38106804.900553 + Penalty 6102.564635 = -38100702.335918 nChanged 1100 SP:Iteration 33Q (56002.010000 sec): 3 clusters Score: Raw -38107380.828755 + Penalty 6102.564635 = -38101278.264121 nChanged 925 SP:Iteration 34Q (56002.660000 sec): 3 clusters Score: Raw -38107850.961097 + Penalty 6102.564635 = -38101748.396463 nChanged 705 SP:Iteration 35Q (56003.310000 sec): 3 clusters Score: Raw -38108173.746929 + Penalty 6102.564635 = -38102071.182294 nChanged 541 SP:Iteration 36Q (56003.950000 sec): 3 clusters Score: Raw -38108399.328069 + Penalty 6102.564635 = -38102296.763435 nChanged 405 SP:Iteration 37Q (56004.590000 sec): 3 clusters Score: Raw -38108550.133973 + Penalty 6102.564635 = -38102447.569338 nChanged 349 SP:Iteration 38Q (56005.230000 sec): 3 clusters Score: Raw -38108671.058701 + Penalty 6102.564635 = -38102568.494066 nChanged 273 SP:Iteration 39Q (56005.860000 sec): 3 clusters Score: Raw -38108763.931540 + Penalty 6102.564635 = -38102661.366905 nChanged 237 SP:Iteration 40F (56006.750000 sec): 3 clusters Score: Raw -38108841.822180 + Penalty 6102.564635 = -38102739.257545 nChanged 197 SP:Iteration 41Q (56007.380000 sec): 3 clusters Score: Raw -38108900.602746 + Penalty 6102.564635 = -38102798.038112 nChanged 169 SP:Iteration 42Q (56008.020000 sec): 3 clusters Score: Raw -38108955.466364 + Penalty 6102.564635 = -38102852.901729 nChanged 156 SP:Iteration 43Q (56008.640000 sec): 3 clusters Score: Raw -38108999.940404 + Penalty 6102.564635 = -38102897.375770 nChanged 131 SP:Iteration 44Q (56009.280000 sec): 3 clusters Score: Raw -38109033.279853 + Penalty 6102.564635 = -38102930.715218 nChanged 97 SP:Iteration 45Q (56009.900000 sec): 3 clusters Score: Raw -38109059.720385 + Penalty 6102.564635 = -38102957.155750 nChanged 84 SP:Iteration 46Q (56010.530000 sec): 3 clusters Score: Raw -38109081.261706 + Penalty 6102.564635 = -38102978.697072 nChanged 74 SP:Iteration 47Q (56011.160000 sec): 3 clusters Score: Raw -38109103.445970 + Penalty 6102.564635 = -38103000.881335 nChanged 73 SP:Iteration 48Q (56011.790000 sec): 3 clusters Score: Raw -38109121.083529 + Penalty 6102.564635 = -38103018.518894 nChanged 54 SP:Iteration 49Q (56012.420000 sec): 3 clusters Score: Raw -38109133.079866 + Penalty 6102.564635 = -38103030.515231 nChanged 52 SP:Iteration 50Q (56013.050000 sec): 3 clusters Score: Raw -38109144.925049 + Penalty 6102.564635 = -38103042.360414 nChanged 45 SP:Iteration 51Q (56013.680000 sec): 3 clusters Score: Raw -38109156.009038 + Penalty 6102.564635 = -38103053.444403 nChanged 40 SP:Iteration 52Q (56014.300000 sec): 3 clusters Score: Raw -38109165.970018 + Penalty 6102.564635 = -38103063.405383 nChanged 33 SP:Iteration 53Q (56014.930000 sec): 3 clusters Score: Raw -38109172.690089 + Penalty 6102.564635 = -38103070.125454 nChanged 28 SP:Iteration 54Q (56015.560000 sec): 3 clusters Score: Raw -38109179.378871 + Penalty 6102.564635 = -38103076.814237 nChanged 34 SP:Iteration 55Q (56016.180000 sec): 3 clusters Score: Raw -38109187.096029 + Penalty 6102.564635 = -38103084.531395 nChanged 34 SP:Iteration 56Q (56016.810000 sec): 3 clusters Score: Raw -38109194.507973 + Penalty 6102.564635 = -38103091.943339 nChanged 28 SP:Iteration 57Q (56017.440000 sec): 3 clusters Score: Raw -38109201.017735 + Penalty 6102.564635 = -38103098.453100 nChanged 19 SP:Iteration 58Q (56018.060000 sec): 3 clusters Score: Raw -38109205.492087 + Penalty 6102.564635 = -38103102.927452 nChanged 16 SP:Iteration 59Q (56018.690000 sec): 3 clusters Score: Raw -38109208.642638 + Penalty 6102.564635 = -38103106.078003 nChanged 15 SP:Iteration 60F (56019.580000 sec): 3 clusters Score: Raw -38109211.313398 + Penalty 6102.564635 = -38103108.748764 nChanged 14 SP:Iteration 61Q (56020.200000 sec): 3 clusters Score: Raw -38109213.702771 + Penalty 6102.564635 = -38103111.138136 nChanged 14 SP:Iteration 62Q (56020.830000 sec): 3 clusters Score: Raw -38109216.254913 + Penalty 6102.564635 = -38103113.690279 nChanged 11 SP:Iteration 63Q (56021.460000 sec): 3 clusters Score: Raw -38109217.641792 + Penalty 6102.564635 = -38103115.077157 nChanged 7 SP:Iteration 64Q (56022.080000 sec): 3 clusters Score: Raw -38109218.834043 + Penalty 6102.564635 = -38103116.269408 nChanged 11 SP:Iteration 65Q (56022.710000 sec): 3 clusters Score: Raw -38109220.753052 + Penalty 6102.564635 = -38103118.188417 nChanged 11 SP:Iteration 66Q (56023.330000 sec): 3 clusters Score: Raw -38109222.873414 + Penalty 6102.564635 = -38103120.308779 nChanged 5 SP:Iteration 67Q (56023.960000 sec): 3 clusters Score: Raw -38109223.965322 + Penalty 6102.564635 = -38103121.400687 nChanged 5 SP:Iteration 68Q (56024.580000 sec): 3 clusters Score: Raw -38109225.000293 + Penalty 6102.564635 = -38103122.435658 nChanged 6 SP:Iteration 69Q (56025.210000 sec): 3 clusters Score: Raw -38109225.995962 + Penalty 6102.564635 = -38103123.431327 nChanged 9 SP:Iteration 70Q (56025.840000 sec): 3 clusters Score: Raw -38109227.513869 + Penalty 6102.564635 = -38103124.949235 nChanged 5 SP:Iteration 71Q (56026.460000 sec): 3 clusters Score: Raw -38109228.936192 + Penalty 6102.564635 = -38103126.371557 nChanged 12 SP:Iteration 72Q (56027.090000 sec): 3 clusters Score: Raw -38109230.988567 + Penalty 6102.564635 = -38103128.423932 nChanged 6 SP:Iteration 73Q (56027.720000 sec): 3 clusters Score: Raw -38109231.930631 + Penalty 6102.564635 = -38103129.365997 nChanged 3 SP:Iteration 74Q (56028.340000 sec): 3 clusters Score: Raw -38109232.530858 + Penalty 6102.564635 = -38103129.966223 nChanged 9 SP:Iteration 75Q (56028.970000 sec): 3 clusters Score: Raw -38109234.057720 + Penalty 6102.564635 = -38103131.493086 nChanged 7 SP:Iteration 76Q (56029.590000 sec): 3 clusters Score: Raw -38109235.493059 + Penalty 6102.564635 = -38103132.928424 nChanged 5 SP:Iteration 77Q (56030.220000 sec): 3 clusters Score: Raw -38109236.250969 + Penalty 6102.564635 = -38103133.686334 nChanged 6 SP:Iteration 78Q (56030.840000 sec): 3 clusters Score: Raw -38109236.874871 + Penalty 6102.564635 = -38103134.310237 nChanged 3 SP:Iteration 79Q (56031.470000 sec): 3 clusters Score: Raw -38109237.202406 + Penalty 6102.564635 = -38103134.637771 nChanged 2 SP:Iteration 80F (56032.360000 sec): 3 clusters Score: Raw -38109237.670208 + Penalty 6102.564635 = -38103135.105573 nChanged 4 SP:Iteration 81Q (56032.980000 sec): 3 clusters Score: Raw -38109238.158149 + Penalty 6102.564635 = -38103135.593514 nChanged 2 SP:Iteration 82Q (56033.610000 sec): 3 clusters Score: Raw -38109238.350442 + Penalty 6102.564635 = -38103135.785807 nChanged 0 SP:Iteration 83F (56034.500000 sec): 3 clusters Score: Raw -38109238.350442 + Penalty 6102.564635 = -38103135.785807 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56034.580000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56034.580000 sec): 3 clusters Score: Raw -273515.741182 + Penalty 3665.223721 = -269850.517461 nChanged 496 SP:Iteration 1F (56034.590000 sec): 3 clusters Score: Raw -273913.208167 + Penalty 3665.223721 = -270247.984446 nChanged 115 SP:Iteration 2F (56034.600000 sec): 3 clusters Score: Raw -274030.862793 + Penalty 3665.223721 = -270365.639072 nChanged 75 SP:Iteration 3Q (56034.600000 sec): 3 clusters Score: Raw -274101.110247 + Penalty 3665.223721 = -270435.886526 nChanged 39 SP:Iteration 4Q (56034.610000 sec): 3 clusters Score: Raw -274135.447387 + Penalty 3665.223721 = -270470.223666 nChanged 41 SP:Iteration 5Q (56034.620000 sec): 3 clusters Score: Raw -274174.149069 + Penalty 3665.223721 = -270508.925348 nChanged 27 SP:Iteration 6Q (56034.620000 sec): 3 clusters Score: Raw -274202.891443 + Penalty 3665.223721 = -270537.667722 nChanged 26 SP:Iteration 7Q (56034.630000 sec): 3 clusters Score: Raw -274230.669052 + Penalty 3665.223721 = -270565.445331 nChanged 27 SP:Iteration 8Q (56034.640000 sec): 3 clusters Score: Raw -274255.644751 + Penalty 3665.223721 = -270590.421030 nChanged 28 SP:Iteration 9Q (56034.640000 sec): 3 clusters Score: Raw -274287.673369 + Penalty 3665.223721 = -270622.449648 nChanged 31 SP:Iteration 10Q (56034.650000 sec): 3 clusters Score: Raw -274314.504993 + Penalty 3665.223721 = -270649.281272 nChanged 26 SP:Iteration 11Q (56034.650000 sec): 3 clusters Score: Raw -274338.359181 + Penalty 3665.223721 = -270673.135460 nChanged 24 SP:Iteration 12Q (56034.660000 sec): 3 clusters Score: Raw -274361.022685 + Penalty 3665.223721 = -270695.798964 nChanged 23 SP:Iteration 13Q (56034.670000 sec): 3 clusters Score: Raw -274384.224342 + Penalty 3665.223721 = -270719.000621 nChanged 18 SP:Iteration 14Q (56034.670000 sec): 3 clusters Score: Raw -274401.138748 + Penalty 3665.223721 = -270735.915027 nChanged 12 SP:Iteration 15Q (56034.680000 sec): 3 clusters Score: Raw -274412.438573 + Penalty 3665.223721 = -270747.214852 nChanged 21 SP:Iteration 16Q (56034.680000 sec): 3 clusters Score: Raw -274440.945559 + Penalty 3665.223721 = -270775.721838 nChanged 26 SP:Iteration 17Q (56034.690000 sec): 3 clusters Score: Raw -274468.503087 + Penalty 3665.223721 = -270803.279366 nChanged 26 SP:Iteration 18Q (56034.700000 sec): 3 clusters Score: Raw -274500.374653 + Penalty 3665.223721 = -270835.150932 nChanged 25 SP:Iteration 19Q (56034.700000 sec): 3 clusters Score: Raw -274533.588690 + Penalty 3665.223721 = -270868.364969 nChanged 26 SP:Iteration 20F (56034.710000 sec): 3 clusters Score: Raw -274568.726481 + Penalty 3665.223721 = -270903.502760 nChanged 32 SP:Iteration 21Q (56034.720000 sec): 3 clusters Score: Raw -274612.380793 + Penalty 3665.223721 = -270947.157072 nChanged 32 SP:Iteration 22Q (56034.720000 sec): 3 clusters Score: Raw -274649.404106 + Penalty 3665.223721 = -270984.180385 nChanged 22 SP:Iteration 23Q (56034.730000 sec): 3 clusters Score: Raw -274669.513186 + Penalty 3665.223721 = -271004.289465 nChanged 16 SP:Iteration 24Q (56034.740000 sec): 3 clusters Score: Raw -274685.339367 + Penalty 3665.223721 = -271020.115646 nChanged 18 SP:Iteration 25Q (56034.740000 sec): 3 clusters Score: Raw -274705.085314 + Penalty 3665.223721 = -271039.861593 nChanged 20 SP:Iteration 26Q (56034.750000 sec): 3 clusters Score: Raw -274724.157421 + Penalty 3665.223721 = -271058.933700 nChanged 13 SP:Iteration 27Q (56034.750000 sec): 3 clusters Score: Raw -274741.849792 + Penalty 3665.223721 = -271076.626071 nChanged 8 SP:Iteration 28Q (56034.760000 sec): 3 clusters Score: Raw -274751.085885 + Penalty 3665.223721 = -271085.862164 nChanged 8 SP:Iteration 29Q (56034.770000 sec): 3 clusters Score: Raw -274759.273067 + Penalty 3665.223721 = -271094.049346 nChanged 4 SP:Iteration 30Q (56034.770000 sec): 3 clusters Score: Raw -274761.765038 + Penalty 3665.223721 = -271096.541317 nChanged 2 SP:Iteration 31Q (56034.780000 sec): 3 clusters Score: Raw -274763.050148 + Penalty 3665.223721 = -271097.826427 nChanged 0 SP:Iteration 32F (56034.780000 sec): 3 clusters Score: Raw -274763.050148 + Penalty 3665.223721 = -271097.826427 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56034.790000 sec): 2 clusters Score: Raw -108487.975856 + Penalty 1607.431128 = -106880.544728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56034.800000 sec): 3 clusters Score: Raw -108423.527561 + Penalty 3214.862256 = -105208.665305 nChanged 132 SP:Iteration 1F (56034.800000 sec): 3 clusters Score: Raw -108650.837677 + Penalty 3214.862256 = -105435.975420 nChanged 34 SP:Iteration 2F (56034.800000 sec): 3 clusters Score: Raw -108707.240228 + Penalty 3214.862256 = -105492.377972 nChanged 17 SP:Iteration 3Q (56034.800000 sec): 3 clusters Score: Raw -108744.488453 + Penalty 3214.862256 = -105529.626197 nChanged 14 SP:Iteration 4Q (56034.800000 sec): 3 clusters Score: Raw -108774.277651 + Penalty 3214.862256 = -105559.415395 nChanged 10 SP:Iteration 5Q (56034.810000 sec): 3 clusters Score: Raw -108798.126593 + Penalty 3214.862256 = -105583.264337 nChanged 6 SP:Iteration 6Q (56034.810000 sec): 3 clusters Score: Raw -108809.065383 + Penalty 3214.862256 = -105594.203127 nChanged 3 SP:Iteration 7Q (56034.810000 sec): 3 clusters Score: Raw -108812.796012 + Penalty 3214.862256 = -105597.933755 nChanged 0 SP:Iteration 8F (56034.820000 sec): 3 clusters Score: Raw -108812.796012 + Penalty 3214.862256 = -105597.933755 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56035.610000 sec): 2 clusters Score: Raw -42769811.564162 + Penalty 3062.018085 = -42766749.546077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56036.560000 sec): 3 clusters Score: Raw -42617842.433924 + Penalty 6124.036171 = -42611718.397754 nChanged 111149 SP:Iteration 1F (56037.500000 sec): 3 clusters Score: Raw -42683808.628468 + Penalty 6124.036171 = -42677684.592297 nChanged 5948 SP:Iteration 2Q (56038.460000 sec): 3 clusters Score: Raw -42684968.645205 + Penalty 6124.036171 = -42678844.609035 nChanged 6316 SP:Iteration 3Q (56039.420000 sec): 3 clusters Score: Raw -42686443.894919 + Penalty 6124.036171 = -42680319.858749 nChanged 7311 SP:Iteration 4Q (56040.370000 sec): 3 clusters Score: Raw -42688675.890840 + Penalty 6124.036171 = -42682551.854669 nChanged 9278 SP:Iteration 5Q (56041.330000 sec): 3 clusters Score: Raw -42692468.410536 + Penalty 6124.036171 = -42686344.374365 nChanged 12359 SP:Iteration 6F (56042.270000 sec): 3 clusters Score: Raw -42699232.108568 + Penalty 6124.036171 = -42693108.072397 nChanged 16688 SP:Iteration 7F (56043.220000 sec): 3 clusters Score: Raw -42711112.249197 + Penalty 6124.036171 = -42704988.213026 nChanged 20298 SP:Iteration 8F (56044.160000 sec): 3 clusters Score: Raw -42728772.382982 + Penalty 6124.036171 = -42722648.346811 nChanged 19841 SP:Iteration 9F (56045.080000 sec): 3 clusters Score: Raw -42747871.044417 + Penalty 6124.036171 = -42741747.008246 nChanged 13728 SP:Iteration 10F (56046.020000 sec): 3 clusters Score: Raw -42761177.979476 + Penalty 6124.036171 = -42755053.943305 nChanged 6523 SP:Iteration 11Q (56046.820000 sec): 3 clusters Score: Raw -42767176.745750 + Penalty 6124.036171 = -42761052.709579 nChanged 2182 SP:Iteration 12Q (56047.530000 sec): 3 clusters Score: Raw -42769054.181669 + Penalty 6124.036171 = -42762930.145498 nChanged 665 SP:Iteration 13Q (56048.200000 sec): 3 clusters Score: Raw -42769666.331055 + Penalty 6124.036171 = -42763542.294884 nChanged 218 SP:Iteration 14Q (56048.850000 sec): 3 clusters Score: Raw -42769896.308690 + Penalty 6124.036171 = -42763772.272520 nChanged 105 SP:Iteration 15Q (56049.490000 sec): 3 clusters Score: Raw -42770026.829733 + Penalty 6124.036171 = -42763902.793562 nChanged 51 SP:Iteration 16Q (56050.140000 sec): 3 clusters Score: Raw -42770088.552001 + Penalty 6124.036171 = -42763964.515830 nChanged 26 SP:Iteration 17Q (56050.780000 sec): 3 clusters Score: Raw -42770117.509196 + Penalty 6124.036171 = -42763993.473025 nChanged 16 SP:Iteration 18Q (56051.420000 sec): 3 clusters Score: Raw -42770134.115264 + Penalty 6124.036171 = -42764010.079093 nChanged 10 SP:Iteration 19Q (56052.060000 sec): 3 clusters Score: Raw -42770144.629140 + Penalty 6124.036171 = -42764020.592969 nChanged 8 SP:Iteration 20F (56052.980000 sec): 3 clusters Score: Raw -42770153.311908 + Penalty 6124.036171 = -42764029.275737 nChanged 1 SP:Iteration 21Q (56053.620000 sec): 3 clusters Score: Raw -42770154.176991 + Penalty 6124.036171 = -42764030.140820 nChanged 1 SP:Iteration 22Q (56054.260000 sec): 3 clusters Score: Raw -42770155.482181 + Penalty 6124.036171 = -42764031.446010 nChanged 0 SP:Iteration 23F (56055.190000 sec): 3 clusters Score: Raw -42770155.482181 + Penalty 6124.036171 = -42764031.446010 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56055.270000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56055.270000 sec): 3 clusters Score: Raw -46546.288930 + Penalty 2832.371801 = -43713.917129 nChanged 55 SP:Iteration 1F (56055.270000 sec): 3 clusters Score: Raw -46751.650491 + Penalty 2832.371801 = -43919.278691 nChanged 13 SP:Iteration 2Q (56055.270000 sec): 3 clusters Score: Raw -46775.021360 + Penalty 2832.371801 = -43942.649559 nChanged 2 SP:Iteration 3Q (56055.280000 sec): 3 clusters Score: Raw -46776.920885 + Penalty 2832.371801 = -43944.549085 nChanged 3 SP:Iteration 4Q (56055.280000 sec): 3 clusters Score: Raw -46785.720187 + Penalty 2832.371801 = -43953.348386 nChanged 8 SP:Iteration 5Q (56055.280000 sec): 3 clusters Score: Raw -46811.531712 + Penalty 2832.371801 = -43979.159911 nChanged 4 SP:Iteration 6Q (56055.280000 sec): 3 clusters Score: Raw -46831.133878 + Penalty 2832.371801 = -43998.762078 nChanged 1 SP:Iteration 7Q (56055.280000 sec): 3 clusters Score: Raw -46833.312177 + Penalty 2832.371801 = -44000.940377 nChanged 1 SP:Iteration 8Q (56055.280000 sec): 3 clusters Score: Raw -46835.504960 + Penalty 2832.371801 = -44003.133160 nChanged 1 SP:Iteration 9Q (56055.280000 sec): 3 clusters Score: Raw -46845.316306 + Penalty 2832.371801 = -44012.944506 nChanged 3 SP:Iteration 10Q (56055.280000 sec): 3 clusters Score: Raw -46858.203977 + Penalty 2832.371801 = -44025.832177 nChanged 4 SP:Iteration 11Q (56055.280000 sec): 3 clusters Score: Raw -46868.201380 + Penalty 2832.371801 = -44035.829579 nChanged 1 SP:Iteration 12Q (56055.280000 sec): 3 clusters Score: Raw -46870.016341 + Penalty 2832.371801 = -44037.644540 nChanged 1 SP:Iteration 13Q (56055.290000 sec): 3 clusters Score: Raw -46870.610235 + Penalty 2832.371801 = -44038.238434 nChanged 0 SP:Iteration 14F (56055.290000 sec): 3 clusters Score: Raw -46870.610235 + Penalty 2832.371801 = -44038.238434 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56055.290000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56055.300000 sec): 3 clusters Score: Raw -80980.499427 + Penalty 3100.944326 = -77879.555100 nChanged 98 SP:Iteration 1F (56055.300000 sec): 3 clusters Score: Raw -81169.746503 + Penalty 3100.944326 = -78068.802177 nChanged 21 SP:Iteration 2Q (56055.300000 sec): 3 clusters Score: Raw -81211.682553 + Penalty 3100.944326 = -78110.738227 nChanged 9 SP:Iteration 3Q (56055.300000 sec): 3 clusters Score: Raw -81230.139473 + Penalty 3100.944326 = -78129.195147 nChanged 2 SP:Iteration 4Q (56055.300000 sec): 3 clusters Score: Raw -81233.266325 + Penalty 3100.944326 = -78132.321999 nChanged 0 SP:Iteration 5F (56055.310000 sec): 3 clusters Score: Raw -81233.266325 + Penalty 3100.944326 = -78132.321999 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56055.310000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56055.320000 sec): 3 clusters Score: Raw -81916.835123 + Penalty 3110.410262 = -78806.424861 nChanged 95 SP:Iteration 1F (56055.320000 sec): 3 clusters Score: Raw -82072.434224 + Penalty 3110.410262 = -78962.023962 nChanged 23 SP:Iteration 2Q (56055.320000 sec): 3 clusters Score: Raw -82127.509518 + Penalty 3110.410262 = -79017.099256 nChanged 11 SP:Iteration 3Q (56055.320000 sec): 3 clusters Score: Raw -82153.178675 + Penalty 3110.410262 = -79042.768413 nChanged 2 SP:Iteration 4Q (56055.320000 sec): 3 clusters Score: Raw -82157.564041 + Penalty 3110.410262 = -79047.153779 nChanged 2 SP:Iteration 5Q (56055.320000 sec): 3 clusters Score: Raw -82163.186272 + Penalty 3110.410262 = -79052.776010 nChanged 1 SP:Iteration 6Q (56055.330000 sec): 3 clusters Score: Raw -82164.045174 + Penalty 3110.410262 = -79053.634912 nChanged 0 SP:Iteration 7F (56055.330000 sec): 3 clusters Score: Raw -82164.045174 + Penalty 3110.410262 = -79053.634912 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56055.370000 sec): 2 clusters Score: Raw -1636718.151291 + Penalty 2276.533816 = -1634441.617475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56055.410000 sec): 3 clusters Score: Raw -1631512.233055 + Penalty 4553.067632 = -1626959.165423 nChanged 4015 SP:Iteration 1F (56055.440000 sec): 3 clusters Score: Raw -1633712.390158 + Penalty 4553.067632 = -1629159.322526 nChanged 721 SP:Iteration 2F (56055.480000 sec): 3 clusters Score: Raw -1634101.283914 + Penalty 4553.067632 = -1629548.216282 nChanged 555 SP:Iteration 3F (56055.520000 sec): 3 clusters Score: Raw -1634421.912455 + Penalty 4553.067632 = -1629868.844823 nChanged 540 SP:Iteration 4F (56055.560000 sec): 3 clusters Score: Raw -1634746.009136 + Penalty 4553.067632 = -1630192.941504 nChanged 470 SP:Iteration 5Q (56055.600000 sec): 3 clusters Score: Raw -1635053.917025 + Penalty 4553.067632 = -1630500.849393 nChanged 461 SP:Iteration 6Q (56055.640000 sec): 3 clusters Score: Raw -1635341.933917 + Penalty 4553.067632 = -1630788.866286 nChanged 484 SP:Iteration 7Q (56055.670000 sec): 3 clusters Score: Raw -1635639.031991 + Penalty 4553.067632 = -1631085.964359 nChanged 450 SP:Iteration 8Q (56055.710000 sec): 3 clusters Score: Raw -1635890.708393 + Penalty 4553.067632 = -1631337.640761 nChanged 400 SP:Iteration 9Q (56055.750000 sec): 3 clusters Score: Raw -1636121.666253 + Penalty 4553.067632 = -1631568.598621 nChanged 331 SP:Iteration 10Q (56055.790000 sec): 3 clusters Score: Raw -1636296.462261 + Penalty 4553.067632 = -1631743.394629 nChanged 284 SP:Iteration 11Q (56055.830000 sec): 3 clusters Score: Raw -1636440.783078 + Penalty 4553.067632 = -1631887.715446 nChanged 271 SP:Iteration 12Q (56055.870000 sec): 3 clusters Score: Raw -1636571.361254 + Penalty 4553.067632 = -1632018.293622 nChanged 226 SP:Iteration 13Q (56055.900000 sec): 3 clusters Score: Raw -1636678.314974 + Penalty 4553.067632 = -1632125.247342 nChanged 193 SP:Iteration 14Q (56055.940000 sec): 3 clusters Score: Raw -1636762.963012 + Penalty 4553.067632 = -1632209.895380 nChanged 175 SP:Iteration 15Q (56055.980000 sec): 3 clusters Score: Raw -1636835.725017 + Penalty 4553.067632 = -1632282.657385 nChanged 144 SP:Iteration 16Q (56056.020000 sec): 3 clusters Score: Raw -1636892.779920 + Penalty 4553.067632 = -1632339.712288 nChanged 104 SP:Iteration 17Q (56056.050000 sec): 3 clusters Score: Raw -1636928.776492 + Penalty 4553.067632 = -1632375.708860 nChanged 95 SP:Iteration 18Q (56056.090000 sec): 3 clusters Score: Raw -1636960.537941 + Penalty 4553.067632 = -1632407.470309 nChanged 82 SP:Iteration 19Q (56056.130000 sec): 3 clusters Score: Raw -1636988.155855 + Penalty 4553.067632 = -1632435.088224 nChanged 65 SP:Iteration 20F (56056.160000 sec): 3 clusters Score: Raw -1637008.352544 + Penalty 4553.067632 = -1632455.284913 nChanged 57 SP:Iteration 21Q (56056.200000 sec): 3 clusters Score: Raw -1637025.704440 + Penalty 4553.067632 = -1632472.636808 nChanged 56 SP:Iteration 22Q (56056.240000 sec): 3 clusters Score: Raw -1637043.306818 + Penalty 4553.067632 = -1632490.239187 nChanged 56 SP:Iteration 23Q (56056.270000 sec): 3 clusters Score: Raw -1637057.239512 + Penalty 4553.067632 = -1632504.171880 nChanged 46 SP:Iteration 24Q (56056.310000 sec): 3 clusters Score: Raw -1637068.919056 + Penalty 4553.067632 = -1632515.851425 nChanged 34 SP:Iteration 25Q (56056.340000 sec): 3 clusters Score: Raw -1637077.136860 + Penalty 4553.067632 = -1632524.069228 nChanged 31 SP:Iteration 26Q (56056.380000 sec): 3 clusters Score: Raw -1637083.977706 + Penalty 4553.067632 = -1632530.910075 nChanged 33 SP:Iteration 27Q (56056.420000 sec): 3 clusters Score: Raw -1637092.672613 + Penalty 4553.067632 = -1632539.604981 nChanged 31 SP:Iteration 28Q (56056.450000 sec): 3 clusters Score: Raw -1637101.516889 + Penalty 4553.067632 = -1632548.449257 nChanged 34 SP:Iteration 29Q (56056.490000 sec): 3 clusters Score: Raw -1637109.563240 + Penalty 4553.067632 = -1632556.495608 nChanged 39 SP:Iteration 30Q (56056.520000 sec): 3 clusters Score: Raw -1637118.919551 + Penalty 4553.067632 = -1632565.851920 nChanged 25 SP:Iteration 31Q (56056.560000 sec): 3 clusters Score: Raw -1637126.246562 + Penalty 4553.067632 = -1632573.178930 nChanged 31 SP:Iteration 32Q (56056.600000 sec): 3 clusters Score: Raw -1637135.458458 + Penalty 4553.067632 = -1632582.390826 nChanged 40 SP:Iteration 33Q (56056.630000 sec): 3 clusters Score: Raw -1637146.853850 + Penalty 4553.067632 = -1632593.786218 nChanged 38 SP:Iteration 34Q (56056.660000 sec): 3 clusters Score: Raw -1637157.890688 + Penalty 4553.067632 = -1632604.823056 nChanged 35 SP:Iteration 35Q (56056.700000 sec): 3 clusters Score: Raw -1637168.397511 + Penalty 4553.067632 = -1632615.329879 nChanged 32 SP:Iteration 36Q (56056.740000 sec): 3 clusters Score: Raw -1637177.668992 + Penalty 4553.067632 = -1632624.601360 nChanged 33 SP:Iteration 37Q (56056.770000 sec): 3 clusters Score: Raw -1637188.091343 + Penalty 4553.067632 = -1632635.023711 nChanged 38 SP:Iteration 38Q (56056.800000 sec): 3 clusters Score: Raw -1637199.900933 + Penalty 4553.067632 = -1632646.833301 nChanged 39 SP:Iteration 39Q (56056.840000 sec): 3 clusters Score: Raw -1637211.256471 + Penalty 4553.067632 = -1632658.188839 nChanged 30 SP:Iteration 40F (56056.880000 sec): 3 clusters Score: Raw -1637221.138513 + Penalty 4553.067632 = -1632668.070881 nChanged 29 SP:Iteration 41Q (56056.910000 sec): 3 clusters Score: Raw -1637231.137587 + Penalty 4553.067632 = -1632678.069955 nChanged 35 SP:Iteration 42Q (56056.950000 sec): 3 clusters Score: Raw -1637244.264005 + Penalty 4553.067632 = -1632691.196373 nChanged 37 SP:Iteration 43Q (56056.980000 sec): 3 clusters Score: Raw -1637255.175141 + Penalty 4553.067632 = -1632702.107509 nChanged 23 SP:Iteration 44Q (56057.020000 sec): 3 clusters Score: Raw -1637260.234368 + Penalty 4553.067632 = -1632707.166736 nChanged 16 SP:Iteration 45Q (56057.050000 sec): 3 clusters Score: Raw -1637264.866597 + Penalty 4553.067632 = -1632711.798965 nChanged 18 SP:Iteration 46Q (56057.080000 sec): 3 clusters Score: Raw -1637269.701720 + Penalty 4553.067632 = -1632716.634088 nChanged 13 SP:Iteration 47Q (56057.120000 sec): 3 clusters Score: Raw -1637272.743673 + Penalty 4553.067632 = -1632719.676041 nChanged 7 SP:Iteration 48Q (56057.150000 sec): 3 clusters Score: Raw -1637274.804221 + Penalty 4553.067632 = -1632721.736589 nChanged 11 SP:Iteration 49Q (56057.190000 sec): 3 clusters Score: Raw -1637278.109414 + Penalty 4553.067632 = -1632725.041782 nChanged 14 SP:Iteration 50Q (56057.220000 sec): 3 clusters Score: Raw -1637281.390629 + Penalty 4553.067632 = -1632728.322998 nChanged 11 SP:Iteration 51Q (56057.260000 sec): 3 clusters Score: Raw -1637284.082315 + Penalty 4553.067632 = -1632731.014683 nChanged 16 SP:Iteration 52Q (56057.290000 sec): 3 clusters Score: Raw -1637288.340513 + Penalty 4553.067632 = -1632735.272881 nChanged 17 SP:Iteration 53Q (56057.320000 sec): 3 clusters Score: Raw -1637293.567886 + Penalty 4553.067632 = -1632740.500254 nChanged 22 SP:Iteration 54Q (56057.360000 sec): 3 clusters Score: Raw -1637300.647591 + Penalty 4553.067632 = -1632747.579959 nChanged 25 SP:Iteration 55Q (56057.390000 sec): 3 clusters Score: Raw -1637311.428123 + Penalty 4553.067632 = -1632758.360491 nChanged 32 SP:Iteration 56Q (56057.420000 sec): 3 clusters Score: Raw -1637322.805851 + Penalty 4553.067632 = -1632769.738219 nChanged 26 SP:Iteration 57Q (56057.460000 sec): 3 clusters Score: Raw -1637331.060590 + Penalty 4553.067632 = -1632777.992958 nChanged 21 SP:Iteration 58Q (56057.490000 sec): 3 clusters Score: Raw -1637336.370585 + Penalty 4553.067632 = -1632783.302953 nChanged 22 SP:Iteration 59Q (56057.520000 sec): 3 clusters Score: Raw -1637343.968042 + Penalty 4553.067632 = -1632790.900411 nChanged 16 SP:Iteration 60F (56057.560000 sec): 3 clusters Score: Raw -1637349.217716 + Penalty 4553.067632 = -1632796.150084 nChanged 18 SP:Iteration 61Q (56057.600000 sec): 3 clusters Score: Raw -1637355.529806 + Penalty 4553.067632 = -1632802.462174 nChanged 19 SP:Iteration 62Q (56057.630000 sec): 3 clusters Score: Raw -1637362.089348 + Penalty 4553.067632 = -1632809.021716 nChanged 11 SP:Iteration 63Q (56057.660000 sec): 3 clusters Score: Raw -1637365.300978 + Penalty 4553.067632 = -1632812.233346 nChanged 9 SP:Iteration 64Q (56057.700000 sec): 3 clusters Score: Raw -1637367.540413 + Penalty 4553.067632 = -1632814.472781 nChanged 8 SP:Iteration 65Q (56057.730000 sec): 3 clusters Score: Raw -1637369.995099 + Penalty 4553.067632 = -1632816.927467 nChanged 10 SP:Iteration 66Q (56057.760000 sec): 3 clusters Score: Raw -1637373.128351 + Penalty 4553.067632 = -1632820.060719 nChanged 9 SP:Iteration 67Q (56057.790000 sec): 3 clusters Score: Raw -1637375.705155 + Penalty 4553.067632 = -1632822.637523 nChanged 8 SP:Iteration 68Q (56057.830000 sec): 3 clusters Score: Raw -1637378.046446 + Penalty 4553.067632 = -1632824.978814 nChanged 6 SP:Iteration 69Q (56057.860000 sec): 3 clusters Score: Raw -1637380.430238 + Penalty 4553.067632 = -1632827.362606 nChanged 10 SP:Iteration 70Q (56057.890000 sec): 3 clusters Score: Raw -1637383.547129 + Penalty 4553.067632 = -1632830.479497 nChanged 10 SP:Iteration 71Q (56057.920000 sec): 3 clusters Score: Raw -1637386.397246 + Penalty 4553.067632 = -1632833.329614 nChanged 11 SP:Iteration 72Q (56057.960000 sec): 3 clusters Score: Raw -1637388.932268 + Penalty 4553.067632 = -1632835.864636 nChanged 9 SP:Iteration 73Q (56057.990000 sec): 3 clusters Score: Raw -1637391.597421 + Penalty 4553.067632 = -1632838.529790 nChanged 11 SP:Iteration 74Q (56058.020000 sec): 3 clusters Score: Raw -1637394.589116 + Penalty 4553.067632 = -1632841.521485 nChanged 7 SP:Iteration 75Q (56058.060000 sec): 3 clusters Score: Raw -1637395.936103 + Penalty 4553.067632 = -1632842.868471 nChanged 3 SP:Iteration 76Q (56058.090000 sec): 3 clusters Score: Raw -1637396.633095 + Penalty 4553.067632 = -1632843.565464 nChanged 2 SP:Iteration 77Q (56058.120000 sec): 3 clusters Score: Raw -1637397.250128 + Penalty 4553.067632 = -1632844.182496 nChanged 4 SP:Iteration 78Q (56058.160000 sec): 3 clusters Score: Raw -1637397.953238 + Penalty 4553.067632 = -1632844.885606 nChanged 5 SP:Iteration 79Q (56058.190000 sec): 3 clusters Score: Raw -1637399.667537 + Penalty 4553.067632 = -1632846.599905 nChanged 8 SP:Iteration 80F (56058.220000 sec): 3 clusters Score: Raw -1637402.624005 + Penalty 4553.067632 = -1632849.556373 nChanged 8 SP:Iteration 81Q (56058.260000 sec): 3 clusters Score: Raw -1637404.448501 + Penalty 4553.067632 = -1632851.380869 nChanged 5 SP:Iteration 82Q (56058.290000 sec): 3 clusters Score: Raw -1637406.371892 + Penalty 4553.067632 = -1632853.304261 nChanged 6 SP:Iteration 83Q (56058.320000 sec): 3 clusters Score: Raw -1637408.418278 + Penalty 4553.067632 = -1632855.350646 nChanged 5 SP:Iteration 84Q (56058.360000 sec): 3 clusters Score: Raw -1637410.008497 + Penalty 4553.067632 = -1632856.940865 nChanged 4 SP:Iteration 85Q (56058.390000 sec): 3 clusters Score: Raw -1637411.170224 + Penalty 4553.067632 = -1632858.102593 nChanged 3 SP:Iteration 86Q (56058.420000 sec): 3 clusters Score: Raw -1637412.132636 + Penalty 4553.067632 = -1632859.065004 nChanged 3 SP:Iteration 87Q (56058.450000 sec): 3 clusters Score: Raw -1637413.227855 + Penalty 4553.067632 = -1632860.160223 nChanged 6 SP:Iteration 88Q (56058.480000 sec): 3 clusters Score: Raw -1637415.050223 + Penalty 4553.067632 = -1632861.982592 nChanged 6 SP:Iteration 89Q (56058.520000 sec): 3 clusters Score: Raw -1637417.152822 + Penalty 4553.067632 = -1632864.085190 nChanged 7 SP:Iteration 90Q (56058.550000 sec): 3 clusters Score: Raw -1637420.281819 + Penalty 4553.067632 = -1632867.214187 nChanged 8 SP:Iteration 91Q (56058.580000 sec): 3 clusters Score: Raw -1637422.107119 + Penalty 4553.067632 = -1632869.039487 nChanged 6 SP:Iteration 92Q (56058.620000 sec): 3 clusters Score: Raw -1637424.032918 + Penalty 4553.067632 = -1632870.965286 nChanged 9 SP:Iteration 93Q (56058.650000 sec): 3 clusters Score: Raw -1637426.257423 + Penalty 4553.067632 = -1632873.189791 nChanged 5 SP:Iteration 94Q (56058.680000 sec): 3 clusters Score: Raw -1637427.853636 + Penalty 4553.067632 = -1632874.786004 nChanged 6 SP:Iteration 95Q (56058.710000 sec): 3 clusters Score: Raw -1637429.923029 + Penalty 4553.067632 = -1632876.855397 nChanged 11 SP:Iteration 96Q (56058.740000 sec): 3 clusters Score: Raw -1637433.410245 + Penalty 4553.067632 = -1632880.342613 nChanged 8 SP:Iteration 97Q (56058.780000 sec): 3 clusters Score: Raw -1637435.954508 + Penalty 4553.067632 = -1632882.886876 nChanged 10 SP:Iteration 98Q (56058.810000 sec): 3 clusters Score: Raw -1637439.130026 + Penalty 4553.067632 = -1632886.062394 nChanged 7 SP:Iteration 99Q (56058.840000 sec): 3 clusters Score: Raw -1637440.803761 + Penalty 4553.067632 = -1632887.736129 nChanged 6 SP:Iteration 100F (56058.880000 sec): 3 clusters Score: Raw -1637442.048969 + Penalty 4553.067632 = -1632888.981337 nChanged 2 SP:Iteration 101Q (56058.910000 sec): 3 clusters Score: Raw -1637442.444872 + Penalty 4553.067632 = -1632889.377240 nChanged 0 SP:Iteration 102F (56058.950000 sec): 3 clusters Score: Raw -1637442.444872 + Penalty 4553.067632 = -1632889.377240 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56058.960000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56058.960000 sec): 3 clusters Score: Raw -114177.775525 + Penalty 3260.545363 = -110917.230162 nChanged 182 SP:Iteration 1F (56058.960000 sec): 3 clusters Score: Raw -114470.053911 + Penalty 3260.545363 = -111209.508548 nChanged 50 SP:Iteration 2F (56058.970000 sec): 3 clusters Score: Raw -114574.362841 + Penalty 3260.545363 = -111313.817478 nChanged 28 SP:Iteration 3Q (56058.970000 sec): 3 clusters Score: Raw -114655.319926 + Penalty 3260.545363 = -111394.774563 nChanged 26 SP:Iteration 4Q (56058.970000 sec): 3 clusters Score: Raw -114701.834082 + Penalty 3260.545363 = -111441.288719 nChanged 23 SP:Iteration 5Q (56058.980000 sec): 3 clusters Score: Raw -114771.693059 + Penalty 3260.545363 = -111511.147696 nChanged 22 SP:Iteration 6Q (56058.980000 sec): 3 clusters Score: Raw -114864.701785 + Penalty 3260.545363 = -111604.156422 nChanged 31 SP:Iteration 7Q (56058.980000 sec): 3 clusters Score: Raw -114964.935632 + Penalty 3260.545363 = -111704.390270 nChanged 22 SP:Iteration 8Q (56058.980000 sec): 3 clusters Score: Raw -115020.689902 + Penalty 3260.545363 = -111760.144539 nChanged 14 SP:Iteration 9Q (56058.990000 sec): 3 clusters Score: Raw -115066.850654 + Penalty 3260.545363 = -111806.305291 nChanged 10 SP:Iteration 10Q (56058.990000 sec): 3 clusters Score: Raw -115087.502096 + Penalty 3260.545363 = -111826.956733 nChanged 10 SP:Iteration 11Q (56058.990000 sec): 3 clusters Score: Raw -115115.475020 + Penalty 3260.545363 = -111854.929657 nChanged 11 SP:Iteration 12Q (56059.000000 sec): 3 clusters Score: Raw -115140.719952 + Penalty 3260.545363 = -111880.174589 nChanged 8 SP:Iteration 13Q (56059.000000 sec): 3 clusters Score: Raw -115168.112165 + Penalty 3260.545363 = -111907.566802 nChanged 9 SP:Iteration 14Q (56059.000000 sec): 3 clusters Score: Raw -115191.359990 + Penalty 3260.545363 = -111930.814628 nChanged 6 SP:Iteration 15Q (56059.000000 sec): 3 clusters Score: Raw -115224.462541 + Penalty 3260.545363 = -111963.917179 nChanged 6 SP:Iteration 16Q (56059.000000 sec): 3 clusters Score: Raw -115236.426920 + Penalty 3260.545363 = -111975.881557 nChanged 3 SP:Iteration 17Q (56059.000000 sec): 3 clusters Score: Raw -115241.759694 + Penalty 3260.545363 = -111981.214332 nChanged 3 SP:Iteration 18Q (56059.010000 sec): 3 clusters Score: Raw -115248.330808 + Penalty 3260.545363 = -111987.785445 nChanged 2 SP:Iteration 19Q (56059.010000 sec): 3 clusters Score: Raw -115250.781892 + Penalty 3260.545363 = -111990.236529 nChanged 1 SP:Iteration 20F (56059.010000 sec): 3 clusters Score: Raw -115258.143888 + Penalty 3260.545363 = -111997.598525 nChanged 3 SP:Iteration 21Q (56059.020000 sec): 3 clusters Score: Raw -115277.946442 + Penalty 3260.545363 = -112017.401079 nChanged 5 SP:Iteration 22Q (56059.020000 sec): 3 clusters Score: Raw -115317.559542 + Penalty 3260.545363 = -112057.014179 nChanged 11 SP:Iteration 23Q (56059.020000 sec): 3 clusters Score: Raw -115385.507709 + Penalty 3260.545363 = -112124.962347 nChanged 19 SP:Iteration 24Q (56059.020000 sec): 3 clusters Score: Raw -115520.543679 + Penalty 3260.545363 = -112259.998316 nChanged 15 SP:Iteration 25Q (56059.020000 sec): 3 clusters Score: Raw -115569.364926 + Penalty 3260.545363 = -112308.819563 nChanged 12 SP:Iteration 26Q (56059.030000 sec): 3 clusters Score: Raw -115606.178792 + Penalty 3260.545363 = -112345.633429 nChanged 5 SP:Iteration 27Q (56059.030000 sec): 3 clusters Score: Raw -115627.942762 + Penalty 3260.545363 = -112367.397399 nChanged 2 SP:Iteration 28Q (56059.030000 sec): 3 clusters Score: Raw -115635.583601 + Penalty 3260.545363 = -112375.038239 nChanged 2 SP:Iteration 29Q (56059.040000 sec): 3 clusters Score: Raw -115640.654061 + Penalty 3260.545363 = -112380.108698 nChanged 0 SP:Iteration 30F (56059.040000 sec): 3 clusters Score: Raw -115640.654061 + Penalty 3260.545363 = -112380.108698 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56059.050000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56059.070000 sec): 3 clusters Score: Raw -616274.453605 + Penalty 4058.549395 = -612215.904210 nChanged 1295 SP:Iteration 1F (56059.080000 sec): 3 clusters Score: Raw -617094.539812 + Penalty 4058.549395 = -613035.990417 nChanged 245 SP:Iteration 2F (56059.100000 sec): 3 clusters Score: Raw -617269.603151 + Penalty 4058.549395 = -613211.053756 nChanged 176 SP:Iteration 3Q (56059.110000 sec): 3 clusters Score: Raw -617372.295997 + Penalty 4058.549395 = -613313.746602 nChanged 121 SP:Iteration 4Q (56059.120000 sec): 3 clusters Score: Raw -617450.513637 + Penalty 4058.549395 = -613391.964242 nChanged 96 SP:Iteration 5Q (56059.140000 sec): 3 clusters Score: Raw -617492.680066 + Penalty 4058.549395 = -613434.130671 nChanged 68 SP:Iteration 6Q (56059.150000 sec): 3 clusters Score: Raw -617527.471970 + Penalty 4058.549395 = -613468.922575 nChanged 63 SP:Iteration 7Q (56059.170000 sec): 3 clusters Score: Raw -617568.575768 + Penalty 4058.549395 = -613510.026373 nChanged 56 SP:Iteration 8Q (56059.180000 sec): 3 clusters Score: Raw -617600.565528 + Penalty 4058.549395 = -613542.016133 nChanged 58 SP:Iteration 9Q (56059.200000 sec): 3 clusters Score: Raw -617627.150621 + Penalty 4058.549395 = -613568.601226 nChanged 50 SP:Iteration 10Q (56059.210000 sec): 3 clusters Score: Raw -617654.153596 + Penalty 4058.549395 = -613595.604201 nChanged 42 SP:Iteration 11Q (56059.220000 sec): 3 clusters Score: Raw -617675.601452 + Penalty 4058.549395 = -613617.052057 nChanged 26 SP:Iteration 12Q (56059.240000 sec): 3 clusters Score: Raw -617688.920715 + Penalty 4058.549395 = -613630.371320 nChanged 25 SP:Iteration 13Q (56059.250000 sec): 3 clusters Score: Raw -617702.045493 + Penalty 4058.549395 = -613643.496098 nChanged 23 SP:Iteration 14Q (56059.260000 sec): 3 clusters Score: Raw -617713.611732 + Penalty 4058.549395 = -613655.062337 nChanged 13 SP:Iteration 15Q (56059.280000 sec): 3 clusters Score: Raw -617718.956345 + Penalty 4058.549395 = -613660.406950 nChanged 13 SP:Iteration 16Q (56059.290000 sec): 3 clusters Score: Raw -617723.465201 + Penalty 4058.549395 = -613664.915806 nChanged 17 SP:Iteration 17Q (56059.300000 sec): 3 clusters Score: Raw -617728.931447 + Penalty 4058.549395 = -613670.382052 nChanged 10 SP:Iteration 18Q (56059.320000 sec): 3 clusters Score: Raw -617732.061581 + Penalty 4058.549395 = -613673.512186 nChanged 5 SP:Iteration 19Q (56059.330000 sec): 3 clusters Score: Raw -617734.075323 + Penalty 4058.549395 = -613675.525928 nChanged 10 SP:Iteration 20F (56059.350000 sec): 3 clusters Score: Raw -617739.421918 + Penalty 4058.549395 = -613680.872523 nChanged 10 SP:Iteration 21Q (56059.360000 sec): 3 clusters Score: Raw -617742.799191 + Penalty 4058.549395 = -613684.249796 nChanged 7 SP:Iteration 22Q (56059.380000 sec): 3 clusters Score: Raw -617745.021237 + Penalty 4058.549395 = -613686.471842 nChanged 6 SP:Iteration 23Q (56059.390000 sec): 3 clusters Score: Raw -617746.781491 + Penalty 4058.549395 = -613688.232096 nChanged 6 SP:Iteration 24Q (56059.400000 sec): 3 clusters Score: Raw -617749.560233 + Penalty 4058.549395 = -613691.010838 nChanged 7 SP:Iteration 25Q (56059.420000 sec): 3 clusters Score: Raw -617751.710587 + Penalty 4058.549395 = -613693.161192 nChanged 4 SP:Iteration 26Q (56059.430000 sec): 3 clusters Score: Raw -617753.311632 + Penalty 4058.549395 = -613694.762237 nChanged 6 SP:Iteration 27Q (56059.440000 sec): 3 clusters Score: Raw -617755.120980 + Penalty 4058.549395 = -613696.571585 nChanged 7 SP:Iteration 28Q (56059.460000 sec): 3 clusters Score: Raw -617758.236467 + Penalty 4058.549395 = -613699.687072 nChanged 9 SP:Iteration 29Q (56059.470000 sec): 3 clusters Score: Raw -617761.770246 + Penalty 4058.549395 = -613703.220851 nChanged 10 SP:Iteration 30Q (56059.490000 sec): 3 clusters Score: Raw -617765.143316 + Penalty 4058.549395 = -613706.593921 nChanged 6 SP:Iteration 31Q (56059.500000 sec): 3 clusters Score: Raw -617767.735562 + Penalty 4058.549395 = -613709.186167 nChanged 5 SP:Iteration 32Q (56059.520000 sec): 3 clusters Score: Raw -617769.819079 + Penalty 4058.549395 = -613711.269684 nChanged 8 SP:Iteration 33Q (56059.530000 sec): 3 clusters Score: Raw -617773.316891 + Penalty 4058.549395 = -613714.767496 nChanged 6 SP:Iteration 34Q (56059.540000 sec): 3 clusters Score: Raw -617775.195262 + Penalty 4058.549395 = -613716.645867 nChanged 7 SP:Iteration 35Q (56059.560000 sec): 3 clusters Score: Raw -617777.474320 + Penalty 4058.549395 = -613718.924925 nChanged 7 SP:Iteration 36Q (56059.570000 sec): 3 clusters Score: Raw -617781.520774 + Penalty 4058.549395 = -613722.971379 nChanged 12 SP:Iteration 37Q (56059.580000 sec): 3 clusters Score: Raw -617786.751613 + Penalty 4058.549395 = -613728.202218 nChanged 10 SP:Iteration 38Q (56059.600000 sec): 3 clusters Score: Raw -617790.804678 + Penalty 4058.549395 = -613732.255283 nChanged 16 SP:Iteration 39Q (56059.610000 sec): 3 clusters Score: Raw -617797.834438 + Penalty 4058.549395 = -613739.285043 nChanged 19 SP:Iteration 40F (56059.630000 sec): 3 clusters Score: Raw -617805.269279 + Penalty 4058.549395 = -613746.719884 nChanged 16 SP:Iteration 41Q (56059.640000 sec): 3 clusters Score: Raw -617812.396663 + Penalty 4058.549395 = -613753.847268 nChanged 18 SP:Iteration 42Q (56059.650000 sec): 3 clusters Score: Raw -617822.186379 + Penalty 4058.549395 = -613763.636984 nChanged 16 SP:Iteration 43Q (56059.670000 sec): 3 clusters Score: Raw -617829.240784 + Penalty 4058.549395 = -613770.691389 nChanged 14 SP:Iteration 44Q (56059.680000 sec): 3 clusters Score: Raw -617833.572426 + Penalty 4058.549395 = -613775.023031 nChanged 13 SP:Iteration 45Q (56059.700000 sec): 3 clusters Score: Raw -617838.532564 + Penalty 4058.549395 = -613779.983169 nChanged 15 SP:Iteration 46Q (56059.710000 sec): 3 clusters Score: Raw -617846.372815 + Penalty 4058.549395 = -613787.823420 nChanged 22 SP:Iteration 47Q (56059.720000 sec): 3 clusters Score: Raw -617857.025186 + Penalty 4058.549395 = -613798.475791 nChanged 20 SP:Iteration 48Q (56059.740000 sec): 3 clusters Score: Raw -617864.371996 + Penalty 4058.549395 = -613805.822601 nChanged 13 SP:Iteration 49Q (56059.750000 sec): 3 clusters Score: Raw -617869.180227 + Penalty 4058.549395 = -613810.630832 nChanged 13 SP:Iteration 50Q (56059.760000 sec): 3 clusters Score: Raw -617874.038949 + Penalty 4058.549395 = -613815.489554 nChanged 8 SP:Iteration 51Q (56059.780000 sec): 3 clusters Score: Raw -617877.887447 + Penalty 4058.549395 = -613819.338052 nChanged 14 SP:Iteration 52Q (56059.790000 sec): 3 clusters Score: Raw -617886.058318 + Penalty 4058.549395 = -613827.508923 nChanged 14 SP:Iteration 53Q (56059.810000 sec): 3 clusters Score: Raw -617891.314013 + Penalty 4058.549395 = -613832.764618 nChanged 6 SP:Iteration 54Q (56059.820000 sec): 3 clusters Score: Raw -617894.995998 + Penalty 4058.549395 = -613836.446603 nChanged 7 SP:Iteration 55Q (56059.840000 sec): 3 clusters Score: Raw -617898.589680 + Penalty 4058.549395 = -613840.040285 nChanged 5 SP:Iteration 56Q (56059.850000 sec): 3 clusters Score: Raw -617900.387651 + Penalty 4058.549395 = -613841.838256 nChanged 3 SP:Iteration 57Q (56059.860000 sec): 3 clusters Score: Raw -617901.416330 + Penalty 4058.549395 = -613842.866935 nChanged 1 SP:Iteration 58Q (56059.880000 sec): 3 clusters Score: Raw -617902.264550 + Penalty 4058.549395 = -613843.715155 nChanged 2 SP:Iteration 59Q (56059.890000 sec): 3 clusters Score: Raw -617903.407741 + Penalty 4058.549395 = -613844.858346 nChanged 0 SP:Iteration 60F (56059.900000 sec): 3 clusters Score: Raw -617903.407741 + Penalty 4058.549395 = -613844.858346 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56060.000000 sec): 2 clusters Score: Raw -4694084.909673 + Penalty 2535.059474 = -4691549.850199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56060.110000 sec): 3 clusters Score: Raw -4677685.726499 + Penalty 5070.118948 = -4672615.607551 nChanged 12296 SP:Iteration 1F (56060.220000 sec): 3 clusters Score: Raw -4684434.029998 + Penalty 5070.118948 = -4679363.911049 nChanged 1459 SP:Iteration 2F (56060.330000 sec): 3 clusters Score: Raw -4685043.811381 + Penalty 5070.118948 = -4679973.692433 nChanged 1468 SP:Iteration 3F (56060.440000 sec): 3 clusters Score: Raw -4685751.139966 + Penalty 5070.118948 = -4680681.021017 nChanged 1529 SP:Iteration 4F (56060.550000 sec): 3 clusters Score: Raw -4686569.780661 + Penalty 5070.118948 = -4681499.661713 nChanged 1612 SP:Iteration 5F (56060.660000 sec): 3 clusters Score: Raw -4687613.248761 + Penalty 5070.118948 = -4682543.129812 nChanged 1789 SP:Iteration 6F (56060.770000 sec): 3 clusters Score: Raw -4688953.510257 + Penalty 5070.118948 = -4683883.391309 nChanged 1862 SP:Iteration 7F (56060.880000 sec): 3 clusters Score: Raw -4690485.648935 + Penalty 5070.118948 = -4685415.529986 nChanged 1686 SP:Iteration 8F (56060.990000 sec): 3 clusters Score: Raw -4691791.629424 + Penalty 5070.118948 = -4686721.510476 nChanged 1296 SP:Iteration 9Q (56061.100000 sec): 3 clusters Score: Raw -4692580.522592 + Penalty 5070.118948 = -4687510.403644 nChanged 857 SP:Iteration 10Q (56061.200000 sec): 3 clusters Score: Raw -4692981.375258 + Penalty 5070.118948 = -4687911.256310 nChanged 590 SP:Iteration 11Q (56061.310000 sec): 3 clusters Score: Raw -4693210.707273 + Penalty 5070.118948 = -4688140.588325 nChanged 430 SP:Iteration 12Q (56061.410000 sec): 3 clusters Score: Raw -4693388.575582 + Penalty 5070.118948 = -4688318.456634 nChanged 369 SP:Iteration 13Q (56061.520000 sec): 3 clusters Score: Raw -4693542.620678 + Penalty 5070.118948 = -4688472.501730 nChanged 323 SP:Iteration 14Q (56061.620000 sec): 3 clusters Score: Raw -4693689.712195 + Penalty 5070.118948 = -4688619.593247 nChanged 317 SP:Iteration 15Q (56061.720000 sec): 3 clusters Score: Raw -4693883.557544 + Penalty 5070.118948 = -4688813.438596 nChanged 331 SP:Iteration 16Q (56061.820000 sec): 3 clusters Score: Raw -4694119.452825 + Penalty 5070.118948 = -4689049.333877 nChanged 327 SP:Iteration 17Q (56061.930000 sec): 3 clusters Score: Raw -4694419.467324 + Penalty 5070.118948 = -4689349.348376 nChanged 352 SP:Iteration 18Q (56062.020000 sec): 3 clusters Score: Raw -4694693.997347 + Penalty 5070.118948 = -4689623.878399 nChanged 304 SP:Iteration 19Q (56062.120000 sec): 3 clusters Score: Raw -4694857.328404 + Penalty 5070.118948 = -4689787.209456 nChanged 233 SP:Iteration 20F (56062.230000 sec): 3 clusters Score: Raw -4694953.200458 + Penalty 5070.118948 = -4689883.081510 nChanged 189 SP:Iteration 21Q (56062.320000 sec): 3 clusters Score: Raw -4695019.394485 + Penalty 5070.118948 = -4689949.275537 nChanged 154 SP:Iteration 22Q (56062.410000 sec): 3 clusters Score: Raw -4695065.919993 + Penalty 5070.118948 = -4689995.801045 nChanged 130 SP:Iteration 23Q (56062.500000 sec): 3 clusters Score: Raw -4695105.558651 + Penalty 5070.118948 = -4690035.439703 nChanged 99 SP:Iteration 24Q (56062.600000 sec): 3 clusters Score: Raw -4695131.670344 + Penalty 5070.118948 = -4690061.551396 nChanged 87 SP:Iteration 25Q (56062.690000 sec): 3 clusters Score: Raw -4695149.009818 + Penalty 5070.118948 = -4690078.890869 nChanged 72 SP:Iteration 26Q (56062.780000 sec): 3 clusters Score: Raw -4695163.413410 + Penalty 5070.118948 = -4690093.294462 nChanged 63 SP:Iteration 27Q (56062.870000 sec): 3 clusters Score: Raw -4695174.611056 + Penalty 5070.118948 = -4690104.492107 nChanged 57 SP:Iteration 28Q (56062.960000 sec): 3 clusters Score: Raw -4695184.332005 + Penalty 5070.118948 = -4690114.213057 nChanged 52 SP:Iteration 29Q (56063.040000 sec): 3 clusters Score: Raw -4695193.326879 + Penalty 5070.118948 = -4690123.207931 nChanged 46 SP:Iteration 30Q (56063.140000 sec): 3 clusters Score: Raw -4695200.710616 + Penalty 5070.118948 = -4690130.591668 nChanged 35 SP:Iteration 31Q (56063.220000 sec): 3 clusters Score: Raw -4695208.333692 + Penalty 5070.118948 = -4690138.214744 nChanged 40 SP:Iteration 32Q (56063.310000 sec): 3 clusters Score: Raw -4695215.004350 + Penalty 5070.118948 = -4690144.885402 nChanged 37 SP:Iteration 33Q (56063.400000 sec): 3 clusters Score: Raw -4695220.050586 + Penalty 5070.118948 = -4690149.931638 nChanged 24 SP:Iteration 34Q (56063.490000 sec): 3 clusters Score: Raw -4695222.801589 + Penalty 5070.118948 = -4690152.682641 nChanged 21 SP:Iteration 35Q (56063.580000 sec): 3 clusters Score: Raw -4695225.787176 + Penalty 5070.118948 = -4690155.668228 nChanged 22 SP:Iteration 36Q (56063.670000 sec): 3 clusters Score: Raw -4695228.404346 + Penalty 5070.118948 = -4690158.285398 nChanged 22 SP:Iteration 37Q (56063.760000 sec): 3 clusters Score: Raw -4695231.148249 + Penalty 5070.118948 = -4690161.029301 nChanged 23 SP:Iteration 38Q (56063.840000 sec): 3 clusters Score: Raw -4695233.328965 + Penalty 5070.118948 = -4690163.210017 nChanged 9 SP:Iteration 39Q (56063.930000 sec): 3 clusters Score: Raw -4695234.222818 + Penalty 5070.118948 = -4690164.103870 nChanged 6 SP:Iteration 40F (56064.040000 sec): 3 clusters Score: Raw -4695234.991589 + Penalty 5070.118948 = -4690164.872641 nChanged 9 SP:Iteration 41Q (56064.130000 sec): 3 clusters Score: Raw -4695235.970137 + Penalty 5070.118948 = -4690165.851189 nChanged 6 SP:Iteration 42Q (56064.220000 sec): 3 clusters Score: Raw -4695236.493617 + Penalty 5070.118948 = -4690166.374668 nChanged 9 SP:Iteration 43Q (56064.310000 sec): 3 clusters Score: Raw -4695237.206764 + Penalty 5070.118948 = -4690167.087816 nChanged 3 SP:Iteration 44Q (56064.400000 sec): 3 clusters Score: Raw -4695237.368271 + Penalty 5070.118948 = -4690167.249323 nChanged 1 SP:Iteration 45Q (56064.480000 sec): 3 clusters Score: Raw -4695237.436607 + Penalty 5070.118948 = -4690167.317659 nChanged 0 SP:Iteration 46F (56064.590000 sec): 3 clusters Score: Raw -4695237.436607 + Penalty 5070.118948 = -4690167.317659 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56064.610000 sec): 2 clusters Score: Raw -53553.258223 + Penalty 1449.199015 = -52104.059208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56064.610000 sec): 3 clusters Score: Raw -53636.618247 + Penalty 2898.398031 = -50738.220216 nChanged 50 SP:Iteration 1F (56064.610000 sec): 3 clusters Score: Raw -53754.111731 + Penalty 2898.398031 = -50855.713700 nChanged 20 SP:Iteration 2F (56064.610000 sec): 3 clusters Score: Raw -53815.974181 + Penalty 2898.398031 = -50917.576150 nChanged 8 SP:Iteration 3Q (56064.610000 sec): 3 clusters Score: Raw -53838.036265 + Penalty 2898.398031 = -50939.638234 nChanged 4 SP:Iteration 4Q (56064.620000 sec): 3 clusters Score: Raw -53847.471156 + Penalty 2898.398031 = -50949.073125 nChanged 4 SP:Iteration 5Q (56064.620000 sec): 3 clusters Score: Raw -53855.760563 + Penalty 2898.398031 = -50957.362532 nChanged 2 SP:Iteration 6Q (56064.620000 sec): 3 clusters Score: Raw -53863.900382 + Penalty 2898.398031 = -50965.502351 nChanged 2 SP:Iteration 7Q (56064.620000 sec): 3 clusters Score: Raw -53869.526271 + Penalty 2898.398031 = -50971.128240 nChanged 0 SP:Iteration 8F (56064.620000 sec): 3 clusters Score: Raw -53869.526271 + Penalty 2898.398031 = -50971.128240 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56064.630000 sec): 2 clusters Score: Raw -394864.446146 + Penalty 1909.336178 = -392955.109968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56064.640000 sec): 3 clusters Score: Raw -394020.059439 + Penalty 3818.672355 = -390201.387084 nChanged 710 SP:Iteration 1F (56064.650000 sec): 3 clusters Score: Raw -394552.360442 + Penalty 3818.672355 = -390733.688087 nChanged 172 SP:Iteration 2F (56064.660000 sec): 3 clusters Score: Raw -394697.590725 + Penalty 3818.672355 = -390878.918370 nChanged 88 SP:Iteration 3Q (56064.670000 sec): 3 clusters Score: Raw -394776.730479 + Penalty 3818.672355 = -390958.058124 nChanged 60 SP:Iteration 4Q (56064.680000 sec): 3 clusters Score: Raw -394831.408894 + Penalty 3818.672355 = -391012.736538 nChanged 44 SP:Iteration 5Q (56064.680000 sec): 3 clusters Score: Raw -394872.723505 + Penalty 3818.672355 = -391054.051150 nChanged 50 SP:Iteration 6Q (56064.690000 sec): 3 clusters Score: Raw -394915.589292 + Penalty 3818.672355 = -391096.916937 nChanged 49 SP:Iteration 7Q (56064.700000 sec): 3 clusters Score: Raw -394971.573627 + Penalty 3818.672355 = -391152.901272 nChanged 55 SP:Iteration 8Q (56064.710000 sec): 3 clusters Score: Raw -395037.600322 + Penalty 3818.672355 = -391218.927967 nChanged 56 SP:Iteration 9Q (56064.720000 sec): 3 clusters Score: Raw -395109.045121 + Penalty 3818.672355 = -391290.372766 nChanged 71 SP:Iteration 10Q (56064.730000 sec): 3 clusters Score: Raw -395222.402150 + Penalty 3818.672355 = -391403.729794 nChanged 88 SP:Iteration 11Q (56064.740000 sec): 3 clusters Score: Raw -395370.437927 + Penalty 3818.672355 = -391551.765572 nChanged 93 SP:Iteration 12Q (56064.740000 sec): 3 clusters Score: Raw -395543.579095 + Penalty 3818.672355 = -391724.906740 nChanged 108 SP:Iteration 13Q (56064.750000 sec): 3 clusters Score: Raw -395748.282894 + Penalty 3818.672355 = -391929.610539 nChanged 109 SP:Iteration 14Q (56064.760000 sec): 3 clusters Score: Raw -395919.934196 + Penalty 3818.672355 = -392101.261841 nChanged 81 SP:Iteration 15Q (56064.770000 sec): 3 clusters Score: Raw -396030.622835 + Penalty 3818.672355 = -392211.950480 nChanged 63 SP:Iteration 16Q (56064.780000 sec): 3 clusters Score: Raw -396106.266062 + Penalty 3818.672355 = -392287.593707 nChanged 36 SP:Iteration 17Q (56064.780000 sec): 3 clusters Score: Raw -396143.132458 + Penalty 3818.672355 = -392324.460103 nChanged 27 SP:Iteration 18Q (56064.790000 sec): 3 clusters Score: Raw -396164.994876 + Penalty 3818.672355 = -392346.322521 nChanged 17 SP:Iteration 19Q (56064.800000 sec): 3 clusters Score: Raw -396177.517603 + Penalty 3818.672355 = -392358.845248 nChanged 11 SP:Iteration 20F (56064.810000 sec): 3 clusters Score: Raw -396186.416130 + Penalty 3818.672355 = -392367.743775 nChanged 7 SP:Iteration 21Q (56064.820000 sec): 3 clusters Score: Raw -396191.390154 + Penalty 3818.672355 = -392372.717799 nChanged 4 SP:Iteration 22Q (56064.820000 sec): 3 clusters Score: Raw -396193.540315 + Penalty 3818.672355 = -392374.867960 nChanged 3 SP:Iteration 23Q (56064.830000 sec): 3 clusters Score: Raw -396195.450576 + Penalty 3818.672355 = -392376.778221 nChanged 1 SP:Iteration 24Q (56064.840000 sec): 3 clusters Score: Raw -396195.899176 + Penalty 3818.672355 = -392377.226821 nChanged 1 SP:Iteration 25Q (56064.850000 sec): 3 clusters Score: Raw -396196.779829 + Penalty 3818.672355 = -392378.107474 nChanged 1 SP:Iteration 26Q (56064.860000 sec): 3 clusters Score: Raw -396197.471483 + Penalty 3818.672355 = -392378.799128 nChanged 0 SP:Iteration 27F (56064.860000 sec): 3 clusters Score: Raw -396197.471483 + Penalty 3818.672355 = -392378.799128 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56064.880000 sec): 2 clusters Score: Raw -326803.038664 + Penalty 1880.645386 = -324922.393278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56064.880000 sec): 3 clusters Score: Raw -326049.381669 + Penalty 3761.290772 = -322288.090896 nChanged 657 SP:Iteration 1F (56064.890000 sec): 3 clusters Score: Raw -326623.557867 + Penalty 3761.290772 = -322862.267094 nChanged 207 SP:Iteration 2F (56064.900000 sec): 3 clusters Score: Raw -326938.871065 + Penalty 3761.290772 = -323177.580293 nChanged 158 SP:Iteration 3F (56064.910000 sec): 3 clusters Score: Raw -327161.988301 + Penalty 3761.290772 = -323400.697529 nChanged 101 SP:Iteration 4F (56064.920000 sec): 3 clusters Score: Raw -327308.686608 + Penalty 3761.290772 = -323547.395836 nChanged 77 SP:Iteration 5Q (56064.920000 sec): 3 clusters Score: Raw -327426.014617 + Penalty 3761.290772 = -323664.723845 nChanged 75 SP:Iteration 6Q (56064.930000 sec): 3 clusters Score: Raw -327574.121185 + Penalty 3761.290772 = -323812.830412 nChanged 79 SP:Iteration 7Q (56064.940000 sec): 3 clusters Score: Raw -327729.659978 + Penalty 3761.290772 = -323968.369206 nChanged 83 SP:Iteration 8Q (56064.940000 sec): 3 clusters Score: Raw -327873.839431 + Penalty 3761.290772 = -324112.548659 nChanged 80 SP:Iteration 9Q (56064.950000 sec): 3 clusters Score: Raw -327992.424526 + Penalty 3761.290772 = -324231.133754 nChanged 81 SP:Iteration 10Q (56064.960000 sec): 3 clusters Score: Raw -328118.889589 + Penalty 3761.290772 = -324357.598817 nChanged 63 SP:Iteration 11Q (56064.960000 sec): 3 clusters Score: Raw -328190.385638 + Penalty 3761.290772 = -324429.094866 nChanged 42 SP:Iteration 12Q (56064.970000 sec): 3 clusters Score: Raw -328228.644176 + Penalty 3761.290772 = -324467.353404 nChanged 26 SP:Iteration 13Q (56064.980000 sec): 3 clusters Score: Raw -328245.086553 + Penalty 3761.290772 = -324483.795781 nChanged 13 SP:Iteration 14Q (56064.980000 sec): 3 clusters Score: Raw -328254.649719 + Penalty 3761.290772 = -324493.358947 nChanged 14 SP:Iteration 15Q (56064.990000 sec): 3 clusters Score: Raw -328264.486612 + Penalty 3761.290772 = -324503.195840 nChanged 6 SP:Iteration 16Q (56065.000000 sec): 3 clusters Score: Raw -328266.547702 + Penalty 3761.290772 = -324505.256930 nChanged 9 SP:Iteration 17Q (56065.000000 sec): 3 clusters Score: Raw -328271.945837 + Penalty 3761.290772 = -324510.655065 nChanged 5 SP:Iteration 18Q (56065.010000 sec): 3 clusters Score: Raw -328277.776021 + Penalty 3761.290772 = -324516.485249 nChanged 2 SP:Iteration 19Q (56065.020000 sec): 3 clusters Score: Raw -328278.075882 + Penalty 3761.290772 = -324516.785110 nChanged 1 SP:Iteration 20F (56065.030000 sec): 3 clusters Score: Raw -328280.521727 + Penalty 3761.290772 = -324519.230955 nChanged 4 SP:Iteration 21Q (56065.040000 sec): 3 clusters Score: Raw -328290.277356 + Penalty 3761.290772 = -324528.986584 nChanged 5 SP:Iteration 22Q (56065.040000 sec): 3 clusters Score: Raw -328294.767523 + Penalty 3761.290772 = -324533.476750 nChanged 2 SP:Iteration 23Q (56065.050000 sec): 3 clusters Score: Raw -328295.762558 + Penalty 3761.290772 = -324534.471786 nChanged 0 SP:Iteration 24F (56065.060000 sec): 3 clusters Score: Raw -328295.762558 + Penalty 3761.290772 = -324534.471786 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56069.550000 sec): 2 clusters Score: Raw -231608122.001528 + Penalty 3495.849481 = -231604626.152048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56075.010000 sec): 3 clusters Score: Raw -230710216.818218 + Penalty 6991.698961 = -230703225.119257 nChanged 652166 SP:Iteration 1F (56080.420000 sec): 3 clusters Score: Raw -231111325.555769 + Penalty 6991.698961 = -231104333.856808 nChanged 31366 SP:Iteration 2Q (56086.030000 sec): 3 clusters Score: Raw -231118218.309810 + Penalty 6991.698961 = -231111226.610849 nChanged 38338 SP:Iteration 3Q (56091.530000 sec): 3 clusters Score: Raw -231128949.504154 + Penalty 6991.698961 = -231121957.805193 nChanged 49581 SP:Iteration 4Q (56097.040000 sec): 3 clusters Score: Raw -231147192.457464 + Penalty 6991.698961 = -231140200.758503 nChanged 66519 SP:Iteration 5F (56102.450000 sec): 3 clusters Score: Raw -231180203.965050 + Penalty 6991.698961 = -231173212.266089 nChanged 89098 SP:Iteration 6F (56107.870000 sec): 3 clusters Score: Raw -231238644.764849 + Penalty 6991.698961 = -231231653.065888 nChanged 109867 SP:Iteration 7F (56113.270000 sec): 3 clusters Score: Raw -231328757.494897 + Penalty 6991.698961 = -231321765.795936 nChanged 114251 SP:Iteration 8F (56118.670000 sec): 3 clusters Score: Raw -231436655.494549 + Penalty 6991.698961 = -231429663.795588 nChanged 92564 SP:Iteration 9F (56124.040000 sec): 3 clusters Score: Raw -231528679.116474 + Penalty 6991.698961 = -231521687.417513 nChanged 53524 SP:Iteration 10Q (56128.950000 sec): 3 clusters Score: Raw -231580839.791022 + Penalty 6991.698961 = -231573848.092061 nChanged 21859 SP:Iteration 11Q (56133.360000 sec): 3 clusters Score: Raw -231600717.734194 + Penalty 6991.698961 = -231593726.035233 nChanged 6600 SP:Iteration 12Q (56137.420000 sec): 3 clusters Score: Raw -231606326.705900 + Penalty 6991.698961 = -231599335.006939 nChanged 1647 SP:Iteration 13Q (56141.230000 sec): 3 clusters Score: Raw -231607702.770532 + Penalty 6991.698961 = -231600711.071571 nChanged 409 SP:Iteration 14Q (56144.960000 sec): 3 clusters Score: Raw -231608104.030605 + Penalty 6991.698961 = -231601112.331644 nChanged 125 SP:Iteration 15Q (56148.660000 sec): 3 clusters Score: Raw -231608237.016855 + Penalty 6991.698961 = -231601245.317894 nChanged 56 SP:Iteration 16Q (56152.350000 sec): 3 clusters Score: Raw -231608307.641194 + Penalty 6991.698961 = -231601315.942233 nChanged 43 SP:Iteration 17Q (56156.040000 sec): 3 clusters Score: Raw -231608361.413561 + Penalty 6991.698961 = -231601369.714600 nChanged 25 SP:Iteration 18Q (56159.720000 sec): 3 clusters Score: Raw -231608399.893249 + Penalty 6991.698961 = -231601408.194288 nChanged 15 SP:Iteration 19Q (56163.390000 sec): 3 clusters Score: Raw -231608419.525549 + Penalty 6991.698961 = -231601427.826588 nChanged 10 SP:Iteration 20F (56168.700000 sec): 3 clusters Score: Raw -231608431.928649 + Penalty 6991.698961 = -231601440.229688 nChanged 8 SP:Iteration 21Q (56172.380000 sec): 3 clusters Score: Raw -231608443.049925 + Penalty 6991.698961 = -231601451.350964 nChanged 4 SP:Iteration 22Q (56176.060000 sec): 3 clusters Score: Raw -231608448.591483 + Penalty 6991.698961 = -231601456.892522 nChanged 2 SP:Iteration 23Q (56179.730000 sec): 3 clusters Score: Raw -231608450.202913 + Penalty 6991.698961 = -231601458.503952 nChanged 0 SP:Iteration 24F (56185.050000 sec): 3 clusters Score: Raw -231608450.202913 + Penalty 6991.698961 = -231601458.503952 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56185.490000 sec): 2 clusters Score: Raw -607422.111322 + Penalty 2034.487279 = -605387.624043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56185.500000 sec): 3 clusters Score: Raw -605764.853833 + Penalty 4068.974558 = -601695.879276 nChanged 1312 SP:Iteration 1F (56185.520000 sec): 3 clusters Score: Raw -606686.679214 + Penalty 4068.974558 = -602617.704656 nChanged 343 SP:Iteration 2F (56185.530000 sec): 3 clusters Score: Raw -607036.524760 + Penalty 4068.974558 = -602967.550202 nChanged 279 SP:Iteration 3F (56185.540000 sec): 3 clusters Score: Raw -607357.971847 + Penalty 4068.974558 = -603288.997289 nChanged 250 SP:Iteration 4F (56185.560000 sec): 3 clusters Score: Raw -607659.026832 + Penalty 4068.974558 = -603590.052274 nChanged 224 SP:Iteration 5F (56185.580000 sec): 3 clusters Score: Raw -607869.524542 + Penalty 4068.974558 = -603800.549985 nChanged 170 SP:Iteration 6Q (56185.590000 sec): 3 clusters Score: Raw -608025.158845 + Penalty 4068.974558 = -603956.184288 nChanged 141 SP:Iteration 7Q (56185.600000 sec): 3 clusters Score: Raw -608140.431789 + Penalty 4068.974558 = -604071.457232 nChanged 103 SP:Iteration 8Q (56185.620000 sec): 3 clusters Score: Raw -608235.510696 + Penalty 4068.974558 = -604166.536139 nChanged 89 SP:Iteration 9Q (56185.630000 sec): 3 clusters Score: Raw -608315.258133 + Penalty 4068.974558 = -604246.283575 nChanged 72 SP:Iteration 10Q (56185.640000 sec): 3 clusters Score: Raw -608379.827063 + Penalty 4068.974558 = -604310.852505 nChanged 65 SP:Iteration 11Q (56185.660000 sec): 3 clusters Score: Raw -608445.020767 + Penalty 4068.974558 = -604376.046209 nChanged 57 SP:Iteration 12Q (56185.670000 sec): 3 clusters Score: Raw -608505.904648 + Penalty 4068.974558 = -604436.930090 nChanged 55 SP:Iteration 13Q (56185.690000 sec): 3 clusters Score: Raw -608555.556059 + Penalty 4068.974558 = -604486.581501 nChanged 54 SP:Iteration 14Q (56185.700000 sec): 3 clusters Score: Raw -608596.590192 + Penalty 4068.974558 = -604527.615634 nChanged 40 SP:Iteration 15Q (56185.720000 sec): 3 clusters Score: Raw -608621.487461 + Penalty 4068.974558 = -604552.512904 nChanged 26 SP:Iteration 16Q (56185.730000 sec): 3 clusters Score: Raw -608634.231796 + Penalty 4068.974558 = -604565.257238 nChanged 19 SP:Iteration 17Q (56185.740000 sec): 3 clusters Score: Raw -608643.940963 + Penalty 4068.974558 = -604574.966406 nChanged 11 SP:Iteration 18Q (56185.760000 sec): 3 clusters Score: Raw -608649.590199 + Penalty 4068.974558 = -604580.615642 nChanged 4 SP:Iteration 19Q (56185.770000 sec): 3 clusters Score: Raw -608650.879568 + Penalty 4068.974558 = -604581.905011 nChanged 2 SP:Iteration 20F (56185.780000 sec): 3 clusters Score: Raw -608651.291372 + Penalty 4068.974558 = -604582.316814 nChanged 1 SP:Iteration 21Q (56185.800000 sec): 3 clusters Score: Raw -608651.867884 + Penalty 4068.974558 = -604582.893326 nChanged 0 SP:Iteration 22F (56185.810000 sec): 3 clusters Score: Raw -608651.867884 + Penalty 4068.974558 = -604582.893326 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56185.820000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56185.830000 sec): 3 clusters Score: Raw -292071.254823 + Penalty 3675.832130 = -288395.422693 nChanged 497 SP:Iteration 1F (56185.840000 sec): 3 clusters Score: Raw -292472.626743 + Penalty 3675.832130 = -288796.794612 nChanged 106 SP:Iteration 2F (56185.840000 sec): 3 clusters Score: Raw -292582.892470 + Penalty 3675.832130 = -288907.060339 nChanged 77 SP:Iteration 3Q (56185.850000 sec): 3 clusters Score: Raw -292655.880053 + Penalty 3675.832130 = -288980.047923 nChanged 51 SP:Iteration 4Q (56185.860000 sec): 3 clusters Score: Raw -292708.595137 + Penalty 3675.832130 = -289032.763006 nChanged 50 SP:Iteration 5Q (56185.860000 sec): 3 clusters Score: Raw -292748.785175 + Penalty 3675.832130 = -289072.953045 nChanged 25 SP:Iteration 6Q (56185.870000 sec): 3 clusters Score: Raw -292774.520145 + Penalty 3675.832130 = -289098.688015 nChanged 22 SP:Iteration 7Q (56185.880000 sec): 3 clusters Score: Raw -292795.500330 + Penalty 3675.832130 = -289119.668200 nChanged 18 SP:Iteration 8Q (56185.880000 sec): 3 clusters Score: Raw -292813.933326 + Penalty 3675.832130 = -289138.101196 nChanged 19 SP:Iteration 9Q (56185.890000 sec): 3 clusters Score: Raw -292828.054242 + Penalty 3675.832130 = -289152.222111 nChanged 8 SP:Iteration 10Q (56185.900000 sec): 3 clusters Score: Raw -292832.110689 + Penalty 3675.832130 = -289156.278558 nChanged 7 SP:Iteration 11Q (56185.900000 sec): 3 clusters Score: Raw -292839.700384 + Penalty 3675.832130 = -289163.868254 nChanged 5 SP:Iteration 12Q (56185.910000 sec): 3 clusters Score: Raw -292843.538020 + Penalty 3675.832130 = -289167.705890 nChanged 2 SP:Iteration 13Q (56185.920000 sec): 3 clusters Score: Raw -292845.416436 + Penalty 3675.832130 = -289169.584306 nChanged 3 SP:Iteration 14Q (56185.920000 sec): 3 clusters Score: Raw -292847.648665 + Penalty 3675.832130 = -289171.816535 nChanged 5 SP:Iteration 15Q (56185.930000 sec): 3 clusters Score: Raw -292851.668519 + Penalty 3675.832130 = -289175.836389 nChanged 4 SP:Iteration 16Q (56185.930000 sec): 3 clusters Score: Raw -292853.889019 + Penalty 3675.832130 = -289178.056889 nChanged 3 SP:Iteration 17Q (56185.940000 sec): 3 clusters Score: Raw -292856.428785 + Penalty 3675.832130 = -289180.596655 nChanged 6 SP:Iteration 18Q (56185.950000 sec): 3 clusters Score: Raw -292860.008041 + Penalty 3675.832130 = -289184.175911 nChanged 0 SP:Iteration 19F (56185.950000 sec): 3 clusters Score: Raw -292860.008041 + Penalty 3675.832130 = -289184.175911 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56185.960000 sec): 2 clusters Score: Raw -46573.021713 + Penalty 1454.180532 = -45118.841181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56185.960000 sec): 3 clusters Score: Raw -46803.526870 + Penalty 2908.361063 = -43895.165807 nChanged 68 SP:Iteration 1F (56185.960000 sec): 3 clusters Score: Raw -47033.806972 + Penalty 2908.361063 = -44125.445909 nChanged 25 SP:Iteration 2F (56185.960000 sec): 3 clusters Score: Raw -47153.882468 + Penalty 2908.361063 = -44245.521405 nChanged 15 SP:Iteration 3Q (56185.960000 sec): 3 clusters Score: Raw -47204.324274 + Penalty 2908.361063 = -44295.963211 nChanged 12 SP:Iteration 4Q (56185.970000 sec): 3 clusters Score: Raw -47245.230993 + Penalty 2908.361063 = -44336.869930 nChanged 6 SP:Iteration 5Q (56185.970000 sec): 3 clusters Score: Raw -47261.994902 + Penalty 2908.361063 = -44353.633839 nChanged 1 SP:Iteration 6Q (56185.970000 sec): 3 clusters Score: Raw -47263.274925 + Penalty 2908.361063 = -44354.913862 nChanged 0 SP:Iteration 7F (56185.970000 sec): 3 clusters Score: Raw -47263.274925 + Penalty 2908.361063 = -44354.913862 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56185.980000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56185.980000 sec): 3 clusters Score: Raw -30383.486106 + Penalty 2652.165335 = -27731.320771 nChanged 13 SP:Iteration 1F (56185.980000 sec): 3 clusters Score: Raw -30467.545095 + Penalty 2652.165335 = -27815.379759 nChanged 4 SP:Iteration 2Q (56185.980000 sec): 3 clusters Score: Raw -30486.919976 + Penalty 2652.165335 = -27834.754641 nChanged 1 SP:Iteration 3Q (56185.980000 sec): 3 clusters Score: Raw -30489.488621 + Penalty 2652.165335 = -27837.323286 nChanged 0 SP:Iteration 4F (56185.980000 sec): 3 clusters Score: Raw -30489.488621 + Penalty 2652.165335 = -27837.323286 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56185.980000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56185.990000 sec): 3 clusters Score: Raw -40398.713355 + Penalty 2758.098089 = -37640.615266 nChanged 23 SP:Iteration 1F (56185.990000 sec): 3 clusters Score: Raw -40485.487713 + Penalty 2758.098089 = -37727.389624 nChanged 7 SP:Iteration 2Q (56185.990000 sec): 3 clusters Score: Raw -40519.288434 + Penalty 2758.098089 = -37761.190345 nChanged 6 SP:Iteration 3Q (56185.990000 sec): 3 clusters Score: Raw -40539.432679 + Penalty 2758.098089 = -37781.334590 nChanged 2 SP:Iteration 4Q (56185.990000 sec): 3 clusters Score: Raw -40549.392348 + Penalty 2758.098089 = -37791.294259 nChanged 3 SP:Iteration 5Q (56185.990000 sec): 3 clusters Score: Raw -40564.812941 + Penalty 2758.098089 = -37806.714852 nChanged 2 SP:Iteration 6Q (56185.990000 sec): 3 clusters Score: Raw -40572.962600 + Penalty 2758.098089 = -37814.864511 nChanged 0 SP:Iteration 7F (56186.000000 sec): 3 clusters Score: Raw -40572.962600 + Penalty 2758.098089 = -37814.864511 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.000000 sec): 2 clusters Score: Raw -110409.569633 + Penalty 1619.295872 = -108790.273761 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.000000 sec): 3 clusters Score: Raw -110289.329817 + Penalty 3238.591744 = -107050.738073 nChanged 149 SP:Iteration 1F (56186.010000 sec): 3 clusters Score: Raw -110490.434218 + Penalty 3238.591744 = -107251.842474 nChanged 38 SP:Iteration 2F (56186.010000 sec): 3 clusters Score: Raw -110566.221026 + Penalty 3238.591744 = -107327.629282 nChanged 19 SP:Iteration 3Q (56186.010000 sec): 3 clusters Score: Raw -110596.949747 + Penalty 3238.591744 = -107358.358003 nChanged 16 SP:Iteration 4Q (56186.020000 sec): 3 clusters Score: Raw -110625.097720 + Penalty 3238.591744 = -107386.505977 nChanged 14 SP:Iteration 5Q (56186.020000 sec): 3 clusters Score: Raw -110647.138735 + Penalty 3238.591744 = -107408.546991 nChanged 12 SP:Iteration 6Q (56186.020000 sec): 3 clusters Score: Raw -110665.342633 + Penalty 3238.591744 = -107426.750890 nChanged 5 SP:Iteration 7Q (56186.020000 sec): 3 clusters Score: Raw -110672.895841 + Penalty 3238.591744 = -107434.304097 nChanged 3 SP:Iteration 8Q (56186.020000 sec): 3 clusters Score: Raw -110676.279614 + Penalty 3238.591744 = -107437.687870 nChanged 1 SP:Iteration 9Q (56186.030000 sec): 3 clusters Score: Raw -110676.692950 + Penalty 3238.591744 = -107438.101206 nChanged 0 SP:Iteration 10F (56186.030000 sec): 3 clusters Score: Raw -110676.692950 + Penalty 3238.591744 = -107438.101206 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.040000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.040000 sec): 3 clusters Score: Raw -36795.649097 + Penalty 2748.466718 = -34047.182379 nChanged 33 SP:Iteration 1F (56186.040000 sec): 3 clusters Score: Raw -36956.414874 + Penalty 2748.466718 = -34207.948155 nChanged 12 SP:Iteration 2Q (56186.040000 sec): 3 clusters Score: Raw -37110.211286 + Penalty 2748.466718 = -34361.744568 nChanged 13 SP:Iteration 3F (56186.040000 sec): 3 clusters Score: Raw -37208.802020 + Penalty 2748.466718 = -34460.335302 nChanged 12 SP:Iteration 4Q (56186.040000 sec): 3 clusters Score: Raw -37284.704944 + Penalty 2748.466718 = -34536.238226 nChanged 6 SP:Iteration 5Q (56186.040000 sec): 3 clusters Score: Raw -37322.092907 + Penalty 2748.466718 = -34573.626188 nChanged 2 SP:Iteration 6Q (56186.040000 sec): 3 clusters Score: Raw -37335.050497 + Penalty 2748.466718 = -34586.583779 nChanged 0 SP:Iteration 7F (56186.040000 sec): 3 clusters Score: Raw -37335.050497 + Penalty 2748.466718 = -34586.583779 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.050000 sec): 2 clusters Score: Raw -24442.778146 + Penalty 1266.274478 = -23176.503668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.050000 sec): 3 clusters Score: Raw -24893.611895 + Penalty 2532.548955 = -22361.062940 nChanged 19 SP:Iteration 1F (56186.050000 sec): 3 clusters Score: Raw -24967.686493 + Penalty 2532.548955 = -22435.137538 nChanged 9 SP:Iteration 2F (56186.050000 sec): 3 clusters Score: Raw -25021.921857 + Penalty 2532.548955 = -22489.372902 nChanged 7 SP:Iteration 3Q (56186.050000 sec): 3 clusters Score: Raw -25059.021801 + Penalty 2532.548955 = -22526.472846 nChanged 7 SP:Iteration 4Q (56186.050000 sec): 3 clusters Score: Raw -25099.839626 + Penalty 2532.548955 = -22567.290671 nChanged 3 SP:Iteration 5Q (56186.050000 sec): 3 clusters Score: Raw -25157.935209 + Penalty 2532.548955 = -22625.386254 nChanged 3 SP:Iteration 6Q (56186.050000 sec): 3 clusters Score: Raw -25191.246619 + Penalty 2532.548955 = -22658.697664 nChanged 3 SP:Iteration 7Q (56186.050000 sec): 3 clusters Score: Raw -25233.847162 + Penalty 2532.548955 = -22701.298207 nChanged 0 SP:Iteration 8F (56186.050000 sec): 3 clusters Score: Raw -25233.847162 + Penalty 2532.548955 = -22701.298207 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.060000 sec): 2 clusters Score: Raw -62022.222620 + Penalty 1491.401359 = -60530.821261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.060000 sec): 3 clusters Score: Raw -62143.739457 + Penalty 2982.802717 = -59160.936739 nChanged 74 SP:Iteration 1F (56186.060000 sec): 3 clusters Score: Raw -62341.815939 + Penalty 2982.802717 = -59359.013222 nChanged 28 SP:Iteration 2F (56186.060000 sec): 3 clusters Score: Raw -62426.130847 + Penalty 2982.802717 = -59443.328129 nChanged 18 SP:Iteration 3Q (56186.060000 sec): 3 clusters Score: Raw -62479.326826 + Penalty 2982.802717 = -59496.524109 nChanged 16 SP:Iteration 4Q (56186.070000 sec): 3 clusters Score: Raw -62544.190882 + Penalty 2982.802717 = -59561.388165 nChanged 15 SP:Iteration 5Q (56186.070000 sec): 3 clusters Score: Raw -62656.828992 + Penalty 2982.802717 = -59674.026275 nChanged 21 SP:Iteration 6F (56186.070000 sec): 3 clusters Score: Raw -62803.776651 + Penalty 2982.802717 = -59820.973934 nChanged 18 SP:Iteration 7Q (56186.070000 sec): 3 clusters Score: Raw -63048.131563 + Penalty 2982.802717 = -60065.328846 nChanged 26 SP:Iteration 8F (56186.070000 sec): 3 clusters Score: Raw -63283.182455 + Penalty 2982.802717 = -60300.379737 nChanged 21 SP:Iteration 9F (56186.080000 sec): 3 clusters Score: Raw -63549.178284 + Penalty 2982.802717 = -60566.375566 nChanged 11 SP:Iteration 10Q (56186.080000 sec): 3 clusters Score: Raw -63655.121693 + Penalty 2982.802717 = -60672.318975 nChanged 4 SP:Iteration 11Q (56186.080000 sec): 3 clusters Score: Raw -63729.773348 + Penalty 2982.802717 = -60746.970630 nChanged 3 SP:Iteration 12Q (56186.080000 sec): 3 clusters Score: Raw -63754.626026 + Penalty 2982.802717 = -60771.823309 nChanged 1 SP:Iteration 13Q (56186.080000 sec): 3 clusters Score: Raw -63772.943826 + Penalty 2982.802717 = -60790.141108 nChanged 1 SP:Iteration 14Q (56186.080000 sec): 3 clusters Score: Raw -63793.083360 + Penalty 2982.802717 = -60810.280643 nChanged 1 SP:Iteration 15Q (56186.080000 sec): 3 clusters Score: Raw -63796.085788 + Penalty 2982.802717 = -60813.283070 nChanged 0 SP:Iteration 16F (56186.080000 sec): 3 clusters Score: Raw -63796.085788 + Penalty 2982.802717 = -60813.283070 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.100000 sec): 2 clusters Score: Raw -57815.869625 + Penalty 1465.204569 = -56350.665056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.100000 sec): 3 clusters Score: Raw -57955.760997 + Penalty 2930.409137 = -55025.351860 nChanged 63 SP:Iteration 1F (56186.100000 sec): 3 clusters Score: Raw -58123.693230 + Penalty 2930.409137 = -55193.284093 nChanged 17 SP:Iteration 2Q (56186.100000 sec): 3 clusters Score: Raw -58194.085512 + Penalty 2930.409137 = -55263.676375 nChanged 18 SP:Iteration 3Q (56186.100000 sec): 3 clusters Score: Raw -58306.803689 + Penalty 2930.409137 = -55376.394552 nChanged 18 SP:Iteration 4Q (56186.110000 sec): 3 clusters Score: Raw -58408.875339 + Penalty 2930.409137 = -55478.466201 nChanged 5 SP:Iteration 5Q (56186.110000 sec): 3 clusters Score: Raw -58433.691208 + Penalty 2930.409137 = -55503.282071 nChanged 2 SP:Iteration 6Q (56186.110000 sec): 3 clusters Score: Raw -58442.371827 + Penalty 2930.409137 = -55511.962689 nChanged 0 SP:Iteration 7F (56186.120000 sec): 3 clusters Score: Raw -58442.371827 + Penalty 2930.409137 = -55511.962689 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.120000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.120000 sec): 3 clusters Score: Raw -20656.147539 + Penalty 2732.656615 = -17923.490924 nChanged 53 SP:Iteration 1F (56186.130000 sec): 3 clusters Score: Raw -20937.803601 + Penalty 2732.656615 = -18205.146986 nChanged 19 SP:Iteration 2F (56186.130000 sec): 3 clusters Score: Raw -21104.684884 + Penalty 2732.656615 = -18372.028269 nChanged 9 SP:Iteration 3Q (56186.130000 sec): 3 clusters Score: Raw -21239.587105 + Penalty 2732.656615 = -18506.930490 nChanged 5 SP:Iteration 4Q (56186.130000 sec): 3 clusters Score: Raw -21287.292690 + Penalty 2732.656615 = -18554.636075 nChanged 3 SP:Iteration 5Q (56186.130000 sec): 3 clusters Score: Raw -21307.936226 + Penalty 2732.656615 = -18575.279611 nChanged 0 SP:Iteration 6F (56186.130000 sec): 3 clusters Score: Raw -21307.936226 + Penalty 2732.656615 = -18575.279611 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.130000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.130000 sec): 3 clusters Score: Raw -14083.948056 + Penalty 2461.570937 = -11622.377119 nChanged 8 SP:Iteration 1F (56186.140000 sec): 3 clusters Score: Raw -14134.947451 + Penalty 2461.570937 = -11673.376515 nChanged 2 SP:Iteration 2Q (56186.140000 sec): 3 clusters Score: Raw -14148.293561 + Penalty 2461.570937 = -11686.722625 nChanged 0 SP:Iteration 3F (56186.140000 sec): 3 clusters Score: Raw -14148.293561 + Penalty 2461.570937 = -11686.722625 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.140000 sec): 2 clusters Score: Raw -77426.313443 + Penalty 1563.049506 = -75863.263937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.150000 sec): 3 clusters Score: Raw -77490.839019 + Penalty 3126.099012 = -74364.740007 nChanged 112 SP:Iteration 1F (56186.150000 sec): 3 clusters Score: Raw -77708.448839 + Penalty 3126.099012 = -74582.349827 nChanged 29 SP:Iteration 2F (56186.150000 sec): 3 clusters Score: Raw -77761.679285 + Penalty 3126.099012 = -74635.580273 nChanged 9 SP:Iteration 3Q (56186.150000 sec): 3 clusters Score: Raw -77782.261716 + Penalty 3126.099012 = -74656.162704 nChanged 5 SP:Iteration 4Q (56186.150000 sec): 3 clusters Score: Raw -77789.690197 + Penalty 3126.099012 = -74663.591185 nChanged 2 SP:Iteration 5Q (56186.160000 sec): 3 clusters Score: Raw -77795.533736 + Penalty 3126.099012 = -74669.434724 nChanged 2 SP:Iteration 6Q (56186.160000 sec): 3 clusters Score: Raw -77798.941393 + Penalty 3126.099012 = -74672.842381 nChanged 1 SP:Iteration 7Q (56186.160000 sec): 3 clusters Score: Raw -77799.459668 + Penalty 3126.099012 = -74673.360656 nChanged 0 SP:Iteration 8F (56186.160000 sec): 3 clusters Score: Raw -77799.459668 + Penalty 3126.099012 = -74673.360656 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.170000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.170000 sec): 3 clusters Score: Raw -37260.081214 + Penalty 2716.325922 = -34543.755292 nChanged 27 SP:Iteration 1F (56186.170000 sec): 3 clusters Score: Raw -37379.550202 + Penalty 2716.325922 = -34663.224281 nChanged 5 SP:Iteration 2Q (56186.170000 sec): 3 clusters Score: Raw -37399.820617 + Penalty 2716.325922 = -34683.494695 nChanged 6 SP:Iteration 3Q (56186.170000 sec): 3 clusters Score: Raw -37428.092927 + Penalty 2716.325922 = -34711.767006 nChanged 1 SP:Iteration 4Q (56186.170000 sec): 3 clusters Score: Raw -37441.543713 + Penalty 2716.325922 = -34725.217791 nChanged 0 SP:Iteration 5F (56186.170000 sec): 3 clusters Score: Raw -37441.543713 + Penalty 2716.325922 = -34725.217791 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.180000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.180000 sec): 3 clusters Score: Raw -19240.443187 + Penalty 2553.157260 = -16687.285927 nChanged 24 SP:Iteration 1F (56186.180000 sec): 3 clusters Score: Raw -19459.833340 + Penalty 2553.157260 = -16906.676080 nChanged 5 SP:Iteration 2Q (56186.180000 sec): 3 clusters Score: Raw -19478.332182 + Penalty 2553.157260 = -16925.174921 nChanged 2 SP:Iteration 3Q (56186.180000 sec): 3 clusters Score: Raw -19491.014896 + Penalty 2553.157260 = -16937.857636 nChanged 0 SP:Iteration 4F (56186.190000 sec): 3 clusters Score: Raw -19491.014896 + Penalty 2553.157260 = -16937.857636 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.190000 sec): 2 clusters Score: Raw -28460.939960 + Penalty 1378.093359 = -27082.846601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.190000 sec): 3 clusters Score: Raw -28724.411786 + Penalty 2756.186719 = -25968.225067 nChanged 40 SP:Iteration 1F (56186.190000 sec): 3 clusters Score: Raw -28830.685370 + Penalty 2756.186719 = -26074.498651 nChanged 16 SP:Iteration 2F (56186.190000 sec): 3 clusters Score: Raw -28872.080564 + Penalty 2756.186719 = -26115.893846 nChanged 10 SP:Iteration 3Q (56186.190000 sec): 3 clusters Score: Raw -28920.281823 + Penalty 2756.186719 = -26164.095105 nChanged 9 SP:Iteration 4Q (56186.190000 sec): 3 clusters Score: Raw -28983.211889 + Penalty 2756.186719 = -26227.025170 nChanged 6 SP:Iteration 5Q (56186.200000 sec): 3 clusters Score: Raw -29009.754309 + Penalty 2756.186719 = -26253.567591 nChanged 1 SP:Iteration 6Q (56186.200000 sec): 3 clusters Score: Raw -29012.674942 + Penalty 2756.186719 = -26256.488223 nChanged 0 SP:Iteration 7F (56186.200000 sec): 3 clusters Score: Raw -29012.674942 + Penalty 2756.186719 = -26256.488223 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.210000 sec): 2 clusters Score: Raw -66521.512258 + Penalty 1534.179739 = -64987.332519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.210000 sec): 3 clusters Score: Raw -66575.817889 + Penalty 3068.359477 = -63507.458412 nChanged 97 SP:Iteration 1F (56186.210000 sec): 3 clusters Score: Raw -66815.687711 + Penalty 3068.359477 = -63747.328233 nChanged 40 SP:Iteration 2F (56186.210000 sec): 3 clusters Score: Raw -67022.065088 + Penalty 3068.359477 = -63953.705611 nChanged 30 SP:Iteration 3F (56186.210000 sec): 3 clusters Score: Raw -67279.110853 + Penalty 3068.359477 = -64210.751375 nChanged 33 SP:Iteration 4F (56186.210000 sec): 3 clusters Score: Raw -67548.779240 + Penalty 3068.359477 = -64480.419762 nChanged 30 SP:Iteration 5F (56186.220000 sec): 3 clusters Score: Raw -67903.323398 + Penalty 3068.359477 = -64834.963921 nChanged 13 SP:Iteration 6Q (56186.220000 sec): 3 clusters Score: Raw -68069.406477 + Penalty 3068.359477 = -65001.047000 nChanged 12 SP:Iteration 7Q (56186.220000 sec): 3 clusters Score: Raw -68144.733296 + Penalty 3068.359477 = -65076.373819 nChanged 6 SP:Iteration 8Q (56186.220000 sec): 3 clusters Score: Raw -68179.210786 + Penalty 3068.359477 = -65110.851309 nChanged 7 SP:Iteration 9Q (56186.220000 sec): 3 clusters Score: Raw -68221.812045 + Penalty 3068.359477 = -65153.452567 nChanged 4 SP:Iteration 10Q (56186.230000 sec): 3 clusters Score: Raw -68240.508826 + Penalty 3068.359477 = -65172.149349 nChanged 2 SP:Iteration 11Q (56186.230000 sec): 3 clusters Score: Raw -68248.152494 + Penalty 3068.359477 = -65179.793017 nChanged 1 SP:Iteration 12Q (56186.230000 sec): 3 clusters Score: Raw -68253.669386 + Penalty 3068.359477 = -65185.309908 nChanged 1 SP:Iteration 13Q (56186.230000 sec): 3 clusters Score: Raw -68261.212799 + Penalty 3068.359477 = -65192.853322 nChanged 0 SP:Iteration 14F (56186.230000 sec): 3 clusters Score: Raw -68261.212799 + Penalty 3068.359477 = -65192.853322 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.250000 sec): 2 clusters Score: Raw -137549.458589 + Penalty 1692.444670 = -135857.013918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.250000 sec): 3 clusters Score: Raw -137491.157112 + Penalty 3384.889340 = -134106.267771 nChanged 245 SP:Iteration 1F (56186.250000 sec): 3 clusters Score: Raw -137876.087570 + Penalty 3384.889340 = -134491.198230 nChanged 79 SP:Iteration 2F (56186.260000 sec): 3 clusters Score: Raw -138091.242479 + Penalty 3384.889340 = -134706.353139 nChanged 55 SP:Iteration 3F (56186.260000 sec): 3 clusters Score: Raw -138215.306246 + Penalty 3384.889340 = -134830.416905 nChanged 42 SP:Iteration 4Q (56186.270000 sec): 3 clusters Score: Raw -138293.490973 + Penalty 3384.889340 = -134908.601633 nChanged 20 SP:Iteration 5Q (56186.270000 sec): 3 clusters Score: Raw -138324.855270 + Penalty 3384.889340 = -134939.965930 nChanged 12 SP:Iteration 6Q (56186.270000 sec): 3 clusters Score: Raw -138352.293864 + Penalty 3384.889340 = -134967.404524 nChanged 10 SP:Iteration 7Q (56186.280000 sec): 3 clusters Score: Raw -138371.698513 + Penalty 3384.889340 = -134986.809173 nChanged 10 SP:Iteration 8Q (56186.280000 sec): 3 clusters Score: Raw -138391.370963 + Penalty 3384.889340 = -135006.481622 nChanged 8 SP:Iteration 9Q (56186.280000 sec): 3 clusters Score: Raw -138412.267663 + Penalty 3384.889340 = -135027.378323 nChanged 6 SP:Iteration 10Q (56186.290000 sec): 3 clusters Score: Raw -138424.832994 + Penalty 3384.889340 = -135039.943653 nChanged 3 SP:Iteration 11Q (56186.290000 sec): 3 clusters Score: Raw -138432.365534 + Penalty 3384.889340 = -135047.476194 nChanged 2 SP:Iteration 12Q (56186.290000 sec): 3 clusters Score: Raw -138435.195386 + Penalty 3384.889340 = -135050.306046 nChanged 1 SP:Iteration 13Q (56186.290000 sec): 3 clusters Score: Raw -138440.151928 + Penalty 3384.889340 = -135055.262588 nChanged 3 SP:Iteration 14Q (56186.300000 sec): 3 clusters Score: Raw -138446.584031 + Penalty 3384.889340 = -135061.694690 nChanged 6 SP:Iteration 15Q (56186.300000 sec): 3 clusters Score: Raw -138454.835155 + Penalty 3384.889340 = -135069.945814 nChanged 4 SP:Iteration 16Q (56186.310000 sec): 3 clusters Score: Raw -138458.844794 + Penalty 3384.889340 = -135073.955454 nChanged 2 SP:Iteration 17Q (56186.310000 sec): 3 clusters Score: Raw -138460.702095 + Penalty 3384.889340 = -135075.812755 nChanged 0 SP:Iteration 18F (56186.310000 sec): 3 clusters Score: Raw -138460.702095 + Penalty 3384.889340 = -135075.812755 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.320000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.320000 sec): 3 clusters Score: Raw -28976.414189 + Penalty 2615.407781 = -26361.006408 nChanged 12 SP:Iteration 1F (56186.320000 sec): 3 clusters Score: Raw -29034.011675 + Penalty 2615.407781 = -26418.603894 nChanged 7 SP:Iteration 2Q (56186.320000 sec): 3 clusters Score: Raw -29094.131116 + Penalty 2615.407781 = -26478.723335 nChanged 5 SP:Iteration 3Q (56186.320000 sec): 3 clusters Score: Raw -29137.840907 + Penalty 2615.407781 = -26522.433126 nChanged 1 SP:Iteration 4Q (56186.320000 sec): 3 clusters Score: Raw -29141.435520 + Penalty 2615.407781 = -26526.027739 nChanged 0 SP:Iteration 5F (56186.320000 sec): 3 clusters Score: Raw -29141.435520 + Penalty 2615.407781 = -26526.027739 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.330000 sec): 2 clusters Score: Raw -20464.560606 + Penalty 1285.082320 = -19179.478286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.330000 sec): 3 clusters Score: Raw -20811.932474 + Penalty 2570.164641 = -18241.767833 nChanged 19 SP:Iteration 1F (56186.330000 sec): 3 clusters Score: Raw -20898.471027 + Penalty 2570.164641 = -18328.306386 nChanged 6 SP:Iteration 2Q (56186.330000 sec): 3 clusters Score: Raw -20932.855837 + Penalty 2570.164641 = -18362.691196 nChanged 1 SP:Iteration 3Q (56186.330000 sec): 3 clusters Score: Raw -20946.028862 + Penalty 2570.164641 = -18375.864221 nChanged 2 SP:Iteration 4Q (56186.330000 sec): 3 clusters Score: Raw -20966.618552 + Penalty 2570.164641 = -18396.453911 nChanged 1 SP:Iteration 5Q (56186.330000 sec): 3 clusters Score: Raw -20982.476660 + Penalty 2570.164641 = -18412.312019 nChanged 1 SP:Iteration 6Q (56186.330000 sec): 3 clusters Score: Raw -21012.622913 + Penalty 2570.164641 = -18442.458272 nChanged 2 SP:Iteration 7Q (56186.330000 sec): 3 clusters Score: Raw -21114.190836 + Penalty 2570.164641 = -18544.026195 nChanged 1 SP:Iteration 8Q (56186.330000 sec): 3 clusters Score: Raw -21116.291577 + Penalty 2570.164641 = -18546.126936 nChanged 0 SP:Iteration 9F (56186.340000 sec): 3 clusters Score: Raw -21116.291577 + Penalty 2570.164641 = -18546.126936 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.340000 sec): 2 clusters Score: Raw -128584.237587 + Penalty 1644.082087 = -126940.155500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.350000 sec): 3 clusters Score: Raw -128494.673603 + Penalty 3288.164174 = -125206.509429 nChanged 175 SP:Iteration 1F (56186.350000 sec): 3 clusters Score: Raw -128806.616758 + Penalty 3288.164174 = -125518.452584 nChanged 51 SP:Iteration 2F (56186.350000 sec): 3 clusters Score: Raw -128908.138630 + Penalty 3288.164174 = -125619.974456 nChanged 40 SP:Iteration 3F (56186.360000 sec): 3 clusters Score: Raw -128994.184166 + Penalty 3288.164174 = -125706.019993 nChanged 40 SP:Iteration 4F (56186.360000 sec): 3 clusters Score: Raw -129079.198460 + Penalty 3288.164174 = -125791.034286 nChanged 28 SP:Iteration 5Q (56186.360000 sec): 3 clusters Score: Raw -129126.583759 + Penalty 3288.164174 = -125838.419585 nChanged 14 SP:Iteration 6Q (56186.370000 sec): 3 clusters Score: Raw -129160.453806 + Penalty 3288.164174 = -125872.289632 nChanged 10 SP:Iteration 7Q (56186.370000 sec): 3 clusters Score: Raw -129178.404088 + Penalty 3288.164174 = -125890.239914 nChanged 9 SP:Iteration 8Q (56186.370000 sec): 3 clusters Score: Raw -129188.863743 + Penalty 3288.164174 = -125900.699570 nChanged 4 SP:Iteration 9Q (56186.370000 sec): 3 clusters Score: Raw -129194.586041 + Penalty 3288.164174 = -125906.421867 nChanged 7 SP:Iteration 10Q (56186.380000 sec): 3 clusters Score: Raw -129216.651860 + Penalty 3288.164174 = -125928.487687 nChanged 7 SP:Iteration 11Q (56186.380000 sec): 3 clusters Score: Raw -129228.422379 + Penalty 3288.164174 = -125940.258206 nChanged 9 SP:Iteration 12Q (56186.380000 sec): 3 clusters Score: Raw -129241.886054 + Penalty 3288.164174 = -125953.721880 nChanged 8 SP:Iteration 13Q (56186.390000 sec): 3 clusters Score: Raw -129257.710167 + Penalty 3288.164174 = -125969.545994 nChanged 6 SP:Iteration 14Q (56186.390000 sec): 3 clusters Score: Raw -129270.869745 + Penalty 3288.164174 = -125982.705571 nChanged 3 SP:Iteration 15Q (56186.390000 sec): 3 clusters Score: Raw -129274.110421 + Penalty 3288.164174 = -125985.946247 nChanged 2 SP:Iteration 16Q (56186.390000 sec): 3 clusters Score: Raw -129276.687237 + Penalty 3288.164174 = -125988.523063 nChanged 3 SP:Iteration 17Q (56186.390000 sec): 3 clusters Score: Raw -129282.379416 + Penalty 3288.164174 = -125994.215242 nChanged 1 SP:Iteration 18Q (56186.400000 sec): 3 clusters Score: Raw -129284.956050 + Penalty 3288.164174 = -125996.791876 nChanged 1 SP:Iteration 19Q (56186.400000 sec): 3 clusters Score: Raw -129286.377185 + Penalty 3288.164174 = -125998.213011 nChanged 1 SP:Iteration 20F (56186.410000 sec): 3 clusters Score: Raw -129287.008508 + Penalty 3288.164174 = -125998.844334 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.410000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.410000 sec): 3 clusters Score: Raw -79329.967130 + Penalty 3132.417569 = -76197.549562 nChanged 111 SP:Iteration 1F (56186.410000 sec): 3 clusters Score: Raw -79568.648763 + Penalty 3132.417569 = -76436.231194 nChanged 26 SP:Iteration 2Q (56186.420000 sec): 3 clusters Score: Raw -79656.964877 + Penalty 3132.417569 = -76524.547308 nChanged 22 SP:Iteration 3Q (56186.420000 sec): 3 clusters Score: Raw -79712.505474 + Penalty 3132.417569 = -76580.087905 nChanged 10 SP:Iteration 4Q (56186.420000 sec): 3 clusters Score: Raw -79733.974079 + Penalty 3132.417569 = -76601.556510 nChanged 7 SP:Iteration 5Q (56186.430000 sec): 3 clusters Score: Raw -79747.326206 + Penalty 3132.417569 = -76614.908637 nChanged 6 SP:Iteration 6Q (56186.430000 sec): 3 clusters Score: Raw -79758.138203 + Penalty 3132.417569 = -76625.720634 nChanged 2 SP:Iteration 7Q (56186.430000 sec): 3 clusters Score: Raw -79761.608601 + Penalty 3132.417569 = -76629.191033 nChanged 2 SP:Iteration 8Q (56186.430000 sec): 3 clusters Score: Raw -79765.479494 + Penalty 3132.417569 = -76633.061926 nChanged 0 SP:Iteration 9F (56186.430000 sec): 3 clusters Score: Raw -79765.479494 + Penalty 3132.417569 = -76633.061926 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.440000 sec): 2 clusters Score: Raw -35800.626646 + Penalty 1445.578513 = -34355.048132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.440000 sec): 3 clusters Score: Raw -35959.848529 + Penalty 2891.157026 = -33068.691503 nChanged 64 SP:Iteration 1F (56186.440000 sec): 3 clusters Score: Raw -36207.274371 + Penalty 2891.157026 = -33316.117345 nChanged 19 SP:Iteration 2F (56186.440000 sec): 3 clusters Score: Raw -36323.218280 + Penalty 2891.157026 = -33432.061254 nChanged 17 SP:Iteration 3Q (56186.450000 sec): 3 clusters Score: Raw -36412.124767 + Penalty 2891.157026 = -33520.967741 nChanged 9 SP:Iteration 4Q (56186.450000 sec): 3 clusters Score: Raw -36477.878175 + Penalty 2891.157026 = -33586.721149 nChanged 8 SP:Iteration 5Q (56186.450000 sec): 3 clusters Score: Raw -36541.903567 + Penalty 2891.157026 = -33650.746541 nChanged 6 SP:Iteration 6Q (56186.450000 sec): 3 clusters Score: Raw -36588.093004 + Penalty 2891.157026 = -33696.935977 nChanged 1 SP:Iteration 7Q (56186.450000 sec): 3 clusters Score: Raw -36588.864495 + Penalty 2891.157026 = -33697.707468 nChanged 1 SP:Iteration 8Q (56186.450000 sec): 3 clusters Score: Raw -36591.990975 + Penalty 2891.157026 = -33700.833948 nChanged 1 SP:Iteration 9Q (56186.450000 sec): 3 clusters Score: Raw -36602.351929 + Penalty 2891.157026 = -33711.194902 nChanged 1 SP:Iteration 10Q (56186.450000 sec): 3 clusters Score: Raw -36629.709564 + Penalty 2891.157026 = -33738.552538 nChanged 0 SP:Iteration 11F (56186.450000 sec): 3 clusters Score: Raw -36629.709564 + Penalty 2891.157026 = -33738.552538 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.460000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.460000 sec): 3 clusters Score: Raw -25931.418205 + Penalty 2637.787517 = -23293.630688 nChanged 24 SP:Iteration 1F (56186.460000 sec): 3 clusters Score: Raw -26070.440012 + Penalty 2637.787517 = -23432.652495 nChanged 7 SP:Iteration 2Q (56186.460000 sec): 3 clusters Score: Raw -26160.234967 + Penalty 2637.787517 = -23522.447450 nChanged 4 SP:Iteration 3Q (56186.460000 sec): 3 clusters Score: Raw -26197.438229 + Penalty 2637.787517 = -23559.650712 nChanged 3 SP:Iteration 4Q (56186.460000 sec): 3 clusters Score: Raw -26224.122809 + Penalty 2637.787517 = -23586.335292 nChanged 2 SP:Iteration 5Q (56186.470000 sec): 3 clusters Score: Raw -26247.172728 + Penalty 2637.787517 = -23609.385211 nChanged 1 SP:Iteration 6Q (56186.470000 sec): 3 clusters Score: Raw -26253.805159 + Penalty 2637.787517 = -23616.017642 nChanged 0 SP:Iteration 7F (56186.470000 sec): 3 clusters Score: Raw -26253.805159 + Penalty 2637.787517 = -23616.017642 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.470000 sec): 2 clusters Score: Raw -42843.073853 + Penalty 1465.204569 = -41377.869284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.470000 sec): 3 clusters Score: Raw -42986.306299 + Penalty 2930.409137 = -40055.897162 nChanged 71 SP:Iteration 1F (56186.470000 sec): 3 clusters Score: Raw -43141.604467 + Penalty 2930.409137 = -40211.195330 nChanged 15 SP:Iteration 2Q (56186.480000 sec): 3 clusters Score: Raw -43185.822206 + Penalty 2930.409137 = -40255.413069 nChanged 9 SP:Iteration 3Q (56186.480000 sec): 3 clusters Score: Raw -43207.765066 + Penalty 2930.409137 = -40277.355929 nChanged 4 SP:Iteration 4Q (56186.480000 sec): 3 clusters Score: Raw -43214.826478 + Penalty 2930.409137 = -40284.417341 nChanged 3 SP:Iteration 5Q (56186.480000 sec): 3 clusters Score: Raw -43218.033366 + Penalty 2930.409137 = -40287.624229 nChanged 3 SP:Iteration 6Q (56186.480000 sec): 3 clusters Score: Raw -43225.446968 + Penalty 2930.409137 = -40295.037831 nChanged 1 SP:Iteration 7Q (56186.480000 sec): 3 clusters Score: Raw -43226.053457 + Penalty 2930.409137 = -40295.644320 nChanged 2 SP:Iteration 8Q (56186.490000 sec): 3 clusters Score: Raw -43227.936106 + Penalty 2930.409137 = -40297.526969 nChanged 0 SP:Iteration 9F (56186.490000 sec): 3 clusters Score: Raw -43227.936106 + Penalty 2930.409137 = -40297.526969 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.490000 sec): 2 clusters Score: Raw -49931.105465 + Penalty 1471.853761 = -48459.251705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.490000 sec): 3 clusters Score: Raw -50040.204250 + Penalty 2943.707521 = -47096.496729 nChanged 62 SP:Iteration 1F (56186.490000 sec): 3 clusters Score: Raw -50216.012569 + Penalty 2943.707521 = -47272.305048 nChanged 21 SP:Iteration 2F (56186.500000 sec): 3 clusters Score: Raw -50288.765441 + Penalty 2943.707521 = -47345.057920 nChanged 8 SP:Iteration 3Q (56186.500000 sec): 3 clusters Score: Raw -50322.444570 + Penalty 2943.707521 = -47378.737049 nChanged 5 SP:Iteration 4Q (56186.500000 sec): 3 clusters Score: Raw -50344.325420 + Penalty 2943.707521 = -47400.617899 nChanged 1 SP:Iteration 5Q (56186.500000 sec): 3 clusters Score: Raw -50353.337999 + Penalty 2943.707521 = -47409.630478 nChanged 1 SP:Iteration 6Q (56186.500000 sec): 3 clusters Score: Raw -50357.375496 + Penalty 2943.707521 = -47413.667975 nChanged 1 SP:Iteration 7Q (56186.510000 sec): 3 clusters Score: Raw -50359.206468 + Penalty 2943.707521 = -47415.498947 nChanged 0 SP:Iteration 8F (56186.510000 sec): 3 clusters Score: Raw -50359.206468 + Penalty 2943.707521 = -47415.498947 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.510000 sec): 2 clusters Score: Raw -36339.305920 + Penalty 1400.945611 = -34938.360309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.510000 sec): 3 clusters Score: Raw -36550.958241 + Penalty 2801.891222 = -33749.067018 nChanged 39 SP:Iteration 1F (56186.510000 sec): 3 clusters Score: Raw -36716.544572 + Penalty 2801.891222 = -33914.653350 nChanged 7 SP:Iteration 2Q (56186.510000 sec): 3 clusters Score: Raw -36741.801672 + Penalty 2801.891222 = -33939.910450 nChanged 4 SP:Iteration 3Q (56186.520000 sec): 3 clusters Score: Raw -36758.097577 + Penalty 2801.891222 = -33956.206355 nChanged 1 SP:Iteration 4Q (56186.520000 sec): 3 clusters Score: Raw -36775.230538 + Penalty 2801.891222 = -33973.339316 nChanged 1 SP:Iteration 5Q (56186.520000 sec): 3 clusters Score: Raw -36783.915021 + Penalty 2801.891222 = -33982.023799 nChanged 0 SP:Iteration 6F (56186.520000 sec): 3 clusters Score: Raw -36783.915021 + Penalty 2801.891222 = -33982.023799 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.530000 sec): 2 clusters Score: Raw -71417.828121 + Penalty 1533.668925 = -69884.159196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.530000 sec): 3 clusters Score: Raw -71456.111644 + Penalty 3067.337850 = -68388.773794 nChanged 83 SP:Iteration 1F (56186.530000 sec): 3 clusters Score: Raw -71623.858343 + Penalty 3067.337850 = -68556.520493 nChanged 25 SP:Iteration 2F (56186.530000 sec): 3 clusters Score: Raw -71732.054666 + Penalty 3067.337850 = -68664.716816 nChanged 19 SP:Iteration 3Q (56186.530000 sec): 3 clusters Score: Raw -71798.925528 + Penalty 3067.337850 = -68731.587678 nChanged 9 SP:Iteration 4Q (56186.540000 sec): 3 clusters Score: Raw -71819.178811 + Penalty 3067.337850 = -68751.840961 nChanged 4 SP:Iteration 5Q (56186.540000 sec): 3 clusters Score: Raw -71830.126803 + Penalty 3067.337850 = -68762.788954 nChanged 4 SP:Iteration 6Q (56186.540000 sec): 3 clusters Score: Raw -71840.159725 + Penalty 3067.337850 = -68772.821875 nChanged 2 SP:Iteration 7Q (56186.540000 sec): 3 clusters Score: Raw -71853.780871 + Penalty 3067.337850 = -68786.443021 nChanged 3 SP:Iteration 8Q (56186.540000 sec): 3 clusters Score: Raw -71862.526814 + Penalty 3067.337850 = -68795.188965 nChanged 2 SP:Iteration 9Q (56186.550000 sec): 3 clusters Score: Raw -71868.167497 + Penalty 3067.337850 = -68800.829648 nChanged 3 SP:Iteration 10Q (56186.550000 sec): 3 clusters Score: Raw -71874.477591 + Penalty 3067.337850 = -68807.139741 nChanged 2 SP:Iteration 11Q (56186.550000 sec): 3 clusters Score: Raw -71877.555416 + Penalty 3067.337850 = -68810.217567 nChanged 0 SP:Iteration 12F (56186.550000 sec): 3 clusters Score: Raw -71877.555416 + Penalty 3067.337850 = -68810.217567 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.560000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.560000 sec): 3 clusters Score: Raw -17824.349740 + Penalty 2529.533748 = -15294.815992 nChanged 18 SP:Iteration 1F (56186.560000 sec): 3 clusters Score: Raw -17977.124346 + Penalty 2529.533748 = -15447.590598 nChanged 9 SP:Iteration 2F (56186.560000 sec): 3 clusters Score: Raw -18061.845675 + Penalty 2529.533748 = -15532.311927 nChanged 4 SP:Iteration 3Q (56186.560000 sec): 3 clusters Score: Raw -18132.740788 + Penalty 2529.533748 = -15603.207040 nChanged 1 SP:Iteration 4Q (56186.560000 sec): 3 clusters Score: Raw -18155.190554 + Penalty 2529.533748 = -15625.656806 nChanged 0 SP:Iteration 5F (56186.560000 sec): 3 clusters Score: Raw -18155.190554 + Penalty 2529.533748 = -15625.656806 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.570000 sec): 2 clusters Score: Raw -19768.053025 + Penalty 1257.088242 = -18510.964783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.570000 sec): 3 clusters Score: Raw -20030.199030 + Penalty 2514.176484 = -17516.022546 nChanged 10 SP:Iteration 1F (56186.570000 sec): 3 clusters Score: Raw -20092.714844 + Penalty 2514.176484 = -17578.538360 nChanged 1 SP:Iteration 2Q (56186.570000 sec): 3 clusters Score: Raw -20097.747535 + Penalty 2514.176484 = -17583.571051 nChanged 2 SP:Iteration 3Q (56186.570000 sec): 3 clusters Score: Raw -20106.552906 + Penalty 2514.176484 = -17592.376422 nChanged 3 SP:Iteration 4Q (56186.570000 sec): 3 clusters Score: Raw -20123.874596 + Penalty 2514.176484 = -17609.698111 nChanged 2 SP:Iteration 5Q (56186.570000 sec): 3 clusters Score: Raw -20137.449195 + Penalty 2514.176484 = -17623.272711 nChanged 0 SP:Iteration 6F (56186.570000 sec): 3 clusters Score: Raw -20137.449195 + Penalty 2514.176484 = -17623.272711 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.570000 sec): 2 clusters Score: Raw -28363.534952 + Penalty 1320.106475 = -27043.428478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.580000 sec): 3 clusters Score: Raw -28544.025497 + Penalty 2640.212950 = -25903.812547 nChanged 20 SP:Iteration 1F (56186.580000 sec): 3 clusters Score: Raw -28654.939364 + Penalty 2640.212950 = -26014.726415 nChanged 6 SP:Iteration 2Q (56186.580000 sec): 3 clusters Score: Raw -28693.203667 + Penalty 2640.212950 = -26052.990717 nChanged 3 SP:Iteration 3Q (56186.580000 sec): 3 clusters Score: Raw -28718.268999 + Penalty 2640.212950 = -26078.056049 nChanged 2 SP:Iteration 4Q (56186.580000 sec): 3 clusters Score: Raw -28732.956861 + Penalty 2640.212950 = -26092.743912 nChanged 1 SP:Iteration 5Q (56186.580000 sec): 3 clusters Score: Raw -28736.167090 + Penalty 2640.212950 = -26095.954140 nChanged 0 SP:Iteration 6F (56186.580000 sec): 3 clusters Score: Raw -28736.167090 + Penalty 2640.212950 = -26095.954140 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.590000 sec): 2 clusters Score: Raw -123152.757912 + Penalty 1653.089562 = -121499.668350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.590000 sec): 3 clusters Score: Raw -123134.333854 + Penalty 3306.179124 = -119828.154730 nChanged 173 SP:Iteration 1F (56186.590000 sec): 3 clusters Score: Raw -123425.423738 + Penalty 3306.179124 = -120119.244614 nChanged 53 SP:Iteration 2F (56186.600000 sec): 3 clusters Score: Raw -123561.395059 + Penalty 3306.179124 = -120255.215935 nChanged 32 SP:Iteration 3Q (56186.600000 sec): 3 clusters Score: Raw -123657.883962 + Penalty 3306.179124 = -120351.704838 nChanged 31 SP:Iteration 4Q (56186.610000 sec): 3 clusters Score: Raw -123736.134495 + Penalty 3306.179124 = -120429.955371 nChanged 26 SP:Iteration 5Q (56186.610000 sec): 3 clusters Score: Raw -123786.444365 + Penalty 3306.179124 = -120480.265241 nChanged 27 SP:Iteration 6Q (56186.610000 sec): 3 clusters Score: Raw -123845.525056 + Penalty 3306.179124 = -120539.345932 nChanged 20 SP:Iteration 7Q (56186.610000 sec): 3 clusters Score: Raw -123895.638114 + Penalty 3306.179124 = -120589.458990 nChanged 24 SP:Iteration 8Q (56186.620000 sec): 3 clusters Score: Raw -123977.849686 + Penalty 3306.179124 = -120671.670562 nChanged 27 SP:Iteration 9Q (56186.620000 sec): 3 clusters Score: Raw -124084.441893 + Penalty 3306.179124 = -120778.262769 nChanged 26 SP:Iteration 10Q (56186.620000 sec): 3 clusters Score: Raw -124170.606481 + Penalty 3306.179124 = -120864.427357 nChanged 19 SP:Iteration 11Q (56186.630000 sec): 3 clusters Score: Raw -124241.981424 + Penalty 3306.179124 = -120935.802300 nChanged 19 SP:Iteration 12Q (56186.630000 sec): 3 clusters Score: Raw -124332.621483 + Penalty 3306.179124 = -121026.442359 nChanged 19 SP:Iteration 13Q (56186.630000 sec): 3 clusters Score: Raw -124393.952101 + Penalty 3306.179124 = -121087.772976 nChanged 10 SP:Iteration 14Q (56186.630000 sec): 3 clusters Score: Raw -124430.963943 + Penalty 3306.179124 = -121124.784819 nChanged 7 SP:Iteration 15Q (56186.630000 sec): 3 clusters Score: Raw -124454.088487 + Penalty 3306.179124 = -121147.909363 nChanged 6 SP:Iteration 16Q (56186.640000 sec): 3 clusters Score: Raw -124472.766034 + Penalty 3306.179124 = -121166.586910 nChanged 4 SP:Iteration 17Q (56186.640000 sec): 3 clusters Score: Raw -124490.538578 + Penalty 3306.179124 = -121184.359454 nChanged 6 SP:Iteration 18Q (56186.640000 sec): 3 clusters Score: Raw -124505.678830 + Penalty 3306.179124 = -121199.499706 nChanged 3 SP:Iteration 19Q (56186.650000 sec): 3 clusters Score: Raw -124510.663761 + Penalty 3306.179124 = -121204.484637 nChanged 1 SP:Iteration 20F (56186.650000 sec): 3 clusters Score: Raw -124512.741186 + Penalty 3306.179124 = -121206.562062 nChanged 1 SP:Iteration 21Q (56186.650000 sec): 3 clusters Score: Raw -124515.013138 + Penalty 3306.179124 = -121208.834014 nChanged 2 SP:Iteration 22Q (56186.650000 sec): 3 clusters Score: Raw -124518.455996 + Penalty 3306.179124 = -121212.276872 nChanged 0 SP:Iteration 23F (56186.650000 sec): 3 clusters Score: Raw -124518.455996 + Penalty 3306.179124 = -121212.276872 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.660000 sec): 2 clusters Score: Raw -35404.580196 + Penalty 1399.192954 = -34005.387242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.660000 sec): 3 clusters Score: Raw -35647.388193 + Penalty 2798.385907 = -32849.002286 nChanged 32 SP:Iteration 1F (56186.660000 sec): 3 clusters Score: Raw -35824.158764 + Penalty 2798.385907 = -33025.772856 nChanged 15 SP:Iteration 2F (56186.670000 sec): 3 clusters Score: Raw -35888.378828 + Penalty 2798.385907 = -33089.992921 nChanged 2 SP:Iteration 3Q (56186.670000 sec): 3 clusters Score: Raw -35891.426420 + Penalty 2798.385907 = -33093.040513 nChanged 0 SP:Iteration 4F (56186.670000 sec): 3 clusters Score: Raw -35891.426420 + Penalty 2798.385907 = -33093.040513 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.670000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.670000 sec): 3 clusters Score: Raw -26368.587101 + Penalty 2635.350166 = -23733.236935 nChanged 14 SP:Iteration 1F (56186.670000 sec): 3 clusters Score: Raw -26433.032203 + Penalty 2635.350166 = -23797.682037 nChanged 4 SP:Iteration 2Q (56186.670000 sec): 3 clusters Score: Raw -26455.975029 + Penalty 2635.350166 = -23820.624863 nChanged 2 SP:Iteration 3Q (56186.680000 sec): 3 clusters Score: Raw -26460.941880 + Penalty 2635.350166 = -23825.591714 nChanged 1 SP:Iteration 4Q (56186.680000 sec): 3 clusters Score: Raw -26463.755815 + Penalty 2635.350166 = -23828.405650 nChanged 0 SP:Iteration 5F (56186.680000 sec): 3 clusters Score: Raw -26463.755815 + Penalty 2635.350166 = -23828.405650 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.680000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.680000 sec): 3 clusters Score: Raw -11823.101009 + Penalty 2237.386315 = -9585.714694 nChanged 1 SP:Iteration 1Q (56186.680000 sec): 3 clusters Score: Raw -11839.060982 + Penalty 2237.386315 = -9601.674667 nChanged 0 SP:Iteration 2F (56186.690000 sec): 3 clusters Score: Raw -11839.060982 + Penalty 2237.386315 = -9601.674667 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.690000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.690000 sec): 3 clusters Score: Raw -50217.592243 + Penalty 2894.066126 = -47323.526118 nChanged 48 SP:Iteration 1F (56186.690000 sec): 3 clusters Score: Raw -50349.186584 + Penalty 2894.066126 = -47455.120458 nChanged 10 SP:Iteration 2Q (56186.690000 sec): 3 clusters Score: Raw -50385.017404 + Penalty 2894.066126 = -47490.951279 nChanged 10 SP:Iteration 3Q (56186.690000 sec): 3 clusters Score: Raw -50418.584810 + Penalty 2894.066126 = -47524.518685 nChanged 5 SP:Iteration 4Q (56186.700000 sec): 3 clusters Score: Raw -50434.738738 + Penalty 2894.066126 = -47540.672612 nChanged 4 SP:Iteration 5Q (56186.700000 sec): 3 clusters Score: Raw -50448.131496 + Penalty 2894.066126 = -47554.065370 nChanged 2 SP:Iteration 6Q (56186.700000 sec): 3 clusters Score: Raw -50455.065851 + Penalty 2894.066126 = -47560.999725 nChanged 0 SP:Iteration 7F (56186.700000 sec): 3 clusters Score: Raw -50455.065851 + Penalty 2894.066126 = -47560.999725 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56186.710000 sec): 2 clusters Score: Raw -45598.965962 + Penalty 1434.388645 = -44164.577317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56186.710000 sec): 3 clusters Score: Raw -45709.708382 + Penalty 2868.777290 = -42840.931091 nChanged 35 SP:Iteration 1F (56186.710000 sec): 3 clusters Score: Raw -45823.580717 + Penalty 2868.777290 = -42954.803426 nChanged 12 SP:Iteration 2Q (56186.710000 sec): 3 clusters Score: Raw -45865.286088 + Penalty 2868.777290 = -42996.508798 nChanged 7 SP:Iteration 3Q (56186.710000 sec): 3 clusters Score: Raw -45887.494068 + Penalty 2868.777290 = -43018.716778 nChanged 3 SP:Iteration 4Q (56186.710000 sec): 3 clusters Score: Raw -45897.698609 + Penalty 2868.777290 = -43028.921319 nChanged 1 SP:Iteration 5Q (56186.710000 sec): 3 clusters Score: Raw -45901.814314 + Penalty 2868.777290 = -43033.037023 nChanged 4 SP:Iteration 6Q (56186.720000 sec): 3 clusters Score: Raw -45911.634788 + Penalty 2868.777290 = -43042.857498 nChanged 1 SP:Iteration 7Q (56186.720000 sec): 3 clusters Score: Raw -45914.283121 + Penalty 2868.777290 = -43045.505831 nChanged 0 SP:Iteration 8F (56186.720000 sec): 3 clusters Score: Raw -45914.283121 + Penalty 2868.777290 = -43045.505831 nChanged 0 Iteration 339Q (56223.370000 sec): 77 clusters Score: Raw -379178843.820071 + Penalty 275129.864013 = -378903713.956058 nChanged 58 Deleting Class 47 (258 points): Lose 3515.610851 but Gain 3620.129790 Iteration 340F (56458.290000 sec): 76 clusters Score: Raw -379175583.967716 + Penalty 271509.734224 = -378904074.233492 nChanged 284 Iteration 341Q (56494.630000 sec): 76 clusters Score: Raw -379176537.660962 + Penalty 271509.734224 = -378905027.926738 nChanged 87 Iteration 342Q (56531.160000 sec): 76 clusters Score: Raw -379176760.326155 + Penalty 271509.734224 = -378905250.591931 nChanged 35 Iteration 343Q (56567.680000 sec): 76 clusters Score: Raw -379176801.571299 + Penalty 271509.734224 = -378905291.837075 nChanged 34 Iteration 344Q (56604.190000 sec): 76 clusters Score: Raw -379176815.337778 + Penalty 271509.734224 = -378905305.603554 nChanged 22 Iteration 345Q (56640.690000 sec): 76 clusters Score: Raw -379176828.454383 + Penalty 271509.734224 = -378905318.720159 nChanged 14 Iteration 346Q (56677.180000 sec): 76 clusters Score: Raw -379176834.889149 + Penalty 271509.734224 = -378905325.154925 nChanged 8 Iteration 347Q (56713.680000 sec): 76 clusters Score: Raw -379176834.914510 + Penalty 271509.734224 = -378905325.180286 nChanged 6 Iteration 348Q (56750.170000 sec): 76 clusters Score: Raw -379176834.932993 + Penalty 271509.734224 = -378905325.198769 nChanged 9 Iteration 349Q (56786.660000 sec): 76 clusters Score: Raw -379176834.993589 + Penalty 271509.734224 = -378905325.259365 nChanged 5 Iteration 350Q (56823.150000 sec): 76 clusters Score: Raw -379176835.013701 + Penalty 271509.734224 = -378905325.279477 nChanged 4 Iteration 351Q (56859.590000 sec): 76 clusters Score: Raw -379176835.025765 + Penalty 271509.734224 = -378905325.291541 nChanged 2 Iteration 352Q (56896.030000 sec): 76 clusters Score: Raw -379176835.037730 + Penalty 271509.734224 = -378905325.303506 nChanged 2 Iteration 353Q (56932.520000 sec): 76 clusters Score: Raw -379176835.071122 + Penalty 271509.734224 = -378905325.336898 nChanged 2 Iteration 354Q (56968.950000 sec): 76 clusters Score: Raw -379176835.095374 + Penalty 271509.734224 = -378905325.361150 nChanged 0 Iteration 355F (57200.780000 sec): 76 clusters Score: Raw -379176880.172122 + Penalty 271509.734224 = -378905370.437898 nChanged 8 Iteration 356Q (57236.870000 sec): 76 clusters Score: Raw -379176941.534489 + Penalty 271509.734224 = -378905431.800265 nChanged 3 Iteration 357Q (57273.310000 sec): 76 clusters Score: Raw -379176960.565829 + Penalty 271509.734224 = -378905450.831605 nChanged 1 Iteration 358Q (57309.750000 sec): 76 clusters Score: Raw -379176964.086290 + Penalty 271509.734224 = -378905454.352066 nChanged 0 Iteration 359F (57541.630000 sec): 76 clusters Score: Raw -379176964.086290 + Penalty 271509.734224 = -378905454.352066 nChanged 0 Compute initial score before splitting: Score: Raw -379176964.086290 + Penalty 271509.734224 = -378905454.352066 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57541.950000 sec): 2 clusters Score: Raw -12269874.388595 + Penalty 2775.651097 = -12267098.737497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57542.240000 sec): 3 clusters Score: Raw -12223885.684421 + Penalty 5551.302194 = -12218334.382227 nChanged 34053 SP:Iteration 1F (57542.540000 sec): 3 clusters Score: Raw -12243152.482786 + Penalty 5551.302194 = -12237601.180592 nChanged 2801 SP:Iteration 2Q (57542.840000 sec): 3 clusters Score: Raw -12244048.491262 + Penalty 5551.302194 = -12238497.189067 nChanged 3000 SP:Iteration 3Q (57543.140000 sec): 3 clusters Score: Raw -12245141.413346 + Penalty 5551.302194 = -12239590.111152 nChanged 3235 SP:Iteration 4Q (57543.440000 sec): 3 clusters Score: Raw -12246431.855416 + Penalty 5551.302194 = -12240880.553221 nChanged 3393 SP:Iteration 5Q (57543.740000 sec): 3 clusters Score: Raw -12247884.776138 + Penalty 5551.302194 = -12242333.473944 nChanged 3554 SP:Iteration 6Q (57544.040000 sec): 3 clusters Score: Raw -12249534.851579 + Penalty 5551.302194 = -12243983.549385 nChanged 3648 SP:Iteration 7F (57544.330000 sec): 3 clusters Score: Raw -12251402.910361 + Penalty 5551.302194 = -12245851.608166 nChanged 3633 SP:Iteration 8F (57544.620000 sec): 3 clusters Score: Raw -12253424.492092 + Penalty 5551.302194 = -12247873.189897 nChanged 3608 SP:Iteration 9Q (57544.920000 sec): 3 clusters Score: Raw -12255511.808714 + Penalty 5551.302194 = -12249960.506520 nChanged 3312 SP:Iteration 10Q (57545.210000 sec): 3 clusters Score: Raw -12257459.248471 + Penalty 5551.302194 = -12251907.946277 nChanged 2968 SP:Iteration 11Q (57545.500000 sec): 3 clusters Score: Raw -12259241.403729 + Penalty 5551.302194 = -12253690.101535 nChanged 2667 SP:Iteration 12Q (57545.790000 sec): 3 clusters Score: Raw -12260828.323938 + Penalty 5551.302194 = -12255277.021744 nChanged 2372 SP:Iteration 13Q (57546.060000 sec): 3 clusters Score: Raw -12262128.216310 + Penalty 5551.302194 = -12256576.914116 nChanged 2060 SP:Iteration 14Q (57546.330000 sec): 3 clusters Score: Raw -12263275.561152 + Penalty 5551.302194 = -12257724.258958 nChanged 1919 SP:Iteration 15Q (57546.590000 sec): 3 clusters Score: Raw -12264350.029111 + Penalty 5551.302194 = -12258798.726917 nChanged 1774 SP:Iteration 16Q (57546.840000 sec): 3 clusters Score: Raw -12265369.189968 + Penalty 5551.302194 = -12259817.887774 nChanged 1613 SP:Iteration 17Q (57547.090000 sec): 3 clusters Score: Raw -12266359.212616 + Penalty 5551.302194 = -12260807.910422 nChanged 1477 SP:Iteration 18Q (57547.340000 sec): 3 clusters Score: Raw -12267310.952233 + Penalty 5551.302194 = -12261759.650039 nChanged 1272 SP:Iteration 19Q (57547.570000 sec): 3 clusters Score: Raw -12268147.516987 + Penalty 5551.302194 = -12262596.214793 nChanged 1005 SP:Iteration 20F (57547.860000 sec): 3 clusters Score: Raw -12268782.551496 + Penalty 5551.302194 = -12263231.249301 nChanged 742 SP:Iteration 21Q (57548.080000 sec): 3 clusters Score: Raw -12269233.479639 + Penalty 5551.302194 = -12263682.177445 nChanged 554 SP:Iteration 22Q (57548.300000 sec): 3 clusters Score: Raw -12269575.545433 + Penalty 5551.302194 = -12264024.243239 nChanged 425 SP:Iteration 23Q (57548.520000 sec): 3 clusters Score: Raw -12269824.072319 + Penalty 5551.302194 = -12264272.770124 nChanged 288 SP:Iteration 24Q (57548.730000 sec): 3 clusters Score: Raw -12269971.943410 + Penalty 5551.302194 = -12264420.641215 nChanged 201 SP:Iteration 25Q (57548.940000 sec): 3 clusters Score: Raw -12270071.756099 + Penalty 5551.302194 = -12264520.453905 nChanged 152 SP:Iteration 26Q (57549.160000 sec): 3 clusters Score: Raw -12270145.429296 + Penalty 5551.302194 = -12264594.127102 nChanged 117 SP:Iteration 27Q (57549.360000 sec): 3 clusters Score: Raw -12270198.617763 + Penalty 5551.302194 = -12264647.315568 nChanged 82 SP:Iteration 28Q (57549.570000 sec): 3 clusters Score: Raw -12270236.063923 + Penalty 5551.302194 = -12264684.761729 nChanged 65 SP:Iteration 29Q (57549.780000 sec): 3 clusters Score: Raw -12270265.035021 + Penalty 5551.302194 = -12264713.732826 nChanged 43 SP:Iteration 30Q (57549.980000 sec): 3 clusters Score: Raw -12270282.435039 + Penalty 5551.302194 = -12264731.132844 nChanged 36 SP:Iteration 31Q (57550.190000 sec): 3 clusters Score: Raw -12270296.145901 + Penalty 5551.302194 = -12264744.843706 nChanged 23 SP:Iteration 32Q (57550.390000 sec): 3 clusters Score: Raw -12270303.695952 + Penalty 5551.302194 = -12264752.393758 nChanged 28 SP:Iteration 33Q (57550.600000 sec): 3 clusters Score: Raw -12270316.812912 + Penalty 5551.302194 = -12264765.510718 nChanged 28 SP:Iteration 34Q (57550.800000 sec): 3 clusters Score: Raw -12270329.997370 + Penalty 5551.302194 = -12264778.695175 nChanged 25 SP:Iteration 35Q (57551.010000 sec): 3 clusters Score: Raw -12270342.743616 + Penalty 5551.302194 = -12264791.441422 nChanged 25 SP:Iteration 36Q (57551.220000 sec): 3 clusters Score: Raw -12270352.893479 + Penalty 5551.302194 = -12264801.591285 nChanged 26 SP:Iteration 37Q (57551.420000 sec): 3 clusters Score: Raw -12270364.091045 + Penalty 5551.302194 = -12264812.788850 nChanged 18 SP:Iteration 38Q (57551.630000 sec): 3 clusters Score: Raw -12270371.564559 + Penalty 5551.302194 = -12264820.262364 nChanged 15 SP:Iteration 39Q (57551.840000 sec): 3 clusters Score: Raw -12270378.381240 + Penalty 5551.302194 = -12264827.079046 nChanged 11 SP:Iteration 40F (57552.130000 sec): 3 clusters Score: Raw -12270382.483831 + Penalty 5551.302194 = -12264831.181637 nChanged 6 SP:Iteration 41Q (57552.330000 sec): 3 clusters Score: Raw -12270384.813645 + Penalty 5551.302194 = -12264833.511451 nChanged 4 SP:Iteration 42Q (57552.540000 sec): 3 clusters Score: Raw -12270385.934609 + Penalty 5551.302194 = -12264834.632415 nChanged 3 SP:Iteration 43Q (57552.740000 sec): 3 clusters Score: Raw -12270387.042268 + Penalty 5551.302194 = -12264835.740074 nChanged 1 SP:Iteration 44Q (57552.940000 sec): 3 clusters Score: Raw -12270387.676405 + Penalty 5551.302194 = -12264836.374210 nChanged 1 SP:Iteration 45Q (57553.150000 sec): 3 clusters Score: Raw -12270388.004523 + Penalty 5551.302194 = -12264836.702329 nChanged 0 SP:Iteration 46F (57553.440000 sec): 3 clusters Score: Raw -12270388.004523 + Penalty 5551.302194 = -12264836.702329 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57553.460000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57553.470000 sec): 3 clusters Score: Raw -55296.805950 + Penalty 2912.570424 = -52384.235526 nChanged 67 SP:Iteration 1F (57553.470000 sec): 3 clusters Score: Raw -55443.061594 + Penalty 2912.570424 = -52530.491170 nChanged 11 SP:Iteration 2Q (57553.470000 sec): 3 clusters Score: Raw -55480.066635 + Penalty 2912.570424 = -52567.496212 nChanged 2 SP:Iteration 3Q (57553.470000 sec): 3 clusters Score: Raw -55484.317040 + Penalty 2912.570424 = -52571.746617 nChanged 1 SP:Iteration 4Q (57553.470000 sec): 3 clusters Score: Raw -55485.540149 + Penalty 2912.570424 = -52572.969725 nChanged 0 SP:Iteration 5F (57553.480000 sec): 3 clusters Score: Raw -55485.540149 + Penalty 2912.570424 = -52572.969725 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57553.480000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57553.490000 sec): 3 clusters Score: Raw -203669.393749 + Penalty 3510.020292 = -200159.373456 nChanged 311 SP:Iteration 1F (57553.490000 sec): 3 clusters Score: Raw -203978.667286 + Penalty 3510.020292 = -200468.646994 nChanged 79 SP:Iteration 2F (57553.500000 sec): 3 clusters Score: Raw -204099.761218 + Penalty 3510.020292 = -200589.740926 nChanged 46 SP:Iteration 3Q (57553.500000 sec): 3 clusters Score: Raw -204170.304576 + Penalty 3510.020292 = -200660.284283 nChanged 31 SP:Iteration 4Q (57553.510000 sec): 3 clusters Score: Raw -204211.594960 + Penalty 3510.020292 = -200701.574668 nChanged 24 SP:Iteration 5Q (57553.510000 sec): 3 clusters Score: Raw -204240.028876 + Penalty 3510.020292 = -200730.008584 nChanged 16 SP:Iteration 6Q (57553.520000 sec): 3 clusters Score: Raw -204267.200243 + Penalty 3510.020292 = -200757.179950 nChanged 16 SP:Iteration 7Q (57553.520000 sec): 3 clusters Score: Raw -204292.937785 + Penalty 3510.020292 = -200782.917492 nChanged 14 SP:Iteration 8Q (57553.520000 sec): 3 clusters Score: Raw -204321.778488 + Penalty 3510.020292 = -200811.758196 nChanged 14 SP:Iteration 9Q (57553.530000 sec): 3 clusters Score: Raw -204336.801666 + Penalty 3510.020292 = -200826.781373 nChanged 16 SP:Iteration 10Q (57553.540000 sec): 3 clusters Score: Raw -204359.338895 + Penalty 3510.020292 = -200849.318602 nChanged 10 SP:Iteration 11Q (57553.540000 sec): 3 clusters Score: Raw -204374.160498 + Penalty 3510.020292 = -200864.140205 nChanged 11 SP:Iteration 12Q (57553.540000 sec): 3 clusters Score: Raw -204389.940860 + Penalty 3510.020292 = -200879.920567 nChanged 19 SP:Iteration 13Q (57553.550000 sec): 3 clusters Score: Raw -204428.779725 + Penalty 3510.020292 = -200918.759432 nChanged 25 SP:Iteration 14Q (57553.550000 sec): 3 clusters Score: Raw -204496.304180 + Penalty 3510.020292 = -200986.283888 nChanged 28 SP:Iteration 15Q (57553.550000 sec): 3 clusters Score: Raw -204567.619726 + Penalty 3510.020292 = -201057.599433 nChanged 29 SP:Iteration 16Q (57553.560000 sec): 3 clusters Score: Raw -204624.380509 + Penalty 3510.020292 = -201114.360217 nChanged 28 SP:Iteration 17Q (57553.560000 sec): 3 clusters Score: Raw -204668.817676 + Penalty 3510.020292 = -201158.797383 nChanged 25 SP:Iteration 18Q (57553.560000 sec): 3 clusters Score: Raw -204715.914888 + Penalty 3510.020292 = -201205.894595 nChanged 19 SP:Iteration 19Q (57553.570000 sec): 3 clusters Score: Raw -204757.992127 + Penalty 3510.020292 = -201247.971834 nChanged 27 SP:Iteration 20F (57553.580000 sec): 3 clusters Score: Raw -204824.544315 + Penalty 3510.020292 = -201314.524022 nChanged 29 SP:Iteration 21Q (57553.580000 sec): 3 clusters Score: Raw -204912.405173 + Penalty 3510.020292 = -201402.384881 nChanged 26 SP:Iteration 22Q (57553.580000 sec): 3 clusters Score: Raw -204971.471555 + Penalty 3510.020292 = -201461.451262 nChanged 25 SP:Iteration 23Q (57553.590000 sec): 3 clusters Score: Raw -205030.465882 + Penalty 3510.020292 = -201520.445589 nChanged 21 SP:Iteration 24Q (57553.590000 sec): 3 clusters Score: Raw -205068.831861 + Penalty 3510.020292 = -201558.811568 nChanged 15 SP:Iteration 25Q (57553.600000 sec): 3 clusters Score: Raw -205102.175111 + Penalty 3510.020292 = -201592.154818 nChanged 17 SP:Iteration 26Q (57553.600000 sec): 3 clusters Score: Raw -205124.706678 + Penalty 3510.020292 = -201614.686386 nChanged 13 SP:Iteration 27Q (57553.600000 sec): 3 clusters Score: Raw -205142.299451 + Penalty 3510.020292 = -201632.279158 nChanged 8 SP:Iteration 28Q (57553.610000 sec): 3 clusters Score: Raw -205151.421490 + Penalty 3510.020292 = -201641.401197 nChanged 8 SP:Iteration 29Q (57553.610000 sec): 3 clusters Score: Raw -205159.936913 + Penalty 3510.020292 = -201649.916620 nChanged 4 SP:Iteration 30Q (57553.620000 sec): 3 clusters Score: Raw -205165.488791 + Penalty 3510.020292 = -201655.468498 nChanged 4 SP:Iteration 31Q (57553.620000 sec): 3 clusters Score: Raw -205172.282836 + Penalty 3510.020292 = -201662.262543 nChanged 3 SP:Iteration 32Q (57553.620000 sec): 3 clusters Score: Raw -205175.725661 + Penalty 3510.020292 = -201665.705368 nChanged 2 SP:Iteration 33Q (57553.620000 sec): 3 clusters Score: Raw -205178.995518 + Penalty 3510.020292 = -201668.975226 nChanged 2 SP:Iteration 34Q (57553.630000 sec): 3 clusters Score: Raw -205180.039047 + Penalty 3510.020292 = -201670.018754 nChanged 0 SP:Iteration 35F (57553.640000 sec): 3 clusters Score: Raw -205180.039047 + Penalty 3510.020292 = -201670.018754 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57553.720000 sec): 2 clusters Score: Raw -3844939.544342 + Penalty 2494.853422 = -3842444.690919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57553.810000 sec): 3 clusters Score: Raw -3831177.663706 + Penalty 4989.706845 = -3826187.956862 nChanged 10403 SP:Iteration 1F (57553.900000 sec): 3 clusters Score: Raw -3836943.056940 + Penalty 4989.706845 = -3831953.350095 nChanged 1322 SP:Iteration 2F (57554.000000 sec): 3 clusters Score: Raw -3837495.058974 + Penalty 4989.706845 = -3832505.352129 nChanged 1222 SP:Iteration 3F (57554.090000 sec): 3 clusters Score: Raw -3837995.629425 + Penalty 4989.706845 = -3833005.922580 nChanged 1093 SP:Iteration 4Q (57554.180000 sec): 3 clusters Score: Raw -3838445.755083 + Penalty 4989.706845 = -3833456.048238 nChanged 1057 SP:Iteration 5Q (57554.280000 sec): 3 clusters Score: Raw -3838895.714210 + Penalty 4989.706845 = -3833906.007366 nChanged 1001 SP:Iteration 6Q (57554.370000 sec): 3 clusters Score: Raw -3839325.961984 + Penalty 4989.706845 = -3834336.255139 nChanged 952 SP:Iteration 7Q (57554.470000 sec): 3 clusters Score: Raw -3839756.123966 + Penalty 4989.706845 = -3834766.417121 nChanged 973 SP:Iteration 8Q (57554.560000 sec): 3 clusters Score: Raw -3840194.519383 + Penalty 4989.706845 = -3835204.812538 nChanged 910 SP:Iteration 9Q (57554.650000 sec): 3 clusters Score: Raw -3840631.185672 + Penalty 4989.706845 = -3835641.478828 nChanged 890 SP:Iteration 10Q (57554.750000 sec): 3 clusters Score: Raw -3841084.109226 + Penalty 4989.706845 = -3836094.402382 nChanged 868 SP:Iteration 11Q (57554.840000 sec): 3 clusters Score: Raw -3841582.959018 + Penalty 4989.706845 = -3836593.252174 nChanged 879 SP:Iteration 12Q (57554.930000 sec): 3 clusters Score: Raw -3842020.561381 + Penalty 4989.706845 = -3837030.854536 nChanged 764 SP:Iteration 13Q (57555.020000 sec): 3 clusters Score: Raw -3842372.930542 + Penalty 4989.706845 = -3837383.223698 nChanged 631 SP:Iteration 14Q (57555.120000 sec): 3 clusters Score: Raw -3842655.849461 + Penalty 4989.706845 = -3837666.142617 nChanged 571 SP:Iteration 15Q (57555.210000 sec): 3 clusters Score: Raw -3842896.049053 + Penalty 4989.706845 = -3837906.342208 nChanged 492 SP:Iteration 16Q (57555.300000 sec): 3 clusters Score: Raw -3843101.273680 + Penalty 4989.706845 = -3838111.566836 nChanged 432 SP:Iteration 17Q (57555.390000 sec): 3 clusters Score: Raw -3843253.718076 + Penalty 4989.706845 = -3838264.011231 nChanged 361 SP:Iteration 18Q (57555.480000 sec): 3 clusters Score: Raw -3843374.012735 + Penalty 4989.706845 = -3838384.305890 nChanged 359 SP:Iteration 19Q (57555.570000 sec): 3 clusters Score: Raw -3843498.148812 + Penalty 4989.706845 = -3838508.441968 nChanged 342 SP:Iteration 20F (57555.660000 sec): 3 clusters Score: Raw -3843606.771497 + Penalty 4989.706845 = -3838617.064653 nChanged 337 SP:Iteration 21Q (57555.750000 sec): 3 clusters Score: Raw -3843721.443754 + Penalty 4989.706845 = -3838731.736909 nChanged 327 SP:Iteration 22Q (57555.840000 sec): 3 clusters Score: Raw -3843827.781817 + Penalty 4989.706845 = -3838838.074973 nChanged 310 SP:Iteration 23Q (57555.920000 sec): 3 clusters Score: Raw -3843928.295068 + Penalty 4989.706845 = -3838938.588223 nChanged 287 SP:Iteration 24Q (57556.010000 sec): 3 clusters Score: Raw -3844020.298502 + Penalty 4989.706845 = -3839030.591658 nChanged 283 SP:Iteration 25Q (57556.100000 sec): 3 clusters Score: Raw -3844110.058390 + Penalty 4989.706845 = -3839120.351546 nChanged 290 SP:Iteration 26Q (57556.180000 sec): 3 clusters Score: Raw -3844213.493071 + Penalty 4989.706845 = -3839223.786226 nChanged 282 SP:Iteration 27Q (57556.270000 sec): 3 clusters Score: Raw -3844311.322476 + Penalty 4989.706845 = -3839321.615632 nChanged 257 SP:Iteration 28Q (57556.360000 sec): 3 clusters Score: Raw -3844398.365364 + Penalty 4989.706845 = -3839408.658520 nChanged 267 SP:Iteration 29Q (57556.440000 sec): 3 clusters Score: Raw -3844488.505457 + Penalty 4989.706845 = -3839498.798613 nChanged 279 SP:Iteration 30Q (57556.520000 sec): 3 clusters Score: Raw -3844576.225452 + Penalty 4989.706845 = -3839586.518607 nChanged 233 SP:Iteration 31Q (57556.610000 sec): 3 clusters Score: Raw -3844642.963785 + Penalty 4989.706845 = -3839653.256940 nChanged 233 SP:Iteration 32Q (57556.690000 sec): 3 clusters Score: Raw -3844715.308277 + Penalty 4989.706845 = -3839725.601433 nChanged 221 SP:Iteration 33Q (57556.770000 sec): 3 clusters Score: Raw -3844788.490232 + Penalty 4989.706845 = -3839798.783388 nChanged 203 SP:Iteration 34Q (57556.860000 sec): 3 clusters Score: Raw -3844848.313517 + Penalty 4989.706845 = -3839858.606672 nChanged 192 SP:Iteration 35Q (57556.940000 sec): 3 clusters Score: Raw -3844904.118550 + Penalty 4989.706845 = -3839914.411706 nChanged 162 SP:Iteration 36Q (57557.020000 sec): 3 clusters Score: Raw -3844952.238472 + Penalty 4989.706845 = -3839962.531627 nChanged 178 SP:Iteration 37Q (57557.100000 sec): 3 clusters Score: Raw -3845002.980543 + Penalty 4989.706845 = -3840013.273699 nChanged 150 SP:Iteration 38Q (57557.180000 sec): 3 clusters Score: Raw -3845045.880729 + Penalty 4989.706845 = -3840056.173884 nChanged 143 SP:Iteration 39Q (57557.260000 sec): 3 clusters Score: Raw -3845086.624283 + Penalty 4989.706845 = -3840096.917439 nChanged 126 SP:Iteration 40F (57557.350000 sec): 3 clusters Score: Raw -3845123.397209 + Penalty 4989.706845 = -3840133.690364 nChanged 104 SP:Iteration 41Q (57557.430000 sec): 3 clusters Score: Raw -3845149.433863 + Penalty 4989.706845 = -3840159.727019 nChanged 87 SP:Iteration 42Q (57557.510000 sec): 3 clusters Score: Raw -3845172.797959 + Penalty 4989.706845 = -3840183.091114 nChanged 87 SP:Iteration 43Q (57557.590000 sec): 3 clusters Score: Raw -3845199.298654 + Penalty 4989.706845 = -3840209.591809 nChanged 95 SP:Iteration 44Q (57557.670000 sec): 3 clusters Score: Raw -3845230.617018 + Penalty 4989.706845 = -3840240.910174 nChanged 108 SP:Iteration 45Q (57557.740000 sec): 3 clusters Score: Raw -3845263.140006 + Penalty 4989.706845 = -3840273.433161 nChanged 106 SP:Iteration 46Q (57557.820000 sec): 3 clusters Score: Raw -3845294.018721 + Penalty 4989.706845 = -3840304.311876 nChanged 79 SP:Iteration 47Q (57557.900000 sec): 3 clusters Score: Raw -3845313.985768 + Penalty 4989.706845 = -3840324.278924 nChanged 66 SP:Iteration 48Q (57557.980000 sec): 3 clusters Score: Raw -3845328.874756 + Penalty 4989.706845 = -3840339.167911 nChanged 47 SP:Iteration 49Q (57558.050000 sec): 3 clusters Score: Raw -3845340.655970 + Penalty 4989.706845 = -3840350.949125 nChanged 53 SP:Iteration 50Q (57558.130000 sec): 3 clusters Score: Raw -3845351.829932 + Penalty 4989.706845 = -3840362.123088 nChanged 43 SP:Iteration 51Q (57558.210000 sec): 3 clusters Score: Raw -3845359.974771 + Penalty 4989.706845 = -3840370.267927 nChanged 38 SP:Iteration 52Q (57558.280000 sec): 3 clusters Score: Raw -3845367.560473 + Penalty 4989.706845 = -3840377.853629 nChanged 37 SP:Iteration 53Q (57558.360000 sec): 3 clusters Score: Raw -3845376.931133 + Penalty 4989.706845 = -3840387.224289 nChanged 39 SP:Iteration 54Q (57558.440000 sec): 3 clusters Score: Raw -3845386.460718 + Penalty 4989.706845 = -3840396.753874 nChanged 42 SP:Iteration 55Q (57558.510000 sec): 3 clusters Score: Raw -3845396.701666 + Penalty 4989.706845 = -3840406.994821 nChanged 32 SP:Iteration 56Q (57558.590000 sec): 3 clusters Score: Raw -3845403.475689 + Penalty 4989.706845 = -3840413.768845 nChanged 24 SP:Iteration 57Q (57558.660000 sec): 3 clusters Score: Raw -3845410.677183 + Penalty 4989.706845 = -3840420.970338 nChanged 38 SP:Iteration 58Q (57558.740000 sec): 3 clusters Score: Raw -3845420.556667 + Penalty 4989.706845 = -3840430.849822 nChanged 34 SP:Iteration 59Q (57558.820000 sec): 3 clusters Score: Raw -3845428.234348 + Penalty 4989.706845 = -3840438.527504 nChanged 28 SP:Iteration 60F (57558.910000 sec): 3 clusters Score: Raw -3845434.512268 + Penalty 4989.706845 = -3840444.805423 nChanged 30 SP:Iteration 61Q (57558.980000 sec): 3 clusters Score: Raw -3845443.763422 + Penalty 4989.706845 = -3840454.056577 nChanged 43 SP:Iteration 62Q (57559.060000 sec): 3 clusters Score: Raw -3845454.707921 + Penalty 4989.706845 = -3840465.001077 nChanged 32 SP:Iteration 63Q (57559.140000 sec): 3 clusters Score: Raw -3845461.978229 + Penalty 4989.706845 = -3840472.271384 nChanged 19 SP:Iteration 64Q (57559.210000 sec): 3 clusters Score: Raw -3845465.294772 + Penalty 4989.706845 = -3840475.587927 nChanged 16 SP:Iteration 65Q (57559.280000 sec): 3 clusters Score: Raw -3845468.190401 + Penalty 4989.706845 = -3840478.483557 nChanged 15 SP:Iteration 66Q (57559.360000 sec): 3 clusters Score: Raw -3845470.535189 + Penalty 4989.706845 = -3840480.828344 nChanged 9 SP:Iteration 67Q (57559.440000 sec): 3 clusters Score: Raw -3845471.803854 + Penalty 4989.706845 = -3840482.097010 nChanged 10 SP:Iteration 68Q (57559.510000 sec): 3 clusters Score: Raw -3845474.332744 + Penalty 4989.706845 = -3840484.625900 nChanged 6 SP:Iteration 69Q (57559.580000 sec): 3 clusters Score: Raw -3845475.912067 + Penalty 4989.706845 = -3840486.205222 nChanged 9 SP:Iteration 70Q (57559.660000 sec): 3 clusters Score: Raw -3845477.645907 + Penalty 4989.706845 = -3840487.939063 nChanged 10 SP:Iteration 71Q (57559.730000 sec): 3 clusters Score: Raw -3845479.702503 + Penalty 4989.706845 = -3840489.995658 nChanged 15 SP:Iteration 72Q (57559.810000 sec): 3 clusters Score: Raw -3845482.198029 + Penalty 4989.706845 = -3840492.491184 nChanged 15 SP:Iteration 73Q (57559.880000 sec): 3 clusters Score: Raw -3845484.715448 + Penalty 4989.706845 = -3840495.008604 nChanged 15 SP:Iteration 74Q (57559.960000 sec): 3 clusters Score: Raw -3845488.543052 + Penalty 4989.706845 = -3840498.836208 nChanged 15 SP:Iteration 75Q (57560.030000 sec): 3 clusters Score: Raw -3845491.681567 + Penalty 4989.706845 = -3840501.974722 nChanged 14 SP:Iteration 76Q (57560.110000 sec): 3 clusters Score: Raw -3845494.425700 + Penalty 4989.706845 = -3840504.718855 nChanged 9 SP:Iteration 77Q (57560.180000 sec): 3 clusters Score: Raw -3845496.551429 + Penalty 4989.706845 = -3840506.844585 nChanged 12 SP:Iteration 78Q (57560.260000 sec): 3 clusters Score: Raw -3845499.325437 + Penalty 4989.706845 = -3840509.618592 nChanged 16 SP:Iteration 79Q (57560.330000 sec): 3 clusters Score: Raw -3845502.319675 + Penalty 4989.706845 = -3840512.612831 nChanged 8 SP:Iteration 80F (57560.420000 sec): 3 clusters Score: Raw -3845503.765124 + Penalty 4989.706845 = -3840514.058280 nChanged 11 SP:Iteration 81Q (57560.500000 sec): 3 clusters Score: Raw -3845505.952431 + Penalty 4989.706845 = -3840516.245586 nChanged 9 SP:Iteration 82Q (57560.570000 sec): 3 clusters Score: Raw -3845508.115303 + Penalty 4989.706845 = -3840518.408458 nChanged 10 SP:Iteration 83Q (57560.640000 sec): 3 clusters Score: Raw -3845509.897027 + Penalty 4989.706845 = -3840520.190183 nChanged 4 SP:Iteration 84Q (57560.720000 sec): 3 clusters Score: Raw -3845510.685405 + Penalty 4989.706845 = -3840520.978561 nChanged 7 SP:Iteration 85Q (57560.790000 sec): 3 clusters Score: Raw -3845511.911540 + Penalty 4989.706845 = -3840522.204696 nChanged 3 SP:Iteration 86Q (57560.870000 sec): 3 clusters Score: Raw -3845512.477926 + Penalty 4989.706845 = -3840522.771082 nChanged 3 SP:Iteration 87Q (57560.940000 sec): 3 clusters Score: Raw -3845512.922529 + Penalty 4989.706845 = -3840523.215685 nChanged 3 SP:Iteration 88Q (57561.020000 sec): 3 clusters Score: Raw -3845513.257697 + Penalty 4989.706845 = -3840523.550853 nChanged 2 SP:Iteration 89Q (57561.090000 sec): 3 clusters Score: Raw -3845513.640585 + Penalty 4989.706845 = -3840523.933740 nChanged 1 SP:Iteration 90Q (57561.160000 sec): 3 clusters Score: Raw -3845513.744035 + Penalty 4989.706845 = -3840524.037191 nChanged 0 SP:Iteration 91F (57561.260000 sec): 3 clusters Score: Raw -3845513.744035 + Penalty 4989.706845 = -3840524.037191 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57561.280000 sec): 2 clusters Score: Raw -368586.870474 + Penalty 1919.253092 = -366667.617382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57561.280000 sec): 3 clusters Score: Raw -367701.601596 + Penalty 3838.506184 = -363863.095412 nChanged 746 SP:Iteration 1F (57561.290000 sec): 3 clusters Score: Raw -368263.713212 + Penalty 3838.506184 = -364425.207029 nChanged 177 SP:Iteration 2F (57561.300000 sec): 3 clusters Score: Raw -368406.854769 + Penalty 3838.506184 = -364568.348586 nChanged 100 SP:Iteration 3Q (57561.310000 sec): 3 clusters Score: Raw -368492.818640 + Penalty 3838.506184 = -364654.312457 nChanged 75 SP:Iteration 4Q (57561.320000 sec): 3 clusters Score: Raw -368565.342840 + Penalty 3838.506184 = -364726.836656 nChanged 78 SP:Iteration 5Q (57561.330000 sec): 3 clusters Score: Raw -368633.389349 + Penalty 3838.506184 = -364794.883165 nChanged 75 SP:Iteration 6Q (57561.340000 sec): 3 clusters Score: Raw -368743.647342 + Penalty 3838.506184 = -364905.141158 nChanged 87 SP:Iteration 7Q (57561.350000 sec): 3 clusters Score: Raw -368891.124690 + Penalty 3838.506184 = -365052.618506 nChanged 114 SP:Iteration 8Q (57561.360000 sec): 3 clusters Score: Raw -369086.538146 + Penalty 3838.506184 = -365248.031963 nChanged 109 SP:Iteration 9Q (57561.360000 sec): 3 clusters Score: Raw -369294.805770 + Penalty 3838.506184 = -365456.299586 nChanged 116 SP:Iteration 10F (57561.380000 sec): 3 clusters Score: Raw -369471.856824 + Penalty 3838.506184 = -365633.350640 nChanged 104 SP:Iteration 11Q (57561.380000 sec): 3 clusters Score: Raw -369624.567706 + Penalty 3838.506184 = -365786.061523 nChanged 77 SP:Iteration 12Q (57561.390000 sec): 3 clusters Score: Raw -369737.114895 + Penalty 3838.506184 = -365898.608711 nChanged 56 SP:Iteration 13Q (57561.400000 sec): 3 clusters Score: Raw -369803.026751 + Penalty 3838.506184 = -365964.520567 nChanged 33 SP:Iteration 14Q (57561.410000 sec): 3 clusters Score: Raw -369847.265172 + Penalty 3838.506184 = -366008.758988 nChanged 38 SP:Iteration 15Q (57561.420000 sec): 3 clusters Score: Raw -369905.942190 + Penalty 3838.506184 = -366067.436007 nChanged 33 SP:Iteration 16Q (57561.420000 sec): 3 clusters Score: Raw -369941.146716 + Penalty 3838.506184 = -366102.640532 nChanged 28 SP:Iteration 17Q (57561.430000 sec): 3 clusters Score: Raw -369977.056791 + Penalty 3838.506184 = -366138.550608 nChanged 25 SP:Iteration 18Q (57561.440000 sec): 3 clusters Score: Raw -370011.583073 + Penalty 3838.506184 = -366173.076889 nChanged 26 SP:Iteration 19Q (57561.440000 sec): 3 clusters Score: Raw -370063.791419 + Penalty 3838.506184 = -366225.285235 nChanged 35 SP:Iteration 20F (57561.460000 sec): 3 clusters Score: Raw -370124.941600 + Penalty 3838.506184 = -366286.435416 nChanged 35 SP:Iteration 21Q (57561.460000 sec): 3 clusters Score: Raw -370172.682344 + Penalty 3838.506184 = -366334.176160 nChanged 26 SP:Iteration 22Q (57561.470000 sec): 3 clusters Score: Raw -370218.405614 + Penalty 3838.506184 = -366379.899431 nChanged 24 SP:Iteration 23Q (57561.480000 sec): 3 clusters Score: Raw -370261.252536 + Penalty 3838.506184 = -366422.746352 nChanged 23 SP:Iteration 24Q (57561.480000 sec): 3 clusters Score: Raw -370286.843138 + Penalty 3838.506184 = -366448.336955 nChanged 15 SP:Iteration 25Q (57561.490000 sec): 3 clusters Score: Raw -370303.298915 + Penalty 3838.506184 = -366464.792731 nChanged 10 SP:Iteration 26Q (57561.500000 sec): 3 clusters Score: Raw -370311.281610 + Penalty 3838.506184 = -366472.775426 nChanged 7 SP:Iteration 27Q (57561.510000 sec): 3 clusters Score: Raw -370315.591547 + Penalty 3838.506184 = -366477.085363 nChanged 5 SP:Iteration 28Q (57561.520000 sec): 3 clusters Score: Raw -370318.977586 + Penalty 3838.506184 = -366480.471402 nChanged 4 SP:Iteration 29Q (57561.520000 sec): 3 clusters Score: Raw -370321.704784 + Penalty 3838.506184 = -366483.198600 nChanged 3 SP:Iteration 30Q (57561.530000 sec): 3 clusters Score: Raw -370323.797758 + Penalty 3838.506184 = -366485.291575 nChanged 5 SP:Iteration 31Q (57561.540000 sec): 3 clusters Score: Raw -370328.078285 + Penalty 3838.506184 = -366489.572102 nChanged 1 SP:Iteration 32Q (57561.540000 sec): 3 clusters Score: Raw -370329.753536 + Penalty 3838.506184 = -366491.247352 nChanged 2 SP:Iteration 33Q (57561.550000 sec): 3 clusters Score: Raw -370331.410916 + Penalty 3838.506184 = -366492.904732 nChanged 0 SP:Iteration 34F (57561.560000 sec): 3 clusters Score: Raw -370331.410916 + Penalty 3838.506184 = -366492.904732 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57561.580000 sec): 2 clusters Score: Raw -540278.439673 + Penalty 2012.649179 = -538265.790495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57561.590000 sec): 3 clusters Score: Raw -538862.011239 + Penalty 4025.298357 = -534836.712882 nChanged 1214 SP:Iteration 1F (57561.600000 sec): 3 clusters Score: Raw -539705.598079 + Penalty 4025.298357 = -535680.299722 nChanged 271 SP:Iteration 2F (57561.620000 sec): 3 clusters Score: Raw -539980.797733 + Penalty 4025.298357 = -535955.499376 nChanged 202 SP:Iteration 3F (57561.630000 sec): 3 clusters Score: Raw -540193.768511 + Penalty 4025.298357 = -536168.470154 nChanged 191 SP:Iteration 4F (57561.640000 sec): 3 clusters Score: Raw -540389.575407 + Penalty 4025.298357 = -536364.277050 nChanged 176 SP:Iteration 5F (57561.660000 sec): 3 clusters Score: Raw -540578.253095 + Penalty 4025.298357 = -536552.954738 nChanged 157 SP:Iteration 6Q (57561.670000 sec): 3 clusters Score: Raw -540765.287301 + Penalty 4025.298357 = -536739.988944 nChanged 151 SP:Iteration 7Q (57561.680000 sec): 3 clusters Score: Raw -540917.975842 + Penalty 4025.298357 = -536892.677484 nChanged 110 SP:Iteration 8Q (57561.700000 sec): 3 clusters Score: Raw -541027.465199 + Penalty 4025.298357 = -537002.166841 nChanged 88 SP:Iteration 9Q (57561.710000 sec): 3 clusters Score: Raw -541104.567612 + Penalty 4025.298357 = -537079.269254 nChanged 56 SP:Iteration 10Q (57561.720000 sec): 3 clusters Score: Raw -541148.095246 + Penalty 4025.298357 = -537122.796888 nChanged 43 SP:Iteration 11Q (57561.730000 sec): 3 clusters Score: Raw -541179.690525 + Penalty 4025.298357 = -537154.392168 nChanged 22 SP:Iteration 12Q (57561.740000 sec): 3 clusters Score: Raw -541198.771245 + Penalty 4025.298357 = -537173.472888 nChanged 22 SP:Iteration 13Q (57561.760000 sec): 3 clusters Score: Raw -541213.969258 + Penalty 4025.298357 = -537188.670900 nChanged 13 SP:Iteration 14Q (57561.770000 sec): 3 clusters Score: Raw -541220.824303 + Penalty 4025.298357 = -537195.525945 nChanged 11 SP:Iteration 15Q (57561.780000 sec): 3 clusters Score: Raw -541226.484188 + Penalty 4025.298357 = -537201.185830 nChanged 6 SP:Iteration 16Q (57561.800000 sec): 3 clusters Score: Raw -541230.645453 + Penalty 4025.298357 = -537205.347096 nChanged 7 SP:Iteration 17Q (57561.810000 sec): 3 clusters Score: Raw -541237.672167 + Penalty 4025.298357 = -537212.373810 nChanged 10 SP:Iteration 18Q (57561.820000 sec): 3 clusters Score: Raw -541243.050985 + Penalty 4025.298357 = -537217.752628 nChanged 10 SP:Iteration 19Q (57561.830000 sec): 3 clusters Score: Raw -541248.475530 + Penalty 4025.298357 = -537223.177173 nChanged 6 SP:Iteration 20F (57561.840000 sec): 3 clusters Score: Raw -541252.937679 + Penalty 4025.298357 = -537227.639321 nChanged 5 SP:Iteration 21Q (57561.860000 sec): 3 clusters Score: Raw -541256.765235 + Penalty 4025.298357 = -537231.466878 nChanged 4 SP:Iteration 22Q (57561.870000 sec): 3 clusters Score: Raw -541258.569585 + Penalty 4025.298357 = -537233.271228 nChanged 5 SP:Iteration 23Q (57561.880000 sec): 3 clusters Score: Raw -541262.425956 + Penalty 4025.298357 = -537237.127599 nChanged 4 SP:Iteration 24Q (57561.900000 sec): 3 clusters Score: Raw -541264.319720 + Penalty 4025.298357 = -537239.021363 nChanged 2 SP:Iteration 25Q (57561.910000 sec): 3 clusters Score: Raw -541265.522821 + Penalty 4025.298357 = -537240.224464 nChanged 4 SP:Iteration 26Q (57561.920000 sec): 3 clusters Score: Raw -541268.877420 + Penalty 4025.298357 = -537243.579063 nChanged 6 SP:Iteration 27Q (57561.930000 sec): 3 clusters Score: Raw -541273.122006 + Penalty 4025.298357 = -537247.823648 nChanged 5 SP:Iteration 28Q (57561.940000 sec): 3 clusters Score: Raw -541275.647948 + Penalty 4025.298357 = -537250.349591 nChanged 6 SP:Iteration 29Q (57561.960000 sec): 3 clusters Score: Raw -541278.673877 + Penalty 4025.298357 = -537253.375519 nChanged 0 SP:Iteration 30F (57561.970000 sec): 3 clusters Score: Raw -541278.673877 + Penalty 4025.298357 = -537253.375519 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57562.010000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57562.050000 sec): 3 clusters Score: Raw -1719916.645071 + Penalty 4548.184438 = -1715368.460633 nChanged 3990 SP:Iteration 1F (57562.080000 sec): 3 clusters Score: Raw -1722002.219133 + Penalty 4548.184438 = -1717454.034695 nChanged 588 SP:Iteration 2F (57562.120000 sec): 3 clusters Score: Raw -1722248.267037 + Penalty 4548.184438 = -1717700.082599 nChanged 421 SP:Iteration 3Q (57562.160000 sec): 3 clusters Score: Raw -1722411.402020 + Penalty 4548.184438 = -1717863.217582 nChanged 340 SP:Iteration 4Q (57562.200000 sec): 3 clusters Score: Raw -1722535.620031 + Penalty 4548.184438 = -1717987.435594 nChanged 291 SP:Iteration 5Q (57562.240000 sec): 3 clusters Score: Raw -1722651.420259 + Penalty 4548.184438 = -1718103.235821 nChanged 265 SP:Iteration 6Q (57562.280000 sec): 3 clusters Score: Raw -1722747.298161 + Penalty 4548.184438 = -1718199.113723 nChanged 216 SP:Iteration 7Q (57562.320000 sec): 3 clusters Score: Raw -1722818.463797 + Penalty 4548.184438 = -1718270.279360 nChanged 195 SP:Iteration 8Q (57562.350000 sec): 3 clusters Score: Raw -1722888.118620 + Penalty 4548.184438 = -1718339.934182 nChanged 221 SP:Iteration 9Q (57562.390000 sec): 3 clusters Score: Raw -1722971.900196 + Penalty 4548.184438 = -1718423.715759 nChanged 236 SP:Iteration 10Q (57562.430000 sec): 3 clusters Score: Raw -1723056.438175 + Penalty 4548.184438 = -1718508.253737 nChanged 252 SP:Iteration 11Q (57562.470000 sec): 3 clusters Score: Raw -1723155.110213 + Penalty 4548.184438 = -1718606.925775 nChanged 271 SP:Iteration 12Q (57562.500000 sec): 3 clusters Score: Raw -1723267.027777 + Penalty 4548.184438 = -1718718.843339 nChanged 262 SP:Iteration 13Q (57562.540000 sec): 3 clusters Score: Raw -1723367.759361 + Penalty 4548.184438 = -1718819.574923 nChanged 256 SP:Iteration 14Q (57562.580000 sec): 3 clusters Score: Raw -1723487.440183 + Penalty 4548.184438 = -1718939.255745 nChanged 304 SP:Iteration 15Q (57562.620000 sec): 3 clusters Score: Raw -1723656.243998 + Penalty 4548.184438 = -1719108.059560 nChanged 355 SP:Iteration 16Q (57562.660000 sec): 3 clusters Score: Raw -1723868.337877 + Penalty 4548.184438 = -1719320.153439 nChanged 378 SP:Iteration 17Q (57562.700000 sec): 3 clusters Score: Raw -1724110.137317 + Penalty 4548.184438 = -1719561.952879 nChanged 397 SP:Iteration 18Q (57562.730000 sec): 3 clusters Score: Raw -1724403.585349 + Penalty 4548.184438 = -1719855.400911 nChanged 378 SP:Iteration 19Q (57562.770000 sec): 3 clusters Score: Raw -1724695.711039 + Penalty 4548.184438 = -1720147.526602 nChanged 317 SP:Iteration 20F (57562.810000 sec): 3 clusters Score: Raw -1724887.323855 + Penalty 4548.184438 = -1720339.139417 nChanged 219 SP:Iteration 21Q (57562.840000 sec): 3 clusters Score: Raw -1724988.271971 + Penalty 4548.184438 = -1720440.087534 nChanged 150 SP:Iteration 22Q (57562.880000 sec): 3 clusters Score: Raw -1725045.698328 + Penalty 4548.184438 = -1720497.513890 nChanged 104 SP:Iteration 23Q (57562.920000 sec): 3 clusters Score: Raw -1725085.437221 + Penalty 4548.184438 = -1720537.252783 nChanged 80 SP:Iteration 24Q (57562.960000 sec): 3 clusters Score: Raw -1725115.378825 + Penalty 4548.184438 = -1720567.194387 nChanged 61 SP:Iteration 25Q (57562.990000 sec): 3 clusters Score: Raw -1725136.028585 + Penalty 4548.184438 = -1720587.844147 nChanged 51 SP:Iteration 26Q (57563.030000 sec): 3 clusters Score: Raw -1725151.371827 + Penalty 4548.184438 = -1720603.187389 nChanged 44 SP:Iteration 27Q (57563.060000 sec): 3 clusters Score: Raw -1725163.561935 + Penalty 4548.184438 = -1720615.377498 nChanged 33 SP:Iteration 28Q (57563.100000 sec): 3 clusters Score: Raw -1725171.785558 + Penalty 4548.184438 = -1720623.601120 nChanged 27 SP:Iteration 29Q (57563.140000 sec): 3 clusters Score: Raw -1725177.243902 + Penalty 4548.184438 = -1720629.059464 nChanged 25 SP:Iteration 30Q (57563.170000 sec): 3 clusters Score: Raw -1725184.303300 + Penalty 4548.184438 = -1720636.118862 nChanged 25 SP:Iteration 31Q (57563.210000 sec): 3 clusters Score: Raw -1725191.409588 + Penalty 4548.184438 = -1720643.225150 nChanged 22 SP:Iteration 32Q (57563.240000 sec): 3 clusters Score: Raw -1725197.574468 + Penalty 4548.184438 = -1720649.390030 nChanged 25 SP:Iteration 33Q (57563.280000 sec): 3 clusters Score: Raw -1725203.053225 + Penalty 4548.184438 = -1720654.868787 nChanged 19 SP:Iteration 34Q (57563.320000 sec): 3 clusters Score: Raw -1725207.050540 + Penalty 4548.184438 = -1720658.866102 nChanged 22 SP:Iteration 35Q (57563.350000 sec): 3 clusters Score: Raw -1725212.706104 + Penalty 4548.184438 = -1720664.521666 nChanged 22 SP:Iteration 36Q (57563.390000 sec): 3 clusters Score: Raw -1725218.017918 + Penalty 4548.184438 = -1720669.833480 nChanged 21 SP:Iteration 37Q (57563.420000 sec): 3 clusters Score: Raw -1725222.831996 + Penalty 4548.184438 = -1720674.647558 nChanged 18 SP:Iteration 38Q (57563.460000 sec): 3 clusters Score: Raw -1725227.522070 + Penalty 4548.184438 = -1720679.337632 nChanged 17 SP:Iteration 39Q (57563.500000 sec): 3 clusters Score: Raw -1725231.121494 + Penalty 4548.184438 = -1720682.937057 nChanged 21 SP:Iteration 40F (57563.540000 sec): 3 clusters Score: Raw -1725237.555721 + Penalty 4548.184438 = -1720689.371283 nChanged 25 SP:Iteration 41Q (57563.570000 sec): 3 clusters Score: Raw -1725244.896126 + Penalty 4548.184438 = -1720696.711688 nChanged 26 SP:Iteration 42Q (57563.600000 sec): 3 clusters Score: Raw -1725251.610805 + Penalty 4548.184438 = -1720703.426367 nChanged 32 SP:Iteration 43Q (57563.640000 sec): 3 clusters Score: Raw -1725259.599764 + Penalty 4548.184438 = -1720711.415326 nChanged 29 SP:Iteration 44Q (57563.680000 sec): 3 clusters Score: Raw -1725267.563657 + Penalty 4548.184438 = -1720719.379219 nChanged 33 SP:Iteration 45Q (57563.710000 sec): 3 clusters Score: Raw -1725275.089481 + Penalty 4548.184438 = -1720726.905043 nChanged 28 SP:Iteration 46Q (57563.750000 sec): 3 clusters Score: Raw -1725282.263359 + Penalty 4548.184438 = -1720734.078922 nChanged 25 SP:Iteration 47Q (57563.780000 sec): 3 clusters Score: Raw -1725288.865921 + Penalty 4548.184438 = -1720740.681483 nChanged 19 SP:Iteration 48Q (57563.820000 sec): 3 clusters Score: Raw -1725295.295263 + Penalty 4548.184438 = -1720747.110825 nChanged 19 SP:Iteration 49Q (57563.850000 sec): 3 clusters Score: Raw -1725301.250020 + Penalty 4548.184438 = -1720753.065582 nChanged 15 SP:Iteration 50Q (57563.890000 sec): 3 clusters Score: Raw -1725304.676911 + Penalty 4548.184438 = -1720756.492473 nChanged 7 SP:Iteration 51Q (57563.920000 sec): 3 clusters Score: Raw -1725307.240093 + Penalty 4548.184438 = -1720759.055655 nChanged 11 SP:Iteration 52Q (57563.960000 sec): 3 clusters Score: Raw -1725309.952779 + Penalty 4548.184438 = -1720761.768341 nChanged 9 SP:Iteration 53Q (57563.990000 sec): 3 clusters Score: Raw -1725311.730906 + Penalty 4548.184438 = -1720763.546468 nChanged 7 SP:Iteration 54Q (57564.030000 sec): 3 clusters Score: Raw -1725313.232181 + Penalty 4548.184438 = -1720765.047743 nChanged 10 SP:Iteration 55Q (57564.060000 sec): 3 clusters Score: Raw -1725315.179348 + Penalty 4548.184438 = -1720766.994911 nChanged 9 SP:Iteration 56Q (57564.100000 sec): 3 clusters Score: Raw -1725316.937248 + Penalty 4548.184438 = -1720768.752810 nChanged 7 SP:Iteration 57Q (57564.130000 sec): 3 clusters Score: Raw -1725318.263175 + Penalty 4548.184438 = -1720770.078737 nChanged 5 SP:Iteration 58Q (57564.170000 sec): 3 clusters Score: Raw -1725318.956810 + Penalty 4548.184438 = -1720770.772372 nChanged 2 SP:Iteration 59Q (57564.200000 sec): 3 clusters Score: Raw -1725319.441622 + Penalty 4548.184438 = -1720771.257185 nChanged 1 SP:Iteration 60F (57564.240000 sec): 3 clusters Score: Raw -1725319.594710 + Penalty 4548.184438 = -1720771.410272 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57564.370000 sec): 2 clusters Score: Raw -6575208.354629 + Penalty 2613.719364 = -6572594.635265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57564.520000 sec): 3 clusters Score: Raw -6552303.651849 + Penalty 5227.438728 = -6547076.213121 nChanged 17235 SP:Iteration 1F (57564.680000 sec): 3 clusters Score: Raw -6561663.684876 + Penalty 5227.438728 = -6556436.246147 nChanged 1743 SP:Iteration 2Q (57564.830000 sec): 3 clusters Score: Raw -6562232.473140 + Penalty 5227.438728 = -6557005.034412 nChanged 1601 SP:Iteration 3Q (57564.980000 sec): 3 clusters Score: Raw -6562756.546587 + Penalty 5227.438728 = -6557529.107859 nChanged 1525 SP:Iteration 4Q (57565.140000 sec): 3 clusters Score: Raw -6563241.510139 + Penalty 5227.438728 = -6558014.071411 nChanged 1412 SP:Iteration 5Q (57565.290000 sec): 3 clusters Score: Raw -6563641.512818 + Penalty 5227.438728 = -6558414.074090 nChanged 1246 SP:Iteration 6Q (57565.440000 sec): 3 clusters Score: Raw -6563990.741782 + Penalty 5227.438728 = -6558763.303054 nChanged 1156 SP:Iteration 7Q (57565.600000 sec): 3 clusters Score: Raw -6564318.583999 + Penalty 5227.438728 = -6559091.145271 nChanged 1078 SP:Iteration 8Q (57565.750000 sec): 3 clusters Score: Raw -6564614.543178 + Penalty 5227.438728 = -6559387.104449 nChanged 979 SP:Iteration 9Q (57565.910000 sec): 3 clusters Score: Raw -6564879.950734 + Penalty 5227.438728 = -6559652.512006 nChanged 952 SP:Iteration 10Q (57566.060000 sec): 3 clusters Score: Raw -6565143.189765 + Penalty 5227.438728 = -6559915.751037 nChanged 953 SP:Iteration 11Q (57566.210000 sec): 3 clusters Score: Raw -6565425.297193 + Penalty 5227.438728 = -6560197.858465 nChanged 991 SP:Iteration 12Q (57566.370000 sec): 3 clusters Score: Raw -6565747.563533 + Penalty 5227.438728 = -6560520.124804 nChanged 1097 SP:Iteration 13Q (57566.520000 sec): 3 clusters Score: Raw -6566147.854159 + Penalty 5227.438728 = -6560920.415431 nChanged 1290 SP:Iteration 14Q (57566.670000 sec): 3 clusters Score: Raw -6566687.278400 + Penalty 5227.438728 = -6561459.839671 nChanged 1567 SP:Iteration 15Q (57566.820000 sec): 3 clusters Score: Raw -6567447.878893 + Penalty 5227.438728 = -6562220.440164 nChanged 1769 SP:Iteration 16Q (57566.970000 sec): 3 clusters Score: Raw -6568410.151144 + Penalty 5227.438728 = -6563182.712416 nChanged 1939 SP:Iteration 17F (57567.120000 sec): 3 clusters Score: Raw -6569593.650093 + Penalty 5227.438728 = -6564366.211365 nChanged 2008 SP:Iteration 18F (57567.280000 sec): 3 clusters Score: Raw -6570946.184097 + Penalty 5227.438728 = -6565718.745369 nChanged 1894 SP:Iteration 19F (57567.420000 sec): 3 clusters Score: Raw -6572332.873962 + Penalty 5227.438728 = -6567105.435233 nChanged 1589 SP:Iteration 20F (57567.580000 sec): 3 clusters Score: Raw -6573547.962380 + Penalty 5227.438728 = -6568320.523652 nChanged 1081 SP:Iteration 21Q (57567.700000 sec): 3 clusters Score: Raw -6574364.556449 + Penalty 5227.438728 = -6569137.117721 nChanged 612 SP:Iteration 22Q (57567.820000 sec): 3 clusters Score: Raw -6574811.029772 + Penalty 5227.438728 = -6569583.591044 nChanged 363 SP:Iteration 23Q (57567.940000 sec): 3 clusters Score: Raw -6575078.375690 + Penalty 5227.438728 = -6569850.936962 nChanged 203 SP:Iteration 24Q (57568.050000 sec): 3 clusters Score: Raw -6575235.113114 + Penalty 5227.438728 = -6570007.674385 nChanged 126 SP:Iteration 25Q (57568.160000 sec): 3 clusters Score: Raw -6575335.791959 + Penalty 5227.438728 = -6570108.353230 nChanged 79 SP:Iteration 26Q (57568.270000 sec): 3 clusters Score: Raw -6575405.125175 + Penalty 5227.438728 = -6570177.686447 nChanged 72 SP:Iteration 27Q (57568.380000 sec): 3 clusters Score: Raw -6575464.999910 + Penalty 5227.438728 = -6570237.561182 nChanged 50 SP:Iteration 28Q (57568.480000 sec): 3 clusters Score: Raw -6575502.786170 + Penalty 5227.438728 = -6570275.347442 nChanged 36 SP:Iteration 29Q (57568.590000 sec): 3 clusters Score: Raw -6575531.279079 + Penalty 5227.438728 = -6570303.840350 nChanged 26 SP:Iteration 30Q (57568.690000 sec): 3 clusters Score: Raw -6575552.210604 + Penalty 5227.438728 = -6570324.771876 nChanged 15 SP:Iteration 31Q (57568.810000 sec): 3 clusters Score: Raw -6575565.145634 + Penalty 5227.438728 = -6570337.706905 nChanged 14 SP:Iteration 32Q (57568.910000 sec): 3 clusters Score: Raw -6575576.444516 + Penalty 5227.438728 = -6570349.005787 nChanged 9 SP:Iteration 33Q (57569.010000 sec): 3 clusters Score: Raw -6575583.529969 + Penalty 5227.438728 = -6570356.091241 nChanged 9 SP:Iteration 34Q (57569.120000 sec): 3 clusters Score: Raw -6575592.031110 + Penalty 5227.438728 = -6570364.592382 nChanged 7 SP:Iteration 35Q (57569.230000 sec): 3 clusters Score: Raw -6575596.547901 + Penalty 5227.438728 = -6570369.109173 nChanged 5 SP:Iteration 36Q (57569.330000 sec): 3 clusters Score: Raw -6575600.307833 + Penalty 5227.438728 = -6570372.869105 nChanged 2 SP:Iteration 37Q (57569.440000 sec): 3 clusters Score: Raw -6575601.235382 + Penalty 5227.438728 = -6570373.796654 nChanged 1 SP:Iteration 38Q (57569.540000 sec): 3 clusters Score: Raw -6575601.720199 + Penalty 5227.438728 = -6570374.281471 nChanged 0 SP:Iteration 39F (57569.690000 sec): 3 clusters Score: Raw -6575601.720199 + Penalty 5227.438728 = -6570374.281471 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57569.740000 sec): 2 clusters Score: Raw -2020440.731322 + Penalty 2325.652957 = -2018115.078365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57569.790000 sec): 3 clusters Score: Raw -2013868.148670 + Penalty 4651.305913 = -2009216.842757 nChanged 5007 SP:Iteration 1F (57569.840000 sec): 3 clusters Score: Raw -2016594.360835 + Penalty 4651.305913 = -2011943.054921 nChanged 772 SP:Iteration 2F (57569.880000 sec): 3 clusters Score: Raw -2016941.547383 + Penalty 4651.305913 = -2012290.241470 nChanged 629 SP:Iteration 3F (57569.930000 sec): 3 clusters Score: Raw -2017212.977839 + Penalty 4651.305913 = -2012561.671926 nChanged 564 SP:Iteration 4Q (57569.970000 sec): 3 clusters Score: Raw -2017464.247441 + Penalty 4651.305913 = -2012812.941528 nChanged 520 SP:Iteration 5Q (57570.020000 sec): 3 clusters Score: Raw -2017728.437431 + Penalty 4651.305913 = -2013077.131518 nChanged 557 SP:Iteration 6Q (57570.070000 sec): 3 clusters Score: Raw -2018047.044060 + Penalty 4651.305913 = -2013395.738147 nChanged 592 SP:Iteration 7F (57570.110000 sec): 3 clusters Score: Raw -2018424.165850 + Penalty 4651.305913 = -2013772.859937 nChanged 608 SP:Iteration 8F (57570.160000 sec): 3 clusters Score: Raw -2018850.904902 + Penalty 4651.305913 = -2014199.598988 nChanged 584 SP:Iteration 9Q (57570.210000 sec): 3 clusters Score: Raw -2019288.117978 + Penalty 4651.305913 = -2014636.812065 nChanged 493 SP:Iteration 10Q (57570.250000 sec): 3 clusters Score: Raw -2019643.259414 + Penalty 4651.305913 = -2014991.953501 nChanged 396 SP:Iteration 11Q (57570.300000 sec): 3 clusters Score: Raw -2019931.875825 + Penalty 4651.305913 = -2015280.569911 nChanged 324 SP:Iteration 12Q (57570.350000 sec): 3 clusters Score: Raw -2020160.913260 + Penalty 4651.305913 = -2015509.607347 nChanged 248 SP:Iteration 13Q (57570.390000 sec): 3 clusters Score: Raw -2020335.030462 + Penalty 4651.305913 = -2015683.724548 nChanged 195 SP:Iteration 14Q (57570.440000 sec): 3 clusters Score: Raw -2020461.131032 + Penalty 4651.305913 = -2015809.825119 nChanged 119 SP:Iteration 15Q (57570.480000 sec): 3 clusters Score: Raw -2020534.134225 + Penalty 4651.305913 = -2015882.828312 nChanged 116 SP:Iteration 16Q (57570.520000 sec): 3 clusters Score: Raw -2020601.996111 + Penalty 4651.305913 = -2015950.690198 nChanged 76 SP:Iteration 17Q (57570.570000 sec): 3 clusters Score: Raw -2020647.086787 + Penalty 4651.305913 = -2015995.780874 nChanged 56 SP:Iteration 18Q (57570.610000 sec): 3 clusters Score: Raw -2020680.088207 + Penalty 4651.305913 = -2016028.782294 nChanged 36 SP:Iteration 19Q (57570.650000 sec): 3 clusters Score: Raw -2020699.801413 + Penalty 4651.305913 = -2016048.495500 nChanged 26 SP:Iteration 20F (57570.690000 sec): 3 clusters Score: Raw -2020720.255119 + Penalty 4651.305913 = -2016068.949206 nChanged 26 SP:Iteration 21Q (57570.730000 sec): 3 clusters Score: Raw -2020737.898058 + Penalty 4651.305913 = -2016086.592145 nChanged 30 SP:Iteration 22Q (57570.770000 sec): 3 clusters Score: Raw -2020754.307761 + Penalty 4651.305913 = -2016103.001848 nChanged 19 SP:Iteration 23Q (57570.810000 sec): 3 clusters Score: Raw -2020765.446712 + Penalty 4651.305913 = -2016114.140799 nChanged 12 SP:Iteration 24Q (57570.850000 sec): 3 clusters Score: Raw -2020771.837220 + Penalty 4651.305913 = -2016120.531307 nChanged 4 SP:Iteration 25Q (57570.890000 sec): 3 clusters Score: Raw -2020773.506793 + Penalty 4651.305913 = -2016122.200879 nChanged 2 SP:Iteration 26Q (57570.930000 sec): 3 clusters Score: Raw -2020774.870215 + Penalty 4651.305913 = -2016123.564301 nChanged 4 SP:Iteration 27Q (57570.970000 sec): 3 clusters Score: Raw -2020778.689580 + Penalty 4651.305913 = -2016127.383666 nChanged 3 SP:Iteration 28Q (57571.010000 sec): 3 clusters Score: Raw -2020780.289110 + Penalty 4651.305913 = -2016128.983197 nChanged 1 SP:Iteration 29Q (57571.050000 sec): 3 clusters Score: Raw -2020780.940219 + Penalty 4651.305913 = -2016129.634306 nChanged 2 SP:Iteration 30Q (57571.090000 sec): 3 clusters Score: Raw -2020782.134524 + Penalty 4651.305913 = -2016130.828611 nChanged 2 SP:Iteration 31Q (57571.130000 sec): 3 clusters Score: Raw -2020783.034259 + Penalty 4651.305913 = -2016131.728346 nChanged 1 SP:Iteration 32Q (57571.170000 sec): 3 clusters Score: Raw -2020783.461432 + Penalty 4651.305913 = -2016132.155519 nChanged 2 SP:Iteration 33Q (57571.210000 sec): 3 clusters Score: Raw -2020784.065632 + Penalty 4651.305913 = -2016132.759719 nChanged 0 SP:Iteration 34F (57571.250000 sec): 3 clusters Score: Raw -2020784.065632 + Penalty 4651.305913 = -2016132.759719 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57571.280000 sec): 2 clusters Score: Raw -779223.471698 + Penalty 2097.129785 = -777126.341912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57571.290000 sec): 3 clusters Score: Raw -776998.987790 + Penalty 4194.259571 = -772804.728219 nChanged 1807 SP:Iteration 1F (57571.310000 sec): 3 clusters Score: Raw -778161.911274 + Penalty 4194.259571 = -773967.651703 nChanged 352 SP:Iteration 2F (57571.330000 sec): 3 clusters Score: Raw -778392.819066 + Penalty 4194.259571 = -774198.559495 nChanged 265 SP:Iteration 3F (57571.350000 sec): 3 clusters Score: Raw -778612.421403 + Penalty 4194.259571 = -774418.161833 nChanged 254 SP:Iteration 4F (57571.370000 sec): 3 clusters Score: Raw -778850.214322 + Penalty 4194.259571 = -774655.954751 nChanged 228 SP:Iteration 5Q (57571.390000 sec): 3 clusters Score: Raw -779066.585795 + Penalty 4194.259571 = -774872.326224 nChanged 208 SP:Iteration 6Q (57571.410000 sec): 3 clusters Score: Raw -779237.214370 + Penalty 4194.259571 = -775042.954799 nChanged 184 SP:Iteration 7Q (57571.420000 sec): 3 clusters Score: Raw -779381.544018 + Penalty 4194.259571 = -775187.284447 nChanged 172 SP:Iteration 8Q (57571.440000 sec): 3 clusters Score: Raw -779508.588013 + Penalty 4194.259571 = -775314.328442 nChanged 177 SP:Iteration 9Q (57571.460000 sec): 3 clusters Score: Raw -779656.131365 + Penalty 4194.259571 = -775461.871794 nChanged 162 SP:Iteration 10Q (57571.480000 sec): 3 clusters Score: Raw -779776.974146 + Penalty 4194.259571 = -775582.714575 nChanged 151 SP:Iteration 11Q (57571.490000 sec): 3 clusters Score: Raw -779889.982563 + Penalty 4194.259571 = -775695.722992 nChanged 137 SP:Iteration 12Q (57571.510000 sec): 3 clusters Score: Raw -779982.266969 + Penalty 4194.259571 = -775788.007398 nChanged 105 SP:Iteration 13Q (57571.530000 sec): 3 clusters Score: Raw -780047.389817 + Penalty 4194.259571 = -775853.130246 nChanged 83 SP:Iteration 14Q (57571.550000 sec): 3 clusters Score: Raw -780086.313879 + Penalty 4194.259571 = -775892.054308 nChanged 46 SP:Iteration 15Q (57571.570000 sec): 3 clusters Score: Raw -780106.735499 + Penalty 4194.259571 = -775912.475928 nChanged 37 SP:Iteration 16Q (57571.580000 sec): 3 clusters Score: Raw -780120.425362 + Penalty 4194.259571 = -775926.165792 nChanged 27 SP:Iteration 17Q (57571.600000 sec): 3 clusters Score: Raw -780132.162608 + Penalty 4194.259571 = -775937.903037 nChanged 15 SP:Iteration 18Q (57571.620000 sec): 3 clusters Score: Raw -780137.104682 + Penalty 4194.259571 = -775942.845111 nChanged 11 SP:Iteration 19Q (57571.630000 sec): 3 clusters Score: Raw -780140.854444 + Penalty 4194.259571 = -775946.594873 nChanged 10 SP:Iteration 20F (57571.660000 sec): 3 clusters Score: Raw -780143.948096 + Penalty 4194.259571 = -775949.688525 nChanged 7 SP:Iteration 21Q (57571.680000 sec): 3 clusters Score: Raw -780145.951169 + Penalty 4194.259571 = -775951.691598 nChanged 4 SP:Iteration 22Q (57571.700000 sec): 3 clusters Score: Raw -780148.862438 + Penalty 4194.259571 = -775954.602868 nChanged 8 SP:Iteration 23Q (57571.710000 sec): 3 clusters Score: Raw -780153.468117 + Penalty 4194.259571 = -775959.208546 nChanged 10 SP:Iteration 24Q (57571.730000 sec): 3 clusters Score: Raw -780159.617975 + Penalty 4194.259571 = -775965.358404 nChanged 14 SP:Iteration 25Q (57571.750000 sec): 3 clusters Score: Raw -780165.483890 + Penalty 4194.259571 = -775971.224320 nChanged 12 SP:Iteration 26Q (57571.770000 sec): 3 clusters Score: Raw -780170.183180 + Penalty 4194.259571 = -775975.923609 nChanged 17 SP:Iteration 27Q (57571.780000 sec): 3 clusters Score: Raw -780175.969507 + Penalty 4194.259571 = -775981.709936 nChanged 11 SP:Iteration 28Q (57571.800000 sec): 3 clusters Score: Raw -780182.568168 + Penalty 4194.259571 = -775988.308597 nChanged 18 SP:Iteration 29Q (57571.820000 sec): 3 clusters Score: Raw -780188.900360 + Penalty 4194.259571 = -775994.640789 nChanged 8 SP:Iteration 30Q (57571.840000 sec): 3 clusters Score: Raw -780191.321331 + Penalty 4194.259571 = -775997.061760 nChanged 6 SP:Iteration 31Q (57571.850000 sec): 3 clusters Score: Raw -780193.325490 + Penalty 4194.259571 = -775999.065919 nChanged 4 SP:Iteration 32Q (57571.870000 sec): 3 clusters Score: Raw -780194.040418 + Penalty 4194.259571 = -775999.780847 nChanged 1 SP:Iteration 33Q (57571.890000 sec): 3 clusters Score: Raw -780194.338947 + Penalty 4194.259571 = -776000.079377 nChanged 0 SP:Iteration 34F (57571.910000 sec): 3 clusters Score: Raw -780194.338947 + Penalty 4194.259571 = -776000.079377 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57571.930000 sec): 2 clusters Score: Raw -802481.859415 + Penalty 2105.118763 = -800376.740652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57571.950000 sec): 3 clusters Score: Raw -800156.135371 + Penalty 4210.237526 = -795945.897845 nChanged 1849 SP:Iteration 1F (57571.970000 sec): 3 clusters Score: Raw -801270.417313 + Penalty 4210.237526 = -797060.179787 nChanged 404 SP:Iteration 2F (57571.990000 sec): 3 clusters Score: Raw -801665.924712 + Penalty 4210.237526 = -797455.687186 nChanged 362 SP:Iteration 3F (57572.000000 sec): 3 clusters Score: Raw -802017.566856 + Penalty 4210.237526 = -797807.329330 nChanged 346 SP:Iteration 4F (57572.020000 sec): 3 clusters Score: Raw -802385.615017 + Penalty 4210.237526 = -798175.377491 nChanged 347 SP:Iteration 5F (57572.040000 sec): 3 clusters Score: Raw -802844.428665 + Penalty 4210.237526 = -798634.191139 nChanged 321 SP:Iteration 6F (57572.060000 sec): 3 clusters Score: Raw -803162.141026 + Penalty 4210.237526 = -798951.903499 nChanged 247 SP:Iteration 7F (57572.080000 sec): 3 clusters Score: Raw -803361.036994 + Penalty 4210.237526 = -799150.799467 nChanged 187 SP:Iteration 8Q (57572.100000 sec): 3 clusters Score: Raw -803514.933453 + Penalty 4210.237526 = -799304.695927 nChanged 160 SP:Iteration 9Q (57572.120000 sec): 3 clusters Score: Raw -803638.626559 + Penalty 4210.237526 = -799428.389032 nChanged 139 SP:Iteration 10Q (57572.130000 sec): 3 clusters Score: Raw -803725.346969 + Penalty 4210.237526 = -799515.109443 nChanged 94 SP:Iteration 11Q (57572.150000 sec): 3 clusters Score: Raw -803781.460369 + Penalty 4210.237526 = -799571.222843 nChanged 76 SP:Iteration 12Q (57572.170000 sec): 3 clusters Score: Raw -803833.210556 + Penalty 4210.237526 = -799622.973029 nChanged 86 SP:Iteration 13Q (57572.190000 sec): 3 clusters Score: Raw -803895.614263 + Penalty 4210.237526 = -799685.376737 nChanged 85 SP:Iteration 14Q (57572.210000 sec): 3 clusters Score: Raw -803946.546001 + Penalty 4210.237526 = -799736.308475 nChanged 74 SP:Iteration 15Q (57572.220000 sec): 3 clusters Score: Raw -803987.515205 + Penalty 4210.237526 = -799777.277678 nChanged 64 SP:Iteration 16Q (57572.240000 sec): 3 clusters Score: Raw -804018.508286 + Penalty 4210.237526 = -799808.270760 nChanged 58 SP:Iteration 17Q (57572.260000 sec): 3 clusters Score: Raw -804046.257343 + Penalty 4210.237526 = -799836.019817 nChanged 42 SP:Iteration 18Q (57572.280000 sec): 3 clusters Score: Raw -804063.207517 + Penalty 4210.237526 = -799852.969991 nChanged 32 SP:Iteration 19Q (57572.290000 sec): 3 clusters Score: Raw -804074.246058 + Penalty 4210.237526 = -799864.008531 nChanged 29 SP:Iteration 20F (57572.310000 sec): 3 clusters Score: Raw -804090.589770 + Penalty 4210.237526 = -799880.352243 nChanged 24 SP:Iteration 21Q (57572.330000 sec): 3 clusters Score: Raw -804103.057764 + Penalty 4210.237526 = -799892.820238 nChanged 24 SP:Iteration 22Q (57572.350000 sec): 3 clusters Score: Raw -804111.141064 + Penalty 4210.237526 = -799900.903538 nChanged 15 SP:Iteration 23Q (57572.370000 sec): 3 clusters Score: Raw -804116.301667 + Penalty 4210.237526 = -799906.064141 nChanged 13 SP:Iteration 24Q (57572.380000 sec): 3 clusters Score: Raw -804120.582777 + Penalty 4210.237526 = -799910.345250 nChanged 4 SP:Iteration 25Q (57572.400000 sec): 3 clusters Score: Raw -804121.385811 + Penalty 4210.237526 = -799911.148285 nChanged 10 SP:Iteration 26Q (57572.420000 sec): 3 clusters Score: Raw -804124.291888 + Penalty 4210.237526 = -799914.054361 nChanged 4 SP:Iteration 27Q (57572.430000 sec): 3 clusters Score: Raw -804125.597603 + Penalty 4210.237526 = -799915.360077 nChanged 7 SP:Iteration 28Q (57572.450000 sec): 3 clusters Score: Raw -804127.228866 + Penalty 4210.237526 = -799916.991340 nChanged 2 SP:Iteration 29Q (57572.470000 sec): 3 clusters Score: Raw -804127.895394 + Penalty 4210.237526 = -799917.657868 nChanged 2 SP:Iteration 30Q (57572.490000 sec): 3 clusters Score: Raw -804128.311597 + Penalty 4210.237526 = -799918.074070 nChanged 4 SP:Iteration 31Q (57572.510000 sec): 3 clusters Score: Raw -804129.108011 + Penalty 4210.237526 = -799918.870485 nChanged 1 SP:Iteration 32Q (57572.520000 sec): 3 clusters Score: Raw -804129.468338 + Penalty 4210.237526 = -799919.230812 nChanged 1 SP:Iteration 33Q (57572.540000 sec): 3 clusters Score: Raw -804129.607091 + Penalty 4210.237526 = -799919.369565 nChanged 2 SP:Iteration 34Q (57572.560000 sec): 3 clusters Score: Raw -804130.349476 + Penalty 4210.237526 = -799920.111949 nChanged 2 SP:Iteration 35Q (57572.570000 sec): 3 clusters Score: Raw -804130.894664 + Penalty 4210.237526 = -799920.657138 nChanged 2 SP:Iteration 36Q (57572.590000 sec): 3 clusters Score: Raw -804131.296950 + Penalty 4210.237526 = -799921.059424 nChanged 3 SP:Iteration 37Q (57572.610000 sec): 3 clusters Score: Raw -804131.877821 + Penalty 4210.237526 = -799921.640295 nChanged 1 SP:Iteration 38Q (57572.630000 sec): 3 clusters Score: Raw -804132.043909 + Penalty 4210.237526 = -799921.806383 nChanged 1 SP:Iteration 39Q (57572.650000 sec): 3 clusters Score: Raw -804132.365560 + Penalty 4210.237526 = -799922.128033 nChanged 2 SP:Iteration 40F (57572.670000 sec): 3 clusters Score: Raw -804132.959888 + Penalty 4210.237526 = -799922.722361 nChanged 2 SP:Iteration 41Q (57572.680000 sec): 3 clusters Score: Raw -804133.441303 + Penalty 4210.237526 = -799923.203777 nChanged 4 SP:Iteration 42Q (57572.700000 sec): 3 clusters Score: Raw -804134.518949 + Penalty 4210.237526 = -799924.281423 nChanged 3 SP:Iteration 43Q (57572.720000 sec): 3 clusters Score: Raw -804135.031709 + Penalty 4210.237526 = -799924.794183 nChanged 0 SP:Iteration 44F (57572.740000 sec): 3 clusters Score: Raw -804135.031709 + Penalty 4210.237526 = -799924.794183 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57572.740000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57572.750000 sec): 3 clusters Score: Raw -79290.667087 + Penalty 3079.460653 = -76211.206434 nChanged 79 SP:Iteration 1F (57572.750000 sec): 3 clusters Score: Raw -79454.341839 + Penalty 3079.460653 = -76374.881186 nChanged 20 SP:Iteration 2Q (57572.750000 sec): 3 clusters Score: Raw -79506.025549 + Penalty 3079.460653 = -76426.564896 nChanged 10 SP:Iteration 3Q (57572.750000 sec): 3 clusters Score: Raw -79523.786960 + Penalty 3079.460653 = -76444.326307 nChanged 3 SP:Iteration 4Q (57572.750000 sec): 3 clusters Score: Raw -79534.112301 + Penalty 3079.460653 = -76454.651648 nChanged 0 SP:Iteration 5F (57572.750000 sec): 3 clusters Score: Raw -79534.112301 + Penalty 3079.460653 = -76454.651648 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57572.760000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57572.770000 sec): 3 clusters Score: Raw -93126.007021 + Penalty 3164.540778 = -89961.466243 nChanged 115 SP:Iteration 1F (57572.770000 sec): 3 clusters Score: Raw -93315.435806 + Penalty 3164.540778 = -90150.895028 nChanged 30 SP:Iteration 2F (57572.770000 sec): 3 clusters Score: Raw -93367.698296 + Penalty 3164.540778 = -90203.157517 nChanged 14 SP:Iteration 3Q (57572.770000 sec): 3 clusters Score: Raw -93400.616461 + Penalty 3164.540778 = -90236.075683 nChanged 10 SP:Iteration 4Q (57572.770000 sec): 3 clusters Score: Raw -93419.239057 + Penalty 3164.540778 = -90254.698279 nChanged 2 SP:Iteration 5Q (57572.780000 sec): 3 clusters Score: Raw -93424.504340 + Penalty 3164.540778 = -90259.963561 nChanged 3 SP:Iteration 6Q (57572.780000 sec): 3 clusters Score: Raw -93433.526098 + Penalty 3164.540778 = -90268.985320 nChanged 2 SP:Iteration 7Q (57572.780000 sec): 3 clusters Score: Raw -93439.449249 + Penalty 3164.540778 = -90274.908471 nChanged 3 SP:Iteration 8Q (57572.780000 sec): 3 clusters Score: Raw -93445.804236 + Penalty 3164.540778 = -90281.263458 nChanged 1 SP:Iteration 9Q (57572.790000 sec): 3 clusters Score: Raw -93446.939126 + Penalty 3164.540778 = -90282.398348 nChanged 2 SP:Iteration 10Q (57572.790000 sec): 3 clusters Score: Raw -93449.794646 + Penalty 3164.540778 = -90285.253868 nChanged 0 SP:Iteration 11F (57572.790000 sec): 3 clusters Score: Raw -93449.794646 + Penalty 3164.540778 = -90285.253868 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57572.810000 sec): 2 clusters Score: Raw -980905.933595 + Penalty 2133.954308 = -978771.979287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57572.830000 sec): 3 clusters Score: Raw -978162.003375 + Penalty 4267.908616 = -973894.094760 nChanged 2150 SP:Iteration 1F (57572.860000 sec): 3 clusters Score: Raw -979340.271998 + Penalty 4267.908616 = -975072.363382 nChanged 386 SP:Iteration 2F (57572.880000 sec): 3 clusters Score: Raw -979562.152333 + Penalty 4267.908616 = -975294.243717 nChanged 295 SP:Iteration 3F (57572.900000 sec): 3 clusters Score: Raw -979719.719228 + Penalty 4267.908616 = -975451.810612 nChanged 228 SP:Iteration 4Q (57572.920000 sec): 3 clusters Score: Raw -979831.241343 + Penalty 4267.908616 = -975563.332727 nChanged 180 SP:Iteration 5Q (57572.940000 sec): 3 clusters Score: Raw -979915.696837 + Penalty 4267.908616 = -975647.788221 nChanged 158 SP:Iteration 6Q (57572.970000 sec): 3 clusters Score: Raw -979997.059675 + Penalty 4267.908616 = -975729.151059 nChanged 161 SP:Iteration 7Q (57572.990000 sec): 3 clusters Score: Raw -980082.294340 + Penalty 4267.908616 = -975814.385724 nChanged 168 SP:Iteration 8Q (57573.010000 sec): 3 clusters Score: Raw -980188.704487 + Penalty 4267.908616 = -975920.795872 nChanged 187 SP:Iteration 9Q (57573.030000 sec): 3 clusters Score: Raw -980314.294588 + Penalty 4267.908616 = -976046.385972 nChanged 212 SP:Iteration 10Q (57573.050000 sec): 3 clusters Score: Raw -980477.718235 + Penalty 4267.908616 = -976209.809619 nChanged 224 SP:Iteration 11Q (57573.070000 sec): 3 clusters Score: Raw -980668.824256 + Penalty 4267.908616 = -976400.915641 nChanged 229 SP:Iteration 12Q (57573.090000 sec): 3 clusters Score: Raw -980878.169463 + Penalty 4267.908616 = -976610.260847 nChanged 236 SP:Iteration 13Q (57573.110000 sec): 3 clusters Score: Raw -981128.401423 + Penalty 4267.908616 = -976860.492807 nChanged 214 SP:Iteration 14Q (57573.140000 sec): 3 clusters Score: Raw -981361.820123 + Penalty 4267.908616 = -977093.911507 nChanged 180 SP:Iteration 15Q (57573.160000 sec): 3 clusters Score: Raw -981543.420781 + Penalty 4267.908616 = -977275.512165 nChanged 141 SP:Iteration 16Q (57573.180000 sec): 3 clusters Score: Raw -981677.337114 + Penalty 4267.908616 = -977409.428498 nChanged 99 SP:Iteration 17Q (57573.200000 sec): 3 clusters Score: Raw -981755.869747 + Penalty 4267.908616 = -977487.961131 nChanged 86 SP:Iteration 18Q (57573.220000 sec): 3 clusters Score: Raw -981817.206500 + Penalty 4267.908616 = -977549.297884 nChanged 57 SP:Iteration 19Q (57573.240000 sec): 3 clusters Score: Raw -981855.594332 + Penalty 4267.908616 = -977587.685716 nChanged 46 SP:Iteration 20F (57573.260000 sec): 3 clusters Score: Raw -981884.667104 + Penalty 4267.908616 = -977616.758488 nChanged 38 SP:Iteration 21Q (57573.280000 sec): 3 clusters Score: Raw -981907.029440 + Penalty 4267.908616 = -977639.120824 nChanged 31 SP:Iteration 22Q (57573.300000 sec): 3 clusters Score: Raw -981924.445052 + Penalty 4267.908616 = -977656.536436 nChanged 22 SP:Iteration 23Q (57573.320000 sec): 3 clusters Score: Raw -981937.803781 + Penalty 4267.908616 = -977669.895165 nChanged 13 SP:Iteration 24Q (57573.340000 sec): 3 clusters Score: Raw -981943.669015 + Penalty 4267.908616 = -977675.760399 nChanged 12 SP:Iteration 25Q (57573.360000 sec): 3 clusters Score: Raw -981948.149496 + Penalty 4267.908616 = -977680.240880 nChanged 8 SP:Iteration 26Q (57573.370000 sec): 3 clusters Score: Raw -981951.123236 + Penalty 4267.908616 = -977683.214620 nChanged 7 SP:Iteration 27Q (57573.390000 sec): 3 clusters Score: Raw -981954.634525 + Penalty 4267.908616 = -977686.725909 nChanged 8 SP:Iteration 28Q (57573.410000 sec): 3 clusters Score: Raw -981958.038909 + Penalty 4267.908616 = -977690.130293 nChanged 9 SP:Iteration 29Q (57573.430000 sec): 3 clusters Score: Raw -981960.733754 + Penalty 4267.908616 = -977692.825138 nChanged 6 SP:Iteration 30Q (57573.450000 sec): 3 clusters Score: Raw -981962.889837 + Penalty 4267.908616 = -977694.981221 nChanged 3 SP:Iteration 31Q (57573.470000 sec): 3 clusters Score: Raw -981964.122344 + Penalty 4267.908616 = -977696.213728 nChanged 2 SP:Iteration 32Q (57573.490000 sec): 3 clusters Score: Raw -981965.030873 + Penalty 4267.908616 = -977697.122257 nChanged 4 SP:Iteration 33Q (57573.510000 sec): 3 clusters Score: Raw -981966.669876 + Penalty 4267.908616 = -977698.761260 nChanged 4 SP:Iteration 34Q (57573.530000 sec): 3 clusters Score: Raw -981967.939694 + Penalty 4267.908616 = -977700.031078 nChanged 8 SP:Iteration 35Q (57573.550000 sec): 3 clusters Score: Raw -981971.849885 + Penalty 4267.908616 = -977703.941269 nChanged 12 SP:Iteration 36Q (57573.570000 sec): 3 clusters Score: Raw -981977.307926 + Penalty 4267.908616 = -977709.399310 nChanged 9 SP:Iteration 37Q (57573.590000 sec): 3 clusters Score: Raw -981980.781232 + Penalty 4267.908616 = -977712.872616 nChanged 5 SP:Iteration 38Q (57573.610000 sec): 3 clusters Score: Raw -981982.501752 + Penalty 4267.908616 = -977714.593136 nChanged 5 SP:Iteration 39Q (57573.630000 sec): 3 clusters Score: Raw -981984.137932 + Penalty 4267.908616 = -977716.229316 nChanged 3 SP:Iteration 40F (57573.650000 sec): 3 clusters Score: Raw -981985.040326 + Penalty 4267.908616 = -977717.131710 nChanged 2 SP:Iteration 41Q (57573.670000 sec): 3 clusters Score: Raw -981985.587651 + Penalty 4267.908616 = -977717.679035 nChanged 5 SP:Iteration 42Q (57573.690000 sec): 3 clusters Score: Raw -981986.921161 + Penalty 4267.908616 = -977719.012545 nChanged 7 SP:Iteration 43Q (57573.710000 sec): 3 clusters Score: Raw -981989.345742 + Penalty 4267.908616 = -977721.437126 nChanged 3 SP:Iteration 44Q (57573.730000 sec): 3 clusters Score: Raw -981990.486519 + Penalty 4267.908616 = -977722.577904 nChanged 1 SP:Iteration 45Q (57573.750000 sec): 3 clusters Score: Raw -981990.609275 + Penalty 4267.908616 = -977722.700660 nChanged 0 SP:Iteration 46F (57573.770000 sec): 3 clusters Score: Raw -981990.609275 + Penalty 4267.908616 = -977722.700660 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57573.780000 sec): 2 clusters Score: Raw -349569.935478 + Penalty 1911.240003 = -347658.695475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57573.790000 sec): 3 clusters Score: Raw -348742.628542 + Penalty 3822.480005 = -344920.148536 nChanged 756 SP:Iteration 1F (57573.800000 sec): 3 clusters Score: Raw -349415.185323 + Penalty 3822.480005 = -345592.705318 nChanged 191 SP:Iteration 2F (57573.810000 sec): 3 clusters Score: Raw -349637.851333 + Penalty 3822.480005 = -345815.371327 nChanged 141 SP:Iteration 3F (57573.810000 sec): 3 clusters Score: Raw -349828.750183 + Penalty 3822.480005 = -346006.270178 nChanged 123 SP:Iteration 4F (57573.820000 sec): 3 clusters Score: Raw -350042.258084 + Penalty 3822.480005 = -346219.778079 nChanged 125 SP:Iteration 5F (57573.830000 sec): 3 clusters Score: Raw -350272.569523 + Penalty 3822.480005 = -346450.089518 nChanged 133 SP:Iteration 6F (57573.840000 sec): 3 clusters Score: Raw -350508.541349 + Penalty 3822.480005 = -346686.061344 nChanged 114 SP:Iteration 7F (57573.850000 sec): 3 clusters Score: Raw -350690.715108 + Penalty 3822.480005 = -346868.235103 nChanged 82 SP:Iteration 8Q (57573.860000 sec): 3 clusters Score: Raw -350810.193886 + Penalty 3822.480005 = -346987.713881 nChanged 54 SP:Iteration 9Q (57573.870000 sec): 3 clusters Score: Raw -350872.295916 + Penalty 3822.480005 = -347049.815911 nChanged 46 SP:Iteration 10Q (57573.870000 sec): 3 clusters Score: Raw -350932.823401 + Penalty 3822.480005 = -347110.343396 nChanged 35 SP:Iteration 11Q (57573.880000 sec): 3 clusters Score: Raw -350963.709608 + Penalty 3822.480005 = -347141.229603 nChanged 23 SP:Iteration 12Q (57573.890000 sec): 3 clusters Score: Raw -350990.202693 + Penalty 3822.480005 = -347167.722688 nChanged 17 SP:Iteration 13Q (57573.890000 sec): 3 clusters Score: Raw -351008.365800 + Penalty 3822.480005 = -347185.885794 nChanged 15 SP:Iteration 14Q (57573.900000 sec): 3 clusters Score: Raw -351020.552608 + Penalty 3822.480005 = -347198.072603 nChanged 8 SP:Iteration 15Q (57573.910000 sec): 3 clusters Score: Raw -351027.392767 + Penalty 3822.480005 = -347204.912762 nChanged 5 SP:Iteration 16Q (57573.920000 sec): 3 clusters Score: Raw -351030.447033 + Penalty 3822.480005 = -347207.967027 nChanged 2 SP:Iteration 17Q (57573.930000 sec): 3 clusters Score: Raw -351032.080131 + Penalty 3822.480005 = -347209.600126 nChanged 2 SP:Iteration 18Q (57573.930000 sec): 3 clusters Score: Raw -351034.386541 + Penalty 3822.480005 = -347211.906536 nChanged 4 SP:Iteration 19Q (57573.940000 sec): 3 clusters Score: Raw -351039.869052 + Penalty 3822.480005 = -347217.389047 nChanged 5 SP:Iteration 20F (57573.950000 sec): 3 clusters Score: Raw -351044.133685 + Penalty 3822.480005 = -347221.653680 nChanged 4 SP:Iteration 21Q (57573.960000 sec): 3 clusters Score: Raw -351048.386453 + Penalty 3822.480005 = -347225.906448 nChanged 4 SP:Iteration 22Q (57573.970000 sec): 3 clusters Score: Raw -351051.795900 + Penalty 3822.480005 = -347229.315895 nChanged 3 SP:Iteration 23Q (57573.970000 sec): 3 clusters Score: Raw -351054.767490 + Penalty 3822.480005 = -347232.287485 nChanged 0 SP:Iteration 24F (57573.980000 sec): 3 clusters Score: Raw -351054.767490 + Penalty 3822.480005 = -347232.287485 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57573.990000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57573.990000 sec): 3 clusters Score: Raw -124041.193848 + Penalty 3306.810569 = -120734.383279 nChanged 186 SP:Iteration 1F (57573.990000 sec): 3 clusters Score: Raw -124313.860522 + Penalty 3306.810569 = -121007.049953 nChanged 48 SP:Iteration 2F (57574.000000 sec): 3 clusters Score: Raw -124392.480178 + Penalty 3306.810569 = -121085.669609 nChanged 33 SP:Iteration 3Q (57574.000000 sec): 3 clusters Score: Raw -124456.868254 + Penalty 3306.810569 = -121150.057685 nChanged 34 SP:Iteration 4Q (57574.000000 sec): 3 clusters Score: Raw -124534.482217 + Penalty 3306.810569 = -121227.671648 nChanged 33 SP:Iteration 5Q (57574.010000 sec): 3 clusters Score: Raw -124637.617478 + Penalty 3306.810569 = -121330.806909 nChanged 29 SP:Iteration 6Q (57574.010000 sec): 3 clusters Score: Raw -124716.592893 + Penalty 3306.810569 = -121409.782324 nChanged 27 SP:Iteration 7Q (57574.010000 sec): 3 clusters Score: Raw -124785.347155 + Penalty 3306.810569 = -121478.536585 nChanged 14 SP:Iteration 8Q (57574.010000 sec): 3 clusters Score: Raw -124822.663928 + Penalty 3306.810569 = -121515.853359 nChanged 12 SP:Iteration 9Q (57574.020000 sec): 3 clusters Score: Raw -124857.890015 + Penalty 3306.810569 = -121551.079446 nChanged 13 SP:Iteration 10Q (57574.020000 sec): 3 clusters Score: Raw -124904.345185 + Penalty 3306.810569 = -121597.534616 nChanged 14 SP:Iteration 11Q (57574.020000 sec): 3 clusters Score: Raw -124949.446878 + Penalty 3306.810569 = -121642.636309 nChanged 10 SP:Iteration 12Q (57574.030000 sec): 3 clusters Score: Raw -124986.821604 + Penalty 3306.810569 = -121680.011035 nChanged 10 SP:Iteration 13Q (57574.030000 sec): 3 clusters Score: Raw -125031.232802 + Penalty 3306.810569 = -121724.422233 nChanged 10 SP:Iteration 14Q (57574.030000 sec): 3 clusters Score: Raw -125058.006943 + Penalty 3306.810569 = -121751.196374 nChanged 8 SP:Iteration 15Q (57574.030000 sec): 3 clusters Score: Raw -125086.919516 + Penalty 3306.810569 = -121780.108947 nChanged 10 SP:Iteration 16Q (57574.040000 sec): 3 clusters Score: Raw -125119.271067 + Penalty 3306.810569 = -121812.460498 nChanged 12 SP:Iteration 17Q (57574.040000 sec): 3 clusters Score: Raw -125152.694355 + Penalty 3306.810569 = -121845.883786 nChanged 11 SP:Iteration 18Q (57574.040000 sec): 3 clusters Score: Raw -125184.815479 + Penalty 3306.810569 = -121878.004910 nChanged 4 SP:Iteration 19Q (57574.050000 sec): 3 clusters Score: Raw -125216.096082 + Penalty 3306.810569 = -121909.285513 nChanged 4 SP:Iteration 20F (57574.050000 sec): 3 clusters Score: Raw -125251.092300 + Penalty 3306.810569 = -121944.281731 nChanged 6 SP:Iteration 21Q (57574.050000 sec): 3 clusters Score: Raw -125296.377384 + Penalty 3306.810569 = -121989.566815 nChanged 12 SP:Iteration 22Q (57574.050000 sec): 3 clusters Score: Raw -125332.862243 + Penalty 3306.810569 = -122026.051674 nChanged 7 SP:Iteration 23Q (57574.050000 sec): 3 clusters Score: Raw -125357.581298 + Penalty 3306.810569 = -122050.770729 nChanged 13 SP:Iteration 24Q (57574.060000 sec): 3 clusters Score: Raw -125402.475942 + Penalty 3306.810569 = -122095.665373 nChanged 12 SP:Iteration 25Q (57574.060000 sec): 3 clusters Score: Raw -125444.749691 + Penalty 3306.810569 = -122137.939122 nChanged 6 SP:Iteration 26Q (57574.060000 sec): 3 clusters Score: Raw -125458.805698 + Penalty 3306.810569 = -122151.995129 nChanged 4 SP:Iteration 27Q (57574.070000 sec): 3 clusters Score: Raw -125471.957510 + Penalty 3306.810569 = -122165.146941 nChanged 7 SP:Iteration 28Q (57574.070000 sec): 3 clusters Score: Raw -125495.050023 + Penalty 3306.810569 = -122188.239454 nChanged 5 SP:Iteration 29Q (57574.070000 sec): 3 clusters Score: Raw -125518.432377 + Penalty 3306.810569 = -122211.621808 nChanged 7 SP:Iteration 30Q (57574.070000 sec): 3 clusters Score: Raw -125531.703068 + Penalty 3306.810569 = -122224.892499 nChanged 3 SP:Iteration 31Q (57574.080000 sec): 3 clusters Score: Raw -125537.558639 + Penalty 3306.810569 = -122230.748070 nChanged 3 SP:Iteration 32Q (57574.080000 sec): 3 clusters Score: Raw -125545.939333 + Penalty 3306.810569 = -122239.128764 nChanged 2 SP:Iteration 33Q (57574.080000 sec): 3 clusters Score: Raw -125549.616466 + Penalty 3306.810569 = -122242.805897 nChanged 3 SP:Iteration 34Q (57574.080000 sec): 3 clusters Score: Raw -125555.654941 + Penalty 3306.810569 = -122248.844372 nChanged 1 SP:Iteration 35Q (57574.090000 sec): 3 clusters Score: Raw -125560.937764 + Penalty 3306.810569 = -122254.127195 nChanged 1 SP:Iteration 36Q (57574.090000 sec): 3 clusters Score: Raw -125561.834039 + Penalty 3306.810569 = -122255.023470 nChanged 0 SP:Iteration 37F (57574.090000 sec): 3 clusters Score: Raw -125561.834039 + Penalty 3306.810569 = -122255.023470 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57574.510000 sec): 2 clusters Score: Raw -21181729.587550 + Penalty 2899.240455 = -21178830.347095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57575.000000 sec): 3 clusters Score: Raw -21104627.189723 + Penalty 5798.480910 = -21098828.708813 nChanged 56753 SP:Iteration 1F (57575.500000 sec): 3 clusters Score: Raw -21137330.540290 + Penalty 5798.480910 = -21131532.059380 nChanged 3816 SP:Iteration 2Q (57576.000000 sec): 3 clusters Score: Raw -21138279.669122 + Penalty 5798.480910 = -21132481.188212 nChanged 4336 SP:Iteration 3Q (57576.500000 sec): 3 clusters Score: Raw -21139644.251018 + Penalty 5798.480910 = -21133845.770108 nChanged 5562 SP:Iteration 4Q (57576.990000 sec): 3 clusters Score: Raw -21142005.635506 + Penalty 5798.480910 = -21136207.154597 nChanged 7554 SP:Iteration 5F (57577.480000 sec): 3 clusters Score: Raw -21146446.567209 + Penalty 5798.480910 = -21140648.086299 nChanged 9793 SP:Iteration 6F (57577.960000 sec): 3 clusters Score: Raw -21154042.191157 + Penalty 5798.480910 = -21148243.710247 nChanged 10941 SP:Iteration 7F (57578.450000 sec): 3 clusters Score: Raw -21164338.486060 + Penalty 5798.480910 = -21158540.005151 nChanged 9306 SP:Iteration 8F (57578.930000 sec): 3 clusters Score: Raw -21173788.712784 + Penalty 5798.480910 = -21167990.231874 nChanged 5393 SP:Iteration 9Q (57579.410000 sec): 3 clusters Score: Raw -21179139.859949 + Penalty 5798.480910 = -21173341.379040 nChanged 2127 SP:Iteration 10Q (57579.850000 sec): 3 clusters Score: Raw -21181152.221939 + Penalty 5798.480910 = -21175353.741029 nChanged 635 SP:Iteration 11Q (57580.230000 sec): 3 clusters Score: Raw -21181746.826921 + Penalty 5798.480910 = -21175948.346012 nChanged 161 SP:Iteration 12Q (57580.580000 sec): 3 clusters Score: Raw -21181923.383699 + Penalty 5798.480910 = -21176124.902789 nChanged 68 SP:Iteration 13Q (57580.930000 sec): 3 clusters Score: Raw -21182020.607396 + Penalty 5798.480910 = -21176222.126487 nChanged 37 SP:Iteration 14Q (57581.280000 sec): 3 clusters Score: Raw -21182077.808195 + Penalty 5798.480910 = -21176279.327286 nChanged 27 SP:Iteration 15Q (57581.620000 sec): 3 clusters Score: Raw -21182120.277573 + Penalty 5798.480910 = -21176321.796664 nChanged 12 SP:Iteration 16Q (57581.950000 sec): 3 clusters Score: Raw -21182139.566710 + Penalty 5798.480910 = -21176341.085800 nChanged 6 SP:Iteration 17Q (57582.290000 sec): 3 clusters Score: Raw -21182149.648820 + Penalty 5798.480910 = -21176351.167910 nChanged 6 SP:Iteration 18Q (57582.620000 sec): 3 clusters Score: Raw -21182157.087029 + Penalty 5798.480910 = -21176358.606120 nChanged 2 SP:Iteration 19Q (57582.960000 sec): 3 clusters Score: Raw -21182158.787149 + Penalty 5798.480910 = -21176360.306240 nChanged 1 SP:Iteration 20F (57583.440000 sec): 3 clusters Score: Raw -21182160.126623 + Penalty 5798.480910 = -21176361.645714 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57583.480000 sec): 2 clusters Score: Raw -52798.056670 + Penalty 1502.082435 = -51295.974234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57583.490000 sec): 3 clusters Score: Raw -52954.829529 + Penalty 3004.164871 = -49950.664658 nChanged 87 SP:Iteration 1F (57583.490000 sec): 3 clusters Score: Raw -53193.046211 + Penalty 3004.164871 = -50188.881341 nChanged 38 SP:Iteration 2F (57583.500000 sec): 3 clusters Score: Raw -53347.137545 + Penalty 3004.164871 = -50342.972675 nChanged 22 SP:Iteration 3F (57583.500000 sec): 3 clusters Score: Raw -53468.079345 + Penalty 3004.164871 = -50463.914474 nChanged 15 SP:Iteration 4Q (57583.500000 sec): 3 clusters Score: Raw -53547.222907 + Penalty 3004.164871 = -50543.058037 nChanged 3 SP:Iteration 5Q (57583.500000 sec): 3 clusters Score: Raw -53563.546031 + Penalty 3004.164871 = -50559.381160 nChanged 2 SP:Iteration 6Q (57583.500000 sec): 3 clusters Score: Raw -53569.647319 + Penalty 3004.164871 = -50565.482448 nChanged 1 SP:Iteration 7Q (57583.510000 sec): 3 clusters Score: Raw -53571.744979 + Penalty 3004.164871 = -50567.580108 nChanged 0 SP:Iteration 8F (57583.510000 sec): 3 clusters Score: Raw -53571.744979 + Penalty 3004.164871 = -50567.580108 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57583.510000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57583.510000 sec): 3 clusters Score: Raw -52141.410161 + Penalty 2871.820245 = -49269.589917 nChanged 57 SP:Iteration 1F (57583.510000 sec): 3 clusters Score: Raw -52319.169554 + Penalty 2871.820245 = -49447.349310 nChanged 13 SP:Iteration 2Q (57583.510000 sec): 3 clusters Score: Raw -52382.309967 + Penalty 2871.820245 = -49510.489723 nChanged 6 SP:Iteration 3Q (57583.520000 sec): 3 clusters Score: Raw -52436.843752 + Penalty 2871.820245 = -49565.023508 nChanged 3 SP:Iteration 4Q (57583.520000 sec): 3 clusters Score: Raw -52451.633079 + Penalty 2871.820245 = -49579.812834 nChanged 3 SP:Iteration 5Q (57583.520000 sec): 3 clusters Score: Raw -52459.627928 + Penalty 2871.820245 = -49587.807684 nChanged 1 SP:Iteration 6Q (57583.520000 sec): 3 clusters Score: Raw -52464.704836 + Penalty 2871.820245 = -49592.884591 nChanged 2 SP:Iteration 7Q (57583.520000 sec): 3 clusters Score: Raw -52473.029024 + Penalty 2871.820245 = -49601.208780 nChanged 0 SP:Iteration 8F (57583.520000 sec): 3 clusters Score: Raw -52473.029024 + Penalty 2871.820245 = -49601.208780 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57583.610000 sec): 2 clusters Score: Raw -3768022.342412 + Penalty 2490.358995 = -3765531.983417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57583.700000 sec): 3 clusters Score: Raw -3754520.637192 + Penalty 4980.717990 = -3749539.919202 nChanged 10212 SP:Iteration 1F (57583.790000 sec): 3 clusters Score: Raw -3760111.255250 + Penalty 4980.717990 = -3755130.537261 nChanged 1144 SP:Iteration 2Q (57583.880000 sec): 3 clusters Score: Raw -3760527.387309 + Penalty 4980.717990 = -3755546.669320 nChanged 1012 SP:Iteration 3Q (57583.970000 sec): 3 clusters Score: Raw -3760903.038597 + Penalty 4980.717990 = -3755922.320607 nChanged 935 SP:Iteration 4Q (57584.070000 sec): 3 clusters Score: Raw -3761290.316187 + Penalty 4980.717990 = -3756309.598197 nChanged 928 SP:Iteration 5Q (57584.160000 sec): 3 clusters Score: Raw -3761726.302624 + Penalty 4980.717990 = -3756745.584634 nChanged 912 SP:Iteration 6Q (57584.250000 sec): 3 clusters Score: Raw -3762147.685958 + Penalty 4980.717990 = -3757166.967968 nChanged 919 SP:Iteration 7Q (57584.340000 sec): 3 clusters Score: Raw -3762557.608657 + Penalty 4980.717990 = -3757576.890667 nChanged 885 SP:Iteration 8Q (57584.430000 sec): 3 clusters Score: Raw -3762978.414144 + Penalty 4980.717990 = -3757997.696154 nChanged 893 SP:Iteration 9Q (57584.530000 sec): 3 clusters Score: Raw -3763434.019131 + Penalty 4980.717990 = -3758453.301141 nChanged 911 SP:Iteration 10Q (57584.610000 sec): 3 clusters Score: Raw -3763909.720628 + Penalty 4980.717990 = -3758929.002638 nChanged 917 SP:Iteration 11Q (57584.700000 sec): 3 clusters Score: Raw -3764415.870486 + Penalty 4980.717990 = -3759435.152496 nChanged 905 SP:Iteration 12Q (57584.790000 sec): 3 clusters Score: Raw -3764961.124173 + Penalty 4980.717990 = -3759980.406184 nChanged 885 SP:Iteration 13Q (57584.880000 sec): 3 clusters Score: Raw -3765508.748066 + Penalty 4980.717990 = -3760528.030076 nChanged 845 SP:Iteration 14Q (57584.970000 sec): 3 clusters Score: Raw -3766021.363275 + Penalty 4980.717990 = -3761040.645286 nChanged 751 SP:Iteration 15Q (57585.050000 sec): 3 clusters Score: Raw -3766497.546648 + Penalty 4980.717990 = -3761516.828658 nChanged 648 SP:Iteration 16Q (57585.130000 sec): 3 clusters Score: Raw -3766912.405379 + Penalty 4980.717990 = -3761931.687389 nChanged 516 SP:Iteration 17Q (57585.210000 sec): 3 clusters Score: Raw -3767272.456789 + Penalty 4980.717990 = -3762291.738799 nChanged 416 SP:Iteration 18Q (57585.290000 sec): 3 clusters Score: Raw -3767566.805762 + Penalty 4980.717990 = -3762586.087772 nChanged 294 SP:Iteration 19Q (57585.360000 sec): 3 clusters Score: Raw -3767755.493552 + Penalty 4980.717990 = -3762774.775562 nChanged 211 SP:Iteration 20F (57585.450000 sec): 3 clusters Score: Raw -3767892.216840 + Penalty 4980.717990 = -3762911.498850 nChanged 166 SP:Iteration 21Q (57585.520000 sec): 3 clusters Score: Raw -3768005.288341 + Penalty 4980.717990 = -3763024.570351 nChanged 124 SP:Iteration 22Q (57585.590000 sec): 3 clusters Score: Raw -3768087.916995 + Penalty 4980.717990 = -3763107.199006 nChanged 86 SP:Iteration 23Q (57585.660000 sec): 3 clusters Score: Raw -3768145.517984 + Penalty 4980.717990 = -3763164.799995 nChanged 66 SP:Iteration 24Q (57585.730000 sec): 3 clusters Score: Raw -3768194.845733 + Penalty 4980.717990 = -3763214.127743 nChanged 53 SP:Iteration 25Q (57585.790000 sec): 3 clusters Score: Raw -3768232.228041 + Penalty 4980.717990 = -3763251.510051 nChanged 38 SP:Iteration 26Q (57585.860000 sec): 3 clusters Score: Raw -3768259.803383 + Penalty 4980.717990 = -3763279.085393 nChanged 35 SP:Iteration 27Q (57585.930000 sec): 3 clusters Score: Raw -3768283.222174 + Penalty 4980.717990 = -3763302.504184 nChanged 17 SP:Iteration 28Q (57585.990000 sec): 3 clusters Score: Raw -3768293.542660 + Penalty 4980.717990 = -3763312.824670 nChanged 17 SP:Iteration 29Q (57586.060000 sec): 3 clusters Score: Raw -3768306.644608 + Penalty 4980.717990 = -3763325.926618 nChanged 17 SP:Iteration 30Q (57586.120000 sec): 3 clusters Score: Raw -3768320.376076 + Penalty 4980.717990 = -3763339.658086 nChanged 15 SP:Iteration 31Q (57586.190000 sec): 3 clusters Score: Raw -3768330.285764 + Penalty 4980.717990 = -3763349.567775 nChanged 11 SP:Iteration 32Q (57586.250000 sec): 3 clusters Score: Raw -3768337.663339 + Penalty 4980.717990 = -3763356.945350 nChanged 5 SP:Iteration 33Q (57586.320000 sec): 3 clusters Score: Raw -3768341.445890 + Penalty 4980.717990 = -3763360.727900 nChanged 8 SP:Iteration 34Q (57586.380000 sec): 3 clusters Score: Raw -3768347.717805 + Penalty 4980.717990 = -3763366.999816 nChanged 9 SP:Iteration 35Q (57586.450000 sec): 3 clusters Score: Raw -3768355.526768 + Penalty 4980.717990 = -3763374.808779 nChanged 8 SP:Iteration 36Q (57586.510000 sec): 3 clusters Score: Raw -3768362.483320 + Penalty 4980.717990 = -3763381.765331 nChanged 9 SP:Iteration 37Q (57586.570000 sec): 3 clusters Score: Raw -3768369.068915 + Penalty 4980.717990 = -3763388.350926 nChanged 5 SP:Iteration 38Q (57586.640000 sec): 3 clusters Score: Raw -3768374.401603 + Penalty 4980.717990 = -3763393.683613 nChanged 7 SP:Iteration 39Q (57586.700000 sec): 3 clusters Score: Raw -3768380.267250 + Penalty 4980.717990 = -3763399.549260 nChanged 3 SP:Iteration 40F (57586.790000 sec): 3 clusters Score: Raw -3768382.562189 + Penalty 4980.717990 = -3763401.844200 nChanged 4 SP:Iteration 41Q (57586.860000 sec): 3 clusters Score: Raw -3768385.640447 + Penalty 4980.717990 = -3763404.922458 nChanged 3 SP:Iteration 42Q (57586.920000 sec): 3 clusters Score: Raw -3768387.141956 + Penalty 4980.717990 = -3763406.423967 nChanged 1 SP:Iteration 43Q (57586.990000 sec): 3 clusters Score: Raw -3768388.254105 + Penalty 4980.717990 = -3763407.536115 nChanged 0 SP:Iteration 44F (57587.070000 sec): 3 clusters Score: Raw -3768388.254105 + Penalty 4980.717990 = -3763407.536115 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57587.090000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57587.090000 sec): 3 clusters Score: Raw -42296.326027 + Penalty 2899.833632 = -39396.492395 nChanged 78 SP:Iteration 1F (57587.090000 sec): 3 clusters Score: Raw -42601.647701 + Penalty 2899.833632 = -39701.814068 nChanged 26 SP:Iteration 2F (57587.090000 sec): 3 clusters Score: Raw -42709.339509 + Penalty 2899.833632 = -39809.505876 nChanged 13 SP:Iteration 3Q (57587.090000 sec): 3 clusters Score: Raw -42787.930332 + Penalty 2899.833632 = -39888.096700 nChanged 8 SP:Iteration 4Q (57587.090000 sec): 3 clusters Score: Raw -42826.296835 + Penalty 2899.833632 = -39926.463203 nChanged 5 SP:Iteration 5Q (57587.090000 sec): 3 clusters Score: Raw -42870.117348 + Penalty 2899.833632 = -39970.283716 nChanged 2 SP:Iteration 6Q (57587.090000 sec): 3 clusters Score: Raw -42874.629282 + Penalty 2899.833632 = -39974.795649 nChanged 0 SP:Iteration 7F (57587.100000 sec): 3 clusters Score: Raw -42874.629282 + Penalty 2899.833632 = -39974.795649 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57587.160000 sec): 2 clusters Score: Raw -3197967.727171 + Penalty 2431.405363 = -3195536.321808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57587.230000 sec): 3 clusters Score: Raw -3187582.515033 + Penalty 4862.810726 = -3182719.704307 nChanged 7827 SP:Iteration 1F (57587.310000 sec): 3 clusters Score: Raw -3191847.505711 + Penalty 4862.810726 = -3186984.694985 nChanged 1070 SP:Iteration 2F (57587.380000 sec): 3 clusters Score: Raw -3192326.591228 + Penalty 4862.810726 = -3187463.780502 nChanged 944 SP:Iteration 3F (57587.450000 sec): 3 clusters Score: Raw -3192769.068915 + Penalty 4862.810726 = -3187906.258189 nChanged 904 SP:Iteration 4Q (57587.520000 sec): 3 clusters Score: Raw -3193238.776856 + Penalty 4862.810726 = -3188375.966131 nChanged 883 SP:Iteration 5Q (57587.590000 sec): 3 clusters Score: Raw -3193700.650085 + Penalty 4862.810726 = -3188837.839359 nChanged 892 SP:Iteration 6Q (57587.670000 sec): 3 clusters Score: Raw -3194201.436351 + Penalty 4862.810726 = -3189338.625625 nChanged 930 SP:Iteration 7F (57587.740000 sec): 3 clusters Score: Raw -3194788.173763 + Penalty 4862.810726 = -3189925.363037 nChanged 929 SP:Iteration 8F (57587.810000 sec): 3 clusters Score: Raw -3195383.709054 + Penalty 4862.810726 = -3190520.898328 nChanged 909 SP:Iteration 9F (57587.880000 sec): 3 clusters Score: Raw -3195934.764270 + Penalty 4862.810726 = -3191071.953545 nChanged 787 SP:Iteration 10Q (57587.950000 sec): 3 clusters Score: Raw -3196368.855800 + Penalty 4862.810726 = -3191506.045074 nChanged 696 SP:Iteration 11Q (57588.020000 sec): 3 clusters Score: Raw -3196752.084828 + Penalty 4862.810726 = -3191889.274102 nChanged 589 SP:Iteration 12Q (57588.090000 sec): 3 clusters Score: Raw -3197038.607947 + Penalty 4862.810726 = -3192175.797221 nChanged 502 SP:Iteration 13Q (57588.160000 sec): 3 clusters Score: Raw -3197257.971042 + Penalty 4862.810726 = -3192395.160316 nChanged 447 SP:Iteration 14Q (57588.230000 sec): 3 clusters Score: Raw -3197441.983329 + Penalty 4862.810726 = -3192579.172603 nChanged 379 SP:Iteration 15Q (57588.290000 sec): 3 clusters Score: Raw -3197583.383921 + Penalty 4862.810726 = -3192720.573195 nChanged 329 SP:Iteration 16Q (57588.360000 sec): 3 clusters Score: Raw -3197703.025982 + Penalty 4862.810726 = -3192840.215256 nChanged 301 SP:Iteration 17Q (57588.430000 sec): 3 clusters Score: Raw -3197802.776265 + Penalty 4862.810726 = -3192939.965540 nChanged 272 SP:Iteration 18Q (57588.490000 sec): 3 clusters Score: Raw -3197888.365628 + Penalty 4862.810726 = -3193025.554902 nChanged 254 SP:Iteration 19Q (57588.560000 sec): 3 clusters Score: Raw -3197964.193775 + Penalty 4862.810726 = -3193101.383049 nChanged 227 SP:Iteration 20F (57588.630000 sec): 3 clusters Score: Raw -3198023.136183 + Penalty 4862.810726 = -3193160.325457 nChanged 197 SP:Iteration 21Q (57588.690000 sec): 3 clusters Score: Raw -3198072.732147 + Penalty 4862.810726 = -3193209.921421 nChanged 182 SP:Iteration 22Q (57588.760000 sec): 3 clusters Score: Raw -3198118.422053 + Penalty 4862.810726 = -3193255.611327 nChanged 179 SP:Iteration 23Q (57588.830000 sec): 3 clusters Score: Raw -3198159.474622 + Penalty 4862.810726 = -3193296.663897 nChanged 136 SP:Iteration 24Q (57588.890000 sec): 3 clusters Score: Raw -3198187.362385 + Penalty 4862.810726 = -3193324.551659 nChanged 113 SP:Iteration 25Q (57588.950000 sec): 3 clusters Score: Raw -3198211.036499 + Penalty 4862.810726 = -3193348.225773 nChanged 132 SP:Iteration 26Q (57589.020000 sec): 3 clusters Score: Raw -3198241.188373 + Penalty 4862.810726 = -3193378.377647 nChanged 135 SP:Iteration 27Q (57589.080000 sec): 3 clusters Score: Raw -3198269.459603 + Penalty 4862.810726 = -3193406.648877 nChanged 123 SP:Iteration 28Q (57589.150000 sec): 3 clusters Score: Raw -3198293.702411 + Penalty 4862.810726 = -3193430.891685 nChanged 104 SP:Iteration 29Q (57589.210000 sec): 3 clusters Score: Raw -3198313.936873 + Penalty 4862.810726 = -3193451.126147 nChanged 97 SP:Iteration 30Q (57589.270000 sec): 3 clusters Score: Raw -3198331.861527 + Penalty 4862.810726 = -3193469.050801 nChanged 78 SP:Iteration 31Q (57589.330000 sec): 3 clusters Score: Raw -3198345.847319 + Penalty 4862.810726 = -3193483.036593 nChanged 72 SP:Iteration 32Q (57589.400000 sec): 3 clusters Score: Raw -3198358.873638 + Penalty 4862.810726 = -3193496.062912 nChanged 67 SP:Iteration 33Q (57589.460000 sec): 3 clusters Score: Raw -3198370.948677 + Penalty 4862.810726 = -3193508.137951 nChanged 64 SP:Iteration 34Q (57589.520000 sec): 3 clusters Score: Raw -3198383.940036 + Penalty 4862.810726 = -3193521.129310 nChanged 72 SP:Iteration 35Q (57589.590000 sec): 3 clusters Score: Raw -3198396.510864 + Penalty 4862.810726 = -3193533.700138 nChanged 64 SP:Iteration 36Q (57589.650000 sec): 3 clusters Score: Raw -3198406.431719 + Penalty 4862.810726 = -3193543.620993 nChanged 58 SP:Iteration 37Q (57589.710000 sec): 3 clusters Score: Raw -3198416.538672 + Penalty 4862.810726 = -3193553.727946 nChanged 54 SP:Iteration 38Q (57589.770000 sec): 3 clusters Score: Raw -3198426.219441 + Penalty 4862.810726 = -3193563.408715 nChanged 65 SP:Iteration 39Q (57589.830000 sec): 3 clusters Score: Raw -3198438.322340 + Penalty 4862.810726 = -3193575.511614 nChanged 61 SP:Iteration 40F (57589.910000 sec): 3 clusters Score: Raw -3198450.355921 + Penalty 4862.810726 = -3193587.545195 nChanged 74 SP:Iteration 41Q (57589.970000 sec): 3 clusters Score: Raw -3198466.861614 + Penalty 4862.810726 = -3193604.050888 nChanged 81 SP:Iteration 42Q (57590.030000 sec): 3 clusters Score: Raw -3198483.602587 + Penalty 4862.810726 = -3193620.791861 nChanged 72 SP:Iteration 43Q (57590.090000 sec): 3 clusters Score: Raw -3198498.616779 + Penalty 4862.810726 = -3193635.806053 nChanged 74 SP:Iteration 44Q (57590.150000 sec): 3 clusters Score: Raw -3198513.994049 + Penalty 4862.810726 = -3193651.183323 nChanged 73 SP:Iteration 45Q (57590.210000 sec): 3 clusters Score: Raw -3198531.126830 + Penalty 4862.810726 = -3193668.316104 nChanged 88 SP:Iteration 46Q (57590.270000 sec): 3 clusters Score: Raw -3198554.106867 + Penalty 4862.810726 = -3193691.296141 nChanged 86 SP:Iteration 47Q (57590.330000 sec): 3 clusters Score: Raw -3198578.071610 + Penalty 4862.810726 = -3193715.260884 nChanged 99 SP:Iteration 48Q (57590.390000 sec): 3 clusters Score: Raw -3198604.022258 + Penalty 4862.810726 = -3193741.211532 nChanged 96 SP:Iteration 49Q (57590.450000 sec): 3 clusters Score: Raw -3198628.563148 + Penalty 4862.810726 = -3193765.752422 nChanged 94 SP:Iteration 50Q (57590.520000 sec): 3 clusters Score: Raw -3198654.255464 + Penalty 4862.810726 = -3193791.444738 nChanged 102 SP:Iteration 51Q (57590.580000 sec): 3 clusters Score: Raw -3198684.620410 + Penalty 4862.810726 = -3193821.809685 nChanged 111 SP:Iteration 52Q (57590.640000 sec): 3 clusters Score: Raw -3198716.056122 + Penalty 4862.810726 = -3193853.245396 nChanged 105 SP:Iteration 53Q (57590.700000 sec): 3 clusters Score: Raw -3198743.416455 + Penalty 4862.810726 = -3193880.605730 nChanged 96 SP:Iteration 54Q (57590.750000 sec): 3 clusters Score: Raw -3198771.893035 + Penalty 4862.810726 = -3193909.082309 nChanged 95 SP:Iteration 55Q (57590.810000 sec): 3 clusters Score: Raw -3198796.966323 + Penalty 4862.810726 = -3193934.155597 nChanged 79 SP:Iteration 56Q (57590.870000 sec): 3 clusters Score: Raw -3198819.001272 + Penalty 4862.810726 = -3193956.190546 nChanged 91 SP:Iteration 57Q (57590.930000 sec): 3 clusters Score: Raw -3198844.138887 + Penalty 4862.810726 = -3193981.328161 nChanged 93 SP:Iteration 58Q (57590.990000 sec): 3 clusters Score: Raw -3198871.270146 + Penalty 4862.810726 = -3194008.459420 nChanged 92 SP:Iteration 59Q (57591.050000 sec): 3 clusters Score: Raw -3198897.718703 + Penalty 4862.810726 = -3194034.907977 nChanged 86 SP:Iteration 60F (57591.130000 sec): 3 clusters Score: Raw -3198925.473129 + Penalty 4862.810726 = -3194062.662403 nChanged 82 SP:Iteration 61Q (57591.180000 sec): 3 clusters Score: Raw -3198957.030738 + Penalty 4862.810726 = -3194094.220012 nChanged 87 SP:Iteration 62Q (57591.240000 sec): 3 clusters Score: Raw -3198990.048214 + Penalty 4862.810726 = -3194127.237488 nChanged 80 SP:Iteration 63Q (57591.300000 sec): 3 clusters Score: Raw -3199022.771720 + Penalty 4862.810726 = -3194159.960994 nChanged 103 SP:Iteration 64Q (57591.360000 sec): 3 clusters Score: Raw -3199062.045319 + Penalty 4862.810726 = -3194199.234593 nChanged 94 SP:Iteration 65Q (57591.410000 sec): 3 clusters Score: Raw -3199096.653313 + Penalty 4862.810726 = -3194233.842587 nChanged 84 SP:Iteration 66Q (57591.470000 sec): 3 clusters Score: Raw -3199128.699886 + Penalty 4862.810726 = -3194265.889160 nChanged 76 SP:Iteration 67Q (57591.530000 sec): 3 clusters Score: Raw -3199157.538269 + Penalty 4862.810726 = -3194294.727543 nChanged 80 SP:Iteration 68Q (57591.590000 sec): 3 clusters Score: Raw -3199187.198283 + Penalty 4862.810726 = -3194324.387557 nChanged 76 SP:Iteration 69Q (57591.650000 sec): 3 clusters Score: Raw -3199213.054736 + Penalty 4862.810726 = -3194350.244011 nChanged 64 SP:Iteration 70Q (57591.700000 sec): 3 clusters Score: Raw -3199233.352136 + Penalty 4862.810726 = -3194370.541410 nChanged 59 SP:Iteration 71Q (57591.760000 sec): 3 clusters Score: Raw -3199249.087212 + Penalty 4862.810726 = -3194386.276486 nChanged 50 SP:Iteration 72Q (57591.820000 sec): 3 clusters Score: Raw -3199263.007751 + Penalty 4862.810726 = -3194400.197025 nChanged 43 SP:Iteration 73Q (57591.870000 sec): 3 clusters Score: Raw -3199276.432386 + Penalty 4862.810726 = -3194413.621660 nChanged 44 SP:Iteration 74Q (57591.930000 sec): 3 clusters Score: Raw -3199290.726279 + Penalty 4862.810726 = -3194427.915553 nChanged 47 SP:Iteration 75Q (57591.990000 sec): 3 clusters Score: Raw -3199306.477201 + Penalty 4862.810726 = -3194443.666475 nChanged 48 SP:Iteration 76Q (57592.040000 sec): 3 clusters Score: Raw -3199320.490313 + Penalty 4862.810726 = -3194457.679587 nChanged 29 SP:Iteration 77Q (57592.100000 sec): 3 clusters Score: Raw -3199327.483163 + Penalty 4862.810726 = -3194464.672437 nChanged 29 SP:Iteration 78Q (57592.150000 sec): 3 clusters Score: Raw -3199334.856962 + Penalty 4862.810726 = -3194472.046236 nChanged 22 SP:Iteration 79Q (57592.210000 sec): 3 clusters Score: Raw -3199339.057295 + Penalty 4862.810726 = -3194476.246569 nChanged 14 SP:Iteration 80F (57592.280000 sec): 3 clusters Score: Raw -3199341.988297 + Penalty 4862.810726 = -3194479.177571 nChanged 13 SP:Iteration 81Q (57592.340000 sec): 3 clusters Score: Raw -3199343.963818 + Penalty 4862.810726 = -3194481.153092 nChanged 9 SP:Iteration 82Q (57592.390000 sec): 3 clusters Score: Raw -3199345.517497 + Penalty 4862.810726 = -3194482.706772 nChanged 4 SP:Iteration 83Q (57592.450000 sec): 3 clusters Score: Raw -3199346.075335 + Penalty 4862.810726 = -3194483.264609 nChanged 5 SP:Iteration 84Q (57592.510000 sec): 3 clusters Score: Raw -3199346.783585 + Penalty 4862.810726 = -3194483.972859 nChanged 3 SP:Iteration 85Q (57592.560000 sec): 3 clusters Score: Raw -3199347.201254 + Penalty 4862.810726 = -3194484.390528 nChanged 2 SP:Iteration 86Q (57592.620000 sec): 3 clusters Score: Raw -3199347.701083 + Penalty 4862.810726 = -3194484.890357 nChanged 1 SP:Iteration 87Q (57592.670000 sec): 3 clusters Score: Raw -3199347.807314 + Penalty 4862.810726 = -3194484.996588 nChanged 1 SP:Iteration 88Q (57592.730000 sec): 3 clusters Score: Raw -3199347.891506 + Penalty 4862.810726 = -3194485.080780 nChanged 3 SP:Iteration 89Q (57592.790000 sec): 3 clusters Score: Raw -3199348.576137 + Penalty 4862.810726 = -3194485.765412 nChanged 6 SP:Iteration 90Q (57592.840000 sec): 3 clusters Score: Raw -3199349.774666 + Penalty 4862.810726 = -3194486.963940 nChanged 6 SP:Iteration 91Q (57592.900000 sec): 3 clusters Score: Raw -3199351.293493 + Penalty 4862.810726 = -3194488.482767 nChanged 4 SP:Iteration 92Q (57592.950000 sec): 3 clusters Score: Raw -3199351.956648 + Penalty 4862.810726 = -3194489.145922 nChanged 4 SP:Iteration 93Q (57593.010000 sec): 3 clusters Score: Raw -3199352.759261 + Penalty 4862.810726 = -3194489.948536 nChanged 3 SP:Iteration 94Q (57593.070000 sec): 3 clusters Score: Raw -3199353.546026 + Penalty 4862.810726 = -3194490.735300 nChanged 2 SP:Iteration 95Q (57593.120000 sec): 3 clusters Score: Raw -3199354.196409 + Penalty 4862.810726 = -3194491.385683 nChanged 1 SP:Iteration 96Q (57593.180000 sec): 3 clusters Score: Raw -3199354.309354 + Penalty 4862.810726 = -3194491.498628 nChanged 1 SP:Iteration 97Q (57593.230000 sec): 3 clusters Score: Raw -3199354.605557 + Penalty 4862.810726 = -3194491.794831 nChanged 2 SP:Iteration 98Q (57593.290000 sec): 3 clusters Score: Raw -3199355.084991 + Penalty 4862.810726 = -3194492.274265 nChanged 2 SP:Iteration 99Q (57593.350000 sec): 3 clusters Score: Raw -3199355.608359 + Penalty 4862.810726 = -3194492.797633 nChanged 3 SP:Iteration 100F (57593.420000 sec): 3 clusters Score: Raw -3199356.225196 + Penalty 4862.810726 = -3194493.414470 nChanged 2 SP:Iteration 101Q (57593.470000 sec): 3 clusters Score: Raw -3199356.439087 + Penalty 4862.810726 = -3194493.628361 nChanged 3 SP:Iteration 102Q (57593.530000 sec): 3 clusters Score: Raw -3199356.754419 + Penalty 4862.810726 = -3194493.943693 nChanged 3 SP:Iteration 103Q (57593.590000 sec): 3 clusters Score: Raw -3199357.113268 + Penalty 4862.810726 = -3194494.302542 nChanged 4 SP:Iteration 104Q (57593.640000 sec): 3 clusters Score: Raw -3199357.694861 + Penalty 4862.810726 = -3194494.884135 nChanged 2 SP:Iteration 105Q (57593.690000 sec): 3 clusters Score: Raw -3199357.878561 + Penalty 4862.810726 = -3194495.067835 nChanged 0 SP:Iteration 106F (57593.770000 sec): 3 clusters Score: Raw -3199357.878561 + Penalty 4862.810726 = -3194495.067835 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57594.530000 sec): 2 clusters Score: Raw -38111332.607747 + Penalty 3051.300314 = -38108281.307433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57595.430000 sec): 3 clusters Score: Raw -37966705.609181 + Penalty 6102.600628 = -37960603.008553 nChanged 105915 SP:Iteration 1F (57596.330000 sec): 3 clusters Score: Raw -38028887.951009 + Penalty 6102.600628 = -38022785.350381 nChanged 6345 SP:Iteration 2Q (57597.250000 sec): 3 clusters Score: Raw -38030228.724749 + Penalty 6102.600628 = -38024126.124121 nChanged 7115 SP:Iteration 3Q (57598.170000 sec): 3 clusters Score: Raw -38032032.372261 + Penalty 6102.600628 = -38025929.771634 nChanged 8313 SP:Iteration 4Q (57599.090000 sec): 3 clusters Score: Raw -38034557.566592 + Penalty 6102.600628 = -38028454.965964 nChanged 9645 SP:Iteration 5Q (57600.010000 sec): 3 clusters Score: Raw -38038030.149793 + Penalty 6102.600628 = -38031927.549165 nChanged 10940 SP:Iteration 6Q (57600.930000 sec): 3 clusters Score: Raw -38042676.860825 + Penalty 6102.600628 = -38036574.260197 nChanged 12242 SP:Iteration 7F (57601.830000 sec): 3 clusters Score: Raw -38048824.497657 + Penalty 6102.600628 = -38042721.897029 nChanged 13260 SP:Iteration 8F (57602.730000 sec): 3 clusters Score: Raw -38056812.268412 + Penalty 6102.600628 = -38050709.667784 nChanged 14199 SP:Iteration 9F (57603.640000 sec): 3 clusters Score: Raw -38066945.695461 + Penalty 6102.600628 = -38060843.094833 nChanged 14407 SP:Iteration 10F (57604.550000 sec): 3 clusters Score: Raw -38078692.096377 + Penalty 6102.600628 = -38072589.495750 nChanged 13366 SP:Iteration 11F (57605.450000 sec): 3 clusters Score: Raw -38090789.102490 + Penalty 6102.600628 = -38084686.501862 nChanged 10623 SP:Iteration 12Q (57606.330000 sec): 3 clusters Score: Raw -38101078.143516 + Penalty 6102.600628 = -38094975.542888 nChanged 6579 SP:Iteration 13Q (57607.160000 sec): 3 clusters Score: Raw -38107467.025290 + Penalty 6102.600628 = -38101364.424662 nChanged 2915 SP:Iteration 14Q (57607.900000 sec): 3 clusters Score: Raw -38110203.650699 + Penalty 6102.600628 = -38104101.050071 nChanged 962 SP:Iteration 15Q (57608.580000 sec): 3 clusters Score: Raw -38111130.976600 + Penalty 6102.600628 = -38105028.375972 nChanged 276 SP:Iteration 16Q (57609.220000 sec): 3 clusters Score: Raw -38111404.401127 + Penalty 6102.600628 = -38105301.800499 nChanged 114 SP:Iteration 17Q (57609.850000 sec): 3 clusters Score: Raw -38111518.856660 + Penalty 6102.600628 = -38105416.256032 nChanged 41 SP:Iteration 18Q (57610.480000 sec): 3 clusters Score: Raw -38111566.002937 + Penalty 6102.600628 = -38105463.402309 nChanged 37 SP:Iteration 19Q (57611.100000 sec): 3 clusters Score: Raw -38111609.659060 + Penalty 6102.600628 = -38105507.058432 nChanged 23 SP:Iteration 20F (57611.980000 sec): 3 clusters Score: Raw -38111636.271340 + Penalty 6102.600628 = -38105533.670712 nChanged 17 SP:Iteration 21Q (57612.600000 sec): 3 clusters Score: Raw -38111657.019017 + Penalty 6102.600628 = -38105554.418389 nChanged 17 SP:Iteration 22Q (57613.220000 sec): 3 clusters Score: Raw -38111673.869174 + Penalty 6102.600628 = -38105571.268546 nChanged 13 SP:Iteration 23Q (57613.850000 sec): 3 clusters Score: Raw -38111687.405421 + Penalty 6102.600628 = -38105584.804794 nChanged 12 SP:Iteration 24Q (57614.460000 sec): 3 clusters Score: Raw -38111702.505024 + Penalty 6102.600628 = -38105599.904397 nChanged 9 SP:Iteration 25Q (57615.080000 sec): 3 clusters Score: Raw -38111712.761252 + Penalty 6102.600628 = -38105610.160624 nChanged 8 SP:Iteration 26Q (57615.700000 sec): 3 clusters Score: Raw -38111720.076107 + Penalty 6102.600628 = -38105617.475479 nChanged 7 SP:Iteration 27Q (57616.320000 sec): 3 clusters Score: Raw -38111727.123008 + Penalty 6102.600628 = -38105624.522380 nChanged 6 SP:Iteration 28Q (57616.940000 sec): 3 clusters Score: Raw -38111732.238325 + Penalty 6102.600628 = -38105629.637697 nChanged 3 SP:Iteration 29Q (57617.600000 sec): 3 clusters Score: Raw -38111734.686777 + Penalty 6102.600628 = -38105632.086149 nChanged 2 SP:Iteration 30Q (57618.250000 sec): 3 clusters Score: Raw -38111735.871641 + Penalty 6102.600628 = -38105633.271014 nChanged 1 SP:Iteration 31Q (57618.870000 sec): 3 clusters Score: Raw -38111736.646043 + Penalty 6102.600628 = -38105634.045416 nChanged 1 SP:Iteration 32Q (57619.490000 sec): 3 clusters Score: Raw -38111738.110078 + Penalty 6102.600628 = -38105635.509451 nChanged 1 SP:Iteration 33Q (57620.100000 sec): 3 clusters Score: Raw -38111739.666987 + Penalty 6102.600628 = -38105637.066359 nChanged 1 SP:Iteration 34Q (57620.720000 sec): 3 clusters Score: Raw -38111740.293936 + Penalty 6102.600628 = -38105637.693308 nChanged 0 SP:Iteration 35F (57621.610000 sec): 3 clusters Score: Raw -38111740.293936 + Penalty 6102.600628 = -38105637.693308 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57621.690000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57621.700000 sec): 3 clusters Score: Raw -273544.504547 + Penalty 3665.223721 = -269879.280826 nChanged 495 SP:Iteration 1F (57621.700000 sec): 3 clusters Score: Raw -273924.286943 + Penalty 3665.223721 = -270259.063222 nChanged 109 SP:Iteration 2F (57621.710000 sec): 3 clusters Score: Raw -274016.305207 + Penalty 3665.223721 = -270351.081486 nChanged 49 SP:Iteration 3Q (57621.720000 sec): 3 clusters Score: Raw -274068.454215 + Penalty 3665.223721 = -270403.230494 nChanged 36 SP:Iteration 4Q (57621.720000 sec): 3 clusters Score: Raw -274108.711344 + Penalty 3665.223721 = -270443.487623 nChanged 40 SP:Iteration 5Q (57621.730000 sec): 3 clusters Score: Raw -274160.278916 + Penalty 3665.223721 = -270495.055195 nChanged 27 SP:Iteration 6Q (57621.730000 sec): 3 clusters Score: Raw -274197.201964 + Penalty 3665.223721 = -270531.978243 nChanged 31 SP:Iteration 7Q (57621.740000 sec): 3 clusters Score: Raw -274221.728509 + Penalty 3665.223721 = -270556.504788 nChanged 26 SP:Iteration 8Q (57621.750000 sec): 3 clusters Score: Raw -274252.850479 + Penalty 3665.223721 = -270587.626758 nChanged 23 SP:Iteration 9Q (57621.750000 sec): 3 clusters Score: Raw -274279.419840 + Penalty 3665.223721 = -270614.196119 nChanged 22 SP:Iteration 10Q (57621.760000 sec): 3 clusters Score: Raw -274301.497501 + Penalty 3665.223721 = -270636.273780 nChanged 21 SP:Iteration 11Q (57621.760000 sec): 3 clusters Score: Raw -274322.655601 + Penalty 3665.223721 = -270657.431880 nChanged 10 SP:Iteration 12Q (57621.770000 sec): 3 clusters Score: Raw -274336.562909 + Penalty 3665.223721 = -270671.339188 nChanged 18 SP:Iteration 13Q (57621.780000 sec): 3 clusters Score: Raw -274352.635878 + Penalty 3665.223721 = -270687.412157 nChanged 15 SP:Iteration 14Q (57621.780000 sec): 3 clusters Score: Raw -274368.998367 + Penalty 3665.223721 = -270703.774646 nChanged 20 SP:Iteration 15Q (57621.790000 sec): 3 clusters Score: Raw -274390.570000 + Penalty 3665.223721 = -270725.346279 nChanged 18 SP:Iteration 16Q (57621.800000 sec): 3 clusters Score: Raw -274414.052091 + Penalty 3665.223721 = -270748.828370 nChanged 24 SP:Iteration 17Q (57621.800000 sec): 3 clusters Score: Raw -274437.611373 + Penalty 3665.223721 = -270772.387652 nChanged 18 SP:Iteration 18Q (57621.810000 sec): 3 clusters Score: Raw -274455.781641 + Penalty 3665.223721 = -270790.557920 nChanged 15 SP:Iteration 19Q (57621.820000 sec): 3 clusters Score: Raw -274475.515222 + Penalty 3665.223721 = -270810.291501 nChanged 14 SP:Iteration 20F (57621.820000 sec): 3 clusters Score: Raw -274490.060577 + Penalty 3665.223721 = -270824.836856 nChanged 8 SP:Iteration 21Q (57621.830000 sec): 3 clusters Score: Raw -274494.306263 + Penalty 3665.223721 = -270829.082542 nChanged 6 SP:Iteration 22Q (57621.830000 sec): 3 clusters Score: Raw -274498.604067 + Penalty 3665.223721 = -270833.380346 nChanged 6 SP:Iteration 23Q (57621.840000 sec): 3 clusters Score: Raw -274502.756969 + Penalty 3665.223721 = -270837.533248 nChanged 5 SP:Iteration 24Q (57621.850000 sec): 3 clusters Score: Raw -274506.908168 + Penalty 3665.223721 = -270841.684447 nChanged 6 SP:Iteration 25Q (57621.850000 sec): 3 clusters Score: Raw -274511.754715 + Penalty 3665.223721 = -270846.530994 nChanged 7 SP:Iteration 26Q (57621.860000 sec): 3 clusters Score: Raw -274520.937340 + Penalty 3665.223721 = -270855.713619 nChanged 5 SP:Iteration 27Q (57621.860000 sec): 3 clusters Score: Raw -274523.260248 + Penalty 3665.223721 = -270858.036527 nChanged 4 SP:Iteration 28Q (57621.870000 sec): 3 clusters Score: Raw -274526.746621 + Penalty 3665.223721 = -270861.522900 nChanged 4 SP:Iteration 29Q (57621.880000 sec): 3 clusters Score: Raw -274528.963561 + Penalty 3665.223721 = -270863.739840 nChanged 4 SP:Iteration 30Q (57621.880000 sec): 3 clusters Score: Raw -274532.688928 + Penalty 3665.223721 = -270867.465207 nChanged 4 SP:Iteration 31Q (57621.890000 sec): 3 clusters Score: Raw -274537.068997 + Penalty 3665.223721 = -270871.845276 nChanged 7 SP:Iteration 32Q (57621.900000 sec): 3 clusters Score: Raw -274543.683855 + Penalty 3665.223721 = -270878.460134 nChanged 12 SP:Iteration 33Q (57621.900000 sec): 3 clusters Score: Raw -274560.645787 + Penalty 3665.223721 = -270895.422066 nChanged 14 SP:Iteration 34Q (57621.910000 sec): 3 clusters Score: Raw -274574.537340 + Penalty 3665.223721 = -270909.313618 nChanged 9 SP:Iteration 35Q (57621.910000 sec): 3 clusters Score: Raw -274583.407887 + Penalty 3665.223721 = -270918.184166 nChanged 9 SP:Iteration 36Q (57621.920000 sec): 3 clusters Score: Raw -274589.661576 + Penalty 3665.223721 = -270924.437855 nChanged 6 SP:Iteration 37Q (57621.920000 sec): 3 clusters Score: Raw -274597.084703 + Penalty 3665.223721 = -270931.860982 nChanged 11 SP:Iteration 38Q (57621.930000 sec): 3 clusters Score: Raw -274606.475950 + Penalty 3665.223721 = -270941.252229 nChanged 4 SP:Iteration 39Q (57621.940000 sec): 3 clusters Score: Raw -274609.768626 + Penalty 3665.223721 = -270944.544905 nChanged 1 SP:Iteration 40F (57621.950000 sec): 3 clusters Score: Raw -274611.777761 + Penalty 3665.223721 = -270946.554040 nChanged 2 SP:Iteration 41Q (57621.960000 sec): 3 clusters Score: Raw -274613.050376 + Penalty 3665.223721 = -270947.826655 nChanged 2 SP:Iteration 42Q (57621.960000 sec): 3 clusters Score: Raw -274614.813749 + Penalty 3665.223721 = -270949.590028 nChanged 3 SP:Iteration 43Q (57621.970000 sec): 3 clusters Score: Raw -274618.024808 + Penalty 3665.223721 = -270952.801087 nChanged 1 SP:Iteration 44Q (57621.970000 sec): 3 clusters Score: Raw -274618.397314 + Penalty 3665.223721 = -270953.173593 nChanged 0 SP:Iteration 45F (57621.980000 sec): 3 clusters Score: Raw -274618.397314 + Penalty 3665.223721 = -270953.173593 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57621.990000 sec): 2 clusters Score: Raw -108487.975856 + Penalty 1607.431128 = -106880.544728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57621.990000 sec): 3 clusters Score: Raw -108421.681896 + Penalty 3214.862256 = -105206.819640 nChanged 128 SP:Iteration 1F (57621.990000 sec): 3 clusters Score: Raw -108611.617133 + Penalty 3214.862256 = -105396.754877 nChanged 30 SP:Iteration 2Q (57622.000000 sec): 3 clusters Score: Raw -108664.031627 + Penalty 3214.862256 = -105449.169371 nChanged 13 SP:Iteration 3Q (57622.000000 sec): 3 clusters Score: Raw -108688.904273 + Penalty 3214.862256 = -105474.042017 nChanged 8 SP:Iteration 4Q (57622.000000 sec): 3 clusters Score: Raw -108699.340260 + Penalty 3214.862256 = -105484.478004 nChanged 5 SP:Iteration 5Q (57622.010000 sec): 3 clusters Score: Raw -108711.257789 + Penalty 3214.862256 = -105496.395533 nChanged 7 SP:Iteration 6Q (57622.010000 sec): 3 clusters Score: Raw -108725.390702 + Penalty 3214.862256 = -105510.528446 nChanged 3 SP:Iteration 7Q (57622.010000 sec): 3 clusters Score: Raw -108729.251096 + Penalty 3214.862256 = -105514.388840 nChanged 1 SP:Iteration 8Q (57622.010000 sec): 3 clusters Score: Raw -108730.885293 + Penalty 3214.862256 = -105516.023037 nChanged 1 SP:Iteration 9Q (57622.010000 sec): 3 clusters Score: Raw -108732.144479 + Penalty 3214.862256 = -105517.282223 nChanged 2 SP:Iteration 10Q (57622.020000 sec): 3 clusters Score: Raw -108735.234181 + Penalty 3214.862256 = -105520.371925 nChanged 0 SP:Iteration 11F (57622.020000 sec): 3 clusters Score: Raw -108735.234181 + Penalty 3214.862256 = -105520.371925 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57622.820000 sec): 2 clusters Score: Raw -42768544.397396 + Penalty 3062.010545 = -42765482.386851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57623.760000 sec): 3 clusters Score: Raw -42616992.155318 + Penalty 6124.021090 = -42610868.134228 nChanged 110912 SP:Iteration 1F (57624.710000 sec): 3 clusters Score: Raw -42682567.805175 + Penalty 6124.021090 = -42676443.784084 nChanged 6421 SP:Iteration 2Q (57625.660000 sec): 3 clusters Score: Raw -42684127.107800 + Penalty 6124.021090 = -42678003.086709 nChanged 7830 SP:Iteration 3Q (57626.620000 sec): 3 clusters Score: Raw -42686695.142411 + Penalty 6124.021090 = -42680571.121320 nChanged 10744 SP:Iteration 4Q (57627.580000 sec): 3 clusters Score: Raw -42691617.147265 + Penalty 6124.021090 = -42685493.126175 nChanged 15130 SP:Iteration 5F (57628.520000 sec): 3 clusters Score: Raw -42701173.253204 + Penalty 6124.021090 = -42695049.232114 nChanged 19950 SP:Iteration 6F (57629.460000 sec): 3 clusters Score: Raw -42717611.614910 + Penalty 6124.021090 = -42711487.593820 nChanged 21891 SP:Iteration 7F (57630.390000 sec): 3 clusters Score: Raw -42739151.900054 + Penalty 6124.021090 = -42733027.878963 nChanged 17376 SP:Iteration 8F (57631.320000 sec): 3 clusters Score: Raw -42757182.137801 + Penalty 6124.021090 = -42751058.116710 nChanged 8422 SP:Iteration 9Q (57632.180000 sec): 3 clusters Score: Raw -42765491.699800 + Penalty 6124.021090 = -42759367.678710 nChanged 2615 SP:Iteration 10Q (57632.920000 sec): 3 clusters Score: Raw -42767917.662645 + Penalty 6124.021090 = -42761793.641555 nChanged 591 SP:Iteration 11Q (57633.600000 sec): 3 clusters Score: Raw -42768498.751341 + Penalty 6124.021090 = -42762374.730251 nChanged 147 SP:Iteration 12Q (57634.250000 sec): 3 clusters Score: Raw -42768694.289706 + Penalty 6124.021090 = -42762570.268616 nChanged 55 SP:Iteration 13Q (57634.900000 sec): 3 clusters Score: Raw -42768769.865097 + Penalty 6124.021090 = -42762645.844007 nChanged 23 SP:Iteration 14Q (57635.540000 sec): 3 clusters Score: Raw -42768806.681868 + Penalty 6124.021090 = -42762682.660778 nChanged 14 SP:Iteration 15Q (57636.180000 sec): 3 clusters Score: Raw -42768831.824532 + Penalty 6124.021090 = -42762707.803442 nChanged 5 SP:Iteration 16Q (57636.830000 sec): 3 clusters Score: Raw -42768842.094935 + Penalty 6124.021090 = -42762718.073845 nChanged 10 SP:Iteration 17Q (57637.470000 sec): 3 clusters Score: Raw -42768857.603540 + Penalty 6124.021090 = -42762733.582450 nChanged 2 SP:Iteration 18Q (57638.110000 sec): 3 clusters Score: Raw -42768860.988212 + Penalty 6124.021090 = -42762736.967122 nChanged 2 SP:Iteration 19Q (57638.750000 sec): 3 clusters Score: Raw -42768864.204642 + Penalty 6124.021090 = -42762740.183552 nChanged 2 SP:Iteration 20F (57639.670000 sec): 3 clusters Score: Raw -42768866.251951 + Penalty 6124.021090 = -42762742.230861 nChanged 2 SP:Iteration 21Q (57640.310000 sec): 3 clusters Score: Raw -42768869.444144 + Penalty 6124.021090 = -42762745.423054 nChanged 3 SP:Iteration 22Q (57640.960000 sec): 3 clusters Score: Raw -42768874.773052 + Penalty 6124.021090 = -42762750.751961 nChanged 1 SP:Iteration 23Q (57641.600000 sec): 3 clusters Score: Raw -42768875.965886 + Penalty 6124.021090 = -42762751.944796 nChanged 0 SP:Iteration 24F (57642.520000 sec): 3 clusters Score: Raw -42768875.965886 + Penalty 6124.021090 = -42762751.944796 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57642.600000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57642.600000 sec): 3 clusters Score: Raw -46556.983253 + Penalty 2832.371801 = -43724.611452 nChanged 49 SP:Iteration 1F (57642.600000 sec): 3 clusters Score: Raw -46697.249849 + Penalty 2832.371801 = -43864.878048 nChanged 18 SP:Iteration 2F (57642.600000 sec): 3 clusters Score: Raw -46749.470339 + Penalty 2832.371801 = -43917.098539 nChanged 6 SP:Iteration 3Q (57642.600000 sec): 3 clusters Score: Raw -46769.110674 + Penalty 2832.371801 = -43936.738873 nChanged 4 SP:Iteration 4Q (57642.600000 sec): 3 clusters Score: Raw -46777.195086 + Penalty 2832.371801 = -43944.823286 nChanged 1 SP:Iteration 5Q (57642.600000 sec): 3 clusters Score: Raw -46780.694643 + Penalty 2832.371801 = -43948.322843 nChanged 0 SP:Iteration 6F (57642.600000 sec): 3 clusters Score: Raw -46780.694643 + Penalty 2832.371801 = -43948.322843 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57642.610000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57642.620000 sec): 3 clusters Score: Raw -80971.031086 + Penalty 3100.944326 = -77870.086760 nChanged 87 SP:Iteration 1F (57642.620000 sec): 3 clusters Score: Raw -81136.244486 + Penalty 3100.944326 = -78035.300160 nChanged 25 SP:Iteration 2Q (57642.620000 sec): 3 clusters Score: Raw -81199.109402 + Penalty 3100.944326 = -78098.165076 nChanged 6 SP:Iteration 3Q (57642.620000 sec): 3 clusters Score: Raw -81210.202450 + Penalty 3100.944326 = -78109.258124 nChanged 2 SP:Iteration 4Q (57642.620000 sec): 3 clusters Score: Raw -81213.740575 + Penalty 3100.944326 = -78112.796248 nChanged 1 SP:Iteration 5Q (57642.620000 sec): 3 clusters Score: Raw -81215.572880 + Penalty 3100.944326 = -78114.628554 nChanged 2 SP:Iteration 6Q (57642.630000 sec): 3 clusters Score: Raw -81218.294775 + Penalty 3100.944326 = -78117.350449 nChanged 1 SP:Iteration 7Q (57642.630000 sec): 3 clusters Score: Raw -81220.452780 + Penalty 3100.944326 = -78119.508454 nChanged 0 SP:Iteration 8F (57642.630000 sec): 3 clusters Score: Raw -81220.452780 + Penalty 3100.944326 = -78119.508454 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57642.640000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57642.640000 sec): 3 clusters Score: Raw -81908.341796 + Penalty 3110.410262 = -78797.931534 nChanged 96 SP:Iteration 1F (57642.640000 sec): 3 clusters Score: Raw -82084.969209 + Penalty 3110.410262 = -78974.558947 nChanged 25 SP:Iteration 2Q (57642.640000 sec): 3 clusters Score: Raw -82153.796835 + Penalty 3110.410262 = -79043.386573 nChanged 16 SP:Iteration 3Q (57642.650000 sec): 3 clusters Score: Raw -82197.110346 + Penalty 3110.410262 = -79086.700083 nChanged 9 SP:Iteration 4Q (57642.650000 sec): 3 clusters Score: Raw -82241.859617 + Penalty 3110.410262 = -79131.449355 nChanged 8 SP:Iteration 5Q (57642.650000 sec): 3 clusters Score: Raw -82281.386125 + Penalty 3110.410262 = -79170.975863 nChanged 8 SP:Iteration 6Q (57642.650000 sec): 3 clusters Score: Raw -82311.798356 + Penalty 3110.410262 = -79201.388094 nChanged 13 SP:Iteration 7Q (57642.660000 sec): 3 clusters Score: Raw -82347.388162 + Penalty 3110.410262 = -79236.977900 nChanged 11 SP:Iteration 8Q (57642.660000 sec): 3 clusters Score: Raw -82380.576783 + Penalty 3110.410262 = -79270.166521 nChanged 6 SP:Iteration 9Q (57642.660000 sec): 3 clusters Score: Raw -82401.022584 + Penalty 3110.410262 = -79290.612322 nChanged 5 SP:Iteration 10Q (57642.660000 sec): 3 clusters Score: Raw -82410.011959 + Penalty 3110.410262 = -79299.601696 nChanged 4 SP:Iteration 11Q (57642.660000 sec): 3 clusters Score: Raw -82417.751633 + Penalty 3110.410262 = -79307.341371 nChanged 6 SP:Iteration 12Q (57642.660000 sec): 3 clusters Score: Raw -82437.382113 + Penalty 3110.410262 = -79326.971850 nChanged 5 SP:Iteration 13Q (57642.670000 sec): 3 clusters Score: Raw -82456.461036 + Penalty 3110.410262 = -79346.050774 nChanged 2 SP:Iteration 14Q (57642.670000 sec): 3 clusters Score: Raw -82466.479312 + Penalty 3110.410262 = -79356.069050 nChanged 3 SP:Iteration 15Q (57642.670000 sec): 3 clusters Score: Raw -82476.048834 + Penalty 3110.410262 = -79365.638572 nChanged 3 SP:Iteration 16Q (57642.670000 sec): 3 clusters Score: Raw -82484.898019 + Penalty 3110.410262 = -79374.487757 nChanged 2 SP:Iteration 17Q (57642.670000 sec): 3 clusters Score: Raw -82491.596487 + Penalty 3110.410262 = -79381.186225 nChanged 0 SP:Iteration 18F (57642.680000 sec): 3 clusters Score: Raw -82491.596487 + Penalty 3110.410262 = -79381.186225 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57642.710000 sec): 2 clusters Score: Raw -1636394.920920 + Penalty 2276.482661 = -1634118.438259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57642.750000 sec): 3 clusters Score: Raw -1631081.038207 + Penalty 4552.965322 = -1626528.072886 nChanged 4019 SP:Iteration 1F (57642.790000 sec): 3 clusters Score: Raw -1633244.123323 + Penalty 4552.965322 = -1628691.158001 nChanged 638 SP:Iteration 2F (57642.830000 sec): 3 clusters Score: Raw -1633555.381539 + Penalty 4552.965322 = -1629002.416218 nChanged 521 SP:Iteration 3F (57642.870000 sec): 3 clusters Score: Raw -1633829.445998 + Penalty 4552.965322 = -1629276.480677 nChanged 482 SP:Iteration 4Q (57642.910000 sec): 3 clusters Score: Raw -1634088.257285 + Penalty 4552.965322 = -1629535.291964 nChanged 432 SP:Iteration 5Q (57642.940000 sec): 3 clusters Score: Raw -1634319.632430 + Penalty 4552.965322 = -1629766.667108 nChanged 406 SP:Iteration 6Q (57642.980000 sec): 3 clusters Score: Raw -1634557.598659 + Penalty 4552.965322 = -1630004.633337 nChanged 412 SP:Iteration 7Q (57643.020000 sec): 3 clusters Score: Raw -1634811.069518 + Penalty 4552.965322 = -1630258.104197 nChanged 454 SP:Iteration 8Q (57643.060000 sec): 3 clusters Score: Raw -1635089.640472 + Penalty 4552.965322 = -1630536.675151 nChanged 445 SP:Iteration 9Q (57643.100000 sec): 3 clusters Score: Raw -1635382.414163 + Penalty 4552.965322 = -1630829.448842 nChanged 434 SP:Iteration 10Q (57643.140000 sec): 3 clusters Score: Raw -1635641.137281 + Penalty 4552.965322 = -1631088.171960 nChanged 372 SP:Iteration 11Q (57643.170000 sec): 3 clusters Score: Raw -1635845.114144 + Penalty 4552.965322 = -1631292.148822 nChanged 344 SP:Iteration 12Q (57643.210000 sec): 3 clusters Score: Raw -1636001.025277 + Penalty 4552.965322 = -1631448.059955 nChanged 261 SP:Iteration 13Q (57643.250000 sec): 3 clusters Score: Raw -1636108.979753 + Penalty 4552.965322 = -1631556.014431 nChanged 213 SP:Iteration 14Q (57643.290000 sec): 3 clusters Score: Raw -1636185.716889 + Penalty 4552.965322 = -1631632.751567 nChanged 169 SP:Iteration 15Q (57643.320000 sec): 3 clusters Score: Raw -1636240.500194 + Penalty 4552.965322 = -1631687.534873 nChanged 132 SP:Iteration 16Q (57643.360000 sec): 3 clusters Score: Raw -1636282.679368 + Penalty 4552.965322 = -1631729.714046 nChanged 116 SP:Iteration 17Q (57643.400000 sec): 3 clusters Score: Raw -1636321.655427 + Penalty 4552.965322 = -1631768.690105 nChanged 119 SP:Iteration 18Q (57643.440000 sec): 3 clusters Score: Raw -1636360.409658 + Penalty 4552.965322 = -1631807.444336 nChanged 104 SP:Iteration 19Q (57643.470000 sec): 3 clusters Score: Raw -1636393.698939 + Penalty 4552.965322 = -1631840.733617 nChanged 92 SP:Iteration 20F (57643.510000 sec): 3 clusters Score: Raw -1636421.283972 + Penalty 4552.965322 = -1631868.318651 nChanged 83 SP:Iteration 21Q (57643.550000 sec): 3 clusters Score: Raw -1636444.122270 + Penalty 4552.965322 = -1631891.156948 nChanged 71 SP:Iteration 22Q (57643.580000 sec): 3 clusters Score: Raw -1636460.514769 + Penalty 4552.965322 = -1631907.549447 nChanged 73 SP:Iteration 23Q (57643.620000 sec): 3 clusters Score: Raw -1636477.216635 + Penalty 4552.965322 = -1631924.251313 nChanged 57 SP:Iteration 24Q (57643.660000 sec): 3 clusters Score: Raw -1636489.410948 + Penalty 4552.965322 = -1631936.445626 nChanged 45 SP:Iteration 25Q (57643.700000 sec): 3 clusters Score: Raw -1636499.891363 + Penalty 4552.965322 = -1631946.926042 nChanged 40 SP:Iteration 26Q (57643.730000 sec): 3 clusters Score: Raw -1636508.497397 + Penalty 4552.965322 = -1631955.532075 nChanged 43 SP:Iteration 27Q (57643.770000 sec): 3 clusters Score: Raw -1636520.202746 + Penalty 4552.965322 = -1631967.237425 nChanged 50 SP:Iteration 28Q (57643.810000 sec): 3 clusters Score: Raw -1636532.428108 + Penalty 4552.965322 = -1631979.462787 nChanged 44 SP:Iteration 29Q (57643.840000 sec): 3 clusters Score: Raw -1636543.746463 + Penalty 4552.965322 = -1631990.781142 nChanged 53 SP:Iteration 30Q (57643.880000 sec): 3 clusters Score: Raw -1636555.477696 + Penalty 4552.965322 = -1632002.512374 nChanged 39 SP:Iteration 31Q (57643.920000 sec): 3 clusters Score: Raw -1636563.935633 + Penalty 4552.965322 = -1632010.970311 nChanged 35 SP:Iteration 32Q (57643.950000 sec): 3 clusters Score: Raw -1636571.367534 + Penalty 4552.965322 = -1632018.402212 nChanged 38 SP:Iteration 33Q (57643.990000 sec): 3 clusters Score: Raw -1636579.704834 + Penalty 4552.965322 = -1632026.739512 nChanged 46 SP:Iteration 34Q (57644.020000 sec): 3 clusters Score: Raw -1636588.487815 + Penalty 4552.965322 = -1632035.522493 nChanged 34 SP:Iteration 35Q (57644.060000 sec): 3 clusters Score: Raw -1636594.893715 + Penalty 4552.965322 = -1632041.928393 nChanged 35 SP:Iteration 36Q (57644.100000 sec): 3 clusters Score: Raw -1636600.731055 + Penalty 4552.965322 = -1632047.765733 nChanged 21 SP:Iteration 37Q (57644.140000 sec): 3 clusters Score: Raw -1636605.026569 + Penalty 4552.965322 = -1632052.061248 nChanged 24 SP:Iteration 38Q (57644.170000 sec): 3 clusters Score: Raw -1636609.690947 + Penalty 4552.965322 = -1632056.725626 nChanged 21 SP:Iteration 39Q (57644.210000 sec): 3 clusters Score: Raw -1636613.772193 + Penalty 4552.965322 = -1632060.806872 nChanged 24 SP:Iteration 40F (57644.240000 sec): 3 clusters Score: Raw -1636618.251310 + Penalty 4552.965322 = -1632065.285988 nChanged 20 SP:Iteration 41Q (57644.280000 sec): 3 clusters Score: Raw -1636621.944473 + Penalty 4552.965322 = -1632068.979152 nChanged 26 SP:Iteration 42Q (57644.320000 sec): 3 clusters Score: Raw -1636629.301989 + Penalty 4552.965322 = -1632076.336667 nChanged 31 SP:Iteration 43Q (57644.360000 sec): 3 clusters Score: Raw -1636636.191673 + Penalty 4552.965322 = -1632083.226352 nChanged 26 SP:Iteration 44Q (57644.390000 sec): 3 clusters Score: Raw -1636641.181072 + Penalty 4552.965322 = -1632088.215751 nChanged 17 SP:Iteration 45Q (57644.430000 sec): 3 clusters Score: Raw -1636645.066810 + Penalty 4552.965322 = -1632092.101488 nChanged 21 SP:Iteration 46Q (57644.460000 sec): 3 clusters Score: Raw -1636649.032675 + Penalty 4552.965322 = -1632096.067354 nChanged 19 SP:Iteration 47Q (57644.500000 sec): 3 clusters Score: Raw -1636653.502104 + Penalty 4552.965322 = -1632100.536783 nChanged 20 SP:Iteration 48Q (57644.540000 sec): 3 clusters Score: Raw -1636657.694885 + Penalty 4552.965322 = -1632104.729563 nChanged 23 SP:Iteration 49Q (57644.570000 sec): 3 clusters Score: Raw -1636662.247137 + Penalty 4552.965322 = -1632109.281816 nChanged 23 SP:Iteration 50Q (57644.610000 sec): 3 clusters Score: Raw -1636667.419548 + Penalty 4552.965322 = -1632114.454227 nChanged 24 SP:Iteration 51Q (57644.640000 sec): 3 clusters Score: Raw -1636673.250695 + Penalty 4552.965322 = -1632120.285373 nChanged 23 SP:Iteration 52Q (57644.680000 sec): 3 clusters Score: Raw -1636677.513379 + Penalty 4552.965322 = -1632124.548058 nChanged 21 SP:Iteration 53Q (57644.720000 sec): 3 clusters Score: Raw -1636682.549161 + Penalty 4552.965322 = -1632129.583840 nChanged 24 SP:Iteration 54Q (57644.750000 sec): 3 clusters Score: Raw -1636688.512566 + Penalty 4552.965322 = -1632135.547245 nChanged 30 SP:Iteration 55Q (57644.790000 sec): 3 clusters Score: Raw -1636696.419311 + Penalty 4552.965322 = -1632143.453990 nChanged 35 SP:Iteration 56Q (57644.820000 sec): 3 clusters Score: Raw -1636705.344867 + Penalty 4552.965322 = -1632152.379546 nChanged 26 SP:Iteration 57Q (57644.860000 sec): 3 clusters Score: Raw -1636712.036095 + Penalty 4552.965322 = -1632159.070774 nChanged 35 SP:Iteration 58Q (57644.900000 sec): 3 clusters Score: Raw -1636722.204719 + Penalty 4552.965322 = -1632169.239397 nChanged 30 SP:Iteration 59Q (57644.930000 sec): 3 clusters Score: Raw -1636729.757188 + Penalty 4552.965322 = -1632176.791867 nChanged 31 SP:Iteration 60F (57644.970000 sec): 3 clusters Score: Raw -1636735.939626 + Penalty 4552.965322 = -1632182.974304 nChanged 34 SP:Iteration 61Q (57645.010000 sec): 3 clusters Score: Raw -1636745.041523 + Penalty 4552.965322 = -1632192.076201 nChanged 41 SP:Iteration 62Q (57645.040000 sec): 3 clusters Score: Raw -1636757.605646 + Penalty 4552.965322 = -1632204.640324 nChanged 48 SP:Iteration 63Q (57645.080000 sec): 3 clusters Score: Raw -1636770.223462 + Penalty 4552.965322 = -1632217.258140 nChanged 41 SP:Iteration 64Q (57645.110000 sec): 3 clusters Score: Raw -1636781.167263 + Penalty 4552.965322 = -1632228.201941 nChanged 41 SP:Iteration 65Q (57645.150000 sec): 3 clusters Score: Raw -1636794.624082 + Penalty 4552.965322 = -1632241.658761 nChanged 40 SP:Iteration 66Q (57645.180000 sec): 3 clusters Score: Raw -1636805.243327 + Penalty 4552.965322 = -1632252.278005 nChanged 37 SP:Iteration 67Q (57645.220000 sec): 3 clusters Score: Raw -1636814.824328 + Penalty 4552.965322 = -1632261.859006 nChanged 35 SP:Iteration 68Q (57645.260000 sec): 3 clusters Score: Raw -1636825.704153 + Penalty 4552.965322 = -1632272.738831 nChanged 41 SP:Iteration 69Q (57645.290000 sec): 3 clusters Score: Raw -1636835.733047 + Penalty 4552.965322 = -1632282.767725 nChanged 32 SP:Iteration 70Q (57645.320000 sec): 3 clusters Score: Raw -1636843.431163 + Penalty 4552.965322 = -1632290.465841 nChanged 30 SP:Iteration 71Q (57645.360000 sec): 3 clusters Score: Raw -1636851.727362 + Penalty 4552.965322 = -1632298.762040 nChanged 31 SP:Iteration 72Q (57645.400000 sec): 3 clusters Score: Raw -1636858.673254 + Penalty 4552.965322 = -1632305.707932 nChanged 21 SP:Iteration 73Q (57645.430000 sec): 3 clusters Score: Raw -1636863.324835 + Penalty 4552.965322 = -1632310.359514 nChanged 19 SP:Iteration 74Q (57645.460000 sec): 3 clusters Score: Raw -1636868.312807 + Penalty 4552.965322 = -1632315.347486 nChanged 16 SP:Iteration 75Q (57645.500000 sec): 3 clusters Score: Raw -1636872.177828 + Penalty 4552.965322 = -1632319.212507 nChanged 12 SP:Iteration 76Q (57645.530000 sec): 3 clusters Score: Raw -1636874.863958 + Penalty 4552.965322 = -1632321.898637 nChanged 11 SP:Iteration 77Q (57645.570000 sec): 3 clusters Score: Raw -1636877.026834 + Penalty 4552.965322 = -1632324.061512 nChanged 9 SP:Iteration 78Q (57645.600000 sec): 3 clusters Score: Raw -1636879.545867 + Penalty 4552.965322 = -1632326.580546 nChanged 12 SP:Iteration 79Q (57645.640000 sec): 3 clusters Score: Raw -1636883.188068 + Penalty 4552.965322 = -1632330.222746 nChanged 16 SP:Iteration 80F (57645.680000 sec): 3 clusters Score: Raw -1636887.953854 + Penalty 4552.965322 = -1632334.988533 nChanged 22 SP:Iteration 81Q (57645.710000 sec): 3 clusters Score: Raw -1636893.795295 + Penalty 4552.965322 = -1632340.829973 nChanged 18 SP:Iteration 82Q (57645.740000 sec): 3 clusters Score: Raw -1636898.029707 + Penalty 4552.965322 = -1632345.064386 nChanged 12 SP:Iteration 83Q (57645.780000 sec): 3 clusters Score: Raw -1636900.972537 + Penalty 4552.965322 = -1632348.007216 nChanged 11 SP:Iteration 84Q (57645.820000 sec): 3 clusters Score: Raw -1636903.231808 + Penalty 4552.965322 = -1632350.266486 nChanged 11 SP:Iteration 85Q (57645.850000 sec): 3 clusters Score: Raw -1636905.978442 + Penalty 4552.965322 = -1632353.013121 nChanged 9 SP:Iteration 86Q (57645.880000 sec): 3 clusters Score: Raw -1636908.543036 + Penalty 4552.965322 = -1632355.577714 nChanged 9 SP:Iteration 87Q (57645.920000 sec): 3 clusters Score: Raw -1636909.736371 + Penalty 4552.965322 = -1632356.771049 nChanged 3 SP:Iteration 88Q (57645.950000 sec): 3 clusters Score: Raw -1636910.405754 + Penalty 4552.965322 = -1632357.440432 nChanged 5 SP:Iteration 89Q (57645.990000 sec): 3 clusters Score: Raw -1636912.336380 + Penalty 4552.965322 = -1632359.371059 nChanged 10 SP:Iteration 90Q (57646.020000 sec): 3 clusters Score: Raw -1636914.764807 + Penalty 4552.965322 = -1632361.799486 nChanged 13 SP:Iteration 91Q (57646.060000 sec): 3 clusters Score: Raw -1636917.864550 + Penalty 4552.965322 = -1632364.899229 nChanged 13 SP:Iteration 92Q (57646.090000 sec): 3 clusters Score: Raw -1636920.450853 + Penalty 4552.965322 = -1632367.485532 nChanged 11 SP:Iteration 93Q (57646.120000 sec): 3 clusters Score: Raw -1636923.285089 + Penalty 4552.965322 = -1632370.319768 nChanged 13 SP:Iteration 94Q (57646.160000 sec): 3 clusters Score: Raw -1636926.627144 + Penalty 4552.965322 = -1632373.661822 nChanged 13 SP:Iteration 95Q (57646.190000 sec): 3 clusters Score: Raw -1636930.514362 + Penalty 4552.965322 = -1632377.549040 nChanged 12 SP:Iteration 96Q (57646.230000 sec): 3 clusters Score: Raw -1636933.546931 + Penalty 4552.965322 = -1632380.581609 nChanged 9 SP:Iteration 97Q (57646.260000 sec): 3 clusters Score: Raw -1636935.133617 + Penalty 4552.965322 = -1632382.168295 nChanged 2 SP:Iteration 98Q (57646.300000 sec): 3 clusters Score: Raw -1636935.695926 + Penalty 4552.965322 = -1632382.730605 nChanged 1 SP:Iteration 99Q (57646.330000 sec): 3 clusters Score: Raw -1636935.873870 + Penalty 4552.965322 = -1632382.908549 nChanged 2 SP:Iteration 100F (57646.370000 sec): 3 clusters Score: Raw -1636936.148130 + Penalty 4552.965322 = -1632383.182808 nChanged 1 SP:Iteration 101Q (57646.400000 sec): 3 clusters Score: Raw -1636936.318026 + Penalty 4552.965322 = -1632383.352705 nChanged 1 SP:Iteration 102Q (57646.440000 sec): 3 clusters Score: Raw -1636936.457372 + Penalty 4552.965322 = -1632383.492051 nChanged 0 SP:Iteration 103F (57646.480000 sec): 3 clusters Score: Raw -1636936.457372 + Penalty 4552.965322 = -1632383.492051 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57646.480000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57646.490000 sec): 3 clusters Score: Raw -114144.097154 + Penalty 3260.545363 = -110883.551791 nChanged 167 SP:Iteration 1F (57646.490000 sec): 3 clusters Score: Raw -114391.214076 + Penalty 3260.545363 = -111130.668713 nChanged 37 SP:Iteration 2F (57646.490000 sec): 3 clusters Score: Raw -114446.980738 + Penalty 3260.545363 = -111186.435375 nChanged 24 SP:Iteration 3Q (57646.500000 sec): 3 clusters Score: Raw -114490.708566 + Penalty 3260.545363 = -111230.163203 nChanged 13 SP:Iteration 4Q (57646.500000 sec): 3 clusters Score: Raw -114509.689833 + Penalty 3260.545363 = -111249.144471 nChanged 6 SP:Iteration 5Q (57646.500000 sec): 3 clusters Score: Raw -114515.966904 + Penalty 3260.545363 = -111255.421541 nChanged 6 SP:Iteration 6Q (57646.500000 sec): 3 clusters Score: Raw -114528.381842 + Penalty 3260.545363 = -111267.836479 nChanged 5 SP:Iteration 7Q (57646.510000 sec): 3 clusters Score: Raw -114534.945060 + Penalty 3260.545363 = -111274.399697 nChanged 7 SP:Iteration 8Q (57646.510000 sec): 3 clusters Score: Raw -114544.710876 + Penalty 3260.545363 = -111284.165513 nChanged 8 SP:Iteration 9Q (57646.510000 sec): 3 clusters Score: Raw -114555.816678 + Penalty 3260.545363 = -111295.271315 nChanged 4 SP:Iteration 10Q (57646.520000 sec): 3 clusters Score: Raw -114563.426820 + Penalty 3260.545363 = -111302.881457 nChanged 1 SP:Iteration 11Q (57646.520000 sec): 3 clusters Score: Raw -114563.867839 + Penalty 3260.545363 = -111303.322476 nChanged 0 SP:Iteration 12F (57646.520000 sec): 3 clusters Score: Raw -114563.867839 + Penalty 3260.545363 = -111303.322476 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57646.540000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57646.550000 sec): 3 clusters Score: Raw -616223.844302 + Penalty 4058.549395 = -612165.294907 nChanged 1295 SP:Iteration 1F (57646.570000 sec): 3 clusters Score: Raw -616974.824065 + Penalty 4058.549395 = -612916.274670 nChanged 261 SP:Iteration 2F (57646.580000 sec): 3 clusters Score: Raw -617117.888472 + Penalty 4058.549395 = -613059.339077 nChanged 148 SP:Iteration 3Q (57646.600000 sec): 3 clusters Score: Raw -617203.334789 + Penalty 4058.549395 = -613144.785394 nChanged 113 SP:Iteration 4Q (57646.610000 sec): 3 clusters Score: Raw -617272.653718 + Penalty 4058.549395 = -613214.104323 nChanged 95 SP:Iteration 5Q (57646.620000 sec): 3 clusters Score: Raw -617329.436098 + Penalty 4058.549395 = -613270.886703 nChanged 80 SP:Iteration 6Q (57646.640000 sec): 3 clusters Score: Raw -617374.365556 + Penalty 4058.549395 = -613315.816161 nChanged 83 SP:Iteration 7Q (57646.650000 sec): 3 clusters Score: Raw -617420.469873 + Penalty 4058.549395 = -613361.920478 nChanged 65 SP:Iteration 8Q (57646.670000 sec): 3 clusters Score: Raw -617454.522150 + Penalty 4058.549395 = -613395.972755 nChanged 62 SP:Iteration 9Q (57646.680000 sec): 3 clusters Score: Raw -617488.399057 + Penalty 4058.549395 = -613429.849662 nChanged 65 SP:Iteration 10Q (57646.700000 sec): 3 clusters Score: Raw -617520.233026 + Penalty 4058.549395 = -613461.683631 nChanged 63 SP:Iteration 11Q (57646.710000 sec): 3 clusters Score: Raw -617549.178635 + Penalty 4058.549395 = -613490.629240 nChanged 57 SP:Iteration 12Q (57646.720000 sec): 3 clusters Score: Raw -617580.734276 + Penalty 4058.549395 = -613522.184881 nChanged 63 SP:Iteration 13Q (57646.740000 sec): 3 clusters Score: Raw -617614.287868 + Penalty 4058.549395 = -613555.738473 nChanged 56 SP:Iteration 14Q (57646.750000 sec): 3 clusters Score: Raw -617642.350904 + Penalty 4058.549395 = -613583.801509 nChanged 43 SP:Iteration 15Q (57646.760000 sec): 3 clusters Score: Raw -617664.238662 + Penalty 4058.549395 = -613605.689267 nChanged 49 SP:Iteration 16Q (57646.780000 sec): 3 clusters Score: Raw -617690.374015 + Penalty 4058.549395 = -613631.824620 nChanged 48 SP:Iteration 17Q (57646.790000 sec): 3 clusters Score: Raw -617718.767097 + Penalty 4058.549395 = -613660.217702 nChanged 50 SP:Iteration 18Q (57646.810000 sec): 3 clusters Score: Raw -617747.328929 + Penalty 4058.549395 = -613688.779534 nChanged 50 SP:Iteration 19Q (57646.820000 sec): 3 clusters Score: Raw -617772.286060 + Penalty 4058.549395 = -613713.736665 nChanged 46 SP:Iteration 20F (57646.840000 sec): 3 clusters Score: Raw -617794.317178 + Penalty 4058.549395 = -613735.767783 nChanged 44 SP:Iteration 21Q (57646.850000 sec): 3 clusters Score: Raw -617818.589338 + Penalty 4058.549395 = -613760.039943 nChanged 44 SP:Iteration 22Q (57646.860000 sec): 3 clusters Score: Raw -617842.055852 + Penalty 4058.549395 = -613783.506457 nChanged 31 SP:Iteration 23Q (57646.880000 sec): 3 clusters Score: Raw -617857.891506 + Penalty 4058.549395 = -613799.342111 nChanged 35 SP:Iteration 24Q (57646.890000 sec): 3 clusters Score: Raw -617876.455407 + Penalty 4058.549395 = -613817.906012 nChanged 36 SP:Iteration 25Q (57646.900000 sec): 3 clusters Score: Raw -617893.414641 + Penalty 4058.549395 = -613834.865246 nChanged 18 SP:Iteration 26Q (57646.920000 sec): 3 clusters Score: Raw -617903.184100 + Penalty 4058.549395 = -613844.634705 nChanged 22 SP:Iteration 27Q (57646.930000 sec): 3 clusters Score: Raw -617915.476945 + Penalty 4058.549395 = -613856.927550 nChanged 22 SP:Iteration 28Q (57646.950000 sec): 3 clusters Score: Raw -617929.169284 + Penalty 4058.549395 = -613870.619889 nChanged 28 SP:Iteration 29Q (57646.960000 sec): 3 clusters Score: Raw -617945.458299 + Penalty 4058.549395 = -613886.908904 nChanged 29 SP:Iteration 30Q (57646.980000 sec): 3 clusters Score: Raw -617961.306085 + Penalty 4058.549395 = -613902.756690 nChanged 21 SP:Iteration 31Q (57646.990000 sec): 3 clusters Score: Raw -617972.210680 + Penalty 4058.549395 = -613913.661285 nChanged 21 SP:Iteration 32Q (57647.000000 sec): 3 clusters Score: Raw -617981.697203 + Penalty 4058.549395 = -613923.147808 nChanged 17 SP:Iteration 33Q (57647.020000 sec): 3 clusters Score: Raw -617992.744964 + Penalty 4058.549395 = -613934.195569 nChanged 19 SP:Iteration 34Q (57647.030000 sec): 3 clusters Score: Raw -618001.475903 + Penalty 4058.549395 = -613942.926508 nChanged 13 SP:Iteration 35Q (57647.040000 sec): 3 clusters Score: Raw -618009.017379 + Penalty 4058.549395 = -613950.467984 nChanged 14 SP:Iteration 36Q (57647.060000 sec): 3 clusters Score: Raw -618016.563346 + Penalty 4058.549395 = -613958.013951 nChanged 10 SP:Iteration 37Q (57647.070000 sec): 3 clusters Score: Raw -618022.548399 + Penalty 4058.549395 = -613963.999004 nChanged 11 SP:Iteration 38Q (57647.080000 sec): 3 clusters Score: Raw -618029.175178 + Penalty 4058.549395 = -613970.625783 nChanged 15 SP:Iteration 39Q (57647.100000 sec): 3 clusters Score: Raw -618039.614722 + Penalty 4058.549395 = -613981.065327 nChanged 14 SP:Iteration 40F (57647.110000 sec): 3 clusters Score: Raw -618049.020846 + Penalty 4058.549395 = -613990.471451 nChanged 17 SP:Iteration 41Q (57647.130000 sec): 3 clusters Score: Raw -618058.063632 + Penalty 4058.549395 = -613999.514237 nChanged 7 SP:Iteration 42Q (57647.140000 sec): 3 clusters Score: Raw -618063.447892 + Penalty 4058.549395 = -614004.898497 nChanged 6 SP:Iteration 43Q (57647.160000 sec): 3 clusters Score: Raw -618066.777951 + Penalty 4058.549395 = -614008.228556 nChanged 4 SP:Iteration 44Q (57647.170000 sec): 3 clusters Score: Raw -618068.441164 + Penalty 4058.549395 = -614009.891769 nChanged 1 SP:Iteration 45Q (57647.180000 sec): 3 clusters Score: Raw -618068.884042 + Penalty 4058.549395 = -614010.334647 nChanged 1 SP:Iteration 46Q (57647.200000 sec): 3 clusters Score: Raw -618069.368910 + Penalty 4058.549395 = -614010.819515 nChanged 0 SP:Iteration 47F (57647.210000 sec): 3 clusters Score: Raw -618069.368910 + Penalty 4058.549395 = -614010.819515 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57647.310000 sec): 2 clusters Score: Raw -4696311.781552 + Penalty 2535.176674 = -4693776.604878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57647.420000 sec): 3 clusters Score: Raw -4679969.546393 + Penalty 5070.353348 = -4674899.193044 nChanged 12252 SP:Iteration 1F (57647.530000 sec): 3 clusters Score: Raw -4686640.964926 + Penalty 5070.353348 = -4681570.611578 nChanged 1339 SP:Iteration 2Q (57647.640000 sec): 3 clusters Score: Raw -4687173.725890 + Penalty 5070.353348 = -4682103.372541 nChanged 1337 SP:Iteration 3Q (57647.750000 sec): 3 clusters Score: Raw -4687783.755276 + Penalty 5070.353348 = -4682713.401927 nChanged 1408 SP:Iteration 4F (57647.860000 sec): 3 clusters Score: Raw -4688542.612326 + Penalty 5070.353348 = -4683472.258978 nChanged 1629 SP:Iteration 5F (57647.970000 sec): 3 clusters Score: Raw -4689555.713679 + Penalty 5070.353348 = -4684485.360331 nChanged 1692 SP:Iteration 6F (57648.080000 sec): 3 clusters Score: Raw -4690718.427763 + Penalty 5070.353348 = -4685648.074414 nChanged 1712 SP:Iteration 7F (57648.190000 sec): 3 clusters Score: Raw -4691922.662290 + Penalty 5070.353348 = -4686852.308941 nChanged 1513 SP:Iteration 8F (57648.300000 sec): 3 clusters Score: Raw -4693099.613837 + Penalty 5070.353348 = -4688029.260489 nChanged 1319 SP:Iteration 9Q (57648.400000 sec): 3 clusters Score: Raw -4694106.030586 + Penalty 5070.353348 = -4689035.677238 nChanged 976 SP:Iteration 10Q (57648.510000 sec): 3 clusters Score: Raw -4694733.991456 + Penalty 5070.353348 = -4689663.638107 nChanged 703 SP:Iteration 11Q (57648.620000 sec): 3 clusters Score: Raw -4695072.964261 + Penalty 5070.353348 = -4690002.610913 nChanged 503 SP:Iteration 12Q (57648.720000 sec): 3 clusters Score: Raw -4695283.930486 + Penalty 5070.353348 = -4690213.577138 nChanged 386 SP:Iteration 13Q (57648.820000 sec): 3 clusters Score: Raw -4695431.287856 + Penalty 5070.353348 = -4690360.934507 nChanged 311 SP:Iteration 14Q (57648.920000 sec): 3 clusters Score: Raw -4695541.163535 + Penalty 5070.353348 = -4690470.810187 nChanged 280 SP:Iteration 15Q (57649.010000 sec): 3 clusters Score: Raw -4695632.261871 + Penalty 5070.353348 = -4690561.908523 nChanged 234 SP:Iteration 16Q (57649.110000 sec): 3 clusters Score: Raw -4695709.958584 + Penalty 5070.353348 = -4690639.605236 nChanged 220 SP:Iteration 17Q (57649.200000 sec): 3 clusters Score: Raw -4695782.528021 + Penalty 5070.353348 = -4690712.174672 nChanged 194 SP:Iteration 18Q (57649.300000 sec): 3 clusters Score: Raw -4695840.534013 + Penalty 5070.353348 = -4690770.180664 nChanged 184 SP:Iteration 19Q (57649.390000 sec): 3 clusters Score: Raw -4695893.578366 + Penalty 5070.353348 = -4690823.225018 nChanged 177 SP:Iteration 20F (57649.500000 sec): 3 clusters Score: Raw -4695948.489321 + Penalty 5070.353348 = -4690878.135973 nChanged 173 SP:Iteration 21Q (57649.600000 sec): 3 clusters Score: Raw -4696003.864605 + Penalty 5070.353348 = -4690933.511257 nChanged 187 SP:Iteration 22Q (57649.690000 sec): 3 clusters Score: Raw -4696072.055300 + Penalty 5070.353348 = -4691001.701952 nChanged 197 SP:Iteration 23Q (57649.780000 sec): 3 clusters Score: Raw -4696141.207114 + Penalty 5070.353348 = -4691070.853766 nChanged 156 SP:Iteration 24Q (57649.870000 sec): 3 clusters Score: Raw -4696191.438808 + Penalty 5070.353348 = -4691121.085460 nChanged 134 SP:Iteration 25Q (57649.960000 sec): 3 clusters Score: Raw -4696238.212989 + Penalty 5070.353348 = -4691167.859641 nChanged 122 SP:Iteration 26Q (57650.050000 sec): 3 clusters Score: Raw -4696277.211773 + Penalty 5070.353348 = -4691206.858424 nChanged 103 SP:Iteration 27Q (57650.140000 sec): 3 clusters Score: Raw -4696308.519686 + Penalty 5070.353348 = -4691238.166338 nChanged 101 SP:Iteration 28Q (57650.220000 sec): 3 clusters Score: Raw -4696347.288283 + Penalty 5070.353348 = -4691276.934935 nChanged 95 SP:Iteration 29Q (57650.310000 sec): 3 clusters Score: Raw -4696387.412710 + Penalty 5070.353348 = -4691317.059362 nChanged 96 SP:Iteration 30Q (57650.400000 sec): 3 clusters Score: Raw -4696436.842061 + Penalty 5070.353348 = -4691366.488712 nChanged 88 SP:Iteration 31Q (57650.480000 sec): 3 clusters Score: Raw -4696480.477314 + Penalty 5070.353348 = -4691410.123965 nChanged 84 SP:Iteration 32Q (57650.570000 sec): 3 clusters Score: Raw -4696524.358998 + Penalty 5070.353348 = -4691454.005650 nChanged 81 SP:Iteration 33Q (57650.660000 sec): 3 clusters Score: Raw -4696567.240286 + Penalty 5070.353348 = -4691496.886938 nChanged 79 SP:Iteration 34Q (57650.740000 sec): 3 clusters Score: Raw -4696615.654668 + Penalty 5070.353348 = -4691545.301320 nChanged 71 SP:Iteration 35Q (57650.820000 sec): 3 clusters Score: Raw -4696659.708662 + Penalty 5070.353348 = -4691589.355314 nChanged 80 SP:Iteration 36Q (57650.910000 sec): 3 clusters Score: Raw -4696706.567862 + Penalty 5070.353348 = -4691636.214513 nChanged 76 SP:Iteration 37Q (57650.990000 sec): 3 clusters Score: Raw -4696749.454589 + Penalty 5070.353348 = -4691679.101241 nChanged 66 SP:Iteration 38Q (57651.070000 sec): 3 clusters Score: Raw -4696785.402574 + Penalty 5070.353348 = -4691715.049225 nChanged 58 SP:Iteration 39Q (57651.150000 sec): 3 clusters Score: Raw -4696811.848365 + Penalty 5070.353348 = -4691741.495017 nChanged 50 SP:Iteration 40F (57651.260000 sec): 3 clusters Score: Raw -4696834.232633 + Penalty 5070.353348 = -4691763.879284 nChanged 46 SP:Iteration 41Q (57651.340000 sec): 3 clusters Score: Raw -4696854.032001 + Penalty 5070.353348 = -4691783.678653 nChanged 38 SP:Iteration 42Q (57651.420000 sec): 3 clusters Score: Raw -4696869.066908 + Penalty 5070.353348 = -4691798.713560 nChanged 51 SP:Iteration 43Q (57651.500000 sec): 3 clusters Score: Raw -4696890.814836 + Penalty 5070.353348 = -4691820.461488 nChanged 48 SP:Iteration 44Q (57651.580000 sec): 3 clusters Score: Raw -4696912.604019 + Penalty 5070.353348 = -4691842.250671 nChanged 56 SP:Iteration 45Q (57651.660000 sec): 3 clusters Score: Raw -4696938.558283 + Penalty 5070.353348 = -4691868.204934 nChanged 57 SP:Iteration 46Q (57651.750000 sec): 3 clusters Score: Raw -4696965.882934 + Penalty 5070.353348 = -4691895.529586 nChanged 52 SP:Iteration 47Q (57651.830000 sec): 3 clusters Score: Raw -4696992.232881 + Penalty 5070.353348 = -4691921.879533 nChanged 57 SP:Iteration 48Q (57651.910000 sec): 3 clusters Score: Raw -4697021.676876 + Penalty 5070.353348 = -4691951.323528 nChanged 63 SP:Iteration 49Q (57651.990000 sec): 3 clusters Score: Raw -4697056.008795 + Penalty 5070.353348 = -4691985.655446 nChanged 64 SP:Iteration 50Q (57652.070000 sec): 3 clusters Score: Raw -4697087.552191 + Penalty 5070.353348 = -4692017.198842 nChanged 62 SP:Iteration 51Q (57652.140000 sec): 3 clusters Score: Raw -4697120.445629 + Penalty 5070.353348 = -4692050.092281 nChanged 71 SP:Iteration 52Q (57652.220000 sec): 3 clusters Score: Raw -4697160.601644 + Penalty 5070.353348 = -4692090.248296 nChanged 77 SP:Iteration 53Q (57652.300000 sec): 3 clusters Score: Raw -4697200.381302 + Penalty 5070.353348 = -4692130.027953 nChanged 75 SP:Iteration 54Q (57652.380000 sec): 3 clusters Score: Raw -4697231.096341 + Penalty 5070.353348 = -4692160.742992 nChanged 64 SP:Iteration 55Q (57652.460000 sec): 3 clusters Score: Raw -4697258.249801 + Penalty 5070.353348 = -4692187.896453 nChanged 48 SP:Iteration 56Q (57652.540000 sec): 3 clusters Score: Raw -4697274.458548 + Penalty 5070.353348 = -4692204.105199 nChanged 40 SP:Iteration 57Q (57652.620000 sec): 3 clusters Score: Raw -4697289.116242 + Penalty 5070.353348 = -4692218.762893 nChanged 34 SP:Iteration 58Q (57652.700000 sec): 3 clusters Score: Raw -4697300.373367 + Penalty 5070.353348 = -4692230.020018 nChanged 28 SP:Iteration 59Q (57652.780000 sec): 3 clusters Score: Raw -4697307.408254 + Penalty 5070.353348 = -4692237.054906 nChanged 18 SP:Iteration 60F (57652.890000 sec): 3 clusters Score: Raw -4697315.044283 + Penalty 5070.353348 = -4692244.690934 nChanged 16 SP:Iteration 61Q (57652.970000 sec): 3 clusters Score: Raw -4697319.422249 + Penalty 5070.353348 = -4692249.068901 nChanged 21 SP:Iteration 62Q (57653.050000 sec): 3 clusters Score: Raw -4697325.053274 + Penalty 5070.353348 = -4692254.699926 nChanged 19 SP:Iteration 63Q (57653.130000 sec): 3 clusters Score: Raw -4697331.407692 + Penalty 5070.353348 = -4692261.054343 nChanged 18 SP:Iteration 64Q (57653.210000 sec): 3 clusters Score: Raw -4697337.066451 + Penalty 5070.353348 = -4692266.713102 nChanged 17 SP:Iteration 65Q (57653.290000 sec): 3 clusters Score: Raw -4697341.373420 + Penalty 5070.353348 = -4692271.020072 nChanged 12 SP:Iteration 66Q (57653.370000 sec): 3 clusters Score: Raw -4697344.538675 + Penalty 5070.353348 = -4692274.185327 nChanged 13 SP:Iteration 67Q (57653.450000 sec): 3 clusters Score: Raw -4697347.044171 + Penalty 5070.353348 = -4692276.690823 nChanged 9 SP:Iteration 68Q (57653.530000 sec): 3 clusters Score: Raw -4697349.579974 + Penalty 5070.353348 = -4692279.226626 nChanged 10 SP:Iteration 69Q (57653.610000 sec): 3 clusters Score: Raw -4697351.887629 + Penalty 5070.353348 = -4692281.534281 nChanged 11 SP:Iteration 70Q (57653.690000 sec): 3 clusters Score: Raw -4697354.193857 + Penalty 5070.353348 = -4692283.840509 nChanged 7 SP:Iteration 71Q (57653.770000 sec): 3 clusters Score: Raw -4697355.411749 + Penalty 5070.353348 = -4692285.058400 nChanged 4 SP:Iteration 72Q (57653.850000 sec): 3 clusters Score: Raw -4697355.940122 + Penalty 5070.353348 = -4692285.586773 nChanged 2 SP:Iteration 73Q (57653.930000 sec): 3 clusters Score: Raw -4697356.296610 + Penalty 5070.353348 = -4692285.943262 nChanged 3 SP:Iteration 74Q (57654.010000 sec): 3 clusters Score: Raw -4697356.769091 + Penalty 5070.353348 = -4692286.415742 nChanged 1 SP:Iteration 75Q (57654.090000 sec): 3 clusters Score: Raw -4697356.929291 + Penalty 5070.353348 = -4692286.575943 nChanged 0 SP:Iteration 76F (57654.200000 sec): 3 clusters Score: Raw -4697356.929291 + Penalty 5070.353348 = -4692286.575943 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57654.210000 sec): 2 clusters Score: Raw -54351.099213 + Penalty 1452.767422 = -52898.331791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57654.210000 sec): 3 clusters Score: Raw -54492.275862 + Penalty 2905.534845 = -51586.741017 nChanged 54 SP:Iteration 1F (57654.220000 sec): 3 clusters Score: Raw -54651.429823 + Penalty 2905.534845 = -51745.894978 nChanged 23 SP:Iteration 2F (57654.220000 sec): 3 clusters Score: Raw -54729.072788 + Penalty 2905.534845 = -51823.537943 nChanged 10 SP:Iteration 3Q (57654.220000 sec): 3 clusters Score: Raw -54763.883456 + Penalty 2905.534845 = -51858.348612 nChanged 8 SP:Iteration 4Q (57654.220000 sec): 3 clusters Score: Raw -54786.374239 + Penalty 2905.534845 = -51880.839394 nChanged 3 SP:Iteration 5Q (57654.220000 sec): 3 clusters Score: Raw -54792.965220 + Penalty 2905.534845 = -51887.430375 nChanged 5 SP:Iteration 6Q (57654.220000 sec): 3 clusters Score: Raw -54801.837789 + Penalty 2905.534845 = -51896.302944 nChanged 1 SP:Iteration 7Q (57654.220000 sec): 3 clusters Score: Raw -54802.670795 + Penalty 2905.534845 = -51897.135950 nChanged 0 SP:Iteration 8F (57654.220000 sec): 3 clusters Score: Raw -54802.670795 + Penalty 2905.534845 = -51897.135950 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57654.240000 sec): 2 clusters Score: Raw -394864.446146 + Penalty 1909.336178 = -392955.109968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57654.250000 sec): 3 clusters Score: Raw -394000.112988 + Penalty 3818.672355 = -390181.440633 nChanged 707 SP:Iteration 1F (57654.260000 sec): 3 clusters Score: Raw -394511.344107 + Penalty 3818.672355 = -390692.671751 nChanged 177 SP:Iteration 2F (57654.260000 sec): 3 clusters Score: Raw -394641.337897 + Penalty 3818.672355 = -390822.665542 nChanged 91 SP:Iteration 3Q (57654.270000 sec): 3 clusters Score: Raw -394709.438269 + Penalty 3818.672355 = -390890.765914 nChanged 57 SP:Iteration 4Q (57654.280000 sec): 3 clusters Score: Raw -394750.188350 + Penalty 3818.672355 = -390931.515995 nChanged 43 SP:Iteration 5Q (57654.290000 sec): 3 clusters Score: Raw -394777.227176 + Penalty 3818.672355 = -390958.554821 nChanged 29 SP:Iteration 6Q (57654.300000 sec): 3 clusters Score: Raw -394795.549648 + Penalty 3818.672355 = -390976.877293 nChanged 26 SP:Iteration 7Q (57654.310000 sec): 3 clusters Score: Raw -394814.218506 + Penalty 3818.672355 = -390995.546151 nChanged 25 SP:Iteration 8Q (57654.320000 sec): 3 clusters Score: Raw -394833.587990 + Penalty 3818.672355 = -391014.915634 nChanged 26 SP:Iteration 9Q (57654.320000 sec): 3 clusters Score: Raw -394857.667527 + Penalty 3818.672355 = -391038.995172 nChanged 40 SP:Iteration 10Q (57654.330000 sec): 3 clusters Score: Raw -394896.709413 + Penalty 3818.672355 = -391078.037058 nChanged 39 SP:Iteration 11Q (57654.340000 sec): 3 clusters Score: Raw -394949.158077 + Penalty 3818.672355 = -391130.485722 nChanged 56 SP:Iteration 12Q (57654.350000 sec): 3 clusters Score: Raw -395020.480031 + Penalty 3818.672355 = -391201.807676 nChanged 56 SP:Iteration 13Q (57654.360000 sec): 3 clusters Score: Raw -395105.184137 + Penalty 3818.672355 = -391286.511782 nChanged 72 SP:Iteration 14Q (57654.360000 sec): 3 clusters Score: Raw -395216.572871 + Penalty 3818.672355 = -391397.900516 nChanged 88 SP:Iteration 15Q (57654.370000 sec): 3 clusters Score: Raw -395359.421851 + Penalty 3818.672355 = -391540.749496 nChanged 102 SP:Iteration 16Q (57654.380000 sec): 3 clusters Score: Raw -395547.126573 + Penalty 3818.672355 = -391728.454218 nChanged 112 SP:Iteration 17F (57654.390000 sec): 3 clusters Score: Raw -395752.603380 + Penalty 3818.672355 = -391933.931025 nChanged 102 SP:Iteration 18Q (57654.400000 sec): 3 clusters Score: Raw -395924.826287 + Penalty 3818.672355 = -392106.153932 nChanged 89 SP:Iteration 19Q (57654.410000 sec): 3 clusters Score: Raw -396072.724866 + Penalty 3818.672355 = -392254.052511 nChanged 75 SP:Iteration 20F (57654.420000 sec): 3 clusters Score: Raw -396158.118464 + Penalty 3818.672355 = -392339.446109 nChanged 38 SP:Iteration 21Q (57654.420000 sec): 3 clusters Score: Raw -396197.180102 + Penalty 3818.672355 = -392378.507747 nChanged 23 SP:Iteration 22Q (57654.430000 sec): 3 clusters Score: Raw -396217.256213 + Penalty 3818.672355 = -392398.583858 nChanged 18 SP:Iteration 23Q (57654.440000 sec): 3 clusters Score: Raw -396231.541301 + Penalty 3818.672355 = -392412.868945 nChanged 6 SP:Iteration 24Q (57654.440000 sec): 3 clusters Score: Raw -396235.898801 + Penalty 3818.672355 = -392417.226446 nChanged 5 SP:Iteration 25Q (57654.450000 sec): 3 clusters Score: Raw -396240.121211 + Penalty 3818.672355 = -392421.448855 nChanged 3 SP:Iteration 26Q (57654.460000 sec): 3 clusters Score: Raw -396242.509887 + Penalty 3818.672355 = -392423.837532 nChanged 4 SP:Iteration 27Q (57654.470000 sec): 3 clusters Score: Raw -396244.072424 + Penalty 3818.672355 = -392425.400069 nChanged 1 SP:Iteration 28Q (57654.480000 sec): 3 clusters Score: Raw -396244.693931 + Penalty 3818.672355 = -392426.021575 nChanged 0 SP:Iteration 29F (57654.480000 sec): 3 clusters Score: Raw -396244.693931 + Penalty 3818.672355 = -392426.021575 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57654.500000 sec): 2 clusters Score: Raw -326335.350321 + Penalty 1880.266471 = -324455.083850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57654.500000 sec): 3 clusters Score: Raw -325667.627896 + Penalty 3760.532942 = -321907.094955 nChanged 617 SP:Iteration 1F (57654.510000 sec): 3 clusters Score: Raw -326245.648956 + Penalty 3760.532942 = -322485.116014 nChanged 190 SP:Iteration 2F (57654.520000 sec): 3 clusters Score: Raw -326503.773661 + Penalty 3760.532942 = -322743.240719 nChanged 132 SP:Iteration 3F (57654.530000 sec): 3 clusters Score: Raw -326657.867319 + Penalty 3760.532942 = -322897.334377 nChanged 86 SP:Iteration 4Q (57654.540000 sec): 3 clusters Score: Raw -326761.763728 + Penalty 3760.532942 = -323001.230787 nChanged 70 SP:Iteration 5Q (57654.550000 sec): 3 clusters Score: Raw -326858.494585 + Penalty 3760.532942 = -323097.961643 nChanged 62 SP:Iteration 6Q (57654.560000 sec): 3 clusters Score: Raw -326946.081029 + Penalty 3760.532942 = -323185.548087 nChanged 59 SP:Iteration 7Q (57654.560000 sec): 3 clusters Score: Raw -327041.333807 + Penalty 3760.532942 = -323280.800866 nChanged 68 SP:Iteration 8Q (57654.570000 sec): 3 clusters Score: Raw -327150.471213 + Penalty 3760.532942 = -323389.938272 nChanged 62 SP:Iteration 9Q (57654.580000 sec): 3 clusters Score: Raw -327261.928816 + Penalty 3760.532942 = -323501.395875 nChanged 52 SP:Iteration 10Q (57654.590000 sec): 3 clusters Score: Raw -327338.613473 + Penalty 3760.532942 = -323578.080532 nChanged 52 SP:Iteration 11Q (57654.590000 sec): 3 clusters Score: Raw -327407.599617 + Penalty 3760.532942 = -323647.066676 nChanged 47 SP:Iteration 12Q (57654.600000 sec): 3 clusters Score: Raw -327474.540910 + Penalty 3760.532942 = -323714.007969 nChanged 49 SP:Iteration 13Q (57654.610000 sec): 3 clusters Score: Raw -327538.020663 + Penalty 3760.532942 = -323777.487721 nChanged 48 SP:Iteration 14Q (57654.610000 sec): 3 clusters Score: Raw -327589.202928 + Penalty 3760.532942 = -323828.669987 nChanged 33 SP:Iteration 15Q (57654.620000 sec): 3 clusters Score: Raw -327617.320452 + Penalty 3760.532942 = -323856.787510 nChanged 24 SP:Iteration 16Q (57654.630000 sec): 3 clusters Score: Raw -327637.583696 + Penalty 3760.532942 = -323877.050755 nChanged 17 SP:Iteration 17Q (57654.630000 sec): 3 clusters Score: Raw -327650.768641 + Penalty 3760.532942 = -323890.235699 nChanged 16 SP:Iteration 18Q (57654.640000 sec): 3 clusters Score: Raw -327666.624820 + Penalty 3760.532942 = -323906.091879 nChanged 10 SP:Iteration 19Q (57654.650000 sec): 3 clusters Score: Raw -327675.572854 + Penalty 3760.532942 = -323915.039913 nChanged 14 SP:Iteration 20F (57654.660000 sec): 3 clusters Score: Raw -327682.660561 + Penalty 3760.532942 = -323922.127619 nChanged 15 SP:Iteration 21Q (57654.670000 sec): 3 clusters Score: Raw -327691.831709 + Penalty 3760.532942 = -323931.298767 nChanged 11 SP:Iteration 22Q (57654.670000 sec): 3 clusters Score: Raw -327697.292991 + Penalty 3760.532942 = -323936.760049 nChanged 8 SP:Iteration 23Q (57654.680000 sec): 3 clusters Score: Raw -327702.928890 + Penalty 3760.532942 = -323942.395948 nChanged 10 SP:Iteration 24Q (57654.690000 sec): 3 clusters Score: Raw -327711.258828 + Penalty 3760.532942 = -323950.725886 nChanged 7 SP:Iteration 25Q (57654.690000 sec): 3 clusters Score: Raw -327714.960675 + Penalty 3760.532942 = -323954.427734 nChanged 4 SP:Iteration 26Q (57654.700000 sec): 3 clusters Score: Raw -327718.119317 + Penalty 3760.532942 = -323957.586375 nChanged 5 SP:Iteration 27Q (57654.710000 sec): 3 clusters Score: Raw -327721.692594 + Penalty 3760.532942 = -323961.159652 nChanged 5 SP:Iteration 28Q (57654.710000 sec): 3 clusters Score: Raw -327725.959424 + Penalty 3760.532942 = -323965.426483 nChanged 4 SP:Iteration 29Q (57654.720000 sec): 3 clusters Score: Raw -327729.206069 + Penalty 3760.532942 = -323968.673128 nChanged 6 SP:Iteration 30Q (57654.730000 sec): 3 clusters Score: Raw -327735.302681 + Penalty 3760.532942 = -323974.769740 nChanged 8 SP:Iteration 31Q (57654.730000 sec): 3 clusters Score: Raw -327742.013485 + Penalty 3760.532942 = -323981.480543 nChanged 3 SP:Iteration 32Q (57654.740000 sec): 3 clusters Score: Raw -327744.654211 + Penalty 3760.532942 = -323984.121269 nChanged 5 SP:Iteration 33Q (57654.750000 sec): 3 clusters Score: Raw -327749.758597 + Penalty 3760.532942 = -323989.225656 nChanged 5 SP:Iteration 34Q (57654.750000 sec): 3 clusters Score: Raw -327753.504172 + Penalty 3760.532942 = -323992.971230 nChanged 6 SP:Iteration 35Q (57654.760000 sec): 3 clusters Score: Raw -327757.746515 + Penalty 3760.532942 = -323997.213574 nChanged 2 SP:Iteration 36Q (57654.770000 sec): 3 clusters Score: Raw -327758.465050 + Penalty 3760.532942 = -323997.932109 nChanged 1 SP:Iteration 37Q (57654.770000 sec): 3 clusters Score: Raw -327759.957613 + Penalty 3760.532942 = -323999.424671 nChanged 2 SP:Iteration 38Q (57654.780000 sec): 3 clusters Score: Raw -327760.956462 + Penalty 3760.532942 = -324000.423521 nChanged 1 SP:Iteration 39Q (57654.790000 sec): 3 clusters Score: Raw -327761.321832 + Penalty 3760.532942 = -324000.788890 nChanged 3 SP:Iteration 40F (57654.800000 sec): 3 clusters Score: Raw -327762.908704 + Penalty 3760.532942 = -324002.375762 nChanged 3 SP:Iteration 41Q (57654.800000 sec): 3 clusters Score: Raw -327764.300292 + Penalty 3760.532942 = -324003.767350 nChanged 1 SP:Iteration 42Q (57654.810000 sec): 3 clusters Score: Raw -327764.647635 + Penalty 3760.532942 = -324004.114694 nChanged 0 SP:Iteration 43F (57654.820000 sec): 3 clusters Score: Raw -327764.647635 + Penalty 3760.532942 = -324004.114694 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57659.340000 sec): 2 clusters Score: Raw -231604072.496901 + Penalty 3495.844798 = -231600576.652103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57664.820000 sec): 3 clusters Score: Raw -230706280.185871 + Penalty 6991.689595 = -230699288.496275 nChanged 652786 SP:Iteration 1F (57670.230000 sec): 3 clusters Score: Raw -231103172.222398 + Penalty 6991.689595 = -231096180.532803 nChanged 25971 SP:Iteration 2Q (57675.770000 sec): 3 clusters Score: Raw -231107258.269467 + Penalty 6991.689595 = -231100266.579871 nChanged 30447 SP:Iteration 3Q (57681.280000 sec): 3 clusters Score: Raw -231113316.160503 + Penalty 6991.689595 = -231106324.470907 nChanged 37529 SP:Iteration 4Q (57686.810000 sec): 3 clusters Score: Raw -231122985.042551 + Penalty 6991.689595 = -231115993.352955 nChanged 47311 SP:Iteration 5Q (57692.320000 sec): 3 clusters Score: Raw -231139207.822856 + Penalty 6991.689595 = -231132216.133260 nChanged 60351 SP:Iteration 6Q (57697.820000 sec): 3 clusters Score: Raw -231166542.606110 + Penalty 6991.689595 = -231159550.916514 nChanged 74688 SP:Iteration 7F (57703.220000 sec): 3 clusters Score: Raw -231209752.507946 + Penalty 6991.689595 = -231202760.818350 nChanged 85134 SP:Iteration 8F (57708.620000 sec): 3 clusters Score: Raw -231269645.991062 + Penalty 6991.689595 = -231262654.301467 nChanged 87033 SP:Iteration 9F (57714.030000 sec): 3 clusters Score: Raw -231338471.827630 + Penalty 6991.689595 = -231331480.138035 nChanged 78118 SP:Iteration 10F (57719.450000 sec): 3 clusters Score: Raw -231400097.812471 + Penalty 6991.689595 = -231393106.122876 nChanged 61469 SP:Iteration 11Q (57724.750000 sec): 3 clusters Score: Raw -231442085.466146 + Penalty 6991.689595 = -231435093.776551 nChanged 45028 SP:Iteration 12Q (57729.790000 sec): 3 clusters Score: Raw -231468259.990674 + Penalty 6991.689595 = -231461268.301078 nChanged 35277 SP:Iteration 13Q (57734.720000 sec): 3 clusters Score: Raw -231487038.170162 + Penalty 6991.689595 = -231480046.480567 nChanged 31340 SP:Iteration 14Q (57739.510000 sec): 3 clusters Score: Raw -231503197.771990 + Penalty 6991.689595 = -231496206.082394 nChanged 29887 SP:Iteration 15Q (57744.180000 sec): 3 clusters Score: Raw -231518639.854108 + Penalty 6991.689595 = -231511648.164512 nChanged 28257 SP:Iteration 16Q (57748.720000 sec): 3 clusters Score: Raw -231533614.890983 + Penalty 6991.689595 = -231526623.201388 nChanged 26538 SP:Iteration 17Q (57753.140000 sec): 3 clusters Score: Raw -231548018.526033 + Penalty 6991.689595 = -231541026.836438 nChanged 23614 SP:Iteration 18Q (57757.520000 sec): 3 clusters Score: Raw -231560998.308552 + Penalty 6991.689595 = -231554006.618956 nChanged 20348 SP:Iteration 19Q (57761.810000 sec): 3 clusters Score: Raw -231572296.671992 + Penalty 6991.689595 = -231565304.982396 nChanged 16897 SP:Iteration 20F (57767.210000 sec): 3 clusters Score: Raw -231581524.475241 + Penalty 6991.689595 = -231574532.785645 nChanged 13349 SP:Iteration 21Q (57771.300000 sec): 3 clusters Score: Raw -231588615.876027 + Penalty 6991.689595 = -231581624.186432 nChanged 10246 SP:Iteration 22Q (57775.290000 sec): 3 clusters Score: Raw -231593791.254707 + Penalty 6991.689595 = -231586799.565111 nChanged 7582 SP:Iteration 23Q (57779.210000 sec): 3 clusters Score: Raw -231597415.974420 + Penalty 6991.689595 = -231590424.284824 nChanged 5490 SP:Iteration 24Q (57783.090000 sec): 3 clusters Score: Raw -231599865.614820 + Penalty 6991.689595 = -231592873.925224 nChanged 3881 SP:Iteration 25Q (57786.950000 sec): 3 clusters Score: Raw -231601445.984352 + Penalty 6991.689595 = -231594454.294757 nChanged 2722 SP:Iteration 26Q (57790.770000 sec): 3 clusters Score: Raw -231602480.994607 + Penalty 6991.689595 = -231595489.305012 nChanged 1949 SP:Iteration 27Q (57794.580000 sec): 3 clusters Score: Raw -231603180.737085 + Penalty 6991.689595 = -231596189.047490 nChanged 1535 SP:Iteration 28Q (57798.370000 sec): 3 clusters Score: Raw -231603705.053783 + Penalty 6991.689595 = -231596713.364188 nChanged 1175 SP:Iteration 29Q (57802.160000 sec): 3 clusters Score: Raw -231604089.029673 + Penalty 6991.689595 = -231597097.340077 nChanged 899 SP:Iteration 30Q (57805.930000 sec): 3 clusters Score: Raw -231604363.641071 + Penalty 6991.689595 = -231597371.951476 nChanged 723 SP:Iteration 31Q (57809.690000 sec): 3 clusters Score: Raw -231604573.689604 + Penalty 6991.689595 = -231597582.000009 nChanged 552 SP:Iteration 32Q (57813.440000 sec): 3 clusters Score: Raw -231604717.980585 + Penalty 6991.689595 = -231597726.290989 nChanged 447 SP:Iteration 33Q (57817.200000 sec): 3 clusters Score: Raw -231604824.176607 + Penalty 6991.689595 = -231597832.487011 nChanged 347 SP:Iteration 34Q (57820.940000 sec): 3 clusters Score: Raw -231604912.643219 + Penalty 6991.689595 = -231597920.953623 nChanged 301 SP:Iteration 35Q (57824.690000 sec): 3 clusters Score: Raw -231604984.411980 + Penalty 6991.689595 = -231597992.722385 nChanged 271 SP:Iteration 36Q (57828.420000 sec): 3 clusters Score: Raw -231605046.712781 + Penalty 6991.689595 = -231598055.023186 nChanged 229 SP:Iteration 37Q (57832.160000 sec): 3 clusters Score: Raw -231605101.472845 + Penalty 6991.689595 = -231598109.783249 nChanged 175 SP:Iteration 38Q (57835.880000 sec): 3 clusters Score: Raw -231605148.044768 + Penalty 6991.689595 = -231598156.355173 nChanged 181 SP:Iteration 39Q (57839.610000 sec): 3 clusters Score: Raw -231605196.679941 + Penalty 6991.689595 = -231598204.990346 nChanged 184 SP:Iteration 40F (57844.930000 sec): 3 clusters Score: Raw -231605246.446718 + Penalty 6991.689595 = -231598254.757122 nChanged 178 SP:Iteration 41Q (57848.670000 sec): 3 clusters Score: Raw -231605294.366305 + Penalty 6991.689595 = -231598302.676709 nChanged 170 SP:Iteration 42Q (57852.390000 sec): 3 clusters Score: Raw -231605337.761695 + Penalty 6991.689595 = -231598346.072100 nChanged 172 SP:Iteration 43Q (57856.110000 sec): 3 clusters Score: Raw -231605381.163306 + Penalty 6991.689595 = -231598389.473711 nChanged 157 SP:Iteration 44Q (57859.830000 sec): 3 clusters Score: Raw -231605421.421837 + Penalty 6991.689595 = -231598429.732242 nChanged 160 SP:Iteration 45Q (57863.560000 sec): 3 clusters Score: Raw -231605459.356736 + Penalty 6991.689595 = -231598467.667140 nChanged 130 SP:Iteration 46Q (57867.290000 sec): 3 clusters Score: Raw -231605489.375781 + Penalty 6991.689595 = -231598497.686185 nChanged 110 SP:Iteration 47Q (57871.020000 sec): 3 clusters Score: Raw -231605509.836072 + Penalty 6991.689595 = -231598518.146477 nChanged 87 SP:Iteration 48Q (57874.750000 sec): 3 clusters Score: Raw -231605524.143296 + Penalty 6991.689595 = -231598532.453701 nChanged 75 SP:Iteration 49Q (57878.480000 sec): 3 clusters Score: Raw -231605535.463386 + Penalty 6991.689595 = -231598543.773790 nChanged 66 SP:Iteration 50Q (57882.210000 sec): 3 clusters Score: Raw -231605547.267879 + Penalty 6991.689595 = -231598555.578283 nChanged 66 SP:Iteration 51Q (57885.940000 sec): 3 clusters Score: Raw -231605558.948511 + Penalty 6991.689595 = -231598567.258915 nChanged 61 SP:Iteration 52Q (57889.660000 sec): 3 clusters Score: Raw -231605569.025765 + Penalty 6991.689595 = -231598577.336170 nChanged 63 SP:Iteration 53Q (57893.390000 sec): 3 clusters Score: Raw -231605578.688131 + Penalty 6991.689595 = -231598586.998536 nChanged 46 SP:Iteration 54Q (57897.120000 sec): 3 clusters Score: Raw -231605585.669013 + Penalty 6991.689595 = -231598593.979417 nChanged 52 SP:Iteration 55Q (57900.850000 sec): 3 clusters Score: Raw -231605593.421984 + Penalty 6991.689595 = -231598601.732389 nChanged 49 SP:Iteration 56Q (57904.560000 sec): 3 clusters Score: Raw -231605601.257853 + Penalty 6991.689595 = -231598609.568258 nChanged 41 SP:Iteration 57Q (57908.270000 sec): 3 clusters Score: Raw -231605608.198210 + Penalty 6991.689595 = -231598616.508615 nChanged 46 SP:Iteration 58Q (57911.980000 sec): 3 clusters Score: Raw -231605614.326790 + Penalty 6991.689595 = -231598622.637194 nChanged 43 SP:Iteration 59Q (57915.700000 sec): 3 clusters Score: Raw -231605620.389735 + Penalty 6991.689595 = -231598628.700140 nChanged 43 SP:Iteration 60F (57921.010000 sec): 3 clusters Score: Raw -231605626.839527 + Penalty 6991.689595 = -231598635.149931 nChanged 38 SP:Iteration 61Q (57924.730000 sec): 3 clusters Score: Raw -231605633.085349 + Penalty 6991.689595 = -231598641.395753 nChanged 40 SP:Iteration 62Q (57928.440000 sec): 3 clusters Score: Raw -231605638.375345 + Penalty 6991.689595 = -231598646.685750 nChanged 36 SP:Iteration 63Q (57932.160000 sec): 3 clusters Score: Raw -231605644.478670 + Penalty 6991.689595 = -231598652.789074 nChanged 41 SP:Iteration 64Q (57935.870000 sec): 3 clusters Score: Raw -231605650.146964 + Penalty 6991.689595 = -231598658.457369 nChanged 42 SP:Iteration 65Q (57939.580000 sec): 3 clusters Score: Raw -231605655.658208 + Penalty 6991.689595 = -231598663.968613 nChanged 32 SP:Iteration 66Q (57943.280000 sec): 3 clusters Score: Raw -231605660.300913 + Penalty 6991.689595 = -231598668.611318 nChanged 25 SP:Iteration 67Q (57947.000000 sec): 3 clusters Score: Raw -231605663.727568 + Penalty 6991.689595 = -231598672.037972 nChanged 30 SP:Iteration 68Q (57950.700000 sec): 3 clusters Score: Raw -231605667.436373 + Penalty 6991.689595 = -231598675.746777 nChanged 18 SP:Iteration 69Q (57954.410000 sec): 3 clusters Score: Raw -231605669.623453 + Penalty 6991.689595 = -231598677.933857 nChanged 21 SP:Iteration 70Q (57958.130000 sec): 3 clusters Score: Raw -231605672.012930 + Penalty 6991.689595 = -231598680.323334 nChanged 17 SP:Iteration 71Q (57961.850000 sec): 3 clusters Score: Raw -231605674.262763 + Penalty 6991.689595 = -231598682.573167 nChanged 20 SP:Iteration 72Q (57965.550000 sec): 3 clusters Score: Raw -231605677.357684 + Penalty 6991.689595 = -231598685.668089 nChanged 25 SP:Iteration 73Q (57969.260000 sec): 3 clusters Score: Raw -231605680.500635 + Penalty 6991.689595 = -231598688.811039 nChanged 20 SP:Iteration 74Q (57972.970000 sec): 3 clusters Score: Raw -231605683.238801 + Penalty 6991.689595 = -231598691.549206 nChanged 22 SP:Iteration 75Q (57976.670000 sec): 3 clusters Score: Raw -231605686.016491 + Penalty 6991.689595 = -231598694.326896 nChanged 19 SP:Iteration 76Q (57980.380000 sec): 3 clusters Score: Raw -231605688.443493 + Penalty 6991.689595 = -231598696.753897 nChanged 23 SP:Iteration 77Q (57984.080000 sec): 3 clusters Score: Raw -231605691.187304 + Penalty 6991.689595 = -231598699.497708 nChanged 16 SP:Iteration 78Q (57987.790000 sec): 3 clusters Score: Raw -231605693.365796 + Penalty 6991.689595 = -231598701.676201 nChanged 25 SP:Iteration 79Q (57991.500000 sec): 3 clusters Score: Raw -231605695.905921 + Penalty 6991.689595 = -231598704.216325 nChanged 15 SP:Iteration 80F (57996.800000 sec): 3 clusters Score: Raw -231605698.180251 + Penalty 6991.689595 = -231598706.490656 nChanged 16 SP:Iteration 81Q (58000.510000 sec): 3 clusters Score: Raw -231605699.470959 + Penalty 6991.689595 = -231598707.781363 nChanged 7 SP:Iteration 82Q (58004.220000 sec): 3 clusters Score: Raw -231605700.137234 + Penalty 6991.689595 = -231598708.447639 nChanged 8 SP:Iteration 83Q (58007.920000 sec): 3 clusters Score: Raw -231605701.025369 + Penalty 6991.689595 = -231598709.335774 nChanged 10 SP:Iteration 84Q (58011.630000 sec): 3 clusters Score: Raw -231605702.351387 + Penalty 6991.689595 = -231598710.661792 nChanged 12 SP:Iteration 85Q (58015.350000 sec): 3 clusters Score: Raw -231605703.837646 + Penalty 6991.689595 = -231598712.148050 nChanged 9 SP:Iteration 86Q (58019.080000 sec): 3 clusters Score: Raw -231605704.810359 + Penalty 6991.689595 = -231598713.120764 nChanged 6 SP:Iteration 87Q (58022.800000 sec): 3 clusters Score: Raw -231605705.557070 + Penalty 6991.689595 = -231598713.867475 nChanged 8 SP:Iteration 88Q (58026.510000 sec): 3 clusters Score: Raw -231605706.386366 + Penalty 6991.689595 = -231598714.696770 nChanged 9 SP:Iteration 89Q (58030.230000 sec): 3 clusters Score: Raw -231605707.400695 + Penalty 6991.689595 = -231598715.711099 nChanged 10 SP:Iteration 90Q (58033.950000 sec): 3 clusters Score: Raw -231605708.466733 + Penalty 6991.689595 = -231598716.777138 nChanged 14 SP:Iteration 91Q (58037.670000 sec): 3 clusters Score: Raw -231605710.041316 + Penalty 6991.689595 = -231598718.351721 nChanged 9 SP:Iteration 92Q (58041.390000 sec): 3 clusters Score: Raw -231605710.824711 + Penalty 6991.689595 = -231598719.135116 nChanged 5 SP:Iteration 93Q (58045.120000 sec): 3 clusters Score: Raw -231605711.294951 + Penalty 6991.689595 = -231598719.605355 nChanged 3 SP:Iteration 94Q (58048.830000 sec): 3 clusters Score: Raw -231605711.577805 + Penalty 6991.689595 = -231598719.888210 nChanged 4 SP:Iteration 95Q (58052.550000 sec): 3 clusters Score: Raw -231605712.111111 + Penalty 6991.689595 = -231598720.421516 nChanged 5 SP:Iteration 96Q (58056.280000 sec): 3 clusters Score: Raw -231605712.713729 + Penalty 6991.689595 = -231598721.024133 nChanged 1 SP:Iteration 97Q (58060.000000 sec): 3 clusters Score: Raw -231605712.765269 + Penalty 6991.689595 = -231598721.075674 nChanged 1 SP:Iteration 98Q (58063.710000 sec): 3 clusters Score: Raw -231605712.842182 + Penalty 6991.689595 = -231598721.152587 nChanged 1 SP:Iteration 99Q (58067.440000 sec): 3 clusters Score: Raw -231605712.893608 + Penalty 6991.689595 = -231598721.204012 nChanged 0 SP:Iteration 100F (58072.750000 sec): 3 clusters Score: Raw -231605712.893608 + Penalty 6991.689595 = -231598721.204012 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58073.180000 sec): 2 clusters Score: Raw -64794.897981 + Penalty 1502.082435 = -63292.815546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58073.180000 sec): 3 clusters Score: Raw -64925.303689 + Penalty 3004.164871 = -61921.138818 nChanged 77 SP:Iteration 1F (58073.180000 sec): 3 clusters Score: Raw -65119.863324 + Penalty 3004.164871 = -62115.698454 nChanged 35 SP:Iteration 2F (58073.190000 sec): 3 clusters Score: Raw -65277.941131 + Penalty 3004.164871 = -62273.776261 nChanged 16 SP:Iteration 3Q (58073.190000 sec): 3 clusters Score: Raw -65355.617816 + Penalty 3004.164871 = -62351.452946 nChanged 18 SP:Iteration 4Q (58073.190000 sec): 3 clusters Score: Raw -65429.312186 + Penalty 3004.164871 = -62425.147315 nChanged 13 SP:Iteration 5Q (58073.190000 sec): 3 clusters Score: Raw -65488.104041 + Penalty 3004.164871 = -62483.939170 nChanged 10 SP:Iteration 6Q (58073.190000 sec): 3 clusters Score: Raw -65589.479992 + Penalty 3004.164871 = -62585.315122 nChanged 15 SP:Iteration 7Q (58073.190000 sec): 3 clusters Score: Raw -65685.545827 + Penalty 3004.164871 = -62681.380957 nChanged 13 SP:Iteration 8Q (58073.200000 sec): 3 clusters Score: Raw -65815.248009 + Penalty 3004.164871 = -62811.083139 nChanged 16 SP:Iteration 9Q (58073.200000 sec): 3 clusters Score: Raw -66020.103734 + Penalty 3004.164871 = -63015.938863 nChanged 15 SP:Iteration 10Q (58073.200000 sec): 3 clusters Score: Raw -66189.130896 + Penalty 3004.164871 = -63184.966026 nChanged 18 SP:Iteration 11Q (58073.200000 sec): 3 clusters Score: Raw -66361.140270 + Penalty 3004.164871 = -63356.975399 nChanged 6 SP:Iteration 12Q (58073.200000 sec): 3 clusters Score: Raw -66440.672798 + Penalty 3004.164871 = -63436.507928 nChanged 4 SP:Iteration 13Q (58073.200000 sec): 3 clusters Score: Raw -66488.824478 + Penalty 3004.164871 = -63484.659607 nChanged 1 SP:Iteration 14Q (58073.200000 sec): 3 clusters Score: Raw -66504.429529 + Penalty 3004.164871 = -63500.264659 nChanged 1 SP:Iteration 15Q (58073.200000 sec): 3 clusters Score: Raw -66510.152407 + Penalty 3004.164871 = -63505.987536 nChanged 1 SP:Iteration 16Q (58073.210000 sec): 3 clusters Score: Raw -66515.586788 + Penalty 3004.164871 = -63511.421917 nChanged 0 SP:Iteration 17F (58073.210000 sec): 3 clusters Score: Raw -66537.745572 + Penalty 3004.164871 = -63533.580701 nChanged 2 SP:Iteration 18Q (58073.210000 sec): 3 clusters Score: Raw -66559.343439 + Penalty 3004.164871 = -63555.178568 nChanged 1 SP:Iteration 19Q (58073.210000 sec): 3 clusters Score: Raw -66579.200018 + Penalty 3004.164871 = -63575.035148 nChanged 1 SP:Iteration 20F (58073.210000 sec): 3 clusters Score: Raw -66591.314415 + Penalty 3004.164871 = -63587.149545 nChanged 1 SP:Iteration 21Q (58073.210000 sec): 3 clusters Score: Raw -66601.527496 + Penalty 3004.164871 = -63597.362626 nChanged 0 SP:Iteration 22F (58073.220000 sec): 3 clusters Score: Raw -66601.527496 + Penalty 3004.164871 = -63597.362626 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 47. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58073.240000 sec): 2 clusters Score: Raw -607422.111322 + Penalty 2034.487279 = -605387.624043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58073.260000 sec): 3 clusters Score: Raw -605804.994171 + Penalty 4068.974558 = -601736.019613 nChanged 1305 SP:Iteration 1F (58073.270000 sec): 3 clusters Score: Raw -606708.817407 + Penalty 4068.974558 = -602639.842849 nChanged 289 SP:Iteration 2F (58073.280000 sec): 3 clusters Score: Raw -606951.727083 + Penalty 4068.974558 = -602882.752525 nChanged 199 SP:Iteration 3F (58073.300000 sec): 3 clusters Score: Raw -607139.282044 + Penalty 4068.974558 = -603070.307486 nChanged 183 SP:Iteration 4F (58073.310000 sec): 3 clusters Score: Raw -607294.541142 + Penalty 4068.974558 = -603225.566584 nChanged 155 SP:Iteration 5Q (58073.330000 sec): 3 clusters Score: Raw -607463.094010 + Penalty 4068.974558 = -603394.119453 nChanged 169 SP:Iteration 6Q (58073.340000 sec): 3 clusters Score: Raw -607622.601799 + Penalty 4068.974558 = -603553.627242 nChanged 155 SP:Iteration 7Q (58073.360000 sec): 3 clusters Score: Raw -607759.760224 + Penalty 4068.974558 = -603690.785667 nChanged 150 SP:Iteration 8Q (58073.370000 sec): 3 clusters Score: Raw -607896.863116 + Penalty 4068.974558 = -603827.888559 nChanged 139 SP:Iteration 9Q (58073.380000 sec): 3 clusters Score: Raw -608012.018211 + Penalty 4068.974558 = -603943.043653 nChanged 116 SP:Iteration 10Q (58073.400000 sec): 3 clusters Score: Raw -608108.550421 + Penalty 4068.974558 = -604039.575864 nChanged 86 SP:Iteration 11Q (58073.410000 sec): 3 clusters Score: Raw -608181.612132 + Penalty 4068.974558 = -604112.637575 nChanged 93 SP:Iteration 12Q (58073.420000 sec): 3 clusters Score: Raw -608242.783204 + Penalty 4068.974558 = -604173.808646 nChanged 65 SP:Iteration 13Q (58073.440000 sec): 3 clusters Score: Raw -608282.604136 + Penalty 4068.974558 = -604213.629579 nChanged 56 SP:Iteration 14Q (58073.450000 sec): 3 clusters Score: Raw -608322.945379 + Penalty 4068.974558 = -604253.970821 nChanged 55 SP:Iteration 15Q (58073.470000 sec): 3 clusters Score: Raw -608355.962724 + Penalty 4068.974558 = -604286.988166 nChanged 53 SP:Iteration 16Q (58073.480000 sec): 3 clusters Score: Raw -608384.198779 + Penalty 4068.974558 = -604315.224221 nChanged 40 SP:Iteration 17Q (58073.490000 sec): 3 clusters Score: Raw -608408.440958 + Penalty 4068.974558 = -604339.466400 nChanged 37 SP:Iteration 18Q (58073.510000 sec): 3 clusters Score: Raw -608424.158398 + Penalty 4068.974558 = -604355.183840 nChanged 22 SP:Iteration 19Q (58073.520000 sec): 3 clusters Score: Raw -608434.603185 + Penalty 4068.974558 = -604365.628628 nChanged 32 SP:Iteration 20F (58073.540000 sec): 3 clusters Score: Raw -608451.919940 + Penalty 4068.974558 = -604382.945382 nChanged 30 SP:Iteration 21Q (58073.550000 sec): 3 clusters Score: Raw -608465.299105 + Penalty 4068.974558 = -604396.324548 nChanged 31 SP:Iteration 22Q (58073.560000 sec): 3 clusters Score: Raw -608480.153915 + Penalty 4068.974558 = -604411.179358 nChanged 28 SP:Iteration 23Q (58073.580000 sec): 3 clusters Score: Raw -608495.004221 + Penalty 4068.974558 = -604426.029663 nChanged 26 SP:Iteration 24Q (58073.590000 sec): 3 clusters Score: Raw -608506.361692 + Penalty 4068.974558 = -604437.387135 nChanged 31 SP:Iteration 25Q (58073.600000 sec): 3 clusters Score: Raw -608522.548311 + Penalty 4068.974558 = -604453.573753 nChanged 28 SP:Iteration 26Q (58073.620000 sec): 3 clusters Score: Raw -608538.590752 + Penalty 4068.974558 = -604469.616195 nChanged 21 SP:Iteration 27Q (58073.630000 sec): 3 clusters Score: Raw -608550.603592 + Penalty 4068.974558 = -604481.629034 nChanged 18 SP:Iteration 28Q (58073.640000 sec): 3 clusters Score: Raw -608557.835823 + Penalty 4068.974558 = -604488.861266 nChanged 14 SP:Iteration 29Q (58073.660000 sec): 3 clusters Score: Raw -608565.128183 + Penalty 4068.974558 = -604496.153625 nChanged 12 SP:Iteration 30Q (58073.670000 sec): 3 clusters Score: Raw -608571.028764 + Penalty 4068.974558 = -604502.054207 nChanged 17 SP:Iteration 31Q (58073.680000 sec): 3 clusters Score: Raw -608579.063004 + Penalty 4068.974558 = -604510.088447 nChanged 15 SP:Iteration 32Q (58073.700000 sec): 3 clusters Score: Raw -608586.689986 + Penalty 4068.974558 = -604517.715429 nChanged 15 SP:Iteration 33Q (58073.710000 sec): 3 clusters Score: Raw -608597.582848 + Penalty 4068.974558 = -604528.608291 nChanged 13 SP:Iteration 34Q (58073.730000 sec): 3 clusters Score: Raw -608604.030813 + Penalty 4068.974558 = -604535.056256 nChanged 11 SP:Iteration 35Q (58073.740000 sec): 3 clusters Score: Raw -608608.503976 + Penalty 4068.974558 = -604539.529418 nChanged 18 SP:Iteration 36Q (58073.750000 sec): 3 clusters Score: Raw -608615.701281 + Penalty 4068.974558 = -604546.726724 nChanged 10 SP:Iteration 37Q (58073.770000 sec): 3 clusters Score: Raw -608619.206720 + Penalty 4068.974558 = -604550.232163 nChanged 6 SP:Iteration 38Q (58073.780000 sec): 3 clusters Score: Raw -608622.474425 + Penalty 4068.974558 = -604553.499868 nChanged 5 SP:Iteration 39Q (58073.800000 sec): 3 clusters Score: Raw -608624.577622 + Penalty 4068.974558 = -604555.603064 nChanged 1 SP:Iteration 40F (58073.810000 sec): 3 clusters Score: Raw -608625.115696 + Penalty 4068.974558 = -604556.141139 nChanged 1 SP:Iteration 41Q (58073.820000 sec): 3 clusters Score: Raw -608625.727582 + Penalty 4068.974558 = -604556.753025 nChanged 4 SP:Iteration 42Q (58073.840000 sec): 3 clusters Score: Raw -608627.546498 + Penalty 4068.974558 = -604558.571940 nChanged 3 SP:Iteration 43Q (58073.850000 sec): 3 clusters Score: Raw -608629.325151 + Penalty 4068.974558 = -604560.350594 nChanged 1 SP:Iteration 44Q (58073.860000 sec): 3 clusters Score: Raw -608629.522245 + Penalty 4068.974558 = -604560.547688 nChanged 0 SP:Iteration 45F (58073.880000 sec): 3 clusters Score: Raw -608629.522245 + Penalty 4068.974558 = -604560.547688 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58073.890000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58073.900000 sec): 3 clusters Score: Raw -292021.767077 + Penalty 3675.832130 = -288345.934947 nChanged 539 SP:Iteration 1F (58073.900000 sec): 3 clusters Score: Raw -292438.093444 + Penalty 3675.832130 = -288762.261313 nChanged 120 SP:Iteration 2F (58073.910000 sec): 3 clusters Score: Raw -292540.850838 + Penalty 3675.832130 = -288865.018708 nChanged 67 SP:Iteration 3Q (58073.920000 sec): 3 clusters Score: Raw -292603.369166 + Penalty 3675.832130 = -288927.537036 nChanged 59 SP:Iteration 4Q (58073.920000 sec): 3 clusters Score: Raw -292655.585993 + Penalty 3675.832130 = -288979.753862 nChanged 39 SP:Iteration 5Q (58073.930000 sec): 3 clusters Score: Raw -292685.863462 + Penalty 3675.832130 = -289010.031332 nChanged 20 SP:Iteration 6Q (58073.940000 sec): 3 clusters Score: Raw -292700.346289 + Penalty 3675.832130 = -289024.514159 nChanged 14 SP:Iteration 7Q (58073.940000 sec): 3 clusters Score: Raw -292711.795298 + Penalty 3675.832130 = -289035.963168 nChanged 11 SP:Iteration 8Q (58073.950000 sec): 3 clusters Score: Raw -292723.949672 + Penalty 3675.832130 = -289048.117542 nChanged 12 SP:Iteration 9Q (58073.960000 sec): 3 clusters Score: Raw -292730.811794 + Penalty 3675.832130 = -289054.979664 nChanged 6 SP:Iteration 10Q (58073.960000 sec): 3 clusters Score: Raw -292737.282930 + Penalty 3675.832130 = -289061.450799 nChanged 6 SP:Iteration 11Q (58073.970000 sec): 3 clusters Score: Raw -292741.112546 + Penalty 3675.832130 = -289065.280416 nChanged 3 SP:Iteration 12Q (58073.970000 sec): 3 clusters Score: Raw -292743.683803 + Penalty 3675.832130 = -289067.851673 nChanged 3 SP:Iteration 13Q (58073.980000 sec): 3 clusters Score: Raw -292744.865489 + Penalty 3675.832130 = -289069.033359 nChanged 3 SP:Iteration 14Q (58073.990000 sec): 3 clusters Score: Raw -292747.296805 + Penalty 3675.832130 = -289071.464675 nChanged 3 SP:Iteration 15Q (58073.990000 sec): 3 clusters Score: Raw -292748.656680 + Penalty 3675.832130 = -289072.824550 nChanged 2 SP:Iteration 16Q (58074.000000 sec): 3 clusters Score: Raw -292753.491635 + Penalty 3675.832130 = -289077.659504 nChanged 5 SP:Iteration 17Q (58074.010000 sec): 3 clusters Score: Raw -292757.540365 + Penalty 3675.832130 = -289081.708235 nChanged 1 SP:Iteration 18Q (58074.010000 sec): 3 clusters Score: Raw -292758.572397 + Penalty 3675.832130 = -289082.740267 nChanged 1 SP:Iteration 19Q (58074.020000 sec): 3 clusters Score: Raw -292759.533328 + Penalty 3675.832130 = -289083.701198 nChanged 0 SP:Iteration 20F (58074.020000 sec): 3 clusters Score: Raw -292759.533328 + Penalty 3675.832130 = -289083.701198 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.030000 sec): 2 clusters Score: Raw -46297.712481 + Penalty 1452.767422 = -44844.945059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.030000 sec): 3 clusters Score: Raw -46484.749623 + Penalty 2905.534845 = -43579.214779 nChanged 72 SP:Iteration 1F (58074.040000 sec): 3 clusters Score: Raw -46686.973114 + Penalty 2905.534845 = -43781.438270 nChanged 19 SP:Iteration 2F (58074.040000 sec): 3 clusters Score: Raw -46761.270756 + Penalty 2905.534845 = -43855.735911 nChanged 11 SP:Iteration 3Q (58074.040000 sec): 3 clusters Score: Raw -46793.446857 + Penalty 2905.534845 = -43887.912013 nChanged 5 SP:Iteration 4Q (58074.040000 sec): 3 clusters Score: Raw -46808.612806 + Penalty 2905.534845 = -43903.077961 nChanged 8 SP:Iteration 5Q (58074.040000 sec): 3 clusters Score: Raw -46877.453261 + Penalty 2905.534845 = -43971.918416 nChanged 8 SP:Iteration 6Q (58074.040000 sec): 3 clusters Score: Raw -46926.904117 + Penalty 2905.534845 = -44021.369272 nChanged 5 SP:Iteration 7Q (58074.040000 sec): 3 clusters Score: Raw -46942.709772 + Penalty 2905.534845 = -44037.174927 nChanged 2 SP:Iteration 8Q (58074.040000 sec): 3 clusters Score: Raw -46952.519729 + Penalty 2905.534845 = -44046.984884 nChanged 1 SP:Iteration 9Q (58074.040000 sec): 3 clusters Score: Raw -46955.082816 + Penalty 2905.534845 = -44049.547972 nChanged 1 SP:Iteration 10Q (58074.050000 sec): 3 clusters Score: Raw -46958.599743 + Penalty 2905.534845 = -44053.064899 nChanged 2 SP:Iteration 11Q (58074.050000 sec): 3 clusters Score: Raw -46965.770251 + Penalty 2905.534845 = -44060.235406 nChanged 0 SP:Iteration 12F (58074.050000 sec): 3 clusters Score: Raw -46965.770251 + Penalty 2905.534845 = -44060.235406 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.060000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.060000 sec): 3 clusters Score: Raw -30272.404610 + Penalty 2652.165335 = -27620.239275 nChanged 28 SP:Iteration 1F (58074.060000 sec): 3 clusters Score: Raw -30395.574541 + Penalty 2652.165335 = -27743.409206 nChanged 7 SP:Iteration 2Q (58074.060000 sec): 3 clusters Score: Raw -30438.201200 + Penalty 2652.165335 = -27786.035865 nChanged 3 SP:Iteration 3Q (58074.060000 sec): 3 clusters Score: Raw -30459.308492 + Penalty 2652.165335 = -27807.143157 nChanged 0 SP:Iteration 4F (58074.060000 sec): 3 clusters Score: Raw -30459.308492 + Penalty 2652.165335 = -27807.143157 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.060000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.060000 sec): 3 clusters Score: Raw -40423.163136 + Penalty 2758.098089 = -37665.065047 nChanged 20 SP:Iteration 1F (58074.070000 sec): 3 clusters Score: Raw -40497.485226 + Penalty 2758.098089 = -37739.387137 nChanged 5 SP:Iteration 2Q (58074.070000 sec): 3 clusters Score: Raw -40520.249931 + Penalty 2758.098089 = -37762.151842 nChanged 4 SP:Iteration 3Q (58074.070000 sec): 3 clusters Score: Raw -40546.542741 + Penalty 2758.098089 = -37788.444652 nChanged 2 SP:Iteration 4Q (58074.070000 sec): 3 clusters Score: Raw -40555.147351 + Penalty 2758.098089 = -37797.049262 nChanged 0 SP:Iteration 5F (58074.070000 sec): 3 clusters Score: Raw -40555.147351 + Penalty 2758.098089 = -37797.049262 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.080000 sec): 2 clusters Score: Raw -110719.744627 + Penalty 1620.018904 = -109099.725723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.080000 sec): 3 clusters Score: Raw -110644.725582 + Penalty 3240.037809 = -107404.687773 nChanged 149 SP:Iteration 1F (58074.080000 sec): 3 clusters Score: Raw -110875.263374 + Penalty 3240.037809 = -107635.225565 nChanged 47 SP:Iteration 2F (58074.090000 sec): 3 clusters Score: Raw -110968.504835 + Penalty 3240.037809 = -107728.467026 nChanged 20 SP:Iteration 3Q (58074.090000 sec): 3 clusters Score: Raw -111005.480501 + Penalty 3240.037809 = -107765.442692 nChanged 8 SP:Iteration 4Q (58074.090000 sec): 3 clusters Score: Raw -111030.453351 + Penalty 3240.037809 = -107790.415543 nChanged 2 SP:Iteration 5Q (58074.100000 sec): 3 clusters Score: Raw -111032.707214 + Penalty 3240.037809 = -107792.669405 nChanged 1 SP:Iteration 6Q (58074.100000 sec): 3 clusters Score: Raw -111033.460195 + Penalty 3240.037809 = -107793.422387 nChanged 0 SP:Iteration 7F (58074.100000 sec): 3 clusters Score: Raw -111033.460195 + Penalty 3240.037809 = -107793.422387 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.110000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.110000 sec): 3 clusters Score: Raw -36857.759907 + Penalty 2748.466718 = -34109.293189 nChanged 28 SP:Iteration 1F (58074.110000 sec): 3 clusters Score: Raw -37208.657679 + Penalty 2748.466718 = -34460.190960 nChanged 16 SP:Iteration 2F (58074.110000 sec): 3 clusters Score: Raw -37289.289207 + Penalty 2748.466718 = -34540.822488 nChanged 8 SP:Iteration 3Q (58074.110000 sec): 3 clusters Score: Raw -37336.228308 + Penalty 2748.466718 = -34587.761589 nChanged 3 SP:Iteration 4Q (58074.110000 sec): 3 clusters Score: Raw -37347.588015 + Penalty 2748.466718 = -34599.121297 nChanged 5 SP:Iteration 5Q (58074.110000 sec): 3 clusters Score: Raw -37390.869633 + Penalty 2748.466718 = -34642.402915 nChanged 3 SP:Iteration 6Q (58074.110000 sec): 3 clusters Score: Raw -37414.452491 + Penalty 2748.466718 = -34665.985772 nChanged 0 SP:Iteration 7F (58074.120000 sec): 3 clusters Score: Raw -37414.452491 + Penalty 2748.466718 = -34665.985772 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.120000 sec): 2 clusters Score: Raw -24321.455760 + Penalty 1264.766874 = -23056.688886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.120000 sec): 3 clusters Score: Raw -24759.629899 + Penalty 2529.533748 = -22230.096150 nChanged 13 SP:Iteration 1F (58074.120000 sec): 3 clusters Score: Raw -24824.112952 + Penalty 2529.533748 = -22294.579204 nChanged 7 SP:Iteration 2Q (58074.120000 sec): 3 clusters Score: Raw -24860.084460 + Penalty 2529.533748 = -22330.550711 nChanged 1 SP:Iteration 3Q (58074.120000 sec): 3 clusters Score: Raw -24861.200575 + Penalty 2529.533748 = -22331.666827 nChanged 0 SP:Iteration 4F (58074.120000 sec): 3 clusters Score: Raw -24861.200575 + Penalty 2529.533748 = -22331.666827 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.130000 sec): 2 clusters Score: Raw -57667.734348 + Penalty 1464.529738 = -56203.204610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.130000 sec): 3 clusters Score: Raw -57808.463319 + Penalty 2929.059477 = -54879.403843 nChanged 58 SP:Iteration 1F (58074.130000 sec): 3 clusters Score: Raw -57973.729498 + Penalty 2929.059477 = -55044.670021 nChanged 15 SP:Iteration 2Q (58074.140000 sec): 3 clusters Score: Raw -58035.558820 + Penalty 2929.059477 = -55106.499343 nChanged 3 SP:Iteration 3Q (58074.140000 sec): 3 clusters Score: Raw -58040.871041 + Penalty 2929.059477 = -55111.811565 nChanged 1 SP:Iteration 4Q (58074.140000 sec): 3 clusters Score: Raw -58041.907165 + Penalty 2929.059477 = -55112.847689 nChanged 1 SP:Iteration 5Q (58074.140000 sec): 3 clusters Score: Raw -58043.035667 + Penalty 2929.059477 = -55113.976190 nChanged 2 SP:Iteration 6Q (58074.140000 sec): 3 clusters Score: Raw -58047.342521 + Penalty 2929.059477 = -55118.283044 nChanged 4 SP:Iteration 7Q (58074.140000 sec): 3 clusters Score: Raw -58056.939174 + Penalty 2929.059477 = -55127.879697 nChanged 5 SP:Iteration 8Q (58074.140000 sec): 3 clusters Score: Raw -58068.093060 + Penalty 2929.059477 = -55139.033584 nChanged 6 SP:Iteration 9Q (58074.140000 sec): 3 clusters Score: Raw -58089.544633 + Penalty 2929.059477 = -55160.485156 nChanged 6 SP:Iteration 10Q (58074.140000 sec): 3 clusters Score: Raw -58101.333373 + Penalty 2929.059477 = -55172.273896 nChanged 4 SP:Iteration 11Q (58074.150000 sec): 3 clusters Score: Raw -58124.800805 + Penalty 2929.059477 = -55195.741328 nChanged 4 SP:Iteration 12Q (58074.150000 sec): 3 clusters Score: Raw -58160.800271 + Penalty 2929.059477 = -55231.740795 nChanged 7 SP:Iteration 13Q (58074.150000 sec): 3 clusters Score: Raw -58199.430569 + Penalty 2929.059477 = -55270.371092 nChanged 4 SP:Iteration 14Q (58074.150000 sec): 3 clusters Score: Raw -58212.480437 + Penalty 2929.059477 = -55283.420961 nChanged 1 SP:Iteration 15Q (58074.150000 sec): 3 clusters Score: Raw -58217.993202 + Penalty 2929.059477 = -55288.933726 nChanged 0 SP:Iteration 16F (58074.150000 sec): 3 clusters Score: Raw -58217.993202 + Penalty 2929.059477 = -55288.933726 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.160000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.160000 sec): 3 clusters Score: Raw -20641.546455 + Penalty 2732.656615 = -17908.889840 nChanged 49 SP:Iteration 1F (58074.160000 sec): 3 clusters Score: Raw -20859.026206 + Penalty 2732.656615 = -18126.369591 nChanged 18 SP:Iteration 2F (58074.160000 sec): 3 clusters Score: Raw -20961.744122 + Penalty 2732.656615 = -18229.087507 nChanged 7 SP:Iteration 3Q (58074.160000 sec): 3 clusters Score: Raw -20997.807292 + Penalty 2732.656615 = -18265.150677 nChanged 4 SP:Iteration 4Q (58074.160000 sec): 3 clusters Score: Raw -21011.841125 + Penalty 2732.656615 = -18279.184510 nChanged 1 SP:Iteration 5Q (58074.160000 sec): 3 clusters Score: Raw -21016.763408 + Penalty 2732.656615 = -18284.106793 nChanged 0 SP:Iteration 6F (58074.170000 sec): 3 clusters Score: Raw -21016.763408 + Penalty 2732.656615 = -18284.106793 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.170000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.170000 sec): 3 clusters Score: Raw -14020.037739 + Penalty 2461.570937 = -11558.466802 nChanged 2 SP:Iteration 1Q (58074.170000 sec): 3 clusters Score: Raw -14023.443209 + Penalty 2461.570937 = -11561.872273 nChanged 1 SP:Iteration 2Q (58074.170000 sec): 3 clusters Score: Raw -14026.586179 + Penalty 2461.570937 = -11565.015242 nChanged 1 SP:Iteration 3Q (58074.180000 sec): 3 clusters Score: Raw -14030.390607 + Penalty 2461.570937 = -11568.819670 nChanged 1 SP:Iteration 4Q (58074.180000 sec): 3 clusters Score: Raw -14038.729472 + Penalty 2461.570937 = -11577.158536 nChanged 0 SP:Iteration 5F (58074.180000 sec): 3 clusters Score: Raw -14038.729472 + Penalty 2461.570937 = -11577.158536 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.180000 sec): 2 clusters Score: Raw -75689.158620 + Penalty 1557.538168 = -74131.620452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.180000 sec): 3 clusters Score: Raw -75766.170654 + Penalty 3115.076336 = -72651.094318 nChanged 112 SP:Iteration 1F (58074.190000 sec): 3 clusters Score: Raw -75977.580592 + Penalty 3115.076336 = -72862.504256 nChanged 28 SP:Iteration 2F (58074.190000 sec): 3 clusters Score: Raw -76056.220943 + Penalty 3115.076336 = -72941.144607 nChanged 15 SP:Iteration 3Q (58074.190000 sec): 3 clusters Score: Raw -76094.062591 + Penalty 3115.076336 = -72978.986255 nChanged 10 SP:Iteration 4Q (58074.190000 sec): 3 clusters Score: Raw -76128.539580 + Penalty 3115.076336 = -73013.463244 nChanged 11 SP:Iteration 5Q (58074.200000 sec): 3 clusters Score: Raw -76162.066065 + Penalty 3115.076336 = -73046.989729 nChanged 7 SP:Iteration 6Q (58074.200000 sec): 3 clusters Score: Raw -76178.512693 + Penalty 3115.076336 = -73063.436357 nChanged 11 SP:Iteration 7Q (58074.200000 sec): 3 clusters Score: Raw -76204.762760 + Penalty 3115.076336 = -73089.686424 nChanged 6 SP:Iteration 8Q (58074.200000 sec): 3 clusters Score: Raw -76230.944524 + Penalty 3115.076336 = -73115.868188 nChanged 10 SP:Iteration 9Q (58074.200000 sec): 3 clusters Score: Raw -76254.605216 + Penalty 3115.076336 = -73139.528880 nChanged 8 SP:Iteration 10Q (58074.200000 sec): 3 clusters Score: Raw -76282.011573 + Penalty 3115.076336 = -73166.935237 nChanged 8 SP:Iteration 11Q (58074.210000 sec): 3 clusters Score: Raw -76304.129979 + Penalty 3115.076336 = -73189.053643 nChanged 4 SP:Iteration 12Q (58074.210000 sec): 3 clusters Score: Raw -76311.833587 + Penalty 3115.076336 = -73196.757250 nChanged 2 SP:Iteration 13Q (58074.210000 sec): 3 clusters Score: Raw -76317.024122 + Penalty 3115.076336 = -73201.947786 nChanged 2 SP:Iteration 14Q (58074.210000 sec): 3 clusters Score: Raw -76331.585330 + Penalty 3115.076336 = -73216.508994 nChanged 3 SP:Iteration 15Q (58074.210000 sec): 3 clusters Score: Raw -76339.757073 + Penalty 3115.076336 = -73224.680737 nChanged 3 SP:Iteration 16Q (58074.220000 sec): 3 clusters Score: Raw -76345.173719 + Penalty 3115.076336 = -73230.097383 nChanged 1 SP:Iteration 17Q (58074.220000 sec): 3 clusters Score: Raw -76346.244117 + Penalty 3115.076336 = -73231.167781 nChanged 2 SP:Iteration 18Q (58074.220000 sec): 3 clusters Score: Raw -76353.217327 + Penalty 3115.076336 = -73238.140991 nChanged 2 SP:Iteration 19Q (58074.220000 sec): 3 clusters Score: Raw -76358.634199 + Penalty 3115.076336 = -73243.557863 nChanged 0 SP:Iteration 20F (58074.220000 sec): 3 clusters Score: Raw -76358.634199 + Penalty 3115.076336 = -73243.557863 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.230000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.230000 sec): 3 clusters Score: Raw -37245.449361 + Penalty 2716.325922 = -34529.123439 nChanged 21 SP:Iteration 1F (58074.230000 sec): 3 clusters Score: Raw -37343.861186 + Penalty 2716.325922 = -34627.535265 nChanged 4 SP:Iteration 2Q (58074.230000 sec): 3 clusters Score: Raw -37363.502973 + Penalty 2716.325922 = -34647.177051 nChanged 3 SP:Iteration 3Q (58074.230000 sec): 3 clusters Score: Raw -37375.194309 + Penalty 2716.325922 = -34658.868387 nChanged 3 SP:Iteration 4Q (58074.240000 sec): 3 clusters Score: Raw -37384.790738 + Penalty 2716.325922 = -34668.464817 nChanged 3 SP:Iteration 5Q (58074.240000 sec): 3 clusters Score: Raw -37393.997272 + Penalty 2716.325922 = -34677.671351 nChanged 2 SP:Iteration 6Q (58074.240000 sec): 3 clusters Score: Raw -37404.883466 + Penalty 2716.325922 = -34688.557544 nChanged 1 SP:Iteration 7Q (58074.240000 sec): 3 clusters Score: Raw -37407.077019 + Penalty 2716.325922 = -34690.751098 nChanged 0 SP:Iteration 8F (58074.240000 sec): 3 clusters Score: Raw -37407.077019 + Penalty 2716.325922 = -34690.751098 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.240000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.240000 sec): 3 clusters Score: Raw -19182.475770 + Penalty 2553.157260 = -16629.318509 nChanged 18 SP:Iteration 1F (58074.240000 sec): 3 clusters Score: Raw -19359.183356 + Penalty 2553.157260 = -16806.026096 nChanged 7 SP:Iteration 2Q (58074.240000 sec): 3 clusters Score: Raw -19409.851777 + Penalty 2553.157260 = -16856.694517 nChanged 4 SP:Iteration 3Q (58074.250000 sec): 3 clusters Score: Raw -19432.220163 + Penalty 2553.157260 = -16879.062903 nChanged 2 SP:Iteration 4Q (58074.250000 sec): 3 clusters Score: Raw -19439.472727 + Penalty 2553.157260 = -16886.315467 nChanged 1 SP:Iteration 5Q (58074.250000 sec): 3 clusters Score: Raw -19451.408249 + Penalty 2553.157260 = -16898.250988 nChanged 2 SP:Iteration 6Q (58074.250000 sec): 3 clusters Score: Raw -19478.730658 + Penalty 2553.157260 = -16925.573398 nChanged 1 SP:Iteration 7Q (58074.250000 sec): 3 clusters Score: Raw -19481.616461 + Penalty 2553.157260 = -16928.459200 nChanged 1 SP:Iteration 8Q (58074.250000 sec): 3 clusters Score: Raw -19497.335073 + Penalty 2553.157260 = -16944.177813 nChanged 1 SP:Iteration 9Q (58074.250000 sec): 3 clusters Score: Raw -19500.129079 + Penalty 2553.157260 = -16946.971818 nChanged 0 SP:Iteration 10F (58074.250000 sec): 3 clusters Score: Raw -19500.129079 + Penalty 2553.157260 = -16946.971818 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.260000 sec): 2 clusters Score: Raw -28461.059385 + Penalty 1378.093359 = -27082.966025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.260000 sec): 3 clusters Score: Raw -28823.712345 + Penalty 2756.186719 = -26067.525626 nChanged 54 SP:Iteration 1F (58074.260000 sec): 3 clusters Score: Raw -29057.997123 + Penalty 2756.186719 = -26301.810404 nChanged 12 SP:Iteration 2Q (58074.260000 sec): 3 clusters Score: Raw -29205.227572 + Penalty 2756.186719 = -26449.040853 nChanged 8 SP:Iteration 3Q (58074.260000 sec): 3 clusters Score: Raw -29250.691982 + Penalty 2756.186719 = -26494.505263 nChanged 4 SP:Iteration 4Q (58074.260000 sec): 3 clusters Score: Raw -29285.192374 + Penalty 2756.186719 = -26529.005655 nChanged 3 SP:Iteration 5Q (58074.260000 sec): 3 clusters Score: Raw -29297.981110 + Penalty 2756.186719 = -26541.794392 nChanged 1 SP:Iteration 6Q (58074.260000 sec): 3 clusters Score: Raw -29304.333961 + Penalty 2756.186719 = -26548.147242 nChanged 0 SP:Iteration 7F (58074.260000 sec): 3 clusters Score: Raw -29304.333961 + Penalty 2756.186719 = -26548.147242 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.270000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.270000 sec): 3 clusters Score: Raw -27800.889255 + Penalty 2622.980447 = -25177.908807 nChanged 14 SP:Iteration 1F (58074.270000 sec): 3 clusters Score: Raw -27897.627789 + Penalty 2622.980447 = -25274.647342 nChanged 9 SP:Iteration 2Q (58074.270000 sec): 3 clusters Score: Raw -27943.594832 + Penalty 2622.980447 = -25320.614385 nChanged 3 SP:Iteration 3Q (58074.270000 sec): 3 clusters Score: Raw -27955.722489 + Penalty 2622.980447 = -25332.742041 nChanged 2 SP:Iteration 4Q (58074.280000 sec): 3 clusters Score: Raw -27962.373316 + Penalty 2622.980447 = -25339.392868 nChanged 1 SP:Iteration 5Q (58074.280000 sec): 3 clusters Score: Raw -27964.721273 + Penalty 2622.980447 = -25341.740826 nChanged 0 SP:Iteration 6F (58074.280000 sec): 3 clusters Score: Raw -27964.721273 + Penalty 2622.980447 = -25341.740826 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.280000 sec): 2 clusters Score: Raw -137549.458589 + Penalty 1692.444670 = -135857.013918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.290000 sec): 3 clusters Score: Raw -137435.994149 + Penalty 3384.889340 = -134051.104809 nChanged 243 SP:Iteration 1F (58074.290000 sec): 3 clusters Score: Raw -137828.941448 + Penalty 3384.889340 = -134444.052108 nChanged 92 SP:Iteration 2F (58074.300000 sec): 3 clusters Score: Raw -138081.218722 + Penalty 3384.889340 = -134696.329381 nChanged 55 SP:Iteration 3F (58074.300000 sec): 3 clusters Score: Raw -138180.566021 + Penalty 3384.889340 = -134795.676681 nChanged 42 SP:Iteration 4Q (58074.300000 sec): 3 clusters Score: Raw -138240.776544 + Penalty 3384.889340 = -134855.887204 nChanged 16 SP:Iteration 5Q (58074.300000 sec): 3 clusters Score: Raw -138262.509798 + Penalty 3384.889340 = -134877.620458 nChanged 9 SP:Iteration 6Q (58074.310000 sec): 3 clusters Score: Raw -138278.466048 + Penalty 3384.889340 = -134893.576708 nChanged 4 SP:Iteration 7Q (58074.310000 sec): 3 clusters Score: Raw -138290.441616 + Penalty 3384.889340 = -134905.552276 nChanged 8 SP:Iteration 8Q (58074.320000 sec): 3 clusters Score: Raw -138302.270457 + Penalty 3384.889340 = -134917.381117 nChanged 4 SP:Iteration 9Q (58074.320000 sec): 3 clusters Score: Raw -138311.378853 + Penalty 3384.889340 = -134926.489513 nChanged 2 SP:Iteration 10Q (58074.320000 sec): 3 clusters Score: Raw -138313.081917 + Penalty 3384.889340 = -134928.192576 nChanged 1 SP:Iteration 11Q (58074.330000 sec): 3 clusters Score: Raw -138319.214612 + Penalty 3384.889340 = -134934.325272 nChanged 3 SP:Iteration 12Q (58074.330000 sec): 3 clusters Score: Raw -138322.279741 + Penalty 3384.889340 = -134937.390401 nChanged 3 SP:Iteration 13Q (58074.330000 sec): 3 clusters Score: Raw -138325.339792 + Penalty 3384.889340 = -134940.450452 nChanged 1 SP:Iteration 14Q (58074.340000 sec): 3 clusters Score: Raw -138326.553728 + Penalty 3384.889340 = -134941.664388 nChanged 0 SP:Iteration 15F (58074.340000 sec): 3 clusters Score: Raw -138326.553728 + Penalty 3384.889340 = -134941.664388 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.340000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.350000 sec): 3 clusters Score: Raw -28944.554061 + Penalty 2615.407781 = -26329.146280 nChanged 14 SP:Iteration 1F (58074.350000 sec): 3 clusters Score: Raw -29013.231068 + Penalty 2615.407781 = -26397.823287 nChanged 3 SP:Iteration 2Q (58074.350000 sec): 3 clusters Score: Raw -29030.821441 + Penalty 2615.407781 = -26415.413660 nChanged 2 SP:Iteration 3Q (58074.350000 sec): 3 clusters Score: Raw -29047.737746 + Penalty 2615.407781 = -26432.329965 nChanged 2 SP:Iteration 4Q (58074.350000 sec): 3 clusters Score: Raw -29065.695153 + Penalty 2615.407781 = -26450.287372 nChanged 2 SP:Iteration 5Q (58074.350000 sec): 3 clusters Score: Raw -29085.847524 + Penalty 2615.407781 = -26470.439743 nChanged 1 SP:Iteration 6Q (58074.350000 sec): 3 clusters Score: Raw -29090.056307 + Penalty 2615.407781 = -26474.648526 nChanged 0 SP:Iteration 7F (58074.350000 sec): 3 clusters Score: Raw -29090.056307 + Penalty 2615.407781 = -26474.648526 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.360000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.360000 sec): 3 clusters Score: Raw -20250.463216 + Penalty 2556.032631 = -17694.430585 nChanged 31 SP:Iteration 1F (58074.360000 sec): 3 clusters Score: Raw -20406.625118 + Penalty 2556.032631 = -17850.592487 nChanged 13 SP:Iteration 2F (58074.360000 sec): 3 clusters Score: Raw -20513.042794 + Penalty 2556.032631 = -17957.010163 nChanged 9 SP:Iteration 3F (58074.360000 sec): 3 clusters Score: Raw -20607.529605 + Penalty 2556.032631 = -18051.496974 nChanged 1 SP:Iteration 4Q (58074.360000 sec): 3 clusters Score: Raw -20612.889452 + Penalty 2556.032631 = -18056.856822 nChanged 0 SP:Iteration 5F (58074.360000 sec): 3 clusters Score: Raw -20612.889452 + Penalty 2556.032631 = -18056.856822 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.370000 sec): 2 clusters Score: Raw -128584.237587 + Penalty 1644.082087 = -126940.155500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.370000 sec): 3 clusters Score: Raw -128501.743041 + Penalty 3288.164174 = -125213.578867 nChanged 162 SP:Iteration 1F (58074.380000 sec): 3 clusters Score: Raw -128788.276543 + Penalty 3288.164174 = -125500.112369 nChanged 56 SP:Iteration 2F (58074.380000 sec): 3 clusters Score: Raw -128919.527214 + Penalty 3288.164174 = -125631.363040 nChanged 32 SP:Iteration 3Q (58074.380000 sec): 3 clusters Score: Raw -128993.027154 + Penalty 3288.164174 = -125704.862980 nChanged 24 SP:Iteration 4Q (58074.380000 sec): 3 clusters Score: Raw -129026.024559 + Penalty 3288.164174 = -125737.860385 nChanged 8 SP:Iteration 5Q (58074.390000 sec): 3 clusters Score: Raw -129036.584149 + Penalty 3288.164174 = -125748.419975 nChanged 9 SP:Iteration 6Q (58074.390000 sec): 3 clusters Score: Raw -129051.707224 + Penalty 3288.164174 = -125763.543050 nChanged 8 SP:Iteration 7Q (58074.390000 sec): 3 clusters Score: Raw -129064.669070 + Penalty 3288.164174 = -125776.504896 nChanged 5 SP:Iteration 8Q (58074.400000 sec): 3 clusters Score: Raw -129071.016545 + Penalty 3288.164174 = -125782.852371 nChanged 4 SP:Iteration 9Q (58074.400000 sec): 3 clusters Score: Raw -129078.914495 + Penalty 3288.164174 = -125790.750322 nChanged 1 SP:Iteration 10Q (58074.400000 sec): 3 clusters Score: Raw -129081.400574 + Penalty 3288.164174 = -125793.236400 nChanged 1 SP:Iteration 11Q (58074.400000 sec): 3 clusters Score: Raw -129084.071362 + Penalty 3288.164174 = -125795.907188 nChanged 3 SP:Iteration 12Q (58074.410000 sec): 3 clusters Score: Raw -129091.952096 + Penalty 3288.164174 = -125803.787922 nChanged 4 SP:Iteration 13Q (58074.410000 sec): 3 clusters Score: Raw -129096.354170 + Penalty 3288.164174 = -125808.189997 nChanged 3 SP:Iteration 14Q (58074.420000 sec): 3 clusters Score: Raw -129098.538805 + Penalty 3288.164174 = -125810.374631 nChanged 1 SP:Iteration 15Q (58074.420000 sec): 3 clusters Score: Raw -129098.932477 + Penalty 3288.164174 = -125810.768303 nChanged 0 SP:Iteration 16F (58074.420000 sec): 3 clusters Score: Raw -129098.932477 + Penalty 3288.164174 = -125810.768303 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.420000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.430000 sec): 3 clusters Score: Raw -41159.815039 + Penalty 2808.828398 = -38350.986641 nChanged 41 SP:Iteration 1F (58074.430000 sec): 3 clusters Score: Raw -41315.575694 + Penalty 2808.828398 = -38506.747296 nChanged 13 SP:Iteration 2Q (58074.430000 sec): 3 clusters Score: Raw -41360.008875 + Penalty 2808.828398 = -38551.180476 nChanged 1 SP:Iteration 3Q (58074.430000 sec): 3 clusters Score: Raw -41363.788259 + Penalty 2808.828398 = -38554.959861 nChanged 1 SP:Iteration 4Q (58074.430000 sec): 3 clusters Score: Raw -41367.147583 + Penalty 2808.828398 = -38558.319185 nChanged 0 SP:Iteration 5F (58074.430000 sec): 3 clusters Score: Raw -41367.147583 + Penalty 2808.828398 = -38558.319185 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.440000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.440000 sec): 3 clusters Score: Raw -79390.467481 + Penalty 3132.417569 = -76258.049912 nChanged 106 SP:Iteration 1F (58074.440000 sec): 3 clusters Score: Raw -79728.907252 + Penalty 3132.417569 = -76596.489683 nChanged 33 SP:Iteration 2F (58074.450000 sec): 3 clusters Score: Raw -79831.640206 + Penalty 3132.417569 = -76699.222638 nChanged 29 SP:Iteration 3F (58074.450000 sec): 3 clusters Score: Raw -79905.151956 + Penalty 3132.417569 = -76772.734387 nChanged 12 SP:Iteration 4Q (58074.450000 sec): 3 clusters Score: Raw -79932.912133 + Penalty 3132.417569 = -76800.494564 nChanged 9 SP:Iteration 5Q (58074.450000 sec): 3 clusters Score: Raw -79971.968660 + Penalty 3132.417569 = -76839.551092 nChanged 11 SP:Iteration 6Q (58074.460000 sec): 3 clusters Score: Raw -80005.490926 + Penalty 3132.417569 = -76873.073358 nChanged 6 SP:Iteration 7Q (58074.460000 sec): 3 clusters Score: Raw -80019.463840 + Penalty 3132.417569 = -76887.046272 nChanged 2 SP:Iteration 8Q (58074.460000 sec): 3 clusters Score: Raw -80024.506496 + Penalty 3132.417569 = -76892.088927 nChanged 3 SP:Iteration 9Q (58074.460000 sec): 3 clusters Score: Raw -80031.166473 + Penalty 3132.417569 = -76898.748904 nChanged 3 SP:Iteration 10Q (58074.460000 sec): 3 clusters Score: Raw -80037.374018 + Penalty 3132.417569 = -76904.956449 nChanged 2 SP:Iteration 11Q (58074.460000 sec): 3 clusters Score: Raw -80040.201333 + Penalty 3132.417569 = -76907.783765 nChanged 1 SP:Iteration 12Q (58074.470000 sec): 3 clusters Score: Raw -80045.465106 + Penalty 3132.417569 = -76913.047538 nChanged 1 SP:Iteration 13Q (58074.470000 sec): 3 clusters Score: Raw -80046.709219 + Penalty 3132.417569 = -76914.291650 nChanged 2 SP:Iteration 14Q (58074.470000 sec): 3 clusters Score: Raw -80052.847835 + Penalty 3132.417569 = -76920.430266 nChanged 3 SP:Iteration 15Q (58074.470000 sec): 3 clusters Score: Raw -80057.290589 + Penalty 3132.417569 = -76924.873020 nChanged 0 SP:Iteration 16F (58074.480000 sec): 3 clusters Score: Raw -80057.290589 + Penalty 3132.417569 = -76924.873020 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.480000 sec): 2 clusters Score: Raw -35800.626646 + Penalty 1445.578513 = -34355.048132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.480000 sec): 3 clusters Score: Raw -35978.819404 + Penalty 2891.157026 = -33087.662378 nChanged 74 SP:Iteration 1F (58074.480000 sec): 3 clusters Score: Raw -36281.843092 + Penalty 2891.157026 = -33390.686066 nChanged 21 SP:Iteration 2F (58074.480000 sec): 3 clusters Score: Raw -36402.884363 + Penalty 2891.157026 = -33511.727337 nChanged 12 SP:Iteration 3Q (58074.480000 sec): 3 clusters Score: Raw -36441.732354 + Penalty 2891.157026 = -33550.575328 nChanged 7 SP:Iteration 4Q (58074.490000 sec): 3 clusters Score: Raw -36488.747122 + Penalty 2891.157026 = -33597.590096 nChanged 4 SP:Iteration 5Q (58074.490000 sec): 3 clusters Score: Raw -36516.504707 + Penalty 2891.157026 = -33625.347680 nChanged 2 SP:Iteration 6Q (58074.490000 sec): 3 clusters Score: Raw -36534.245973 + Penalty 2891.157026 = -33643.088946 nChanged 2 SP:Iteration 7Q (58074.490000 sec): 3 clusters Score: Raw -36545.157214 + Penalty 2891.157026 = -33654.000188 nChanged 3 SP:Iteration 8Q (58074.490000 sec): 3 clusters Score: Raw -36557.178503 + Penalty 2891.157026 = -33666.021476 nChanged 2 SP:Iteration 9Q (58074.490000 sec): 3 clusters Score: Raw -36564.838899 + Penalty 2891.157026 = -33673.681872 nChanged 1 SP:Iteration 10Q (58074.490000 sec): 3 clusters Score: Raw -36566.826209 + Penalty 2891.157026 = -33675.669183 nChanged 0 SP:Iteration 11F (58074.500000 sec): 3 clusters Score: Raw -36566.826209 + Penalty 2891.157026 = -33675.669183 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.500000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.500000 sec): 3 clusters Score: Raw -25815.962100 + Penalty 2637.787517 = -23178.174583 nChanged 23 SP:Iteration 1F (58074.500000 sec): 3 clusters Score: Raw -25958.209680 + Penalty 2637.787517 = -23320.422163 nChanged 10 SP:Iteration 2Q (58074.500000 sec): 3 clusters Score: Raw -26048.249461 + Penalty 2637.787517 = -23410.461944 nChanged 8 SP:Iteration 3Q (58074.500000 sec): 3 clusters Score: Raw -26139.000298 + Penalty 2637.787517 = -23501.212781 nChanged 9 SP:Iteration 4Q (58074.500000 sec): 3 clusters Score: Raw -26468.286510 + Penalty 2637.787517 = -23830.498993 nChanged 8 SP:Iteration 5Q (58074.500000 sec): 3 clusters Score: Raw -26528.855379 + Penalty 2637.787517 = -23891.067862 nChanged 4 SP:Iteration 6Q (58074.510000 sec): 3 clusters Score: Raw -26566.526611 + Penalty 2637.787517 = -23928.739094 nChanged 3 SP:Iteration 7Q (58074.510000 sec): 3 clusters Score: Raw -26590.416838 + Penalty 2637.787517 = -23952.629321 nChanged 3 SP:Iteration 8Q (58074.510000 sec): 3 clusters Score: Raw -26622.936401 + Penalty 2637.787517 = -23985.148884 nChanged 4 SP:Iteration 9Q (58074.510000 sec): 3 clusters Score: Raw -26648.117347 + Penalty 2637.787517 = -24010.329830 nChanged 0 SP:Iteration 10F (58074.510000 sec): 3 clusters Score: Raw -26655.831085 + Penalty 2637.787517 = -24018.043568 nChanged 3 SP:Iteration 11Q (58074.510000 sec): 3 clusters Score: Raw -26708.973524 + Penalty 2637.787517 = -24071.186007 nChanged 1 SP:Iteration 12Q (58074.510000 sec): 3 clusters Score: Raw -26727.646550 + Penalty 2637.787517 = -24089.859033 nChanged 0 SP:Iteration 13F (58074.510000 sec): 3 clusters Score: Raw -26727.646550 + Penalty 2637.787517 = -24089.859033 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.520000 sec): 2 clusters Score: Raw -43576.165440 + Penalty 1469.215438 = -42106.950003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.520000 sec): 3 clusters Score: Raw -43705.429751 + Penalty 2938.430876 = -40766.998875 nChanged 68 SP:Iteration 1F (58074.520000 sec): 3 clusters Score: Raw -43889.453036 + Penalty 2938.430876 = -40951.022161 nChanged 23 SP:Iteration 2F (58074.520000 sec): 3 clusters Score: Raw -43941.339733 + Penalty 2938.430876 = -41002.908858 nChanged 9 SP:Iteration 3Q (58074.520000 sec): 3 clusters Score: Raw -43986.310515 + Penalty 2938.430876 = -41047.879640 nChanged 6 SP:Iteration 4Q (58074.520000 sec): 3 clusters Score: Raw -44011.276971 + Penalty 2938.430876 = -41072.846096 nChanged 6 SP:Iteration 5Q (58074.530000 sec): 3 clusters Score: Raw -44058.258735 + Penalty 2938.430876 = -41119.827859 nChanged 8 SP:Iteration 6Q (58074.530000 sec): 3 clusters Score: Raw -44095.334617 + Penalty 2938.430876 = -41156.903742 nChanged 3 SP:Iteration 7Q (58074.530000 sec): 3 clusters Score: Raw -44103.396202 + Penalty 2938.430876 = -41164.965327 nChanged 3 SP:Iteration 8Q (58074.530000 sec): 3 clusters Score: Raw -44111.298550 + Penalty 2938.430876 = -41172.867674 nChanged 3 SP:Iteration 9Q (58074.530000 sec): 3 clusters Score: Raw -44118.915155 + Penalty 2938.430876 = -41180.484279 nChanged 1 SP:Iteration 10Q (58074.540000 sec): 3 clusters Score: Raw -44123.307321 + Penalty 2938.430876 = -41184.876445 nChanged 1 SP:Iteration 11Q (58074.540000 sec): 3 clusters Score: Raw -44130.018941 + Penalty 2938.430876 = -41191.588065 nChanged 1 SP:Iteration 12Q (58074.540000 sec): 3 clusters Score: Raw -44131.950073 + Penalty 2938.430876 = -41193.519197 nChanged 1 SP:Iteration 13Q (58074.540000 sec): 3 clusters Score: Raw -44133.661259 + Penalty 2938.430876 = -41195.230384 nChanged 1 SP:Iteration 14Q (58074.540000 sec): 3 clusters Score: Raw -44134.508620 + Penalty 2938.430876 = -41196.077744 nChanged 0 SP:Iteration 15F (58074.540000 sec): 3 clusters Score: Raw -44134.508620 + Penalty 2938.430876 = -41196.077744 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.550000 sec): 2 clusters Score: Raw -49686.189301 + Penalty 1470.538108 = -48215.651193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.550000 sec): 3 clusters Score: Raw -49828.708158 + Penalty 2941.076215 = -46887.631943 nChanged 55 SP:Iteration 1F (58074.550000 sec): 3 clusters Score: Raw -50022.836495 + Penalty 2941.076215 = -47081.760280 nChanged 23 SP:Iteration 2F (58074.550000 sec): 3 clusters Score: Raw -50131.792504 + Penalty 2941.076215 = -47190.716289 nChanged 10 SP:Iteration 3Q (58074.550000 sec): 3 clusters Score: Raw -50182.534213 + Penalty 2941.076215 = -47241.457998 nChanged 8 SP:Iteration 4Q (58074.560000 sec): 3 clusters Score: Raw -50219.860305 + Penalty 2941.076215 = -47278.784090 nChanged 4 SP:Iteration 5Q (58074.560000 sec): 3 clusters Score: Raw -50249.168469 + Penalty 2941.076215 = -47308.092254 nChanged 4 SP:Iteration 6Q (58074.560000 sec): 3 clusters Score: Raw -50269.719621 + Penalty 2941.076215 = -47328.643405 nChanged 3 SP:Iteration 7Q (58074.560000 sec): 3 clusters Score: Raw -50278.294930 + Penalty 2941.076215 = -47337.218715 nChanged 3 SP:Iteration 8Q (58074.560000 sec): 3 clusters Score: Raw -50302.443264 + Penalty 2941.076215 = -47361.367049 nChanged 4 SP:Iteration 9Q (58074.560000 sec): 3 clusters Score: Raw -50316.255450 + Penalty 2941.076215 = -47375.179235 nChanged 1 SP:Iteration 10Q (58074.560000 sec): 3 clusters Score: Raw -50319.466725 + Penalty 2941.076215 = -47378.390510 nChanged 0 SP:Iteration 11F (58074.560000 sec): 3 clusters Score: Raw -50319.466725 + Penalty 2941.076215 = -47378.390510 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.570000 sec): 2 clusters Score: Raw -36339.305920 + Penalty 1400.945611 = -34938.360309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.570000 sec): 3 clusters Score: Raw -36563.968093 + Penalty 2801.891222 = -33762.076871 nChanged 48 SP:Iteration 1F (58074.570000 sec): 3 clusters Score: Raw -36778.953043 + Penalty 2801.891222 = -33977.061821 nChanged 15 SP:Iteration 2F (58074.570000 sec): 3 clusters Score: Raw -36854.506522 + Penalty 2801.891222 = -34052.615299 nChanged 8 SP:Iteration 3Q (58074.580000 sec): 3 clusters Score: Raw -36926.442769 + Penalty 2801.891222 = -34124.551547 nChanged 8 SP:Iteration 4Q (58074.580000 sec): 3 clusters Score: Raw -36966.267363 + Penalty 2801.891222 = -34164.376141 nChanged 5 SP:Iteration 5Q (58074.580000 sec): 3 clusters Score: Raw -36985.114418 + Penalty 2801.891222 = -34183.223195 nChanged 2 SP:Iteration 6Q (58074.580000 sec): 3 clusters Score: Raw -36991.521657 + Penalty 2801.891222 = -34189.630435 nChanged 2 SP:Iteration 7Q (58074.580000 sec): 3 clusters Score: Raw -36998.403363 + Penalty 2801.891222 = -34196.512141 nChanged 2 SP:Iteration 8Q (58074.580000 sec): 3 clusters Score: Raw -37006.584891 + Penalty 2801.891222 = -34204.693669 nChanged 3 SP:Iteration 9Q (58074.580000 sec): 3 clusters Score: Raw -37017.887421 + Penalty 2801.891222 = -34215.996199 nChanged 0 SP:Iteration 10F (58074.580000 sec): 3 clusters Score: Raw -37017.887421 + Penalty 2801.891222 = -34215.996199 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.590000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.590000 sec): 3 clusters Score: Raw -71993.940789 + Penalty 3071.411795 = -68922.528994 nChanged 75 SP:Iteration 1F (58074.590000 sec): 3 clusters Score: Raw -72195.040692 + Penalty 3071.411795 = -69123.628897 nChanged 29 SP:Iteration 2F (58074.600000 sec): 3 clusters Score: Raw -72283.076589 + Penalty 3071.411795 = -69211.664795 nChanged 15 SP:Iteration 3Q (58074.600000 sec): 3 clusters Score: Raw -72322.561920 + Penalty 3071.411795 = -69251.150125 nChanged 8 SP:Iteration 4Q (58074.600000 sec): 3 clusters Score: Raw -72353.930060 + Penalty 3071.411795 = -69282.518265 nChanged 8 SP:Iteration 5Q (58074.600000 sec): 3 clusters Score: Raw -72373.753730 + Penalty 3071.411795 = -69302.341935 nChanged 6 SP:Iteration 6Q (58074.600000 sec): 3 clusters Score: Raw -72391.538407 + Penalty 3071.411795 = -69320.126612 nChanged 5 SP:Iteration 7Q (58074.600000 sec): 3 clusters Score: Raw -72400.493653 + Penalty 3071.411795 = -69329.081859 nChanged 3 SP:Iteration 8Q (58074.600000 sec): 3 clusters Score: Raw -72413.970344 + Penalty 3071.411795 = -69342.558549 nChanged 4 SP:Iteration 9Q (58074.610000 sec): 3 clusters Score: Raw -72432.762729 + Penalty 3071.411795 = -69361.350935 nChanged 2 SP:Iteration 10Q (58074.610000 sec): 3 clusters Score: Raw -72442.245484 + Penalty 3071.411795 = -69370.833689 nChanged 3 SP:Iteration 11Q (58074.610000 sec): 3 clusters Score: Raw -72450.872925 + Penalty 3071.411795 = -69379.461130 nChanged 1 SP:Iteration 12Q (58074.610000 sec): 3 clusters Score: Raw -72455.571262 + Penalty 3071.411795 = -69384.159467 nChanged 0 SP:Iteration 13F (58074.620000 sec): 3 clusters Score: Raw -72455.571262 + Penalty 3071.411795 = -69384.159467 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.620000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.620000 sec): 3 clusters Score: Raw -17818.336256 + Penalty 2529.533748 = -15288.802507 nChanged 27 SP:Iteration 1F (58074.620000 sec): 3 clusters Score: Raw -18015.276728 + Penalty 2529.533748 = -15485.742980 nChanged 4 SP:Iteration 2Q (58074.620000 sec): 3 clusters Score: Raw -18055.559490 + Penalty 2529.533748 = -15526.025742 nChanged 3 SP:Iteration 3Q (58074.620000 sec): 3 clusters Score: Raw -18085.860804 + Penalty 2529.533748 = -15556.327056 nChanged 0 SP:Iteration 4F (58074.620000 sec): 3 clusters Score: Raw -18085.860804 + Penalty 2529.533748 = -15556.327056 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.630000 sec): 2 clusters Score: Raw -19768.053025 + Penalty 1257.088242 = -18510.964783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.630000 sec): 3 clusters Score: Raw -20027.689576 + Penalty 2514.176484 = -17513.513092 nChanged 8 SP:Iteration 1F (58074.630000 sec): 3 clusters Score: Raw -20084.569081 + Penalty 2514.176484 = -17570.392596 nChanged 3 SP:Iteration 2Q (58074.630000 sec): 3 clusters Score: Raw -20100.683214 + Penalty 2514.176484 = -17586.506729 nChanged 1 SP:Iteration 3Q (58074.630000 sec): 3 clusters Score: Raw -20110.092776 + Penalty 2514.176484 = -17595.916291 nChanged 1 SP:Iteration 4Q (58074.630000 sec): 3 clusters Score: Raw -20120.100982 + Penalty 2514.176484 = -17605.924497 nChanged 1 SP:Iteration 5Q (58074.630000 sec): 3 clusters Score: Raw -20127.231585 + Penalty 2514.176484 = -17613.055101 nChanged 0 SP:Iteration 6F (58074.640000 sec): 3 clusters Score: Raw -20127.231585 + Penalty 2514.176484 = -17613.055101 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.640000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.640000 sec): 3 clusters Score: Raw -28928.215174 + Penalty 2647.418888 = -26280.796286 nChanged 16 SP:Iteration 1F (58074.640000 sec): 3 clusters Score: Raw -28999.241492 + Penalty 2647.418888 = -26351.822605 nChanged 7 SP:Iteration 2Q (58074.640000 sec): 3 clusters Score: Raw -29041.506190 + Penalty 2647.418888 = -26394.087302 nChanged 3 SP:Iteration 3Q (58074.640000 sec): 3 clusters Score: Raw -29101.809223 + Penalty 2647.418888 = -26454.390336 nChanged 1 SP:Iteration 4Q (58074.640000 sec): 3 clusters Score: Raw -29113.115585 + Penalty 2647.418888 = -26465.696698 nChanged 1 SP:Iteration 5Q (58074.640000 sec): 3 clusters Score: Raw -29120.694740 + Penalty 2647.418888 = -26473.275853 nChanged 2 SP:Iteration 6Q (58074.640000 sec): 3 clusters Score: Raw -29128.668713 + Penalty 2647.418888 = -26481.249826 nChanged 0 SP:Iteration 7F (58074.650000 sec): 3 clusters Score: Raw -29128.668713 + Penalty 2647.418888 = -26481.249826 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.650000 sec): 2 clusters Score: Raw -122992.446444 + Penalty 1652.773437 = -121339.673007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.660000 sec): 3 clusters Score: Raw -122878.582471 + Penalty 3305.546874 = -119573.035597 nChanged 193 SP:Iteration 1F (58074.660000 sec): 3 clusters Score: Raw -123150.442810 + Penalty 3305.546874 = -119844.895936 nChanged 49 SP:Iteration 2F (58074.660000 sec): 3 clusters Score: Raw -123243.767552 + Penalty 3305.546874 = -119938.220677 nChanged 35 SP:Iteration 3Q (58074.670000 sec): 3 clusters Score: Raw -123350.580309 + Penalty 3305.546874 = -120045.033435 nChanged 30 SP:Iteration 4Q (58074.670000 sec): 3 clusters Score: Raw -123440.949980 + Penalty 3305.546874 = -120135.403106 nChanged 25 SP:Iteration 5Q (58074.670000 sec): 3 clusters Score: Raw -123523.601227 + Penalty 3305.546874 = -120218.054353 nChanged 30 SP:Iteration 6Q (58074.680000 sec): 3 clusters Score: Raw -123663.024226 + Penalty 3305.546874 = -120357.477352 nChanged 39 SP:Iteration 7Q (58074.680000 sec): 3 clusters Score: Raw -123819.404939 + Penalty 3305.546874 = -120513.858065 nChanged 27 SP:Iteration 8Q (58074.680000 sec): 3 clusters Score: Raw -123940.041290 + Penalty 3305.546874 = -120634.494416 nChanged 22 SP:Iteration 9Q (58074.680000 sec): 3 clusters Score: Raw -124033.371335 + Penalty 3305.546874 = -120727.824461 nChanged 24 SP:Iteration 10Q (58074.680000 sec): 3 clusters Score: Raw -124101.282300 + Penalty 3305.546874 = -120795.735426 nChanged 16 SP:Iteration 11Q (58074.690000 sec): 3 clusters Score: Raw -124171.177580 + Penalty 3305.546874 = -120865.630706 nChanged 12 SP:Iteration 12Q (58074.690000 sec): 3 clusters Score: Raw -124255.307127 + Penalty 3305.546874 = -120949.760253 nChanged 15 SP:Iteration 13Q (58074.690000 sec): 3 clusters Score: Raw -124328.533792 + Penalty 3305.546874 = -121022.986918 nChanged 9 SP:Iteration 14Q (58074.700000 sec): 3 clusters Score: Raw -124388.439373 + Penalty 3305.546874 = -121082.892499 nChanged 8 SP:Iteration 15Q (58074.700000 sec): 3 clusters Score: Raw -124452.188814 + Penalty 3305.546874 = -121146.641940 nChanged 9 SP:Iteration 16Q (58074.700000 sec): 3 clusters Score: Raw -124520.255450 + Penalty 3305.546874 = -121214.708576 nChanged 6 SP:Iteration 17Q (58074.700000 sec): 3 clusters Score: Raw -124560.662737 + Penalty 3305.546874 = -121255.115863 nChanged 4 SP:Iteration 18Q (58074.700000 sec): 3 clusters Score: Raw -124584.646769 + Penalty 3305.546874 = -121279.099895 nChanged 4 SP:Iteration 19Q (58074.710000 sec): 3 clusters Score: Raw -124607.054640 + Penalty 3305.546874 = -121301.507766 nChanged 3 SP:Iteration 20F (58074.710000 sec): 3 clusters Score: Raw -124635.343041 + Penalty 3305.546874 = -121329.796167 nChanged 10 SP:Iteration 21Q (58074.710000 sec): 3 clusters Score: Raw -124793.186254 + Penalty 3305.546874 = -121487.639380 nChanged 5 SP:Iteration 22Q (58074.710000 sec): 3 clusters Score: Raw -125063.040571 + Penalty 3305.546874 = -121757.493697 nChanged 2 SP:Iteration 23Q (58074.720000 sec): 3 clusters Score: Raw -125098.899068 + Penalty 3305.546874 = -121793.352194 nChanged 1 SP:Iteration 24Q (58074.720000 sec): 3 clusters Score: Raw -125117.029627 + Penalty 3305.546874 = -121811.482753 nChanged 1 SP:Iteration 25Q (58074.720000 sec): 3 clusters Score: Raw -125125.909953 + Penalty 3305.546874 = -121820.363079 nChanged 0 SP:Iteration 26F (58074.720000 sec): 3 clusters Score: Raw -125125.909953 + Penalty 3305.546874 = -121820.363079 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 77. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.740000 sec): 2 clusters Score: Raw -35656.317551 + Penalty 1400.945611 = -34255.371940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.740000 sec): 3 clusters Score: Raw -35829.030077 + Penalty 2801.891222 = -33027.138855 nChanged 35 SP:Iteration 1F (58074.740000 sec): 3 clusters Score: Raw -35959.937198 + Penalty 2801.891222 = -33158.045976 nChanged 11 SP:Iteration 2Q (58074.740000 sec): 3 clusters Score: Raw -36003.921474 + Penalty 2801.891222 = -33202.030252 nChanged 5 SP:Iteration 3Q (58074.740000 sec): 3 clusters Score: Raw -36024.013997 + Penalty 2801.891222 = -33222.122775 nChanged 4 SP:Iteration 4Q (58074.740000 sec): 3 clusters Score: Raw -36037.020662 + Penalty 2801.891222 = -33235.129440 nChanged 2 SP:Iteration 5Q (58074.740000 sec): 3 clusters Score: Raw -36047.042264 + Penalty 2801.891222 = -33245.151042 nChanged 2 SP:Iteration 6Q (58074.740000 sec): 3 clusters Score: Raw -36062.505536 + Penalty 2801.891222 = -33260.614314 nChanged 1 SP:Iteration 7Q (58074.750000 sec): 3 clusters Score: Raw -36065.060404 + Penalty 2801.891222 = -33263.169181 nChanged 0 SP:Iteration 8F (58074.750000 sec): 3 clusters Score: Raw -36065.060404 + Penalty 2801.891222 = -33263.169181 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.750000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.760000 sec): 3 clusters Score: Raw -26306.995021 + Penalty 2635.350166 = -23671.644855 nChanged 25 SP:Iteration 1F (58074.760000 sec): 3 clusters Score: Raw -26454.967880 + Penalty 2635.350166 = -23819.617715 nChanged 11 SP:Iteration 2F (58074.760000 sec): 3 clusters Score: Raw -26517.232755 + Penalty 2635.350166 = -23881.882589 nChanged 4 SP:Iteration 3Q (58074.760000 sec): 3 clusters Score: Raw -26541.129436 + Penalty 2635.350166 = -23905.779270 nChanged 3 SP:Iteration 4Q (58074.760000 sec): 3 clusters Score: Raw -26554.794098 + Penalty 2635.350166 = -23919.443932 nChanged 1 SP:Iteration 5Q (58074.760000 sec): 3 clusters Score: Raw -26562.599835 + Penalty 2635.350166 = -23927.249669 nChanged 0 SP:Iteration 6F (58074.760000 sec): 3 clusters Score: Raw -26562.599835 + Penalty 2635.350166 = -23927.249669 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.760000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.760000 sec): 3 clusters Score: Raw -11840.245340 + Penalty 2237.386315 = -9602.859025 nChanged 2 SP:Iteration 1Q (58074.760000 sec): 3 clusters Score: Raw -11870.943336 + Penalty 2237.386315 = -9633.557021 nChanged 0 SP:Iteration 2F (58074.770000 sec): 3 clusters Score: Raw -11870.943336 + Penalty 2237.386315 = -9633.557021 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.770000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.770000 sec): 3 clusters Score: Raw -50248.390988 + Penalty 2894.066126 = -47354.324863 nChanged 43 SP:Iteration 1F (58074.780000 sec): 3 clusters Score: Raw -50367.816273 + Penalty 2894.066126 = -47473.750147 nChanged 17 SP:Iteration 2Q (58074.780000 sec): 3 clusters Score: Raw -50419.383094 + Penalty 2894.066126 = -47525.316969 nChanged 7 SP:Iteration 3Q (58074.780000 sec): 3 clusters Score: Raw -50441.735404 + Penalty 2894.066126 = -47547.669278 nChanged 2 SP:Iteration 4Q (58074.780000 sec): 3 clusters Score: Raw -50447.235893 + Penalty 2894.066126 = -47553.169767 nChanged 0 SP:Iteration 5F (58074.780000 sec): 3 clusters Score: Raw -50447.235893 + Penalty 2894.066126 = -47553.169767 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (58074.790000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58074.790000 sec): 3 clusters Score: Raw -45426.008716 + Penalty 2865.715552 = -42560.293164 nChanged 38 SP:Iteration 1F (58074.790000 sec): 3 clusters Score: Raw -45537.884016 + Penalty 2865.715552 = -42672.168464 nChanged 11 SP:Iteration 2Q (58074.790000 sec): 3 clusters Score: Raw -45582.277134 + Penalty 2865.715552 = -42716.561582 nChanged 5 SP:Iteration 3Q (58074.790000 sec): 3 clusters Score: Raw -45595.955449 + Penalty 2865.715552 = -42730.239897 nChanged 2 SP:Iteration 4Q (58074.790000 sec): 3 clusters Score: Raw -45600.166775 + Penalty 2865.715552 = -42734.451223 nChanged 0 SP:Iteration 5F (58074.800000 sec): 3 clusters Score: Raw -45600.166775 + Penalty 2865.715552 = -42734.451223 nChanged 0 Deleting Class 38 (236 points): Lose 3322.599982 but Gain 3620.129790 Iteration 360F (58312.250000 sec): 77 clusters Score: Raw -379178182.235421 + Penalty 275129.864013 = -378903052.371407 nChanged 262 Iteration 361F (58546.710000 sec): 77 clusters Score: Raw -379179249.529429 + Penalty 275129.864013 = -378904119.665416 nChanged 142 Iteration 362Q (58582.960000 sec): 77 clusters Score: Raw -379179545.134101 + Penalty 275129.864013 = -378904415.270088 nChanged 101 Iteration 363Q (58619.200000 sec): 77 clusters Score: Raw -379179655.358447 + Penalty 275129.864013 = -378904525.494434 nChanged 102 Iteration 364Q (58655.770000 sec): 77 clusters Score: Raw -379179702.007793 + Penalty 275129.864013 = -378904572.143779 nChanged 83 Iteration 365Q (58692.520000 sec): 77 clusters Score: Raw -379179723.779966 + Penalty 275129.864013 = -378904593.915952 nChanged 68 Iteration 366Q (58729.270000 sec): 77 clusters Score: Raw -379179732.433284 + Penalty 275129.864013 = -378904602.569271 nChanged 46 Iteration 367Q (58766.020000 sec): 77 clusters Score: Raw -379179737.648324 + Penalty 275129.864013 = -378904607.784310 nChanged 45 Iteration 368Q (58802.750000 sec): 77 clusters Score: Raw -379179740.975239 + Penalty 275129.864013 = -378904611.111226 nChanged 38 Iteration 369Q (58839.470000 sec): 77 clusters Score: Raw -379179743.822712 + Penalty 275129.864013 = -378904613.958699 nChanged 24 Iteration 370Q (58876.210000 sec): 77 clusters Score: Raw -379179747.580019 + Penalty 275129.864013 = -378904617.716005 nChanged 23 Iteration 371Q (58912.960000 sec): 77 clusters Score: Raw -379179748.762090 + Penalty 275129.864013 = -378904618.898077 nChanged 20 Iteration 372Q (58949.710000 sec): 77 clusters Score: Raw -379179751.277868 + Penalty 275129.864013 = -378904621.413855 nChanged 14 Iteration 373Q (58986.450000 sec): 77 clusters Score: Raw -379179752.343044 + Penalty 275129.864013 = -378904622.479031 nChanged 21 Iteration 374Q (59023.200000 sec): 77 clusters Score: Raw -379179753.758664 + Penalty 275129.864013 = -378904623.894651 nChanged 21 Iteration 375Q (59059.930000 sec): 77 clusters Score: Raw -379179754.664679 + Penalty 275129.864013 = -378904624.800666 nChanged 15 Iteration 376Q (59096.670000 sec): 77 clusters Score: Raw -379179755.372092 + Penalty 275129.864013 = -378904625.508079 nChanged 19 Iteration 377Q (59133.440000 sec): 77 clusters Score: Raw -379179755.675819 + Penalty 275129.864013 = -378904625.811805 nChanged 17 Iteration 378Q (59170.210000 sec): 77 clusters Score: Raw -379179756.054946 + Penalty 275129.864013 = -378904626.190932 nChanged 19 Writing temp clu file Because OldScore, -378904625.811805, is greater than current (better) Score,-378904626.190932 Compute initial score before splitting: Score: Raw -379179756.054946 + Penalty 275129.864013 = -378904626.190932 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59170.820000 sec): 2 clusters Score: Raw -12272195.359291 + Penalty 2775.698944 = -12269419.660347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59171.110000 sec): 3 clusters Score: Raw -12226279.476798 + Penalty 5551.397888 = -12220728.078910 nChanged 34044 SP:Iteration 1F (59171.400000 sec): 3 clusters Score: Raw -12245341.823550 + Penalty 5551.397888 = -12239790.425662 nChanged 2455 SP:Iteration 2Q (59171.700000 sec): 3 clusters Score: Raw -12245902.713317 + Penalty 5551.397888 = -12240351.315429 nChanged 2331 SP:Iteration 3Q (59172.000000 sec): 3 clusters Score: Raw -12246435.898474 + Penalty 5551.397888 = -12240884.500586 nChanged 2247 SP:Iteration 4Q (59172.300000 sec): 3 clusters Score: Raw -12246982.954745 + Penalty 5551.397888 = -12241431.556857 nChanged 2378 SP:Iteration 5Q (59172.600000 sec): 3 clusters Score: Raw -12247607.123120 + Penalty 5551.397888 = -12242055.725232 nChanged 2450 SP:Iteration 6Q (59172.900000 sec): 3 clusters Score: Raw -12248321.578975 + Penalty 5551.397888 = -12242770.181087 nChanged 2593 SP:Iteration 7Q (59173.200000 sec): 3 clusters Score: Raw -12249138.860593 + Penalty 5551.397888 = -12243587.462705 nChanged 2699 SP:Iteration 8Q (59173.500000 sec): 3 clusters Score: Raw -12250069.801878 + Penalty 5551.397888 = -12244518.403990 nChanged 2881 SP:Iteration 9Q (59173.800000 sec): 3 clusters Score: Raw -12251210.677812 + Penalty 5551.397888 = -12245659.279924 nChanged 3019 SP:Iteration 10Q (59174.100000 sec): 3 clusters Score: Raw -12252541.174986 + Penalty 5551.397888 = -12246989.777098 nChanged 3266 SP:Iteration 11Q (59174.400000 sec): 3 clusters Score: Raw -12254128.966172 + Penalty 5551.397888 = -12248577.568284 nChanged 3394 SP:Iteration 12Q (59174.700000 sec): 3 clusters Score: Raw -12256042.340888 + Penalty 5551.397888 = -12250490.943000 nChanged 3401 SP:Iteration 13Q (59174.990000 sec): 3 clusters Score: Raw -12258047.786660 + Penalty 5551.397888 = -12252496.388772 nChanged 3112 SP:Iteration 14Q (59175.290000 sec): 3 clusters Score: Raw -12259665.668565 + Penalty 5551.397888 = -12254114.270677 nChanged 2389 SP:Iteration 15Q (59175.580000 sec): 3 clusters Score: Raw -12260556.676060 + Penalty 5551.397888 = -12255005.278172 nChanged 1652 SP:Iteration 16Q (59175.870000 sec): 3 clusters Score: Raw -12261000.299489 + Penalty 5551.397888 = -12255448.901601 nChanged 1176 SP:Iteration 17Q (59176.150000 sec): 3 clusters Score: Raw -12261288.228239 + Penalty 5551.397888 = -12255736.830351 nChanged 969 SP:Iteration 18Q (59176.430000 sec): 3 clusters Score: Raw -12261521.090933 + Penalty 5551.397888 = -12255969.693045 nChanged 968 SP:Iteration 19Q (59176.710000 sec): 3 clusters Score: Raw -12261765.030675 + Penalty 5551.397888 = -12256213.632787 nChanged 1011 SP:Iteration 20F (59177.010000 sec): 3 clusters Score: Raw -12262034.995307 + Penalty 5551.397888 = -12256483.597419 nChanged 1085 SP:Iteration 21Q (59177.280000 sec): 3 clusters Score: Raw -12262346.314319 + Penalty 5551.397888 = -12256794.916432 nChanged 1092 SP:Iteration 22Q (59177.560000 sec): 3 clusters Score: Raw -12262679.944706 + Penalty 5551.397888 = -12257128.546818 nChanged 1152 SP:Iteration 23Q (59177.840000 sec): 3 clusters Score: Raw -12263067.487113 + Penalty 5551.397888 = -12257516.089225 nChanged 1242 SP:Iteration 24Q (59178.110000 sec): 3 clusters Score: Raw -12263523.117652 + Penalty 5551.397888 = -12257971.719764 nChanged 1289 SP:Iteration 25Q (59178.380000 sec): 3 clusters Score: Raw -12264030.426470 + Penalty 5551.397888 = -12258479.028582 nChanged 1330 SP:Iteration 26Q (59178.650000 sec): 3 clusters Score: Raw -12264589.710296 + Penalty 5551.397888 = -12259038.312408 nChanged 1311 SP:Iteration 27Q (59178.910000 sec): 3 clusters Score: Raw -12265160.639466 + Penalty 5551.397888 = -12259609.241578 nChanged 1267 SP:Iteration 28Q (59179.170000 sec): 3 clusters Score: Raw -12265700.574975 + Penalty 5551.397888 = -12260149.177087 nChanged 1251 SP:Iteration 29Q (59179.430000 sec): 3 clusters Score: Raw -12266239.783356 + Penalty 5551.397888 = -12260688.385468 nChanged 1193 SP:Iteration 30Q (59179.680000 sec): 3 clusters Score: Raw -12266760.384171 + Penalty 5551.397888 = -12261208.986283 nChanged 1153 SP:Iteration 31Q (59179.930000 sec): 3 clusters Score: Raw -12267285.507101 + Penalty 5551.397888 = -12261734.109213 nChanged 1128 SP:Iteration 32Q (59180.170000 sec): 3 clusters Score: Raw -12267805.574663 + Penalty 5551.397888 = -12262254.176775 nChanged 1078 SP:Iteration 33Q (59180.410000 sec): 3 clusters Score: Raw -12268345.228958 + Penalty 5551.397888 = -12262793.831070 nChanged 1074 SP:Iteration 34Q (59180.650000 sec): 3 clusters Score: Raw -12268916.808993 + Penalty 5551.397888 = -12263365.411106 nChanged 1032 SP:Iteration 35Q (59180.880000 sec): 3 clusters Score: Raw -12269485.309523 + Penalty 5551.397888 = -12263933.911636 nChanged 935 SP:Iteration 36Q (59181.110000 sec): 3 clusters Score: Raw -12269994.182959 + Penalty 5551.397888 = -12264442.785072 nChanged 793 SP:Iteration 37Q (59181.330000 sec): 3 clusters Score: Raw -12270419.116728 + Penalty 5551.397888 = -12264867.718840 nChanged 685 SP:Iteration 38Q (59181.550000 sec): 3 clusters Score: Raw -12270776.092689 + Penalty 5551.397888 = -12265224.694801 nChanged 589 SP:Iteration 39Q (59181.770000 sec): 3 clusters Score: Raw -12271080.428375 + Penalty 5551.397888 = -12265529.030487 nChanged 504 SP:Iteration 40F (59182.060000 sec): 3 clusters Score: Raw -12271347.610461 + Penalty 5551.397888 = -12265796.212573 nChanged 422 SP:Iteration 41Q (59182.270000 sec): 3 clusters Score: Raw -12271571.351071 + Penalty 5551.397888 = -12266019.953183 nChanged 342 SP:Iteration 42Q (59182.480000 sec): 3 clusters Score: Raw -12271759.719695 + Penalty 5551.397888 = -12266208.321807 nChanged 277 SP:Iteration 43Q (59182.690000 sec): 3 clusters Score: Raw -12271912.975678 + Penalty 5551.397888 = -12266361.577790 nChanged 212 SP:Iteration 44Q (59182.900000 sec): 3 clusters Score: Raw -12272029.524276 + Penalty 5551.397888 = -12266478.126388 nChanged 169 SP:Iteration 45Q (59183.110000 sec): 3 clusters Score: Raw -12272124.500638 + Penalty 5551.397888 = -12266573.102750 nChanged 136 SP:Iteration 46Q (59183.310000 sec): 3 clusters Score: Raw -12272200.027630 + Penalty 5551.397888 = -12266648.629742 nChanged 100 SP:Iteration 47Q (59183.510000 sec): 3 clusters Score: Raw -12272259.682723 + Penalty 5551.397888 = -12266708.284835 nChanged 82 SP:Iteration 48Q (59183.720000 sec): 3 clusters Score: Raw -12272308.854673 + Penalty 5551.397888 = -12266757.456785 nChanged 75 SP:Iteration 49Q (59183.920000 sec): 3 clusters Score: Raw -12272360.260995 + Penalty 5551.397888 = -12266808.863107 nChanged 61 SP:Iteration 50Q (59184.130000 sec): 3 clusters Score: Raw -12272398.199350 + Penalty 5551.397888 = -12266846.801462 nChanged 48 SP:Iteration 51Q (59184.330000 sec): 3 clusters Score: Raw -12272429.632637 + Penalty 5551.397888 = -12266878.234749 nChanged 38 SP:Iteration 52Q (59184.530000 sec): 3 clusters Score: Raw -12272454.784642 + Penalty 5551.397888 = -12266903.386754 nChanged 31 SP:Iteration 53Q (59184.730000 sec): 3 clusters Score: Raw -12272474.849043 + Penalty 5551.397888 = -12266923.451155 nChanged 26 SP:Iteration 54Q (59184.930000 sec): 3 clusters Score: Raw -12272490.896028 + Penalty 5551.397888 = -12266939.498140 nChanged 20 SP:Iteration 55Q (59185.130000 sec): 3 clusters Score: Raw -12272502.594685 + Penalty 5551.397888 = -12266951.196797 nChanged 12 SP:Iteration 56Q (59185.340000 sec): 3 clusters Score: Raw -12272510.870324 + Penalty 5551.397888 = -12266959.472436 nChanged 12 SP:Iteration 57Q (59185.540000 sec): 3 clusters Score: Raw -12272518.281936 + Penalty 5551.397888 = -12266966.884048 nChanged 11 SP:Iteration 58Q (59185.740000 sec): 3 clusters Score: Raw -12272524.228600 + Penalty 5551.397888 = -12266972.830712 nChanged 9 SP:Iteration 59Q (59185.940000 sec): 3 clusters Score: Raw -12272529.170213 + Penalty 5551.397888 = -12266977.772325 nChanged 6 SP:Iteration 60F (59186.230000 sec): 3 clusters Score: Raw -12272531.863843 + Penalty 5551.397888 = -12266980.465955 nChanged 5 SP:Iteration 61Q (59186.430000 sec): 3 clusters Score: Raw -12272535.308448 + Penalty 5551.397888 = -12266983.910560 nChanged 3 SP:Iteration 62Q (59186.630000 sec): 3 clusters Score: Raw -12272537.330962 + Penalty 5551.397888 = -12266985.933074 nChanged 4 SP:Iteration 63Q (59186.830000 sec): 3 clusters Score: Raw -12272539.280792 + Penalty 5551.397888 = -12266987.882904 nChanged 4 SP:Iteration 64Q (59187.030000 sec): 3 clusters Score: Raw -12272541.692870 + Penalty 5551.397888 = -12266990.294982 nChanged 4 SP:Iteration 65Q (59187.230000 sec): 3 clusters Score: Raw -12272544.193204 + Penalty 5551.397888 = -12266992.795316 nChanged 5 SP:Iteration 66Q (59187.440000 sec): 3 clusters Score: Raw -12272547.129575 + Penalty 5551.397888 = -12266995.731687 nChanged 4 SP:Iteration 67Q (59187.640000 sec): 3 clusters Score: Raw -12272549.837699 + Penalty 5551.397888 = -12266998.439811 nChanged 4 SP:Iteration 68Q (59187.840000 sec): 3 clusters Score: Raw -12272552.993802 + Penalty 5551.397888 = -12267001.595914 nChanged 5 SP:Iteration 69Q (59188.040000 sec): 3 clusters Score: Raw -12272558.378263 + Penalty 5551.397888 = -12267006.980375 nChanged 5 SP:Iteration 70Q (59188.240000 sec): 3 clusters Score: Raw -12272560.975736 + Penalty 5551.397888 = -12267009.577848 nChanged 5 SP:Iteration 71Q (59188.440000 sec): 3 clusters Score: Raw -12272563.108000 + Penalty 5551.397888 = -12267011.710112 nChanged 3 SP:Iteration 72Q (59188.640000 sec): 3 clusters Score: Raw -12272564.427978 + Penalty 5551.397888 = -12267013.030090 nChanged 2 SP:Iteration 73Q (59188.840000 sec): 3 clusters Score: Raw -12272565.952374 + Penalty 5551.397888 = -12267014.554486 nChanged 2 SP:Iteration 74Q (59189.050000 sec): 3 clusters Score: Raw -12272566.990181 + Penalty 5551.397888 = -12267015.592293 nChanged 4 SP:Iteration 75Q (59189.250000 sec): 3 clusters Score: Raw -12272567.832949 + Penalty 5551.397888 = -12267016.435061 nChanged 1 SP:Iteration 76Q (59189.450000 sec): 3 clusters Score: Raw -12272568.451887 + Penalty 5551.397888 = -12267017.053999 nChanged 1 SP:Iteration 77Q (59189.650000 sec): 3 clusters Score: Raw -12272568.776776 + Penalty 5551.397888 = -12267017.378888 nChanged 0 SP:Iteration 78F (59189.930000 sec): 3 clusters Score: Raw -12272568.776776 + Penalty 5551.397888 = -12267017.378888 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59189.970000 sec): 2 clusters Score: Raw -55285.623310 + Penalty 1456.982821 = -53828.640489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59189.970000 sec): 3 clusters Score: Raw -55459.093120 + Penalty 2913.965643 = -52545.127478 nChanged 62 SP:Iteration 1F (59189.970000 sec): 3 clusters Score: Raw -55653.082655 + Penalty 2913.965643 = -52739.117013 nChanged 13 SP:Iteration 2Q (59189.970000 sec): 3 clusters Score: Raw -55687.637145 + Penalty 2913.965643 = -52773.671503 nChanged 3 SP:Iteration 3Q (59189.970000 sec): 3 clusters Score: Raw -55701.990490 + Penalty 2913.965643 = -52788.024847 nChanged 1 SP:Iteration 4Q (59189.970000 sec): 3 clusters Score: Raw -55706.710119 + Penalty 2913.965643 = -52792.744476 nChanged 2 SP:Iteration 5Q (59189.970000 sec): 3 clusters Score: Raw -55710.392849 + Penalty 2913.965643 = -52796.427207 nChanged 2 SP:Iteration 6Q (59189.970000 sec): 3 clusters Score: Raw -55713.627774 + Penalty 2913.965643 = -52799.662132 nChanged 2 SP:Iteration 7Q (59189.980000 sec): 3 clusters Score: Raw -55729.047916 + Penalty 2913.965643 = -52815.082273 nChanged 4 SP:Iteration 8Q (59189.980000 sec): 3 clusters Score: Raw -55748.732930 + Penalty 2913.965643 = -52834.767288 nChanged 3 SP:Iteration 9Q (59189.980000 sec): 3 clusters Score: Raw -55756.631196 + Penalty 2913.965643 = -52842.665553 nChanged 0 SP:Iteration 10F (59189.980000 sec): 3 clusters Score: Raw -55756.631196 + Penalty 2913.965643 = -52842.665553 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59189.990000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59189.990000 sec): 3 clusters Score: Raw -203722.604329 + Penalty 3510.020292 = -200212.584037 nChanged 289 SP:Iteration 1F (59190.000000 sec): 3 clusters Score: Raw -203982.695675 + Penalty 3510.020292 = -200472.675382 nChanged 62 SP:Iteration 2F (59190.000000 sec): 3 clusters Score: Raw -204050.972552 + Penalty 3510.020292 = -200540.952259 nChanged 35 SP:Iteration 3Q (59190.010000 sec): 3 clusters Score: Raw -204095.653881 + Penalty 3510.020292 = -200585.633588 nChanged 31 SP:Iteration 4Q (59190.010000 sec): 3 clusters Score: Raw -204143.522549 + Penalty 3510.020292 = -200633.502256 nChanged 26 SP:Iteration 5Q (59190.020000 sec): 3 clusters Score: Raw -204173.807179 + Penalty 3510.020292 = -200663.786886 nChanged 17 SP:Iteration 6Q (59190.020000 sec): 3 clusters Score: Raw -204200.170761 + Penalty 3510.020292 = -200690.150468 nChanged 15 SP:Iteration 7Q (59190.030000 sec): 3 clusters Score: Raw -204223.483484 + Penalty 3510.020292 = -200713.463191 nChanged 8 SP:Iteration 8Q (59190.030000 sec): 3 clusters Score: Raw -204235.577067 + Penalty 3510.020292 = -200725.556775 nChanged 19 SP:Iteration 9Q (59190.040000 sec): 3 clusters Score: Raw -204255.473267 + Penalty 3510.020292 = -200745.452975 nChanged 14 SP:Iteration 10Q (59190.040000 sec): 3 clusters Score: Raw -204278.610657 + Penalty 3510.020292 = -200768.590365 nChanged 8 SP:Iteration 11Q (59190.050000 sec): 3 clusters Score: Raw -204288.214586 + Penalty 3510.020292 = -200778.194293 nChanged 12 SP:Iteration 12Q (59190.050000 sec): 3 clusters Score: Raw -204305.000987 + Penalty 3510.020292 = -200794.980694 nChanged 15 SP:Iteration 13Q (59190.050000 sec): 3 clusters Score: Raw -204326.821859 + Penalty 3510.020292 = -200816.801566 nChanged 14 SP:Iteration 14Q (59190.060000 sec): 3 clusters Score: Raw -204354.817632 + Penalty 3510.020292 = -200844.797339 nChanged 18 SP:Iteration 15Q (59190.060000 sec): 3 clusters Score: Raw -204387.809008 + Penalty 3510.020292 = -200877.788716 nChanged 28 SP:Iteration 16Q (59190.060000 sec): 3 clusters Score: Raw -204452.141779 + Penalty 3510.020292 = -200942.121487 nChanged 39 SP:Iteration 17Q (59190.070000 sec): 3 clusters Score: Raw -204557.864065 + Penalty 3510.020292 = -201047.843773 nChanged 53 SP:Iteration 18Q (59190.070000 sec): 3 clusters Score: Raw -204682.536777 + Penalty 3510.020292 = -201172.516485 nChanged 48 SP:Iteration 19Q (59190.080000 sec): 3 clusters Score: Raw -204796.695811 + Penalty 3510.020292 = -201286.675519 nChanged 37 SP:Iteration 20F (59190.080000 sec): 3 clusters Score: Raw -204858.480179 + Penalty 3510.020292 = -201348.459886 nChanged 24 SP:Iteration 21Q (59190.090000 sec): 3 clusters Score: Raw -204897.254999 + Penalty 3510.020292 = -201387.234707 nChanged 19 SP:Iteration 22Q (59190.090000 sec): 3 clusters Score: Raw -204925.699017 + Penalty 3510.020292 = -201415.678724 nChanged 11 SP:Iteration 23Q (59190.090000 sec): 3 clusters Score: Raw -204945.151215 + Penalty 3510.020292 = -201435.130923 nChanged 18 SP:Iteration 24Q (59190.100000 sec): 3 clusters Score: Raw -204977.329226 + Penalty 3510.020292 = -201467.308934 nChanged 19 SP:Iteration 25Q (59190.100000 sec): 3 clusters Score: Raw -205018.575793 + Penalty 3510.020292 = -201508.555501 nChanged 14 SP:Iteration 26Q (59190.110000 sec): 3 clusters Score: Raw -205046.245658 + Penalty 3510.020292 = -201536.225365 nChanged 14 SP:Iteration 27Q (59190.110000 sec): 3 clusters Score: Raw -205067.693955 + Penalty 3510.020292 = -201557.673663 nChanged 7 SP:Iteration 28Q (59190.110000 sec): 3 clusters Score: Raw -205083.954073 + Penalty 3510.020292 = -201573.933780 nChanged 9 SP:Iteration 29Q (59190.120000 sec): 3 clusters Score: Raw -205110.102061 + Penalty 3510.020292 = -201600.081769 nChanged 7 SP:Iteration 30Q (59190.120000 sec): 3 clusters Score: Raw -205126.904735 + Penalty 3510.020292 = -201616.884443 nChanged 8 SP:Iteration 31Q (59190.130000 sec): 3 clusters Score: Raw -205142.150769 + Penalty 3510.020292 = -201632.130476 nChanged 5 SP:Iteration 32Q (59190.130000 sec): 3 clusters Score: Raw -205161.212315 + Penalty 3510.020292 = -201651.192023 nChanged 8 SP:Iteration 33Q (59190.130000 sec): 3 clusters Score: Raw -205190.511555 + Penalty 3510.020292 = -201680.491262 nChanged 9 SP:Iteration 34Q (59190.140000 sec): 3 clusters Score: Raw -205222.851938 + Penalty 3510.020292 = -201712.831645 nChanged 7 SP:Iteration 35Q (59190.140000 sec): 3 clusters Score: Raw -205235.477658 + Penalty 3510.020292 = -201725.457365 nChanged 2 SP:Iteration 36Q (59190.150000 sec): 3 clusters Score: Raw -205236.889815 + Penalty 3510.020292 = -201726.869522 nChanged 0 SP:Iteration 37F (59190.150000 sec): 3 clusters Score: Raw -205239.497276 + Penalty 3510.020292 = -201729.476984 nChanged 1 SP:Iteration 38Q (59190.150000 sec): 3 clusters Score: Raw -205246.893103 + Penalty 3510.020292 = -201736.872811 nChanged 2 SP:Iteration 39Q (59190.160000 sec): 3 clusters Score: Raw -205252.289456 + Penalty 3510.020292 = -201742.269163 nChanged 1 SP:Iteration 40F (59190.160000 sec): 3 clusters Score: Raw -205254.637395 + Penalty 3510.020292 = -201744.617103 nChanged 1 SP:Iteration 41Q (59190.170000 sec): 3 clusters Score: Raw -205257.361871 + Penalty 3510.020292 = -201747.341578 nChanged 2 SP:Iteration 42Q (59190.170000 sec): 3 clusters Score: Raw -205263.397485 + Penalty 3510.020292 = -201753.377192 nChanged 1 SP:Iteration 43Q (59190.170000 sec): 3 clusters Score: Raw -205263.922817 + Penalty 3510.020292 = -201753.902524 nChanged 0 SP:Iteration 44F (59190.180000 sec): 3 clusters Score: Raw -205263.922817 + Penalty 3510.020292 = -201753.902524 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59190.260000 sec): 2 clusters Score: Raw -3843647.448265 + Penalty 2494.768571 = -3841152.679694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59190.350000 sec): 3 clusters Score: Raw -3829895.494539 + Penalty 4989.537141 = -3824905.957398 nChanged 10275 SP:Iteration 1F (59190.450000 sec): 3 clusters Score: Raw -3835485.122158 + Penalty 4989.537141 = -3830495.585017 nChanged 1230 SP:Iteration 2F (59190.540000 sec): 3 clusters Score: Raw -3835934.307363 + Penalty 4989.537141 = -3830944.770221 nChanged 1093 SP:Iteration 3Q (59190.630000 sec): 3 clusters Score: Raw -3836336.026423 + Penalty 4989.537141 = -3831346.489281 nChanged 1008 SP:Iteration 4Q (59190.730000 sec): 3 clusters Score: Raw -3836674.168083 + Penalty 4989.537141 = -3831684.630942 nChanged 904 SP:Iteration 5Q (59190.820000 sec): 3 clusters Score: Raw -3836977.706271 + Penalty 4989.537141 = -3831988.169129 nChanged 817 SP:Iteration 6Q (59190.910000 sec): 3 clusters Score: Raw -3837234.416194 + Penalty 4989.537141 = -3832244.879052 nChanged 758 SP:Iteration 7Q (59191.010000 sec): 3 clusters Score: Raw -3837503.296679 + Penalty 4989.537141 = -3832513.759538 nChanged 788 SP:Iteration 8Q (59191.100000 sec): 3 clusters Score: Raw -3837809.906625 + Penalty 4989.537141 = -3832820.369484 nChanged 802 SP:Iteration 9Q (59191.190000 sec): 3 clusters Score: Raw -3838156.433262 + Penalty 4989.537141 = -3833166.896121 nChanged 836 SP:Iteration 10Q (59191.290000 sec): 3 clusters Score: Raw -3838556.725291 + Penalty 4989.537141 = -3833567.188150 nChanged 946 SP:Iteration 11Q (59191.380000 sec): 3 clusters Score: Raw -3839046.960870 + Penalty 4989.537141 = -3834057.423728 nChanged 1006 SP:Iteration 12Q (59191.470000 sec): 3 clusters Score: Raw -3839649.866248 + Penalty 4989.537141 = -3834660.329106 nChanged 1059 SP:Iteration 13Q (59191.570000 sec): 3 clusters Score: Raw -3840257.807460 + Penalty 4989.537141 = -3835268.270319 nChanged 960 SP:Iteration 14Q (59191.660000 sec): 3 clusters Score: Raw -3840725.771003 + Penalty 4989.537141 = -3835736.233862 nChanged 809 SP:Iteration 15Q (59191.750000 sec): 3 clusters Score: Raw -3841070.628830 + Penalty 4989.537141 = -3836081.091688 nChanged 652 SP:Iteration 16Q (59191.840000 sec): 3 clusters Score: Raw -3841315.105277 + Penalty 4989.537141 = -3836325.568136 nChanged 521 SP:Iteration 17Q (59191.930000 sec): 3 clusters Score: Raw -3841496.085673 + Penalty 4989.537141 = -3836506.548531 nChanged 451 SP:Iteration 18Q (59192.020000 sec): 3 clusters Score: Raw -3841654.227604 + Penalty 4989.537141 = -3836664.690462 nChanged 405 SP:Iteration 19Q (59192.110000 sec): 3 clusters Score: Raw -3841771.346391 + Penalty 4989.537141 = -3836781.809249 nChanged 339 SP:Iteration 20F (59192.210000 sec): 3 clusters Score: Raw -3841857.569026 + Penalty 4989.537141 = -3836868.031884 nChanged 297 SP:Iteration 21Q (59192.290000 sec): 3 clusters Score: Raw -3841932.987391 + Penalty 4989.537141 = -3836943.450249 nChanged 275 SP:Iteration 22Q (59192.390000 sec): 3 clusters Score: Raw -3841991.306084 + Penalty 4989.537141 = -3837001.768943 nChanged 221 SP:Iteration 23Q (59192.470000 sec): 3 clusters Score: Raw -3842038.758506 + Penalty 4989.537141 = -3837049.221365 nChanged 218 SP:Iteration 24Q (59192.570000 sec): 3 clusters Score: Raw -3842088.498922 + Penalty 4989.537141 = -3837098.961780 nChanged 212 SP:Iteration 25Q (59192.650000 sec): 3 clusters Score: Raw -3842132.272802 + Penalty 4989.537141 = -3837142.735660 nChanged 195 SP:Iteration 26Q (59192.750000 sec): 3 clusters Score: Raw -3842175.714313 + Penalty 4989.537141 = -3837186.177172 nChanged 192 SP:Iteration 27Q (59192.830000 sec): 3 clusters Score: Raw -3842212.213693 + Penalty 4989.537141 = -3837222.676552 nChanged 164 SP:Iteration 28Q (59192.930000 sec): 3 clusters Score: Raw -3842242.242418 + Penalty 4989.537141 = -3837252.705276 nChanged 147 SP:Iteration 29Q (59193.010000 sec): 3 clusters Score: Raw -3842267.069914 + Penalty 4989.537141 = -3837277.532772 nChanged 144 SP:Iteration 30Q (59193.100000 sec): 3 clusters Score: Raw -3842291.473613 + Penalty 4989.537141 = -3837301.936471 nChanged 144 SP:Iteration 31Q (59193.190000 sec): 3 clusters Score: Raw -3842317.998559 + Penalty 4989.537141 = -3837328.461418 nChanged 163 SP:Iteration 32Q (59193.280000 sec): 3 clusters Score: Raw -3842350.077311 + Penalty 4989.537141 = -3837360.540170 nChanged 173 SP:Iteration 33Q (59193.370000 sec): 3 clusters Score: Raw -3842386.650616 + Penalty 4989.537141 = -3837397.113475 nChanged 175 SP:Iteration 34Q (59193.460000 sec): 3 clusters Score: Raw -3842422.700875 + Penalty 4989.537141 = -3837433.163733 nChanged 187 SP:Iteration 35Q (59193.550000 sec): 3 clusters Score: Raw -3842459.435289 + Penalty 4989.537141 = -3837469.898148 nChanged 193 SP:Iteration 36Q (59193.630000 sec): 3 clusters Score: Raw -3842498.596152 + Penalty 4989.537141 = -3837509.059011 nChanged 196 SP:Iteration 37Q (59193.730000 sec): 3 clusters Score: Raw -3842538.843984 + Penalty 4989.537141 = -3837549.306843 nChanged 194 SP:Iteration 38Q (59193.810000 sec): 3 clusters Score: Raw -3842577.375602 + Penalty 4989.537141 = -3837587.838460 nChanged 181 SP:Iteration 39Q (59193.900000 sec): 3 clusters Score: Raw -3842613.334810 + Penalty 4989.537141 = -3837623.797669 nChanged 190 SP:Iteration 40F (59193.990000 sec): 3 clusters Score: Raw -3842653.621533 + Penalty 4989.537141 = -3837664.084392 nChanged 191 SP:Iteration 41Q (59194.080000 sec): 3 clusters Score: Raw -3842694.750116 + Penalty 4989.537141 = -3837705.212975 nChanged 219 SP:Iteration 42Q (59194.170000 sec): 3 clusters Score: Raw -3842745.572782 + Penalty 4989.537141 = -3837756.035640 nChanged 230 SP:Iteration 43Q (59194.260000 sec): 3 clusters Score: Raw -3842799.258525 + Penalty 4989.537141 = -3837809.721384 nChanged 212 SP:Iteration 44Q (59194.350000 sec): 3 clusters Score: Raw -3842850.872396 + Penalty 4989.537141 = -3837861.335255 nChanged 223 SP:Iteration 45Q (59194.430000 sec): 3 clusters Score: Raw -3842902.136048 + Penalty 4989.537141 = -3837912.598907 nChanged 217 SP:Iteration 46Q (59194.520000 sec): 3 clusters Score: Raw -3842957.532730 + Penalty 4989.537141 = -3837967.995588 nChanged 241 SP:Iteration 47Q (59194.610000 sec): 3 clusters Score: Raw -3843022.684940 + Penalty 4989.537141 = -3838033.147798 nChanged 244 SP:Iteration 48Q (59194.690000 sec): 3 clusters Score: Raw -3843089.281678 + Penalty 4989.537141 = -3838099.744536 nChanged 243 SP:Iteration 49Q (59194.780000 sec): 3 clusters Score: Raw -3843154.305755 + Penalty 4989.537141 = -3838164.768613 nChanged 249 SP:Iteration 50Q (59194.860000 sec): 3 clusters Score: Raw -3843221.166542 + Penalty 4989.537141 = -3838231.629400 nChanged 218 SP:Iteration 51Q (59194.950000 sec): 3 clusters Score: Raw -3843275.079856 + Penalty 4989.537141 = -3838285.542715 nChanged 226 SP:Iteration 52Q (59195.030000 sec): 3 clusters Score: Raw -3843333.832740 + Penalty 4989.537141 = -3838344.295598 nChanged 215 SP:Iteration 53Q (59195.120000 sec): 3 clusters Score: Raw -3843392.081538 + Penalty 4989.537141 = -3838402.544397 nChanged 206 SP:Iteration 54Q (59195.200000 sec): 3 clusters Score: Raw -3843447.344770 + Penalty 4989.537141 = -3838457.807629 nChanged 196 SP:Iteration 55Q (59195.290000 sec): 3 clusters Score: Raw -3843495.640129 + Penalty 4989.537141 = -3838506.102988 nChanged 188 SP:Iteration 56Q (59195.370000 sec): 3 clusters Score: Raw -3843536.074874 + Penalty 4989.537141 = -3838546.537733 nChanged 157 SP:Iteration 57Q (59195.450000 sec): 3 clusters Score: Raw -3843575.265447 + Penalty 4989.537141 = -3838585.728306 nChanged 156 SP:Iteration 58Q (59195.540000 sec): 3 clusters Score: Raw -3843610.602650 + Penalty 4989.537141 = -3838621.065509 nChanged 127 SP:Iteration 59Q (59195.620000 sec): 3 clusters Score: Raw -3843636.821250 + Penalty 4989.537141 = -3838647.284109 nChanged 101 SP:Iteration 60F (59195.710000 sec): 3 clusters Score: Raw -3843655.353967 + Penalty 4989.537141 = -3838665.816826 nChanged 102 SP:Iteration 61Q (59195.790000 sec): 3 clusters Score: Raw -3843674.126722 + Penalty 4989.537141 = -3838684.589581 nChanged 88 SP:Iteration 62Q (59195.870000 sec): 3 clusters Score: Raw -3843690.222759 + Penalty 4989.537141 = -3838700.685618 nChanged 91 SP:Iteration 63Q (59195.960000 sec): 3 clusters Score: Raw -3843707.175199 + Penalty 4989.537141 = -3838717.638058 nChanged 92 SP:Iteration 64Q (59196.040000 sec): 3 clusters Score: Raw -3843724.315469 + Penalty 4989.537141 = -3838734.778327 nChanged 94 SP:Iteration 65Q (59196.120000 sec): 3 clusters Score: Raw -3843742.739392 + Penalty 4989.537141 = -3838753.202251 nChanged 105 SP:Iteration 66Q (59196.200000 sec): 3 clusters Score: Raw -3843764.944856 + Penalty 4989.537141 = -3838775.407715 nChanged 100 SP:Iteration 67Q (59196.280000 sec): 3 clusters Score: Raw -3843786.539355 + Penalty 4989.537141 = -3838797.002214 nChanged 100 SP:Iteration 68Q (59196.360000 sec): 3 clusters Score: Raw -3843806.959168 + Penalty 4989.537141 = -3838817.422027 nChanged 85 SP:Iteration 69Q (59196.440000 sec): 3 clusters Score: Raw -3843824.428348 + Penalty 4989.537141 = -3838834.891207 nChanged 86 SP:Iteration 70Q (59196.520000 sec): 3 clusters Score: Raw -3843840.185003 + Penalty 4989.537141 = -3838850.647861 nChanged 78 SP:Iteration 71Q (59196.600000 sec): 3 clusters Score: Raw -3843854.846849 + Penalty 4989.537141 = -3838865.309708 nChanged 74 SP:Iteration 72Q (59196.680000 sec): 3 clusters Score: Raw -3843868.788044 + Penalty 4989.537141 = -3838879.250902 nChanged 76 SP:Iteration 73Q (59196.760000 sec): 3 clusters Score: Raw -3843884.018005 + Penalty 4989.537141 = -3838894.480864 nChanged 73 SP:Iteration 74Q (59196.840000 sec): 3 clusters Score: Raw -3843898.701961 + Penalty 4989.537141 = -3838909.164820 nChanged 68 SP:Iteration 75Q (59196.920000 sec): 3 clusters Score: Raw -3843914.000048 + Penalty 4989.537141 = -3838924.462907 nChanged 73 SP:Iteration 76Q (59197.000000 sec): 3 clusters Score: Raw -3843931.546337 + Penalty 4989.537141 = -3838942.009196 nChanged 75 SP:Iteration 77Q (59197.080000 sec): 3 clusters Score: Raw -3843948.104847 + Penalty 4989.537141 = -3838958.567706 nChanged 75 SP:Iteration 78Q (59197.150000 sec): 3 clusters Score: Raw -3843966.825697 + Penalty 4989.537141 = -3838977.288555 nChanged 59 SP:Iteration 79Q (59197.230000 sec): 3 clusters Score: Raw -3843979.118415 + Penalty 4989.537141 = -3838989.581273 nChanged 53 SP:Iteration 80F (59197.330000 sec): 3 clusters Score: Raw -3843991.071507 + Penalty 4989.537141 = -3839001.534366 nChanged 47 SP:Iteration 81Q (59197.400000 sec): 3 clusters Score: Raw -3844001.732588 + Penalty 4989.537141 = -3839012.195446 nChanged 54 SP:Iteration 82Q (59197.480000 sec): 3 clusters Score: Raw -3844014.810474 + Penalty 4989.537141 = -3839025.273333 nChanged 61 SP:Iteration 83Q (59197.560000 sec): 3 clusters Score: Raw -3844026.925884 + Penalty 4989.537141 = -3839037.388742 nChanged 52 SP:Iteration 84Q (59197.640000 sec): 3 clusters Score: Raw -3844038.819347 + Penalty 4989.537141 = -3839049.282206 nChanged 56 SP:Iteration 85Q (59197.710000 sec): 3 clusters Score: Raw -3844050.129152 + Penalty 4989.537141 = -3839060.592011 nChanged 33 SP:Iteration 86Q (59197.790000 sec): 3 clusters Score: Raw -3844056.575348 + Penalty 4989.537141 = -3839067.038206 nChanged 28 SP:Iteration 87Q (59197.870000 sec): 3 clusters Score: Raw -3844062.185358 + Penalty 4989.537141 = -3839072.648217 nChanged 34 SP:Iteration 88Q (59197.950000 sec): 3 clusters Score: Raw -3844069.735573 + Penalty 4989.537141 = -3839080.198432 nChanged 30 SP:Iteration 89Q (59198.020000 sec): 3 clusters Score: Raw -3844078.831181 + Penalty 4989.537141 = -3839089.294040 nChanged 40 SP:Iteration 90Q (59198.100000 sec): 3 clusters Score: Raw -3844089.659137 + Penalty 4989.537141 = -3839100.121996 nChanged 47 SP:Iteration 91Q (59198.170000 sec): 3 clusters Score: Raw -3844104.942379 + Penalty 4989.537141 = -3839115.405238 nChanged 57 SP:Iteration 92Q (59198.250000 sec): 3 clusters Score: Raw -3844118.579133 + Penalty 4989.537141 = -3839129.041991 nChanged 55 SP:Iteration 93Q (59198.330000 sec): 3 clusters Score: Raw -3844132.222066 + Penalty 4989.537141 = -3839142.684924 nChanged 46 SP:Iteration 94Q (59198.400000 sec): 3 clusters Score: Raw -3844143.378589 + Penalty 4989.537141 = -3839153.841448 nChanged 45 SP:Iteration 95Q (59198.480000 sec): 3 clusters Score: Raw -3844152.466787 + Penalty 4989.537141 = -3839162.929646 nChanged 37 SP:Iteration 96Q (59198.550000 sec): 3 clusters Score: Raw -3844160.104897 + Penalty 4989.537141 = -3839170.567756 nChanged 34 SP:Iteration 97Q (59198.630000 sec): 3 clusters Score: Raw -3844165.878500 + Penalty 4989.537141 = -3839176.341358 nChanged 20 SP:Iteration 98Q (59198.700000 sec): 3 clusters Score: Raw -3844169.325958 + Penalty 4989.537141 = -3839179.788817 nChanged 17 SP:Iteration 99Q (59198.780000 sec): 3 clusters Score: Raw -3844172.074639 + Penalty 4989.537141 = -3839182.537498 nChanged 8 SP:Iteration 100F (59198.880000 sec): 3 clusters Score: Raw -3844173.244615 + Penalty 4989.537141 = -3839183.707474 nChanged 6 SP:Iteration 101Q (59198.950000 sec): 3 clusters Score: Raw -3844173.970845 + Penalty 4989.537141 = -3839184.433704 nChanged 6 SP:Iteration 102Q (59199.030000 sec): 3 clusters Score: Raw -3844174.974291 + Penalty 4989.537141 = -3839185.437150 nChanged 6 SP:Iteration 103Q (59199.100000 sec): 3 clusters Score: Raw -3844175.945459 + Penalty 4989.537141 = -3839186.408317 nChanged 3 SP:Iteration 104Q (59199.180000 sec): 3 clusters Score: Raw -3844177.336720 + Penalty 4989.537141 = -3839187.799579 nChanged 12 SP:Iteration 105Q (59199.250000 sec): 3 clusters Score: Raw -3844179.539097 + Penalty 4989.537141 = -3839190.001956 nChanged 10 SP:Iteration 106Q (59199.330000 sec): 3 clusters Score: Raw -3844181.157950 + Penalty 4989.537141 = -3839191.620809 nChanged 10 SP:Iteration 107Q (59199.400000 sec): 3 clusters Score: Raw -3844182.729282 + Penalty 4989.537141 = -3839193.192140 nChanged 10 SP:Iteration 108Q (59199.480000 sec): 3 clusters Score: Raw -3844184.514117 + Penalty 4989.537141 = -3839194.976976 nChanged 11 SP:Iteration 109Q (59199.550000 sec): 3 clusters Score: Raw -3844186.458494 + Penalty 4989.537141 = -3839196.921353 nChanged 10 SP:Iteration 110Q (59199.630000 sec): 3 clusters Score: Raw -3844188.624619 + Penalty 4989.537141 = -3839199.087477 nChanged 12 SP:Iteration 111Q (59199.700000 sec): 3 clusters Score: Raw -3844190.713907 + Penalty 4989.537141 = -3839201.176766 nChanged 14 SP:Iteration 112Q (59199.780000 sec): 3 clusters Score: Raw -3844193.158530 + Penalty 4989.537141 = -3839203.621388 nChanged 16 SP:Iteration 113Q (59199.850000 sec): 3 clusters Score: Raw -3844195.780627 + Penalty 4989.537141 = -3839206.243486 nChanged 8 SP:Iteration 114Q (59199.930000 sec): 3 clusters Score: Raw -3844197.202675 + Penalty 4989.537141 = -3839207.665534 nChanged 8 SP:Iteration 115Q (59200.000000 sec): 3 clusters Score: Raw -3844198.525044 + Penalty 4989.537141 = -3839208.987903 nChanged 5 SP:Iteration 116Q (59200.080000 sec): 3 clusters Score: Raw -3844199.229537 + Penalty 4989.537141 = -3839209.692396 nChanged 5 SP:Iteration 117Q (59200.150000 sec): 3 clusters Score: Raw -3844200.113911 + Penalty 4989.537141 = -3839210.576770 nChanged 5 SP:Iteration 118Q (59200.230000 sec): 3 clusters Score: Raw -3844201.005060 + Penalty 4989.537141 = -3839211.467919 nChanged 3 SP:Iteration 119Q (59200.300000 sec): 3 clusters Score: Raw -3844201.897956 + Penalty 4989.537141 = -3839212.360814 nChanged 4 SP:Iteration 120F (59200.390000 sec): 3 clusters Score: Raw -3844202.971335 + Penalty 4989.537141 = -3839213.434194 nChanged 6 SP:Iteration 121Q (59200.470000 sec): 3 clusters Score: Raw -3844204.121517 + Penalty 4989.537141 = -3839214.584375 nChanged 7 SP:Iteration 122Q (59200.540000 sec): 3 clusters Score: Raw -3844206.342011 + Penalty 4989.537141 = -3839216.804870 nChanged 7 SP:Iteration 123Q (59200.620000 sec): 3 clusters Score: Raw -3844208.058159 + Penalty 4989.537141 = -3839218.521017 nChanged 5 SP:Iteration 124Q (59200.690000 sec): 3 clusters Score: Raw -3844209.036132 + Penalty 4989.537141 = -3839219.498990 nChanged 4 SP:Iteration 125Q (59200.770000 sec): 3 clusters Score: Raw -3844209.597570 + Penalty 4989.537141 = -3839220.060429 nChanged 1 SP:Iteration 126Q (59200.840000 sec): 3 clusters Score: Raw -3844209.825997 + Penalty 4989.537141 = -3839220.288856 nChanged 1 SP:Iteration 127Q (59200.910000 sec): 3 clusters Score: Raw -3844210.172701 + Penalty 4989.537141 = -3839220.635560 nChanged 4 SP:Iteration 128Q (59200.990000 sec): 3 clusters Score: Raw -3844210.882537 + Penalty 4989.537141 = -3839221.345396 nChanged 1 SP:Iteration 129Q (59201.070000 sec): 3 clusters Score: Raw -3844211.023435 + Penalty 4989.537141 = -3839221.486294 nChanged 2 SP:Iteration 130Q (59201.140000 sec): 3 clusters Score: Raw -3844211.300760 + Penalty 4989.537141 = -3839221.763619 nChanged 2 SP:Iteration 131Q (59201.210000 sec): 3 clusters Score: Raw -3844211.835115 + Penalty 4989.537141 = -3839222.297974 nChanged 2 SP:Iteration 132Q (59201.290000 sec): 3 clusters Score: Raw -3844212.256145 + Penalty 4989.537141 = -3839222.719003 nChanged 3 SP:Iteration 133Q (59201.360000 sec): 3 clusters Score: Raw -3844212.589968 + Penalty 4989.537141 = -3839223.052826 nChanged 1 SP:Iteration 134Q (59201.440000 sec): 3 clusters Score: Raw -3844212.697429 + Penalty 4989.537141 = -3839223.160288 nChanged 0 SP:Iteration 135F (59201.530000 sec): 3 clusters Score: Raw -3844212.697429 + Penalty 4989.537141 = -3839223.160288 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59201.550000 sec): 2 clusters Score: Raw -364049.930778 + Penalty 1916.100737 = -362133.830040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59201.560000 sec): 3 clusters Score: Raw -363140.103844 + Penalty 3832.201475 = -359307.902369 nChanged 737 SP:Iteration 1F (59201.570000 sec): 3 clusters Score: Raw -363723.506518 + Penalty 3832.201475 = -359891.305043 nChanged 199 SP:Iteration 2F (59201.570000 sec): 3 clusters Score: Raw -363913.804771 + Penalty 3832.201475 = -360081.603296 nChanged 122 SP:Iteration 3F (59201.580000 sec): 3 clusters Score: Raw -364054.910639 + Penalty 3832.201475 = -360222.709165 nChanged 115 SP:Iteration 4F (59201.590000 sec): 3 clusters Score: Raw -364242.768740 + Penalty 3832.201475 = -360410.567265 nChanged 110 SP:Iteration 5Q (59201.600000 sec): 3 clusters Score: Raw -364404.384031 + Penalty 3832.201475 = -360572.182557 nChanged 100 SP:Iteration 6Q (59201.610000 sec): 3 clusters Score: Raw -364534.369136 + Penalty 3832.201475 = -360702.167661 nChanged 98 SP:Iteration 7Q (59201.620000 sec): 3 clusters Score: Raw -364720.439900 + Penalty 3832.201475 = -360888.238426 nChanged 121 SP:Iteration 8F (59201.630000 sec): 3 clusters Score: Raw -364966.568354 + Penalty 3832.201475 = -361134.366879 nChanged 128 SP:Iteration 9F (59201.640000 sec): 3 clusters Score: Raw -365238.294012 + Penalty 3832.201475 = -361406.092538 nChanged 115 SP:Iteration 10F (59201.650000 sec): 3 clusters Score: Raw -365443.221321 + Penalty 3832.201475 = -361611.019846 nChanged 89 SP:Iteration 11Q (59201.650000 sec): 3 clusters Score: Raw -365599.244237 + Penalty 3832.201475 = -361767.042762 nChanged 73 SP:Iteration 12Q (59201.660000 sec): 3 clusters Score: Raw -365713.055112 + Penalty 3832.201475 = -361880.853638 nChanged 47 SP:Iteration 13Q (59201.670000 sec): 3 clusters Score: Raw -365771.575712 + Penalty 3832.201475 = -361939.374237 nChanged 22 SP:Iteration 14Q (59201.680000 sec): 3 clusters Score: Raw -365797.386434 + Penalty 3832.201475 = -361965.184960 nChanged 18 SP:Iteration 15Q (59201.680000 sec): 3 clusters Score: Raw -365810.677513 + Penalty 3832.201475 = -361978.476038 nChanged 15 SP:Iteration 16Q (59201.690000 sec): 3 clusters Score: Raw -365820.605911 + Penalty 3832.201475 = -361988.404436 nChanged 9 SP:Iteration 17Q (59201.700000 sec): 3 clusters Score: Raw -365826.140072 + Penalty 3832.201475 = -361993.938597 nChanged 11 SP:Iteration 18Q (59201.710000 sec): 3 clusters Score: Raw -365836.273817 + Penalty 3832.201475 = -362004.072342 nChanged 8 SP:Iteration 19Q (59201.710000 sec): 3 clusters Score: Raw -365846.332080 + Penalty 3832.201475 = -362014.130606 nChanged 6 SP:Iteration 20F (59201.720000 sec): 3 clusters Score: Raw -365849.704732 + Penalty 3832.201475 = -362017.503257 nChanged 2 SP:Iteration 21Q (59201.730000 sec): 3 clusters Score: Raw -365851.768401 + Penalty 3832.201475 = -362019.566926 nChanged 1 SP:Iteration 22Q (59201.740000 sec): 3 clusters Score: Raw -365852.153906 + Penalty 3832.201475 = -362019.952431 nChanged 0 SP:Iteration 23F (59201.750000 sec): 3 clusters Score: Raw -365852.153906 + Penalty 3832.201475 = -362019.952431 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59201.760000 sec): 2 clusters Score: Raw -539800.709330 + Penalty 2012.426724 = -537788.282606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59201.770000 sec): 3 clusters Score: Raw -538352.891310 + Penalty 4024.853448 = -534328.037862 nChanged 1241 SP:Iteration 1F (59201.790000 sec): 3 clusters Score: Raw -539172.865905 + Penalty 4024.853448 = -535148.012457 nChanged 276 SP:Iteration 2F (59201.800000 sec): 3 clusters Score: Raw -539391.534172 + Penalty 4024.853448 = -535366.680724 nChanged 163 SP:Iteration 3Q (59201.810000 sec): 3 clusters Score: Raw -539538.668219 + Penalty 4024.853448 = -535513.814772 nChanged 139 SP:Iteration 4Q (59201.830000 sec): 3 clusters Score: Raw -539685.848597 + Penalty 4024.853448 = -535660.995149 nChanged 135 SP:Iteration 5Q (59201.840000 sec): 3 clusters Score: Raw -539804.679206 + Penalty 4024.853448 = -535779.825758 nChanged 131 SP:Iteration 6Q (59201.850000 sec): 3 clusters Score: Raw -539914.648132 + Penalty 4024.853448 = -535889.794685 nChanged 123 SP:Iteration 7Q (59201.870000 sec): 3 clusters Score: Raw -540006.736518 + Penalty 4024.853448 = -535981.883071 nChanged 116 SP:Iteration 8Q (59201.880000 sec): 3 clusters Score: Raw -540087.017298 + Penalty 4024.853448 = -536062.163851 nChanged 120 SP:Iteration 9Q (59201.890000 sec): 3 clusters Score: Raw -540178.911644 + Penalty 4024.853448 = -536154.058197 nChanged 109 SP:Iteration 10Q (59201.910000 sec): 3 clusters Score: Raw -540267.206645 + Penalty 4024.853448 = -536242.353198 nChanged 107 SP:Iteration 11Q (59201.920000 sec): 3 clusters Score: Raw -540334.347840 + Penalty 4024.853448 = -536309.494392 nChanged 78 SP:Iteration 12Q (59201.930000 sec): 3 clusters Score: Raw -540385.058849 + Penalty 4024.853448 = -536360.205401 nChanged 62 SP:Iteration 13Q (59201.940000 sec): 3 clusters Score: Raw -540421.902911 + Penalty 4024.853448 = -536397.049463 nChanged 56 SP:Iteration 14Q (59201.950000 sec): 3 clusters Score: Raw -540467.602128 + Penalty 4024.853448 = -536442.748680 nChanged 63 SP:Iteration 15Q (59201.970000 sec): 3 clusters Score: Raw -540512.332247 + Penalty 4024.853448 = -536487.478799 nChanged 53 SP:Iteration 16Q (59201.980000 sec): 3 clusters Score: Raw -540543.096008 + Penalty 4024.853448 = -536518.242560 nChanged 40 SP:Iteration 17Q (59201.990000 sec): 3 clusters Score: Raw -540563.139216 + Penalty 4024.853448 = -536538.285768 nChanged 39 SP:Iteration 18Q (59202.010000 sec): 3 clusters Score: Raw -540581.461112 + Penalty 4024.853448 = -536556.607664 nChanged 31 SP:Iteration 19Q (59202.020000 sec): 3 clusters Score: Raw -540601.249105 + Penalty 4024.853448 = -536576.395658 nChanged 33 SP:Iteration 20F (59202.030000 sec): 3 clusters Score: Raw -540621.172911 + Penalty 4024.853448 = -536596.319463 nChanged 27 SP:Iteration 21Q (59202.050000 sec): 3 clusters Score: Raw -540642.027245 + Penalty 4024.853448 = -536617.173797 nChanged 32 SP:Iteration 22Q (59202.060000 sec): 3 clusters Score: Raw -540658.758675 + Penalty 4024.853448 = -536633.905228 nChanged 21 SP:Iteration 23Q (59202.070000 sec): 3 clusters Score: Raw -540669.738509 + Penalty 4024.853448 = -536644.885061 nChanged 22 SP:Iteration 24Q (59202.080000 sec): 3 clusters Score: Raw -540679.209647 + Penalty 4024.853448 = -536654.356200 nChanged 17 SP:Iteration 25Q (59202.090000 sec): 3 clusters Score: Raw -540686.076723 + Penalty 4024.853448 = -536661.223276 nChanged 15 SP:Iteration 26Q (59202.110000 sec): 3 clusters Score: Raw -540694.028162 + Penalty 4024.853448 = -536669.174714 nChanged 16 SP:Iteration 27Q (59202.120000 sec): 3 clusters Score: Raw -540703.887400 + Penalty 4024.853448 = -536679.033952 nChanged 16 SP:Iteration 28Q (59202.130000 sec): 3 clusters Score: Raw -540712.240860 + Penalty 4024.853448 = -536687.387413 nChanged 18 SP:Iteration 29Q (59202.150000 sec): 3 clusters Score: Raw -540719.866673 + Penalty 4024.853448 = -536695.013225 nChanged 10 SP:Iteration 30Q (59202.160000 sec): 3 clusters Score: Raw -540727.008929 + Penalty 4024.853448 = -536702.155481 nChanged 7 SP:Iteration 31Q (59202.170000 sec): 3 clusters Score: Raw -540729.576474 + Penalty 4024.853448 = -536704.723027 nChanged 7 SP:Iteration 32Q (59202.180000 sec): 3 clusters Score: Raw -540732.746010 + Penalty 4024.853448 = -536707.892563 nChanged 6 SP:Iteration 33Q (59202.190000 sec): 3 clusters Score: Raw -540734.979083 + Penalty 4024.853448 = -536710.125636 nChanged 4 SP:Iteration 34Q (59202.210000 sec): 3 clusters Score: Raw -540737.247584 + Penalty 4024.853448 = -536712.394136 nChanged 3 SP:Iteration 35Q (59202.220000 sec): 3 clusters Score: Raw -540739.628263 + Penalty 4024.853448 = -536714.774815 nChanged 5 SP:Iteration 36Q (59202.230000 sec): 3 clusters Score: Raw -540743.483078 + Penalty 4024.853448 = -536718.629630 nChanged 8 SP:Iteration 37Q (59202.250000 sec): 3 clusters Score: Raw -540749.888842 + Penalty 4024.853448 = -536725.035394 nChanged 8 SP:Iteration 38Q (59202.260000 sec): 3 clusters Score: Raw -540753.051823 + Penalty 4024.853448 = -536728.198375 nChanged 5 SP:Iteration 39Q (59202.270000 sec): 3 clusters Score: Raw -540756.550710 + Penalty 4024.853448 = -536731.697263 nChanged 2 SP:Iteration 40F (59202.280000 sec): 3 clusters Score: Raw -540757.632450 + Penalty 4024.853448 = -536732.779002 nChanged 2 SP:Iteration 41Q (59202.290000 sec): 3 clusters Score: Raw -540758.392341 + Penalty 4024.853448 = -536733.538893 nChanged 3 SP:Iteration 42Q (59202.310000 sec): 3 clusters Score: Raw -540759.236731 + Penalty 4024.853448 = -536734.383284 nChanged 2 SP:Iteration 43Q (59202.320000 sec): 3 clusters Score: Raw -540759.625005 + Penalty 4024.853448 = -536734.771557 nChanged 2 SP:Iteration 44Q (59202.330000 sec): 3 clusters Score: Raw -540760.207844 + Penalty 4024.853448 = -536735.354396 nChanged 2 SP:Iteration 45Q (59202.350000 sec): 3 clusters Score: Raw -540760.668705 + Penalty 4024.853448 = -536735.815257 nChanged 0 SP:Iteration 46F (59202.360000 sec): 3 clusters Score: Raw -540760.668705 + Penalty 4024.853448 = -536735.815257 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59202.390000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59202.430000 sec): 3 clusters Score: Raw -1720013.648285 + Penalty 4548.184438 = -1715465.463847 nChanged 3910 SP:Iteration 1F (59202.470000 sec): 3 clusters Score: Raw -1722120.257695 + Penalty 4548.184438 = -1717572.073257 nChanged 658 SP:Iteration 2F (59202.510000 sec): 3 clusters Score: Raw -1722480.569251 + Penalty 4548.184438 = -1717932.384813 nChanged 556 SP:Iteration 3F (59202.550000 sec): 3 clusters Score: Raw -1722807.488495 + Penalty 4548.184438 = -1718259.304057 nChanged 518 SP:Iteration 4F (59202.590000 sec): 3 clusters Score: Raw -1723119.215818 + Penalty 4548.184438 = -1718571.031381 nChanged 511 SP:Iteration 5F (59202.620000 sec): 3 clusters Score: Raw -1723454.711893 + Penalty 4548.184438 = -1718906.527455 nChanged 507 SP:Iteration 6F (59202.660000 sec): 3 clusters Score: Raw -1723816.830953 + Penalty 4548.184438 = -1719268.646516 nChanged 460 SP:Iteration 7Q (59202.700000 sec): 3 clusters Score: Raw -1724163.443364 + Penalty 4548.184438 = -1719615.258926 nChanged 428 SP:Iteration 8Q (59202.740000 sec): 3 clusters Score: Raw -1724505.683679 + Penalty 4548.184438 = -1719957.499242 nChanged 347 SP:Iteration 9Q (59202.770000 sec): 3 clusters Score: Raw -1724756.591877 + Penalty 4548.184438 = -1720208.407440 nChanged 255 SP:Iteration 10Q (59202.810000 sec): 3 clusters Score: Raw -1724943.586957 + Penalty 4548.184438 = -1720395.402519 nChanged 192 SP:Iteration 11Q (59202.850000 sec): 3 clusters Score: Raw -1725083.306424 + Penalty 4548.184438 = -1720535.121986 nChanged 161 SP:Iteration 12Q (59202.880000 sec): 3 clusters Score: Raw -1725205.619425 + Penalty 4548.184438 = -1720657.434988 nChanged 141 SP:Iteration 13Q (59202.910000 sec): 3 clusters Score: Raw -1725302.817685 + Penalty 4548.184438 = -1720754.633248 nChanged 100 SP:Iteration 14Q (59202.950000 sec): 3 clusters Score: Raw -1725365.634864 + Penalty 4548.184438 = -1720817.450426 nChanged 58 SP:Iteration 15Q (59202.980000 sec): 3 clusters Score: Raw -1725397.168077 + Penalty 4548.184438 = -1720848.983639 nChanged 44 SP:Iteration 16Q (59203.010000 sec): 3 clusters Score: Raw -1725421.560602 + Penalty 4548.184438 = -1720873.376165 nChanged 33 SP:Iteration 17Q (59203.050000 sec): 3 clusters Score: Raw -1725435.491979 + Penalty 4548.184438 = -1720887.307542 nChanged 29 SP:Iteration 18Q (59203.080000 sec): 3 clusters Score: Raw -1725446.530126 + Penalty 4548.184438 = -1720898.345688 nChanged 19 SP:Iteration 19Q (59203.110000 sec): 3 clusters Score: Raw -1725453.027340 + Penalty 4548.184438 = -1720904.842902 nChanged 12 SP:Iteration 20F (59203.150000 sec): 3 clusters Score: Raw -1725457.874092 + Penalty 4548.184438 = -1720909.689654 nChanged 10 SP:Iteration 21Q (59203.180000 sec): 3 clusters Score: Raw -1725461.052115 + Penalty 4548.184438 = -1720912.867678 nChanged 9 SP:Iteration 22Q (59203.210000 sec): 3 clusters Score: Raw -1725463.794281 + Penalty 4548.184438 = -1720915.609843 nChanged 5 SP:Iteration 23Q (59203.240000 sec): 3 clusters Score: Raw -1725465.939082 + Penalty 4548.184438 = -1720917.754644 nChanged 8 SP:Iteration 24Q (59203.270000 sec): 3 clusters Score: Raw -1725469.280439 + Penalty 4548.184438 = -1720921.096001 nChanged 5 SP:Iteration 25Q (59203.300000 sec): 3 clusters Score: Raw -1725471.189594 + Penalty 4548.184438 = -1720923.005156 nChanged 8 SP:Iteration 26Q (59203.330000 sec): 3 clusters Score: Raw -1725475.077688 + Penalty 4548.184438 = -1720926.893250 nChanged 7 SP:Iteration 27Q (59203.370000 sec): 3 clusters Score: Raw -1725477.395618 + Penalty 4548.184438 = -1720929.211180 nChanged 5 SP:Iteration 28Q (59203.390000 sec): 3 clusters Score: Raw -1725479.019188 + Penalty 4548.184438 = -1720930.834750 nChanged 5 SP:Iteration 29Q (59203.430000 sec): 3 clusters Score: Raw -1725481.856968 + Penalty 4548.184438 = -1720933.672530 nChanged 8 SP:Iteration 30Q (59203.460000 sec): 3 clusters Score: Raw -1725484.332806 + Penalty 4548.184438 = -1720936.148368 nChanged 5 SP:Iteration 31Q (59203.490000 sec): 3 clusters Score: Raw -1725486.619575 + Penalty 4548.184438 = -1720938.435137 nChanged 11 SP:Iteration 32Q (59203.520000 sec): 3 clusters Score: Raw -1725492.415758 + Penalty 4548.184438 = -1720944.231320 nChanged 15 SP:Iteration 33Q (59203.550000 sec): 3 clusters Score: Raw -1725498.772790 + Penalty 4548.184438 = -1720950.588352 nChanged 16 SP:Iteration 34Q (59203.580000 sec): 3 clusters Score: Raw -1725505.539118 + Penalty 4548.184438 = -1720957.354680 nChanged 16 SP:Iteration 35Q (59203.610000 sec): 3 clusters Score: Raw -1725513.017627 + Penalty 4548.184438 = -1720964.833189 nChanged 13 SP:Iteration 36Q (59203.640000 sec): 3 clusters Score: Raw -1725518.870806 + Penalty 4548.184438 = -1720970.686368 nChanged 8 SP:Iteration 37Q (59203.670000 sec): 3 clusters Score: Raw -1725521.212571 + Penalty 4548.184438 = -1720973.028133 nChanged 7 SP:Iteration 38Q (59203.700000 sec): 3 clusters Score: Raw -1725524.299979 + Penalty 4548.184438 = -1720976.115541 nChanged 7 SP:Iteration 39Q (59203.730000 sec): 3 clusters Score: Raw -1725526.687722 + Penalty 4548.184438 = -1720978.503284 nChanged 5 SP:Iteration 40F (59203.770000 sec): 3 clusters Score: Raw -1725528.121778 + Penalty 4548.184438 = -1720979.937340 nChanged 5 SP:Iteration 41Q (59203.800000 sec): 3 clusters Score: Raw -1725529.853883 + Penalty 4548.184438 = -1720981.669445 nChanged 3 SP:Iteration 42Q (59203.830000 sec): 3 clusters Score: Raw -1725530.544321 + Penalty 4548.184438 = -1720982.359883 nChanged 0 SP:Iteration 43F (59203.870000 sec): 3 clusters Score: Raw -1725530.544321 + Penalty 4548.184438 = -1720982.359883 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59204.000000 sec): 2 clusters Score: Raw -6572890.885049 + Penalty 2613.633984 = -6570277.251065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59204.150000 sec): 3 clusters Score: Raw -6549960.771418 + Penalty 5227.267968 = -6544733.503450 nChanged 17124 SP:Iteration 1F (59204.300000 sec): 3 clusters Score: Raw -6559185.149205 + Penalty 5227.267968 = -6553957.881237 nChanged 1684 SP:Iteration 2Q (59204.450000 sec): 3 clusters Score: Raw -6559708.363371 + Penalty 5227.267968 = -6554481.095403 nChanged 1625 SP:Iteration 3Q (59204.610000 sec): 3 clusters Score: Raw -6560243.011280 + Penalty 5227.267968 = -6555015.743312 nChanged 1672 SP:Iteration 4Q (59204.760000 sec): 3 clusters Score: Raw -6560894.497821 + Penalty 5227.267968 = -6555667.229853 nChanged 1838 SP:Iteration 5Q (59204.910000 sec): 3 clusters Score: Raw -6561810.403479 + Penalty 5227.267968 = -6556583.135511 nChanged 2328 SP:Iteration 6F (59205.060000 sec): 3 clusters Score: Raw -6563313.513591 + Penalty 5227.267968 = -6558086.245623 nChanged 2831 SP:Iteration 7F (59205.210000 sec): 3 clusters Score: Raw -6565541.203725 + Penalty 5227.267968 = -6560313.935757 nChanged 2954 SP:Iteration 8F (59205.360000 sec): 3 clusters Score: Raw -6568181.810978 + Penalty 5227.267968 = -6562954.543011 nChanged 2448 SP:Iteration 9F (59205.510000 sec): 3 clusters Score: Raw -6570603.410581 + Penalty 5227.267968 = -6565376.142613 nChanged 1485 SP:Iteration 10Q (59205.650000 sec): 3 clusters Score: Raw -6572094.624124 + Penalty 5227.267968 = -6566867.356156 nChanged 614 SP:Iteration 11Q (59205.780000 sec): 3 clusters Score: Raw -6572715.615206 + Penalty 5227.267968 = -6567488.347239 nChanged 203 SP:Iteration 12Q (59205.890000 sec): 3 clusters Score: Raw -6572949.696259 + Penalty 5227.267968 = -6567722.428291 nChanged 61 SP:Iteration 13Q (59206.000000 sec): 3 clusters Score: Raw -6573044.593187 + Penalty 5227.267968 = -6567817.325219 nChanged 34 SP:Iteration 14Q (59206.110000 sec): 3 clusters Score: Raw -6573110.536316 + Penalty 5227.267968 = -6567883.268348 nChanged 22 SP:Iteration 15Q (59206.210000 sec): 3 clusters Score: Raw -6573147.418820 + Penalty 5227.267968 = -6567920.150853 nChanged 10 SP:Iteration 16Q (59206.320000 sec): 3 clusters Score: Raw -6573164.350590 + Penalty 5227.267968 = -6567937.082622 nChanged 6 SP:Iteration 17Q (59206.420000 sec): 3 clusters Score: Raw -6573171.310423 + Penalty 5227.267968 = -6567944.042455 nChanged 1 SP:Iteration 18Q (59206.530000 sec): 3 clusters Score: Raw -6573172.940877 + Penalty 5227.267968 = -6567945.672909 nChanged 1 SP:Iteration 19Q (59206.630000 sec): 3 clusters Score: Raw -6573174.124186 + Penalty 5227.267968 = -6567946.856218 nChanged 1 SP:Iteration 20F (59206.780000 sec): 3 clusters Score: Raw -6573175.365139 + Penalty 5227.267968 = -6567948.097171 nChanged 1 SP:Iteration 21Q (59206.880000 sec): 3 clusters Score: Raw -6573176.979499 + Penalty 5227.267968 = -6567949.711531 nChanged 2 SP:Iteration 22Q (59206.990000 sec): 3 clusters Score: Raw -6573181.738045 + Penalty 5227.267968 = -6567954.470077 nChanged 2 SP:Iteration 23Q (59207.090000 sec): 3 clusters Score: Raw -6573183.199330 + Penalty 5227.267968 = -6567955.931362 nChanged 0 SP:Iteration 24F (59207.240000 sec): 3 clusters Score: Raw -6573183.199330 + Penalty 5227.267968 = -6567955.931362 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59207.290000 sec): 2 clusters Score: Raw -2021323.540546 + Penalty 2325.757833 = -2018997.782714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59207.340000 sec): 3 clusters Score: Raw -2014863.822046 + Penalty 4651.515665 = -2010212.306381 nChanged 4997 SP:Iteration 1F (59207.380000 sec): 3 clusters Score: Raw -2017516.315331 + Penalty 4651.515665 = -2012864.799666 nChanged 762 SP:Iteration 2F (59207.430000 sec): 3 clusters Score: Raw -2017881.322131 + Penalty 4651.515665 = -2013229.806466 nChanged 618 SP:Iteration 3F (59207.480000 sec): 3 clusters Score: Raw -2018156.707105 + Penalty 4651.515665 = -2013505.191440 nChanged 538 SP:Iteration 4Q (59207.520000 sec): 3 clusters Score: Raw -2018427.729024 + Penalty 4651.515665 = -2013776.213359 nChanged 565 SP:Iteration 5Q (59207.570000 sec): 3 clusters Score: Raw -2018741.012114 + Penalty 4651.515665 = -2014089.496449 nChanged 610 SP:Iteration 6F (59207.620000 sec): 3 clusters Score: Raw -2019129.676696 + Penalty 4651.515665 = -2014478.161031 nChanged 649 SP:Iteration 7F (59207.660000 sec): 3 clusters Score: Raw -2019611.791912 + Penalty 4651.515665 = -2014960.276247 nChanged 673 SP:Iteration 8F (59207.710000 sec): 3 clusters Score: Raw -2020150.489211 + Penalty 4651.515665 = -2015498.973546 nChanged 556 SP:Iteration 9Q (59207.750000 sec): 3 clusters Score: Raw -2020622.774311 + Penalty 4651.515665 = -2015971.258646 nChanged 427 SP:Iteration 10Q (59207.800000 sec): 3 clusters Score: Raw -2021007.234126 + Penalty 4651.515665 = -2016355.718461 nChanged 298 SP:Iteration 11Q (59207.840000 sec): 3 clusters Score: Raw -2021259.421284 + Penalty 4651.515665 = -2016607.905619 nChanged 178 SP:Iteration 12Q (59207.890000 sec): 3 clusters Score: Raw -2021407.946627 + Penalty 4651.515665 = -2016756.430962 nChanged 115 SP:Iteration 13Q (59207.930000 sec): 3 clusters Score: Raw -2021500.460406 + Penalty 4651.515665 = -2016848.944741 nChanged 65 SP:Iteration 14Q (59207.970000 sec): 3 clusters Score: Raw -2021557.754151 + Penalty 4651.515665 = -2016906.238486 nChanged 41 SP:Iteration 15Q (59208.010000 sec): 3 clusters Score: Raw -2021595.253319 + Penalty 4651.515665 = -2016943.737654 nChanged 34 SP:Iteration 16Q (59208.050000 sec): 3 clusters Score: Raw -2021626.228165 + Penalty 4651.515665 = -2016974.712500 nChanged 27 SP:Iteration 17Q (59208.080000 sec): 3 clusters Score: Raw -2021648.822748 + Penalty 4651.515665 = -2016997.307083 nChanged 17 SP:Iteration 18Q (59208.120000 sec): 3 clusters Score: Raw -2021669.492574 + Penalty 4651.515665 = -2017017.976909 nChanged 23 SP:Iteration 19Q (59208.160000 sec): 3 clusters Score: Raw -2021690.860853 + Penalty 4651.515665 = -2017039.345188 nChanged 13 SP:Iteration 20F (59208.210000 sec): 3 clusters Score: Raw -2021703.061304 + Penalty 4651.515665 = -2017051.545638 nChanged 4 SP:Iteration 21Q (59208.240000 sec): 3 clusters Score: Raw -2021707.113820 + Penalty 4651.515665 = -2017055.598155 nChanged 3 SP:Iteration 22Q (59208.280000 sec): 3 clusters Score: Raw -2021709.620558 + Penalty 4651.515665 = -2017058.104893 nChanged 1 SP:Iteration 23Q (59208.320000 sec): 3 clusters Score: Raw -2021710.489967 + Penalty 4651.515665 = -2017058.974302 nChanged 2 SP:Iteration 24Q (59208.350000 sec): 3 clusters Score: Raw -2021712.341752 + Penalty 4651.515665 = -2017060.826087 nChanged 3 SP:Iteration 25Q (59208.390000 sec): 3 clusters Score: Raw -2021714.920450 + Penalty 4651.515665 = -2017063.404785 nChanged 3 SP:Iteration 26Q (59208.430000 sec): 3 clusters Score: Raw -2021717.177961 + Penalty 4651.515665 = -2017065.662296 nChanged 2 SP:Iteration 27Q (59208.460000 sec): 3 clusters Score: Raw -2021718.017524 + Penalty 4651.515665 = -2017066.501859 nChanged 1 SP:Iteration 28Q (59208.500000 sec): 3 clusters Score: Raw -2021718.498659 + Penalty 4651.515665 = -2017066.982994 nChanged 0 SP:Iteration 29F (59208.540000 sec): 3 clusters Score: Raw -2021718.498659 + Penalty 4651.515665 = -2017066.982994 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59208.570000 sec): 2 clusters Score: Raw -776722.737284 + Penalty 2096.337706 = -774626.399579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59208.580000 sec): 3 clusters Score: Raw -774525.645067 + Penalty 4192.675411 = -770332.969656 nChanged 1750 SP:Iteration 1F (59208.600000 sec): 3 clusters Score: Raw -775586.823445 + Penalty 4192.675411 = -771394.148034 nChanged 372 SP:Iteration 2F (59208.620000 sec): 3 clusters Score: Raw -775854.686544 + Penalty 4192.675411 = -771662.011133 nChanged 277 SP:Iteration 3F (59208.640000 sec): 3 clusters Score: Raw -776100.468349 + Penalty 4192.675411 = -771907.792938 nChanged 261 SP:Iteration 4F (59208.660000 sec): 3 clusters Score: Raw -776312.482604 + Penalty 4192.675411 = -772119.807193 nChanged 217 SP:Iteration 5Q (59208.680000 sec): 3 clusters Score: Raw -776507.963998 + Penalty 4192.675411 = -772315.288587 nChanged 211 SP:Iteration 6Q (59208.700000 sec): 3 clusters Score: Raw -776703.268324 + Penalty 4192.675411 = -772510.592913 nChanged 223 SP:Iteration 7Q (59208.710000 sec): 3 clusters Score: Raw -776883.867637 + Penalty 4192.675411 = -772691.192226 nChanged 183 SP:Iteration 8Q (59208.730000 sec): 3 clusters Score: Raw -777017.514612 + Penalty 4192.675411 = -772824.839201 nChanged 148 SP:Iteration 9Q (59208.750000 sec): 3 clusters Score: Raw -777112.181327 + Penalty 4192.675411 = -772919.505916 nChanged 115 SP:Iteration 10Q (59208.770000 sec): 3 clusters Score: Raw -777187.646155 + Penalty 4192.675411 = -772994.970744 nChanged 97 SP:Iteration 11Q (59208.780000 sec): 3 clusters Score: Raw -777240.503957 + Penalty 4192.675411 = -773047.828546 nChanged 95 SP:Iteration 12Q (59208.800000 sec): 3 clusters Score: Raw -777301.312683 + Penalty 4192.675411 = -773108.637272 nChanged 87 SP:Iteration 13Q (59208.820000 sec): 3 clusters Score: Raw -777362.321630 + Penalty 4192.675411 = -773169.646219 nChanged 78 SP:Iteration 14Q (59208.840000 sec): 3 clusters Score: Raw -777406.592137 + Penalty 4192.675411 = -773213.916726 nChanged 63 SP:Iteration 15Q (59208.860000 sec): 3 clusters Score: Raw -777437.818436 + Penalty 4192.675411 = -773245.143025 nChanged 51 SP:Iteration 16Q (59208.870000 sec): 3 clusters Score: Raw -777465.881944 + Penalty 4192.675411 = -773273.206533 nChanged 46 SP:Iteration 17Q (59208.890000 sec): 3 clusters Score: Raw -777486.094807 + Penalty 4192.675411 = -773293.419396 nChanged 29 SP:Iteration 18Q (59208.910000 sec): 3 clusters Score: Raw -777497.488968 + Penalty 4192.675411 = -773304.813557 nChanged 22 SP:Iteration 19Q (59208.920000 sec): 3 clusters Score: Raw -777506.915648 + Penalty 4192.675411 = -773314.240237 nChanged 28 SP:Iteration 20F (59208.940000 sec): 3 clusters Score: Raw -777518.568277 + Penalty 4192.675411 = -773325.892866 nChanged 20 SP:Iteration 21Q (59208.960000 sec): 3 clusters Score: Raw -777527.697384 + Penalty 4192.675411 = -773335.021972 nChanged 21 SP:Iteration 22Q (59208.980000 sec): 3 clusters Score: Raw -777536.528275 + Penalty 4192.675411 = -773343.852864 nChanged 14 SP:Iteration 23Q (59209.000000 sec): 3 clusters Score: Raw -777542.928768 + Penalty 4192.675411 = -773350.253357 nChanged 10 SP:Iteration 24Q (59209.010000 sec): 3 clusters Score: Raw -777547.099445 + Penalty 4192.675411 = -773354.424033 nChanged 7 SP:Iteration 25Q (59209.030000 sec): 3 clusters Score: Raw -777549.971681 + Penalty 4192.675411 = -773357.296270 nChanged 6 SP:Iteration 26Q (59209.050000 sec): 3 clusters Score: Raw -777551.354205 + Penalty 4192.675411 = -773358.678794 nChanged 5 SP:Iteration 27Q (59209.060000 sec): 3 clusters Score: Raw -777552.980676 + Penalty 4192.675411 = -773360.305265 nChanged 5 SP:Iteration 28Q (59209.080000 sec): 3 clusters Score: Raw -777554.439227 + Penalty 4192.675411 = -773361.763816 nChanged 3 SP:Iteration 29Q (59209.100000 sec): 3 clusters Score: Raw -777556.038949 + Penalty 4192.675411 = -773363.363538 nChanged 5 SP:Iteration 30Q (59209.120000 sec): 3 clusters Score: Raw -777557.564941 + Penalty 4192.675411 = -773364.889530 nChanged 3 SP:Iteration 31Q (59209.140000 sec): 3 clusters Score: Raw -777558.202712 + Penalty 4192.675411 = -773365.527300 nChanged 0 SP:Iteration 32F (59209.150000 sec): 3 clusters Score: Raw -777558.202712 + Penalty 4192.675411 = -773365.527300 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59209.180000 sec): 2 clusters Score: Raw -802481.859415 + Penalty 2105.118763 = -800376.740652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59209.200000 sec): 3 clusters Score: Raw -800122.882089 + Penalty 4210.237526 = -795912.644563 nChanged 1862 SP:Iteration 1F (59209.220000 sec): 3 clusters Score: Raw -801257.035574 + Penalty 4210.237526 = -797046.798048 nChanged 390 SP:Iteration 2F (59209.240000 sec): 3 clusters Score: Raw -801639.804477 + Penalty 4210.237526 = -797429.566950 nChanged 368 SP:Iteration 3F (59209.250000 sec): 3 clusters Score: Raw -802029.497853 + Penalty 4210.237526 = -797819.260327 nChanged 388 SP:Iteration 4F (59209.270000 sec): 3 clusters Score: Raw -802452.459890 + Penalty 4210.237526 = -798242.222363 nChanged 356 SP:Iteration 5F (59209.290000 sec): 3 clusters Score: Raw -802813.048463 + Penalty 4210.237526 = -798602.810937 nChanged 320 SP:Iteration 6F (59209.310000 sec): 3 clusters Score: Raw -803136.441891 + Penalty 4210.237526 = -798926.204365 nChanged 251 SP:Iteration 7F (59209.330000 sec): 3 clusters Score: Raw -803338.438041 + Penalty 4210.237526 = -799128.200515 nChanged 166 SP:Iteration 8Q (59209.350000 sec): 3 clusters Score: Raw -803450.837669 + Penalty 4210.237526 = -799240.600143 nChanged 102 SP:Iteration 9Q (59209.370000 sec): 3 clusters Score: Raw -803518.492332 + Penalty 4210.237526 = -799308.254805 nChanged 74 SP:Iteration 10Q (59209.390000 sec): 3 clusters Score: Raw -803556.274028 + Penalty 4210.237526 = -799346.036502 nChanged 47 SP:Iteration 11Q (59209.410000 sec): 3 clusters Score: Raw -803576.716890 + Penalty 4210.237526 = -799366.479364 nChanged 33 SP:Iteration 12Q (59209.430000 sec): 3 clusters Score: Raw -803591.885284 + Penalty 4210.237526 = -799381.647757 nChanged 22 SP:Iteration 13Q (59209.450000 sec): 3 clusters Score: Raw -803602.710080 + Penalty 4210.237526 = -799392.472553 nChanged 17 SP:Iteration 14Q (59209.460000 sec): 3 clusters Score: Raw -803609.189209 + Penalty 4210.237526 = -799398.951683 nChanged 9 SP:Iteration 15Q (59209.480000 sec): 3 clusters Score: Raw -803612.467204 + Penalty 4210.237526 = -799402.229677 nChanged 0 SP:Iteration 16F (59209.500000 sec): 3 clusters Score: Raw -803612.467204 + Penalty 4210.237526 = -799402.229677 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59209.510000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59209.510000 sec): 3 clusters Score: Raw -79270.107024 + Penalty 3079.460653 = -76190.646371 nChanged 89 SP:Iteration 1F (59209.510000 sec): 3 clusters Score: Raw -79450.581448 + Penalty 3079.460653 = -76371.120795 nChanged 29 SP:Iteration 2F (59209.510000 sec): 3 clusters Score: Raw -79527.741094 + Penalty 3079.460653 = -76448.280441 nChanged 15 SP:Iteration 3Q (59209.520000 sec): 3 clusters Score: Raw -79560.119843 + Penalty 3079.460653 = -76480.659191 nChanged 6 SP:Iteration 4Q (59209.520000 sec): 3 clusters Score: Raw -79573.217326 + Penalty 3079.460653 = -76493.756673 nChanged 4 SP:Iteration 5Q (59209.520000 sec): 3 clusters Score: Raw -79583.796912 + Penalty 3079.460653 = -76504.336259 nChanged 1 SP:Iteration 6Q (59209.520000 sec): 3 clusters Score: Raw -79585.050690 + Penalty 3079.460653 = -76505.590037 nChanged 1 SP:Iteration 7Q (59209.530000 sec): 3 clusters Score: Raw -79586.552458 + Penalty 3079.460653 = -76507.091805 nChanged 0 SP:Iteration 8F (59209.530000 sec): 3 clusters Score: Raw -79586.552458 + Penalty 3079.460653 = -76507.091805 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59209.530000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59209.530000 sec): 3 clusters Score: Raw -93143.100019 + Penalty 3164.540778 = -89978.559241 nChanged 122 SP:Iteration 1F (59209.540000 sec): 3 clusters Score: Raw -93373.607680 + Penalty 3164.540778 = -90209.066902 nChanged 28 SP:Iteration 2Q (59209.540000 sec): 3 clusters Score: Raw -93439.876788 + Penalty 3164.540778 = -90275.336009 nChanged 12 SP:Iteration 3Q (59209.540000 sec): 3 clusters Score: Raw -93469.428217 + Penalty 3164.540778 = -90304.887438 nChanged 13 SP:Iteration 4Q (59209.550000 sec): 3 clusters Score: Raw -93497.968391 + Penalty 3164.540778 = -90333.427613 nChanged 6 SP:Iteration 5Q (59209.550000 sec): 3 clusters Score: Raw -93511.231406 + Penalty 3164.540778 = -90346.690627 nChanged 3 SP:Iteration 6Q (59209.550000 sec): 3 clusters Score: Raw -93518.131189 + Penalty 3164.540778 = -90353.590411 nChanged 4 SP:Iteration 7Q (59209.550000 sec): 3 clusters Score: Raw -93527.245481 + Penalty 3164.540778 = -90362.704703 nChanged 3 SP:Iteration 8Q (59209.550000 sec): 3 clusters Score: Raw -93534.881810 + Penalty 3164.540778 = -90370.341032 nChanged 5 SP:Iteration 9Q (59209.560000 sec): 3 clusters Score: Raw -93554.661205 + Penalty 3164.540778 = -90390.120426 nChanged 3 SP:Iteration 10Q (59209.560000 sec): 3 clusters Score: Raw -93562.038207 + Penalty 3164.540778 = -90397.497428 nChanged 1 SP:Iteration 11Q (59209.560000 sec): 3 clusters Score: Raw -93563.727359 + Penalty 3164.540778 = -90399.186581 nChanged 2 SP:Iteration 12Q (59209.560000 sec): 3 clusters Score: Raw -93565.740872 + Penalty 3164.540778 = -90401.200093 nChanged 1 SP:Iteration 13Q (59209.570000 sec): 3 clusters Score: Raw -93568.115108 + Penalty 3164.540778 = -90403.574330 nChanged 2 SP:Iteration 14Q (59209.570000 sec): 3 clusters Score: Raw -93570.900316 + Penalty 3164.540778 = -90406.359538 nChanged 2 SP:Iteration 15Q (59209.570000 sec): 3 clusters Score: Raw -93577.708638 + Penalty 3164.540778 = -90413.167860 nChanged 0 SP:Iteration 16F (59209.570000 sec): 3 clusters Score: Raw -93577.708638 + Penalty 3164.540778 = -90413.167860 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59209.590000 sec): 2 clusters Score: Raw -982631.182587 + Penalty 2134.408354 = -980496.774233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59209.620000 sec): 3 clusters Score: Raw -979905.064252 + Penalty 4268.816708 = -975636.247544 nChanged 2137 SP:Iteration 1F (59209.640000 sec): 3 clusters Score: Raw -981076.216457 + Penalty 4268.816708 = -976807.399749 nChanged 388 SP:Iteration 2F (59209.660000 sec): 3 clusters Score: Raw -981320.491212 + Penalty 4268.816708 = -977051.674504 nChanged 327 SP:Iteration 3F (59209.680000 sec): 3 clusters Score: Raw -981517.882530 + Penalty 4268.816708 = -977249.065821 nChanged 256 SP:Iteration 4Q (59209.700000 sec): 3 clusters Score: Raw -981692.546238 + Penalty 4268.816708 = -977423.729530 nChanged 245 SP:Iteration 5Q (59209.730000 sec): 3 clusters Score: Raw -981896.573755 + Penalty 4268.816708 = -977627.757047 nChanged 286 SP:Iteration 6F (59209.750000 sec): 3 clusters Score: Raw -982173.663875 + Penalty 4268.816708 = -977904.847167 nChanged 328 SP:Iteration 7F (59209.770000 sec): 3 clusters Score: Raw -982503.135389 + Penalty 4268.816708 = -978234.318681 nChanged 348 SP:Iteration 8F (59209.790000 sec): 3 clusters Score: Raw -982861.801839 + Penalty 4268.816708 = -978592.985131 nChanged 304 SP:Iteration 9F (59209.810000 sec): 3 clusters Score: Raw -983177.172566 + Penalty 4268.816708 = -978908.355857 nChanged 242 SP:Iteration 10Q (59209.830000 sec): 3 clusters Score: Raw -983401.583056 + Penalty 4268.816708 = -979132.766348 nChanged 183 SP:Iteration 11Q (59209.850000 sec): 3 clusters Score: Raw -983555.670071 + Penalty 4268.816708 = -979286.853363 nChanged 134 SP:Iteration 12Q (59209.870000 sec): 3 clusters Score: Raw -983659.949899 + Penalty 4268.816708 = -979391.133190 nChanged 88 SP:Iteration 13Q (59209.890000 sec): 3 clusters Score: Raw -983712.606002 + Penalty 4268.816708 = -979443.789293 nChanged 51 SP:Iteration 14Q (59209.910000 sec): 3 clusters Score: Raw -983736.941886 + Penalty 4268.816708 = -979468.125177 nChanged 31 SP:Iteration 15Q (59209.930000 sec): 3 clusters Score: Raw -983749.830956 + Penalty 4268.816708 = -979481.014248 nChanged 23 SP:Iteration 16Q (59209.950000 sec): 3 clusters Score: Raw -983757.960543 + Penalty 4268.816708 = -979489.143834 nChanged 11 SP:Iteration 17Q (59209.970000 sec): 3 clusters Score: Raw -983761.922832 + Penalty 4268.816708 = -979493.106124 nChanged 9 SP:Iteration 18Q (59209.990000 sec): 3 clusters Score: Raw -983764.113294 + Penalty 4268.816708 = -979495.296585 nChanged 6 SP:Iteration 19Q (59210.010000 sec): 3 clusters Score: Raw -983765.610318 + Penalty 4268.816708 = -979496.793610 nChanged 3 SP:Iteration 20F (59210.040000 sec): 3 clusters Score: Raw -983766.377643 + Penalty 4268.816708 = -979497.560935 nChanged 2 SP:Iteration 21Q (59210.060000 sec): 3 clusters Score: Raw -983767.087449 + Penalty 4268.816708 = -979498.270740 nChanged 0 SP:Iteration 22F (59210.080000 sec): 3 clusters Score: Raw -983767.087449 + Penalty 4268.816708 = -979498.270740 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59210.090000 sec): 2 clusters Score: Raw -349408.089192 + Penalty 1911.128417 = -347496.960775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59210.100000 sec): 3 clusters Score: Raw -348565.519139 + Penalty 3822.256833 = -344743.262306 nChanged 745 SP:Iteration 1F (59210.110000 sec): 3 clusters Score: Raw -349192.017417 + Penalty 3822.256833 = -345369.760583 nChanged 222 SP:Iteration 2F (59210.120000 sec): 3 clusters Score: Raw -349463.739678 + Penalty 3822.256833 = -345641.482844 nChanged 152 SP:Iteration 3F (59210.130000 sec): 3 clusters Score: Raw -349697.748130 + Penalty 3822.256833 = -345875.491297 nChanged 132 SP:Iteration 4F (59210.130000 sec): 3 clusters Score: Raw -349911.391963 + Penalty 3822.256833 = -346089.135130 nChanged 112 SP:Iteration 5F (59210.140000 sec): 3 clusters Score: Raw -350130.220040 + Penalty 3822.256833 = -346307.963206 nChanged 123 SP:Iteration 6F (59210.150000 sec): 3 clusters Score: Raw -350344.146015 + Penalty 3822.256833 = -346521.889182 nChanged 100 SP:Iteration 7Q (59210.160000 sec): 3 clusters Score: Raw -350501.705319 + Penalty 3822.256833 = -346679.448486 nChanged 82 SP:Iteration 8Q (59210.170000 sec): 3 clusters Score: Raw -350612.301861 + Penalty 3822.256833 = -346790.045028 nChanged 47 SP:Iteration 9Q (59210.180000 sec): 3 clusters Score: Raw -350655.797774 + Penalty 3822.256833 = -346833.540941 nChanged 40 SP:Iteration 10Q (59210.190000 sec): 3 clusters Score: Raw -350690.984120 + Penalty 3822.256833 = -346868.727286 nChanged 34 SP:Iteration 11Q (59210.190000 sec): 3 clusters Score: Raw -350722.960090 + Penalty 3822.256833 = -346900.703257 nChanged 26 SP:Iteration 12Q (59210.200000 sec): 3 clusters Score: Raw -350744.554585 + Penalty 3822.256833 = -346922.297752 nChanged 23 SP:Iteration 13Q (59210.210000 sec): 3 clusters Score: Raw -350765.354835 + Penalty 3822.256833 = -346943.098002 nChanged 18 SP:Iteration 14Q (59210.220000 sec): 3 clusters Score: Raw -350784.094255 + Penalty 3822.256833 = -346961.837421 nChanged 20 SP:Iteration 15Q (59210.220000 sec): 3 clusters Score: Raw -350800.126913 + Penalty 3822.256833 = -346977.870080 nChanged 14 SP:Iteration 16Q (59210.230000 sec): 3 clusters Score: Raw -350813.113260 + Penalty 3822.256833 = -346990.856427 nChanged 12 SP:Iteration 17Q (59210.240000 sec): 3 clusters Score: Raw -350822.848463 + Penalty 3822.256833 = -347000.591629 nChanged 8 SP:Iteration 18Q (59210.250000 sec): 3 clusters Score: Raw -350831.993785 + Penalty 3822.256833 = -347009.736952 nChanged 8 SP:Iteration 19Q (59210.250000 sec): 3 clusters Score: Raw -350836.968940 + Penalty 3822.256833 = -347014.712107 nChanged 5 SP:Iteration 20F (59210.260000 sec): 3 clusters Score: Raw -350839.834882 + Penalty 3822.256833 = -347017.578049 nChanged 1 SP:Iteration 21Q (59210.270000 sec): 3 clusters Score: Raw -350840.035979 + Penalty 3822.256833 = -347017.779146 nChanged 1 SP:Iteration 22Q (59210.280000 sec): 3 clusters Score: Raw -350840.189947 + Penalty 3822.256833 = -347017.933114 nChanged 0 SP:Iteration 23F (59210.290000 sec): 3 clusters Score: Raw -350840.189947 + Penalty 3822.256833 = -347017.933114 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59210.290000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59210.300000 sec): 3 clusters Score: Raw -124002.385199 + Penalty 3306.810569 = -120695.574630 nChanged 185 SP:Iteration 1F (59210.300000 sec): 3 clusters Score: Raw -124262.301599 + Penalty 3306.810569 = -120955.491030 nChanged 50 SP:Iteration 2F (59210.310000 sec): 3 clusters Score: Raw -124338.858413 + Penalty 3306.810569 = -121032.047844 nChanged 34 SP:Iteration 3Q (59210.310000 sec): 3 clusters Score: Raw -124409.464819 + Penalty 3306.810569 = -121102.654250 nChanged 38 SP:Iteration 4Q (59210.310000 sec): 3 clusters Score: Raw -124529.281629 + Penalty 3306.810569 = -121222.471060 nChanged 50 SP:Iteration 5F (59210.310000 sec): 3 clusters Score: Raw -124705.346132 + Penalty 3306.810569 = -121398.535563 nChanged 49 SP:Iteration 6F (59210.320000 sec): 3 clusters Score: Raw -124881.275784 + Penalty 3306.810569 = -121574.465215 nChanged 53 SP:Iteration 7F (59210.320000 sec): 3 clusters Score: Raw -125069.034213 + Penalty 3306.810569 = -121762.223644 nChanged 36 SP:Iteration 8Q (59210.320000 sec): 3 clusters Score: Raw -125223.882845 + Penalty 3306.810569 = -121917.072276 nChanged 22 SP:Iteration 9Q (59210.330000 sec): 3 clusters Score: Raw -125298.541900 + Penalty 3306.810569 = -121991.731331 nChanged 22 SP:Iteration 10Q (59210.330000 sec): 3 clusters Score: Raw -125398.864627 + Penalty 3306.810569 = -122092.054058 nChanged 17 SP:Iteration 11Q (59210.330000 sec): 3 clusters Score: Raw -125456.260119 + Penalty 3306.810569 = -122149.449550 nChanged 6 SP:Iteration 12Q (59210.330000 sec): 3 clusters Score: Raw -125476.507595 + Penalty 3306.810569 = -122169.697026 nChanged 2 SP:Iteration 13Q (59210.340000 sec): 3 clusters Score: Raw -125479.891329 + Penalty 3306.810569 = -122173.080760 nChanged 6 SP:Iteration 14Q (59210.340000 sec): 3 clusters Score: Raw -125491.494228 + Penalty 3306.810569 = -122184.683659 nChanged 3 SP:Iteration 15Q (59210.340000 sec): 3 clusters Score: Raw -125502.189480 + Penalty 3306.810569 = -122195.378911 nChanged 3 SP:Iteration 16Q (59210.340000 sec): 3 clusters Score: Raw -125513.201549 + Penalty 3306.810569 = -122206.390980 nChanged 4 SP:Iteration 17Q (59210.350000 sec): 3 clusters Score: Raw -125520.035931 + Penalty 3306.810569 = -122213.225362 nChanged 1 SP:Iteration 18Q (59210.350000 sec): 3 clusters Score: Raw -125522.060029 + Penalty 3306.810569 = -122215.249460 nChanged 1 SP:Iteration 19Q (59210.350000 sec): 3 clusters Score: Raw -125522.965970 + Penalty 3306.810569 = -122216.155401 nChanged 0 SP:Iteration 20F (59210.350000 sec): 3 clusters Score: Raw -125522.965970 + Penalty 3306.810569 = -122216.155401 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59210.770000 sec): 2 clusters Score: Raw -21181384.439972 + Penalty 2899.236302 = -21178485.203670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59211.260000 sec): 3 clusters Score: Raw -21104591.786968 + Penalty 5798.472603 = -21098793.314365 nChanged 56714 SP:Iteration 1F (59211.750000 sec): 3 clusters Score: Raw -21137100.308313 + Penalty 5798.472603 = -21131301.835710 nChanged 3729 SP:Iteration 2Q (59212.250000 sec): 3 clusters Score: Raw -21137968.929633 + Penalty 5798.472603 = -21132170.457030 nChanged 4047 SP:Iteration 3Q (59212.750000 sec): 3 clusters Score: Raw -21139067.633274 + Penalty 5798.472603 = -21133269.160671 nChanged 4702 SP:Iteration 4Q (59213.250000 sec): 3 clusters Score: Raw -21140663.465738 + Penalty 5798.472603 = -21134864.993134 nChanged 5758 SP:Iteration 5Q (59213.740000 sec): 3 clusters Score: Raw -21143138.367535 + Penalty 5798.472603 = -21137339.894931 nChanged 6903 SP:Iteration 6F (59214.230000 sec): 3 clusters Score: Raw -21146644.023129 + Penalty 5798.472603 = -21140845.550525 nChanged 7617 SP:Iteration 7F (59214.710000 sec): 3 clusters Score: Raw -21150981.757033 + Penalty 5798.472603 = -21145183.284430 nChanged 7751 SP:Iteration 8F (59215.210000 sec): 3 clusters Score: Raw -21155725.410033 + Penalty 5798.472603 = -21149926.937430 nChanged 7147 SP:Iteration 9F (59215.690000 sec): 3 clusters Score: Raw -21160427.381649 + Penalty 5798.472603 = -21154628.909046 nChanged 6477 SP:Iteration 10F (59216.170000 sec): 3 clusters Score: Raw -21165143.821930 + Penalty 5798.472603 = -21159345.349327 nChanged 5497 SP:Iteration 11Q (59216.670000 sec): 3 clusters Score: Raw -21169625.582211 + Penalty 5798.472603 = -21163827.109608 nChanged 4426 SP:Iteration 12Q (59217.150000 sec): 3 clusters Score: Raw -21173681.487480 + Penalty 5798.472603 = -21167883.014877 nChanged 2989 SP:Iteration 13Q (59217.590000 sec): 3 clusters Score: Raw -21176624.138713 + Penalty 5798.472603 = -21170825.666109 nChanged 1839 SP:Iteration 14Q (59217.980000 sec): 3 clusters Score: Raw -21178348.271002 + Penalty 5798.472603 = -21172549.798398 nChanged 1235 SP:Iteration 15Q (59218.350000 sec): 3 clusters Score: Raw -21179299.900558 + Penalty 5798.472603 = -21173501.427955 nChanged 858 SP:Iteration 16Q (59218.720000 sec): 3 clusters Score: Raw -21179899.468131 + Penalty 5798.472603 = -21174100.995528 nChanged 581 SP:Iteration 17Q (59219.070000 sec): 3 clusters Score: Raw -21180249.008655 + Penalty 5798.472603 = -21174450.536051 nChanged 447 SP:Iteration 18Q (59219.430000 sec): 3 clusters Score: Raw -21180516.872738 + Penalty 5798.472603 = -21174718.400135 nChanged 375 SP:Iteration 19Q (59219.770000 sec): 3 clusters Score: Raw -21180713.078637 + Penalty 5798.472603 = -21174914.606034 nChanged 285 SP:Iteration 20F (59220.250000 sec): 3 clusters Score: Raw -21180837.178288 + Penalty 5798.472603 = -21175038.705684 nChanged 231 SP:Iteration 21Q (59220.600000 sec): 3 clusters Score: Raw -21180934.849116 + Penalty 5798.472603 = -21175136.376512 nChanged 194 SP:Iteration 22Q (59220.940000 sec): 3 clusters Score: Raw -21181016.371060 + Penalty 5798.472603 = -21175217.898457 nChanged 173 SP:Iteration 23Q (59221.280000 sec): 3 clusters Score: Raw -21181087.823859 + Penalty 5798.472603 = -21175289.351256 nChanged 170 SP:Iteration 24Q (59221.620000 sec): 3 clusters Score: Raw -21181165.706848 + Penalty 5798.472603 = -21175367.234244 nChanged 143 SP:Iteration 25Q (59221.960000 sec): 3 clusters Score: Raw -21181227.405979 + Penalty 5798.472603 = -21175428.933376 nChanged 115 SP:Iteration 26Q (59222.300000 sec): 3 clusters Score: Raw -21181275.084932 + Penalty 5798.472603 = -21175476.612329 nChanged 104 SP:Iteration 27Q (59222.640000 sec): 3 clusters Score: Raw -21181316.582451 + Penalty 5798.472603 = -21175518.109847 nChanged 100 SP:Iteration 28Q (59222.980000 sec): 3 clusters Score: Raw -21181361.715097 + Penalty 5798.472603 = -21175563.242494 nChanged 97 SP:Iteration 29Q (59223.320000 sec): 3 clusters Score: Raw -21181401.846740 + Penalty 5798.472603 = -21175603.374137 nChanged 72 SP:Iteration 30Q (59223.650000 sec): 3 clusters Score: Raw -21181433.312807 + Penalty 5798.472603 = -21175634.840203 nChanged 70 SP:Iteration 31Q (59223.990000 sec): 3 clusters Score: Raw -21181465.588800 + Penalty 5798.472603 = -21175667.116196 nChanged 58 SP:Iteration 32Q (59224.330000 sec): 3 clusters Score: Raw -21181492.045221 + Penalty 5798.472603 = -21175693.572617 nChanged 49 SP:Iteration 33Q (59224.670000 sec): 3 clusters Score: Raw -21181516.374329 + Penalty 5798.472603 = -21175717.901726 nChanged 54 SP:Iteration 34Q (59225.000000 sec): 3 clusters Score: Raw -21181542.885123 + Penalty 5798.472603 = -21175744.412520 nChanged 55 SP:Iteration 35Q (59225.340000 sec): 3 clusters Score: Raw -21181566.295387 + Penalty 5798.472603 = -21175767.822783 nChanged 45 SP:Iteration 36Q (59225.670000 sec): 3 clusters Score: Raw -21181584.311797 + Penalty 5798.472603 = -21175785.839194 nChanged 38 SP:Iteration 37Q (59226.010000 sec): 3 clusters Score: Raw -21181599.740726 + Penalty 5798.472603 = -21175801.268123 nChanged 28 SP:Iteration 38Q (59226.350000 sec): 3 clusters Score: Raw -21181612.249321 + Penalty 5798.472603 = -21175813.776717 nChanged 32 SP:Iteration 39Q (59226.680000 sec): 3 clusters Score: Raw -21181628.397190 + Penalty 5798.472603 = -21175829.924587 nChanged 26 SP:Iteration 40F (59227.160000 sec): 3 clusters Score: Raw -21181639.089681 + Penalty 5798.472603 = -21175840.617078 nChanged 26 SP:Iteration 41Q (59227.490000 sec): 3 clusters Score: Raw -21181650.410765 + Penalty 5798.472603 = -21175851.938162 nChanged 21 SP:Iteration 42Q (59227.830000 sec): 3 clusters Score: Raw -21181659.896882 + Penalty 5798.472603 = -21175861.424278 nChanged 21 SP:Iteration 43Q (59228.170000 sec): 3 clusters Score: Raw -21181667.369925 + Penalty 5798.472603 = -21175868.897321 nChanged 15 SP:Iteration 44Q (59228.500000 sec): 3 clusters Score: Raw -21181673.972812 + Penalty 5798.472603 = -21175875.500209 nChanged 13 SP:Iteration 45Q (59228.830000 sec): 3 clusters Score: Raw -21181680.293010 + Penalty 5798.472603 = -21175881.820407 nChanged 12 SP:Iteration 46Q (59229.170000 sec): 3 clusters Score: Raw -21181686.077351 + Penalty 5798.472603 = -21175887.604747 nChanged 14 SP:Iteration 47Q (59229.510000 sec): 3 clusters Score: Raw -21181691.566710 + Penalty 5798.472603 = -21175893.094107 nChanged 11 SP:Iteration 48Q (59229.840000 sec): 3 clusters Score: Raw -21181697.079733 + Penalty 5798.472603 = -21175898.607129 nChanged 7 SP:Iteration 49Q (59230.170000 sec): 3 clusters Score: Raw -21181699.828308 + Penalty 5798.472603 = -21175901.355704 nChanged 7 SP:Iteration 50Q (59230.510000 sec): 3 clusters Score: Raw -21181702.215055 + Penalty 5798.472603 = -21175903.742451 nChanged 3 SP:Iteration 51Q (59230.850000 sec): 3 clusters Score: Raw -21181703.005543 + Penalty 5798.472603 = -21175904.532939 nChanged 3 SP:Iteration 52Q (59231.180000 sec): 3 clusters Score: Raw -21181704.488322 + Penalty 5798.472603 = -21175906.015719 nChanged 6 SP:Iteration 53Q (59231.510000 sec): 3 clusters Score: Raw -21181706.799748 + Penalty 5798.472603 = -21175908.327144 nChanged 7 SP:Iteration 54Q (59231.850000 sec): 3 clusters Score: Raw -21181710.057708 + Penalty 5798.472603 = -21175911.585104 nChanged 5 SP:Iteration 55Q (59232.180000 sec): 3 clusters Score: Raw -21181712.536428 + Penalty 5798.472603 = -21175914.063825 nChanged 5 SP:Iteration 56Q (59232.520000 sec): 3 clusters Score: Raw -21181714.093995 + Penalty 5798.472603 = -21175915.621391 nChanged 6 SP:Iteration 57Q (59232.850000 sec): 3 clusters Score: Raw -21181716.531791 + Penalty 5798.472603 = -21175918.059188 nChanged 2 SP:Iteration 58Q (59233.190000 sec): 3 clusters Score: Raw -21181717.020557 + Penalty 5798.472603 = -21175918.547953 nChanged 2 SP:Iteration 59Q (59233.520000 sec): 3 clusters Score: Raw -21181718.122413 + Penalty 5798.472603 = -21175919.649810 nChanged 1 SP:Iteration 60F (59234.000000 sec): 3 clusters Score: Raw -21181718.622837 + Penalty 5798.472603 = -21175920.150234 nChanged 2 SP:Iteration 61Q (59234.330000 sec): 3 clusters Score: Raw -21181719.812747 + Penalty 5798.472603 = -21175921.340144 nChanged 3 SP:Iteration 62Q (59234.670000 sec): 3 clusters Score: Raw -21181721.600907 + Penalty 5798.472603 = -21175923.128304 nChanged 3 SP:Iteration 63Q (59235.000000 sec): 3 clusters Score: Raw -21181722.773850 + Penalty 5798.472603 = -21175924.301246 nChanged 3 SP:Iteration 64Q (59235.340000 sec): 3 clusters Score: Raw -21181724.605363 + Penalty 5798.472603 = -21175926.132760 nChanged 5 SP:Iteration 65Q (59235.670000 sec): 3 clusters Score: Raw -21181727.529696 + Penalty 5798.472603 = -21175929.057093 nChanged 8 SP:Iteration 66Q (59236.010000 sec): 3 clusters Score: Raw -21181731.849887 + Penalty 5798.472603 = -21175933.377284 nChanged 9 SP:Iteration 67Q (59236.340000 sec): 3 clusters Score: Raw -21181735.432640 + Penalty 5798.472603 = -21175936.960036 nChanged 4 SP:Iteration 68Q (59236.670000 sec): 3 clusters Score: Raw -21181737.280618 + Penalty 5798.472603 = -21175938.808014 nChanged 3 SP:Iteration 69Q (59237.010000 sec): 3 clusters Score: Raw -21181738.856737 + Penalty 5798.472603 = -21175940.384134 nChanged 5 SP:Iteration 70Q (59237.350000 sec): 3 clusters Score: Raw -21181741.192705 + Penalty 5798.472603 = -21175942.720102 nChanged 1 SP:Iteration 71Q (59237.680000 sec): 3 clusters Score: Raw -21181742.089701 + Penalty 5798.472603 = -21175943.617098 nChanged 2 SP:Iteration 72Q (59238.010000 sec): 3 clusters Score: Raw -21181743.051899 + Penalty 5798.472603 = -21175944.579296 nChanged 2 SP:Iteration 73Q (59238.350000 sec): 3 clusters Score: Raw -21181744.106668 + Penalty 5798.472603 = -21175945.634065 nChanged 1 SP:Iteration 74Q (59238.680000 sec): 3 clusters Score: Raw -21181744.776911 + Penalty 5798.472603 = -21175946.304308 nChanged 1 SP:Iteration 75Q (59239.020000 sec): 3 clusters Score: Raw -21181745.702739 + Penalty 5798.472603 = -21175947.230136 nChanged 2 SP:Iteration 76Q (59239.350000 sec): 3 clusters Score: Raw -21181746.947326 + Penalty 5798.472603 = -21175948.474723 nChanged 2 SP:Iteration 77Q (59239.680000 sec): 3 clusters Score: Raw -21181747.668673 + Penalty 5798.472603 = -21175949.196069 nChanged 1 SP:Iteration 78Q (59240.020000 sec): 3 clusters Score: Raw -21181748.084986 + Penalty 5798.472603 = -21175949.612382 nChanged 2 SP:Iteration 79Q (59240.360000 sec): 3 clusters Score: Raw -21181749.005240 + Penalty 5798.472603 = -21175950.532636 nChanged 1 SP:Iteration 80F (59240.830000 sec): 3 clusters Score: Raw -21181749.250551 + Penalty 5798.472603 = -21175950.777948 nChanged 1 SP:Iteration 81Q (59241.170000 sec): 3 clusters Score: Raw -21181749.783841 + Penalty 5798.472603 = -21175951.311238 nChanged 0 SP:Iteration 82F (59241.650000 sec): 3 clusters Score: Raw -21181749.783841 + Penalty 5798.472603 = -21175951.311238 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59241.690000 sec): 2 clusters Score: Raw -53035.072743 + Penalty 1503.241316 = -51531.831427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59241.690000 sec): 3 clusters Score: Raw -53186.213534 + Penalty 3006.482632 = -50179.730902 nChanged 83 SP:Iteration 1F (59241.700000 sec): 3 clusters Score: Raw -53354.856571 + Penalty 3006.482632 = -50348.373939 nChanged 28 SP:Iteration 2F (59241.700000 sec): 3 clusters Score: Raw -53457.666660 + Penalty 3006.482632 = -50451.184028 nChanged 23 SP:Iteration 3F (59241.700000 sec): 3 clusters Score: Raw -53557.617146 + Penalty 3006.482632 = -50551.134514 nChanged 24 SP:Iteration 4F (59241.700000 sec): 3 clusters Score: Raw -53683.172735 + Penalty 3006.482632 = -50676.690103 nChanged 22 SP:Iteration 5F (59241.700000 sec): 3 clusters Score: Raw -53823.825111 + Penalty 3006.482632 = -50817.342480 nChanged 16 SP:Iteration 6Q (59241.700000 sec): 3 clusters Score: Raw -53917.479166 + Penalty 3006.482632 = -50910.996535 nChanged 14 SP:Iteration 7Q (59241.700000 sec): 3 clusters Score: Raw -53998.843498 + Penalty 3006.482632 = -50992.360866 nChanged 5 SP:Iteration 8Q (59241.710000 sec): 3 clusters Score: Raw -54021.360704 + Penalty 3006.482632 = -51014.878073 nChanged 4 SP:Iteration 9Q (59241.710000 sec): 3 clusters Score: Raw -54033.292448 + Penalty 3006.482632 = -51026.809816 nChanged 1 SP:Iteration 10Q (59241.710000 sec): 3 clusters Score: Raw -54037.140299 + Penalty 3006.482632 = -51030.657667 nChanged 0 SP:Iteration 11F (59241.710000 sec): 3 clusters Score: Raw -54037.140299 + Penalty 3006.482632 = -51030.657667 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59241.720000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59241.720000 sec): 3 clusters Score: Raw -52146.198324 + Penalty 2871.820245 = -49274.378080 nChanged 44 SP:Iteration 1F (59241.720000 sec): 3 clusters Score: Raw -52353.907431 + Penalty 2871.820245 = -49482.087186 nChanged 16 SP:Iteration 2Q (59241.720000 sec): 3 clusters Score: Raw -52443.601291 + Penalty 2871.820245 = -49571.781046 nChanged 11 SP:Iteration 3Q (59241.720000 sec): 3 clusters Score: Raw -52480.686042 + Penalty 2871.820245 = -49608.865798 nChanged 4 SP:Iteration 4Q (59241.720000 sec): 3 clusters Score: Raw -52494.969842 + Penalty 2871.820245 = -49623.149597 nChanged 1 SP:Iteration 5Q (59241.720000 sec): 3 clusters Score: Raw -52496.742372 + Penalty 2871.820245 = -49624.922128 nChanged 1 SP:Iteration 6Q (59241.730000 sec): 3 clusters Score: Raw -52501.131011 + Penalty 2871.820245 = -49629.310766 nChanged 1 SP:Iteration 7Q (59241.730000 sec): 3 clusters Score: Raw -52507.704273 + Penalty 2871.820245 = -49635.884029 nChanged 3 SP:Iteration 8Q (59241.730000 sec): 3 clusters Score: Raw -52516.937535 + Penalty 2871.820245 = -49645.117290 nChanged 0 SP:Iteration 9F (59241.730000 sec): 3 clusters Score: Raw -52516.937535 + Penalty 2871.820245 = -49645.117290 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59241.810000 sec): 2 clusters Score: Raw -3771129.817994 + Penalty 2490.564083 = -3768639.253911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59241.900000 sec): 3 clusters Score: Raw -3757607.862662 + Penalty 4981.128166 = -3752626.734496 nChanged 10192 SP:Iteration 1F (59242.000000 sec): 3 clusters Score: Raw -3762996.997181 + Penalty 4981.128166 = -3758015.869015 nChanged 1120 SP:Iteration 2Q (59242.090000 sec): 3 clusters Score: Raw -3763351.543570 + Penalty 4981.128166 = -3758370.415405 nChanged 936 SP:Iteration 3Q (59242.180000 sec): 3 clusters Score: Raw -3763645.102731 + Penalty 4981.128166 = -3758663.974565 nChanged 792 SP:Iteration 4Q (59242.270000 sec): 3 clusters Score: Raw -3763894.627923 + Penalty 4981.128166 = -3758913.499757 nChanged 760 SP:Iteration 5Q (59242.360000 sec): 3 clusters Score: Raw -3764161.412094 + Penalty 4981.128166 = -3759180.283928 nChanged 793 SP:Iteration 6Q (59242.460000 sec): 3 clusters Score: Raw -3764487.122599 + Penalty 4981.128166 = -3759505.994433 nChanged 927 SP:Iteration 7Q (59242.550000 sec): 3 clusters Score: Raw -3764909.849194 + Penalty 4981.128166 = -3759928.721028 nChanged 1033 SP:Iteration 8Q (59242.640000 sec): 3 clusters Score: Raw -3765458.178239 + Penalty 4981.128166 = -3760477.050074 nChanged 1137 SP:Iteration 9Q (59242.730000 sec): 3 clusters Score: Raw -3766177.782914 + Penalty 4981.128166 = -3761196.654748 nChanged 1235 SP:Iteration 10F (59242.820000 sec): 3 clusters Score: Raw -3767060.148926 + Penalty 4981.128166 = -3762079.020761 nChanged 1199 SP:Iteration 11F (59242.910000 sec): 3 clusters Score: Raw -3768008.867444 + Penalty 4981.128166 = -3763027.739278 nChanged 1147 SP:Iteration 12Q (59243.000000 sec): 3 clusters Score: Raw -3769004.954159 + Penalty 4981.128166 = -3764023.825993 nChanged 933 SP:Iteration 13Q (59243.080000 sec): 3 clusters Score: Raw -3769844.567312 + Penalty 4981.128166 = -3764863.439146 nChanged 720 SP:Iteration 14Q (59243.170000 sec): 3 clusters Score: Raw -3770507.534691 + Penalty 4981.128166 = -3765526.406526 nChanged 526 SP:Iteration 15Q (59243.250000 sec): 3 clusters Score: Raw -3770982.801588 + Penalty 4981.128166 = -3766001.673423 nChanged 346 SP:Iteration 16Q (59243.320000 sec): 3 clusters Score: Raw -3771273.265015 + Penalty 4981.128166 = -3766292.136850 nChanged 245 SP:Iteration 17Q (59243.400000 sec): 3 clusters Score: Raw -3771450.726170 + Penalty 4981.128166 = -3766469.598005 nChanged 166 SP:Iteration 18Q (59243.470000 sec): 3 clusters Score: Raw -3771539.595471 + Penalty 4981.128166 = -3766558.467305 nChanged 105 SP:Iteration 19Q (59243.540000 sec): 3 clusters Score: Raw -3771583.502234 + Penalty 4981.128166 = -3766602.374068 nChanged 70 SP:Iteration 20F (59243.630000 sec): 3 clusters Score: Raw -3771606.288778 + Penalty 4981.128166 = -3766625.160613 nChanged 50 SP:Iteration 21Q (59243.700000 sec): 3 clusters Score: Raw -3771623.744206 + Penalty 4981.128166 = -3766642.616040 nChanged 42 SP:Iteration 22Q (59243.770000 sec): 3 clusters Score: Raw -3771638.916478 + Penalty 4981.128166 = -3766657.788312 nChanged 45 SP:Iteration 23Q (59243.840000 sec): 3 clusters Score: Raw -3771653.069208 + Penalty 4981.128166 = -3766671.941043 nChanged 41 SP:Iteration 24Q (59243.910000 sec): 3 clusters Score: Raw -3771666.908785 + Penalty 4981.128166 = -3766685.780619 nChanged 41 SP:Iteration 25Q (59243.980000 sec): 3 clusters Score: Raw -3771681.556116 + Penalty 4981.128166 = -3766700.427950 nChanged 30 SP:Iteration 26Q (59244.050000 sec): 3 clusters Score: Raw -3771690.298113 + Penalty 4981.128166 = -3766709.169947 nChanged 28 SP:Iteration 27Q (59244.120000 sec): 3 clusters Score: Raw -3771698.270143 + Penalty 4981.128166 = -3766717.141977 nChanged 19 SP:Iteration 28Q (59244.180000 sec): 3 clusters Score: Raw -3771704.048407 + Penalty 4981.128166 = -3766722.920241 nChanged 26 SP:Iteration 29Q (59244.250000 sec): 3 clusters Score: Raw -3771714.173998 + Penalty 4981.128166 = -3766733.045833 nChanged 24 SP:Iteration 30Q (59244.320000 sec): 3 clusters Score: Raw -3771721.476608 + Penalty 4981.128166 = -3766740.348442 nChanged 24 SP:Iteration 31Q (59244.390000 sec): 3 clusters Score: Raw -3771729.641849 + Penalty 4981.128166 = -3766748.513683 nChanged 21 SP:Iteration 32Q (59244.460000 sec): 3 clusters Score: Raw -3771737.501615 + Penalty 4981.128166 = -3766756.373449 nChanged 18 SP:Iteration 33Q (59244.520000 sec): 3 clusters Score: Raw -3771743.407307 + Penalty 4981.128166 = -3766762.279142 nChanged 14 SP:Iteration 34Q (59244.590000 sec): 3 clusters Score: Raw -3771748.179684 + Penalty 4981.128166 = -3766767.051518 nChanged 14 SP:Iteration 35Q (59244.660000 sec): 3 clusters Score: Raw -3771752.408151 + Penalty 4981.128166 = -3766771.279986 nChanged 13 SP:Iteration 36Q (59244.720000 sec): 3 clusters Score: Raw -3771754.938720 + Penalty 4981.128166 = -3766773.810554 nChanged 8 SP:Iteration 37Q (59244.790000 sec): 3 clusters Score: Raw -3771757.607009 + Penalty 4981.128166 = -3766776.478844 nChanged 6 SP:Iteration 38Q (59244.860000 sec): 3 clusters Score: Raw -3771759.297655 + Penalty 4981.128166 = -3766778.169490 nChanged 5 SP:Iteration 39Q (59244.930000 sec): 3 clusters Score: Raw -3771760.577887 + Penalty 4981.128166 = -3766779.449721 nChanged 6 SP:Iteration 40F (59245.020000 sec): 3 clusters Score: Raw -3771761.661008 + Penalty 4981.128166 = -3766780.532843 nChanged 3 SP:Iteration 41Q (59245.080000 sec): 3 clusters Score: Raw -3771762.140540 + Penalty 4981.128166 = -3766781.012374 nChanged 2 SP:Iteration 42Q (59245.150000 sec): 3 clusters Score: Raw -3771762.556322 + Penalty 4981.128166 = -3766781.428157 nChanged 1 SP:Iteration 43Q (59245.220000 sec): 3 clusters Score: Raw -3771762.752379 + Penalty 4981.128166 = -3766781.624213 nChanged 2 SP:Iteration 44Q (59245.280000 sec): 3 clusters Score: Raw -3771763.385360 + Penalty 4981.128166 = -3766782.257194 nChanged 4 SP:Iteration 45Q (59245.350000 sec): 3 clusters Score: Raw -3771764.476133 + Penalty 4981.128166 = -3766783.347967 nChanged 4 SP:Iteration 46Q (59245.420000 sec): 3 clusters Score: Raw -3771765.529790 + Penalty 4981.128166 = -3766784.401624 nChanged 5 SP:Iteration 47Q (59245.490000 sec): 3 clusters Score: Raw -3771766.671787 + Penalty 4981.128166 = -3766785.543621 nChanged 7 SP:Iteration 48Q (59245.560000 sec): 3 clusters Score: Raw -3771768.350323 + Penalty 4981.128166 = -3766787.222158 nChanged 6 SP:Iteration 49Q (59245.620000 sec): 3 clusters Score: Raw -3771770.223855 + Penalty 4981.128166 = -3766789.095690 nChanged 6 SP:Iteration 50Q (59245.690000 sec): 3 clusters Score: Raw -3771771.435137 + Penalty 4981.128166 = -3766790.306971 nChanged 3 SP:Iteration 51Q (59245.760000 sec): 3 clusters Score: Raw -3771772.115575 + Penalty 4981.128166 = -3766790.987410 nChanged 0 SP:Iteration 52F (59245.840000 sec): 3 clusters Score: Raw -3771772.115575 + Penalty 4981.128166 = -3766790.987410 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59245.860000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59245.860000 sec): 3 clusters Score: Raw -42293.977913 + Penalty 2899.833632 = -39394.144281 nChanged 73 SP:Iteration 1F (59245.860000 sec): 3 clusters Score: Raw -42534.065660 + Penalty 2899.833632 = -39634.232028 nChanged 28 SP:Iteration 2F (59245.860000 sec): 3 clusters Score: Raw -42731.490524 + Penalty 2899.833632 = -39831.656891 nChanged 15 SP:Iteration 3Q (59245.860000 sec): 3 clusters Score: Raw -42785.685079 + Penalty 2899.833632 = -39885.851446 nChanged 14 SP:Iteration 4Q (59245.860000 sec): 3 clusters Score: Raw -42844.035588 + Penalty 2899.833632 = -39944.201956 nChanged 8 SP:Iteration 5Q (59245.870000 sec): 3 clusters Score: Raw -42900.724608 + Penalty 2899.833632 = -40000.890976 nChanged 11 SP:Iteration 6Q (59245.870000 sec): 3 clusters Score: Raw -42920.848530 + Penalty 2899.833632 = -40021.014898 nChanged 3 SP:Iteration 7Q (59245.870000 sec): 3 clusters Score: Raw -42925.492156 + Penalty 2899.833632 = -40025.658524 nChanged 1 SP:Iteration 8Q (59245.870000 sec): 3 clusters Score: Raw -42926.244009 + Penalty 2899.833632 = -40026.410377 nChanged 0 SP:Iteration 9F (59245.870000 sec): 3 clusters Score: Raw -42939.097156 + Penalty 2899.833632 = -40039.263523 nChanged 1 SP:Iteration 10Q (59245.870000 sec): 3 clusters Score: Raw -43017.774632 + Penalty 2899.833632 = -40117.940999 nChanged 5 SP:Iteration 11Q (59245.870000 sec): 3 clusters Score: Raw -43050.241452 + Penalty 2899.833632 = -40150.407820 nChanged 2 SP:Iteration 12Q (59245.880000 sec): 3 clusters Score: Raw -43055.693226 + Penalty 2899.833632 = -40155.859593 nChanged 0 SP:Iteration 13F (59245.880000 sec): 3 clusters Score: Raw -43055.693226 + Penalty 2899.833632 = -40155.859593 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59245.940000 sec): 2 clusters Score: Raw -3199410.564555 + Penalty 2431.514910 = -3196979.049646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59246.020000 sec): 3 clusters Score: Raw -3189004.535261 + Penalty 4863.029819 = -3184141.505442 nChanged 7878 SP:Iteration 1F (59246.090000 sec): 3 clusters Score: Raw -3193232.139357 + Penalty 4863.029819 = -3188369.109538 nChanged 1006 SP:Iteration 2F (59246.160000 sec): 3 clusters Score: Raw -3193634.634593 + Penalty 4863.029819 = -3188771.604774 nChanged 921 SP:Iteration 3F (59246.230000 sec): 3 clusters Score: Raw -3193992.125629 + Penalty 4863.029819 = -3189129.095810 nChanged 810 SP:Iteration 4Q (59246.300000 sec): 3 clusters Score: Raw -3194347.014730 + Penalty 4863.029819 = -3189483.984911 nChanged 885 SP:Iteration 5Q (59246.370000 sec): 3 clusters Score: Raw -3194795.903411 + Penalty 4863.029819 = -3189932.873592 nChanged 945 SP:Iteration 6F (59246.440000 sec): 3 clusters Score: Raw -3195314.137955 + Penalty 4863.029819 = -3190451.108136 nChanged 967 SP:Iteration 7F (59246.520000 sec): 3 clusters Score: Raw -3195912.905343 + Penalty 4863.029819 = -3191049.875524 nChanged 1004 SP:Iteration 8F (59246.590000 sec): 3 clusters Score: Raw -3196628.020453 + Penalty 4863.029819 = -3191764.990634 nChanged 930 SP:Iteration 9F (59246.660000 sec): 3 clusters Score: Raw -3197330.144866 + Penalty 4863.029819 = -3192467.115047 nChanged 841 SP:Iteration 10Q (59246.730000 sec): 3 clusters Score: Raw -3197976.989954 + Penalty 4863.029819 = -3193113.960135 nChanged 686 SP:Iteration 11Q (59246.800000 sec): 3 clusters Score: Raw -3198486.945140 + Penalty 4863.029819 = -3193623.915320 nChanged 520 SP:Iteration 12Q (59246.870000 sec): 3 clusters Score: Raw -3198892.549223 + Penalty 4863.029819 = -3194029.519404 nChanged 410 SP:Iteration 13Q (59246.940000 sec): 3 clusters Score: Raw -3199224.563616 + Penalty 4863.029819 = -3194361.533797 nChanged 339 SP:Iteration 14Q (59247.010000 sec): 3 clusters Score: Raw -3199503.545012 + Penalty 4863.029819 = -3194640.515193 nChanged 281 SP:Iteration 15Q (59247.070000 sec): 3 clusters Score: Raw -3199701.471309 + Penalty 4863.029819 = -3194838.441490 nChanged 213 SP:Iteration 16Q (59247.140000 sec): 3 clusters Score: Raw -3199878.104839 + Penalty 4863.029819 = -3195015.075020 nChanged 198 SP:Iteration 17Q (59247.200000 sec): 3 clusters Score: Raw -3200027.181605 + Penalty 4863.029819 = -3195164.151785 nChanged 167 SP:Iteration 18Q (59247.260000 sec): 3 clusters Score: Raw -3200164.925456 + Penalty 4863.029819 = -3195301.895637 nChanged 172 SP:Iteration 19Q (59247.320000 sec): 3 clusters Score: Raw -3200283.800003 + Penalty 4863.029819 = -3195420.770184 nChanged 142 SP:Iteration 20F (59247.390000 sec): 3 clusters Score: Raw -3200365.824266 + Penalty 4863.029819 = -3195502.794447 nChanged 135 SP:Iteration 21Q (59247.450000 sec): 3 clusters Score: Raw -3200449.896438 + Penalty 4863.029819 = -3195586.866619 nChanged 127 SP:Iteration 22Q (59247.510000 sec): 3 clusters Score: Raw -3200515.234762 + Penalty 4863.029819 = -3195652.204942 nChanged 90 SP:Iteration 23Q (59247.570000 sec): 3 clusters Score: Raw -3200552.956678 + Penalty 4863.029819 = -3195689.926859 nChanged 86 SP:Iteration 24Q (59247.620000 sec): 3 clusters Score: Raw -3200587.082573 + Penalty 4863.029819 = -3195724.052754 nChanged 67 SP:Iteration 25Q (59247.680000 sec): 3 clusters Score: Raw -3200611.098051 + Penalty 4863.029819 = -3195748.068232 nChanged 58 SP:Iteration 26Q (59247.740000 sec): 3 clusters Score: Raw -3200629.837145 + Penalty 4863.029819 = -3195766.807326 nChanged 51 SP:Iteration 27Q (59247.800000 sec): 3 clusters Score: Raw -3200648.345838 + Penalty 4863.029819 = -3195785.316019 nChanged 43 SP:Iteration 28Q (59247.850000 sec): 3 clusters Score: Raw -3200661.067424 + Penalty 4863.029819 = -3195798.037604 nChanged 42 SP:Iteration 29Q (59247.910000 sec): 3 clusters Score: Raw -3200675.963356 + Penalty 4863.029819 = -3195812.933537 nChanged 36 SP:Iteration 30Q (59247.960000 sec): 3 clusters Score: Raw -3200684.647737 + Penalty 4863.029819 = -3195821.617918 nChanged 24 SP:Iteration 31Q (59248.020000 sec): 3 clusters Score: Raw -3200690.778296 + Penalty 4863.029819 = -3195827.748476 nChanged 21 SP:Iteration 32Q (59248.080000 sec): 3 clusters Score: Raw -3200698.200451 + Penalty 4863.029819 = -3195835.170632 nChanged 24 SP:Iteration 33Q (59248.130000 sec): 3 clusters Score: Raw -3200705.108911 + Penalty 4863.029819 = -3195842.079092 nChanged 13 SP:Iteration 34Q (59248.190000 sec): 3 clusters Score: Raw -3200708.543836 + Penalty 4863.029819 = -3195845.514016 nChanged 7 SP:Iteration 35Q (59248.240000 sec): 3 clusters Score: Raw -3200710.939811 + Penalty 4863.029819 = -3195847.909992 nChanged 8 SP:Iteration 36Q (59248.300000 sec): 3 clusters Score: Raw -3200712.620045 + Penalty 4863.029819 = -3195849.590226 nChanged 5 SP:Iteration 37Q (59248.360000 sec): 3 clusters Score: Raw -3200713.763484 + Penalty 4863.029819 = -3195850.733665 nChanged 7 SP:Iteration 38Q (59248.410000 sec): 3 clusters Score: Raw -3200715.980011 + Penalty 4863.029819 = -3195852.950191 nChanged 8 SP:Iteration 39Q (59248.470000 sec): 3 clusters Score: Raw -3200717.959635 + Penalty 4863.029819 = -3195854.929816 nChanged 11 SP:Iteration 40F (59248.540000 sec): 3 clusters Score: Raw -3200720.941826 + Penalty 4863.029819 = -3195857.912007 nChanged 12 SP:Iteration 41Q (59248.600000 sec): 3 clusters Score: Raw -3200723.747632 + Penalty 4863.029819 = -3195860.717813 nChanged 9 SP:Iteration 42Q (59248.650000 sec): 3 clusters Score: Raw -3200725.090268 + Penalty 4863.029819 = -3195862.060449 nChanged 1 SP:Iteration 43Q (59248.710000 sec): 3 clusters Score: Raw -3200725.191774 + Penalty 4863.029819 = -3195862.161954 nChanged 0 SP:Iteration 44F (59248.780000 sec): 3 clusters Score: Raw -3200725.191774 + Penalty 4863.029819 = -3195862.161954 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59249.540000 sec): 2 clusters Score: Raw -38108840.991225 + Penalty 3051.280068 = -38105789.711157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59250.440000 sec): 3 clusters Score: Raw -37963843.485190 + Penalty 6102.560135 = -37957740.925055 nChanged 106229 SP:Iteration 1F (59251.340000 sec): 3 clusters Score: Raw -38026372.990442 + Penalty 6102.560135 = -38020270.430306 nChanged 6182 SP:Iteration 2Q (59252.260000 sec): 3 clusters Score: Raw -38027829.767972 + Penalty 6102.560135 = -38021727.207837 nChanged 6983 SP:Iteration 3Q (59253.180000 sec): 3 clusters Score: Raw -38029814.115826 + Penalty 6102.560135 = -38023711.555691 nChanged 8056 SP:Iteration 4Q (59254.090000 sec): 3 clusters Score: Raw -38032570.014667 + Penalty 6102.560135 = -38026467.454532 nChanged 9192 SP:Iteration 5Q (59255.000000 sec): 3 clusters Score: Raw -38036357.572607 + Penalty 6102.560135 = -38030255.012471 nChanged 10610 SP:Iteration 6Q (59255.920000 sec): 3 clusters Score: Raw -38041449.940217 + Penalty 6102.560135 = -38035347.380081 nChanged 11836 SP:Iteration 7F (59256.820000 sec): 3 clusters Score: Raw -38047573.346524 + Penalty 6102.560135 = -38041470.786388 nChanged 12464 SP:Iteration 8F (59257.720000 sec): 3 clusters Score: Raw -38054408.005028 + Penalty 6102.560135 = -38048305.444892 nChanged 12272 SP:Iteration 9F (59258.620000 sec): 3 clusters Score: Raw -38061555.266846 + Penalty 6102.560135 = -38055452.706711 nChanged 11537 SP:Iteration 10F (59259.510000 sec): 3 clusters Score: Raw -38068278.003594 + Penalty 6102.560135 = -38062175.443459 nChanged 10284 SP:Iteration 11Q (59260.410000 sec): 3 clusters Score: Raw -38074064.791946 + Penalty 6102.560135 = -38067962.231810 nChanged 8680 SP:Iteration 12Q (59261.290000 sec): 3 clusters Score: Raw -38078554.510981 + Penalty 6102.560135 = -38072451.950845 nChanged 7191 SP:Iteration 13Q (59262.160000 sec): 3 clusters Score: Raw -38081878.690767 + Penalty 6102.560135 = -38075776.130632 nChanged 6021 SP:Iteration 14Q (59263.030000 sec): 3 clusters Score: Raw -38084438.627544 + Penalty 6102.560135 = -38078336.067409 nChanged 5351 SP:Iteration 15Q (59263.870000 sec): 3 clusters Score: Raw -38086581.384119 + Penalty 6102.560135 = -38080478.823984 nChanged 4579 SP:Iteration 16Q (59264.710000 sec): 3 clusters Score: Raw -38088366.166923 + Penalty 6102.560135 = -38082263.606787 nChanged 4407 SP:Iteration 17Q (59265.530000 sec): 3 clusters Score: Raw -38090090.099273 + Penalty 6102.560135 = -38083987.539138 nChanged 4251 SP:Iteration 18Q (59266.340000 sec): 3 clusters Score: Raw -38091805.995780 + Penalty 6102.560135 = -38085703.435645 nChanged 4091 SP:Iteration 19Q (59267.130000 sec): 3 clusters Score: Raw -38093479.052984 + Penalty 6102.560135 = -38087376.492849 nChanged 3941 SP:Iteration 20F (59268.030000 sec): 3 clusters Score: Raw -38095170.286025 + Penalty 6102.560135 = -38089067.725889 nChanged 3724 SP:Iteration 21Q (59268.800000 sec): 3 clusters Score: Raw -38096839.681176 + Penalty 6102.560135 = -38090737.121041 nChanged 3602 SP:Iteration 22Q (59269.550000 sec): 3 clusters Score: Raw -38098530.009175 + Penalty 6102.560135 = -38092427.449040 nChanged 3377 SP:Iteration 23Q (59270.290000 sec): 3 clusters Score: Raw -38100172.106426 + Penalty 6102.560135 = -38094069.546291 nChanged 3085 SP:Iteration 24Q (59271.030000 sec): 3 clusters Score: Raw -38101726.049389 + Penalty 6102.560135 = -38095623.489254 nChanged 2754 SP:Iteration 25Q (59271.750000 sec): 3 clusters Score: Raw -38103128.874803 + Penalty 6102.560135 = -38097026.314668 nChanged 2456 SP:Iteration 26Q (59272.470000 sec): 3 clusters Score: Raw -38104394.761605 + Penalty 6102.560135 = -38098292.201470 nChanged 2102 SP:Iteration 27Q (59273.170000 sec): 3 clusters Score: Raw -38105478.582441 + Penalty 6102.560135 = -38099376.022305 nChanged 1784 SP:Iteration 28Q (59273.850000 sec): 3 clusters Score: Raw -38106376.405208 + Penalty 6102.560135 = -38100273.845072 nChanged 1495 SP:Iteration 29Q (59274.540000 sec): 3 clusters Score: Raw -38107083.592035 + Penalty 6102.560135 = -38100981.031900 nChanged 1244 SP:Iteration 30Q (59275.210000 sec): 3 clusters Score: Raw -38107633.866363 + Penalty 6102.560135 = -38101531.306227 nChanged 1053 SP:Iteration 31Q (59275.880000 sec): 3 clusters Score: Raw -38108076.669917 + Penalty 6102.560135 = -38101974.109782 nChanged 884 SP:Iteration 32Q (59276.540000 sec): 3 clusters Score: Raw -38108408.885948 + Penalty 6102.560135 = -38102306.325813 nChanged 757 SP:Iteration 33Q (59277.200000 sec): 3 clusters Score: Raw -38108672.107412 + Penalty 6102.560135 = -38102569.547276 nChanged 635 SP:Iteration 34Q (59277.860000 sec): 3 clusters Score: Raw -38108888.791701 + Penalty 6102.560135 = -38102786.231565 nChanged 552 SP:Iteration 35Q (59278.510000 sec): 3 clusters Score: Raw -38109061.936663 + Penalty 6102.560135 = -38102959.376528 nChanged 463 SP:Iteration 36Q (59279.170000 sec): 3 clusters Score: Raw -38109192.171812 + Penalty 6102.560135 = -38103089.611677 nChanged 381 SP:Iteration 37Q (59279.820000 sec): 3 clusters Score: Raw -38109300.728444 + Penalty 6102.560135 = -38103198.168309 nChanged 361 SP:Iteration 38Q (59280.470000 sec): 3 clusters Score: Raw -38109401.729168 + Penalty 6102.560135 = -38103299.169033 nChanged 331 SP:Iteration 39Q (59281.110000 sec): 3 clusters Score: Raw -38109492.240448 + Penalty 6102.560135 = -38103389.680312 nChanged 263 SP:Iteration 40F (59281.990000 sec): 3 clusters Score: Raw -38109554.112481 + Penalty 6102.560135 = -38103451.552345 nChanged 221 SP:Iteration 41Q (59282.640000 sec): 3 clusters Score: Raw -38109608.200109 + Penalty 6102.560135 = -38103505.639973 nChanged 213 SP:Iteration 42Q (59283.280000 sec): 3 clusters Score: Raw -38109659.381408 + Penalty 6102.560135 = -38103556.821273 nChanged 190 SP:Iteration 43Q (59283.920000 sec): 3 clusters Score: Raw -38109704.563683 + Penalty 6102.560135 = -38103602.003548 nChanged 189 SP:Iteration 44Q (59284.560000 sec): 3 clusters Score: Raw -38109748.015712 + Penalty 6102.560135 = -38103645.455577 nChanged 159 SP:Iteration 45Q (59285.200000 sec): 3 clusters Score: Raw -38109780.063017 + Penalty 6102.560135 = -38103677.502882 nChanged 121 SP:Iteration 46Q (59285.840000 sec): 3 clusters Score: Raw -38109801.804724 + Penalty 6102.560135 = -38103699.244589 nChanged 97 SP:Iteration 47Q (59286.470000 sec): 3 clusters Score: Raw -38109817.164591 + Penalty 6102.560135 = -38103714.604456 nChanged 65 SP:Iteration 48Q (59287.110000 sec): 3 clusters Score: Raw -38109826.846395 + Penalty 6102.560135 = -38103724.286260 nChanged 69 SP:Iteration 49Q (59287.750000 sec): 3 clusters Score: Raw -38109835.792444 + Penalty 6102.560135 = -38103733.232309 nChanged 62 SP:Iteration 50Q (59288.390000 sec): 3 clusters Score: Raw -38109845.134917 + Penalty 6102.560135 = -38103742.574781 nChanged 63 SP:Iteration 51Q (59289.030000 sec): 3 clusters Score: Raw -38109853.760244 + Penalty 6102.560135 = -38103751.200109 nChanged 67 SP:Iteration 52Q (59289.670000 sec): 3 clusters Score: Raw -38109861.944102 + Penalty 6102.560135 = -38103759.383967 nChanged 56 SP:Iteration 53Q (59290.300000 sec): 3 clusters Score: Raw -38109868.525772 + Penalty 6102.560135 = -38103765.965637 nChanged 49 SP:Iteration 54Q (59290.940000 sec): 3 clusters Score: Raw -38109874.713245 + Penalty 6102.560135 = -38103772.153110 nChanged 52 SP:Iteration 55Q (59291.570000 sec): 3 clusters Score: Raw -38109880.615590 + Penalty 6102.560135 = -38103778.055455 nChanged 44 SP:Iteration 56Q (59292.210000 sec): 3 clusters Score: Raw -38109885.760698 + Penalty 6102.560135 = -38103783.200563 nChanged 44 SP:Iteration 57Q (59292.850000 sec): 3 clusters Score: Raw -38109891.790101 + Penalty 6102.560135 = -38103789.229966 nChanged 45 SP:Iteration 58Q (59293.490000 sec): 3 clusters Score: Raw -38109897.135756 + Penalty 6102.560135 = -38103794.575621 nChanged 37 SP:Iteration 59Q (59294.120000 sec): 3 clusters Score: Raw -38109901.350055 + Penalty 6102.560135 = -38103798.789919 nChanged 29 SP:Iteration 60F (59295.000000 sec): 3 clusters Score: Raw -38109904.982017 + Penalty 6102.560135 = -38103802.421882 nChanged 35 SP:Iteration 61Q (59295.640000 sec): 3 clusters Score: Raw -38109909.779104 + Penalty 6102.560135 = -38103807.218968 nChanged 35 SP:Iteration 62Q (59296.280000 sec): 3 clusters Score: Raw -38109912.866831 + Penalty 6102.560135 = -38103810.306695 nChanged 23 SP:Iteration 63Q (59296.910000 sec): 3 clusters Score: Raw -38109915.299938 + Penalty 6102.560135 = -38103812.739803 nChanged 23 SP:Iteration 64Q (59297.550000 sec): 3 clusters Score: Raw -38109917.812037 + Penalty 6102.560135 = -38103815.251901 nChanged 18 SP:Iteration 65Q (59298.180000 sec): 3 clusters Score: Raw -38109919.637243 + Penalty 6102.560135 = -38103817.077107 nChanged 23 SP:Iteration 66Q (59298.820000 sec): 3 clusters Score: Raw -38109921.665383 + Penalty 6102.560135 = -38103819.105247 nChanged 22 SP:Iteration 67Q (59299.460000 sec): 3 clusters Score: Raw -38109923.811861 + Penalty 6102.560135 = -38103821.251726 nChanged 12 SP:Iteration 68Q (59300.090000 sec): 3 clusters Score: Raw -38109924.751891 + Penalty 6102.560135 = -38103822.191756 nChanged 12 SP:Iteration 69Q (59300.730000 sec): 3 clusters Score: Raw -38109926.122644 + Penalty 6102.560135 = -38103823.562508 nChanged 18 SP:Iteration 70Q (59301.370000 sec): 3 clusters Score: Raw -38109928.252789 + Penalty 6102.560135 = -38103825.692653 nChanged 23 SP:Iteration 71Q (59302.000000 sec): 3 clusters Score: Raw -38109931.060744 + Penalty 6102.560135 = -38103828.500608 nChanged 19 SP:Iteration 72Q (59302.640000 sec): 3 clusters Score: Raw -38109933.493150 + Penalty 6102.560135 = -38103830.933015 nChanged 25 SP:Iteration 73Q (59303.280000 sec): 3 clusters Score: Raw -38109936.173466 + Penalty 6102.560135 = -38103833.613330 nChanged 21 SP:Iteration 74Q (59303.910000 sec): 3 clusters Score: Raw -38109938.459476 + Penalty 6102.560135 = -38103835.899341 nChanged 21 SP:Iteration 75Q (59304.550000 sec): 3 clusters Score: Raw -38109941.005802 + Penalty 6102.560135 = -38103838.445667 nChanged 24 SP:Iteration 76Q (59305.180000 sec): 3 clusters Score: Raw -38109943.562095 + Penalty 6102.560135 = -38103841.001960 nChanged 19 SP:Iteration 77Q (59305.820000 sec): 3 clusters Score: Raw -38109945.728415 + Penalty 6102.560135 = -38103843.168280 nChanged 23 SP:Iteration 78Q (59306.450000 sec): 3 clusters Score: Raw -38109948.937779 + Penalty 6102.560135 = -38103846.377643 nChanged 40 SP:Iteration 79Q (59307.090000 sec): 3 clusters Score: Raw -38109953.391093 + Penalty 6102.560135 = -38103850.830958 nChanged 26 SP:Iteration 80F (59307.970000 sec): 3 clusters Score: Raw -38109956.946142 + Penalty 6102.560135 = -38103854.386007 nChanged 26 SP:Iteration 81Q (59308.600000 sec): 3 clusters Score: Raw -38109959.417604 + Penalty 6102.560135 = -38103856.857469 nChanged 15 SP:Iteration 82Q (59309.240000 sec): 3 clusters Score: Raw -38109960.521173 + Penalty 6102.560135 = -38103857.961037 nChanged 12 SP:Iteration 83Q (59309.880000 sec): 3 clusters Score: Raw -38109961.944781 + Penalty 6102.560135 = -38103859.384645 nChanged 10 SP:Iteration 84Q (59310.510000 sec): 3 clusters Score: Raw -38109963.039985 + Penalty 6102.560135 = -38103860.479849 nChanged 11 SP:Iteration 85Q (59311.140000 sec): 3 clusters Score: Raw -38109964.082924 + Penalty 6102.560135 = -38103861.522789 nChanged 9 SP:Iteration 86Q (59311.780000 sec): 3 clusters Score: Raw -38109964.899809 + Penalty 6102.560135 = -38103862.339673 nChanged 9 SP:Iteration 87Q (59312.420000 sec): 3 clusters Score: Raw -38109965.801947 + Penalty 6102.560135 = -38103863.241812 nChanged 10 SP:Iteration 88Q (59313.050000 sec): 3 clusters Score: Raw -38109966.711722 + Penalty 6102.560135 = -38103864.151586 nChanged 8 SP:Iteration 89Q (59313.680000 sec): 3 clusters Score: Raw -38109967.438193 + Penalty 6102.560135 = -38103864.878058 nChanged 8 SP:Iteration 90Q (59314.320000 sec): 3 clusters Score: Raw -38109968.376067 + Penalty 6102.560135 = -38103865.815931 nChanged 12 SP:Iteration 91Q (59314.960000 sec): 3 clusters Score: Raw -38109969.753621 + Penalty 6102.560135 = -38103867.193485 nChanged 15 SP:Iteration 92Q (59315.590000 sec): 3 clusters Score: Raw -38109971.829412 + Penalty 6102.560135 = -38103869.269277 nChanged 19 SP:Iteration 93Q (59316.220000 sec): 3 clusters Score: Raw -38109973.892258 + Penalty 6102.560135 = -38103871.332122 nChanged 13 SP:Iteration 94Q (59316.860000 sec): 3 clusters Score: Raw -38109975.223660 + Penalty 6102.560135 = -38103872.663525 nChanged 11 SP:Iteration 95Q (59317.490000 sec): 3 clusters Score: Raw -38109976.155558 + Penalty 6102.560135 = -38103873.595423 nChanged 8 SP:Iteration 96Q (59318.130000 sec): 3 clusters Score: Raw -38109976.939647 + Penalty 6102.560135 = -38103874.379512 nChanged 7 SP:Iteration 97Q (59318.760000 sec): 3 clusters Score: Raw -38109977.382994 + Penalty 6102.560135 = -38103874.822858 nChanged 4 SP:Iteration 98Q (59319.400000 sec): 3 clusters Score: Raw -38109977.774620 + Penalty 6102.560135 = -38103875.214484 nChanged 5 SP:Iteration 99Q (59320.030000 sec): 3 clusters Score: Raw -38109978.267388 + Penalty 6102.560135 = -38103875.707252 nChanged 5 SP:Iteration 100F (59320.910000 sec): 3 clusters Score: Raw -38109978.809734 + Penalty 6102.560135 = -38103876.249599 nChanged 8 SP:Iteration 101Q (59321.550000 sec): 3 clusters Score: Raw -38109979.606982 + Penalty 6102.560135 = -38103877.046847 nChanged 5 SP:Iteration 102Q (59322.180000 sec): 3 clusters Score: Raw -38109980.010270 + Penalty 6102.560135 = -38103877.450135 nChanged 4 SP:Iteration 103Q (59322.820000 sec): 3 clusters Score: Raw -38109980.414707 + Penalty 6102.560135 = -38103877.854572 nChanged 3 SP:Iteration 104Q (59323.450000 sec): 3 clusters Score: Raw -38109980.608548 + Penalty 6102.560135 = -38103878.048412 nChanged 2 SP:Iteration 105Q (59324.080000 sec): 3 clusters Score: Raw -38109980.755070 + Penalty 6102.560135 = -38103878.194934 nChanged 3 SP:Iteration 106Q (59324.720000 sec): 3 clusters Score: Raw -38109980.911007 + Penalty 6102.560135 = -38103878.350871 nChanged 3 SP:Iteration 107Q (59325.360000 sec): 3 clusters Score: Raw -38109981.086745 + Penalty 6102.560135 = -38103878.526610 nChanged 2 SP:Iteration 108Q (59325.990000 sec): 3 clusters Score: Raw -38109981.241434 + Penalty 6102.560135 = -38103878.681299 nChanged 2 SP:Iteration 109Q (59326.620000 sec): 3 clusters Score: Raw -38109981.334700 + Penalty 6102.560135 = -38103878.774565 nChanged 1 SP:Iteration 110Q (59327.260000 sec): 3 clusters Score: Raw -38109981.527651 + Penalty 6102.560135 = -38103878.967516 nChanged 5 SP:Iteration 111Q (59327.890000 sec): 3 clusters Score: Raw -38109982.062271 + Penalty 6102.560135 = -38103879.502136 nChanged 8 SP:Iteration 112Q (59328.520000 sec): 3 clusters Score: Raw -38109982.919420 + Penalty 6102.560135 = -38103880.359285 nChanged 4 SP:Iteration 113Q (59329.160000 sec): 3 clusters Score: Raw -38109983.275836 + Penalty 6102.560135 = -38103880.715701 nChanged 4 SP:Iteration 114Q (59329.800000 sec): 3 clusters Score: Raw -38109983.643292 + Penalty 6102.560135 = -38103881.083157 nChanged 2 SP:Iteration 115Q (59330.430000 sec): 3 clusters Score: Raw -38109983.985638 + Penalty 6102.560135 = -38103881.425503 nChanged 3 SP:Iteration 116Q (59331.060000 sec): 3 clusters Score: Raw -38109984.266758 + Penalty 6102.560135 = -38103881.706623 nChanged 2 SP:Iteration 117Q (59331.700000 sec): 3 clusters Score: Raw -38109984.521927 + Penalty 6102.560135 = -38103881.961792 nChanged 2 SP:Iteration 118Q (59332.330000 sec): 3 clusters Score: Raw -38109984.828124 + Penalty 6102.560135 = -38103882.267989 nChanged 1 SP:Iteration 119Q (59332.970000 sec): 3 clusters Score: Raw -38109984.900753 + Penalty 6102.560135 = -38103882.340618 nChanged 0 SP:Iteration 120F (59333.850000 sec): 3 clusters Score: Raw -38109984.900753 + Penalty 6102.560135 = -38103882.340618 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59333.930000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59333.940000 sec): 3 clusters Score: Raw -273486.218513 + Penalty 3665.223721 = -269820.994792 nChanged 463 SP:Iteration 1F (59333.940000 sec): 3 clusters Score: Raw -273888.980177 + Penalty 3665.223721 = -270223.756456 nChanged 115 SP:Iteration 2F (59333.950000 sec): 3 clusters Score: Raw -274005.394166 + Penalty 3665.223721 = -270340.170445 nChanged 74 SP:Iteration 3Q (59333.960000 sec): 3 clusters Score: Raw -274089.380906 + Penalty 3665.223721 = -270424.157184 nChanged 52 SP:Iteration 4Q (59333.960000 sec): 3 clusters Score: Raw -274140.694299 + Penalty 3665.223721 = -270475.470578 nChanged 34 SP:Iteration 5Q (59333.970000 sec): 3 clusters Score: Raw -274169.581579 + Penalty 3665.223721 = -270504.357858 nChanged 22 SP:Iteration 6Q (59333.980000 sec): 3 clusters Score: Raw -274190.247800 + Penalty 3665.223721 = -270525.024079 nChanged 24 SP:Iteration 7Q (59333.980000 sec): 3 clusters Score: Raw -274228.553823 + Penalty 3665.223721 = -270563.330102 nChanged 28 SP:Iteration 8Q (59333.990000 sec): 3 clusters Score: Raw -274269.495647 + Penalty 3665.223721 = -270604.271926 nChanged 28 SP:Iteration 9Q (59333.990000 sec): 3 clusters Score: Raw -274310.734642 + Penalty 3665.223721 = -270645.510921 nChanged 32 SP:Iteration 10Q (59334.000000 sec): 3 clusters Score: Raw -274354.005465 + Penalty 3665.223721 = -270688.781744 nChanged 35 SP:Iteration 11Q (59334.010000 sec): 3 clusters Score: Raw -274403.712373 + Penalty 3665.223721 = -270738.488652 nChanged 36 SP:Iteration 12Q (59334.010000 sec): 3 clusters Score: Raw -274441.988976 + Penalty 3665.223721 = -270776.765255 nChanged 37 SP:Iteration 13Q (59334.020000 sec): 3 clusters Score: Raw -274478.225416 + Penalty 3665.223721 = -270813.001695 nChanged 25 SP:Iteration 14Q (59334.020000 sec): 3 clusters Score: Raw -274504.169376 + Penalty 3665.223721 = -270838.945655 nChanged 22 SP:Iteration 15Q (59334.030000 sec): 3 clusters Score: Raw -274526.760727 + Penalty 3665.223721 = -270861.537006 nChanged 22 SP:Iteration 16Q (59334.040000 sec): 3 clusters Score: Raw -274546.623906 + Penalty 3665.223721 = -270881.400185 nChanged 11 SP:Iteration 17Q (59334.040000 sec): 3 clusters Score: Raw -274555.612488 + Penalty 3665.223721 = -270890.388767 nChanged 8 SP:Iteration 18Q (59334.050000 sec): 3 clusters Score: Raw -274562.930108 + Penalty 3665.223721 = -270897.706387 nChanged 9 SP:Iteration 19Q (59334.060000 sec): 3 clusters Score: Raw -274573.061713 + Penalty 3665.223721 = -270907.837992 nChanged 11 SP:Iteration 20F (59334.060000 sec): 3 clusters Score: Raw -274580.973473 + Penalty 3665.223721 = -270915.749752 nChanged 8 SP:Iteration 21Q (59334.070000 sec): 3 clusters Score: Raw -274591.034562 + Penalty 3665.223721 = -270925.810841 nChanged 9 SP:Iteration 22Q (59334.080000 sec): 3 clusters Score: Raw -274597.728506 + Penalty 3665.223721 = -270932.504785 nChanged 10 SP:Iteration 23Q (59334.080000 sec): 3 clusters Score: Raw -274606.539529 + Penalty 3665.223721 = -270941.315808 nChanged 11 SP:Iteration 24Q (59334.090000 sec): 3 clusters Score: Raw -274618.170896 + Penalty 3665.223721 = -270952.947175 nChanged 13 SP:Iteration 25Q (59334.090000 sec): 3 clusters Score: Raw -274631.848480 + Penalty 3665.223721 = -270966.624759 nChanged 16 SP:Iteration 26Q (59334.100000 sec): 3 clusters Score: Raw -274654.698913 + Penalty 3665.223721 = -270989.475192 nChanged 10 SP:Iteration 27Q (59334.100000 sec): 3 clusters Score: Raw -274663.670075 + Penalty 3665.223721 = -270998.446354 nChanged 12 SP:Iteration 28Q (59334.110000 sec): 3 clusters Score: Raw -274676.788647 + Penalty 3665.223721 = -271011.564926 nChanged 13 SP:Iteration 29Q (59334.120000 sec): 3 clusters Score: Raw -274685.523554 + Penalty 3665.223721 = -271020.299833 nChanged 7 SP:Iteration 30Q (59334.120000 sec): 3 clusters Score: Raw -274691.254562 + Penalty 3665.223721 = -271026.030841 nChanged 7 SP:Iteration 31Q (59334.130000 sec): 3 clusters Score: Raw -274697.196715 + Penalty 3665.223721 = -271031.972994 nChanged 8 SP:Iteration 32Q (59334.140000 sec): 3 clusters Score: Raw -274703.417397 + Penalty 3665.223721 = -271038.193676 nChanged 3 SP:Iteration 33Q (59334.140000 sec): 3 clusters Score: Raw -274705.437558 + Penalty 3665.223721 = -271040.213837 nChanged 3 SP:Iteration 34Q (59334.150000 sec): 3 clusters Score: Raw -274709.556110 + Penalty 3665.223721 = -271044.332389 nChanged 4 SP:Iteration 35Q (59334.150000 sec): 3 clusters Score: Raw -274711.689489 + Penalty 3665.223721 = -271046.465768 nChanged 0 SP:Iteration 36F (59334.160000 sec): 3 clusters Score: Raw -274711.689489 + Penalty 3665.223721 = -271046.465768 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59334.170000 sec): 2 clusters Score: Raw -110474.490398 + Penalty 1611.947186 = -108862.543212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59334.170000 sec): 3 clusters Score: Raw -110401.967060 + Penalty 3223.894372 = -107178.072688 nChanged 123 SP:Iteration 1F (59334.170000 sec): 3 clusters Score: Raw -110592.559432 + Penalty 3223.894372 = -107368.665059 nChanged 37 SP:Iteration 2F (59334.180000 sec): 3 clusters Score: Raw -110657.880754 + Penalty 3223.894372 = -107433.986382 nChanged 22 SP:Iteration 3Q (59334.180000 sec): 3 clusters Score: Raw -110691.796966 + Penalty 3223.894372 = -107467.902594 nChanged 9 SP:Iteration 4Q (59334.180000 sec): 3 clusters Score: Raw -110705.736886 + Penalty 3223.894372 = -107481.842514 nChanged 8 SP:Iteration 5Q (59334.180000 sec): 3 clusters Score: Raw -110720.444259 + Penalty 3223.894372 = -107496.549887 nChanged 5 SP:Iteration 6Q (59334.180000 sec): 3 clusters Score: Raw -110731.541655 + Penalty 3223.894372 = -107507.647282 nChanged 5 SP:Iteration 7Q (59334.190000 sec): 3 clusters Score: Raw -110737.806801 + Penalty 3223.894372 = -107513.912429 nChanged 1 SP:Iteration 8Q (59334.190000 sec): 3 clusters Score: Raw -110739.015977 + Penalty 3223.894372 = -107515.121605 nChanged 0 SP:Iteration 9F (59334.190000 sec): 3 clusters Score: Raw -110739.015977 + Penalty 3223.894372 = -107515.121605 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59334.990000 sec): 2 clusters Score: Raw -42764573.638409 + Penalty 3061.986846 = -42761511.651563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59335.930000 sec): 3 clusters Score: Raw -42613635.689463 + Penalty 6123.973691 = -42607511.715772 nChanged 110540 SP:Iteration 1F (59336.870000 sec): 3 clusters Score: Raw -42678984.268438 + Penalty 6123.973691 = -42672860.294747 nChanged 7030 SP:Iteration 2Q (59337.830000 sec): 3 clusters Score: Raw -42680857.726948 + Penalty 6123.973691 = -42674733.753257 nChanged 8257 SP:Iteration 3Q (59338.790000 sec): 3 clusters Score: Raw -42683776.851037 + Penalty 6123.973691 = -42677652.877346 nChanged 10660 SP:Iteration 4Q (59339.740000 sec): 3 clusters Score: Raw -42688859.721971 + Penalty 6123.973691 = -42682735.748280 nChanged 14174 SP:Iteration 5F (59340.690000 sec): 3 clusters Score: Raw -42697833.281526 + Penalty 6123.973691 = -42691709.307835 nChanged 18495 SP:Iteration 6F (59341.620000 sec): 3 clusters Score: Raw -42712600.024703 + Penalty 6123.973691 = -42706476.051012 nChanged 20675 SP:Iteration 7F (59342.560000 sec): 3 clusters Score: Raw -42731833.180228 + Penalty 6123.973691 = -42725709.206537 nChanged 17808 SP:Iteration 8F (59343.490000 sec): 3 clusters Score: Raw -42749500.929831 + Penalty 6123.973691 = -42743376.956140 nChanged 10407 SP:Iteration 9Q (59344.350000 sec): 3 clusters Score: Raw -42759565.280861 + Penalty 6123.973691 = -42753441.307170 nChanged 4048 SP:Iteration 10Q (59345.110000 sec): 3 clusters Score: Raw -42763248.267170 + Penalty 6123.973691 = -42757124.293479 nChanged 1178 SP:Iteration 11Q (59345.790000 sec): 3 clusters Score: Raw -42764267.597783 + Penalty 6123.973691 = -42758143.624092 nChanged 317 SP:Iteration 12Q (59346.450000 sec): 3 clusters Score: Raw -42764569.388142 + Penalty 6123.973691 = -42758445.414451 nChanged 122 SP:Iteration 13Q (59347.110000 sec): 3 clusters Score: Raw -42764705.709123 + Penalty 6123.973691 = -42758581.735432 nChanged 71 SP:Iteration 14Q (59347.750000 sec): 3 clusters Score: Raw -42764789.314664 + Penalty 6123.973691 = -42758665.340973 nChanged 40 SP:Iteration 15Q (59348.390000 sec): 3 clusters Score: Raw -42764838.232460 + Penalty 6123.973691 = -42758714.258769 nChanged 22 SP:Iteration 16Q (59349.030000 sec): 3 clusters Score: Raw -42764864.922677 + Penalty 6123.973691 = -42758740.948986 nChanged 15 SP:Iteration 17Q (59349.680000 sec): 3 clusters Score: Raw -42764879.966669 + Penalty 6123.973691 = -42758755.992978 nChanged 9 SP:Iteration 18Q (59350.320000 sec): 3 clusters Score: Raw -42764890.661293 + Penalty 6123.973691 = -42758766.687601 nChanged 8 SP:Iteration 19Q (59350.960000 sec): 3 clusters Score: Raw -42764905.325596 + Penalty 6123.973691 = -42758781.351905 nChanged 8 SP:Iteration 20F (59351.880000 sec): 3 clusters Score: Raw -42764917.094057 + Penalty 6123.973691 = -42758793.120366 nChanged 8 SP:Iteration 21Q (59352.520000 sec): 3 clusters Score: Raw -42764927.809156 + Penalty 6123.973691 = -42758803.835465 nChanged 6 SP:Iteration 22Q (59353.160000 sec): 3 clusters Score: Raw -42764934.700005 + Penalty 6123.973691 = -42758810.726314 nChanged 4 SP:Iteration 23Q (59353.800000 sec): 3 clusters Score: Raw -42764939.178890 + Penalty 6123.973691 = -42758815.205199 nChanged 3 SP:Iteration 24Q (59354.440000 sec): 3 clusters Score: Raw -42764943.105819 + Penalty 6123.973691 = -42758819.132128 nChanged 4 SP:Iteration 25Q (59355.080000 sec): 3 clusters Score: Raw -42764948.600978 + Penalty 6123.973691 = -42758824.627287 nChanged 2 SP:Iteration 26Q (59355.720000 sec): 3 clusters Score: Raw -42764951.170422 + Penalty 6123.973691 = -42758827.196731 nChanged 0 SP:Iteration 27F (59356.650000 sec): 3 clusters Score: Raw -42764951.170422 + Penalty 6123.973691 = -42758827.196731 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59356.730000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59356.730000 sec): 3 clusters Score: Raw -46577.940743 + Penalty 2832.371801 = -43745.568943 nChanged 57 SP:Iteration 1F (59356.730000 sec): 3 clusters Score: Raw -46753.906982 + Penalty 2832.371801 = -43921.535182 nChanged 8 SP:Iteration 2Q (59356.730000 sec): 3 clusters Score: Raw -46769.668296 + Penalty 2832.371801 = -43937.296496 nChanged 1 SP:Iteration 3Q (59356.730000 sec): 3 clusters Score: Raw -46781.987638 + Penalty 2832.371801 = -43949.615837 nChanged 2 SP:Iteration 4Q (59356.730000 sec): 3 clusters Score: Raw -46785.987246 + Penalty 2832.371801 = -43953.615446 nChanged 2 SP:Iteration 5Q (59356.730000 sec): 3 clusters Score: Raw -46789.817569 + Penalty 2832.371801 = -43957.445769 nChanged 1 SP:Iteration 6Q (59356.730000 sec): 3 clusters Score: Raw -46793.694453 + Penalty 2832.371801 = -43961.322652 nChanged 1 SP:Iteration 7Q (59356.730000 sec): 3 clusters Score: Raw -46799.437542 + Penalty 2832.371801 = -43967.065741 nChanged 1 SP:Iteration 8Q (59356.740000 sec): 3 clusters Score: Raw -46802.164307 + Penalty 2832.371801 = -43969.792506 nChanged 1 SP:Iteration 9Q (59356.740000 sec): 3 clusters Score: Raw -46807.469696 + Penalty 2832.371801 = -43975.097895 nChanged 0 SP:Iteration 10F (59356.740000 sec): 3 clusters Score: Raw -46807.469696 + Penalty 2832.371801 = -43975.097895 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59356.750000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59356.750000 sec): 3 clusters Score: Raw -80971.285779 + Penalty 3100.944326 = -77870.341453 nChanged 101 SP:Iteration 1F (59356.750000 sec): 3 clusters Score: Raw -81157.403609 + Penalty 3100.944326 = -78056.459283 nChanged 22 SP:Iteration 2Q (59356.750000 sec): 3 clusters Score: Raw -81203.547796 + Penalty 3100.944326 = -78102.603470 nChanged 8 SP:Iteration 3Q (59356.750000 sec): 3 clusters Score: Raw -81219.749825 + Penalty 3100.944326 = -78118.805499 nChanged 7 SP:Iteration 4Q (59356.750000 sec): 3 clusters Score: Raw -81230.898819 + Penalty 3100.944326 = -78129.954493 nChanged 2 SP:Iteration 5Q (59356.760000 sec): 3 clusters Score: Raw -81234.205818 + Penalty 3100.944326 = -78133.261492 nChanged 1 SP:Iteration 6Q (59356.760000 sec): 3 clusters Score: Raw -81236.323968 + Penalty 3100.944326 = -78135.379641 nChanged 1 SP:Iteration 7Q (59356.760000 sec): 3 clusters Score: Raw -81238.918111 + Penalty 3100.944326 = -78137.973785 nChanged 2 SP:Iteration 8Q (59356.760000 sec): 3 clusters Score: Raw -81242.830225 + Penalty 3100.944326 = -78141.885899 nChanged 3 SP:Iteration 9Q (59356.770000 sec): 3 clusters Score: Raw -81246.956555 + Penalty 3100.944326 = -78146.012229 nChanged 2 SP:Iteration 10Q (59356.770000 sec): 3 clusters Score: Raw -81249.264734 + Penalty 3100.944326 = -78148.320408 nChanged 3 SP:Iteration 11Q (59356.770000 sec): 3 clusters Score: Raw -81259.923157 + Penalty 3100.944326 = -78158.978831 nChanged 3 SP:Iteration 12Q (59356.770000 sec): 3 clusters Score: Raw -81265.912000 + Penalty 3100.944326 = -78164.967674 nChanged 0 SP:Iteration 13F (59356.770000 sec): 3 clusters Score: Raw -81265.912000 + Penalty 3100.944326 = -78164.967674 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59356.780000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59356.780000 sec): 3 clusters Score: Raw -81924.909973 + Penalty 3110.410262 = -78814.499711 nChanged 101 SP:Iteration 1F (59356.790000 sec): 3 clusters Score: Raw -82153.219950 + Penalty 3110.410262 = -79042.809688 nChanged 36 SP:Iteration 2F (59356.790000 sec): 3 clusters Score: Raw -82256.890420 + Penalty 3110.410262 = -79146.480158 nChanged 13 SP:Iteration 3Q (59356.790000 sec): 3 clusters Score: Raw -82283.363788 + Penalty 3110.410262 = -79172.953526 nChanged 6 SP:Iteration 4Q (59356.790000 sec): 3 clusters Score: Raw -82295.075409 + Penalty 3110.410262 = -79184.665147 nChanged 3 SP:Iteration 5Q (59356.790000 sec): 3 clusters Score: Raw -82300.423827 + Penalty 3110.410262 = -79190.013564 nChanged 1 SP:Iteration 6Q (59356.790000 sec): 3 clusters Score: Raw -82301.677642 + Penalty 3110.410262 = -79191.267380 nChanged 1 SP:Iteration 7Q (59356.800000 sec): 3 clusters Score: Raw -82304.110510 + Penalty 3110.410262 = -79193.700248 nChanged 1 SP:Iteration 8Q (59356.800000 sec): 3 clusters Score: Raw -82305.685109 + Penalty 3110.410262 = -79195.274847 nChanged 1 SP:Iteration 9Q (59356.800000 sec): 3 clusters Score: Raw -82307.058941 + Penalty 3110.410262 = -79196.648678 nChanged 1 SP:Iteration 10Q (59356.800000 sec): 3 clusters Score: Raw -82309.312288 + Penalty 3110.410262 = -79198.902026 nChanged 1 SP:Iteration 11Q (59356.810000 sec): 3 clusters Score: Raw -82311.361598 + Penalty 3110.410262 = -79200.951335 nChanged 1 SP:Iteration 12Q (59356.810000 sec): 3 clusters Score: Raw -82312.828732 + Penalty 3110.410262 = -79202.418470 nChanged 0 SP:Iteration 13F (59356.810000 sec): 3 clusters Score: Raw -82312.828732 + Penalty 3110.410262 = -79202.418470 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59356.850000 sec): 2 clusters Score: Raw -1623520.594429 + Penalty 2274.350364 = -1621246.244065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59356.890000 sec): 3 clusters Score: Raw -1618454.839814 + Penalty 4548.700728 = -1613906.139086 nChanged 3894 SP:Iteration 1F (59356.920000 sec): 3 clusters Score: Raw -1620518.651479 + Penalty 4548.700728 = -1615969.950751 nChanged 696 SP:Iteration 2F (59356.960000 sec): 3 clusters Score: Raw -1620891.393817 + Penalty 4548.700728 = -1616342.693089 nChanged 504 SP:Iteration 3F (59357.000000 sec): 3 clusters Score: Raw -1621187.780056 + Penalty 4548.700728 = -1616639.079328 nChanged 466 SP:Iteration 4Q (59357.030000 sec): 3 clusters Score: Raw -1621485.174755 + Penalty 4548.700728 = -1616936.474027 nChanged 497 SP:Iteration 5F (59357.070000 sec): 3 clusters Score: Raw -1621873.069258 + Penalty 4548.700728 = -1617324.368530 nChanged 542 SP:Iteration 6F (59357.110000 sec): 3 clusters Score: Raw -1622290.258541 + Penalty 4548.700728 = -1617741.557813 nChanged 537 SP:Iteration 7F (59357.150000 sec): 3 clusters Score: Raw -1622646.712604 + Penalty 4548.700728 = -1618098.011876 nChanged 437 SP:Iteration 8Q (59357.190000 sec): 3 clusters Score: Raw -1622906.104690 + Penalty 4548.700728 = -1618357.403962 nChanged 400 SP:Iteration 9Q (59357.220000 sec): 3 clusters Score: Raw -1623102.628997 + Penalty 4548.700728 = -1618553.928269 nChanged 294 SP:Iteration 10Q (59357.260000 sec): 3 clusters Score: Raw -1623227.211767 + Penalty 4548.700728 = -1618678.511039 nChanged 237 SP:Iteration 11Q (59357.290000 sec): 3 clusters Score: Raw -1623316.244359 + Penalty 4548.700728 = -1618767.543631 nChanged 193 SP:Iteration 12Q (59357.330000 sec): 3 clusters Score: Raw -1623380.418723 + Penalty 4548.700728 = -1618831.717995 nChanged 147 SP:Iteration 13Q (59357.370000 sec): 3 clusters Score: Raw -1623421.482478 + Penalty 4548.700728 = -1618872.781750 nChanged 121 SP:Iteration 14Q (59357.410000 sec): 3 clusters Score: Raw -1623460.468120 + Penalty 4548.700728 = -1618911.767392 nChanged 126 SP:Iteration 15Q (59357.440000 sec): 3 clusters Score: Raw -1623499.877397 + Penalty 4548.700728 = -1618951.176669 nChanged 108 SP:Iteration 16Q (59357.480000 sec): 3 clusters Score: Raw -1623528.577060 + Penalty 4548.700728 = -1618979.876332 nChanged 86 SP:Iteration 17Q (59357.510000 sec): 3 clusters Score: Raw -1623554.837999 + Penalty 4548.700728 = -1619006.137271 nChanged 88 SP:Iteration 18Q (59357.550000 sec): 3 clusters Score: Raw -1623576.961124 + Penalty 4548.700728 = -1619028.260396 nChanged 66 SP:Iteration 19Q (59357.590000 sec): 3 clusters Score: Raw -1623592.011620 + Penalty 4548.700728 = -1619043.310892 nChanged 52 SP:Iteration 20F (59357.620000 sec): 3 clusters Score: Raw -1623603.928570 + Penalty 4548.700728 = -1619055.227842 nChanged 47 SP:Iteration 21Q (59357.660000 sec): 3 clusters Score: Raw -1623614.638774 + Penalty 4548.700728 = -1619065.938046 nChanged 51 SP:Iteration 22Q (59357.690000 sec): 3 clusters Score: Raw -1623625.453582 + Penalty 4548.700728 = -1619076.752854 nChanged 44 SP:Iteration 23Q (59357.730000 sec): 3 clusters Score: Raw -1623633.193107 + Penalty 4548.700728 = -1619084.492379 nChanged 31 SP:Iteration 24Q (59357.770000 sec): 3 clusters Score: Raw -1623638.618572 + Penalty 4548.700728 = -1619089.917844 nChanged 31 SP:Iteration 25Q (59357.800000 sec): 3 clusters Score: Raw -1623644.556834 + Penalty 4548.700728 = -1619095.856106 nChanged 28 SP:Iteration 26Q (59357.840000 sec): 3 clusters Score: Raw -1623649.393233 + Penalty 4548.700728 = -1619100.692505 nChanged 26 SP:Iteration 27Q (59357.870000 sec): 3 clusters Score: Raw -1623653.997165 + Penalty 4548.700728 = -1619105.296437 nChanged 33 SP:Iteration 28Q (59357.910000 sec): 3 clusters Score: Raw -1623660.693812 + Penalty 4548.700728 = -1619111.993084 nChanged 29 SP:Iteration 29Q (59357.950000 sec): 3 clusters Score: Raw -1623665.792423 + Penalty 4548.700728 = -1619117.091695 nChanged 30 SP:Iteration 30Q (59357.990000 sec): 3 clusters Score: Raw -1623671.064597 + Penalty 4548.700728 = -1619122.363869 nChanged 25 SP:Iteration 31Q (59358.020000 sec): 3 clusters Score: Raw -1623675.213492 + Penalty 4548.700728 = -1619126.512764 nChanged 22 SP:Iteration 32Q (59358.060000 sec): 3 clusters Score: Raw -1623677.914809 + Penalty 4548.700728 = -1619129.214081 nChanged 15 SP:Iteration 33Q (59358.090000 sec): 3 clusters Score: Raw -1623679.937764 + Penalty 4548.700728 = -1619131.237036 nChanged 9 SP:Iteration 34Q (59358.130000 sec): 3 clusters Score: Raw -1623681.146290 + Penalty 4548.700728 = -1619132.445562 nChanged 5 SP:Iteration 35Q (59358.170000 sec): 3 clusters Score: Raw -1623682.005214 + Penalty 4548.700728 = -1619133.304486 nChanged 4 SP:Iteration 36Q (59358.200000 sec): 3 clusters Score: Raw -1623682.497058 + Penalty 4548.700728 = -1619133.796330 nChanged 5 SP:Iteration 37Q (59358.240000 sec): 3 clusters Score: Raw -1623682.971674 + Penalty 4548.700728 = -1619134.270946 nChanged 1 SP:Iteration 38Q (59358.270000 sec): 3 clusters Score: Raw -1623683.057091 + Penalty 4548.700728 = -1619134.356363 nChanged 0 SP:Iteration 39F (59358.310000 sec): 3 clusters Score: Raw -1623683.057091 + Penalty 4548.700728 = -1619134.356363 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59358.320000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59358.320000 sec): 3 clusters Score: Raw -114193.219289 + Penalty 3260.545363 = -110932.673926 nChanged 172 SP:Iteration 1F (59358.330000 sec): 3 clusters Score: Raw -114446.687688 + Penalty 3260.545363 = -111186.142325 nChanged 42 SP:Iteration 2F (59358.330000 sec): 3 clusters Score: Raw -114539.647020 + Penalty 3260.545363 = -111279.101657 nChanged 29 SP:Iteration 3Q (59358.330000 sec): 3 clusters Score: Raw -114607.366700 + Penalty 3260.545363 = -111346.821337 nChanged 32 SP:Iteration 4Q (59358.330000 sec): 3 clusters Score: Raw -114684.738386 + Penalty 3260.545363 = -111424.193023 nChanged 29 SP:Iteration 5Q (59358.340000 sec): 3 clusters Score: Raw -114804.363586 + Penalty 3260.545363 = -111543.818224 nChanged 39 SP:Iteration 6F (59358.340000 sec): 3 clusters Score: Raw -115020.887001 + Penalty 3260.545363 = -111760.341638 nChanged 36 SP:Iteration 7F (59358.340000 sec): 3 clusters Score: Raw -115214.642365 + Penalty 3260.545363 = -111954.097002 nChanged 28 SP:Iteration 8Q (59358.350000 sec): 3 clusters Score: Raw -115325.686925 + Penalty 3260.545363 = -112065.141563 nChanged 22 SP:Iteration 9Q (59358.350000 sec): 3 clusters Score: Raw -115422.258944 + Penalty 3260.545363 = -112161.713581 nChanged 15 SP:Iteration 10Q (59358.350000 sec): 3 clusters Score: Raw -115488.023052 + Penalty 3260.545363 = -112227.477689 nChanged 15 SP:Iteration 11Q (59358.350000 sec): 3 clusters Score: Raw -115535.473187 + Penalty 3260.545363 = -112274.927825 nChanged 4 SP:Iteration 12Q (59358.350000 sec): 3 clusters Score: Raw -115543.903265 + Penalty 3260.545363 = -112283.357902 nChanged 4 SP:Iteration 13Q (59358.360000 sec): 3 clusters Score: Raw -115551.363827 + Penalty 3260.545363 = -112290.818464 nChanged 0 SP:Iteration 14F (59358.360000 sec): 3 clusters Score: Raw -115551.363827 + Penalty 3260.545363 = -112290.818464 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59358.380000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59358.390000 sec): 3 clusters Score: Raw -616299.964103 + Penalty 4058.549395 = -612241.414708 nChanged 1263 SP:Iteration 1F (59358.410000 sec): 3 clusters Score: Raw -617062.444203 + Penalty 4058.549395 = -613003.894808 nChanged 270 SP:Iteration 2F (59358.420000 sec): 3 clusters Score: Raw -617243.665175 + Penalty 4058.549395 = -613185.115780 nChanged 161 SP:Iteration 3Q (59358.430000 sec): 3 clusters Score: Raw -617352.737060 + Penalty 4058.549395 = -613294.187665 nChanged 128 SP:Iteration 4Q (59358.450000 sec): 3 clusters Score: Raw -617443.575279 + Penalty 4058.549395 = -613385.025884 nChanged 118 SP:Iteration 5Q (59358.460000 sec): 3 clusters Score: Raw -617521.941889 + Penalty 4058.549395 = -613463.392494 nChanged 106 SP:Iteration 6Q (59358.480000 sec): 3 clusters Score: Raw -617592.167248 + Penalty 4058.549395 = -613533.617853 nChanged 109 SP:Iteration 7Q (59358.490000 sec): 3 clusters Score: Raw -617656.246652 + Penalty 4058.549395 = -613597.697257 nChanged 81 SP:Iteration 8Q (59358.510000 sec): 3 clusters Score: Raw -617707.052666 + Penalty 4058.549395 = -613648.503271 nChanged 73 SP:Iteration 9Q (59358.520000 sec): 3 clusters Score: Raw -617751.289293 + Penalty 4058.549395 = -613692.739898 nChanged 65 SP:Iteration 10Q (59358.540000 sec): 3 clusters Score: Raw -617792.839021 + Penalty 4058.549395 = -613734.289626 nChanged 63 SP:Iteration 11Q (59358.550000 sec): 3 clusters Score: Raw -617840.910833 + Penalty 4058.549395 = -613782.361438 nChanged 61 SP:Iteration 12Q (59358.560000 sec): 3 clusters Score: Raw -617882.794444 + Penalty 4058.549395 = -613824.245049 nChanged 52 SP:Iteration 13Q (59358.580000 sec): 3 clusters Score: Raw -617913.473329 + Penalty 4058.549395 = -613854.923934 nChanged 45 SP:Iteration 14Q (59358.590000 sec): 3 clusters Score: Raw -617941.281089 + Penalty 4058.549395 = -613882.731694 nChanged 41 SP:Iteration 15Q (59358.610000 sec): 3 clusters Score: Raw -617966.401354 + Penalty 4058.549395 = -613907.851959 nChanged 37 SP:Iteration 16Q (59358.620000 sec): 3 clusters Score: Raw -617989.644235 + Penalty 4058.549395 = -613931.094840 nChanged 32 SP:Iteration 17Q (59358.640000 sec): 3 clusters Score: Raw -618011.105308 + Penalty 4058.549395 = -613952.555913 nChanged 29 SP:Iteration 18Q (59358.650000 sec): 3 clusters Score: Raw -618030.800944 + Penalty 4058.549395 = -613972.251549 nChanged 25 SP:Iteration 19Q (59358.660000 sec): 3 clusters Score: Raw -618046.969436 + Penalty 4058.549395 = -613988.420041 nChanged 26 SP:Iteration 20F (59358.680000 sec): 3 clusters Score: Raw -618064.091049 + Penalty 4058.549395 = -614005.541655 nChanged 23 SP:Iteration 21Q (59358.690000 sec): 3 clusters Score: Raw -618074.831801 + Penalty 4058.549395 = -614016.282406 nChanged 13 SP:Iteration 22Q (59358.700000 sec): 3 clusters Score: Raw -618081.471821 + Penalty 4058.549395 = -614022.922426 nChanged 12 SP:Iteration 23Q (59358.720000 sec): 3 clusters Score: Raw -618089.174312 + Penalty 4058.549395 = -614030.624917 nChanged 14 SP:Iteration 24Q (59358.730000 sec): 3 clusters Score: Raw -618099.289043 + Penalty 4058.549395 = -614040.739648 nChanged 9 SP:Iteration 25Q (59358.740000 sec): 3 clusters Score: Raw -618104.043499 + Penalty 4058.549395 = -614045.494104 nChanged 6 SP:Iteration 26Q (59358.760000 sec): 3 clusters Score: Raw -618107.033018 + Penalty 4058.549395 = -614048.483623 nChanged 5 SP:Iteration 27Q (59358.770000 sec): 3 clusters Score: Raw -618109.245471 + Penalty 4058.549395 = -614050.696076 nChanged 3 SP:Iteration 28Q (59358.780000 sec): 3 clusters Score: Raw -618110.434766 + Penalty 4058.549395 = -614051.885371 nChanged 1 SP:Iteration 29Q (59358.800000 sec): 3 clusters Score: Raw -618110.751794 + Penalty 4058.549395 = -614052.202399 nChanged 0 SP:Iteration 30F (59358.810000 sec): 3 clusters Score: Raw -618110.751794 + Penalty 4058.549395 = -614052.202399 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59358.910000 sec): 2 clusters Score: Raw -4701856.493449 + Penalty 2535.446925 = -4699321.046525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59359.020000 sec): 3 clusters Score: Raw -4685374.785383 + Penalty 5070.893850 = -4680303.891534 nChanged 12347 SP:Iteration 1F (59359.130000 sec): 3 clusters Score: Raw -4692268.116637 + Penalty 5070.893850 = -4687197.222787 nChanged 1523 SP:Iteration 2F (59359.240000 sec): 3 clusters Score: Raw -4692956.924109 + Penalty 5070.893850 = -4687886.030259 nChanged 1491 SP:Iteration 3F (59359.350000 sec): 3 clusters Score: Raw -4693720.452057 + Penalty 5070.893850 = -4688649.558207 nChanged 1573 SP:Iteration 4F (59359.460000 sec): 3 clusters Score: Raw -4694653.559532 + Penalty 5070.893850 = -4689582.665682 nChanged 1610 SP:Iteration 5F (59359.570000 sec): 3 clusters Score: Raw -4695662.079855 + Penalty 5070.893850 = -4690591.186005 nChanged 1578 SP:Iteration 6F (59359.680000 sec): 3 clusters Score: Raw -4696626.562424 + Penalty 5070.893850 = -4691555.668574 nChanged 1445 SP:Iteration 7F (59359.790000 sec): 3 clusters Score: Raw -4697388.961097 + Penalty 5070.893850 = -4692318.067247 nChanged 1180 SP:Iteration 8Q (59359.900000 sec): 3 clusters Score: Raw -4697951.258637 + Penalty 5070.893850 = -4692880.364787 nChanged 1015 SP:Iteration 9Q (59360.000000 sec): 3 clusters Score: Raw -4698393.365944 + Penalty 5070.893850 = -4693322.472094 nChanged 890 SP:Iteration 10Q (59360.110000 sec): 3 clusters Score: Raw -4698729.327304 + Penalty 5070.893850 = -4693658.433455 nChanged 721 SP:Iteration 11Q (59360.220000 sec): 3 clusters Score: Raw -4698977.034602 + Penalty 5070.893850 = -4693906.140753 nChanged 550 SP:Iteration 12Q (59360.320000 sec): 3 clusters Score: Raw -4699134.213018 + Penalty 5070.893850 = -4694063.319168 nChanged 406 SP:Iteration 13Q (59360.430000 sec): 3 clusters Score: Raw -4699241.587690 + Penalty 5070.893850 = -4694170.693840 nChanged 378 SP:Iteration 14Q (59360.530000 sec): 3 clusters Score: Raw -4699323.055385 + Penalty 5070.893850 = -4694252.161535 nChanged 295 SP:Iteration 15Q (59360.640000 sec): 3 clusters Score: Raw -4699384.149638 + Penalty 5070.893850 = -4694313.255789 nChanged 289 SP:Iteration 16Q (59360.750000 sec): 3 clusters Score: Raw -4699451.433420 + Penalty 5070.893850 = -4694380.539571 nChanged 237 SP:Iteration 17Q (59360.850000 sec): 3 clusters Score: Raw -4699506.240397 + Penalty 5070.893850 = -4694435.346547 nChanged 216 SP:Iteration 18Q (59360.960000 sec): 3 clusters Score: Raw -4699552.858371 + Penalty 5070.893850 = -4694481.964521 nChanged 196 SP:Iteration 19Q (59361.060000 sec): 3 clusters Score: Raw -4699593.593587 + Penalty 5070.893850 = -4694522.699738 nChanged 216 SP:Iteration 20F (59361.160000 sec): 3 clusters Score: Raw -4699636.238723 + Penalty 5070.893850 = -4694565.344873 nChanged 212 SP:Iteration 21Q (59361.270000 sec): 3 clusters Score: Raw -4699680.625026 + Penalty 5070.893850 = -4694609.731176 nChanged 218 SP:Iteration 22Q (59361.370000 sec): 3 clusters Score: Raw -4699734.333621 + Penalty 5070.893850 = -4694663.439772 nChanged 239 SP:Iteration 23Q (59361.470000 sec): 3 clusters Score: Raw -4699797.028933 + Penalty 5070.893850 = -4694726.135083 nChanged 242 SP:Iteration 24Q (59361.570000 sec): 3 clusters Score: Raw -4699857.211486 + Penalty 5070.893850 = -4694786.317636 nChanged 234 SP:Iteration 25Q (59361.670000 sec): 3 clusters Score: Raw -4699914.628835 + Penalty 5070.893850 = -4694843.734986 nChanged 245 SP:Iteration 26Q (59361.770000 sec): 3 clusters Score: Raw -4699976.891043 + Penalty 5070.893850 = -4694905.997193 nChanged 227 SP:Iteration 27Q (59361.860000 sec): 3 clusters Score: Raw -4700033.112138 + Penalty 5070.893850 = -4694962.218289 nChanged 220 SP:Iteration 28Q (59361.960000 sec): 3 clusters Score: Raw -4700091.803394 + Penalty 5070.893850 = -4695020.909544 nChanged 228 SP:Iteration 29Q (59362.060000 sec): 3 clusters Score: Raw -4700150.424247 + Penalty 5070.893850 = -4695079.530397 nChanged 213 SP:Iteration 30Q (59362.160000 sec): 3 clusters Score: Raw -4700205.241137 + Penalty 5070.893850 = -4695134.347287 nChanged 228 SP:Iteration 31Q (59362.250000 sec): 3 clusters Score: Raw -4700267.489591 + Penalty 5070.893850 = -4695196.595742 nChanged 240 SP:Iteration 32Q (59362.350000 sec): 3 clusters Score: Raw -4700330.790315 + Penalty 5070.893850 = -4695259.896465 nChanged 245 SP:Iteration 33Q (59362.440000 sec): 3 clusters Score: Raw -4700403.483830 + Penalty 5070.893850 = -4695332.589981 nChanged 260 SP:Iteration 34Q (59362.540000 sec): 3 clusters Score: Raw -4700490.988102 + Penalty 5070.893850 = -4695420.094252 nChanged 301 SP:Iteration 35Q (59362.630000 sec): 3 clusters Score: Raw -4700593.826295 + Penalty 5070.893850 = -4695522.932446 nChanged 293 SP:Iteration 36Q (59362.730000 sec): 3 clusters Score: Raw -4700698.813121 + Penalty 5070.893850 = -4695627.919271 nChanged 322 SP:Iteration 37Q (59362.820000 sec): 3 clusters Score: Raw -4700824.162620 + Penalty 5070.893850 = -4695753.268771 nChanged 325 SP:Iteration 38Q (59362.910000 sec): 3 clusters Score: Raw -4700952.245185 + Penalty 5070.893850 = -4695881.351335 nChanged 307 SP:Iteration 39Q (59363.000000 sec): 3 clusters Score: Raw -4701080.024269 + Penalty 5070.893850 = -4696009.130420 nChanged 285 SP:Iteration 40F (59363.110000 sec): 3 clusters Score: Raw -4701207.292028 + Penalty 5070.893850 = -4696136.398178 nChanged 306 SP:Iteration 41Q (59363.200000 sec): 3 clusters Score: Raw -4701346.050462 + Penalty 5070.893850 = -4696275.156613 nChanged 268 SP:Iteration 42Q (59363.290000 sec): 3 clusters Score: Raw -4701483.809672 + Penalty 5070.893850 = -4696412.915823 nChanged 248 SP:Iteration 43Q (59363.380000 sec): 3 clusters Score: Raw -4701613.618169 + Penalty 5070.893850 = -4696542.724319 nChanged 211 SP:Iteration 44Q (59363.460000 sec): 3 clusters Score: Raw -4701726.601264 + Penalty 5070.893850 = -4696655.707414 nChanged 185 SP:Iteration 45Q (59363.550000 sec): 3 clusters Score: Raw -4701828.691424 + Penalty 5070.893850 = -4696757.797574 nChanged 164 SP:Iteration 46Q (59363.640000 sec): 3 clusters Score: Raw -4701915.986951 + Penalty 5070.893850 = -4696845.093101 nChanged 131 SP:Iteration 47Q (59363.720000 sec): 3 clusters Score: Raw -4701991.950555 + Penalty 5070.893850 = -4696921.056705 nChanged 122 SP:Iteration 48Q (59363.800000 sec): 3 clusters Score: Raw -4702069.572704 + Penalty 5070.893850 = -4696998.678854 nChanged 94 SP:Iteration 49Q (59363.890000 sec): 3 clusters Score: Raw -4702120.126768 + Penalty 5070.893850 = -4697049.232918 nChanged 64 SP:Iteration 50Q (59363.970000 sec): 3 clusters Score: Raw -4702156.788869 + Penalty 5070.893850 = -4697085.895019 nChanged 61 SP:Iteration 51Q (59364.050000 sec): 3 clusters Score: Raw -4702194.411049 + Penalty 5070.893850 = -4697123.517199 nChanged 37 SP:Iteration 52Q (59364.130000 sec): 3 clusters Score: Raw -4702214.784850 + Penalty 5070.893850 = -4697143.891000 nChanged 30 SP:Iteration 53Q (59364.210000 sec): 3 clusters Score: Raw -4702234.740022 + Penalty 5070.893850 = -4697163.846172 nChanged 34 SP:Iteration 54Q (59364.290000 sec): 3 clusters Score: Raw -4702255.184488 + Penalty 5070.893850 = -4697184.290638 nChanged 26 SP:Iteration 55Q (59364.370000 sec): 3 clusters Score: Raw -4702268.485457 + Penalty 5070.893850 = -4697197.591607 nChanged 17 SP:Iteration 56Q (59364.450000 sec): 3 clusters Score: Raw -4702277.667157 + Penalty 5070.893850 = -4697206.773307 nChanged 17 SP:Iteration 57Q (59364.530000 sec): 3 clusters Score: Raw -4702286.197964 + Penalty 5070.893850 = -4697215.304115 nChanged 11 SP:Iteration 58Q (59364.610000 sec): 3 clusters Score: Raw -4702291.590058 + Penalty 5070.893850 = -4697220.696209 nChanged 8 SP:Iteration 59Q (59364.690000 sec): 3 clusters Score: Raw -4702294.210044 + Penalty 5070.893850 = -4697223.316195 nChanged 3 SP:Iteration 60F (59364.800000 sec): 3 clusters Score: Raw -4702296.053699 + Penalty 5070.893850 = -4697225.159849 nChanged 4 SP:Iteration 61Q (59364.870000 sec): 3 clusters Score: Raw -4702297.412843 + Penalty 5070.893850 = -4697226.518993 nChanged 2 SP:Iteration 62Q (59364.950000 sec): 3 clusters Score: Raw -4702297.755340 + Penalty 5070.893850 = -4697226.861490 nChanged 1 SP:Iteration 63Q (59365.030000 sec): 3 clusters Score: Raw -4702298.113715 + Penalty 5070.893850 = -4697227.219866 nChanged 1 SP:Iteration 64Q (59365.110000 sec): 3 clusters Score: Raw -4702298.367914 + Penalty 5070.893850 = -4697227.474064 nChanged 2 SP:Iteration 65Q (59365.190000 sec): 3 clusters Score: Raw -4702298.835019 + Penalty 5070.893850 = -4697227.941170 nChanged 1 SP:Iteration 66Q (59365.270000 sec): 3 clusters Score: Raw -4702299.298602 + Penalty 5070.893850 = -4697228.404752 nChanged 1 SP:Iteration 67Q (59365.350000 sec): 3 clusters Score: Raw -4702299.818927 + Penalty 5070.893850 = -4697228.925077 nChanged 1 SP:Iteration 68Q (59365.420000 sec): 3 clusters Score: Raw -4702300.984734 + Penalty 5070.893850 = -4697230.090884 nChanged 3 SP:Iteration 69Q (59365.500000 sec): 3 clusters Score: Raw -4702302.438441 + Penalty 5070.893850 = -4697231.544592 nChanged 3 SP:Iteration 70Q (59365.580000 sec): 3 clusters Score: Raw -4702303.549886 + Penalty 5070.893850 = -4697232.656037 nChanged 4 SP:Iteration 71Q (59365.660000 sec): 3 clusters Score: Raw -4702306.145976 + Penalty 5070.893850 = -4697235.252126 nChanged 4 SP:Iteration 72Q (59365.740000 sec): 3 clusters Score: Raw -4702308.431988 + Penalty 5070.893850 = -4697237.538138 nChanged 1 SP:Iteration 73Q (59365.820000 sec): 3 clusters Score: Raw -4702308.619555 + Penalty 5070.893850 = -4697237.725705 nChanged 1 SP:Iteration 74Q (59365.890000 sec): 3 clusters Score: Raw -4702308.981860 + Penalty 5070.893850 = -4697238.088011 nChanged 2 SP:Iteration 75Q (59365.970000 sec): 3 clusters Score: Raw -4702309.783301 + Penalty 5070.893850 = -4697238.889452 nChanged 1 SP:Iteration 76Q (59366.050000 sec): 3 clusters Score: Raw -4702310.105805 + Penalty 5070.893850 = -4697239.211955 nChanged 2 SP:Iteration 77Q (59366.130000 sec): 3 clusters Score: Raw -4702311.388047 + Penalty 5070.893850 = -4697240.494197 nChanged 2 SP:Iteration 78Q (59366.210000 sec): 3 clusters Score: Raw -4702312.740678 + Penalty 5070.893850 = -4697241.846829 nChanged 3 SP:Iteration 79Q (59366.290000 sec): 3 clusters Score: Raw -4702314.225369 + Penalty 5070.893850 = -4697243.331519 nChanged 3 SP:Iteration 80F (59366.400000 sec): 3 clusters Score: Raw -4702315.335624 + Penalty 5070.893850 = -4697244.441774 nChanged 4 SP:Iteration 81Q (59366.470000 sec): 3 clusters Score: Raw -4702316.536904 + Penalty 5070.893850 = -4697245.643054 nChanged 2 SP:Iteration 82Q (59366.550000 sec): 3 clusters Score: Raw -4702316.990532 + Penalty 5070.893850 = -4697246.096682 nChanged 3 SP:Iteration 83Q (59366.630000 sec): 3 clusters Score: Raw -4702318.197661 + Penalty 5070.893850 = -4697247.303811 nChanged 4 SP:Iteration 84Q (59366.710000 sec): 3 clusters Score: Raw -4702319.972289 + Penalty 5070.893850 = -4697249.078439 nChanged 1 SP:Iteration 85Q (59366.790000 sec): 3 clusters Score: Raw -4702320.287610 + Penalty 5070.893850 = -4697249.393761 nChanged 1 SP:Iteration 86Q (59366.870000 sec): 3 clusters Score: Raw -4702321.414534 + Penalty 5070.893850 = -4697250.520684 nChanged 1 SP:Iteration 87Q (59366.950000 sec): 3 clusters Score: Raw -4702322.087383 + Penalty 5070.893850 = -4697251.193533 nChanged 2 SP:Iteration 88Q (59367.020000 sec): 3 clusters Score: Raw -4702322.664665 + Penalty 5070.893850 = -4697251.770815 nChanged 1 SP:Iteration 89Q (59367.100000 sec): 3 clusters Score: Raw -4702323.087867 + Penalty 5070.893850 = -4697252.194017 nChanged 0 SP:Iteration 90F (59367.210000 sec): 3 clusters Score: Raw -4702323.087867 + Penalty 5070.893850 = -4697252.194017 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59367.220000 sec): 2 clusters Score: Raw -53463.686100 + Penalty 1448.479131 = -52015.206969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59367.230000 sec): 3 clusters Score: Raw -53560.858034 + Penalty 2896.958262 = -50663.899772 nChanged 55 SP:Iteration 1F (59367.230000 sec): 3 clusters Score: Raw -53737.589110 + Penalty 2896.958262 = -50840.630848 nChanged 13 SP:Iteration 2Q (59367.230000 sec): 3 clusters Score: Raw -53782.944724 + Penalty 2896.958262 = -50885.986462 nChanged 6 SP:Iteration 3Q (59367.230000 sec): 3 clusters Score: Raw -53806.136470 + Penalty 2896.958262 = -50909.178208 nChanged 5 SP:Iteration 4Q (59367.230000 sec): 3 clusters Score: Raw -53822.547922 + Penalty 2896.958262 = -50925.589660 nChanged 1 SP:Iteration 5Q (59367.230000 sec): 3 clusters Score: Raw -53828.324694 + Penalty 2896.958262 = -50931.366432 nChanged 0 SP:Iteration 6F (59367.230000 sec): 3 clusters Score: Raw -53828.324694 + Penalty 2896.958262 = -50931.366432 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59367.250000 sec): 2 clusters Score: Raw -394873.735044 + Penalty 1909.336178 = -392964.398866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59367.250000 sec): 3 clusters Score: Raw -394114.929529 + Penalty 3818.672355 = -390296.257174 nChanged 722 SP:Iteration 1F (59367.260000 sec): 3 clusters Score: Raw -394669.178748 + Penalty 3818.672355 = -390850.506393 nChanged 185 SP:Iteration 2F (59367.270000 sec): 3 clusters Score: Raw -394862.828553 + Penalty 3818.672355 = -391044.156198 nChanged 127 SP:Iteration 3F (59367.280000 sec): 3 clusters Score: Raw -395019.935303 + Penalty 3818.672355 = -391201.262948 nChanged 102 SP:Iteration 4Q (59367.290000 sec): 3 clusters Score: Raw -395178.545456 + Penalty 3818.672355 = -391359.873101 nChanged 106 SP:Iteration 5Q (59367.300000 sec): 3 clusters Score: Raw -395360.242180 + Penalty 3818.672355 = -391541.569825 nChanged 115 SP:Iteration 6F (59367.310000 sec): 3 clusters Score: Raw -395533.759027 + Penalty 3818.672355 = -391715.086671 nChanged 111 SP:Iteration 7F (59367.310000 sec): 3 clusters Score: Raw -395706.772963 + Penalty 3818.672355 = -391888.100607 nChanged 104 SP:Iteration 8Q (59367.320000 sec): 3 clusters Score: Raw -395868.361039 + Penalty 3818.672355 = -392049.688683 nChanged 94 SP:Iteration 9Q (59367.330000 sec): 3 clusters Score: Raw -396022.557714 + Penalty 3818.672355 = -392203.885359 nChanged 70 SP:Iteration 10Q (59367.340000 sec): 3 clusters Score: Raw -396117.002777 + Penalty 3818.672355 = -392298.330422 nChanged 42 SP:Iteration 11Q (59367.350000 sec): 3 clusters Score: Raw -396152.580785 + Penalty 3818.672355 = -392333.908430 nChanged 20 SP:Iteration 12Q (59367.350000 sec): 3 clusters Score: Raw -396170.440660 + Penalty 3818.672355 = -392351.768305 nChanged 20 SP:Iteration 13Q (59367.360000 sec): 3 clusters Score: Raw -396189.857079 + Penalty 3818.672355 = -392371.184724 nChanged 14 SP:Iteration 14Q (59367.370000 sec): 3 clusters Score: Raw -396201.331968 + Penalty 3818.672355 = -392382.659613 nChanged 9 SP:Iteration 15Q (59367.380000 sec): 3 clusters Score: Raw -396207.424027 + Penalty 3818.672355 = -392388.751672 nChanged 4 SP:Iteration 16Q (59367.390000 sec): 3 clusters Score: Raw -396212.183047 + Penalty 3818.672355 = -392393.510692 nChanged 5 SP:Iteration 17Q (59367.390000 sec): 3 clusters Score: Raw -396217.413965 + Penalty 3818.672355 = -392398.741610 nChanged 9 SP:Iteration 18Q (59367.400000 sec): 3 clusters Score: Raw -396224.342446 + Penalty 3818.672355 = -392405.670091 nChanged 3 SP:Iteration 19Q (59367.410000 sec): 3 clusters Score: Raw -396227.446532 + Penalty 3818.672355 = -392408.774177 nChanged 4 SP:Iteration 20F (59367.420000 sec): 3 clusters Score: Raw -396230.655583 + Penalty 3818.672355 = -392411.983228 nChanged 5 SP:Iteration 21Q (59367.430000 sec): 3 clusters Score: Raw -396234.694824 + Penalty 3818.672355 = -392416.022469 nChanged 1 SP:Iteration 22Q (59367.430000 sec): 3 clusters Score: Raw -396235.583158 + Penalty 3818.672355 = -392416.910803 nChanged 1 SP:Iteration 23Q (59367.440000 sec): 3 clusters Score: Raw -396235.962694 + Penalty 3818.672355 = -392417.290339 nChanged 1 SP:Iteration 24Q (59367.450000 sec): 3 clusters Score: Raw -396236.520797 + Penalty 3818.672355 = -392417.848442 nChanged 0 SP:Iteration 25F (59367.460000 sec): 3 clusters Score: Raw -396236.520797 + Penalty 3818.672355 = -392417.848442 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59367.470000 sec): 2 clusters Score: Raw -326194.544414 + Penalty 1880.140037 = -324314.404377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59367.480000 sec): 3 clusters Score: Raw -325528.742180 + Penalty 3760.280074 = -321768.462107 nChanged 613 SP:Iteration 1F (59367.490000 sec): 3 clusters Score: Raw -325997.028710 + Penalty 3760.280074 = -322236.748636 nChanged 156 SP:Iteration 2F (59367.490000 sec): 3 clusters Score: Raw -326129.194631 + Penalty 3760.280074 = -322368.914557 nChanged 89 SP:Iteration 3Q (59367.490000 sec): 3 clusters Score: Raw -326206.411123 + Penalty 3760.280074 = -322446.131049 nChanged 65 SP:Iteration 4Q (59367.500000 sec): 3 clusters Score: Raw -326268.991703 + Penalty 3760.280074 = -322508.711629 nChanged 61 SP:Iteration 5Q (59367.510000 sec): 3 clusters Score: Raw -326328.920887 + Penalty 3760.280074 = -322568.640813 nChanged 59 SP:Iteration 6Q (59367.520000 sec): 3 clusters Score: Raw -326387.365067 + Penalty 3760.280074 = -322627.084993 nChanged 55 SP:Iteration 7Q (59367.530000 sec): 3 clusters Score: Raw -326452.589500 + Penalty 3760.280074 = -322692.309426 nChanged 53 SP:Iteration 8Q (59367.530000 sec): 3 clusters Score: Raw -326528.640265 + Penalty 3760.280074 = -322768.360192 nChanged 65 SP:Iteration 9Q (59367.540000 sec): 3 clusters Score: Raw -326615.588811 + Penalty 3760.280074 = -322855.308737 nChanged 65 SP:Iteration 10Q (59367.550000 sec): 3 clusters Score: Raw -326695.511802 + Penalty 3760.280074 = -322935.231728 nChanged 69 SP:Iteration 11Q (59367.560000 sec): 3 clusters Score: Raw -326801.894431 + Penalty 3760.280074 = -323041.614357 nChanged 72 SP:Iteration 12Q (59367.570000 sec): 3 clusters Score: Raw -326902.189939 + Penalty 3760.280074 = -323141.909865 nChanged 69 SP:Iteration 13Q (59367.570000 sec): 3 clusters Score: Raw -327009.152801 + Penalty 3760.280074 = -323248.872727 nChanged 71 SP:Iteration 14Q (59367.580000 sec): 3 clusters Score: Raw -327107.193862 + Penalty 3760.280074 = -323346.913788 nChanged 64 SP:Iteration 15Q (59367.590000 sec): 3 clusters Score: Raw -327190.364304 + Penalty 3760.280074 = -323430.084230 nChanged 53 SP:Iteration 16Q (59367.590000 sec): 3 clusters Score: Raw -327259.894972 + Penalty 3760.280074 = -323499.614899 nChanged 37 SP:Iteration 17Q (59367.600000 sec): 3 clusters Score: Raw -327305.853704 + Penalty 3760.280074 = -323545.573631 nChanged 32 SP:Iteration 18Q (59367.610000 sec): 3 clusters Score: Raw -327351.228084 + Penalty 3760.280074 = -323590.948010 nChanged 32 SP:Iteration 19Q (59367.610000 sec): 3 clusters Score: Raw -327391.577974 + Penalty 3760.280074 = -323631.297900 nChanged 26 SP:Iteration 20F (59367.620000 sec): 3 clusters Score: Raw -327422.308112 + Penalty 3760.280074 = -323662.028038 nChanged 18 SP:Iteration 21Q (59367.630000 sec): 3 clusters Score: Raw -327439.440022 + Penalty 3760.280074 = -323679.159949 nChanged 11 SP:Iteration 22Q (59367.640000 sec): 3 clusters Score: Raw -327447.387385 + Penalty 3760.280074 = -323687.107311 nChanged 7 SP:Iteration 23Q (59367.650000 sec): 3 clusters Score: Raw -327451.898213 + Penalty 3760.280074 = -323691.618139 nChanged 4 SP:Iteration 24Q (59367.650000 sec): 3 clusters Score: Raw -327454.887070 + Penalty 3760.280074 = -323694.606997 nChanged 4 SP:Iteration 25Q (59367.660000 sec): 3 clusters Score: Raw -327459.476965 + Penalty 3760.280074 = -323699.196892 nChanged 9 SP:Iteration 26Q (59367.670000 sec): 3 clusters Score: Raw -327467.949076 + Penalty 3760.280074 = -323707.669002 nChanged 8 SP:Iteration 27Q (59367.670000 sec): 3 clusters Score: Raw -327473.539318 + Penalty 3760.280074 = -323713.259244 nChanged 8 SP:Iteration 28Q (59367.680000 sec): 3 clusters Score: Raw -327482.080960 + Penalty 3760.280074 = -323721.800887 nChanged 9 SP:Iteration 29Q (59367.690000 sec): 3 clusters Score: Raw -327491.172896 + Penalty 3760.280074 = -323730.892822 nChanged 7 SP:Iteration 30Q (59367.690000 sec): 3 clusters Score: Raw -327497.623654 + Penalty 3760.280074 = -323737.343581 nChanged 3 SP:Iteration 31Q (59367.700000 sec): 3 clusters Score: Raw -327500.243325 + Penalty 3760.280074 = -323739.963251 nChanged 2 SP:Iteration 32Q (59367.710000 sec): 3 clusters Score: Raw -327501.013995 + Penalty 3760.280074 = -323740.733921 nChanged 0 SP:Iteration 33F (59367.720000 sec): 3 clusters Score: Raw -327501.013995 + Penalty 3760.280074 = -323740.733921 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59372.210000 sec): 2 clusters Score: Raw -231582003.733862 + Penalty 3495.820258 = -231578507.913604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59377.640000 sec): 3 clusters Score: Raw -230683626.740499 + Penalty 6991.640516 = -230676635.099982 nChanged 652518 SP:Iteration 1F (59383.030000 sec): 3 clusters Score: Raw -231083554.284354 + Penalty 6991.640516 = -231076562.643837 nChanged 28944 SP:Iteration 2Q (59388.540000 sec): 3 clusters Score: Raw -231089227.363503 + Penalty 6991.640516 = -231082235.722986 nChanged 35485 SP:Iteration 3Q (59394.080000 sec): 3 clusters Score: Raw -231098383.205116 + Penalty 6991.640516 = -231091391.564599 nChanged 45633 SP:Iteration 4Q (59399.610000 sec): 3 clusters Score: Raw -231114258.766974 + Penalty 6991.640516 = -231107267.126458 nChanged 60108 SP:Iteration 5Q (59405.090000 sec): 3 clusters Score: Raw -231142043.550467 + Penalty 6991.640516 = -231135051.909950 nChanged 78708 SP:Iteration 6F (59410.480000 sec): 3 clusters Score: Raw -231189118.868560 + Penalty 6991.640516 = -231182127.228044 nChanged 96654 SP:Iteration 7F (59415.880000 sec): 3 clusters Score: Raw -231260164.464673 + Penalty 6991.640516 = -231253172.824156 nChanged 104416 SP:Iteration 8F (59421.250000 sec): 3 clusters Score: Raw -231347958.804572 + Penalty 6991.640516 = -231340967.164055 nChanged 95409 SP:Iteration 9F (59426.620000 sec): 3 clusters Score: Raw -231433986.151491 + Penalty 6991.640516 = -231426994.510975 nChanged 72854 SP:Iteration 10F (59431.970000 sec): 3 clusters Score: Raw -231501135.789017 + Penalty 6991.640516 = -231494144.148501 nChanged 47453 SP:Iteration 11Q (59436.650000 sec): 3 clusters Score: Raw -231544938.117381 + Penalty 6991.640516 = -231537946.476864 nChanged 25595 SP:Iteration 12Q (59440.920000 sec): 3 clusters Score: Raw -231567850.512666 + Penalty 6991.640516 = -231560858.872150 nChanged 11117 SP:Iteration 13Q (59444.890000 sec): 3 clusters Score: Raw -231577347.937483 + Penalty 6991.640516 = -231570356.296966 nChanged 3987 SP:Iteration 14Q (59448.690000 sec): 3 clusters Score: Raw -231580628.008878 + Penalty 6991.640516 = -231573636.368362 nChanged 1242 SP:Iteration 15Q (59452.410000 sec): 3 clusters Score: Raw -231581648.240142 + Penalty 6991.640516 = -231574656.599626 nChanged 382 SP:Iteration 16Q (59456.090000 sec): 3 clusters Score: Raw -231581976.955145 + Penalty 6991.640516 = -231574985.314629 nChanged 137 SP:Iteration 17Q (59459.760000 sec): 3 clusters Score: Raw -231582099.263079 + Penalty 6991.640516 = -231575107.622562 nChanged 95 SP:Iteration 18Q (59463.420000 sec): 3 clusters Score: Raw -231582192.137156 + Penalty 6991.640516 = -231575200.496640 nChanged 50 SP:Iteration 19Q (59467.080000 sec): 3 clusters Score: Raw -231582242.964494 + Penalty 6991.640516 = -231575251.323978 nChanged 39 SP:Iteration 20F (59472.370000 sec): 3 clusters Score: Raw -231582291.460234 + Penalty 6991.640516 = -231575299.819718 nChanged 30 SP:Iteration 21Q (59476.030000 sec): 3 clusters Score: Raw -231582323.715913 + Penalty 6991.640516 = -231575332.075397 nChanged 19 SP:Iteration 22Q (59479.680000 sec): 3 clusters Score: Raw -231582347.140793 + Penalty 6991.640516 = -231575355.500276 nChanged 13 SP:Iteration 23Q (59483.340000 sec): 3 clusters Score: Raw -231582365.752541 + Penalty 6991.640516 = -231575374.112024 nChanged 15 SP:Iteration 24Q (59486.990000 sec): 3 clusters Score: Raw -231582383.820819 + Penalty 6991.640516 = -231575392.180303 nChanged 8 SP:Iteration 25Q (59490.640000 sec): 3 clusters Score: Raw -231582393.289182 + Penalty 6991.640516 = -231575401.648665 nChanged 3 SP:Iteration 26Q (59494.300000 sec): 3 clusters Score: Raw -231582398.217552 + Penalty 6991.640516 = -231575406.577035 nChanged 4 SP:Iteration 27Q (59497.950000 sec): 3 clusters Score: Raw -231582405.709524 + Penalty 6991.640516 = -231575414.069007 nChanged 4 SP:Iteration 28Q (59501.600000 sec): 3 clusters Score: Raw -231582413.663687 + Penalty 6991.640516 = -231575422.023171 nChanged 5 SP:Iteration 29Q (59505.260000 sec): 3 clusters Score: Raw -231582421.373168 + Penalty 6991.640516 = -231575429.732651 nChanged 1 SP:Iteration 30Q (59508.910000 sec): 3 clusters Score: Raw -231582421.777597 + Penalty 6991.640516 = -231575430.137080 nChanged 0 SP:Iteration 31F (59514.190000 sec): 3 clusters Score: Raw -231582421.777597 + Penalty 6991.640516 = -231575430.137080 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59514.630000 sec): 2 clusters Score: Raw -618064.336208 + Penalty 2038.793410 = -616025.542799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59514.650000 sec): 3 clusters Score: Raw -616419.222258 + Penalty 4077.586819 = -612341.635438 nChanged 1358 SP:Iteration 1F (59514.660000 sec): 3 clusters Score: Raw -617367.658126 + Penalty 4077.586819 = -613290.071307 nChanged 318 SP:Iteration 2F (59514.680000 sec): 3 clusters Score: Raw -617643.822873 + Penalty 4077.586819 = -613566.236053 nChanged 229 SP:Iteration 3F (59514.690000 sec): 3 clusters Score: Raw -617864.279541 + Penalty 4077.586819 = -613786.692721 nChanged 223 SP:Iteration 4F (59514.710000 sec): 3 clusters Score: Raw -618079.770922 + Penalty 4077.586819 = -614002.184102 nChanged 173 SP:Iteration 5Q (59514.720000 sec): 3 clusters Score: Raw -618219.895339 + Penalty 4077.586819 = -614142.308519 nChanged 146 SP:Iteration 6Q (59514.740000 sec): 3 clusters Score: Raw -618353.477236 + Penalty 4077.586819 = -614275.890417 nChanged 145 SP:Iteration 7Q (59514.750000 sec): 3 clusters Score: Raw -618521.566141 + Penalty 4077.586819 = -614443.979322 nChanged 121 SP:Iteration 8Q (59514.770000 sec): 3 clusters Score: Raw -618632.477265 + Penalty 4077.586819 = -614554.890446 nChanged 98 SP:Iteration 9Q (59514.780000 sec): 3 clusters Score: Raw -618716.559973 + Penalty 4077.586819 = -614638.973154 nChanged 85 SP:Iteration 10Q (59514.790000 sec): 3 clusters Score: Raw -618777.795063 + Penalty 4077.586819 = -614700.208244 nChanged 69 SP:Iteration 11Q (59514.810000 sec): 3 clusters Score: Raw -618828.470052 + Penalty 4077.586819 = -614750.883233 nChanged 55 SP:Iteration 12Q (59514.820000 sec): 3 clusters Score: Raw -618864.776620 + Penalty 4077.586819 = -614787.189800 nChanged 34 SP:Iteration 13Q (59514.830000 sec): 3 clusters Score: Raw -618884.671329 + Penalty 4077.586819 = -614807.084509 nChanged 30 SP:Iteration 14Q (59514.850000 sec): 3 clusters Score: Raw -618915.135555 + Penalty 4077.586819 = -614837.548735 nChanged 28 SP:Iteration 15Q (59514.860000 sec): 3 clusters Score: Raw -618932.830885 + Penalty 4077.586819 = -614855.244065 nChanged 29 SP:Iteration 16Q (59514.880000 sec): 3 clusters Score: Raw -618944.766450 + Penalty 4077.586819 = -614867.179631 nChanged 16 SP:Iteration 17Q (59514.890000 sec): 3 clusters Score: Raw -618950.000538 + Penalty 4077.586819 = -614872.413719 nChanged 9 SP:Iteration 18Q (59514.910000 sec): 3 clusters Score: Raw -618953.606515 + Penalty 4077.586819 = -614876.019695 nChanged 9 SP:Iteration 19Q (59514.920000 sec): 3 clusters Score: Raw -618957.008294 + Penalty 4077.586819 = -614879.421475 nChanged 5 SP:Iteration 20F (59514.930000 sec): 3 clusters Score: Raw -618959.031272 + Penalty 4077.586819 = -614881.444453 nChanged 4 SP:Iteration 21Q (59514.950000 sec): 3 clusters Score: Raw -618960.706027 + Penalty 4077.586819 = -614883.119207 nChanged 5 SP:Iteration 22Q (59514.960000 sec): 3 clusters Score: Raw -618962.677212 + Penalty 4077.586819 = -614885.090393 nChanged 2 SP:Iteration 23Q (59514.980000 sec): 3 clusters Score: Raw -618963.525201 + Penalty 4077.586819 = -614885.938381 nChanged 2 SP:Iteration 24Q (59514.990000 sec): 3 clusters Score: Raw -618963.956188 + Penalty 4077.586819 = -614886.369369 nChanged 3 SP:Iteration 25Q (59515.010000 sec): 3 clusters Score: Raw -618964.974030 + Penalty 4077.586819 = -614887.387210 nChanged 1 SP:Iteration 26Q (59515.020000 sec): 3 clusters Score: Raw -618965.587461 + Penalty 4077.586819 = -614888.000642 nChanged 1 SP:Iteration 27Q (59515.030000 sec): 3 clusters Score: Raw -618966.012400 + Penalty 4077.586819 = -614888.425581 nChanged 1 SP:Iteration 28Q (59515.050000 sec): 3 clusters Score: Raw -618966.373022 + Penalty 4077.586819 = -614888.786203 nChanged 0 SP:Iteration 29F (59515.060000 sec): 3 clusters Score: Raw -618966.373022 + Penalty 4077.586819 = -614888.786203 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.070000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.080000 sec): 3 clusters Score: Raw -292070.019184 + Penalty 3675.832130 = -288394.187054 nChanged 489 SP:Iteration 1F (59515.090000 sec): 3 clusters Score: Raw -292483.754129 + Penalty 3675.832130 = -288807.921998 nChanged 131 SP:Iteration 2F (59515.090000 sec): 3 clusters Score: Raw -292602.871282 + Penalty 3675.832130 = -288927.039151 nChanged 76 SP:Iteration 3Q (59515.100000 sec): 3 clusters Score: Raw -292682.158032 + Penalty 3675.832130 = -289006.325902 nChanged 61 SP:Iteration 4Q (59515.110000 sec): 3 clusters Score: Raw -292746.667210 + Penalty 3675.832130 = -289070.835079 nChanged 47 SP:Iteration 5Q (59515.110000 sec): 3 clusters Score: Raw -292787.410555 + Penalty 3675.832130 = -289111.578424 nChanged 23 SP:Iteration 6Q (59515.120000 sec): 3 clusters Score: Raw -292803.885694 + Penalty 3675.832130 = -289128.053564 nChanged 17 SP:Iteration 7Q (59515.130000 sec): 3 clusters Score: Raw -292818.397670 + Penalty 3675.832130 = -289142.565540 nChanged 10 SP:Iteration 8Q (59515.130000 sec): 3 clusters Score: Raw -292833.282663 + Penalty 3675.832130 = -289157.450533 nChanged 16 SP:Iteration 9Q (59515.140000 sec): 3 clusters Score: Raw -292848.806495 + Penalty 3675.832130 = -289172.974365 nChanged 13 SP:Iteration 10Q (59515.140000 sec): 3 clusters Score: Raw -292861.677190 + Penalty 3675.832130 = -289185.845060 nChanged 12 SP:Iteration 11Q (59515.150000 sec): 3 clusters Score: Raw -292871.488140 + Penalty 3675.832130 = -289195.656009 nChanged 11 SP:Iteration 12Q (59515.160000 sec): 3 clusters Score: Raw -292876.550433 + Penalty 3675.832130 = -289200.718303 nChanged 6 SP:Iteration 13Q (59515.160000 sec): 3 clusters Score: Raw -292882.904929 + Penalty 3675.832130 = -289207.072799 nChanged 9 SP:Iteration 14Q (59515.170000 sec): 3 clusters Score: Raw -292889.333117 + Penalty 3675.832130 = -289213.500987 nChanged 9 SP:Iteration 15Q (59515.170000 sec): 3 clusters Score: Raw -292896.642366 + Penalty 3675.832130 = -289220.810236 nChanged 6 SP:Iteration 16Q (59515.180000 sec): 3 clusters Score: Raw -292901.269236 + Penalty 3675.832130 = -289225.437105 nChanged 5 SP:Iteration 17Q (59515.190000 sec): 3 clusters Score: Raw -292905.099226 + Penalty 3675.832130 = -289229.267096 nChanged 8 SP:Iteration 18Q (59515.190000 sec): 3 clusters Score: Raw -292913.905165 + Penalty 3675.832130 = -289238.073035 nChanged 9 SP:Iteration 19Q (59515.200000 sec): 3 clusters Score: Raw -292919.265865 + Penalty 3675.832130 = -289243.433735 nChanged 8 SP:Iteration 20F (59515.210000 sec): 3 clusters Score: Raw -292925.007637 + Penalty 3675.832130 = -289249.175507 nChanged 5 SP:Iteration 21Q (59515.210000 sec): 3 clusters Score: Raw -292928.397220 + Penalty 3675.832130 = -289252.565090 nChanged 8 SP:Iteration 22Q (59515.220000 sec): 3 clusters Score: Raw -292936.109928 + Penalty 3675.832130 = -289260.277798 nChanged 14 SP:Iteration 23Q (59515.230000 sec): 3 clusters Score: Raw -292947.860655 + Penalty 3675.832130 = -289272.028524 nChanged 13 SP:Iteration 24Q (59515.230000 sec): 3 clusters Score: Raw -292956.861852 + Penalty 3675.832130 = -289281.029721 nChanged 12 SP:Iteration 25Q (59515.240000 sec): 3 clusters Score: Raw -292967.455384 + Penalty 3675.832130 = -289291.623254 nChanged 12 SP:Iteration 26Q (59515.250000 sec): 3 clusters Score: Raw -292982.051737 + Penalty 3675.832130 = -289306.219607 nChanged 8 SP:Iteration 27Q (59515.250000 sec): 3 clusters Score: Raw -292987.869967 + Penalty 3675.832130 = -289312.037836 nChanged 9 SP:Iteration 28Q (59515.260000 sec): 3 clusters Score: Raw -292995.237919 + Penalty 3675.832130 = -289319.405788 nChanged 2 SP:Iteration 29Q (59515.270000 sec): 3 clusters Score: Raw -292996.612640 + Penalty 3675.832130 = -289320.780510 nChanged 1 SP:Iteration 30Q (59515.270000 sec): 3 clusters Score: Raw -292997.687250 + Penalty 3675.832130 = -289321.855120 nChanged 1 SP:Iteration 31Q (59515.280000 sec): 3 clusters Score: Raw -292998.630429 + Penalty 3675.832130 = -289322.798298 nChanged 1 SP:Iteration 32Q (59515.290000 sec): 3 clusters Score: Raw -292999.304411 + Penalty 3675.832130 = -289323.472281 nChanged 1 SP:Iteration 33Q (59515.290000 sec): 3 clusters Score: Raw -292999.951195 + Penalty 3675.832130 = -289324.119065 nChanged 2 SP:Iteration 34Q (59515.300000 sec): 3 clusters Score: Raw -293001.357829 + Penalty 3675.832130 = -289325.525699 nChanged 1 SP:Iteration 35Q (59515.310000 sec): 3 clusters Score: Raw -293002.262885 + Penalty 3675.832130 = -289326.430754 nChanged 0 SP:Iteration 36F (59515.310000 sec): 3 clusters Score: Raw -293002.262885 + Penalty 3675.832130 = -289326.430754 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.320000 sec): 2 clusters Score: Raw -46011.561498 + Penalty 1451.346215 = -44560.215283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.320000 sec): 3 clusters Score: Raw -46202.101273 + Penalty 2902.692430 = -43299.408843 nChanged 62 SP:Iteration 1F (59515.320000 sec): 3 clusters Score: Raw -46403.495769 + Penalty 2902.692430 = -43500.803339 nChanged 25 SP:Iteration 2F (59515.320000 sec): 3 clusters Score: Raw -46570.133632 + Penalty 2902.692430 = -43667.441202 nChanged 21 SP:Iteration 3F (59515.320000 sec): 3 clusters Score: Raw -46694.348311 + Penalty 2902.692430 = -43791.655881 nChanged 16 SP:Iteration 4Q (59515.330000 sec): 3 clusters Score: Raw -46823.195971 + Penalty 2902.692430 = -43920.503541 nChanged 15 SP:Iteration 5Q (59515.330000 sec): 3 clusters Score: Raw -46925.671361 + Penalty 2902.692430 = -44022.978931 nChanged 13 SP:Iteration 6Q (59515.330000 sec): 3 clusters Score: Raw -47033.396371 + Penalty 2902.692430 = -44130.703941 nChanged 8 SP:Iteration 7Q (59515.330000 sec): 3 clusters Score: Raw -47108.076455 + Penalty 2902.692430 = -44205.384025 nChanged 3 SP:Iteration 8Q (59515.330000 sec): 3 clusters Score: Raw -47121.511430 + Penalty 2902.692430 = -44218.819000 nChanged 1 SP:Iteration 9Q (59515.330000 sec): 3 clusters Score: Raw -47123.656631 + Penalty 2902.692430 = -44220.964201 nChanged 1 SP:Iteration 10Q (59515.330000 sec): 3 clusters Score: Raw -47125.055375 + Penalty 2902.692430 = -44222.362945 nChanged 1 SP:Iteration 11Q (59515.330000 sec): 3 clusters Score: Raw -47127.120275 + Penalty 2902.692430 = -44224.427845 nChanged 0 SP:Iteration 12F (59515.330000 sec): 3 clusters Score: Raw -47127.120275 + Penalty 2902.692430 = -44224.427845 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.340000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.340000 sec): 3 clusters Score: Raw -30286.319644 + Penalty 2652.165335 = -27634.154309 nChanged 13 SP:Iteration 1F (59515.340000 sec): 3 clusters Score: Raw -30345.153371 + Penalty 2652.165335 = -27692.988035 nChanged 7 SP:Iteration 2Q (59515.340000 sec): 3 clusters Score: Raw -30386.704298 + Penalty 2652.165335 = -27734.538963 nChanged 3 SP:Iteration 3Q (59515.340000 sec): 3 clusters Score: Raw -30399.128837 + Penalty 2652.165335 = -27746.963502 nChanged 2 SP:Iteration 4Q (59515.340000 sec): 3 clusters Score: Raw -30406.429205 + Penalty 2652.165335 = -27754.263870 nChanged 2 SP:Iteration 5Q (59515.350000 sec): 3 clusters Score: Raw -30413.205310 + Penalty 2652.165335 = -27761.039974 nChanged 1 SP:Iteration 6Q (59515.350000 sec): 3 clusters Score: Raw -30417.591801 + Penalty 2652.165335 = -27765.426466 nChanged 0 SP:Iteration 7F (59515.350000 sec): 3 clusters Score: Raw -30417.591801 + Penalty 2652.165335 = -27765.426466 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.350000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.350000 sec): 3 clusters Score: Raw -40401.488443 + Penalty 2758.098089 = -37643.390354 nChanged 20 SP:Iteration 1F (59515.350000 sec): 3 clusters Score: Raw -40474.834751 + Penalty 2758.098089 = -37716.736662 nChanged 7 SP:Iteration 2Q (59515.350000 sec): 3 clusters Score: Raw -40509.874466 + Penalty 2758.098089 = -37751.776377 nChanged 7 SP:Iteration 3Q (59515.360000 sec): 3 clusters Score: Raw -40540.632612 + Penalty 2758.098089 = -37782.534523 nChanged 3 SP:Iteration 4Q (59515.360000 sec): 3 clusters Score: Raw -40552.562966 + Penalty 2758.098089 = -37794.464877 nChanged 1 SP:Iteration 5Q (59515.360000 sec): 3 clusters Score: Raw -40555.710174 + Penalty 2758.098089 = -37797.612085 nChanged 1 SP:Iteration 6Q (59515.360000 sec): 3 clusters Score: Raw -40559.811207 + Penalty 2758.098089 = -37801.713118 nChanged 1 SP:Iteration 7Q (59515.360000 sec): 3 clusters Score: Raw -40562.704382 + Penalty 2758.098089 = -37804.606293 nChanged 0 SP:Iteration 8F (59515.360000 sec): 3 clusters Score: Raw -40562.704382 + Penalty 2758.098089 = -37804.606293 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.380000 sec): 2 clusters Score: Raw -111024.098263 + Penalty 1620.739835 = -109403.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.380000 sec): 3 clusters Score: Raw -110949.367319 + Penalty 3241.479670 = -107707.887649 nChanged 142 SP:Iteration 1F (59515.380000 sec): 3 clusters Score: Raw -111189.279584 + Penalty 3241.479670 = -107947.799914 nChanged 32 SP:Iteration 2Q (59515.380000 sec): 3 clusters Score: Raw -111276.666369 + Penalty 3241.479670 = -108035.186699 nChanged 29 SP:Iteration 3Q (59515.380000 sec): 3 clusters Score: Raw -111348.717362 + Penalty 3241.479670 = -108107.237692 nChanged 18 SP:Iteration 4Q (59515.390000 sec): 3 clusters Score: Raw -111395.172872 + Penalty 3241.479670 = -108153.693202 nChanged 11 SP:Iteration 5Q (59515.390000 sec): 3 clusters Score: Raw -111430.469345 + Penalty 3241.479670 = -108188.989675 nChanged 10 SP:Iteration 6Q (59515.390000 sec): 3 clusters Score: Raw -111456.295275 + Penalty 3241.479670 = -108214.815605 nChanged 9 SP:Iteration 7Q (59515.400000 sec): 3 clusters Score: Raw -111477.124887 + Penalty 3241.479670 = -108235.645217 nChanged 4 SP:Iteration 8Q (59515.400000 sec): 3 clusters Score: Raw -111487.078798 + Penalty 3241.479670 = -108245.599127 nChanged 3 SP:Iteration 9Q (59515.400000 sec): 3 clusters Score: Raw -111495.095767 + Penalty 3241.479670 = -108253.616097 nChanged 5 SP:Iteration 10Q (59515.400000 sec): 3 clusters Score: Raw -111508.486143 + Penalty 3241.479670 = -108267.006472 nChanged 3 SP:Iteration 11Q (59515.410000 sec): 3 clusters Score: Raw -111519.245072 + Penalty 3241.479670 = -108277.765401 nChanged 3 SP:Iteration 12Q (59515.410000 sec): 3 clusters Score: Raw -111525.682970 + Penalty 3241.479670 = -108284.203300 nChanged 3 SP:Iteration 13Q (59515.410000 sec): 3 clusters Score: Raw -111534.374835 + Penalty 3241.479670 = -108292.895164 nChanged 3 SP:Iteration 14Q (59515.420000 sec): 3 clusters Score: Raw -111540.445793 + Penalty 3241.479670 = -108298.966123 nChanged 1 SP:Iteration 15Q (59515.420000 sec): 3 clusters Score: Raw -111541.723168 + Penalty 3241.479670 = -108300.243498 nChanged 1 SP:Iteration 16Q (59515.420000 sec): 3 clusters Score: Raw -111542.308812 + Penalty 3241.479670 = -108300.829141 nChanged 1 SP:Iteration 17Q (59515.420000 sec): 3 clusters Score: Raw -111542.734489 + Penalty 3241.479670 = -108301.254818 nChanged 0 SP:Iteration 18F (59515.420000 sec): 3 clusters Score: Raw -111542.734489 + Penalty 3241.479670 = -108301.254818 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.430000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.430000 sec): 3 clusters Score: Raw -36765.078201 + Penalty 2748.466718 = -34016.611482 nChanged 33 SP:Iteration 1F (59515.430000 sec): 3 clusters Score: Raw -36886.083655 + Penalty 2748.466718 = -34137.616937 nChanged 8 SP:Iteration 2Q (59515.430000 sec): 3 clusters Score: Raw -36955.615978 + Penalty 2748.466718 = -34207.149260 nChanged 7 SP:Iteration 3Q (59515.440000 sec): 3 clusters Score: Raw -36990.863777 + Penalty 2748.466718 = -34242.397059 nChanged 7 SP:Iteration 4Q (59515.440000 sec): 3 clusters Score: Raw -37051.648685 + Penalty 2748.466718 = -34303.181966 nChanged 1 SP:Iteration 5Q (59515.440000 sec): 3 clusters Score: Raw -37054.794034 + Penalty 2748.466718 = -34306.327316 nChanged 1 SP:Iteration 6Q (59515.440000 sec): 3 clusters Score: Raw -37060.371653 + Penalty 2748.466718 = -34311.904935 nChanged 0 SP:Iteration 7F (59515.440000 sec): 3 clusters Score: Raw -37060.371653 + Penalty 2748.466718 = -34311.904935 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.440000 sec): 2 clusters Score: Raw -24321.455760 + Penalty 1264.766874 = -23056.688886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.440000 sec): 3 clusters Score: Raw -24653.681006 + Penalty 2529.533748 = -22124.147258 nChanged 18 SP:Iteration 1F (59515.440000 sec): 3 clusters Score: Raw -24743.529792 + Penalty 2529.533748 = -22213.996044 nChanged 10 SP:Iteration 2F (59515.450000 sec): 3 clusters Score: Raw -24787.730352 + Penalty 2529.533748 = -22258.196604 nChanged 7 SP:Iteration 3Q (59515.450000 sec): 3 clusters Score: Raw -24833.202146 + Penalty 2529.533748 = -22303.668398 nChanged 4 SP:Iteration 4Q (59515.450000 sec): 3 clusters Score: Raw -24867.596292 + Penalty 2529.533748 = -22338.062544 nChanged 5 SP:Iteration 5Q (59515.450000 sec): 3 clusters Score: Raw -24901.367423 + Penalty 2529.533748 = -22371.833675 nChanged 3 SP:Iteration 6Q (59515.450000 sec): 3 clusters Score: Raw -24922.436602 + Penalty 2529.533748 = -22392.902854 nChanged 2 SP:Iteration 7Q (59515.450000 sec): 3 clusters Score: Raw -24948.179420 + Penalty 2529.533748 = -22418.645672 nChanged 3 SP:Iteration 8Q (59515.450000 sec): 3 clusters Score: Raw -24996.291523 + Penalty 2529.533748 = -22466.757775 nChanged 1 SP:Iteration 9Q (59515.450000 sec): 3 clusters Score: Raw -25011.039134 + Penalty 2529.533748 = -22481.505386 nChanged 1 SP:Iteration 10Q (59515.450000 sec): 3 clusters Score: Raw -25016.171194 + Penalty 2529.533748 = -22486.637446 nChanged 1 SP:Iteration 11Q (59515.450000 sec): 3 clusters Score: Raw -25027.051473 + Penalty 2529.533748 = -22497.517725 nChanged 0 SP:Iteration 12F (59515.450000 sec): 3 clusters Score: Raw -25027.051473 + Penalty 2529.533748 = -22497.517725 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.460000 sec): 2 clusters Score: Raw -64087.954984 + Penalty 1498.572943 = -62589.382041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.460000 sec): 3 clusters Score: Raw -64188.723531 + Penalty 2997.145886 = -61191.577646 nChanged 74 SP:Iteration 1F (59515.460000 sec): 3 clusters Score: Raw -64385.806900 + Penalty 2997.145886 = -61388.661014 nChanged 26 SP:Iteration 2F (59515.460000 sec): 3 clusters Score: Raw -64496.060908 + Penalty 2997.145886 = -61498.915023 nChanged 19 SP:Iteration 3Q (59515.460000 sec): 3 clusters Score: Raw -64558.043718 + Penalty 2997.145886 = -61560.897833 nChanged 14 SP:Iteration 4Q (59515.470000 sec): 3 clusters Score: Raw -64646.992792 + Penalty 2997.145886 = -61649.846907 nChanged 13 SP:Iteration 5Q (59515.470000 sec): 3 clusters Score: Raw -64730.445932 + Penalty 2997.145886 = -61733.300047 nChanged 21 SP:Iteration 6Q (59515.470000 sec): 3 clusters Score: Raw -64830.815912 + Penalty 2997.145886 = -61833.670026 nChanged 11 SP:Iteration 7Q (59515.470000 sec): 3 clusters Score: Raw -64862.001491 + Penalty 2997.145886 = -61864.855605 nChanged 13 SP:Iteration 8Q (59515.470000 sec): 3 clusters Score: Raw -64904.533657 + Penalty 2997.145886 = -61907.387772 nChanged 8 SP:Iteration 9Q (59515.480000 sec): 3 clusters Score: Raw -64939.378933 + Penalty 2997.145886 = -61942.233047 nChanged 7 SP:Iteration 10Q (59515.480000 sec): 3 clusters Score: Raw -64974.487538 + Penalty 2997.145886 = -61977.341653 nChanged 11 SP:Iteration 11Q (59515.480000 sec): 3 clusters Score: Raw -65059.868230 + Penalty 2997.145886 = -62062.722345 nChanged 15 SP:Iteration 12Q (59515.480000 sec): 3 clusters Score: Raw -65133.234924 + Penalty 2997.145886 = -62136.089039 nChanged 11 SP:Iteration 13Q (59515.480000 sec): 3 clusters Score: Raw -65231.107188 + Penalty 2997.145886 = -62233.961303 nChanged 12 SP:Iteration 14Q (59515.480000 sec): 3 clusters Score: Raw -65322.297982 + Penalty 2997.145886 = -62325.152096 nChanged 11 SP:Iteration 15Q (59515.480000 sec): 3 clusters Score: Raw -65393.564519 + Penalty 2997.145886 = -62396.418633 nChanged 4 SP:Iteration 16Q (59515.480000 sec): 3 clusters Score: Raw -65430.613108 + Penalty 2997.145886 = -62433.467223 nChanged 6 SP:Iteration 17Q (59515.490000 sec): 3 clusters Score: Raw -65463.833576 + Penalty 2997.145886 = -62466.687691 nChanged 2 SP:Iteration 18Q (59515.490000 sec): 3 clusters Score: Raw -65479.163246 + Penalty 2997.145886 = -62482.017361 nChanged 0 SP:Iteration 19F (59515.490000 sec): 3 clusters Score: Raw -65480.737991 + Penalty 2997.145886 = -62483.592105 nChanged 2 SP:Iteration 20F (59515.490000 sec): 3 clusters Score: Raw -65531.853435 + Penalty 2997.145886 = -62534.707549 nChanged 1 SP:Iteration 21Q (59515.490000 sec): 3 clusters Score: Raw -65538.243164 + Penalty 2997.145886 = -62541.097279 nChanged 0 SP:Iteration 22F (59515.500000 sec): 3 clusters Score: Raw -65538.243164 + Penalty 2997.145886 = -62541.097279 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.500000 sec): 2 clusters Score: Raw -58459.738763 + Penalty 1467.885676 = -56991.853087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.500000 sec): 3 clusters Score: Raw -58584.923060 + Penalty 2935.771352 = -55649.151709 nChanged 63 SP:Iteration 1F (59515.500000 sec): 3 clusters Score: Raw -58805.822491 + Penalty 2935.771352 = -55870.051139 nChanged 15 SP:Iteration 2Q (59515.500000 sec): 3 clusters Score: Raw -58846.804690 + Penalty 2935.771352 = -55911.033338 nChanged 10 SP:Iteration 3Q (59515.510000 sec): 3 clusters Score: Raw -58872.876594 + Penalty 2935.771352 = -55937.105243 nChanged 2 SP:Iteration 4Q (59515.510000 sec): 3 clusters Score: Raw -58875.070771 + Penalty 2935.771352 = -55939.299419 nChanged 1 SP:Iteration 5Q (59515.510000 sec): 3 clusters Score: Raw -58875.723080 + Penalty 2935.771352 = -55939.951728 nChanged 0 SP:Iteration 6F (59515.510000 sec): 3 clusters Score: Raw -58875.723080 + Penalty 2935.771352 = -55939.951728 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.520000 sec): 2 clusters Score: Raw -20578.359184 + Penalty 1369.322308 = -19209.036877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.520000 sec): 3 clusters Score: Raw -20814.815456 + Penalty 2738.644615 = -18076.170841 nChanged 46 SP:Iteration 1F (59515.520000 sec): 3 clusters Score: Raw -21012.074882 + Penalty 2738.644615 = -18273.430267 nChanged 21 SP:Iteration 2F (59515.520000 sec): 3 clusters Score: Raw -21152.508346 + Penalty 2738.644615 = -18413.863730 nChanged 17 SP:Iteration 3F (59515.520000 sec): 3 clusters Score: Raw -21307.182127 + Penalty 2738.644615 = -18568.537511 nChanged 11 SP:Iteration 4Q (59515.520000 sec): 3 clusters Score: Raw -21451.075014 + Penalty 2738.644615 = -18712.430399 nChanged 9 SP:Iteration 5Q (59515.520000 sec): 3 clusters Score: Raw -21642.278605 + Penalty 2738.644615 = -18903.633989 nChanged 6 SP:Iteration 6Q (59515.520000 sec): 3 clusters Score: Raw -21681.506836 + Penalty 2738.644615 = -18942.862221 nChanged 2 SP:Iteration 7Q (59515.520000 sec): 3 clusters Score: Raw -21700.402595 + Penalty 2738.644615 = -18961.757980 nChanged 2 SP:Iteration 8Q (59515.520000 sec): 3 clusters Score: Raw -21714.174850 + Penalty 2738.644615 = -18975.530235 nChanged 1 SP:Iteration 9Q (59515.520000 sec): 3 clusters Score: Raw -21720.253646 + Penalty 2738.644615 = -18981.609031 nChanged 1 SP:Iteration 10Q (59515.530000 sec): 3 clusters Score: Raw -21730.982943 + Penalty 2738.644615 = -18992.338328 nChanged 2 SP:Iteration 11Q (59515.530000 sec): 3 clusters Score: Raw -21758.150394 + Penalty 2738.644615 = -19019.505779 nChanged 0 SP:Iteration 12F (59515.530000 sec): 3 clusters Score: Raw -21758.150394 + Penalty 2738.644615 = -19019.505779 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.530000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.540000 sec): 3 clusters Score: Raw -14054.526444 + Penalty 2461.570937 = -11592.955507 nChanged 13 SP:Iteration 1F (59515.540000 sec): 3 clusters Score: Raw -14127.157694 + Penalty 2461.570937 = -11665.586757 nChanged 3 SP:Iteration 2Q (59515.540000 sec): 3 clusters Score: Raw -14163.543491 + Penalty 2461.570937 = -11701.972554 nChanged 0 SP:Iteration 3F (59515.540000 sec): 3 clusters Score: Raw -14163.543491 + Penalty 2461.570937 = -11701.972554 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.540000 sec): 2 clusters Score: Raw -73701.730442 + Penalty 1550.949545 = -72150.780896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.540000 sec): 3 clusters Score: Raw -73764.559738 + Penalty 3101.899091 = -70662.660647 nChanged 112 SP:Iteration 1F (59515.550000 sec): 3 clusters Score: Raw -73992.812385 + Penalty 3101.899091 = -70890.913294 nChanged 43 SP:Iteration 2F (59515.550000 sec): 3 clusters Score: Raw -74108.662277 + Penalty 3101.899091 = -71006.763187 nChanged 22 SP:Iteration 3Q (59515.550000 sec): 3 clusters Score: Raw -74148.395538 + Penalty 3101.899091 = -71046.496448 nChanged 11 SP:Iteration 4Q (59515.550000 sec): 3 clusters Score: Raw -74171.377174 + Penalty 3101.899091 = -71069.478083 nChanged 8 SP:Iteration 5Q (59515.550000 sec): 3 clusters Score: Raw -74186.842667 + Penalty 3101.899091 = -71084.943577 nChanged 4 SP:Iteration 6Q (59515.550000 sec): 3 clusters Score: Raw -74194.621004 + Penalty 3101.899091 = -71092.721913 nChanged 3 SP:Iteration 7Q (59515.560000 sec): 3 clusters Score: Raw -74200.139952 + Penalty 3101.899091 = -71098.240861 nChanged 1 SP:Iteration 8Q (59515.560000 sec): 3 clusters Score: Raw -74201.889030 + Penalty 3101.899091 = -71099.989939 nChanged 0 SP:Iteration 9F (59515.560000 sec): 3 clusters Score: Raw -74201.889030 + Penalty 3101.899091 = -71099.989939 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.560000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.570000 sec): 3 clusters Score: Raw -37258.486997 + Penalty 2716.325922 = -34542.161075 nChanged 25 SP:Iteration 1F (59515.570000 sec): 3 clusters Score: Raw -37376.458651 + Penalty 2716.325922 = -34660.132729 nChanged 5 SP:Iteration 2Q (59515.570000 sec): 3 clusters Score: Raw -37448.548470 + Penalty 2716.325922 = -34732.222549 nChanged 3 SP:Iteration 3Q (59515.570000 sec): 3 clusters Score: Raw -37457.198056 + Penalty 2716.325922 = -34740.872134 nChanged 1 SP:Iteration 4Q (59515.570000 sec): 3 clusters Score: Raw -37461.477915 + Penalty 2716.325922 = -34745.151994 nChanged 0 SP:Iteration 5F (59515.570000 sec): 3 clusters Score: Raw -37461.477915 + Penalty 2716.325922 = -34745.151994 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.580000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.580000 sec): 3 clusters Score: Raw -19215.476439 + Penalty 2553.157260 = -16662.319179 nChanged 24 SP:Iteration 1F (59515.580000 sec): 3 clusters Score: Raw -19440.400567 + Penalty 2553.157260 = -16887.243306 nChanged 11 SP:Iteration 2F (59515.580000 sec): 3 clusters Score: Raw -19527.685156 + Penalty 2553.157260 = -16974.527896 nChanged 5 SP:Iteration 3Q (59515.580000 sec): 3 clusters Score: Raw -19554.577764 + Penalty 2553.157260 = -17001.420503 nChanged 1 SP:Iteration 4Q (59515.580000 sec): 3 clusters Score: Raw -19557.892366 + Penalty 2553.157260 = -17004.735105 nChanged 0 SP:Iteration 5F (59515.580000 sec): 3 clusters Score: Raw -19557.892366 + Penalty 2553.157260 = -17004.735105 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.590000 sec): 2 clusters Score: Raw -28798.637308 + Penalty 1380.949437 = -27417.687872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.590000 sec): 3 clusters Score: Raw -29053.887573 + Penalty 2761.898874 = -26291.988700 nChanged 43 SP:Iteration 1F (59515.590000 sec): 3 clusters Score: Raw -29202.829296 + Penalty 2761.898874 = -26440.930422 nChanged 14 SP:Iteration 2F (59515.590000 sec): 3 clusters Score: Raw -29271.152197 + Penalty 2761.898874 = -26509.253323 nChanged 10 SP:Iteration 3Q (59515.590000 sec): 3 clusters Score: Raw -29300.259376 + Penalty 2761.898874 = -26538.360502 nChanged 5 SP:Iteration 4Q (59515.590000 sec): 3 clusters Score: Raw -29341.124094 + Penalty 2761.898874 = -26579.225220 nChanged 3 SP:Iteration 5Q (59515.590000 sec): 3 clusters Score: Raw -29362.591507 + Penalty 2761.898874 = -26600.692633 nChanged 3 SP:Iteration 6Q (59515.600000 sec): 3 clusters Score: Raw -29366.706733 + Penalty 2761.898874 = -26604.807860 nChanged 0 SP:Iteration 7F (59515.600000 sec): 3 clusters Score: Raw -29366.706733 + Penalty 2761.898874 = -26604.807860 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.600000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.600000 sec): 3 clusters Score: Raw -27829.205586 + Penalty 2622.980447 = -25206.225138 nChanged 17 SP:Iteration 1F (59515.600000 sec): 3 clusters Score: Raw -27895.462149 + Penalty 2622.980447 = -25272.481702 nChanged 5 SP:Iteration 2Q (59515.600000 sec): 3 clusters Score: Raw -27914.483705 + Penalty 2622.980447 = -25291.503258 nChanged 1 SP:Iteration 3Q (59515.600000 sec): 3 clusters Score: Raw -27938.004206 + Penalty 2622.980447 = -25315.023759 nChanged 5 SP:Iteration 4Q (59515.600000 sec): 3 clusters Score: Raw -27966.138283 + Penalty 2622.980447 = -25343.157836 nChanged 3 SP:Iteration 5Q (59515.600000 sec): 3 clusters Score: Raw -27981.433724 + Penalty 2622.980447 = -25358.453276 nChanged 1 SP:Iteration 6Q (59515.610000 sec): 3 clusters Score: Raw -27989.821716 + Penalty 2622.980447 = -25366.841269 nChanged 1 SP:Iteration 7Q (59515.610000 sec): 3 clusters Score: Raw -27998.305594 + Penalty 2622.980447 = -25375.325147 nChanged 0 SP:Iteration 8F (59515.610000 sec): 3 clusters Score: Raw -27998.305594 + Penalty 2622.980447 = -25375.325147 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.620000 sec): 2 clusters Score: Raw -137542.243821 + Penalty 1692.444670 = -135849.799151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.620000 sec): 3 clusters Score: Raw -137481.249494 + Penalty 3384.889340 = -134096.360153 nChanged 249 SP:Iteration 1F (59515.620000 sec): 3 clusters Score: Raw -137936.678125 + Penalty 3384.889340 = -134551.788785 nChanged 88 SP:Iteration 2F (59515.630000 sec): 3 clusters Score: Raw -138126.319942 + Penalty 3384.889340 = -134741.430601 nChanged 51 SP:Iteration 3F (59515.630000 sec): 3 clusters Score: Raw -138221.831067 + Penalty 3384.889340 = -134836.941727 nChanged 25 SP:Iteration 4Q (59515.640000 sec): 3 clusters Score: Raw -138289.011713 + Penalty 3384.889340 = -134904.122373 nChanged 19 SP:Iteration 5Q (59515.640000 sec): 3 clusters Score: Raw -138314.639441 + Penalty 3384.889340 = -134929.750100 nChanged 8 SP:Iteration 6Q (59515.640000 sec): 3 clusters Score: Raw -138327.013715 + Penalty 3384.889340 = -134942.124375 nChanged 8 SP:Iteration 7Q (59515.640000 sec): 3 clusters Score: Raw -138334.165239 + Penalty 3384.889340 = -134949.275898 nChanged 4 SP:Iteration 8Q (59515.650000 sec): 3 clusters Score: Raw -138344.297187 + Penalty 3384.889340 = -134959.407847 nChanged 3 SP:Iteration 9Q (59515.650000 sec): 3 clusters Score: Raw -138347.546795 + Penalty 3384.889340 = -134962.657455 nChanged 5 SP:Iteration 10Q (59515.660000 sec): 3 clusters Score: Raw -138354.113451 + Penalty 3384.889340 = -134969.224111 nChanged 3 SP:Iteration 11Q (59515.660000 sec): 3 clusters Score: Raw -138363.042966 + Penalty 3384.889340 = -134978.153626 nChanged 4 SP:Iteration 12Q (59515.660000 sec): 3 clusters Score: Raw -138368.800340 + Penalty 3384.889340 = -134983.911000 nChanged 2 SP:Iteration 13Q (59515.660000 sec): 3 clusters Score: Raw -138372.590111 + Penalty 3384.889340 = -134987.700771 nChanged 3 SP:Iteration 14Q (59515.670000 sec): 3 clusters Score: Raw -138375.534330 + Penalty 3384.889340 = -134990.644990 nChanged 4 SP:Iteration 15Q (59515.670000 sec): 3 clusters Score: Raw -138378.910501 + Penalty 3384.889340 = -134994.021160 nChanged 1 SP:Iteration 16Q (59515.680000 sec): 3 clusters Score: Raw -138379.528448 + Penalty 3384.889340 = -134994.639107 nChanged 1 SP:Iteration 17Q (59515.680000 sec): 3 clusters Score: Raw -138380.584482 + Penalty 3384.889340 = -134995.695141 nChanged 4 SP:Iteration 18Q (59515.680000 sec): 3 clusters Score: Raw -138388.864687 + Penalty 3384.889340 = -135003.975346 nChanged 5 SP:Iteration 19Q (59515.680000 sec): 3 clusters Score: Raw -138397.422735 + Penalty 3384.889340 = -135012.533395 nChanged 3 SP:Iteration 20F (59515.690000 sec): 3 clusters Score: Raw -138402.419640 + Penalty 3384.889340 = -135017.530300 nChanged 4 SP:Iteration 21Q (59515.690000 sec): 3 clusters Score: Raw -138411.913084 + Penalty 3384.889340 = -135027.023744 nChanged 3 SP:Iteration 22Q (59515.700000 sec): 3 clusters Score: Raw -138424.839823 + Penalty 3384.889340 = -135039.950482 nChanged 3 SP:Iteration 23Q (59515.700000 sec): 3 clusters Score: Raw -138427.666728 + Penalty 3384.889340 = -135042.777388 nChanged 3 SP:Iteration 24Q (59515.700000 sec): 3 clusters Score: Raw -138433.660363 + Penalty 3384.889340 = -135048.771023 nChanged 5 SP:Iteration 25Q (59515.700000 sec): 3 clusters Score: Raw -138437.807291 + Penalty 3384.889340 = -135052.917951 nChanged 5 SP:Iteration 26Q (59515.710000 sec): 3 clusters Score: Raw -138448.841738 + Penalty 3384.889340 = -135063.952398 nChanged 7 SP:Iteration 27Q (59515.710000 sec): 3 clusters Score: Raw -138457.305384 + Penalty 3384.889340 = -135072.416043 nChanged 5 SP:Iteration 28Q (59515.710000 sec): 3 clusters Score: Raw -138465.457664 + Penalty 3384.889340 = -135080.568324 nChanged 1 SP:Iteration 29Q (59515.720000 sec): 3 clusters Score: Raw -138471.580248 + Penalty 3384.889340 = -135086.690907 nChanged 5 SP:Iteration 30Q (59515.720000 sec): 3 clusters Score: Raw -138478.431297 + Penalty 3384.889340 = -135093.541957 nChanged 4 SP:Iteration 31Q (59515.720000 sec): 3 clusters Score: Raw -138484.315618 + Penalty 3384.889340 = -135099.426278 nChanged 6 SP:Iteration 32Q (59515.730000 sec): 3 clusters Score: Raw -138491.683257 + Penalty 3384.889340 = -135106.793917 nChanged 7 SP:Iteration 33Q (59515.730000 sec): 3 clusters Score: Raw -138503.611755 + Penalty 3384.889340 = -135118.722415 nChanged 10 SP:Iteration 34Q (59515.730000 sec): 3 clusters Score: Raw -138515.490396 + Penalty 3384.889340 = -135130.601056 nChanged 6 SP:Iteration 35Q (59515.740000 sec): 3 clusters Score: Raw -138520.656711 + Penalty 3384.889340 = -135135.767371 nChanged 2 SP:Iteration 36Q (59515.740000 sec): 3 clusters Score: Raw -138522.698468 + Penalty 3384.889340 = -135137.809127 nChanged 1 SP:Iteration 37Q (59515.740000 sec): 3 clusters Score: Raw -138523.001940 + Penalty 3384.889340 = -135138.112599 nChanged 0 SP:Iteration 38F (59515.750000 sec): 3 clusters Score: Raw -138523.001940 + Penalty 3384.889340 = -135138.112599 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.750000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.750000 sec): 3 clusters Score: Raw -28956.864448 + Penalty 2615.407781 = -26341.456667 nChanged 16 SP:Iteration 1F (59515.760000 sec): 3 clusters Score: Raw -29045.487936 + Penalty 2615.407781 = -26430.080155 nChanged 3 SP:Iteration 2Q (59515.760000 sec): 3 clusters Score: Raw -29070.921868 + Penalty 2615.407781 = -26455.514087 nChanged 1 SP:Iteration 3Q (59515.760000 sec): 3 clusters Score: Raw -29079.320817 + Penalty 2615.407781 = -26463.913036 nChanged 0 SP:Iteration 4F (59515.760000 sec): 3 clusters Score: Raw -29079.320817 + Penalty 2615.407781 = -26463.913036 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.760000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.760000 sec): 3 clusters Score: Raw -20219.269775 + Penalty 2556.032631 = -17663.237144 nChanged 24 SP:Iteration 1F (59515.760000 sec): 3 clusters Score: Raw -20339.313130 + Penalty 2556.032631 = -17783.280500 nChanged 12 SP:Iteration 2F (59515.760000 sec): 3 clusters Score: Raw -20444.122933 + Penalty 2556.032631 = -17888.090302 nChanged 12 SP:Iteration 3F (59515.760000 sec): 3 clusters Score: Raw -20573.411361 + Penalty 2556.032631 = -18017.378730 nChanged 10 SP:Iteration 4F (59515.770000 sec): 3 clusters Score: Raw -20706.358192 + Penalty 2556.032631 = -18150.325561 nChanged 7 SP:Iteration 5Q (59515.770000 sec): 3 clusters Score: Raw -20816.544570 + Penalty 2556.032631 = -18260.511939 nChanged 4 SP:Iteration 6Q (59515.770000 sec): 3 clusters Score: Raw -20889.597731 + Penalty 2556.032631 = -18333.565101 nChanged 3 SP:Iteration 7Q (59515.770000 sec): 3 clusters Score: Raw -20926.606813 + Penalty 2556.032631 = -18370.574183 nChanged 0 SP:Iteration 8F (59515.770000 sec): 3 clusters Score: Raw -20926.606813 + Penalty 2556.032631 = -18370.574183 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.780000 sec): 2 clusters Score: Raw -128081.991603 + Penalty 1643.097307 = -126438.894295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.780000 sec): 3 clusters Score: Raw -127994.744002 + Penalty 3286.194615 = -124708.549388 nChanged 195 SP:Iteration 1F (59515.780000 sec): 3 clusters Score: Raw -128302.178460 + Penalty 3286.194615 = -125015.983846 nChanged 47 SP:Iteration 2F (59515.780000 sec): 3 clusters Score: Raw -128396.152014 + Penalty 3286.194615 = -125109.957399 nChanged 30 SP:Iteration 3Q (59515.790000 sec): 3 clusters Score: Raw -128447.833426 + Penalty 3286.194615 = -125161.638812 nChanged 20 SP:Iteration 4Q (59515.790000 sec): 3 clusters Score: Raw -128486.608469 + Penalty 3286.194615 = -125200.413855 nChanged 21 SP:Iteration 5Q (59515.800000 sec): 3 clusters Score: Raw -128524.146309 + Penalty 3286.194615 = -125237.951694 nChanged 14 SP:Iteration 6Q (59515.800000 sec): 3 clusters Score: Raw -128550.470921 + Penalty 3286.194615 = -125264.276306 nChanged 11 SP:Iteration 7Q (59515.800000 sec): 3 clusters Score: Raw -128571.251272 + Penalty 3286.194615 = -125285.056657 nChanged 13 SP:Iteration 8Q (59515.800000 sec): 3 clusters Score: Raw -128600.789561 + Penalty 3286.194615 = -125314.594946 nChanged 10 SP:Iteration 9Q (59515.800000 sec): 3 clusters Score: Raw -128623.158935 + Penalty 3286.194615 = -125336.964321 nChanged 11 SP:Iteration 10Q (59515.810000 sec): 3 clusters Score: Raw -128646.416403 + Penalty 3286.194615 = -125360.221789 nChanged 9 SP:Iteration 11Q (59515.810000 sec): 3 clusters Score: Raw -128662.327822 + Penalty 3286.194615 = -125376.133208 nChanged 5 SP:Iteration 12Q (59515.810000 sec): 3 clusters Score: Raw -128674.720193 + Penalty 3286.194615 = -125388.525579 nChanged 6 SP:Iteration 13Q (59515.820000 sec): 3 clusters Score: Raw -128688.250657 + Penalty 3286.194615 = -125402.056042 nChanged 2 SP:Iteration 14Q (59515.820000 sec): 3 clusters Score: Raw -128689.921758 + Penalty 3286.194615 = -125403.727144 nChanged 1 SP:Iteration 15Q (59515.820000 sec): 3 clusters Score: Raw -128691.760088 + Penalty 3286.194615 = -125405.565473 nChanged 0 SP:Iteration 16F (59515.820000 sec): 3 clusters Score: Raw -128691.760088 + Penalty 3286.194615 = -125405.565473 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.830000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.830000 sec): 3 clusters Score: Raw -41161.546328 + Penalty 2808.828398 = -38352.717930 nChanged 43 SP:Iteration 1F (59515.830000 sec): 3 clusters Score: Raw -41295.692847 + Penalty 2808.828398 = -38486.864448 nChanged 3 SP:Iteration 2Q (59515.840000 sec): 3 clusters Score: Raw -41301.900794 + Penalty 2808.828398 = -38493.072396 nChanged 2 SP:Iteration 3Q (59515.840000 sec): 3 clusters Score: Raw -41307.341919 + Penalty 2808.828398 = -38498.513521 nChanged 0 SP:Iteration 4F (59515.840000 sec): 3 clusters Score: Raw -41307.341919 + Penalty 2808.828398 = -38498.513521 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.840000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.840000 sec): 3 clusters Score: Raw -79359.698141 + Penalty 3132.417569 = -76227.280572 nChanged 110 SP:Iteration 1F (59515.850000 sec): 3 clusters Score: Raw -79610.849493 + Penalty 3132.417569 = -76478.431924 nChanged 39 SP:Iteration 2F (59515.850000 sec): 3 clusters Score: Raw -79708.997841 + Penalty 3132.417569 = -76576.580272 nChanged 22 SP:Iteration 3Q (59515.850000 sec): 3 clusters Score: Raw -79766.204929 + Penalty 3132.417569 = -76633.787360 nChanged 19 SP:Iteration 4Q (59515.860000 sec): 3 clusters Score: Raw -79829.390950 + Penalty 3132.417569 = -76696.973381 nChanged 18 SP:Iteration 5Q (59515.860000 sec): 3 clusters Score: Raw -79886.433093 + Penalty 3132.417569 = -76754.015524 nChanged 7 SP:Iteration 6Q (59515.860000 sec): 3 clusters Score: Raw -79920.519786 + Penalty 3132.417569 = -76788.102217 nChanged 6 SP:Iteration 7Q (59515.860000 sec): 3 clusters Score: Raw -79935.157140 + Penalty 3132.417569 = -76802.739571 nChanged 2 SP:Iteration 8Q (59515.860000 sec): 3 clusters Score: Raw -79940.533647 + Penalty 3132.417569 = -76808.116078 nChanged 1 SP:Iteration 9Q (59515.860000 sec): 3 clusters Score: Raw -79944.218997 + Penalty 3132.417569 = -76811.801428 nChanged 0 SP:Iteration 10F (59515.870000 sec): 3 clusters Score: Raw -79944.218997 + Penalty 3132.417569 = -76811.801428 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.870000 sec): 2 clusters Score: Raw -35800.626646 + Penalty 1445.578513 = -34355.048132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.870000 sec): 3 clusters Score: Raw -35989.513395 + Penalty 2891.157026 = -33098.356369 nChanged 67 SP:Iteration 1F (59515.880000 sec): 3 clusters Score: Raw -36272.890230 + Penalty 2891.157026 = -33381.733203 nChanged 20 SP:Iteration 2F (59515.880000 sec): 3 clusters Score: Raw -36375.608055 + Penalty 2891.157026 = -33484.451029 nChanged 11 SP:Iteration 3Q (59515.880000 sec): 3 clusters Score: Raw -36434.233409 + Penalty 2891.157026 = -33543.076382 nChanged 6 SP:Iteration 4Q (59515.880000 sec): 3 clusters Score: Raw -36464.880757 + Penalty 2891.157026 = -33573.723730 nChanged 4 SP:Iteration 5Q (59515.880000 sec): 3 clusters Score: Raw -36490.760287 + Penalty 2891.157026 = -33599.603261 nChanged 1 SP:Iteration 6Q (59515.880000 sec): 3 clusters Score: Raw -36493.259829 + Penalty 2891.157026 = -33602.102803 nChanged 0 SP:Iteration 7F (59515.880000 sec): 3 clusters Score: Raw -36493.259829 + Penalty 2891.157026 = -33602.102803 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.890000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.890000 sec): 3 clusters Score: Raw -25873.163360 + Penalty 2637.787517 = -23235.375843 nChanged 18 SP:Iteration 1F (59515.890000 sec): 3 clusters Score: Raw -25980.775193 + Penalty 2637.787517 = -23342.987676 nChanged 8 SP:Iteration 2Q (59515.890000 sec): 3 clusters Score: Raw -26026.504744 + Penalty 2637.787517 = -23388.717227 nChanged 3 SP:Iteration 3Q (59515.890000 sec): 3 clusters Score: Raw -26042.906461 + Penalty 2637.787517 = -23405.118944 nChanged 1 SP:Iteration 4Q (59515.890000 sec): 3 clusters Score: Raw -26051.494635 + Penalty 2637.787517 = -23413.707118 nChanged 0 SP:Iteration 5F (59515.890000 sec): 3 clusters Score: Raw -26051.494635 + Penalty 2637.787517 = -23413.707118 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.900000 sec): 2 clusters Score: Raw -44310.559388 + Penalty 1473.162471 = -42837.396917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.900000 sec): 3 clusters Score: Raw -44457.301841 + Penalty 2946.324941 = -41510.976900 nChanged 64 SP:Iteration 1F (59515.900000 sec): 3 clusters Score: Raw -44611.131613 + Penalty 2946.324941 = -41664.806671 nChanged 18 SP:Iteration 2Q (59515.900000 sec): 3 clusters Score: Raw -44670.244447 + Penalty 2946.324941 = -41723.919506 nChanged 11 SP:Iteration 3Q (59515.900000 sec): 3 clusters Score: Raw -44736.393593 + Penalty 2946.324941 = -41790.068652 nChanged 10 SP:Iteration 4Q (59515.910000 sec): 3 clusters Score: Raw -44764.666776 + Penalty 2946.324941 = -41818.341835 nChanged 5 SP:Iteration 5Q (59515.910000 sec): 3 clusters Score: Raw -44782.584068 + Penalty 2946.324941 = -41836.259126 nChanged 7 SP:Iteration 6Q (59515.910000 sec): 3 clusters Score: Raw -44795.698601 + Penalty 2946.324941 = -41849.373659 nChanged 4 SP:Iteration 7Q (59515.910000 sec): 3 clusters Score: Raw -44800.354332 + Penalty 2946.324941 = -41854.029391 nChanged 4 SP:Iteration 8Q (59515.910000 sec): 3 clusters Score: Raw -44811.858874 + Penalty 2946.324941 = -41865.533932 nChanged 4 SP:Iteration 9Q (59515.920000 sec): 3 clusters Score: Raw -44833.236259 + Penalty 2946.324941 = -41886.911318 nChanged 5 SP:Iteration 10Q (59515.920000 sec): 3 clusters Score: Raw -44861.253673 + Penalty 2946.324941 = -41914.928732 nChanged 4 SP:Iteration 11Q (59515.920000 sec): 3 clusters Score: Raw -44883.130281 + Penalty 2946.324941 = -41936.805340 nChanged 4 SP:Iteration 12Q (59515.920000 sec): 3 clusters Score: Raw -44896.567651 + Penalty 2946.324941 = -41950.242710 nChanged 1 SP:Iteration 13Q (59515.920000 sec): 3 clusters Score: Raw -44907.386346 + Penalty 2946.324941 = -41961.061405 nChanged 3 SP:Iteration 14Q (59515.920000 sec): 3 clusters Score: Raw -44921.178556 + Penalty 2946.324941 = -41974.853614 nChanged 5 SP:Iteration 15Q (59515.920000 sec): 3 clusters Score: Raw -44951.637778 + Penalty 2946.324941 = -42005.312837 nChanged 3 SP:Iteration 16Q (59515.920000 sec): 3 clusters Score: Raw -44971.311922 + Penalty 2946.324941 = -42024.986980 nChanged 2 SP:Iteration 17Q (59515.920000 sec): 3 clusters Score: Raw -44976.565888 + Penalty 2946.324941 = -42030.240947 nChanged 2 SP:Iteration 18Q (59515.930000 sec): 3 clusters Score: Raw -44981.318064 + Penalty 2946.324941 = -42034.993123 nChanged 0 SP:Iteration 19F (59515.930000 sec): 3 clusters Score: Raw -44981.318064 + Penalty 2946.324941 = -42034.993123 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.940000 sec): 2 clusters Score: Raw -49686.189301 + Penalty 1470.538108 = -48215.651193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.940000 sec): 3 clusters Score: Raw -49751.998675 + Penalty 2941.076215 = -46810.922460 nChanged 53 SP:Iteration 1F (59515.940000 sec): 3 clusters Score: Raw -49897.971927 + Penalty 2941.076215 = -46956.895712 nChanged 18 SP:Iteration 2Q (59515.940000 sec): 3 clusters Score: Raw -49973.887656 + Penalty 2941.076215 = -47032.811441 nChanged 7 SP:Iteration 3Q (59515.940000 sec): 3 clusters Score: Raw -50007.756988 + Penalty 2941.076215 = -47066.680773 nChanged 7 SP:Iteration 4Q (59515.940000 sec): 3 clusters Score: Raw -50033.633434 + Penalty 2941.076215 = -47092.557219 nChanged 7 SP:Iteration 5Q (59515.940000 sec): 3 clusters Score: Raw -50049.694462 + Penalty 2941.076215 = -47108.618246 nChanged 4 SP:Iteration 6Q (59515.940000 sec): 3 clusters Score: Raw -50065.751062 + Penalty 2941.076215 = -47124.674847 nChanged 6 SP:Iteration 7Q (59515.950000 sec): 3 clusters Score: Raw -50084.246194 + Penalty 2941.076215 = -47143.169979 nChanged 3 SP:Iteration 8Q (59515.950000 sec): 3 clusters Score: Raw -50092.511318 + Penalty 2941.076215 = -47151.435103 nChanged 4 SP:Iteration 9Q (59515.950000 sec): 3 clusters Score: Raw -50100.018916 + Penalty 2941.076215 = -47158.942700 nChanged 1 SP:Iteration 10Q (59515.950000 sec): 3 clusters Score: Raw -50105.364641 + Penalty 2941.076215 = -47164.288426 nChanged 1 SP:Iteration 11Q (59515.950000 sec): 3 clusters Score: Raw -50107.283636 + Penalty 2941.076215 = -47166.207420 nChanged 0 SP:Iteration 12F (59515.950000 sec): 3 clusters Score: Raw -50107.283636 + Penalty 2941.076215 = -47166.207420 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.960000 sec): 2 clusters Score: Raw -36339.305920 + Penalty 1400.945611 = -34938.360309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.960000 sec): 3 clusters Score: Raw -36538.512693 + Penalty 2801.891222 = -33736.621471 nChanged 34 SP:Iteration 1F (59515.960000 sec): 3 clusters Score: Raw -36703.884745 + Penalty 2801.891222 = -33901.993523 nChanged 24 SP:Iteration 2F (59515.960000 sec): 3 clusters Score: Raw -36822.933816 + Penalty 2801.891222 = -34021.042594 nChanged 23 SP:Iteration 3F (59515.960000 sec): 3 clusters Score: Raw -36933.516795 + Penalty 2801.891222 = -34131.625573 nChanged 9 SP:Iteration 4Q (59515.960000 sec): 3 clusters Score: Raw -37017.178143 + Penalty 2801.891222 = -34215.286920 nChanged 10 SP:Iteration 5Q (59515.970000 sec): 3 clusters Score: Raw -37080.966530 + Penalty 2801.891222 = -34279.075308 nChanged 5 SP:Iteration 6Q (59515.970000 sec): 3 clusters Score: Raw -37110.055272 + Penalty 2801.891222 = -34308.164049 nChanged 4 SP:Iteration 7Q (59515.970000 sec): 3 clusters Score: Raw -37129.371595 + Penalty 2801.891222 = -34327.480373 nChanged 2 SP:Iteration 8Q (59515.970000 sec): 3 clusters Score: Raw -37142.541738 + Penalty 2801.891222 = -34340.650515 nChanged 0 SP:Iteration 9F (59515.970000 sec): 3 clusters Score: Raw -37142.541738 + Penalty 2801.891222 = -34340.650515 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59515.980000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59515.980000 sec): 3 clusters Score: Raw -71977.370349 + Penalty 3071.411795 = -68905.958554 nChanged 76 SP:Iteration 1F (59515.980000 sec): 3 clusters Score: Raw -72149.189089 + Penalty 3071.411795 = -69077.777294 nChanged 23 SP:Iteration 2Q (59515.980000 sec): 3 clusters Score: Raw -72205.903969 + Penalty 3071.411795 = -69134.492174 nChanged 14 SP:Iteration 3Q (59515.980000 sec): 3 clusters Score: Raw -72263.173698 + Penalty 3071.411795 = -69191.761903 nChanged 11 SP:Iteration 4Q (59515.990000 sec): 3 clusters Score: Raw -72329.226015 + Penalty 3071.411795 = -69257.814220 nChanged 13 SP:Iteration 5Q (59515.990000 sec): 3 clusters Score: Raw -72370.387281 + Penalty 3071.411795 = -69298.975486 nChanged 7 SP:Iteration 6Q (59515.990000 sec): 3 clusters Score: Raw -72395.376403 + Penalty 3071.411795 = -69323.964609 nChanged 2 SP:Iteration 7Q (59515.990000 sec): 3 clusters Score: Raw -72400.216450 + Penalty 3071.411795 = -69328.804655 nChanged 0 SP:Iteration 8F (59515.990000 sec): 3 clusters Score: Raw -72400.216450 + Penalty 3071.411795 = -69328.804655 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.000000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.000000 sec): 3 clusters Score: Raw -17901.895203 + Penalty 2529.533748 = -15372.361455 nChanged 19 SP:Iteration 1F (59516.000000 sec): 3 clusters Score: Raw -18067.025005 + Penalty 2529.533748 = -15537.491257 nChanged 12 SP:Iteration 2F (59516.000000 sec): 3 clusters Score: Raw -18173.342895 + Penalty 2529.533748 = -15643.809147 nChanged 4 SP:Iteration 3Q (59516.010000 sec): 3 clusters Score: Raw -18222.783670 + Penalty 2529.533748 = -15693.249922 nChanged 0 SP:Iteration 4F (59516.010000 sec): 3 clusters Score: Raw -18222.783670 + Penalty 2529.533748 = -15693.249922 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.010000 sec): 2 clusters Score: Raw -19768.053025 + Penalty 1257.088242 = -18510.964783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.010000 sec): 3 clusters Score: Raw -20062.693257 + Penalty 2514.176484 = -17548.516773 nChanged 6 SP:Iteration 1Q (59516.010000 sec): 3 clusters Score: Raw -20134.927562 + Penalty 2514.176484 = -17620.751077 nChanged 3 SP:Iteration 2Q (59516.020000 sec): 3 clusters Score: Raw -20158.121459 + Penalty 2514.176484 = -17643.944975 nChanged 3 SP:Iteration 3Q (59516.020000 sec): 3 clusters Score: Raw -20187.914498 + Penalty 2514.176484 = -17673.738014 nChanged 1 SP:Iteration 4Q (59516.020000 sec): 3 clusters Score: Raw -20193.341375 + Penalty 2514.176484 = -17679.164891 nChanged 0 SP:Iteration 5F (59516.020000 sec): 3 clusters Score: Raw -20193.341375 + Penalty 2514.176484 = -17679.164891 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.020000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.030000 sec): 3 clusters Score: Raw -28909.462329 + Penalty 2647.418888 = -26262.043442 nChanged 18 SP:Iteration 1F (59516.030000 sec): 3 clusters Score: Raw -28991.193990 + Penalty 2647.418888 = -26343.775103 nChanged 8 SP:Iteration 2Q (59516.030000 sec): 3 clusters Score: Raw -29031.004119 + Penalty 2647.418888 = -26383.585231 nChanged 3 SP:Iteration 3Q (59516.030000 sec): 3 clusters Score: Raw -29048.720336 + Penalty 2647.418888 = -26401.301448 nChanged 2 SP:Iteration 4Q (59516.030000 sec): 3 clusters Score: Raw -29060.660553 + Penalty 2647.418888 = -26413.241666 nChanged 0 SP:Iteration 5F (59516.030000 sec): 3 clusters Score: Raw -29060.660553 + Penalty 2647.418888 = -26413.241666 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.030000 sec): 2 clusters Score: Raw -79460.580280 + Penalty 1528.502071 = -77932.078209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.040000 sec): 3 clusters Score: Raw -79481.594746 + Penalty 3057.004143 = -76424.590603 nChanged 81 SP:Iteration 1F (59516.040000 sec): 3 clusters Score: Raw -79621.818347 + Penalty 3057.004143 = -76564.814205 nChanged 23 SP:Iteration 2Q (59516.040000 sec): 3 clusters Score: Raw -79673.690868 + Penalty 3057.004143 = -76616.686725 nChanged 8 SP:Iteration 3Q (59516.040000 sec): 3 clusters Score: Raw -79696.111294 + Penalty 3057.004143 = -76639.107152 nChanged 2 SP:Iteration 4Q (59516.050000 sec): 3 clusters Score: Raw -79702.322746 + Penalty 3057.004143 = -76645.318603 nChanged 0 SP:Iteration 5F (59516.050000 sec): 3 clusters Score: Raw -79702.322746 + Penalty 3057.004143 = -76645.318603 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.050000 sec): 2 clusters Score: Raw -35656.317551 + Penalty 1400.945611 = -34255.371940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.050000 sec): 3 clusters Score: Raw -35894.511356 + Penalty 2801.891222 = -33092.620134 nChanged 45 SP:Iteration 1F (59516.050000 sec): 3 clusters Score: Raw -36162.308772 + Penalty 2801.891222 = -33360.417550 nChanged 20 SP:Iteration 2F (59516.060000 sec): 3 clusters Score: Raw -36239.296398 + Penalty 2801.891222 = -33437.405176 nChanged 10 SP:Iteration 3Q (59516.060000 sec): 3 clusters Score: Raw -36296.301836 + Penalty 2801.891222 = -33494.410614 nChanged 5 SP:Iteration 4Q (59516.060000 sec): 3 clusters Score: Raw -36321.990988 + Penalty 2801.891222 = -33520.099766 nChanged 6 SP:Iteration 5Q (59516.060000 sec): 3 clusters Score: Raw -36348.584291 + Penalty 2801.891222 = -33546.693068 nChanged 1 SP:Iteration 6Q (59516.060000 sec): 3 clusters Score: Raw -36350.915373 + Penalty 2801.891222 = -33549.024151 nChanged 0 SP:Iteration 7F (59516.060000 sec): 3 clusters Score: Raw -36350.915373 + Penalty 2801.891222 = -33549.024151 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.070000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.070000 sec): 3 clusters Score: Raw -26289.192743 + Penalty 2635.350166 = -23653.842578 nChanged 26 SP:Iteration 1F (59516.070000 sec): 3 clusters Score: Raw -26396.695433 + Penalty 2635.350166 = -23761.345268 nChanged 6 SP:Iteration 2Q (59516.070000 sec): 3 clusters Score: Raw -26428.768059 + Penalty 2635.350166 = -23793.417893 nChanged 2 SP:Iteration 3Q (59516.070000 sec): 3 clusters Score: Raw -26446.710434 + Penalty 2635.350166 = -23811.360268 nChanged 0 SP:Iteration 4F (59516.070000 sec): 3 clusters Score: Raw -26446.710434 + Penalty 2635.350166 = -23811.360268 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.080000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.080000 sec): 3 clusters Score: Raw -11847.600169 + Penalty 2237.386315 = -9610.213854 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.080000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.090000 sec): 3 clusters Score: Raw -50243.176708 + Penalty 2894.066126 = -47349.110582 nChanged 45 SP:Iteration 1F (59516.090000 sec): 3 clusters Score: Raw -50372.878671 + Penalty 2894.066126 = -47478.812546 nChanged 11 SP:Iteration 2Q (59516.090000 sec): 3 clusters Score: Raw -50401.098671 + Penalty 2894.066126 = -47507.032545 nChanged 9 SP:Iteration 3Q (59516.090000 sec): 3 clusters Score: Raw -50433.487651 + Penalty 2894.066126 = -47539.421525 nChanged 6 SP:Iteration 4Q (59516.090000 sec): 3 clusters Score: Raw -50448.976150 + Penalty 2894.066126 = -47554.910025 nChanged 4 SP:Iteration 5Q (59516.090000 sec): 3 clusters Score: Raw -50460.219438 + Penalty 2894.066126 = -47566.153312 nChanged 1 SP:Iteration 6Q (59516.090000 sec): 3 clusters Score: Raw -50462.897701 + Penalty 2894.066126 = -47568.831575 nChanged 0 SP:Iteration 7F (59516.090000 sec): 3 clusters Score: Raw -50462.897701 + Penalty 2894.066126 = -47568.831575 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.100000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.100000 sec): 3 clusters Score: Raw -45425.459132 + Penalty 2865.715552 = -42559.743580 nChanged 50 SP:Iteration 1F (59516.100000 sec): 3 clusters Score: Raw -45565.098470 + Penalty 2865.715552 = -42699.382918 nChanged 11 SP:Iteration 2Q (59516.110000 sec): 3 clusters Score: Raw -45598.316458 + Penalty 2865.715552 = -42732.600906 nChanged 1 SP:Iteration 3Q (59516.110000 sec): 3 clusters Score: Raw -45600.344794 + Penalty 2865.715552 = -42734.629241 nChanged 0 SP:Iteration 4F (59516.110000 sec): 3 clusters Score: Raw -45600.344794 + Penalty 2865.715552 = -42734.629241 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 77 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (59516.110000 sec): 2 clusters Score: Raw -75191.805111 + Penalty 1532.130140 = -73659.674971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (59516.110000 sec): 3 clusters Score: Raw -75234.881668 + Penalty 3064.260281 = -72170.621388 nChanged 88 SP:Iteration 1F (59516.120000 sec): 3 clusters Score: Raw -75435.698658 + Penalty 3064.260281 = -72371.438377 nChanged 24 SP:Iteration 2Q (59516.120000 sec): 3 clusters Score: Raw -75501.739621 + Penalty 3064.260281 = -72437.479341 nChanged 12 SP:Iteration 3Q (59516.120000 sec): 3 clusters Score: Raw -75527.517006 + Penalty 3064.260281 = -72463.256725 nChanged 3 SP:Iteration 4Q (59516.120000 sec): 3 clusters Score: Raw -75536.837568 + Penalty 3064.260281 = -72472.577287 nChanged 2 SP:Iteration 5Q (59516.130000 sec): 3 clusters Score: Raw -75541.939681 + Penalty 3064.260281 = -72477.679400 nChanged 5 SP:Iteration 6Q (59516.130000 sec): 3 clusters Score: Raw -75560.610608 + Penalty 3064.260281 = -72496.350327 nChanged 0 SP:Iteration 7F (59516.130000 sec): 3 clusters Score: Raw -75560.610608 + Penalty 3064.260281 = -72496.350327 nChanged 0 Iteration 379Q (59552.720000 sec): 77 clusters Score: Raw -379179756.639703 + Penalty 275129.864013 = -378904626.775689 nChanged 17 Iteration 380F (59787.450000 sec): 77 clusters Score: Raw -379179787.852146 + Penalty 275129.864013 = -378904657.988132 nChanged 21 Iteration 381Q (59824.080000 sec): 77 clusters Score: Raw -379179855.828253 + Penalty 275129.864013 = -378904725.964240 nChanged 12 Iteration 382Q (59860.760000 sec): 77 clusters Score: Raw -379179879.714679 + Penalty 275129.864013 = -378904749.850665 nChanged 9 Iteration 383Q (59897.590000 sec): 77 clusters Score: Raw -379179880.042415 + Penalty 275129.864013 = -378904750.178402 nChanged 8 Iteration 384Q (59934.410000 sec): 77 clusters Score: Raw -379179880.084253 + Penalty 275129.864013 = -378904750.220239 nChanged 7 Iteration 385Q (59971.230000 sec): 77 clusters Score: Raw -379179880.122705 + Penalty 275129.864013 = -378904750.258692 nChanged 4 Iteration 386Q (60008.070000 sec): 77 clusters Score: Raw -379179880.139282 + Penalty 275129.864013 = -378904750.275269 nChanged 2 Iteration 387Q (60044.900000 sec): 77 clusters Score: Raw -379179880.143634 + Penalty 275129.864013 = -378904750.279620 nChanged 1 Iteration 388Q (60081.710000 sec): 77 clusters Score: Raw -379179880.147163 + Penalty 275129.864013 = -378904750.283150 nChanged 1 Iteration 389Q (60118.510000 sec): 77 clusters Score: Raw -379179880.148763 + Penalty 275129.864013 = -378904750.284749 nChanged 1 Iteration 390Q (60155.320000 sec): 77 clusters Score: Raw -379179880.150178 + Penalty 275129.864013 = -378904750.286165 nChanged 1 Iteration 391Q (60192.150000 sec): 77 clusters Score: Raw -379179880.151253 + Penalty 275129.864013 = -378904750.287240 nChanged 1 Iteration 392Q (60228.940000 sec): 77 clusters Score: Raw -379179880.152973 + Penalty 275129.864013 = -378904750.288959 nChanged 1 Iteration 393Q (60265.740000 sec): 77 clusters Score: Raw -379179880.154529 + Penalty 275129.864013 = -378904750.290515 nChanged 1 Iteration 394Q (60302.540000 sec): 77 clusters Score: Raw -379179880.155344 + Penalty 275129.864013 = -378904750.291330 nChanged 0 Iteration 395F (60537.190000 sec): 77 clusters Score: Raw -379179890.687782 + Penalty 275129.864013 = -378904760.823768 nChanged 3 Iteration 396Q (60573.590000 sec): 77 clusters Score: Raw -379179909.656710 + Penalty 275129.864013 = -378904779.792696 nChanged 3 Iteration 397Q (60610.330000 sec): 77 clusters Score: Raw -379179911.109648 + Penalty 275129.864013 = -378904781.245634 nChanged 0 Iteration 398F (60844.990000 sec): 77 clusters Score: Raw -379179911.109648 + Penalty 275129.864013 = -378904781.245634 nChanged 0 Compute initial score before splitting: Score: Raw -379179911.109648 + Penalty 275129.864013 = -378904781.245634 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60845.290000 sec): 2 clusters Score: Raw -12272367.755811 + Penalty 2775.702361 = -12269592.053450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60845.590000 sec): 3 clusters Score: Raw -12226374.980448 + Penalty 5551.404722 = -12220823.575726 nChanged 33998 SP:Iteration 1F (60845.880000 sec): 3 clusters Score: Raw -12245593.847071 + Penalty 5551.404722 = -12240042.442349 nChanged 2589 SP:Iteration 2Q (60846.180000 sec): 3 clusters Score: Raw -12246211.901648 + Penalty 5551.404722 = -12240660.496926 nChanged 2462 SP:Iteration 3Q (60846.480000 sec): 3 clusters Score: Raw -12246856.703793 + Penalty 5551.404722 = -12241305.299070 nChanged 2469 SP:Iteration 4Q (60846.780000 sec): 3 clusters Score: Raw -12247565.515817 + Penalty 5551.404722 = -12242014.111094 nChanged 2648 SP:Iteration 5Q (60847.080000 sec): 3 clusters Score: Raw -12248422.991708 + Penalty 5551.404722 = -12242871.586986 nChanged 2809 SP:Iteration 6Q (60847.370000 sec): 3 clusters Score: Raw -12249499.770849 + Penalty 5551.404722 = -12243948.366127 nChanged 3160 SP:Iteration 7Q (60847.670000 sec): 3 clusters Score: Raw -12250800.795934 + Penalty 5551.404722 = -12245249.391212 nChanged 3329 SP:Iteration 8Q (60847.970000 sec): 3 clusters Score: Raw -12252361.056216 + Penalty 5551.404722 = -12246809.651494 nChanged 3595 SP:Iteration 9Q (60848.270000 sec): 3 clusters Score: Raw -12254137.019289 + Penalty 5551.404722 = -12248585.614566 nChanged 3672 SP:Iteration 10F (60848.560000 sec): 3 clusters Score: Raw -12256068.232948 + Penalty 5551.404722 = -12250516.828226 nChanged 3482 SP:Iteration 11Q (60848.870000 sec): 3 clusters Score: Raw -12257958.437995 + Penalty 5551.404722 = -12252407.033273 nChanged 3239 SP:Iteration 12Q (60849.160000 sec): 3 clusters Score: Raw -12259608.702337 + Penalty 5551.404722 = -12254057.297615 nChanged 2644 SP:Iteration 13Q (60849.460000 sec): 3 clusters Score: Raw -12260772.171660 + Penalty 5551.404722 = -12255220.766937 nChanged 2136 SP:Iteration 14Q (60849.750000 sec): 3 clusters Score: Raw -12261559.711456 + Penalty 5551.404722 = -12256008.306734 nChanged 1574 SP:Iteration 15Q (60850.040000 sec): 3 clusters Score: Raw -12262053.955066 + Penalty 5551.404722 = -12256502.550344 nChanged 1299 SP:Iteration 16Q (60850.330000 sec): 3 clusters Score: Raw -12262422.751173 + Penalty 5551.404722 = -12256871.346451 nChanged 1181 SP:Iteration 17Q (60850.610000 sec): 3 clusters Score: Raw -12262767.780893 + Penalty 5551.404722 = -12257216.376170 nChanged 1161 SP:Iteration 18Q (60850.900000 sec): 3 clusters Score: Raw -12263122.345648 + Penalty 5551.404722 = -12257570.940926 nChanged 1179 SP:Iteration 19Q (60851.180000 sec): 3 clusters Score: Raw -12263502.003837 + Penalty 5551.404722 = -12257950.599114 nChanged 1211 SP:Iteration 20F (60851.470000 sec): 3 clusters Score: Raw -12263907.146485 + Penalty 5551.404722 = -12258355.741762 nChanged 1202 SP:Iteration 21Q (60851.750000 sec): 3 clusters Score: Raw -12264304.609287 + Penalty 5551.404722 = -12258753.204565 nChanged 1214 SP:Iteration 22Q (60852.030000 sec): 3 clusters Score: Raw -12264701.562142 + Penalty 5551.404722 = -12259150.157419 nChanged 1155 SP:Iteration 23Q (60852.310000 sec): 3 clusters Score: Raw -12265072.692448 + Penalty 5551.404722 = -12259521.287726 nChanged 1144 SP:Iteration 24Q (60852.580000 sec): 3 clusters Score: Raw -12265467.791931 + Penalty 5551.404722 = -12259916.387209 nChanged 1113 SP:Iteration 25Q (60852.850000 sec): 3 clusters Score: Raw -12265849.347541 + Penalty 5551.404722 = -12260297.942818 nChanged 1068 SP:Iteration 26Q (60853.120000 sec): 3 clusters Score: Raw -12266207.833359 + Penalty 5551.404722 = -12260656.428636 nChanged 1015 SP:Iteration 27Q (60853.380000 sec): 3 clusters Score: Raw -12266559.378703 + Penalty 5551.404722 = -12261007.973980 nChanged 980 SP:Iteration 28Q (60853.640000 sec): 3 clusters Score: Raw -12266885.351566 + Penalty 5551.404722 = -12261333.946844 nChanged 975 SP:Iteration 29Q (60853.900000 sec): 3 clusters Score: Raw -12267219.128161 + Penalty 5551.404722 = -12261667.723439 nChanged 937 SP:Iteration 30Q (60854.160000 sec): 3 clusters Score: Raw -12267518.738756 + Penalty 5551.404722 = -12261967.334033 nChanged 863 SP:Iteration 31Q (60854.420000 sec): 3 clusters Score: Raw -12267788.972655 + Penalty 5551.404722 = -12262237.567933 nChanged 835 SP:Iteration 32Q (60854.670000 sec): 3 clusters Score: Raw -12268062.064986 + Penalty 5551.404722 = -12262510.660264 nChanged 805 SP:Iteration 33Q (60854.920000 sec): 3 clusters Score: Raw -12268313.642179 + Penalty 5551.404722 = -12262762.237457 nChanged 763 SP:Iteration 34Q (60855.160000 sec): 3 clusters Score: Raw -12268554.107557 + Penalty 5551.404722 = -12263002.702834 nChanged 708 SP:Iteration 35Q (60855.400000 sec): 3 clusters Score: Raw -12268785.868342 + Penalty 5551.404722 = -12263234.463620 nChanged 691 SP:Iteration 36Q (60855.640000 sec): 3 clusters Score: Raw -12269017.792694 + Penalty 5551.404722 = -12263466.387972 nChanged 682 SP:Iteration 37Q (60855.880000 sec): 3 clusters Score: Raw -12269246.422509 + Penalty 5551.404722 = -12263695.017786 nChanged 657 SP:Iteration 38Q (60856.110000 sec): 3 clusters Score: Raw -12269470.839217 + Penalty 5551.404722 = -12263919.434495 nChanged 622 SP:Iteration 39Q (60856.340000 sec): 3 clusters Score: Raw -12269686.875288 + Penalty 5551.404722 = -12264135.470566 nChanged 573 SP:Iteration 40F (60856.640000 sec): 3 clusters Score: Raw -12269887.406290 + Penalty 5551.404722 = -12264336.001567 nChanged 577 SP:Iteration 41Q (60856.860000 sec): 3 clusters Score: Raw -12270105.676484 + Penalty 5551.404722 = -12264554.271761 nChanged 571 SP:Iteration 42Q (60857.090000 sec): 3 clusters Score: Raw -12270332.783165 + Penalty 5551.404722 = -12264781.378442 nChanged 551 SP:Iteration 43Q (60857.310000 sec): 3 clusters Score: Raw -12270567.233185 + Penalty 5551.404722 = -12265015.828463 nChanged 543 SP:Iteration 44Q (60857.530000 sec): 3 clusters Score: Raw -12270798.602982 + Penalty 5551.404722 = -12265247.198259 nChanged 492 SP:Iteration 45Q (60857.750000 sec): 3 clusters Score: Raw -12271033.557988 + Penalty 5551.404722 = -12265482.153265 nChanged 487 SP:Iteration 46Q (60857.970000 sec): 3 clusters Score: Raw -12271278.895808 + Penalty 5551.404722 = -12265727.491085 nChanged 449 SP:Iteration 47Q (60858.180000 sec): 3 clusters Score: Raw -12271519.319001 + Penalty 5551.404722 = -12265967.914279 nChanged 401 SP:Iteration 48Q (60858.400000 sec): 3 clusters Score: Raw -12271731.859297 + Penalty 5551.404722 = -12266180.454574 nChanged 363 SP:Iteration 49Q (60858.610000 sec): 3 clusters Score: Raw -12271933.750191 + Penalty 5551.404722 = -12266382.345468 nChanged 309 SP:Iteration 50Q (60858.820000 sec): 3 clusters Score: Raw -12272104.170963 + Penalty 5551.404722 = -12266552.766240 nChanged 251 SP:Iteration 51Q (60859.030000 sec): 3 clusters Score: Raw -12272224.725592 + Penalty 5551.404722 = -12266673.320869 nChanged 191 SP:Iteration 52Q (60859.240000 sec): 3 clusters Score: Raw -12272316.386904 + Penalty 5551.404722 = -12266764.982181 nChanged 186 SP:Iteration 53Q (60859.440000 sec): 3 clusters Score: Raw -12272403.331662 + Penalty 5551.404722 = -12266851.926939 nChanged 130 SP:Iteration 54Q (60859.650000 sec): 3 clusters Score: Raw -12272458.912584 + Penalty 5551.404722 = -12266907.507861 nChanged 98 SP:Iteration 55Q (60859.860000 sec): 3 clusters Score: Raw -12272504.118490 + Penalty 5551.404722 = -12266952.713767 nChanged 85 SP:Iteration 56Q (60860.060000 sec): 3 clusters Score: Raw -12272543.978090 + Penalty 5551.404722 = -12266992.573368 nChanged 62 SP:Iteration 57Q (60860.270000 sec): 3 clusters Score: Raw -12272574.380341 + Penalty 5551.404722 = -12267022.975618 nChanged 69 SP:Iteration 58Q (60860.470000 sec): 3 clusters Score: Raw -12272612.623076 + Penalty 5551.404722 = -12267061.218353 nChanged 52 SP:Iteration 59Q (60860.680000 sec): 3 clusters Score: Raw -12272643.159987 + Penalty 5551.404722 = -12267091.755265 nChanged 60 SP:Iteration 60F (60860.960000 sec): 3 clusters Score: Raw -12272676.786525 + Penalty 5551.404722 = -12267125.381802 nChanged 46 SP:Iteration 61Q (60861.170000 sec): 3 clusters Score: Raw -12272703.183630 + Penalty 5551.404722 = -12267151.778907 nChanged 42 SP:Iteration 62Q (60861.370000 sec): 3 clusters Score: Raw -12272725.600062 + Penalty 5551.404722 = -12267174.195339 nChanged 37 SP:Iteration 63Q (60861.580000 sec): 3 clusters Score: Raw -12272747.490672 + Penalty 5551.404722 = -12267196.085950 nChanged 32 SP:Iteration 64Q (60861.780000 sec): 3 clusters Score: Raw -12272765.127707 + Penalty 5551.404722 = -12267213.722985 nChanged 23 SP:Iteration 65Q (60861.980000 sec): 3 clusters Score: Raw -12272778.515232 + Penalty 5551.404722 = -12267227.110510 nChanged 19 SP:Iteration 66Q (60862.180000 sec): 3 clusters Score: Raw -12272789.707777 + Penalty 5551.404722 = -12267238.303054 nChanged 18 SP:Iteration 67Q (60862.390000 sec): 3 clusters Score: Raw -12272800.739927 + Penalty 5551.404722 = -12267249.335204 nChanged 18 SP:Iteration 68Q (60862.590000 sec): 3 clusters Score: Raw -12272808.624629 + Penalty 5551.404722 = -12267257.219907 nChanged 11 SP:Iteration 69Q (60862.790000 sec): 3 clusters Score: Raw -12272813.499243 + Penalty 5551.404722 = -12267262.094520 nChanged 7 SP:Iteration 70Q (60862.990000 sec): 3 clusters Score: Raw -12272816.633069 + Penalty 5551.404722 = -12267265.228346 nChanged 4 SP:Iteration 71Q (60863.200000 sec): 3 clusters Score: Raw -12272818.112253 + Penalty 5551.404722 = -12267266.707531 nChanged 6 SP:Iteration 72Q (60863.400000 sec): 3 clusters Score: Raw -12272820.490450 + Penalty 5551.404722 = -12267269.085728 nChanged 5 SP:Iteration 73Q (60863.600000 sec): 3 clusters Score: Raw -12272822.184613 + Penalty 5551.404722 = -12267270.779891 nChanged 3 SP:Iteration 74Q (60863.800000 sec): 3 clusters Score: Raw -12272824.001699 + Penalty 5551.404722 = -12267272.596977 nChanged 4 SP:Iteration 75Q (60864.000000 sec): 3 clusters Score: Raw -12272825.731010 + Penalty 5551.404722 = -12267274.326287 nChanged 2 SP:Iteration 76Q (60864.200000 sec): 3 clusters Score: Raw -12272826.490980 + Penalty 5551.404722 = -12267275.086257 nChanged 4 SP:Iteration 77Q (60864.410000 sec): 3 clusters Score: Raw -12272828.075069 + Penalty 5551.404722 = -12267276.670347 nChanged 2 SP:Iteration 78Q (60864.610000 sec): 3 clusters Score: Raw -12272828.977507 + Penalty 5551.404722 = -12267277.572784 nChanged 0 SP:Iteration 79F (60864.900000 sec): 3 clusters Score: Raw -12272828.977507 + Penalty 5551.404722 = -12267277.572784 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60864.920000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60864.930000 sec): 3 clusters Score: Raw -55297.681770 + Penalty 2912.570424 = -52385.111347 nChanged 60 SP:Iteration 1F (60864.930000 sec): 3 clusters Score: Raw -55478.930613 + Penalty 2912.570424 = -52566.360189 nChanged 25 SP:Iteration 2F (60864.930000 sec): 3 clusters Score: Raw -55549.941612 + Penalty 2912.570424 = -52637.371188 nChanged 10 SP:Iteration 3Q (60864.930000 sec): 3 clusters Score: Raw -55584.904492 + Penalty 2912.570424 = -52672.334069 nChanged 9 SP:Iteration 4Q (60864.930000 sec): 3 clusters Score: Raw -55610.396861 + Penalty 2912.570424 = -52697.826438 nChanged 4 SP:Iteration 5Q (60864.930000 sec): 3 clusters Score: Raw -55629.557536 + Penalty 2912.570424 = -52716.987112 nChanged 5 SP:Iteration 6Q (60864.940000 sec): 3 clusters Score: Raw -55651.742516 + Penalty 2912.570424 = -52739.172092 nChanged 5 SP:Iteration 7Q (60864.940000 sec): 3 clusters Score: Raw -55670.089597 + Penalty 2912.570424 = -52757.519173 nChanged 3 SP:Iteration 8Q (60864.940000 sec): 3 clusters Score: Raw -55682.030367 + Penalty 2912.570424 = -52769.459943 nChanged 2 SP:Iteration 9Q (60864.940000 sec): 3 clusters Score: Raw -55685.364581 + Penalty 2912.570424 = -52772.794157 nChanged 1 SP:Iteration 10Q (60864.940000 sec): 3 clusters Score: Raw -55688.686894 + Penalty 2912.570424 = -52776.116470 nChanged 0 SP:Iteration 11F (60864.940000 sec): 3 clusters Score: Raw -55688.686894 + Penalty 2912.570424 = -52776.116470 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60864.950000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60864.960000 sec): 3 clusters Score: Raw -203688.286392 + Penalty 3510.020292 = -200178.266099 nChanged 316 SP:Iteration 1F (60864.960000 sec): 3 clusters Score: Raw -203988.237946 + Penalty 3510.020292 = -200478.217654 nChanged 82 SP:Iteration 2F (60864.960000 sec): 3 clusters Score: Raw -204081.601272 + Penalty 3510.020292 = -200571.580979 nChanged 40 SP:Iteration 3Q (60864.970000 sec): 3 clusters Score: Raw -204132.831086 + Penalty 3510.020292 = -200622.810793 nChanged 28 SP:Iteration 4Q (60864.970000 sec): 3 clusters Score: Raw -204162.588719 + Penalty 3510.020292 = -200652.568427 nChanged 24 SP:Iteration 5Q (60864.980000 sec): 3 clusters Score: Raw -204192.644319 + Penalty 3510.020292 = -200682.624026 nChanged 18 SP:Iteration 6Q (60864.980000 sec): 3 clusters Score: Raw -204211.359905 + Penalty 3510.020292 = -200701.339613 nChanged 13 SP:Iteration 7Q (60864.990000 sec): 3 clusters Score: Raw -204224.823630 + Penalty 3510.020292 = -200714.803338 nChanged 8 SP:Iteration 8Q (60864.990000 sec): 3 clusters Score: Raw -204232.720830 + Penalty 3510.020292 = -200722.700537 nChanged 9 SP:Iteration 9Q (60865.000000 sec): 3 clusters Score: Raw -204244.717642 + Penalty 3510.020292 = -200734.697349 nChanged 3 SP:Iteration 10Q (60865.000000 sec): 3 clusters Score: Raw -204247.095930 + Penalty 3510.020292 = -200737.075638 nChanged 4 SP:Iteration 11Q (60865.000000 sec): 3 clusters Score: Raw -204250.885635 + Penalty 3510.020292 = -200740.865342 nChanged 4 SP:Iteration 12Q (60865.010000 sec): 3 clusters Score: Raw -204255.896690 + Penalty 3510.020292 = -200745.876397 nChanged 1 SP:Iteration 13Q (60865.020000 sec): 3 clusters Score: Raw -204256.852876 + Penalty 3510.020292 = -200746.832584 nChanged 2 SP:Iteration 14Q (60865.020000 sec): 3 clusters Score: Raw -204258.554761 + Penalty 3510.020292 = -200748.534469 nChanged 1 SP:Iteration 15Q (60865.020000 sec): 3 clusters Score: Raw -204259.290316 + Penalty 3510.020292 = -200749.270023 nChanged 1 SP:Iteration 16Q (60865.030000 sec): 3 clusters Score: Raw -204259.750320 + Penalty 3510.020292 = -200749.730027 nChanged 1 SP:Iteration 17Q (60865.030000 sec): 3 clusters Score: Raw -204260.259659 + Penalty 3510.020292 = -200750.239366 nChanged 0 SP:Iteration 18F (60865.040000 sec): 3 clusters Score: Raw -204260.259659 + Penalty 3510.020292 = -200750.239366 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60865.120000 sec): 2 clusters Score: Raw -3843812.694087 + Penalty 2494.779179 = -3841317.914908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60865.220000 sec): 3 clusters Score: Raw -3830143.434851 + Penalty 4989.558357 = -3825153.876493 nChanged 10325 SP:Iteration 1F (60865.310000 sec): 3 clusters Score: Raw -3835702.180481 + Penalty 4989.558357 = -3830712.622123 nChanged 1176 SP:Iteration 2F (60865.400000 sec): 3 clusters Score: Raw -3836109.779101 + Penalty 4989.558357 = -3831120.220744 nChanged 1035 SP:Iteration 3Q (60865.490000 sec): 3 clusters Score: Raw -3836484.437916 + Penalty 4989.558357 = -3831494.879559 nChanged 1024 SP:Iteration 4Q (60865.590000 sec): 3 clusters Score: Raw -3836899.323537 + Penalty 4989.558357 = -3831909.765180 nChanged 1068 SP:Iteration 5Q (60865.680000 sec): 3 clusters Score: Raw -3837418.643412 + Penalty 4989.558357 = -3832429.085055 nChanged 1270 SP:Iteration 6F (60865.770000 sec): 3 clusters Score: Raw -3838213.379819 + Penalty 4989.558357 = -3833223.821462 nChanged 1462 SP:Iteration 7F (60865.860000 sec): 3 clusters Score: Raw -3839243.834373 + Penalty 4989.558357 = -3834254.276015 nChanged 1468 SP:Iteration 8F (60865.960000 sec): 3 clusters Score: Raw -3840405.681779 + Penalty 4989.558357 = -3835416.123421 nChanged 1352 SP:Iteration 9F (60866.050000 sec): 3 clusters Score: Raw -3841461.617549 + Penalty 4989.558357 = -3836472.059191 nChanged 1074 SP:Iteration 10Q (60866.140000 sec): 3 clusters Score: Raw -3842276.995798 + Penalty 4989.558357 = -3837287.437441 nChanged 838 SP:Iteration 11Q (60866.230000 sec): 3 clusters Score: Raw -3842896.488562 + Penalty 4989.558357 = -3837906.930204 nChanged 576 SP:Iteration 12Q (60866.310000 sec): 3 clusters Score: Raw -3843307.798425 + Penalty 4989.558357 = -3838318.240068 nChanged 407 SP:Iteration 13Q (60866.400000 sec): 3 clusters Score: Raw -3843606.698740 + Penalty 4989.558357 = -3838617.140383 nChanged 252 SP:Iteration 14Q (60866.470000 sec): 3 clusters Score: Raw -3843787.675626 + Penalty 4989.558357 = -3838798.117269 nChanged 157 SP:Iteration 15Q (60866.550000 sec): 3 clusters Score: Raw -3843894.367977 + Penalty 4989.558357 = -3838904.809619 nChanged 109 SP:Iteration 16Q (60866.620000 sec): 3 clusters Score: Raw -3843970.840253 + Penalty 4989.558357 = -3838981.281896 nChanged 84 SP:Iteration 17Q (60866.700000 sec): 3 clusters Score: Raw -3844025.156410 + Penalty 4989.558357 = -3839035.598053 nChanged 57 SP:Iteration 18Q (60866.770000 sec): 3 clusters Score: Raw -3844064.419778 + Penalty 4989.558357 = -3839074.861421 nChanged 41 SP:Iteration 19Q (60866.840000 sec): 3 clusters Score: Raw -3844098.788366 + Penalty 4989.558357 = -3839109.230008 nChanged 35 SP:Iteration 20F (60866.930000 sec): 3 clusters Score: Raw -3844123.181098 + Penalty 4989.558357 = -3839133.622741 nChanged 24 SP:Iteration 21Q (60867.000000 sec): 3 clusters Score: Raw -3844142.364417 + Penalty 4989.558357 = -3839152.806060 nChanged 28 SP:Iteration 22Q (60867.070000 sec): 3 clusters Score: Raw -3844164.015757 + Penalty 4989.558357 = -3839174.457399 nChanged 15 SP:Iteration 23Q (60867.140000 sec): 3 clusters Score: Raw -3844174.302316 + Penalty 4989.558357 = -3839184.743959 nChanged 15 SP:Iteration 24Q (60867.210000 sec): 3 clusters Score: Raw -3844183.718553 + Penalty 4989.558357 = -3839194.160195 nChanged 14 SP:Iteration 25Q (60867.280000 sec): 3 clusters Score: Raw -3844191.542659 + Penalty 4989.558357 = -3839201.984301 nChanged 9 SP:Iteration 26Q (60867.350000 sec): 3 clusters Score: Raw -3844198.123699 + Penalty 4989.558357 = -3839208.565342 nChanged 8 SP:Iteration 27Q (60867.420000 sec): 3 clusters Score: Raw -3844202.780029 + Penalty 4989.558357 = -3839213.221672 nChanged 7 SP:Iteration 28Q (60867.480000 sec): 3 clusters Score: Raw -3844208.005855 + Penalty 4989.558357 = -3839218.447498 nChanged 6 SP:Iteration 29Q (60867.550000 sec): 3 clusters Score: Raw -3844212.351727 + Penalty 4989.558357 = -3839222.793370 nChanged 6 SP:Iteration 30Q (60867.620000 sec): 3 clusters Score: Raw -3844217.307873 + Penalty 4989.558357 = -3839227.749515 nChanged 5 SP:Iteration 31Q (60867.680000 sec): 3 clusters Score: Raw -3844220.665989 + Penalty 4989.558357 = -3839231.107631 nChanged 4 SP:Iteration 32Q (60867.750000 sec): 3 clusters Score: Raw -3844223.020962 + Penalty 4989.558357 = -3839233.462605 nChanged 2 SP:Iteration 33Q (60867.820000 sec): 3 clusters Score: Raw -3844223.984853 + Penalty 4989.558357 = -3839234.426496 nChanged 1 SP:Iteration 34Q (60867.890000 sec): 3 clusters Score: Raw -3844224.888612 + Penalty 4989.558357 = -3839235.330254 nChanged 2 SP:Iteration 35Q (60867.960000 sec): 3 clusters Score: Raw -3844226.539462 + Penalty 4989.558357 = -3839236.981105 nChanged 4 SP:Iteration 36Q (60868.020000 sec): 3 clusters Score: Raw -3844229.111333 + Penalty 4989.558357 = -3839239.552976 nChanged 2 SP:Iteration 37Q (60868.090000 sec): 3 clusters Score: Raw -3844231.340619 + Penalty 4989.558357 = -3839241.782262 nChanged 2 SP:Iteration 38Q (60868.160000 sec): 3 clusters Score: Raw -3844232.607673 + Penalty 4989.558357 = -3839243.049316 nChanged 2 SP:Iteration 39Q (60868.220000 sec): 3 clusters Score: Raw -3844233.461371 + Penalty 4989.558357 = -3839243.903014 nChanged 1 SP:Iteration 40F (60868.320000 sec): 3 clusters Score: Raw -3844235.735689 + Penalty 4989.558357 = -3839246.177332 nChanged 5 SP:Iteration 41Q (60868.380000 sec): 3 clusters Score: Raw -3844241.450997 + Penalty 4989.558357 = -3839251.892639 nChanged 6 SP:Iteration 42Q (60868.450000 sec): 3 clusters Score: Raw -3844246.999345 + Penalty 4989.558357 = -3839257.440988 nChanged 4 SP:Iteration 43Q (60868.520000 sec): 3 clusters Score: Raw -3844249.083721 + Penalty 4989.558357 = -3839259.525364 nChanged 2 SP:Iteration 44Q (60868.590000 sec): 3 clusters Score: Raw -3844250.078473 + Penalty 4989.558357 = -3839260.520115 nChanged 0 SP:Iteration 45F (60868.680000 sec): 3 clusters Score: Raw -3844250.078473 + Penalty 4989.558357 = -3839260.520115 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60868.700000 sec): 2 clusters Score: Raw -364049.930778 + Penalty 1916.100737 = -362133.830040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60868.700000 sec): 3 clusters Score: Raw -363184.664612 + Penalty 3832.201475 = -359352.463137 nChanged 722 SP:Iteration 1F (60868.720000 sec): 3 clusters Score: Raw -363748.812002 + Penalty 3832.201475 = -359916.610528 nChanged 208 SP:Iteration 2F (60868.720000 sec): 3 clusters Score: Raw -364075.867258 + Penalty 3832.201475 = -360243.665784 nChanged 168 SP:Iteration 3F (60868.730000 sec): 3 clusters Score: Raw -364382.344843 + Penalty 3832.201475 = -360550.143368 nChanged 140 SP:Iteration 4F (60868.740000 sec): 3 clusters Score: Raw -364607.103132 + Penalty 3832.201475 = -360774.901657 nChanged 121 SP:Iteration 5F (60868.750000 sec): 3 clusters Score: Raw -364851.537299 + Penalty 3832.201475 = -361019.335824 nChanged 119 SP:Iteration 6F (60868.760000 sec): 3 clusters Score: Raw -365069.670499 + Penalty 3832.201475 = -361237.469024 nChanged 90 SP:Iteration 7Q (60868.770000 sec): 3 clusters Score: Raw -365216.276711 + Penalty 3832.201475 = -361384.075236 nChanged 73 SP:Iteration 8Q (60868.780000 sec): 3 clusters Score: Raw -365323.209404 + Penalty 3832.201475 = -361491.007930 nChanged 47 SP:Iteration 9Q (60868.780000 sec): 3 clusters Score: Raw -365379.125902 + Penalty 3832.201475 = -361546.924428 nChanged 32 SP:Iteration 10Q (60868.790000 sec): 3 clusters Score: Raw -365432.168168 + Penalty 3832.201475 = -361599.966693 nChanged 29 SP:Iteration 11Q (60868.800000 sec): 3 clusters Score: Raw -365484.826058 + Penalty 3832.201475 = -361652.624583 nChanged 37 SP:Iteration 12Q (60868.810000 sec): 3 clusters Score: Raw -365554.036435 + Penalty 3832.201475 = -361721.834960 nChanged 27 SP:Iteration 13Q (60868.810000 sec): 3 clusters Score: Raw -365606.270924 + Penalty 3832.201475 = -361774.069449 nChanged 35 SP:Iteration 14Q (60868.820000 sec): 3 clusters Score: Raw -365662.235929 + Penalty 3832.201475 = -361830.034454 nChanged 31 SP:Iteration 15Q (60868.830000 sec): 3 clusters Score: Raw -365698.592621 + Penalty 3832.201475 = -361866.391146 nChanged 20 SP:Iteration 16Q (60868.840000 sec): 3 clusters Score: Raw -365722.029899 + Penalty 3832.201475 = -361889.828424 nChanged 15 SP:Iteration 17Q (60868.840000 sec): 3 clusters Score: Raw -365734.017919 + Penalty 3832.201475 = -361901.816445 nChanged 7 SP:Iteration 18Q (60868.850000 sec): 3 clusters Score: Raw -365741.082568 + Penalty 3832.201475 = -361908.881094 nChanged 9 SP:Iteration 19Q (60868.860000 sec): 3 clusters Score: Raw -365751.339118 + Penalty 3832.201475 = -361919.137643 nChanged 12 SP:Iteration 20F (60868.870000 sec): 3 clusters Score: Raw -365765.694061 + Penalty 3832.201475 = -361933.492586 nChanged 12 SP:Iteration 21Q (60868.880000 sec): 3 clusters Score: Raw -365776.788707 + Penalty 3832.201475 = -361944.587232 nChanged 9 SP:Iteration 22Q (60868.880000 sec): 3 clusters Score: Raw -365786.643108 + Penalty 3832.201475 = -361954.441633 nChanged 5 SP:Iteration 23Q (60868.890000 sec): 3 clusters Score: Raw -365790.629632 + Penalty 3832.201475 = -361958.428158 nChanged 2 SP:Iteration 24Q (60868.900000 sec): 3 clusters Score: Raw -365792.095497 + Penalty 3832.201475 = -361959.894023 nChanged 2 SP:Iteration 25Q (60868.900000 sec): 3 clusters Score: Raw -365793.012917 + Penalty 3832.201475 = -361960.811442 nChanged 0 SP:Iteration 26F (60868.910000 sec): 3 clusters Score: Raw -365793.012917 + Penalty 3832.201475 = -361960.811442 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60868.930000 sec): 2 clusters Score: Raw -539649.754032 + Penalty 2012.352528 = -537637.401504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60868.940000 sec): 3 clusters Score: Raw -538149.506300 + Penalty 4024.705056 = -534124.801244 nChanged 1177 SP:Iteration 1F (60868.960000 sec): 3 clusters Score: Raw -538999.178892 + Penalty 4024.705056 = -534974.473836 nChanged 294 SP:Iteration 2F (60868.970000 sec): 3 clusters Score: Raw -539368.300424 + Penalty 4024.705056 = -535343.595368 nChanged 232 SP:Iteration 3F (60868.980000 sec): 3 clusters Score: Raw -539658.669832 + Penalty 4024.705056 = -535633.964776 nChanged 182 SP:Iteration 4F (60868.990000 sec): 3 clusters Score: Raw -539823.662736 + Penalty 4024.705056 = -535798.957680 nChanged 143 SP:Iteration 5Q (60869.010000 sec): 3 clusters Score: Raw -539940.024587 + Penalty 4024.705056 = -535915.319531 nChanged 116 SP:Iteration 6Q (60869.020000 sec): 3 clusters Score: Raw -540024.696823 + Penalty 4024.705056 = -535999.991767 nChanged 109 SP:Iteration 7Q (60869.030000 sec): 3 clusters Score: Raw -540104.927849 + Penalty 4024.705056 = -536080.222794 nChanged 97 SP:Iteration 8Q (60869.040000 sec): 3 clusters Score: Raw -540173.880520 + Penalty 4024.705056 = -536149.175464 nChanged 87 SP:Iteration 9Q (60869.060000 sec): 3 clusters Score: Raw -540230.287656 + Penalty 4024.705056 = -536205.582601 nChanged 81 SP:Iteration 10Q (60869.070000 sec): 3 clusters Score: Raw -540288.321144 + Penalty 4024.705056 = -536263.616089 nChanged 88 SP:Iteration 11Q (60869.080000 sec): 3 clusters Score: Raw -540343.015319 + Penalty 4024.705056 = -536318.310263 nChanged 68 SP:Iteration 12Q (60869.100000 sec): 3 clusters Score: Raw -540380.366102 + Penalty 4024.705056 = -536355.661046 nChanged 63 SP:Iteration 13Q (60869.110000 sec): 3 clusters Score: Raw -540420.566780 + Penalty 4024.705056 = -536395.861724 nChanged 55 SP:Iteration 14Q (60869.120000 sec): 3 clusters Score: Raw -540454.571428 + Penalty 4024.705056 = -536429.866372 nChanged 41 SP:Iteration 15Q (60869.130000 sec): 3 clusters Score: Raw -540475.990266 + Penalty 4024.705056 = -536451.285211 nChanged 36 SP:Iteration 16Q (60869.140000 sec): 3 clusters Score: Raw -540491.496590 + Penalty 4024.705056 = -536466.791534 nChanged 25 SP:Iteration 17Q (60869.160000 sec): 3 clusters Score: Raw -540503.350528 + Penalty 4024.705056 = -536478.645472 nChanged 26 SP:Iteration 18Q (60869.170000 sec): 3 clusters Score: Raw -540516.635021 + Penalty 4024.705056 = -536491.929965 nChanged 20 SP:Iteration 19Q (60869.180000 sec): 3 clusters Score: Raw -540528.499334 + Penalty 4024.705056 = -536503.794279 nChanged 22 SP:Iteration 20F (60869.200000 sec): 3 clusters Score: Raw -540539.650474 + Penalty 4024.705056 = -536514.945418 nChanged 28 SP:Iteration 21Q (60869.210000 sec): 3 clusters Score: Raw -540555.145835 + Penalty 4024.705056 = -536530.440779 nChanged 22 SP:Iteration 22Q (60869.220000 sec): 3 clusters Score: Raw -540566.621440 + Penalty 4024.705056 = -536541.916384 nChanged 17 SP:Iteration 23Q (60869.230000 sec): 3 clusters Score: Raw -540572.925783 + Penalty 4024.705056 = -536548.220727 nChanged 11 SP:Iteration 24Q (60869.240000 sec): 3 clusters Score: Raw -540577.617931 + Penalty 4024.705056 = -536552.912875 nChanged 6 SP:Iteration 25Q (60869.260000 sec): 3 clusters Score: Raw -540580.608720 + Penalty 4024.705056 = -536555.903665 nChanged 5 SP:Iteration 26Q (60869.270000 sec): 3 clusters Score: Raw -540582.767905 + Penalty 4024.705056 = -536558.062850 nChanged 5 SP:Iteration 27Q (60869.280000 sec): 3 clusters Score: Raw -540585.632213 + Penalty 4024.705056 = -536560.927157 nChanged 7 SP:Iteration 28Q (60869.300000 sec): 3 clusters Score: Raw -540589.384285 + Penalty 4024.705056 = -536564.679229 nChanged 2 SP:Iteration 29Q (60869.310000 sec): 3 clusters Score: Raw -540589.954919 + Penalty 4024.705056 = -536565.249863 nChanged 2 SP:Iteration 30Q (60869.320000 sec): 3 clusters Score: Raw -540591.273727 + Penalty 4024.705056 = -536566.568671 nChanged 3 SP:Iteration 31Q (60869.330000 sec): 3 clusters Score: Raw -540594.755657 + Penalty 4024.705056 = -536570.050601 nChanged 4 SP:Iteration 32Q (60869.340000 sec): 3 clusters Score: Raw -540595.931990 + Penalty 4024.705056 = -536571.226934 nChanged 3 SP:Iteration 33Q (60869.360000 sec): 3 clusters Score: Raw -540597.104831 + Penalty 4024.705056 = -536572.399775 nChanged 2 SP:Iteration 34Q (60869.370000 sec): 3 clusters Score: Raw -540598.047221 + Penalty 4024.705056 = -536573.342165 nChanged 2 SP:Iteration 35Q (60869.380000 sec): 3 clusters Score: Raw -540598.777770 + Penalty 4024.705056 = -536574.072714 nChanged 1 SP:Iteration 36Q (60869.400000 sec): 3 clusters Score: Raw -540599.032471 + Penalty 4024.705056 = -536574.327415 nChanged 1 SP:Iteration 37Q (60869.410000 sec): 3 clusters Score: Raw -540599.427986 + Penalty 4024.705056 = -536574.722930 nChanged 1 SP:Iteration 38Q (60869.420000 sec): 3 clusters Score: Raw -540599.899111 + Penalty 4024.705056 = -536575.194056 nChanged 1 SP:Iteration 39Q (60869.430000 sec): 3 clusters Score: Raw -540600.280721 + Penalty 4024.705056 = -536575.575665 nChanged 1 SP:Iteration 40F (60869.440000 sec): 3 clusters Score: Raw -540600.525734 + Penalty 4024.705056 = -536575.820678 nChanged 1 SP:Iteration 41Q (60869.460000 sec): 3 clusters Score: Raw -540600.767044 + Penalty 4024.705056 = -536576.061988 nChanged 2 SP:Iteration 42Q (60869.470000 sec): 3 clusters Score: Raw -540601.356298 + Penalty 4024.705056 = -536576.651242 nChanged 1 SP:Iteration 43Q (60869.480000 sec): 3 clusters Score: Raw -540601.632146 + Penalty 4024.705056 = -536576.927091 nChanged 1 SP:Iteration 44Q (60869.500000 sec): 3 clusters Score: Raw -540602.170675 + Penalty 4024.705056 = -536577.465619 nChanged 1 SP:Iteration 45Q (60869.510000 sec): 3 clusters Score: Raw -540602.906761 + Penalty 4024.705056 = -536578.201706 nChanged 2 SP:Iteration 46Q (60869.520000 sec): 3 clusters Score: Raw -540603.673387 + Penalty 4024.705056 = -536578.968331 nChanged 1 SP:Iteration 47Q (60869.530000 sec): 3 clusters Score: Raw -540603.973536 + Penalty 4024.705056 = -536579.268481 nChanged 2 SP:Iteration 48Q (60869.540000 sec): 3 clusters Score: Raw -540604.326670 + Penalty 4024.705056 = -536579.621614 nChanged 0 SP:Iteration 49F (60869.560000 sec): 3 clusters Score: Raw -540604.326670 + Penalty 4024.705056 = -536579.621614 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60869.600000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60869.640000 sec): 3 clusters Score: Raw -1719988.301607 + Penalty 4548.184438 = -1715440.117170 nChanged 3950 SP:Iteration 1F (60869.670000 sec): 3 clusters Score: Raw -1722094.241218 + Penalty 4548.184438 = -1717546.056780 nChanged 558 SP:Iteration 2F (60869.710000 sec): 3 clusters Score: Raw -1722312.643105 + Penalty 4548.184438 = -1717764.458667 nChanged 417 SP:Iteration 3Q (60869.750000 sec): 3 clusters Score: Raw -1722465.127578 + Penalty 4548.184438 = -1717916.943141 nChanged 321 SP:Iteration 4Q (60869.790000 sec): 3 clusters Score: Raw -1722575.211326 + Penalty 4548.184438 = -1718027.026888 nChanged 259 SP:Iteration 5Q (60869.820000 sec): 3 clusters Score: Raw -1722658.548728 + Penalty 4548.184438 = -1718110.364290 nChanged 217 SP:Iteration 6Q (60869.860000 sec): 3 clusters Score: Raw -1722725.320408 + Penalty 4548.184438 = -1718177.135970 nChanged 208 SP:Iteration 7Q (60869.900000 sec): 3 clusters Score: Raw -1722789.384166 + Penalty 4548.184438 = -1718241.199729 nChanged 180 SP:Iteration 8Q (60869.940000 sec): 3 clusters Score: Raw -1722849.494360 + Penalty 4548.184438 = -1718301.309922 nChanged 193 SP:Iteration 9Q (60869.980000 sec): 3 clusters Score: Raw -1722917.055403 + Penalty 4548.184438 = -1718368.870965 nChanged 166 SP:Iteration 10Q (60870.020000 sec): 3 clusters Score: Raw -1722975.335628 + Penalty 4548.184438 = -1718427.151190 nChanged 178 SP:Iteration 11Q (60870.050000 sec): 3 clusters Score: Raw -1723042.208916 + Penalty 4548.184438 = -1718494.024479 nChanged 194 SP:Iteration 12Q (60870.090000 sec): 3 clusters Score: Raw -1723126.071801 + Penalty 4548.184438 = -1718577.887363 nChanged 199 SP:Iteration 13Q (60870.130000 sec): 3 clusters Score: Raw -1723211.326789 + Penalty 4548.184438 = -1718663.142352 nChanged 210 SP:Iteration 14Q (60870.170000 sec): 3 clusters Score: Raw -1723302.912197 + Penalty 4548.184438 = -1718754.727759 nChanged 226 SP:Iteration 15Q (60870.200000 sec): 3 clusters Score: Raw -1723404.526034 + Penalty 4548.184438 = -1718856.341596 nChanged 229 SP:Iteration 16Q (60870.240000 sec): 3 clusters Score: Raw -1723499.590154 + Penalty 4548.184438 = -1718951.405716 nChanged 234 SP:Iteration 17Q (60870.280000 sec): 3 clusters Score: Raw -1723611.335527 + Penalty 4548.184438 = -1719063.151089 nChanged 220 SP:Iteration 18Q (60870.320000 sec): 3 clusters Score: Raw -1723740.773819 + Penalty 4548.184438 = -1719192.589381 nChanged 259 SP:Iteration 19Q (60870.350000 sec): 3 clusters Score: Raw -1723901.884020 + Penalty 4548.184438 = -1719353.699583 nChanged 289 SP:Iteration 20F (60870.390000 sec): 3 clusters Score: Raw -1724109.265631 + Penalty 4548.184438 = -1719561.081193 nChanged 297 SP:Iteration 21Q (60870.430000 sec): 3 clusters Score: Raw -1724306.515522 + Penalty 4548.184438 = -1719758.331084 nChanged 277 SP:Iteration 22Q (60870.460000 sec): 3 clusters Score: Raw -1724488.803514 + Penalty 4548.184438 = -1719940.619076 nChanged 243 SP:Iteration 23Q (60870.500000 sec): 3 clusters Score: Raw -1724652.021747 + Penalty 4548.184438 = -1720103.837309 nChanged 205 SP:Iteration 24Q (60870.530000 sec): 3 clusters Score: Raw -1724782.718792 + Penalty 4548.184438 = -1720234.534354 nChanged 169 SP:Iteration 25Q (60870.570000 sec): 3 clusters Score: Raw -1724897.869096 + Penalty 4548.184438 = -1720349.684658 nChanged 144 SP:Iteration 26Q (60870.600000 sec): 3 clusters Score: Raw -1724994.416876 + Penalty 4548.184438 = -1720446.232438 nChanged 100 SP:Iteration 27Q (60870.630000 sec): 3 clusters Score: Raw -1725062.608237 + Penalty 4548.184438 = -1720514.423799 nChanged 84 SP:Iteration 28Q (60870.660000 sec): 3 clusters Score: Raw -1725125.076608 + Penalty 4548.184438 = -1720576.892170 nChanged 61 SP:Iteration 29Q (60870.700000 sec): 3 clusters Score: Raw -1725174.311103 + Penalty 4548.184438 = -1720626.126665 nChanged 58 SP:Iteration 30Q (60870.720000 sec): 3 clusters Score: Raw -1725221.424327 + Penalty 4548.184438 = -1720673.239889 nChanged 53 SP:Iteration 31Q (60870.760000 sec): 3 clusters Score: Raw -1725262.126093 + Penalty 4548.184438 = -1720713.941655 nChanged 39 SP:Iteration 32Q (60870.790000 sec): 3 clusters Score: Raw -1725290.313868 + Penalty 4548.184438 = -1720742.129430 nChanged 26 SP:Iteration 33Q (60870.820000 sec): 3 clusters Score: Raw -1725308.609770 + Penalty 4548.184438 = -1720760.425332 nChanged 16 SP:Iteration 34Q (60870.850000 sec): 3 clusters Score: Raw -1725323.547273 + Penalty 4548.184438 = -1720775.362835 nChanged 19 SP:Iteration 35Q (60870.880000 sec): 3 clusters Score: Raw -1725338.748031 + Penalty 4548.184438 = -1720790.563593 nChanged 12 SP:Iteration 36Q (60870.910000 sec): 3 clusters Score: Raw -1725348.557379 + Penalty 4548.184438 = -1720800.372941 nChanged 19 SP:Iteration 37Q (60870.940000 sec): 3 clusters Score: Raw -1725364.167071 + Penalty 4548.184438 = -1720815.982633 nChanged 10 SP:Iteration 38Q (60870.970000 sec): 3 clusters Score: Raw -1725370.874562 + Penalty 4548.184438 = -1720822.690125 nChanged 11 SP:Iteration 39Q (60870.990000 sec): 3 clusters Score: Raw -1725378.122365 + Penalty 4548.184438 = -1720829.937927 nChanged 8 SP:Iteration 40F (60871.030000 sec): 3 clusters Score: Raw -1725385.687445 + Penalty 4548.184438 = -1720837.503008 nChanged 11 SP:Iteration 41Q (60871.060000 sec): 3 clusters Score: Raw -1725395.568697 + Penalty 4548.184438 = -1720847.384260 nChanged 7 SP:Iteration 42Q (60871.090000 sec): 3 clusters Score: Raw -1725401.444488 + Penalty 4548.184438 = -1720853.260050 nChanged 11 SP:Iteration 43Q (60871.120000 sec): 3 clusters Score: Raw -1725409.160590 + Penalty 4548.184438 = -1720860.976153 nChanged 6 SP:Iteration 44Q (60871.150000 sec): 3 clusters Score: Raw -1725413.841577 + Penalty 4548.184438 = -1720865.657139 nChanged 8 SP:Iteration 45Q (60871.180000 sec): 3 clusters Score: Raw -1725420.482042 + Penalty 4548.184438 = -1720872.297604 nChanged 3 SP:Iteration 46Q (60871.210000 sec): 3 clusters Score: Raw -1725424.284246 + Penalty 4548.184438 = -1720876.099809 nChanged 3 SP:Iteration 47Q (60871.230000 sec): 3 clusters Score: Raw -1725427.022119 + Penalty 4548.184438 = -1720878.837682 nChanged 0 SP:Iteration 48F (60871.270000 sec): 3 clusters Score: Raw -1725427.022119 + Penalty 4548.184438 = -1720878.837682 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60871.400000 sec): 2 clusters Score: Raw -6572890.885049 + Penalty 2613.633984 = -6570277.251065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60871.550000 sec): 3 clusters Score: Raw -6549897.523002 + Penalty 5227.267968 = -6544670.255034 nChanged 17170 SP:Iteration 1F (60871.710000 sec): 3 clusters Score: Raw -6559352.951304 + Penalty 5227.267968 = -6554125.683336 nChanged 1582 SP:Iteration 2Q (60871.860000 sec): 3 clusters Score: Raw -6559773.522600 + Penalty 5227.267968 = -6554546.254632 nChanged 1364 SP:Iteration 3Q (60872.010000 sec): 3 clusters Score: Raw -6560115.430841 + Penalty 5227.267968 = -6554888.162873 nChanged 1223 SP:Iteration 4Q (60872.160000 sec): 3 clusters Score: Raw -6560410.796151 + Penalty 5227.267968 = -6555183.528183 nChanged 1138 SP:Iteration 5Q (60872.310000 sec): 3 clusters Score: Raw -6560681.115666 + Penalty 5227.267968 = -6555453.847698 nChanged 1070 SP:Iteration 6Q (60872.470000 sec): 3 clusters Score: Raw -6560917.552705 + Penalty 5227.267968 = -6555690.284737 nChanged 1009 SP:Iteration 7Q (60872.620000 sec): 3 clusters Score: Raw -6561154.764437 + Penalty 5227.267968 = -6555927.496469 nChanged 1035 SP:Iteration 8Q (60872.770000 sec): 3 clusters Score: Raw -6561424.057480 + Penalty 5227.267968 = -6556196.789512 nChanged 1144 SP:Iteration 9Q (60872.930000 sec): 3 clusters Score: Raw -6561774.909674 + Penalty 5227.267968 = -6556547.641706 nChanged 1381 SP:Iteration 10Q (60873.080000 sec): 3 clusters Score: Raw -6562290.413912 + Penalty 5227.267968 = -6557063.145944 nChanged 1719 SP:Iteration 11Q (60873.230000 sec): 3 clusters Score: Raw -6563099.943714 + Penalty 5227.267968 = -6557872.675746 nChanged 2011 SP:Iteration 12F (60873.380000 sec): 3 clusters Score: Raw -6564255.265455 + Penalty 5227.267968 = -6559027.997487 nChanged 2370 SP:Iteration 13F (60873.530000 sec): 3 clusters Score: Raw -6565957.104925 + Penalty 5227.267968 = -6560729.836957 nChanged 2558 SP:Iteration 14F (60873.680000 sec): 3 clusters Score: Raw -6568104.330263 + Penalty 5227.267968 = -6562877.062295 nChanged 2231 SP:Iteration 15F (60873.830000 sec): 3 clusters Score: Raw -6570148.278482 + Penalty 5227.267968 = -6564921.010515 nChanged 1617 SP:Iteration 16Q (60873.970000 sec): 3 clusters Score: Raw -6571702.446015 + Penalty 5227.267968 = -6566475.178048 nChanged 821 SP:Iteration 17Q (60874.110000 sec): 3 clusters Score: Raw -6572501.125457 + Penalty 5227.267968 = -6567273.857489 nChanged 335 SP:Iteration 18Q (60874.230000 sec): 3 clusters Score: Raw -6572868.251063 + Penalty 5227.267968 = -6567640.983095 nChanged 121 SP:Iteration 19Q (60874.350000 sec): 3 clusters Score: Raw -6573024.616991 + Penalty 5227.267968 = -6567797.349023 nChanged 56 SP:Iteration 20F (60874.490000 sec): 3 clusters Score: Raw -6573103.849389 + Penalty 5227.267968 = -6567876.581421 nChanged 29 SP:Iteration 21Q (60874.600000 sec): 3 clusters Score: Raw -6573140.543157 + Penalty 5227.267968 = -6567913.275189 nChanged 15 SP:Iteration 22Q (60874.710000 sec): 3 clusters Score: Raw -6573156.675359 + Penalty 5227.267968 = -6567929.407391 nChanged 7 SP:Iteration 23Q (60874.810000 sec): 3 clusters Score: Raw -6573166.845777 + Penalty 5227.267968 = -6567939.577809 nChanged 5 SP:Iteration 24Q (60874.910000 sec): 3 clusters Score: Raw -6573173.156898 + Penalty 5227.267968 = -6567945.888931 nChanged 4 SP:Iteration 25Q (60875.020000 sec): 3 clusters Score: Raw -6573178.744737 + Penalty 5227.267968 = -6567951.476769 nChanged 3 SP:Iteration 26Q (60875.130000 sec): 3 clusters Score: Raw -6573184.409819 + Penalty 5227.267968 = -6567957.141851 nChanged 1 SP:Iteration 27Q (60875.230000 sec): 3 clusters Score: Raw -6573186.037921 + Penalty 5227.267968 = -6567958.769953 nChanged 3 SP:Iteration 28Q (60875.330000 sec): 3 clusters Score: Raw -6573189.607209 + Penalty 5227.267968 = -6567962.339241 nChanged 4 SP:Iteration 29Q (60875.430000 sec): 3 clusters Score: Raw -6573199.969718 + Penalty 5227.267968 = -6567972.701750 nChanged 7 SP:Iteration 30Q (60875.550000 sec): 3 clusters Score: Raw -6573212.165959 + Penalty 5227.267968 = -6567984.897991 nChanged 1 SP:Iteration 31Q (60875.650000 sec): 3 clusters Score: Raw -6573213.271214 + Penalty 5227.267968 = -6567986.003246 nChanged 0 SP:Iteration 32F (60875.790000 sec): 3 clusters Score: Raw -6573213.271214 + Penalty 5227.267968 = -6567986.003246 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60875.850000 sec): 2 clusters Score: Raw -2021323.540546 + Penalty 2325.757833 = -2018997.782714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60875.890000 sec): 3 clusters Score: Raw -2014923.125456 + Penalty 4651.515665 = -2010271.609791 nChanged 5008 SP:Iteration 1F (60875.940000 sec): 3 clusters Score: Raw -2017552.542981 + Penalty 4651.515665 = -2012901.027316 nChanged 674 SP:Iteration 2F (60875.990000 sec): 3 clusters Score: Raw -2017799.604386 + Penalty 4651.515665 = -2013148.088721 nChanged 480 SP:Iteration 3Q (60876.030000 sec): 3 clusters Score: Raw -2017958.648351 + Penalty 4651.515665 = -2013307.132686 nChanged 392 SP:Iteration 4Q (60876.080000 sec): 3 clusters Score: Raw -2018078.047952 + Penalty 4651.515665 = -2013426.532287 nChanged 311 SP:Iteration 5Q (60876.130000 sec): 3 clusters Score: Raw -2018171.262343 + Penalty 4651.515665 = -2013519.746678 nChanged 286 SP:Iteration 6Q (60876.170000 sec): 3 clusters Score: Raw -2018237.264805 + Penalty 4651.515665 = -2013585.749140 nChanged 223 SP:Iteration 7Q (60876.220000 sec): 3 clusters Score: Raw -2018292.198538 + Penalty 4651.515665 = -2013640.682873 nChanged 207 SP:Iteration 8Q (60876.270000 sec): 3 clusters Score: Raw -2018345.959337 + Penalty 4651.515665 = -2013694.443672 nChanged 188 SP:Iteration 9Q (60876.310000 sec): 3 clusters Score: Raw -2018388.516384 + Penalty 4651.515665 = -2013737.000719 nChanged 149 SP:Iteration 10Q (60876.360000 sec): 3 clusters Score: Raw -2018418.900347 + Penalty 4651.515665 = -2013767.384682 nChanged 141 SP:Iteration 11Q (60876.410000 sec): 3 clusters Score: Raw -2018450.501658 + Penalty 4651.515665 = -2013798.985993 nChanged 126 SP:Iteration 12Q (60876.450000 sec): 3 clusters Score: Raw -2018483.210693 + Penalty 4651.515665 = -2013831.695028 nChanged 154 SP:Iteration 13Q (60876.500000 sec): 3 clusters Score: Raw -2018520.831976 + Penalty 4651.515665 = -2013869.316311 nChanged 152 SP:Iteration 14Q (60876.550000 sec): 3 clusters Score: Raw -2018554.772997 + Penalty 4651.515665 = -2013903.257332 nChanged 139 SP:Iteration 15Q (60876.590000 sec): 3 clusters Score: Raw -2018586.719831 + Penalty 4651.515665 = -2013935.204166 nChanged 145 SP:Iteration 16Q (60876.640000 sec): 3 clusters Score: Raw -2018622.383814 + Penalty 4651.515665 = -2013970.868149 nChanged 148 SP:Iteration 17Q (60876.680000 sec): 3 clusters Score: Raw -2018658.822970 + Penalty 4651.515665 = -2014007.307305 nChanged 170 SP:Iteration 18Q (60876.730000 sec): 3 clusters Score: Raw -2018702.189668 + Penalty 4651.515665 = -2014050.674003 nChanged 166 SP:Iteration 19Q (60876.780000 sec): 3 clusters Score: Raw -2018744.856441 + Penalty 4651.515665 = -2014093.340776 nChanged 183 SP:Iteration 20F (60876.820000 sec): 3 clusters Score: Raw -2018793.063304 + Penalty 4651.515665 = -2014141.547639 nChanged 185 SP:Iteration 21Q (60876.870000 sec): 3 clusters Score: Raw -2018849.238324 + Penalty 4651.515665 = -2014197.722659 nChanged 227 SP:Iteration 22Q (60876.910000 sec): 3 clusters Score: Raw -2018911.837877 + Penalty 4651.515665 = -2014260.322212 nChanged 204 SP:Iteration 23Q (60876.960000 sec): 3 clusters Score: Raw -2018983.593748 + Penalty 4651.515665 = -2014332.078083 nChanged 268 SP:Iteration 24Q (60877.010000 sec): 3 clusters Score: Raw -2019084.563174 + Penalty 4651.515665 = -2014433.047509 nChanged 314 SP:Iteration 25Q (60877.050000 sec): 3 clusters Score: Raw -2019214.913351 + Penalty 4651.515665 = -2014563.397686 nChanged 338 SP:Iteration 26Q (60877.100000 sec): 3 clusters Score: Raw -2019363.909855 + Penalty 4651.515665 = -2014712.394190 nChanged 326 SP:Iteration 27Q (60877.150000 sec): 3 clusters Score: Raw -2019504.663126 + Penalty 4651.515665 = -2014853.147461 nChanged 337 SP:Iteration 28Q (60877.190000 sec): 3 clusters Score: Raw -2019648.701835 + Penalty 4651.515665 = -2014997.186170 nChanged 331 SP:Iteration 29Q (60877.240000 sec): 3 clusters Score: Raw -2019785.656280 + Penalty 4651.515665 = -2015134.140615 nChanged 348 SP:Iteration 30Q (60877.290000 sec): 3 clusters Score: Raw -2019936.987897 + Penalty 4651.515665 = -2015285.472231 nChanged 350 SP:Iteration 31Q (60877.330000 sec): 3 clusters Score: Raw -2020074.204051 + Penalty 4651.515665 = -2015422.688386 nChanged 322 SP:Iteration 32Q (60877.380000 sec): 3 clusters Score: Raw -2020199.314039 + Penalty 4651.515665 = -2015547.798374 nChanged 296 SP:Iteration 33Q (60877.420000 sec): 3 clusters Score: Raw -2020306.311544 + Penalty 4651.515665 = -2015654.795879 nChanged 267 SP:Iteration 34Q (60877.470000 sec): 3 clusters Score: Raw -2020397.318532 + Penalty 4651.515665 = -2015745.802867 nChanged 228 SP:Iteration 35Q (60877.510000 sec): 3 clusters Score: Raw -2020467.596929 + Penalty 4651.515665 = -2015816.081264 nChanged 209 SP:Iteration 36Q (60877.560000 sec): 3 clusters Score: Raw -2020540.912009 + Penalty 4651.515665 = -2015889.396344 nChanged 177 SP:Iteration 37Q (60877.610000 sec): 3 clusters Score: Raw -2020592.897431 + Penalty 4651.515665 = -2015941.381766 nChanged 142 SP:Iteration 38Q (60877.650000 sec): 3 clusters Score: Raw -2020630.945506 + Penalty 4651.515665 = -2015979.429841 nChanged 127 SP:Iteration 39Q (60877.700000 sec): 3 clusters Score: Raw -2020665.908561 + Penalty 4651.515665 = -2016014.392896 nChanged 124 SP:Iteration 40F (60877.750000 sec): 3 clusters Score: Raw -2020701.655905 + Penalty 4651.515665 = -2016050.140240 nChanged 123 SP:Iteration 41Q (60877.790000 sec): 3 clusters Score: Raw -2020734.055724 + Penalty 4651.515665 = -2016082.540059 nChanged 130 SP:Iteration 42Q (60877.840000 sec): 3 clusters Score: Raw -2020772.854511 + Penalty 4651.515665 = -2016121.338846 nChanged 122 SP:Iteration 43Q (60877.880000 sec): 3 clusters Score: Raw -2020809.563886 + Penalty 4651.515665 = -2016158.048221 nChanged 132 SP:Iteration 44Q (60877.930000 sec): 3 clusters Score: Raw -2020847.971641 + Penalty 4651.515665 = -2016196.455976 nChanged 111 SP:Iteration 45Q (60877.970000 sec): 3 clusters Score: Raw -2020883.081200 + Penalty 4651.515665 = -2016231.565535 nChanged 119 SP:Iteration 46Q (60878.020000 sec): 3 clusters Score: Raw -2020923.206525 + Penalty 4651.515665 = -2016271.690860 nChanged 114 SP:Iteration 47Q (60878.060000 sec): 3 clusters Score: Raw -2020959.784146 + Penalty 4651.515665 = -2016308.268481 nChanged 104 SP:Iteration 48Q (60878.110000 sec): 3 clusters Score: Raw -2020993.966182 + Penalty 4651.515665 = -2016342.450517 nChanged 106 SP:Iteration 49Q (60878.150000 sec): 3 clusters Score: Raw -2021032.014678 + Penalty 4651.515665 = -2016380.499013 nChanged 112 SP:Iteration 50Q (60878.200000 sec): 3 clusters Score: Raw -2021070.678546 + Penalty 4651.515665 = -2016419.162881 nChanged 105 SP:Iteration 51Q (60878.240000 sec): 3 clusters Score: Raw -2021108.632601 + Penalty 4651.515665 = -2016457.116936 nChanged 96 SP:Iteration 52Q (60878.290000 sec): 3 clusters Score: Raw -2021142.432334 + Penalty 4651.515665 = -2016490.916668 nChanged 102 SP:Iteration 53Q (60878.330000 sec): 3 clusters Score: Raw -2021186.708989 + Penalty 4651.515665 = -2016535.193324 nChanged 107 SP:Iteration 54Q (60878.380000 sec): 3 clusters Score: Raw -2021231.062266 + Penalty 4651.515665 = -2016579.546601 nChanged 87 SP:Iteration 55Q (60878.420000 sec): 3 clusters Score: Raw -2021265.986017 + Penalty 4651.515665 = -2016614.470352 nChanged 83 SP:Iteration 56Q (60878.470000 sec): 3 clusters Score: Raw -2021300.730580 + Penalty 4651.515665 = -2016649.214915 nChanged 79 SP:Iteration 57Q (60878.510000 sec): 3 clusters Score: Raw -2021334.178055 + Penalty 4651.515665 = -2016682.662390 nChanged 77 SP:Iteration 58Q (60878.550000 sec): 3 clusters Score: Raw -2021365.363952 + Penalty 4651.515665 = -2016713.848287 nChanged 69 SP:Iteration 59Q (60878.590000 sec): 3 clusters Score: Raw -2021396.647382 + Penalty 4651.515665 = -2016745.131717 nChanged 58 SP:Iteration 60F (60878.640000 sec): 3 clusters Score: Raw -2021421.571018 + Penalty 4651.515665 = -2016770.055353 nChanged 53 SP:Iteration 61Q (60878.680000 sec): 3 clusters Score: Raw -2021441.966187 + Penalty 4651.515665 = -2016790.450522 nChanged 51 SP:Iteration 62Q (60878.730000 sec): 3 clusters Score: Raw -2021464.101839 + Penalty 4651.515665 = -2016812.586174 nChanged 46 SP:Iteration 63Q (60878.770000 sec): 3 clusters Score: Raw -2021482.497743 + Penalty 4651.515665 = -2016830.982078 nChanged 37 SP:Iteration 64Q (60878.810000 sec): 3 clusters Score: Raw -2021497.020144 + Penalty 4651.515665 = -2016845.504479 nChanged 27 SP:Iteration 65Q (60878.850000 sec): 3 clusters Score: Raw -2021509.387461 + Penalty 4651.515665 = -2016857.871796 nChanged 26 SP:Iteration 66Q (60878.890000 sec): 3 clusters Score: Raw -2021520.652083 + Penalty 4651.515665 = -2016869.136417 nChanged 16 SP:Iteration 67Q (60878.930000 sec): 3 clusters Score: Raw -2021527.249519 + Penalty 4651.515665 = -2016875.733854 nChanged 18 SP:Iteration 68Q (60878.970000 sec): 3 clusters Score: Raw -2021535.847959 + Penalty 4651.515665 = -2016884.332294 nChanged 21 SP:Iteration 69Q (60879.020000 sec): 3 clusters Score: Raw -2021545.038292 + Penalty 4651.515665 = -2016893.522627 nChanged 17 SP:Iteration 70Q (60879.060000 sec): 3 clusters Score: Raw -2021554.435695 + Penalty 4651.515665 = -2016902.920030 nChanged 16 SP:Iteration 71Q (60879.100000 sec): 3 clusters Score: Raw -2021563.024859 + Penalty 4651.515665 = -2016911.509193 nChanged 18 SP:Iteration 72Q (60879.140000 sec): 3 clusters Score: Raw -2021571.450906 + Penalty 4651.515665 = -2016919.935241 nChanged 21 SP:Iteration 73Q (60879.180000 sec): 3 clusters Score: Raw -2021582.642441 + Penalty 4651.515665 = -2016931.126776 nChanged 19 SP:Iteration 74Q (60879.220000 sec): 3 clusters Score: Raw -2021591.708302 + Penalty 4651.515665 = -2016940.192637 nChanged 19 SP:Iteration 75Q (60879.260000 sec): 3 clusters Score: Raw -2021601.831051 + Penalty 4651.515665 = -2016950.315386 nChanged 18 SP:Iteration 76Q (60879.300000 sec): 3 clusters Score: Raw -2021611.008424 + Penalty 4651.515665 = -2016959.492759 nChanged 15 SP:Iteration 77Q (60879.340000 sec): 3 clusters Score: Raw -2021619.738602 + Penalty 4651.515665 = -2016968.222937 nChanged 11 SP:Iteration 78Q (60879.390000 sec): 3 clusters Score: Raw -2021623.593025 + Penalty 4651.515665 = -2016972.077359 nChanged 6 SP:Iteration 79Q (60879.430000 sec): 3 clusters Score: Raw -2021627.981666 + Penalty 4651.515665 = -2016976.466001 nChanged 10 SP:Iteration 80F (60879.470000 sec): 3 clusters Score: Raw -2021633.455690 + Penalty 4651.515665 = -2016981.940025 nChanged 6 SP:Iteration 81Q (60879.510000 sec): 3 clusters Score: Raw -2021635.502746 + Penalty 4651.515665 = -2016983.987081 nChanged 5 SP:Iteration 82Q (60879.550000 sec): 3 clusters Score: Raw -2021637.717609 + Penalty 4651.515665 = -2016986.201943 nChanged 7 SP:Iteration 83Q (60879.590000 sec): 3 clusters Score: Raw -2021640.494045 + Penalty 4651.515665 = -2016988.978380 nChanged 6 SP:Iteration 84Q (60879.630000 sec): 3 clusters Score: Raw -2021644.956194 + Penalty 4651.515665 = -2016993.440529 nChanged 7 SP:Iteration 85Q (60879.670000 sec): 3 clusters Score: Raw -2021649.004313 + Penalty 4651.515665 = -2016997.488647 nChanged 14 SP:Iteration 86Q (60879.710000 sec): 3 clusters Score: Raw -2021655.301911 + Penalty 4651.515665 = -2017003.786246 nChanged 7 SP:Iteration 87Q (60879.750000 sec): 3 clusters Score: Raw -2021657.752759 + Penalty 4651.515665 = -2017006.237093 nChanged 3 SP:Iteration 88Q (60879.790000 sec): 3 clusters Score: Raw -2021658.967602 + Penalty 4651.515665 = -2017007.451937 nChanged 3 SP:Iteration 89Q (60879.830000 sec): 3 clusters Score: Raw -2021660.316142 + Penalty 4651.515665 = -2017008.800477 nChanged 3 SP:Iteration 90Q (60879.870000 sec): 3 clusters Score: Raw -2021661.702795 + Penalty 4651.515665 = -2017010.187130 nChanged 7 SP:Iteration 91Q (60879.910000 sec): 3 clusters Score: Raw -2021666.981354 + Penalty 4651.515665 = -2017015.465689 nChanged 7 SP:Iteration 92Q (60879.950000 sec): 3 clusters Score: Raw -2021670.379215 + Penalty 4651.515665 = -2017018.863550 nChanged 6 SP:Iteration 93Q (60879.990000 sec): 3 clusters Score: Raw -2021673.314366 + Penalty 4651.515665 = -2017021.798701 nChanged 5 SP:Iteration 94Q (60880.030000 sec): 3 clusters Score: Raw -2021676.794941 + Penalty 4651.515665 = -2017025.279276 nChanged 10 SP:Iteration 95Q (60880.070000 sec): 3 clusters Score: Raw -2021681.349974 + Penalty 4651.515665 = -2017029.834309 nChanged 9 SP:Iteration 96Q (60880.110000 sec): 3 clusters Score: Raw -2021684.885915 + Penalty 4651.515665 = -2017033.370250 nChanged 7 SP:Iteration 97Q (60880.150000 sec): 3 clusters Score: Raw -2021689.324412 + Penalty 4651.515665 = -2017037.808747 nChanged 3 SP:Iteration 98Q (60880.190000 sec): 3 clusters Score: Raw -2021691.462409 + Penalty 4651.515665 = -2017039.946744 nChanged 3 SP:Iteration 99Q (60880.230000 sec): 3 clusters Score: Raw -2021693.324931 + Penalty 4651.515665 = -2017041.809266 nChanged 4 SP:Iteration 100F (60880.270000 sec): 3 clusters Score: Raw -2021696.102136 + Penalty 4651.515665 = -2017044.586471 nChanged 4 SP:Iteration 101Q (60880.310000 sec): 3 clusters Score: Raw -2021698.441419 + Penalty 4651.515665 = -2017046.925754 nChanged 4 SP:Iteration 102Q (60880.350000 sec): 3 clusters Score: Raw -2021701.220362 + Penalty 4651.515665 = -2017049.704697 nChanged 4 SP:Iteration 103Q (60880.390000 sec): 3 clusters Score: Raw -2021702.730508 + Penalty 4651.515665 = -2017051.214843 nChanged 1 SP:Iteration 104Q (60880.430000 sec): 3 clusters Score: Raw -2021703.109328 + Penalty 4651.515665 = -2017051.593663 nChanged 3 SP:Iteration 105Q (60880.470000 sec): 3 clusters Score: Raw -2021704.176769 + Penalty 4651.515665 = -2017052.661103 nChanged 1 SP:Iteration 106Q (60880.510000 sec): 3 clusters Score: Raw -2021704.753693 + Penalty 4651.515665 = -2017053.238028 nChanged 0 SP:Iteration 107F (60880.550000 sec): 3 clusters Score: Raw -2021704.753693 + Penalty 4651.515665 = -2017053.238028 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60880.570000 sec): 2 clusters Score: Raw -777047.760521 + Penalty 2096.443462 = -774951.317058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60880.590000 sec): 3 clusters Score: Raw -774844.268773 + Penalty 4192.886925 = -770651.381848 nChanged 1781 SP:Iteration 1F (60880.610000 sec): 3 clusters Score: Raw -775856.230060 + Penalty 4192.886925 = -771663.343135 nChanged 363 SP:Iteration 2F (60880.630000 sec): 3 clusters Score: Raw -776120.453067 + Penalty 4192.886925 = -771927.566142 nChanged 265 SP:Iteration 3F (60880.650000 sec): 3 clusters Score: Raw -776294.424632 + Penalty 4192.886925 = -772101.537707 nChanged 237 SP:Iteration 4F (60880.670000 sec): 3 clusters Score: Raw -776458.696802 + Penalty 4192.886925 = -772265.809878 nChanged 184 SP:Iteration 5Q (60880.690000 sec): 3 clusters Score: Raw -776590.172823 + Penalty 4192.886925 = -772397.285898 nChanged 165 SP:Iteration 6Q (60880.710000 sec): 3 clusters Score: Raw -776713.150662 + Penalty 4192.886925 = -772520.263737 nChanged 174 SP:Iteration 7Q (60880.720000 sec): 3 clusters Score: Raw -776839.594082 + Penalty 4192.886925 = -772646.707157 nChanged 136 SP:Iteration 8Q (60880.740000 sec): 3 clusters Score: Raw -776933.621154 + Penalty 4192.886925 = -772740.734229 nChanged 144 SP:Iteration 9Q (60880.760000 sec): 3 clusters Score: Raw -777027.639731 + Penalty 4192.886925 = -772834.752806 nChanged 121 SP:Iteration 10Q (60880.780000 sec): 3 clusters Score: Raw -777096.749742 + Penalty 4192.886925 = -772903.862817 nChanged 107 SP:Iteration 11Q (60880.790000 sec): 3 clusters Score: Raw -777162.318079 + Penalty 4192.886925 = -772969.431154 nChanged 91 SP:Iteration 12Q (60880.810000 sec): 3 clusters Score: Raw -777217.329528 + Penalty 4192.886925 = -773024.442603 nChanged 81 SP:Iteration 13Q (60880.830000 sec): 3 clusters Score: Raw -777254.581010 + Penalty 4192.886925 = -773061.694085 nChanged 51 SP:Iteration 14Q (60880.850000 sec): 3 clusters Score: Raw -777273.719736 + Penalty 4192.886925 = -773080.832811 nChanged 39 SP:Iteration 15Q (60880.870000 sec): 3 clusters Score: Raw -777292.877428 + Penalty 4192.886925 = -773099.990503 nChanged 46 SP:Iteration 16Q (60880.890000 sec): 3 clusters Score: Raw -777312.749411 + Penalty 4192.886925 = -773119.862486 nChanged 46 SP:Iteration 17Q (60880.900000 sec): 3 clusters Score: Raw -777331.640259 + Penalty 4192.886925 = -773138.753334 nChanged 37 SP:Iteration 18Q (60880.920000 sec): 3 clusters Score: Raw -777348.409723 + Penalty 4192.886925 = -773155.522798 nChanged 34 SP:Iteration 19Q (60880.940000 sec): 3 clusters Score: Raw -777364.144351 + Penalty 4192.886925 = -773171.257426 nChanged 39 SP:Iteration 20F (60880.960000 sec): 3 clusters Score: Raw -777380.180314 + Penalty 4192.886925 = -773187.293390 nChanged 36 SP:Iteration 21Q (60880.970000 sec): 3 clusters Score: Raw -777399.053212 + Penalty 4192.886925 = -773206.166287 nChanged 41 SP:Iteration 22Q (60880.990000 sec): 3 clusters Score: Raw -777419.222550 + Penalty 4192.886925 = -773226.335625 nChanged 33 SP:Iteration 23Q (60881.010000 sec): 3 clusters Score: Raw -777437.846135 + Penalty 4192.886925 = -773244.959210 nChanged 37 SP:Iteration 24Q (60881.030000 sec): 3 clusters Score: Raw -777454.135508 + Penalty 4192.886925 = -773261.248583 nChanged 29 SP:Iteration 25Q (60881.050000 sec): 3 clusters Score: Raw -777466.688921 + Penalty 4192.886925 = -773273.801996 nChanged 30 SP:Iteration 26Q (60881.060000 sec): 3 clusters Score: Raw -777477.670557 + Penalty 4192.886925 = -773284.783633 nChanged 24 SP:Iteration 27Q (60881.080000 sec): 3 clusters Score: Raw -777487.603874 + Penalty 4192.886925 = -773294.716949 nChanged 22 SP:Iteration 28Q (60881.100000 sec): 3 clusters Score: Raw -777497.640874 + Penalty 4192.886925 = -773304.753949 nChanged 27 SP:Iteration 29Q (60881.120000 sec): 3 clusters Score: Raw -777509.521059 + Penalty 4192.886925 = -773316.634134 nChanged 21 SP:Iteration 30Q (60881.130000 sec): 3 clusters Score: Raw -777522.643403 + Penalty 4192.886925 = -773329.756478 nChanged 26 SP:Iteration 31Q (60881.150000 sec): 3 clusters Score: Raw -777534.930666 + Penalty 4192.886925 = -773342.043741 nChanged 25 SP:Iteration 32Q (60881.170000 sec): 3 clusters Score: Raw -777546.217332 + Penalty 4192.886925 = -773353.330407 nChanged 21 SP:Iteration 33Q (60881.190000 sec): 3 clusters Score: Raw -777554.767211 + Penalty 4192.886925 = -773361.880286 nChanged 23 SP:Iteration 34Q (60881.210000 sec): 3 clusters Score: Raw -777562.717984 + Penalty 4192.886925 = -773369.831059 nChanged 20 SP:Iteration 35Q (60881.220000 sec): 3 clusters Score: Raw -777570.684772 + Penalty 4192.886925 = -773377.797847 nChanged 21 SP:Iteration 36Q (60881.240000 sec): 3 clusters Score: Raw -777577.368676 + Penalty 4192.886925 = -773384.481751 nChanged 17 SP:Iteration 37Q (60881.260000 sec): 3 clusters Score: Raw -777582.889465 + Penalty 4192.886925 = -773390.002540 nChanged 9 SP:Iteration 38Q (60881.270000 sec): 3 clusters Score: Raw -777585.579305 + Penalty 4192.886925 = -773392.692380 nChanged 5 SP:Iteration 39Q (60881.290000 sec): 3 clusters Score: Raw -777588.421542 + Penalty 4192.886925 = -773395.534617 nChanged 6 SP:Iteration 40F (60881.310000 sec): 3 clusters Score: Raw -777590.890233 + Penalty 4192.886925 = -773398.003308 nChanged 9 SP:Iteration 41Q (60881.330000 sec): 3 clusters Score: Raw -777595.632614 + Penalty 4192.886925 = -773402.745689 nChanged 8 SP:Iteration 42Q (60881.350000 sec): 3 clusters Score: Raw -777597.965666 + Penalty 4192.886925 = -773405.078741 nChanged 5 SP:Iteration 43Q (60881.370000 sec): 3 clusters Score: Raw -777598.819230 + Penalty 4192.886925 = -773405.932305 nChanged 5 SP:Iteration 44Q (60881.380000 sec): 3 clusters Score: Raw -777600.402024 + Penalty 4192.886925 = -773407.515099 nChanged 0 SP:Iteration 45F (60881.400000 sec): 3 clusters Score: Raw -777600.402024 + Penalty 4192.886925 = -773407.515099 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60881.420000 sec): 2 clusters Score: Raw -802481.859415 + Penalty 2105.118763 = -800376.740652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60881.440000 sec): 3 clusters Score: Raw -800235.663023 + Penalty 4210.237526 = -796025.425496 nChanged 1847 SP:Iteration 1F (60881.460000 sec): 3 clusters Score: Raw -801500.909736 + Penalty 4210.237526 = -797290.672210 nChanged 443 SP:Iteration 2F (60881.480000 sec): 3 clusters Score: Raw -802029.879767 + Penalty 4210.237526 = -797819.642240 nChanged 376 SP:Iteration 3F (60881.500000 sec): 3 clusters Score: Raw -802554.548443 + Penalty 4210.237526 = -798344.310916 nChanged 358 SP:Iteration 4F (60881.520000 sec): 3 clusters Score: Raw -803042.652656 + Penalty 4210.237526 = -798832.415129 nChanged 340 SP:Iteration 5F (60881.530000 sec): 3 clusters Score: Raw -803418.122950 + Penalty 4210.237526 = -799207.885423 nChanged 282 SP:Iteration 6F (60881.550000 sec): 3 clusters Score: Raw -803685.260850 + Penalty 4210.237526 = -799475.023323 nChanged 200 SP:Iteration 7Q (60881.570000 sec): 3 clusters Score: Raw -803845.004148 + Penalty 4210.237526 = -799634.766622 nChanged 148 SP:Iteration 8Q (60881.590000 sec): 3 clusters Score: Raw -803947.614801 + Penalty 4210.237526 = -799737.377275 nChanged 123 SP:Iteration 9Q (60881.610000 sec): 3 clusters Score: Raw -804022.020590 + Penalty 4210.237526 = -799811.783064 nChanged 86 SP:Iteration 10Q (60881.630000 sec): 3 clusters Score: Raw -804060.639293 + Penalty 4210.237526 = -799850.401766 nChanged 62 SP:Iteration 11Q (60881.640000 sec): 3 clusters Score: Raw -804087.850409 + Penalty 4210.237526 = -799877.612883 nChanged 41 SP:Iteration 12Q (60881.660000 sec): 3 clusters Score: Raw -804104.207887 + Penalty 4210.237526 = -799893.970361 nChanged 30 SP:Iteration 13Q (60881.680000 sec): 3 clusters Score: Raw -804114.147645 + Penalty 4210.237526 = -799903.910119 nChanged 20 SP:Iteration 14Q (60881.690000 sec): 3 clusters Score: Raw -804121.212485 + Penalty 4210.237526 = -799910.974959 nChanged 11 SP:Iteration 15Q (60881.710000 sec): 3 clusters Score: Raw -804124.732674 + Penalty 4210.237526 = -799914.495147 nChanged 4 SP:Iteration 16Q (60881.730000 sec): 3 clusters Score: Raw -804126.583630 + Penalty 4210.237526 = -799916.346104 nChanged 3 SP:Iteration 17Q (60881.750000 sec): 3 clusters Score: Raw -804127.206774 + Penalty 4210.237526 = -799916.969248 nChanged 1 SP:Iteration 18Q (60881.770000 sec): 3 clusters Score: Raw -804127.596027 + Penalty 4210.237526 = -799917.358501 nChanged 4 SP:Iteration 19Q (60881.780000 sec): 3 clusters Score: Raw -804128.849602 + Penalty 4210.237526 = -799918.612075 nChanged 2 SP:Iteration 20F (60881.800000 sec): 3 clusters Score: Raw -804129.308666 + Penalty 4210.237526 = -799919.071139 nChanged 4 SP:Iteration 21Q (60881.820000 sec): 3 clusters Score: Raw -804130.370344 + Penalty 4210.237526 = -799920.132817 nChanged 2 SP:Iteration 22Q (60881.840000 sec): 3 clusters Score: Raw -804131.292542 + Penalty 4210.237526 = -799921.055016 nChanged 2 SP:Iteration 23Q (60881.850000 sec): 3 clusters Score: Raw -804131.607698 + Penalty 4210.237526 = -799921.370172 nChanged 1 SP:Iteration 24Q (60881.870000 sec): 3 clusters Score: Raw -804131.817087 + Penalty 4210.237526 = -799921.579561 nChanged 1 SP:Iteration 25Q (60881.890000 sec): 3 clusters Score: Raw -804131.957328 + Penalty 4210.237526 = -799921.719801 nChanged 0 SP:Iteration 26F (60881.910000 sec): 3 clusters Score: Raw -804131.957328 + Penalty 4210.237526 = -799921.719801 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60881.920000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60881.920000 sec): 3 clusters Score: Raw -79296.281785 + Penalty 3079.460653 = -76216.821132 nChanged 81 SP:Iteration 1F (60881.920000 sec): 3 clusters Score: Raw -79455.599148 + Penalty 3079.460653 = -76376.138495 nChanged 18 SP:Iteration 2Q (60881.920000 sec): 3 clusters Score: Raw -79495.595382 + Penalty 3079.460653 = -76416.134729 nChanged 9 SP:Iteration 3Q (60881.930000 sec): 3 clusters Score: Raw -79509.414821 + Penalty 3079.460653 = -76429.954168 nChanged 4 SP:Iteration 4Q (60881.930000 sec): 3 clusters Score: Raw -79524.899026 + Penalty 3079.460653 = -76445.438373 nChanged 1 SP:Iteration 5Q (60881.930000 sec): 3 clusters Score: Raw -79525.626799 + Penalty 3079.460653 = -76446.166146 nChanged 0 SP:Iteration 6F (60881.930000 sec): 3 clusters Score: Raw -79525.626799 + Penalty 3079.460653 = -76446.166146 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60881.940000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60881.940000 sec): 3 clusters Score: Raw -93158.948473 + Penalty 3164.540778 = -89994.407694 nChanged 97 SP:Iteration 1F (60881.940000 sec): 3 clusters Score: Raw -93337.377432 + Penalty 3164.540778 = -90172.836654 nChanged 37 SP:Iteration 2F (60881.950000 sec): 3 clusters Score: Raw -93403.555674 + Penalty 3164.540778 = -90239.014896 nChanged 19 SP:Iteration 3Q (60881.950000 sec): 3 clusters Score: Raw -93443.286032 + Penalty 3164.540778 = -90278.745254 nChanged 9 SP:Iteration 4Q (60881.950000 sec): 3 clusters Score: Raw -93459.591319 + Penalty 3164.540778 = -90295.050541 nChanged 5 SP:Iteration 5Q (60881.950000 sec): 3 clusters Score: Raw -93468.204824 + Penalty 3164.540778 = -90303.664046 nChanged 4 SP:Iteration 6Q (60881.950000 sec): 3 clusters Score: Raw -93480.102579 + Penalty 3164.540778 = -90315.561801 nChanged 1 SP:Iteration 7Q (60881.960000 sec): 3 clusters Score: Raw -93482.082197 + Penalty 3164.540778 = -90317.541419 nChanged 0 SP:Iteration 8F (60881.960000 sec): 3 clusters Score: Raw -93482.082197 + Penalty 3164.540778 = -90317.541419 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60881.980000 sec): 2 clusters Score: Raw -982631.182587 + Penalty 2134.408354 = -980496.774233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60882.000000 sec): 3 clusters Score: Raw -979947.613113 + Penalty 4268.816708 = -975678.796404 nChanged 2099 SP:Iteration 1F (60882.030000 sec): 3 clusters Score: Raw -981110.035476 + Penalty 4268.816708 = -976841.218768 nChanged 392 SP:Iteration 2F (60882.050000 sec): 3 clusters Score: Raw -981313.591645 + Penalty 4268.816708 = -977044.774937 nChanged 248 SP:Iteration 3Q (60882.070000 sec): 3 clusters Score: Raw -981449.549446 + Penalty 4268.816708 = -977180.732737 nChanged 198 SP:Iteration 4Q (60882.090000 sec): 3 clusters Score: Raw -981554.913947 + Penalty 4268.816708 = -977286.097239 nChanged 169 SP:Iteration 5Q (60882.110000 sec): 3 clusters Score: Raw -981666.756915 + Penalty 4268.816708 = -977397.940207 nChanged 186 SP:Iteration 6Q (60882.130000 sec): 3 clusters Score: Raw -981818.559796 + Penalty 4268.816708 = -977549.743087 nChanged 214 SP:Iteration 7Q (60882.150000 sec): 3 clusters Score: Raw -982018.069842 + Penalty 4268.816708 = -977749.253134 nChanged 225 SP:Iteration 8Q (60882.170000 sec): 3 clusters Score: Raw -982228.475584 + Penalty 4268.816708 = -977959.658876 nChanged 252 SP:Iteration 9Q (60882.200000 sec): 3 clusters Score: Raw -982474.604669 + Penalty 4268.816708 = -978205.787961 nChanged 323 SP:Iteration 10F (60882.220000 sec): 3 clusters Score: Raw -982785.311325 + Penalty 4268.816708 = -978516.494617 nChanged 312 SP:Iteration 11F (60882.240000 sec): 3 clusters Score: Raw -983098.327164 + Penalty 4268.816708 = -978829.510455 nChanged 291 SP:Iteration 12F (60882.260000 sec): 3 clusters Score: Raw -983362.820721 + Penalty 4268.816708 = -979094.004013 nChanged 211 SP:Iteration 13Q (60882.280000 sec): 3 clusters Score: Raw -983530.720505 + Penalty 4268.816708 = -979261.903796 nChanged 162 SP:Iteration 14Q (60882.300000 sec): 3 clusters Score: Raw -983639.393425 + Penalty 4268.816708 = -979370.576717 nChanged 86 SP:Iteration 15Q (60882.320000 sec): 3 clusters Score: Raw -983684.148618 + Penalty 4268.816708 = -979415.331909 nChanged 63 SP:Iteration 16Q (60882.340000 sec): 3 clusters Score: Raw -983712.313271 + Penalty 4268.816708 = -979443.496563 nChanged 42 SP:Iteration 17Q (60882.360000 sec): 3 clusters Score: Raw -983731.051292 + Penalty 4268.816708 = -979462.234584 nChanged 29 SP:Iteration 18Q (60882.380000 sec): 3 clusters Score: Raw -983743.963799 + Penalty 4268.816708 = -979475.147091 nChanged 23 SP:Iteration 19Q (60882.400000 sec): 3 clusters Score: Raw -983753.631365 + Penalty 4268.816708 = -979484.814657 nChanged 19 SP:Iteration 20F (60882.430000 sec): 3 clusters Score: Raw -983759.617266 + Penalty 4268.816708 = -979490.800558 nChanged 16 SP:Iteration 21Q (60882.450000 sec): 3 clusters Score: Raw -983763.962650 + Penalty 4268.816708 = -979495.145942 nChanged 7 SP:Iteration 22Q (60882.470000 sec): 3 clusters Score: Raw -983765.812444 + Penalty 4268.816708 = -979496.995736 nChanged 6 SP:Iteration 23Q (60882.490000 sec): 3 clusters Score: Raw -983768.051552 + Penalty 4268.816708 = -979499.234844 nChanged 7 SP:Iteration 24Q (60882.510000 sec): 3 clusters Score: Raw -983770.706879 + Penalty 4268.816708 = -979501.890171 nChanged 10 SP:Iteration 25Q (60882.530000 sec): 3 clusters Score: Raw -983773.836682 + Penalty 4268.816708 = -979505.019974 nChanged 12 SP:Iteration 26Q (60882.550000 sec): 3 clusters Score: Raw -983778.286799 + Penalty 4268.816708 = -979509.470091 nChanged 11 SP:Iteration 27Q (60882.570000 sec): 3 clusters Score: Raw -983782.018237 + Penalty 4268.816708 = -979513.201529 nChanged 10 SP:Iteration 28Q (60882.590000 sec): 3 clusters Score: Raw -983785.079911 + Penalty 4268.816708 = -979516.263203 nChanged 7 SP:Iteration 29Q (60882.610000 sec): 3 clusters Score: Raw -983786.778699 + Penalty 4268.816708 = -979517.961991 nChanged 5 SP:Iteration 30Q (60882.630000 sec): 3 clusters Score: Raw -983787.705014 + Penalty 4268.816708 = -979518.888306 nChanged 2 SP:Iteration 31Q (60882.650000 sec): 3 clusters Score: Raw -983788.301690 + Penalty 4268.816708 = -979519.484982 nChanged 3 SP:Iteration 32Q (60882.670000 sec): 3 clusters Score: Raw -983789.102657 + Penalty 4268.816708 = -979520.285949 nChanged 1 SP:Iteration 33Q (60882.690000 sec): 3 clusters Score: Raw -983789.389736 + Penalty 4268.816708 = -979520.573028 nChanged 0 SP:Iteration 34F (60882.710000 sec): 3 clusters Score: Raw -983789.389736 + Penalty 4268.816708 = -979520.573028 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60882.730000 sec): 2 clusters Score: Raw -348588.839103 + Penalty 1910.569732 = -346678.269371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60882.730000 sec): 3 clusters Score: Raw -347765.265026 + Penalty 3821.139464 = -343944.125562 nChanged 734 SP:Iteration 1F (60882.740000 sec): 3 clusters Score: Raw -348323.047554 + Penalty 3821.139464 = -344501.908090 nChanged 172 SP:Iteration 2F (60882.750000 sec): 3 clusters Score: Raw -348481.700009 + Penalty 3821.139464 = -344660.560545 nChanged 106 SP:Iteration 3Q (60882.760000 sec): 3 clusters Score: Raw -348579.557882 + Penalty 3821.139464 = -344758.418418 nChanged 73 SP:Iteration 4Q (60882.770000 sec): 3 clusters Score: Raw -348644.894468 + Penalty 3821.139464 = -344823.755004 nChanged 59 SP:Iteration 5Q (60882.780000 sec): 3 clusters Score: Raw -348702.759300 + Penalty 3821.139464 = -344881.619836 nChanged 45 SP:Iteration 6Q (60882.790000 sec): 3 clusters Score: Raw -348746.151053 + Penalty 3821.139464 = -344925.011589 nChanged 39 SP:Iteration 7Q (60882.790000 sec): 3 clusters Score: Raw -348782.822824 + Penalty 3821.139464 = -344961.683360 nChanged 40 SP:Iteration 8Q (60882.800000 sec): 3 clusters Score: Raw -348828.375519 + Penalty 3821.139464 = -345007.236055 nChanged 42 SP:Iteration 9Q (60882.810000 sec): 3 clusters Score: Raw -348873.254983 + Penalty 3821.139464 = -345052.115519 nChanged 39 SP:Iteration 10Q (60882.820000 sec): 3 clusters Score: Raw -348904.507774 + Penalty 3821.139464 = -345083.368310 nChanged 38 SP:Iteration 11Q (60882.830000 sec): 3 clusters Score: Raw -348933.616754 + Penalty 3821.139464 = -345112.477290 nChanged 30 SP:Iteration 12Q (60882.840000 sec): 3 clusters Score: Raw -348963.127760 + Penalty 3821.139464 = -345141.988296 nChanged 32 SP:Iteration 13Q (60882.850000 sec): 3 clusters Score: Raw -348991.520720 + Penalty 3821.139464 = -345170.381256 nChanged 34 SP:Iteration 14Q (60882.850000 sec): 3 clusters Score: Raw -349026.971171 + Penalty 3821.139464 = -345205.831707 nChanged 31 SP:Iteration 15Q (60882.860000 sec): 3 clusters Score: Raw -349053.363916 + Penalty 3821.139464 = -345232.224452 nChanged 35 SP:Iteration 16Q (60882.870000 sec): 3 clusters Score: Raw -349084.662865 + Penalty 3821.139464 = -345263.523401 nChanged 28 SP:Iteration 17Q (60882.880000 sec): 3 clusters Score: Raw -349107.755674 + Penalty 3821.139464 = -345286.616210 nChanged 30 SP:Iteration 18Q (60882.890000 sec): 3 clusters Score: Raw -349130.528352 + Penalty 3821.139464 = -345309.388888 nChanged 28 SP:Iteration 19Q (60882.890000 sec): 3 clusters Score: Raw -349164.788112 + Penalty 3821.139464 = -345343.648648 nChanged 33 SP:Iteration 20F (60882.910000 sec): 3 clusters Score: Raw -349196.654812 + Penalty 3821.139464 = -345375.515348 nChanged 39 SP:Iteration 21Q (60882.910000 sec): 3 clusters Score: Raw -349234.364223 + Penalty 3821.139464 = -345413.224759 nChanged 39 SP:Iteration 22Q (60882.920000 sec): 3 clusters Score: Raw -349292.204820 + Penalty 3821.139464 = -345471.065356 nChanged 55 SP:Iteration 23Q (60882.930000 sec): 3 clusters Score: Raw -349359.051733 + Penalty 3821.139464 = -345537.912269 nChanged 52 SP:Iteration 24Q (60882.940000 sec): 3 clusters Score: Raw -349413.534249 + Penalty 3821.139464 = -345592.394785 nChanged 46 SP:Iteration 25Q (60882.950000 sec): 3 clusters Score: Raw -349466.979693 + Penalty 3821.139464 = -345645.840229 nChanged 49 SP:Iteration 26Q (60882.950000 sec): 3 clusters Score: Raw -349523.790433 + Penalty 3821.139464 = -345702.650969 nChanged 41 SP:Iteration 27Q (60882.960000 sec): 3 clusters Score: Raw -349577.617053 + Penalty 3821.139464 = -345756.477589 nChanged 52 SP:Iteration 28Q (60882.970000 sec): 3 clusters Score: Raw -349662.801515 + Penalty 3821.139464 = -345841.662051 nChanged 50 SP:Iteration 29Q (60882.980000 sec): 3 clusters Score: Raw -349731.863162 + Penalty 3821.139464 = -345910.723698 nChanged 38 SP:Iteration 30Q (60882.990000 sec): 3 clusters Score: Raw -349794.598466 + Penalty 3821.139464 = -345973.459002 nChanged 46 SP:Iteration 31Q (60882.990000 sec): 3 clusters Score: Raw -349861.350700 + Penalty 3821.139464 = -346040.211236 nChanged 55 SP:Iteration 32Q (60883.000000 sec): 3 clusters Score: Raw -349926.128404 + Penalty 3821.139464 = -346104.988940 nChanged 33 SP:Iteration 33Q (60883.010000 sec): 3 clusters Score: Raw -349965.573026 + Penalty 3821.139464 = -346144.433562 nChanged 25 SP:Iteration 34Q (60883.020000 sec): 3 clusters Score: Raw -349995.178380 + Penalty 3821.139464 = -346174.038916 nChanged 24 SP:Iteration 35Q (60883.020000 sec): 3 clusters Score: Raw -350017.317433 + Penalty 3821.139464 = -346196.177969 nChanged 16 SP:Iteration 36Q (60883.030000 sec): 3 clusters Score: Raw -350032.606050 + Penalty 3821.139464 = -346211.466586 nChanged 15 SP:Iteration 37Q (60883.040000 sec): 3 clusters Score: Raw -350052.618216 + Penalty 3821.139464 = -346231.478752 nChanged 8 SP:Iteration 38Q (60883.050000 sec): 3 clusters Score: Raw -350057.819187 + Penalty 3821.139464 = -346236.679723 nChanged 8 SP:Iteration 39Q (60883.050000 sec): 3 clusters Score: Raw -350064.665282 + Penalty 3821.139464 = -346243.525818 nChanged 6 SP:Iteration 40F (60883.060000 sec): 3 clusters Score: Raw -350071.086338 + Penalty 3821.139464 = -346249.946874 nChanged 5 SP:Iteration 41Q (60883.080000 sec): 3 clusters Score: Raw -350075.509347 + Penalty 3821.139464 = -346254.369883 nChanged 1 SP:Iteration 42Q (60883.080000 sec): 3 clusters Score: Raw -350076.325996 + Penalty 3821.139464 = -346255.186532 nChanged 1 SP:Iteration 43Q (60883.090000 sec): 3 clusters Score: Raw -350076.914324 + Penalty 3821.139464 = -346255.774860 nChanged 0 SP:Iteration 44F (60883.100000 sec): 3 clusters Score: Raw -350076.914324 + Penalty 3821.139464 = -346255.774860 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60883.110000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60883.110000 sec): 3 clusters Score: Raw -123995.430036 + Penalty 3306.810569 = -120688.619467 nChanged 196 SP:Iteration 1F (60883.110000 sec): 3 clusters Score: Raw -124262.560451 + Penalty 3306.810569 = -120955.749881 nChanged 46 SP:Iteration 2F (60883.120000 sec): 3 clusters Score: Raw -124347.192031 + Penalty 3306.810569 = -121040.381462 nChanged 27 SP:Iteration 3Q (60883.120000 sec): 3 clusters Score: Raw -124370.575061 + Penalty 3306.810569 = -121063.764492 nChanged 8 SP:Iteration 4Q (60883.120000 sec): 3 clusters Score: Raw -124386.021619 + Penalty 3306.810569 = -121079.211050 nChanged 8 SP:Iteration 5Q (60883.120000 sec): 3 clusters Score: Raw -124401.547075 + Penalty 3306.810569 = -121094.736506 nChanged 10 SP:Iteration 6Q (60883.130000 sec): 3 clusters Score: Raw -124421.113216 + Penalty 3306.810569 = -121114.302647 nChanged 13 SP:Iteration 7Q (60883.130000 sec): 3 clusters Score: Raw -124450.938276 + Penalty 3306.810569 = -121144.127707 nChanged 9 SP:Iteration 8Q (60883.140000 sec): 3 clusters Score: Raw -124472.128539 + Penalty 3306.810569 = -121165.317970 nChanged 11 SP:Iteration 9Q (60883.140000 sec): 3 clusters Score: Raw -124488.818021 + Penalty 3306.810569 = -121182.007452 nChanged 8 SP:Iteration 10Q (60883.140000 sec): 3 clusters Score: Raw -124497.513845 + Penalty 3306.810569 = -121190.703276 nChanged 5 SP:Iteration 11Q (60883.140000 sec): 3 clusters Score: Raw -124503.596794 + Penalty 3306.810569 = -121196.786225 nChanged 5 SP:Iteration 12Q (60883.150000 sec): 3 clusters Score: Raw -124517.263253 + Penalty 3306.810569 = -121210.452684 nChanged 13 SP:Iteration 13Q (60883.150000 sec): 3 clusters Score: Raw -124558.208503 + Penalty 3306.810569 = -121251.397934 nChanged 17 SP:Iteration 14Q (60883.150000 sec): 3 clusters Score: Raw -124659.275588 + Penalty 3306.810569 = -121352.465019 nChanged 37 SP:Iteration 15Q (60883.160000 sec): 3 clusters Score: Raw -124788.318795 + Penalty 3306.810569 = -121481.508226 nChanged 48 SP:Iteration 16F (60883.160000 sec): 3 clusters Score: Raw -124999.845557 + Penalty 3306.810569 = -121693.034988 nChanged 50 SP:Iteration 17F (60883.160000 sec): 3 clusters Score: Raw -125234.562549 + Penalty 3306.810569 = -121927.751980 nChanged 36 SP:Iteration 18Q (60883.160000 sec): 3 clusters Score: Raw -125408.652688 + Penalty 3306.810569 = -122101.842119 nChanged 27 SP:Iteration 19Q (60883.170000 sec): 3 clusters Score: Raw -125524.126599 + Penalty 3306.810569 = -122217.316030 nChanged 10 SP:Iteration 20F (60883.170000 sec): 3 clusters Score: Raw -125550.609241 + Penalty 3306.810569 = -122243.798672 nChanged 9 SP:Iteration 21Q (60883.170000 sec): 3 clusters Score: Raw -125576.880327 + Penalty 3306.810569 = -122270.069758 nChanged 7 SP:Iteration 22Q (60883.180000 sec): 3 clusters Score: Raw -125595.132404 + Penalty 3306.810569 = -122288.321835 nChanged 5 SP:Iteration 23Q (60883.180000 sec): 3 clusters Score: Raw -125617.275138 + Penalty 3306.810569 = -122310.464569 nChanged 6 SP:Iteration 24Q (60883.180000 sec): 3 clusters Score: Raw -125634.152623 + Penalty 3306.810569 = -122327.342054 nChanged 2 SP:Iteration 25Q (60883.180000 sec): 3 clusters Score: Raw -125636.580035 + Penalty 3306.810569 = -122329.769466 nChanged 2 SP:Iteration 26Q (60883.180000 sec): 3 clusters Score: Raw -125645.388069 + Penalty 3306.810569 = -122338.577500 nChanged 1 SP:Iteration 27Q (60883.190000 sec): 3 clusters Score: Raw -125648.802059 + Penalty 3306.810569 = -122341.991490 nChanged 1 SP:Iteration 28Q (60883.190000 sec): 3 clusters Score: Raw -125650.485373 + Penalty 3306.810569 = -122343.674804 nChanged 1 SP:Iteration 29Q (60883.190000 sec): 3 clusters Score: Raw -125651.518033 + Penalty 3306.810569 = -122344.707464 nChanged 0 SP:Iteration 30F (60883.200000 sec): 3 clusters Score: Raw -125651.518033 + Penalty 3306.810569 = -122344.707464 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60883.610000 sec): 2 clusters Score: Raw -21181384.439972 + Penalty 2899.236302 = -21178485.203670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60884.100000 sec): 3 clusters Score: Raw -21104295.907154 + Penalty 5798.472603 = -21098497.434550 nChanged 56623 SP:Iteration 1F (60884.590000 sec): 3 clusters Score: Raw -21137385.208361 + Penalty 5798.472603 = -21131586.735758 nChanged 4189 SP:Iteration 2Q (60885.090000 sec): 3 clusters Score: Raw -21138543.173108 + Penalty 5798.472603 = -21132744.700504 nChanged 4443 SP:Iteration 3Q (60885.580000 sec): 3 clusters Score: Raw -21140020.069343 + Penalty 5798.472603 = -21134221.596739 nChanged 4885 SP:Iteration 4Q (60886.080000 sec): 3 clusters Score: Raw -21142021.305983 + Penalty 5798.472603 = -21136222.833380 nChanged 5544 SP:Iteration 5Q (60886.580000 sec): 3 clusters Score: Raw -21144705.435239 + Penalty 5798.472603 = -21138906.962636 nChanged 6167 SP:Iteration 6F (60887.060000 sec): 3 clusters Score: Raw -21148267.187882 + Penalty 5798.472603 = -21142468.715279 nChanged 6828 SP:Iteration 7F (60887.550000 sec): 3 clusters Score: Raw -21152919.730873 + Penalty 5798.472603 = -21147121.258270 nChanged 7302 SP:Iteration 8F (60888.040000 sec): 3 clusters Score: Raw -21158510.806112 + Penalty 5798.472603 = -21152712.333509 nChanged 7275 SP:Iteration 9F (60888.520000 sec): 3 clusters Score: Raw -21164240.669513 + Penalty 5798.472603 = -21158442.196910 nChanged 6721 SP:Iteration 10F (60889.010000 sec): 3 clusters Score: Raw -21169426.658624 + Penalty 5798.472603 = -21163628.186021 nChanged 5517 SP:Iteration 11Q (60889.460000 sec): 3 clusters Score: Raw -21173402.139303 + Penalty 5798.472603 = -21167603.666700 nChanged 4380 SP:Iteration 12Q (60889.890000 sec): 3 clusters Score: Raw -21176339.543166 + Penalty 5798.472603 = -21170541.070563 nChanged 3163 SP:Iteration 13Q (60890.300000 sec): 3 clusters Score: Raw -21178244.583940 + Penalty 5798.472603 = -21172446.111337 nChanged 2238 SP:Iteration 14Q (60890.700000 sec): 3 clusters Score: Raw -21179462.998848 + Penalty 5798.472603 = -21173664.526244 nChanged 1512 SP:Iteration 15Q (60891.080000 sec): 3 clusters Score: Raw -21180225.724983 + Penalty 5798.472603 = -21174427.252380 nChanged 1047 SP:Iteration 16Q (60891.460000 sec): 3 clusters Score: Raw -21180742.642168 + Penalty 5798.472603 = -21174944.169565 nChanged 735 SP:Iteration 17Q (60891.830000 sec): 3 clusters Score: Raw -21181095.884603 + Penalty 5798.472603 = -21175297.411999 nChanged 513 SP:Iteration 18Q (60892.190000 sec): 3 clusters Score: Raw -21181329.413272 + Penalty 5798.472603 = -21175530.940669 nChanged 357 SP:Iteration 19Q (60892.550000 sec): 3 clusters Score: Raw -21181491.132007 + Penalty 5798.472603 = -21175692.659403 nChanged 266 SP:Iteration 20F (60893.030000 sec): 3 clusters Score: Raw -21181604.604888 + Penalty 5798.472603 = -21175806.132285 nChanged 196 SP:Iteration 21Q (60893.380000 sec): 3 clusters Score: Raw -21181674.636332 + Penalty 5798.472603 = -21175876.163729 nChanged 143 SP:Iteration 22Q (60893.740000 sec): 3 clusters Score: Raw -21181735.673183 + Penalty 5798.472603 = -21175937.200580 nChanged 122 SP:Iteration 23Q (60894.080000 sec): 3 clusters Score: Raw -21181783.900717 + Penalty 5798.472603 = -21175985.428114 nChanged 115 SP:Iteration 24Q (60894.430000 sec): 3 clusters Score: Raw -21181828.050451 + Penalty 5798.472603 = -21176029.577847 nChanged 80 SP:Iteration 25Q (60894.780000 sec): 3 clusters Score: Raw -21181859.387611 + Penalty 5798.472603 = -21176060.915008 nChanged 61 SP:Iteration 26Q (60895.130000 sec): 3 clusters Score: Raw -21181880.965337 + Penalty 5798.472603 = -21176082.492733 nChanged 40 SP:Iteration 27Q (60895.480000 sec): 3 clusters Score: Raw -21181893.008310 + Penalty 5798.472603 = -21176094.535706 nChanged 33 SP:Iteration 28Q (60895.820000 sec): 3 clusters Score: Raw -21181902.769287 + Penalty 5798.472603 = -21176104.296684 nChanged 21 SP:Iteration 29Q (60896.160000 sec): 3 clusters Score: Raw -21181909.259769 + Penalty 5798.472603 = -21176110.787165 nChanged 14 SP:Iteration 30Q (60896.510000 sec): 3 clusters Score: Raw -21181913.065171 + Penalty 5798.472603 = -21176114.592568 nChanged 14 SP:Iteration 31Q (60896.860000 sec): 3 clusters Score: Raw -21181917.601865 + Penalty 5798.472603 = -21176119.129261 nChanged 8 SP:Iteration 32Q (60897.210000 sec): 3 clusters Score: Raw -21181919.809106 + Penalty 5798.472603 = -21176121.336503 nChanged 10 SP:Iteration 33Q (60897.560000 sec): 3 clusters Score: Raw -21181922.544569 + Penalty 5798.472603 = -21176124.071966 nChanged 11 SP:Iteration 34Q (60897.920000 sec): 3 clusters Score: Raw -21181926.107356 + Penalty 5798.472603 = -21176127.634753 nChanged 12 SP:Iteration 35Q (60898.260000 sec): 3 clusters Score: Raw -21181929.684994 + Penalty 5798.472603 = -21176131.212391 nChanged 15 SP:Iteration 36Q (60898.610000 sec): 3 clusters Score: Raw -21181935.439683 + Penalty 5798.472603 = -21176136.967080 nChanged 13 SP:Iteration 37Q (60898.950000 sec): 3 clusters Score: Raw -21181939.838697 + Penalty 5798.472603 = -21176141.366094 nChanged 19 SP:Iteration 38Q (60899.300000 sec): 3 clusters Score: Raw -21181945.900479 + Penalty 5798.472603 = -21176147.427876 nChanged 15 SP:Iteration 39Q (60899.640000 sec): 3 clusters Score: Raw -21181951.170436 + Penalty 5798.472603 = -21176152.697833 nChanged 13 SP:Iteration 40F (60900.120000 sec): 3 clusters Score: Raw -21181955.592703 + Penalty 5798.472603 = -21176157.120099 nChanged 12 SP:Iteration 41Q (60900.460000 sec): 3 clusters Score: Raw -21181959.794125 + Penalty 5798.472603 = -21176161.321522 nChanged 15 SP:Iteration 42Q (60900.800000 sec): 3 clusters Score: Raw -21181964.954354 + Penalty 5798.472603 = -21176166.481751 nChanged 11 SP:Iteration 43Q (60901.150000 sec): 3 clusters Score: Raw -21181968.679716 + Penalty 5798.472603 = -21176170.207113 nChanged 15 SP:Iteration 44Q (60901.490000 sec): 3 clusters Score: Raw -21181973.694057 + Penalty 5798.472603 = -21176175.221454 nChanged 11 SP:Iteration 45Q (60901.840000 sec): 3 clusters Score: Raw -21181977.308578 + Penalty 5798.472603 = -21176178.835975 nChanged 11 SP:Iteration 46Q (60902.180000 sec): 3 clusters Score: Raw -21181980.645522 + Penalty 5798.472603 = -21176182.172918 nChanged 4 SP:Iteration 47Q (60902.520000 sec): 3 clusters Score: Raw -21181981.773969 + Penalty 5798.472603 = -21176183.301366 nChanged 3 SP:Iteration 48Q (60902.870000 sec): 3 clusters Score: Raw -21181982.622417 + Penalty 5798.472603 = -21176184.149813 nChanged 5 SP:Iteration 49Q (60903.210000 sec): 3 clusters Score: Raw -21181984.244437 + Penalty 5798.472603 = -21176185.771833 nChanged 9 SP:Iteration 50Q (60903.550000 sec): 3 clusters Score: Raw -21181986.694678 + Penalty 5798.472603 = -21176188.222075 nChanged 6 SP:Iteration 51Q (60903.900000 sec): 3 clusters Score: Raw -21181988.686463 + Penalty 5798.472603 = -21176190.213860 nChanged 8 SP:Iteration 52Q (60904.240000 sec): 3 clusters Score: Raw -21181991.151222 + Penalty 5798.472603 = -21176192.678619 nChanged 2 SP:Iteration 53Q (60904.580000 sec): 3 clusters Score: Raw -21181991.642269 + Penalty 5798.472603 = -21176193.169666 nChanged 1 SP:Iteration 54Q (60904.930000 sec): 3 clusters Score: Raw -21181991.985037 + Penalty 5798.472603 = -21176193.512434 nChanged 2 SP:Iteration 55Q (60905.270000 sec): 3 clusters Score: Raw -21181992.741578 + Penalty 5798.472603 = -21176194.268975 nChanged 1 SP:Iteration 56Q (60905.610000 sec): 3 clusters Score: Raw -21181992.963597 + Penalty 5798.472603 = -21176194.490994 nChanged 1 SP:Iteration 57Q (60905.950000 sec): 3 clusters Score: Raw -21181993.175755 + Penalty 5798.472603 = -21176194.703151 nChanged 1 SP:Iteration 58Q (60906.300000 sec): 3 clusters Score: Raw -21181993.588280 + Penalty 5798.472603 = -21176195.115676 nChanged 1 SP:Iteration 59Q (60906.640000 sec): 3 clusters Score: Raw -21181993.767244 + Penalty 5798.472603 = -21176195.294641 nChanged 1 SP:Iteration 60F (60907.120000 sec): 3 clusters Score: Raw -21181994.088660 + Penalty 5798.472603 = -21176195.616057 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60907.160000 sec): 2 clusters Score: Raw -52798.056670 + Penalty 1502.082435 = -51295.974234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60907.170000 sec): 3 clusters Score: Raw -52949.213894 + Penalty 3004.164871 = -49945.049023 nChanged 84 SP:Iteration 1F (60907.170000 sec): 3 clusters Score: Raw -53134.032907 + Penalty 3004.164871 = -50129.868037 nChanged 26 SP:Iteration 2F (60907.170000 sec): 3 clusters Score: Raw -53218.192457 + Penalty 3004.164871 = -50214.027587 nChanged 28 SP:Iteration 3F (60907.170000 sec): 3 clusters Score: Raw -53302.461169 + Penalty 3004.164871 = -50298.296298 nChanged 25 SP:Iteration 4F (60907.170000 sec): 3 clusters Score: Raw -53384.337060 + Penalty 3004.164871 = -50380.172189 nChanged 19 SP:Iteration 5Q (60907.170000 sec): 3 clusters Score: Raw -53461.479231 + Penalty 3004.164871 = -50457.314360 nChanged 17 SP:Iteration 6Q (60907.170000 sec): 3 clusters Score: Raw -53530.259721 + Penalty 3004.164871 = -50526.094850 nChanged 14 SP:Iteration 7Q (60907.180000 sec): 3 clusters Score: Raw -53630.216697 + Penalty 3004.164871 = -50626.051826 nChanged 8 SP:Iteration 8Q (60907.180000 sec): 3 clusters Score: Raw -53660.200801 + Penalty 3004.164871 = -50656.035931 nChanged 5 SP:Iteration 9Q (60907.180000 sec): 3 clusters Score: Raw -53686.473185 + Penalty 3004.164871 = -50682.308314 nChanged 4 SP:Iteration 10Q (60907.180000 sec): 3 clusters Score: Raw -53701.396098 + Penalty 3004.164871 = -50697.231227 nChanged 3 SP:Iteration 11Q (60907.180000 sec): 3 clusters Score: Raw -53710.038587 + Penalty 3004.164871 = -50705.873716 nChanged 2 SP:Iteration 12Q (60907.180000 sec): 3 clusters Score: Raw -53720.460013 + Penalty 3004.164871 = -50716.295142 nChanged 1 SP:Iteration 13Q (60907.190000 sec): 3 clusters Score: Raw -53742.331619 + Penalty 3004.164871 = -50738.166748 nChanged 1 SP:Iteration 14Q (60907.190000 sec): 3 clusters Score: Raw -53745.262821 + Penalty 3004.164871 = -50741.097951 nChanged 0 SP:Iteration 15F (60907.190000 sec): 3 clusters Score: Raw -53745.262821 + Penalty 3004.164871 = -50741.097951 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60907.190000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60907.190000 sec): 3 clusters Score: Raw -52166.113684 + Penalty 2871.820245 = -49294.293439 nChanged 42 SP:Iteration 1F (60907.200000 sec): 3 clusters Score: Raw -52295.411057 + Penalty 2871.820245 = -49423.590812 nChanged 14 SP:Iteration 2Q (60907.200000 sec): 3 clusters Score: Raw -52347.720606 + Penalty 2871.820245 = -49475.900362 nChanged 8 SP:Iteration 3Q (60907.200000 sec): 3 clusters Score: Raw -52385.682953 + Penalty 2871.820245 = -49513.862708 nChanged 7 SP:Iteration 4Q (60907.200000 sec): 3 clusters Score: Raw -52427.952472 + Penalty 2871.820245 = -49556.132227 nChanged 3 SP:Iteration 5Q (60907.200000 sec): 3 clusters Score: Raw -52450.843985 + Penalty 2871.820245 = -49579.023741 nChanged 4 SP:Iteration 6Q (60907.200000 sec): 3 clusters Score: Raw -52476.284260 + Penalty 2871.820245 = -49604.464015 nChanged 4 SP:Iteration 7Q (60907.210000 sec): 3 clusters Score: Raw -52492.433794 + Penalty 2871.820245 = -49620.613549 nChanged 4 SP:Iteration 8Q (60907.210000 sec): 3 clusters Score: Raw -52508.389433 + Penalty 2871.820245 = -49636.569189 nChanged 2 SP:Iteration 9Q (60907.210000 sec): 3 clusters Score: Raw -52514.966467 + Penalty 2871.820245 = -49643.146223 nChanged 1 SP:Iteration 10Q (60907.210000 sec): 3 clusters Score: Raw -52518.189406 + Penalty 2871.820245 = -49646.369161 nChanged 0 SP:Iteration 11F (60907.210000 sec): 3 clusters Score: Raw -52518.189406 + Penalty 2871.820245 = -49646.369161 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60907.290000 sec): 2 clusters Score: Raw -3771442.519878 + Penalty 2490.585661 = -3768951.934217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60907.390000 sec): 3 clusters Score: Raw -3757788.705965 + Penalty 4981.171322 = -3752807.534643 nChanged 10278 SP:Iteration 1F (60907.470000 sec): 3 clusters Score: Raw -3763378.314031 + Penalty 4981.171322 = -3758397.142709 nChanged 1082 SP:Iteration 2Q (60907.570000 sec): 3 clusters Score: Raw -3763726.425716 + Penalty 4981.171322 = -3758745.254393 nChanged 950 SP:Iteration 3Q (60907.660000 sec): 3 clusters Score: Raw -3764002.339609 + Penalty 4981.171322 = -3759021.168286 nChanged 778 SP:Iteration 4Q (60907.750000 sec): 3 clusters Score: Raw -3764232.096823 + Penalty 4981.171322 = -3759250.925500 nChanged 735 SP:Iteration 5Q (60907.840000 sec): 3 clusters Score: Raw -3764443.238800 + Penalty 4981.171322 = -3759462.067478 nChanged 673 SP:Iteration 6Q (60907.930000 sec): 3 clusters Score: Raw -3764634.043801 + Penalty 4981.171322 = -3759652.872479 nChanged 637 SP:Iteration 7Q (60908.030000 sec): 3 clusters Score: Raw -3764822.801078 + Penalty 4981.171322 = -3759841.629755 nChanged 615 SP:Iteration 8Q (60908.120000 sec): 3 clusters Score: Raw -3765042.328907 + Penalty 4981.171322 = -3760061.157585 nChanged 670 SP:Iteration 9Q (60908.210000 sec): 3 clusters Score: Raw -3765290.645793 + Penalty 4981.171322 = -3760309.474471 nChanged 704 SP:Iteration 10Q (60908.300000 sec): 3 clusters Score: Raw -3765577.019340 + Penalty 4981.171322 = -3760595.848018 nChanged 755 SP:Iteration 11Q (60908.390000 sec): 3 clusters Score: Raw -3765925.451337 + Penalty 4981.171322 = -3760944.280015 nChanged 890 SP:Iteration 12Q (60908.480000 sec): 3 clusters Score: Raw -3766358.649863 + Penalty 4981.171322 = -3761377.478541 nChanged 914 SP:Iteration 13Q (60908.570000 sec): 3 clusters Score: Raw -3766807.503458 + Penalty 4981.171322 = -3761826.332135 nChanged 933 SP:Iteration 14Q (60908.660000 sec): 3 clusters Score: Raw -3767305.625342 + Penalty 4981.171322 = -3762324.454020 nChanged 990 SP:Iteration 15Q (60908.750000 sec): 3 clusters Score: Raw -3767860.338295 + Penalty 4981.171322 = -3762879.166973 nChanged 964 SP:Iteration 16Q (60908.840000 sec): 3 clusters Score: Raw -3768470.005903 + Penalty 4981.171322 = -3763488.834581 nChanged 978 SP:Iteration 17Q (60908.930000 sec): 3 clusters Score: Raw -3769140.605229 + Penalty 4981.171322 = -3764159.433906 nChanged 913 SP:Iteration 18Q (60909.010000 sec): 3 clusters Score: Raw -3769787.449603 + Penalty 4981.171322 = -3764806.278281 nChanged 766 SP:Iteration 19Q (60909.100000 sec): 3 clusters Score: Raw -3770358.150343 + Penalty 4981.171322 = -3765376.979021 nChanged 597 SP:Iteration 20F (60909.190000 sec): 3 clusters Score: Raw -3770796.394263 + Penalty 4981.171322 = -3765815.222940 nChanged 410 SP:Iteration 21Q (60909.260000 sec): 3 clusters Score: Raw -3771103.294082 + Penalty 4981.171322 = -3766122.122760 nChanged 282 SP:Iteration 22Q (60909.340000 sec): 3 clusters Score: Raw -3771317.358263 + Penalty 4981.171322 = -3766336.186940 nChanged 181 SP:Iteration 23Q (60909.410000 sec): 3 clusters Score: Raw -3771455.375879 + Penalty 4981.171322 = -3766474.204557 nChanged 110 SP:Iteration 24Q (60909.480000 sec): 3 clusters Score: Raw -3771550.268658 + Penalty 4981.171322 = -3766569.097336 nChanged 83 SP:Iteration 25Q (60909.540000 sec): 3 clusters Score: Raw -3771633.814365 + Penalty 4981.171322 = -3766652.643043 nChanged 61 SP:Iteration 26Q (60909.610000 sec): 3 clusters Score: Raw -3771684.224244 + Penalty 4981.171322 = -3766703.052922 nChanged 42 SP:Iteration 27Q (60909.680000 sec): 3 clusters Score: Raw -3771718.393858 + Penalty 4981.171322 = -3766737.222536 nChanged 26 SP:Iteration 28Q (60909.740000 sec): 3 clusters Score: Raw -3771743.567190 + Penalty 4981.171322 = -3766762.395868 nChanged 28 SP:Iteration 29Q (60909.810000 sec): 3 clusters Score: Raw -3771770.662139 + Penalty 4981.171322 = -3766789.490817 nChanged 26 SP:Iteration 30Q (60909.870000 sec): 3 clusters Score: Raw -3771792.270880 + Penalty 4981.171322 = -3766811.099557 nChanged 12 SP:Iteration 31Q (60909.940000 sec): 3 clusters Score: Raw -3771802.432144 + Penalty 4981.171322 = -3766821.260822 nChanged 11 SP:Iteration 32Q (60910.000000 sec): 3 clusters Score: Raw -3771812.053102 + Penalty 4981.171322 = -3766830.881779 nChanged 10 SP:Iteration 33Q (60910.070000 sec): 3 clusters Score: Raw -3771819.886214 + Penalty 4981.171322 = -3766838.714892 nChanged 7 SP:Iteration 34Q (60910.130000 sec): 3 clusters Score: Raw -3771825.849127 + Penalty 4981.171322 = -3766844.677804 nChanged 8 SP:Iteration 35Q (60910.190000 sec): 3 clusters Score: Raw -3771831.983226 + Penalty 4981.171322 = -3766850.811904 nChanged 4 SP:Iteration 36Q (60910.260000 sec): 3 clusters Score: Raw -3771834.374934 + Penalty 4981.171322 = -3766853.203612 nChanged 2 SP:Iteration 37Q (60910.320000 sec): 3 clusters Score: Raw -3771838.090023 + Penalty 4981.171322 = -3766856.918701 nChanged 5 SP:Iteration 38Q (60910.390000 sec): 3 clusters Score: Raw -3771843.083072 + Penalty 4981.171322 = -3766861.911750 nChanged 2 SP:Iteration 39Q (60910.450000 sec): 3 clusters Score: Raw -3771845.097518 + Penalty 4981.171322 = -3766863.926195 nChanged 5 SP:Iteration 40F (60910.540000 sec): 3 clusters Score: Raw -3771849.217397 + Penalty 4981.171322 = -3766868.046074 nChanged 2 SP:Iteration 41Q (60910.600000 sec): 3 clusters Score: Raw -3771850.362222 + Penalty 4981.171322 = -3766869.190900 nChanged 1 SP:Iteration 42Q (60910.670000 sec): 3 clusters Score: Raw -3771851.585333 + Penalty 4981.171322 = -3766870.414010 nChanged 0 SP:Iteration 43F (60910.760000 sec): 3 clusters Score: Raw -3771851.585333 + Penalty 4981.171322 = -3766870.414010 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60910.770000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60910.770000 sec): 3 clusters Score: Raw -42342.473938 + Penalty 2899.833632 = -39442.640305 nChanged 98 SP:Iteration 1F (60910.770000 sec): 3 clusters Score: Raw -42791.781505 + Penalty 2899.833632 = -39891.947873 nChanged 31 SP:Iteration 2F (60910.770000 sec): 3 clusters Score: Raw -42925.313010 + Penalty 2899.833632 = -40025.479378 nChanged 6 SP:Iteration 3Q (60910.780000 sec): 3 clusters Score: Raw -42996.196879 + Penalty 2899.833632 = -40096.363246 nChanged 5 SP:Iteration 4Q (60910.780000 sec): 3 clusters Score: Raw -43036.906619 + Penalty 2899.833632 = -40137.072986 nChanged 4 SP:Iteration 5Q (60910.780000 sec): 3 clusters Score: Raw -43052.569197 + Penalty 2899.833632 = -40152.735565 nChanged 2 SP:Iteration 6Q (60910.780000 sec): 3 clusters Score: Raw -43058.140826 + Penalty 2899.833632 = -40158.307193 nChanged 0 SP:Iteration 7F (60910.780000 sec): 3 clusters Score: Raw -43058.140826 + Penalty 2899.833632 = -40158.307193 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60910.850000 sec): 2 clusters Score: Raw -3199410.564555 + Penalty 2431.514910 = -3196979.049646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60910.920000 sec): 3 clusters Score: Raw -3188988.937610 + Penalty 4863.029819 = -3184125.907790 nChanged 7932 SP:Iteration 1F (60910.990000 sec): 3 clusters Score: Raw -3193302.891993 + Penalty 4863.029819 = -3188439.862174 nChanged 1038 SP:Iteration 2F (60911.060000 sec): 3 clusters Score: Raw -3193759.507358 + Penalty 4863.029819 = -3188896.477539 nChanged 953 SP:Iteration 3F (60911.130000 sec): 3 clusters Score: Raw -3194200.153161 + Penalty 4863.029819 = -3189337.123342 nChanged 894 SP:Iteration 4Q (60911.210000 sec): 3 clusters Score: Raw -3194676.683573 + Penalty 4863.029819 = -3189813.653754 nChanged 891 SP:Iteration 5Q (60911.280000 sec): 3 clusters Score: Raw -3195173.403384 + Penalty 4863.029819 = -3190310.373565 nChanged 939 SP:Iteration 6F (60911.350000 sec): 3 clusters Score: Raw -3195731.593444 + Penalty 4863.029819 = -3190868.563624 nChanged 906 SP:Iteration 7F (60911.420000 sec): 3 clusters Score: Raw -3196300.101468 + Penalty 4863.029819 = -3191437.071649 nChanged 874 SP:Iteration 8Q (60911.490000 sec): 3 clusters Score: Raw -3196854.174182 + Penalty 4863.029819 = -3191991.144363 nChanged 833 SP:Iteration 9Q (60911.570000 sec): 3 clusters Score: Raw -3197387.302521 + Penalty 4863.029819 = -3192524.272701 nChanged 734 SP:Iteration 10Q (60911.630000 sec): 3 clusters Score: Raw -3197812.664114 + Penalty 4863.029819 = -3192949.634295 nChanged 670 SP:Iteration 11Q (60911.710000 sec): 3 clusters Score: Raw -3198123.335425 + Penalty 4863.029819 = -3193260.305606 nChanged 576 SP:Iteration 12Q (60911.780000 sec): 3 clusters Score: Raw -3198366.912391 + Penalty 4863.029819 = -3193503.882572 nChanged 508 SP:Iteration 13Q (60911.850000 sec): 3 clusters Score: Raw -3198571.785965 + Penalty 4863.029819 = -3193708.756146 nChanged 394 SP:Iteration 14Q (60911.910000 sec): 3 clusters Score: Raw -3198703.553070 + Penalty 4863.029819 = -3193840.523251 nChanged 322 SP:Iteration 15Q (60911.990000 sec): 3 clusters Score: Raw -3198805.442930 + Penalty 4863.029819 = -3193942.413110 nChanged 268 SP:Iteration 16Q (60912.050000 sec): 3 clusters Score: Raw -3198888.907259 + Penalty 4863.029819 = -3194025.877439 nChanged 250 SP:Iteration 17Q (60912.120000 sec): 3 clusters Score: Raw -3198961.305965 + Penalty 4863.029819 = -3194098.276146 nChanged 215 SP:Iteration 18Q (60912.190000 sec): 3 clusters Score: Raw -3199012.504019 + Penalty 4863.029819 = -3194149.474200 nChanged 178 SP:Iteration 19Q (60912.260000 sec): 3 clusters Score: Raw -3199061.458557 + Penalty 4863.029819 = -3194198.428738 nChanged 206 SP:Iteration 20F (60912.330000 sec): 3 clusters Score: Raw -3199118.228585 + Penalty 4863.029819 = -3194255.198766 nChanged 208 SP:Iteration 21Q (60912.400000 sec): 3 clusters Score: Raw -3199178.045127 + Penalty 4863.029819 = -3194315.015308 nChanged 185 SP:Iteration 22Q (60912.470000 sec): 3 clusters Score: Raw -3199229.705220 + Penalty 4863.029819 = -3194366.675401 nChanged 181 SP:Iteration 23Q (60912.540000 sec): 3 clusters Score: Raw -3199274.389472 + Penalty 4863.029819 = -3194411.359653 nChanged 200 SP:Iteration 24Q (60912.610000 sec): 3 clusters Score: Raw -3199323.942989 + Penalty 4863.029819 = -3194460.913170 nChanged 201 SP:Iteration 25Q (60912.670000 sec): 3 clusters Score: Raw -3199374.234556 + Penalty 4863.029819 = -3194511.204736 nChanged 181 SP:Iteration 26Q (60912.740000 sec): 3 clusters Score: Raw -3199418.619142 + Penalty 4863.029819 = -3194555.589323 nChanged 168 SP:Iteration 27Q (60912.810000 sec): 3 clusters Score: Raw -3199464.591881 + Penalty 4863.029819 = -3194601.562061 nChanged 190 SP:Iteration 28Q (60912.880000 sec): 3 clusters Score: Raw -3199521.264268 + Penalty 4863.029819 = -3194658.234449 nChanged 208 SP:Iteration 29Q (60912.940000 sec): 3 clusters Score: Raw -3199574.896739 + Penalty 4863.029819 = -3194711.866920 nChanged 202 SP:Iteration 30Q (60913.010000 sec): 3 clusters Score: Raw -3199629.646222 + Penalty 4863.029819 = -3194766.616403 nChanged 225 SP:Iteration 31Q (60913.080000 sec): 3 clusters Score: Raw -3199693.897022 + Penalty 4863.029819 = -3194830.867203 nChanged 231 SP:Iteration 32Q (60913.140000 sec): 3 clusters Score: Raw -3199770.268808 + Penalty 4863.029819 = -3194907.238989 nChanged 250 SP:Iteration 33Q (60913.210000 sec): 3 clusters Score: Raw -3199858.826880 + Penalty 4863.029819 = -3194995.797061 nChanged 241 SP:Iteration 34Q (60913.270000 sec): 3 clusters Score: Raw -3199939.300194 + Penalty 4863.029819 = -3195076.270375 nChanged 231 SP:Iteration 35Q (60913.340000 sec): 3 clusters Score: Raw -3200019.908766 + Penalty 4863.029819 = -3195156.878947 nChanged 233 SP:Iteration 36Q (60913.410000 sec): 3 clusters Score: Raw -3200096.973329 + Penalty 4863.029819 = -3195233.943510 nChanged 212 SP:Iteration 37Q (60913.470000 sec): 3 clusters Score: Raw -3200162.526396 + Penalty 4863.029819 = -3195299.496577 nChanged 190 SP:Iteration 38Q (60913.530000 sec): 3 clusters Score: Raw -3200220.468485 + Penalty 4863.029819 = -3195357.438666 nChanged 172 SP:Iteration 39Q (60913.590000 sec): 3 clusters Score: Raw -3200269.775340 + Penalty 4863.029819 = -3195406.745520 nChanged 181 SP:Iteration 40F (60913.670000 sec): 3 clusters Score: Raw -3200321.602691 + Penalty 4863.029819 = -3195458.572872 nChanged 139 SP:Iteration 41Q (60913.730000 sec): 3 clusters Score: Raw -3200360.483682 + Penalty 4863.029819 = -3195497.453863 nChanged 136 SP:Iteration 42Q (60913.790000 sec): 3 clusters Score: Raw -3200398.214815 + Penalty 4863.029819 = -3195535.184995 nChanged 113 SP:Iteration 43Q (60913.850000 sec): 3 clusters Score: Raw -3200430.346345 + Penalty 4863.029819 = -3195567.316526 nChanged 106 SP:Iteration 44Q (60913.920000 sec): 3 clusters Score: Raw -3200457.873573 + Penalty 4863.029819 = -3195594.843753 nChanged 97 SP:Iteration 45Q (60913.980000 sec): 3 clusters Score: Raw -3200480.939402 + Penalty 4863.029819 = -3195617.909582 nChanged 82 SP:Iteration 46Q (60914.040000 sec): 3 clusters Score: Raw -3200501.141588 + Penalty 4863.029819 = -3195638.111768 nChanged 87 SP:Iteration 47Q (60914.100000 sec): 3 clusters Score: Raw -3200524.455795 + Penalty 4863.029819 = -3195661.425976 nChanged 87 SP:Iteration 48Q (60914.160000 sec): 3 clusters Score: Raw -3200550.551074 + Penalty 4863.029819 = -3195687.521255 nChanged 89 SP:Iteration 49Q (60914.220000 sec): 3 clusters Score: Raw -3200573.845109 + Penalty 4863.029819 = -3195710.815289 nChanged 91 SP:Iteration 50Q (60914.280000 sec): 3 clusters Score: Raw -3200598.083889 + Penalty 4863.029819 = -3195735.054070 nChanged 79 SP:Iteration 51Q (60914.340000 sec): 3 clusters Score: Raw -3200615.770203 + Penalty 4863.029819 = -3195752.740383 nChanged 57 SP:Iteration 52Q (60914.400000 sec): 3 clusters Score: Raw -3200626.161191 + Penalty 4863.029819 = -3195763.131371 nChanged 47 SP:Iteration 53Q (60914.460000 sec): 3 clusters Score: Raw -3200635.983810 + Penalty 4863.029819 = -3195772.953990 nChanged 48 SP:Iteration 54Q (60914.520000 sec): 3 clusters Score: Raw -3200648.304324 + Penalty 4863.029819 = -3195785.274505 nChanged 43 SP:Iteration 55Q (60914.580000 sec): 3 clusters Score: Raw -3200658.845658 + Penalty 4863.029819 = -3195795.815838 nChanged 36 SP:Iteration 56Q (60914.640000 sec): 3 clusters Score: Raw -3200666.281572 + Penalty 4863.029819 = -3195803.251753 nChanged 33 SP:Iteration 57Q (60914.700000 sec): 3 clusters Score: Raw -3200673.424676 + Penalty 4863.029819 = -3195810.394857 nChanged 33 SP:Iteration 58Q (60914.760000 sec): 3 clusters Score: Raw -3200679.725353 + Penalty 4863.029819 = -3195816.695534 nChanged 20 SP:Iteration 59Q (60914.820000 sec): 3 clusters Score: Raw -3200682.995886 + Penalty 4863.029819 = -3195819.966067 nChanged 18 SP:Iteration 60F (60914.890000 sec): 3 clusters Score: Raw -3200686.405901 + Penalty 4863.029819 = -3195823.376082 nChanged 20 SP:Iteration 61Q (60914.950000 sec): 3 clusters Score: Raw -3200689.491935 + Penalty 4863.029819 = -3195826.462116 nChanged 13 SP:Iteration 62Q (60915.010000 sec): 3 clusters Score: Raw -3200691.230998 + Penalty 4863.029819 = -3195828.201179 nChanged 10 SP:Iteration 63Q (60915.070000 sec): 3 clusters Score: Raw -3200693.356032 + Penalty 4863.029819 = -3195830.326213 nChanged 13 SP:Iteration 64Q (60915.130000 sec): 3 clusters Score: Raw -3200695.841603 + Penalty 4863.029819 = -3195832.811784 nChanged 14 SP:Iteration 65Q (60915.180000 sec): 3 clusters Score: Raw -3200698.456781 + Penalty 4863.029819 = -3195835.426962 nChanged 6 SP:Iteration 66Q (60915.240000 sec): 3 clusters Score: Raw -3200699.449323 + Penalty 4863.029819 = -3195836.419504 nChanged 9 SP:Iteration 67Q (60915.300000 sec): 3 clusters Score: Raw -3200701.027058 + Penalty 4863.029819 = -3195837.997239 nChanged 9 SP:Iteration 68Q (60915.360000 sec): 3 clusters Score: Raw -3200702.482460 + Penalty 4863.029819 = -3195839.452641 nChanged 10 SP:Iteration 69Q (60915.420000 sec): 3 clusters Score: Raw -3200704.220755 + Penalty 4863.029819 = -3195841.190936 nChanged 6 SP:Iteration 70Q (60915.480000 sec): 3 clusters Score: Raw -3200705.285716 + Penalty 4863.029819 = -3195842.255897 nChanged 8 SP:Iteration 71Q (60915.540000 sec): 3 clusters Score: Raw -3200706.570884 + Penalty 4863.029819 = -3195843.541065 nChanged 6 SP:Iteration 72Q (60915.600000 sec): 3 clusters Score: Raw -3200707.530004 + Penalty 4863.029819 = -3195844.500185 nChanged 4 SP:Iteration 73Q (60915.650000 sec): 3 clusters Score: Raw -3200708.681526 + Penalty 4863.029819 = -3195845.651707 nChanged 6 SP:Iteration 74Q (60915.710000 sec): 3 clusters Score: Raw -3200709.452374 + Penalty 4863.029819 = -3195846.422555 nChanged 3 SP:Iteration 75Q (60915.770000 sec): 3 clusters Score: Raw -3200709.758101 + Penalty 4863.029819 = -3195846.728282 nChanged 3 SP:Iteration 76Q (60915.830000 sec): 3 clusters Score: Raw -3200709.968020 + Penalty 4863.029819 = -3195846.938201 nChanged 0 SP:Iteration 77F (60915.900000 sec): 3 clusters Score: Raw -3200709.968020 + Penalty 4863.029819 = -3195846.938201 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (60916.660000 sec): 2 clusters Score: Raw -38112071.823549 + Penalty 3051.300314 = -38109020.523235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (60917.570000 sec): 3 clusters Score: Raw -37967278.446439 + Penalty 6102.600628 = -37961175.845811 nChanged 106135 SP:Iteration 1F (60918.470000 sec): 3 clusters Score: Raw -38029737.309572 + Penalty 6102.600628 = -38023634.708944 nChanged 6147 SP:Iteration 2Q (60919.390000 sec): 3 clusters Score: Raw -38031000.873065 + Penalty 6102.600628 = -38024898.272437 nChanged 6500 SP:Iteration 3Q (60920.310000 sec): 3 clusters Score: Raw -38032583.038959 + Penalty 6102.600628 = -38026480.438332 nChanged 7115 SP:Iteration 4Q (60921.230000 sec): 3 clusters Score: Raw -38034602.966911 + Penalty 6102.600628 = -38028500.366283 nChanged 8150 SP:Iteration 5Q (60922.150000 sec): 3 clusters Score: Raw -38037355.586340 + Penalty 6102.600628 = -38031252.985713 nChanged 9439 SP:Iteration 6Q (60923.070000 sec): 3 clusters Score: Raw -38041163.195978 + Penalty 6102.600628 = -38035060.595351 nChanged 10976 SP:Iteration 7Q (60923.990000 sec): 3 clusters Score: Raw -38046465.198673 + Penalty 6102.600628 = -38040362.598045 nChanged 12490 SP:Iteration 8F (60924.900000 sec): 3 clusters Score: Raw -38053591.776682 + Penalty 6102.600628 = -38047489.176054 nChanged 13223 SP:Iteration 9F (60925.790000 sec): 3 clusters Score: Raw -38061730.939460 + Penalty 6102.600628 = -38055628.338833 nChanged 12920 SP:Iteration 10F (60926.690000 sec): 3 clusters Score: Raw -38069391.257552 + Penalty 6102.600628 = -38063288.656924 nChanged 10854 SP:Iteration 11Q (60927.610000 sec): 3 clusters Score: Raw -38075159.571464 + Penalty 6102.600628 = -38069056.970836 nChanged 8364 SP:Iteration 12Q (60928.490000 sec): 3 clusters Score: Raw -38078911.149335 + Penalty 6102.600628 = -38072808.548708 nChanged 6155 SP:Iteration 13Q (60929.370000 sec): 3 clusters Score: Raw -38081255.811013 + Penalty 6102.600628 = -38075153.210385 nChanged 4805 SP:Iteration 14Q (60930.240000 sec): 3 clusters Score: Raw -38082977.763300 + Penalty 6102.600628 = -38076875.162672 nChanged 4250 SP:Iteration 15Q (60931.100000 sec): 3 clusters Score: Raw -38084493.655492 + Penalty 6102.600628 = -38078391.054865 nChanged 4072 SP:Iteration 16Q (60931.950000 sec): 3 clusters Score: Raw -38085942.150489 + Penalty 6102.600628 = -38079839.549861 nChanged 4135 SP:Iteration 17Q (60932.780000 sec): 3 clusters Score: Raw -38087496.883446 + Penalty 6102.600628 = -38081394.282818 nChanged 4220 SP:Iteration 18Q (60933.610000 sec): 3 clusters Score: Raw -38089155.508306 + Penalty 6102.600628 = -38083052.907678 nChanged 4222 SP:Iteration 19Q (60934.430000 sec): 3 clusters Score: Raw -38090870.432839 + Penalty 6102.600628 = -38084767.832212 nChanged 4207 SP:Iteration 20F (60935.320000 sec): 3 clusters Score: Raw -38092657.379374 + Penalty 6102.600628 = -38086554.778746 nChanged 4190 SP:Iteration 21Q (60936.130000 sec): 3 clusters Score: Raw -38094491.988466 + Penalty 6102.600628 = -38088389.387838 nChanged 4169 SP:Iteration 22Q (60936.920000 sec): 3 clusters Score: Raw -38096412.649089 + Penalty 6102.600628 = -38090310.048461 nChanged 3960 SP:Iteration 23Q (60937.710000 sec): 3 clusters Score: Raw -38098337.843987 + Penalty 6102.600628 = -38092235.243359 nChanged 3811 SP:Iteration 24Q (60938.470000 sec): 3 clusters Score: Raw -38100300.419510 + Penalty 6102.600628 = -38094197.818882 nChanged 3644 SP:Iteration 25Q (60939.220000 sec): 3 clusters Score: Raw -38102247.959306 + Penalty 6102.600628 = -38096145.358678 nChanged 3331 SP:Iteration 26Q (60939.950000 sec): 3 clusters Score: Raw -38104052.611340 + Penalty 6102.600628 = -38097950.010712 nChanged 2908 SP:Iteration 27Q (60940.670000 sec): 3 clusters Score: Raw -38105657.708552 + Penalty 6102.600628 = -38099555.107924 nChanged 2599 SP:Iteration 28Q (60941.380000 sec): 3 clusters Score: Raw -38107115.762216 + Penalty 6102.600628 = -38101013.161588 nChanged 2271 SP:Iteration 29Q (60942.080000 sec): 3 clusters Score: Raw -38108353.148959 + Penalty 6102.600628 = -38102250.548331 nChanged 1927 SP:Iteration 30Q (60942.770000 sec): 3 clusters Score: Raw -38109362.440668 + Penalty 6102.600628 = -38103259.840041 nChanged 1585 SP:Iteration 31Q (60943.450000 sec): 3 clusters Score: Raw -38110106.989817 + Penalty 6102.600628 = -38104004.389190 nChanged 1270 SP:Iteration 32Q (60944.120000 sec): 3 clusters Score: Raw -38110667.907472 + Penalty 6102.600628 = -38104565.306844 nChanged 1043 SP:Iteration 33Q (60944.790000 sec): 3 clusters Score: Raw -38111099.565309 + Penalty 6102.600628 = -38104996.964681 nChanged 831 SP:Iteration 34Q (60945.440000 sec): 3 clusters Score: Raw -38111420.996089 + Penalty 6102.600628 = -38105318.395462 nChanged 675 SP:Iteration 35Q (60946.090000 sec): 3 clusters Score: Raw -38111664.354921 + Penalty 6102.600628 = -38105561.754293 nChanged 554 SP:Iteration 36Q (60946.740000 sec): 3 clusters Score: Raw -38111852.631142 + Penalty 6102.600628 = -38105750.030514 nChanged 444 SP:Iteration 37Q (60947.380000 sec): 3 clusters Score: Raw -38112004.031063 + Penalty 6102.600628 = -38105901.430436 nChanged 390 SP:Iteration 38Q (60948.030000 sec): 3 clusters Score: Raw -38112132.204829 + Penalty 6102.600628 = -38106029.604201 nChanged 320 SP:Iteration 39Q (60948.670000 sec): 3 clusters Score: Raw -38112234.721692 + Penalty 6102.600628 = -38106132.121064 nChanged 282 SP:Iteration 40F (60949.550000 sec): 3 clusters Score: Raw -38112314.197523 + Penalty 6102.600628 = -38106211.596895 nChanged 235 SP:Iteration 41Q (60950.190000 sec): 3 clusters Score: Raw -38112374.191398 + Penalty 6102.600628 = -38106271.590770 nChanged 196 SP:Iteration 42Q (60950.820000 sec): 3 clusters Score: Raw -38112421.636401 + Penalty 6102.600628 = -38106319.035774 nChanged 164 SP:Iteration 43Q (60951.460000 sec): 3 clusters Score: Raw -38112462.248495 + Penalty 6102.600628 = -38106359.647868 nChanged 138 SP:Iteration 44Q (60952.090000 sec): 3 clusters Score: Raw -38112496.181227 + Penalty 6102.600628 = -38106393.580599 nChanged 134 SP:Iteration 45Q (60952.720000 sec): 3 clusters Score: Raw -38112527.381924 + Penalty 6102.600628 = -38106424.781296 nChanged 128 SP:Iteration 46Q (60953.360000 sec): 3 clusters Score: Raw -38112556.574832 + Penalty 6102.600628 = -38106453.974204 nChanged 117 SP:Iteration 47Q (60953.990000 sec): 3 clusters Score: Raw -38112583.125344 + Penalty 6102.600628 = -38106480.524716 nChanged 114 SP:Iteration 48Q (60954.620000 sec): 3 clusters Score: Raw -38112607.897713 + Penalty 6102.600628 = -38106505.297086 nChanged 105 SP:Iteration 49Q (60955.250000 sec): 3 clusters Score: Raw -38112630.814597 + Penalty 6102.600628 = -38106528.213969 nChanged 96 SP:Iteration 50Q (60955.880000 sec): 3 clusters Score: Raw -38112653.054057 + Penalty 6102.600628 = -38106550.453430 nChanged 98 SP:Iteration 51Q (60956.520000 sec): 3 clusters Score: Raw -38112675.523076 + Penalty 6102.600628 = -38106572.922449 nChanged 84 SP:Iteration 52Q (60957.140000 sec): 3 clusters Score: Raw -38112694.540239 + Penalty 6102.600628 = -38106591.939611 nChanged 73 SP:Iteration 53Q (60957.780000 sec): 3 clusters Score: Raw -38112710.625022 + Penalty 6102.600628 = -38106608.024394 nChanged 76 SP:Iteration 54Q (60958.400000 sec): 3 clusters Score: Raw -38112725.634369 + Penalty 6102.600628 = -38106623.033741 nChanged 65 SP:Iteration 55Q (60959.030000 sec): 3 clusters Score: Raw -38112736.943452 + Penalty 6102.600628 = -38106634.342824 nChanged 57 SP:Iteration 56Q (60959.660000 sec): 3 clusters Score: Raw -38112749.380835 + Penalty 6102.600628 = -38106646.780208 nChanged 68 SP:Iteration 57Q (60960.290000 sec): 3 clusters Score: Raw -38112763.120629 + Penalty 6102.600628 = -38106660.520001 nChanged 56 SP:Iteration 58Q (60960.920000 sec): 3 clusters Score: Raw -38112775.139223 + Penalty 6102.600628 = -38106672.538595 nChanged 46 SP:Iteration 59Q (60961.560000 sec): 3 clusters Score: Raw -38112783.764652 + Penalty 6102.600628 = -38106681.164024 nChanged 41 SP:Iteration 60F (60962.440000 sec): 3 clusters Score: Raw -38112791.400975 + Penalty 6102.600628 = -38106688.800348 nChanged 37 SP:Iteration 61Q (60963.070000 sec): 3 clusters Score: Raw -38112797.360190 + Penalty 6102.600628 = -38106694.759562 nChanged 37 SP:Iteration 62Q (60963.700000 sec): 3 clusters Score: Raw -38112804.372476 + Penalty 6102.600628 = -38106701.771849 nChanged 31 SP:Iteration 63Q (60964.330000 sec): 3 clusters Score: Raw -38112810.076648 + Penalty 6102.600628 = -38106707.476020 nChanged 30 SP:Iteration 64Q (60964.960000 sec): 3 clusters Score: Raw -38112815.188998 + Penalty 6102.600628 = -38106712.588370 nChanged 37 SP:Iteration 65Q (60965.590000 sec): 3 clusters Score: Raw -38112821.055447 + Penalty 6102.600628 = -38106718.454819 nChanged 36 SP:Iteration 66Q (60966.220000 sec): 3 clusters Score: Raw -38112827.780064 + Penalty 6102.600628 = -38106725.179437 nChanged 26 SP:Iteration 67Q (60966.850000 sec): 3 clusters Score: Raw -38112832.196011 + Penalty 6102.600628 = -38106729.595383 nChanged 28 SP:Iteration 68Q (60967.470000 sec): 3 clusters Score: Raw -38112836.569909 + Penalty 6102.600628 = -38106733.969282 nChanged 21 SP:Iteration 69Q (60968.100000 sec): 3 clusters Score: Raw -38112839.630714 + Penalty 6102.600628 = -38106737.030087 nChanged 24 SP:Iteration 70Q (60968.730000 sec): 3 clusters Score: Raw -38112843.592336 + Penalty 6102.600628 = -38106740.991709 nChanged 20 SP:Iteration 71Q (60969.360000 sec): 3 clusters Score: Raw -38112846.722533 + Penalty 6102.600628 = -38106744.121905 nChanged 17 SP:Iteration 72Q (60969.990000 sec): 3 clusters Score: Raw -38112849.163705 + Penalty 6102.600628 = -38106746.563077 nChanged 16 SP:Iteration 73Q (60970.620000 sec): 3 clusters Score: Raw -38112851.354279 + Penalty 6102.600628 = -38106748.753651 nChanged 13 SP:Iteration 74Q (60971.250000 sec): 3 clusters Score: Raw -38112852.830930 + Penalty 6102.600628 = -38106750.230302 nChanged 10 SP:Iteration 75Q (60971.870000 sec): 3 clusters Score: Raw -38112854.198560 + Penalty 6102.600628 = -38106751.597932 nChanged 8 SP:Iteration 76Q (60972.500000 sec): 3 clusters Score: Raw -38112855.270907 + Penalty 6102.600628 = -38106752.670280 nChanged 9 SP:Iteration 77Q (60973.130000 sec): 3 clusters Score: Raw -38112856.264312 + Penalty 6102.600628 = -38106753.663685 nChanged 3 SP:Iteration 78Q (60973.760000 sec): 3 clusters Score: Raw -38112856.565714 + Penalty 6102.600628 = -38106753.965087 nChanged 3 SP:Iteration 79Q (60974.380000 sec): 3 clusters Score: Raw -38112856.975516 + Penalty 6102.600628 = -38106754.374888 nChanged 6 SP:Iteration 80F (60975.270000 sec): 3 clusters Score: Raw -38112857.896352 + Penalty 6102.600628 = -38106755.295724 nChanged 5 SP:Iteration 81Q (60975.900000 sec): 3 clusters Score: Raw -38112858.801952 + Penalty 6102.600628 = -38106756.201324 nChanged 6 SP:Iteration 82Q (60976.530000 sec): 3 clusters Score: Raw -38112859.618496 + Penalty 6102.600628 = -38106757.017869 nChanged 7 SP:Iteration 83Q (60977.150000 sec): 3 clusters Score: Raw -38112860.533088 + Penalty 6102.600628 = -38106757.932460 nChanged 8 SP:Iteration 84Q (60977.780000 sec): 3 clusters Score: Raw -38112861.510810 + Penalty 6102.600628 = -38106758.910182 nChanged 6 SP:Iteration 85Q (60978.410000 sec): 3 clusters Score: Raw -38112862.165110 + Penalty 6102.600628 = -38106759.564482 nChanged 1 SP:Iteration 86Q (60979.040000 sec): 3 clusters Score: Raw -38112862.386895 + Penalty 6102.600628 = -38106759.786267 nChanged 7 SP:Iteration 87Q (60979.670000 sec): 3 clusters Score: Raw -38112863.360714 + Penalty 6102.600628 = -38106760.760087 nChanged 7 SP:Iteration 88Q (60980.290000 sec): 3 clusters Score: Raw -38112864.368862 + Penalty 6102.600628 = -38106761.768234 nChanged 7 SP:Iteration 89Q (60980.930000 sec): 3 clusters Score: Raw -38112865.214249 + Penalty 6102.600628 = -38106762.613621 nChanged 5 SP:Iteration 90Q (60981.550000 sec): 3 clusters Score: Raw -38112866.188681 + Penalty 6102.600628 = -38106763.588053 nChanged 11 SP:Iteration 91Q (60982.180000 sec): 3 clusters Score: Raw -38112868.261891 + Penalty 6102.600628 = -38106765.661264 nChanged 15 SP:Iteration 92Q (60982.810000 sec): 3 clusters Score: Raw -38112870.459093 + Penalty 6102.600628 = -38106767.858465 nChanged 13 SP:Iteration 93Q (60983.440000 sec): 3 clusters Score: Raw -38112873.027816 + Penalty 6102.600628 = -38106770.427189 nChanged 15 SP:Iteration 94Q (60984.070000 sec): 3 clusters Score: Raw -38112875.197723 + Penalty 6102.600628 = -38106772.597095 nChanged 15 SP:Iteration 95Q (60984.700000 sec): 3 clusters Score: Raw -38112877.818658 + Penalty 6102.600628 = -38106775.218030 nChanged 14 SP:Iteration 96Q (60985.330000 sec): 3 clusters Score: Raw -38112880.111922 + Penalty 6102.600628 = -38106777.511294 nChanged 19 SP:Iteration 97Q (60985.950000 sec): 3 clusters Score: Raw -38112882.911163 + Penalty 6102.600628 = -38106780.310535 nChanged 15 SP:Iteration 98Q (60986.580000 sec): 3 clusters Score: Raw -38112884.934963 + Penalty 6102.600628 = -38106782.334335 nChanged 11 SP:Iteration 99Q (60987.210000 sec): 3 clusters Score: Raw -38112886.821276 + Penalty 6102.600628 = -38106784.220648 nChanged 12 SP:Iteration 100F (60988.090000 sec): 3 clusters Score: Raw -38112888.646319 + Penalty 6102.600628 = -38106786.045691 nChanged 15 SP:Iteration 101Q (60988.730000 sec): 3 clusters Score: Raw -38112891.632616 + Penalty 6102.600628 = -38106789.031988 nChanged 19 SP:Iteration 102Q (60989.350000 sec): 3 clusters Score: Raw -38112895.130736 + Penalty 6102.600628 = -38106792.530108 nChanged 23 SP:Iteration 103Q (60989.980000 sec): 3 clusters Score: Raw -38112898.815712 + Penalty 6102.600628 = -38106796.215085 nChanged 27 SP:Iteration 104Q (60990.610000 sec): 3 clusters Score: Raw -38112904.633739 + Penalty 6102.600628 = -38106802.033111 nChanged 33 SP:Iteration 105Q (60991.240000 sec): 3 clusters Score: Raw -38112910.289825 + Penalty 6102.600628 = -38106807.689197 nChanged 36 SP:Iteration 106Q (60991.870000 sec): 3 clusters Score: Raw -38112917.354634 + Penalty 6102.600628 = -38106814.754006 nChanged 35 SP:Iteration 107Q (60992.490000 sec): 3 clusters Score: Raw -38112924.063262 + Penalty 6102.600628 = -38106821.462634 nChanged 30 SP:Iteration 108Q (60993.120000 sec): 3 clusters Score: Raw -38112928.563638 + Penalty 6102.600628 = -38106825.963010 nChanged 20 SP:Iteration 109Q (60993.750000 sec): 3 clusters Score: Raw -38112932.331399 + Penalty 6102.600628 = -38106829.730771 nChanged 25 SP:Iteration 110Q (60994.380000 sec): 3 clusters Score: Raw -38112937.365987 + Penalty 6102.600628 = -38106834.765359 nChanged 31 SP:Iteration 111Q (60995.000000 sec): 3 clusters Score: Raw -38112942.742002 + Penalty 6102.600628 = -38106840.141374 nChanged 29 SP:Iteration 112Q (60995.630000 sec): 3 clusters Score: Raw -38112947.600966 + Penalty 6102.600628 = -38106845.000338 nChanged 28 SP:Iteration 113Q (60996.260000 sec): 3 clusters Score: Raw -38112953.698354 + Penalty 6102.600628 = -38106851.097726 nChanged 37 SP:Iteration 114Q (60996.890000 sec): 3 clusters Score: Raw -38112960.758781 + Penalty 6102.600628 = -38106858.158154 nChanged 31 SP:Iteration 115Q (60997.510000 sec): 3 clusters Score: Raw -38112966.207839 + Penalty 6102.600628 = -38106863.607212 nChanged 26 SP:Iteration 116Q (60998.140000 sec): 3 clusters Score: Raw -38112971.571859 + Penalty 6102.600628 = -38106868.971231 nChanged 26 SP:Iteration 117Q (60998.770000 sec): 3 clusters Score: Raw -38112976.289034 + Penalty 6102.600628 = -38106873.688407 nChanged 20 SP:Iteration 118Q (60999.400000 sec): 3 clusters Score: Raw -38112979.754317 + Penalty 6102.600628 = -38106877.153689 nChanged 19 SP:Iteration 119Q (61000.020000 sec): 3 clusters Score: Raw -38112982.004748 + Penalty 6102.600628 = -38106879.404121 nChanged 21 SP:Iteration 120F (61000.910000 sec): 3 clusters Score: Raw -38112985.412773 + Penalty 6102.600628 = -38106882.812145 nChanged 19 SP:Iteration 121Q (61001.540000 sec): 3 clusters Score: Raw -38112988.250524 + Penalty 6102.600628 = -38106885.649896 nChanged 21 SP:Iteration 122Q (61002.170000 sec): 3 clusters Score: Raw -38112991.765318 + Penalty 6102.600628 = -38106889.164690 nChanged 17 SP:Iteration 123Q (61002.800000 sec): 3 clusters Score: Raw -38112994.645614 + Penalty 6102.600628 = -38106892.044987 nChanged 17 SP:Iteration 124Q (61003.420000 sec): 3 clusters Score: Raw -38112997.611623 + Penalty 6102.600628 = -38106895.010995 nChanged 23 SP:Iteration 125Q (61004.050000 sec): 3 clusters Score: Raw -38113001.445850 + Penalty 6102.600628 = -38106898.845222 nChanged 24 SP:Iteration 126Q (61004.680000 sec): 3 clusters Score: Raw -38113005.641213 + Penalty 6102.600628 = -38106903.040586 nChanged 25 SP:Iteration 127Q (61005.310000 sec): 3 clusters Score: Raw -38113010.575369 + Penalty 6102.600628 = -38106907.974741 nChanged 28 SP:Iteration 128Q (61005.940000 sec): 3 clusters Score: Raw -38113015.503752 + Penalty 6102.600628 = -38106912.903124 nChanged 22 SP:Iteration 129Q (61006.560000 sec): 3 clusters Score: Raw -38113018.927256 + Penalty 6102.600628 = -38106916.326628 nChanged 23 SP:Iteration 130Q (61007.190000 sec): 3 clusters Score: Raw -38113022.766304 + Penalty 6102.600628 = -38106920.165677 nChanged 22 SP:Iteration 131Q (61007.820000 sec): 3 clusters Score: Raw -38113026.620476 + Penalty 6102.600628 = -38106924.019848 nChanged 17 SP:Iteration 132Q (61008.440000 sec): 3 clusters Score: Raw -38113028.806875 + Penalty 6102.600628 = -38106926.206247 nChanged 16 SP:Iteration 133Q (61009.070000 sec): 3 clusters Score: Raw -38113031.317746 + Penalty 6102.600628 = -38106928.717119 nChanged 18 SP:Iteration 134Q (61009.700000 sec): 3 clusters Score: Raw -38113034.105051 + Penalty 6102.600628 = -38106931.504423 nChanged 12 SP:Iteration 135Q (61010.330000 sec): 3 clusters Score: Raw -38113035.739744 + Penalty 6102.600628 = -38106933.139116 nChanged 12 SP:Iteration 136Q (61010.960000 sec): 3 clusters Score: Raw -38113037.754098 + Penalty 6102.600628 = -38106935.153470 nChanged 16 SP:Iteration 137Q (61011.580000 sec): 3 clusters Score: Raw -38113040.228194 + Penalty 6102.600628 = -38106937.627567 nChanged 13 SP:Iteration 138Q (61012.210000 sec): 3 clusters Score: Raw -38113042.023564 + Penalty 6102.600628 = -38106939.422937 nChanged 10 SP:Iteration 139Q (61012.840000 sec): 3 clusters Score: Raw -38113043.125049 + Penalty 6102.600628 = -38106940.524421 nChanged 8 SP:Iteration 140F (61013.720000 sec): 3 clusters Score: Raw -38113044.453667 + Penalty 6102.600628 = -38106941.853039 nChanged 11 SP:Iteration 141Q (61014.360000 sec): 3 clusters Score: Raw -38113046.311310 + Penalty 6102.600628 = -38106943.710682 nChanged 12 SP:Iteration 142Q (61014.980000 sec): 3 clusters Score: Raw -38113048.047086 + Penalty 6102.600628 = -38106945.446459 nChanged 16 SP:Iteration 143Q (61015.610000 sec): 3 clusters Score: Raw -38113050.078254 + Penalty 6102.600628 = -38106947.477626 nChanged 11 SP:Iteration 144Q (61016.240000 sec): 3 clusters Score: Raw -38113051.770505 + Penalty 6102.600628 = -38106949.169877 nChanged 16 SP:Iteration 145Q (61016.870000 sec): 3 clusters Score: Raw -38113054.499228 + Penalty 6102.600628 = -38106951.898600 nChanged 17 SP:Iteration 146Q (61017.500000 sec): 3 clusters Score: Raw -38113057.726529 + Penalty 6102.600628 = -38106955.125901 nChanged 15 SP:Iteration 147Q (61018.130000 sec): 3 clusters Score: Raw -38113060.365562 + Penalty 6102.600628 = -38106957.764934 nChanged 18 SP:Iteration 148Q (61018.760000 sec): 3 clusters Score: Raw -38113063.601031 + Penalty 6102.600628 = -38106961.000403 nChanged 17 SP:Iteration 149Q (61019.400000 sec): 3 clusters Score: Raw -38113066.488323 + Penalty 6102.600628 = -38106963.887695 nChanged 26 SP:Iteration 150Q (61020.020000 sec): 3 clusters Score: Raw -38113071.063481 + Penalty 6102.600628 = -38106968.462853 nChanged 30 SP:Iteration 151Q (61020.660000 sec): 3 clusters Score: Raw -38113076.166980 + Penalty 6102.600628 = -38106973.566352 nChanged 33 SP:Iteration 152Q (61021.290000 sec): 3 clusters Score: Raw -38113082.278373 + Penalty 6102.600628 = -38106979.677745 nChanged 27 SP:Iteration 153Q (61021.920000 sec): 3 clusters Score: Raw -38113086.740105 + Penalty 6102.600628 = -38106984.139477 nChanged 29 SP:Iteration 154Q (61022.550000 sec): 3 clusters Score: Raw -38113090.938579 + Penalty 6102.600628 = -38106988.337951 nChanged 27 SP:Iteration 155Q (61023.190000 sec): 3 clusters Score: Raw -38113095.495884 + Penalty 6102.600628 = -38106992.895256 nChanged 23 SP:Iteration 156Q (61023.820000 sec): 3 clusters Score: Raw -38113098.939164 + Penalty 6102.600628 = -38106996.338536 nChanged 22 SP:Iteration 157Q (61024.450000 sec): 3 clusters Score: Raw -38113103.296987 + Penalty 6102.600628 = -38107000.696359 nChanged 29 SP:Iteration 158Q (61025.100000 sec): 3 clusters Score: Raw -38113108.678559 + Penalty 6102.600628 = -38107006.077931 nChanged 22 SP:Iteration 159Q (61025.730000 sec): 3 clusters Score: Raw -38113112.480727 + Penalty 6102.600628 = -38107009.880099 nChanged 23 SP:Iteration 160F (61026.620000 sec): 3 clusters Score: Raw -38113115.733358 + Penalty 6102.600628 = -38107013.132731 nChanged 21 SP:Iteration 161Q (61027.250000 sec): 3 clusters Score: Raw -38113119.417435 + Penalty 6102.600628 = -38107016.816808 nChanged 25 SP:Iteration 162Q (61027.880000 sec): 3 clusters Score: Raw -38113123.451387 + Penalty 6102.600628 = -38107020.850759 nChanged 23 SP:Iteration 163Q (61028.520000 sec): 3 clusters Score: Raw -38113126.830633 + Penalty 6102.600628 = -38107024.230006 nChanged 21 SP:Iteration 164Q (61029.150000 sec): 3 clusters Score: Raw -38113130.273370 + Penalty 6102.600628 = -38107027.672743 nChanged 24 SP:Iteration 165Q (61029.790000 sec): 3 clusters Score: Raw -38113135.299999 + Penalty 6102.600628 = -38107032.699372 nChanged 25 SP:Iteration 166Q (61030.420000 sec): 3 clusters Score: Raw -38113139.896149 + Penalty 6102.600628 = -38107037.295521 nChanged 28 SP:Iteration 167Q (61031.050000 sec): 3 clusters Score: Raw -38113144.136328 + Penalty 6102.600628 = -38107041.535700 nChanged 26 SP:Iteration 168Q (61031.680000 sec): 3 clusters Score: Raw -38113147.790302 + Penalty 6102.600628 = -38107045.189674 nChanged 14 SP:Iteration 169Q (61032.310000 sec): 3 clusters Score: Raw -38113149.994788 + Penalty 6102.600628 = -38107047.394160 nChanged 17 SP:Iteration 170Q (61032.940000 sec): 3 clusters Score: Raw -38113152.600501 + Penalty 6102.600628 = -38107049.999873 nChanged 19 SP:Iteration 171Q (61033.580000 sec): 3 clusters Score: Raw -38113155.693737 + Penalty 6102.600628 = -38107053.093109 nChanged 13 SP:Iteration 172Q (61034.210000 sec): 3 clusters Score: Raw -38113157.256334 + Penalty 6102.600628 = -38107054.655706 nChanged 14 SP:Iteration 173Q (61034.840000 sec): 3 clusters Score: Raw -38113159.210259 + Penalty 6102.600628 = -38107056.609632 nChanged 19 SP:Iteration 174Q (61035.470000 sec): 3 clusters Score: Raw -38113161.743077 + Penalty 6102.600628 = -38107059.142449 nChanged 16 SP:Iteration 175Q (61036.100000 sec): 3 clusters Score: Raw -38113164.055790 + Penalty 6102.600628 = -38107061.455162 nChanged 18 SP:Iteration 176Q (61036.740000 sec): 3 clusters Score: Raw -38113166.879979 + Penalty 6102.600628 = -38107064.279351 nChanged 17 SP:Iteration 177Q (61037.360000 sec): 3 clusters Score: Raw -38113169.324626 + Penalty 6102.600628 = -38107066.723998 nChanged 14 SP:Iteration 178Q (61038.000000 sec): 3 clusters Score: Raw -38113171.284278 + Penalty 6102.600628 = -38107068.683650 nChanged 11 SP:Iteration 179Q (61038.620000 sec): 3 clusters Score: Raw -38113172.777092 + Penalty 6102.600628 = -38107070.176465 nChanged 12 SP:Iteration 180F (61039.500000 sec): 3 clusters Score: Raw -38113174.150566 + Penalty 6102.600628 = -38107071.549938 nChanged 9 SP:Iteration 181Q (61040.140000 sec): 3 clusters Score: Raw -38113175.192797 + Penalty 6102.600628 = -38107072.592169 nChanged 10 SP:Iteration 182Q (61040.760000 sec): 3 clusters Score: Raw -38113176.752103 + Penalty 6102.600628 = -38107074.151475 nChanged 15 SP:Iteration 183Q (61041.400000 sec): 3 clusters Score: Raw -38113178.816333 + Penalty 6102.600628 = -38107076.215706 nChanged 13 SP:Iteration 184Q (61042.030000 sec): 3 clusters Score: Raw -38113180.281749 + Penalty 6102.600628 = -38107077.681121 nChanged 9 SP:Iteration 185Q (61042.660000 sec): 3 clusters Score: Raw -38113181.884863 + Penalty 6102.600628 = -38107079.284235 nChanged 10 SP:Iteration 186Q (61043.280000 sec): 3 clusters Score: Raw -38113183.010232 + Penalty 6102.600628 = -38107080.409604 nChanged 6 SP:Iteration 187Q (61043.920000 sec): 3 clusters Score: Raw -38113183.861728 + Penalty 6102.600628 = -38107081.261100 nChanged 10 SP:Iteration 188Q (61044.540000 sec): 3 clusters Score: Raw -38113185.131204 + Penalty 6102.600628 = -38107082.530577 nChanged 8 SP:Iteration 189Q (61045.180000 sec): 3 clusters Score: Raw -38113185.926319 + Penalty 6102.600628 = -38107083.325692 nChanged 4 SP:Iteration 190Q (61045.810000 sec): 3 clusters Score: Raw -38113186.359559 + Penalty 6102.600628 = -38107083.758931 nChanged 3 SP:Iteration 191Q (61046.440000 sec): 3 clusters Score: Raw -38113186.751209 + Penalty 6102.600628 = -38107084.150581 nChanged 3 SP:Iteration 192Q (61047.070000 sec): 3 clusters Score: Raw -38113187.311648 + Penalty 6102.600628 = -38107084.711020 nChanged 2 SP:Iteration 193Q (61047.700000 sec): 3 clusters Score: Raw -38113187.579480 + Penalty 6102.600628 = -38107084.978852 nChanged 1 SP:Iteration 194Q (61048.330000 sec): 3 clusters Score: Raw -38113187.695620 + Penalty 6102.600628 = -38107085.094992 nChanged 0 SP:Iteration 195F (61049.210000 sec): 3 clusters Score: Raw -38113187.695620 + Penalty 6102.600628 = -38107085.094992 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61049.300000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61049.300000 sec): 3 clusters Score: Raw -273520.834316 + Penalty 3665.223721 = -269855.610595 nChanged 499 SP:Iteration 1F (61049.310000 sec): 3 clusters Score: Raw -274056.287793 + Penalty 3665.223721 = -270391.064072 nChanged 174 SP:Iteration 2F (61049.310000 sec): 3 clusters Score: Raw -274306.230510 + Penalty 3665.223721 = -270641.006789 nChanged 105 SP:Iteration 3F (61049.320000 sec): 3 clusters Score: Raw -274460.365063 + Penalty 3665.223721 = -270795.141342 nChanged 77 SP:Iteration 4Q (61049.330000 sec): 3 clusters Score: Raw -274567.063757 + Penalty 3665.223721 = -270901.840036 nChanged 54 SP:Iteration 5Q (61049.330000 sec): 3 clusters Score: Raw -274637.951469 + Penalty 3665.223721 = -270972.727748 nChanged 43 SP:Iteration 6Q (61049.340000 sec): 3 clusters Score: Raw -274677.455477 + Penalty 3665.223721 = -271012.231756 nChanged 26 SP:Iteration 7Q (61049.340000 sec): 3 clusters Score: Raw -274705.654041 + Penalty 3665.223721 = -271040.430320 nChanged 18 SP:Iteration 8Q (61049.350000 sec): 3 clusters Score: Raw -274726.298967 + Penalty 3665.223721 = -271061.075246 nChanged 17 SP:Iteration 9Q (61049.360000 sec): 3 clusters Score: Raw -274743.571698 + Penalty 3665.223721 = -271078.347977 nChanged 11 SP:Iteration 10Q (61049.360000 sec): 3 clusters Score: Raw -274756.442612 + Penalty 3665.223721 = -271091.218891 nChanged 11 SP:Iteration 11Q (61049.370000 sec): 3 clusters Score: Raw -274767.001732 + Penalty 3665.223721 = -271101.778011 nChanged 9 SP:Iteration 12Q (61049.380000 sec): 3 clusters Score: Raw -274776.239629 + Penalty 3665.223721 = -271111.015908 nChanged 11 SP:Iteration 13Q (61049.380000 sec): 3 clusters Score: Raw -274788.741054 + Penalty 3665.223721 = -271123.517333 nChanged 10 SP:Iteration 14Q (61049.390000 sec): 3 clusters Score: Raw -274798.797301 + Penalty 3665.223721 = -271133.573580 nChanged 6 SP:Iteration 15Q (61049.390000 sec): 3 clusters Score: Raw -274809.655793 + Penalty 3665.223721 = -271144.432072 nChanged 10 SP:Iteration 16Q (61049.400000 sec): 3 clusters Score: Raw -274824.320259 + Penalty 3665.223721 = -271159.096538 nChanged 16 SP:Iteration 17Q (61049.400000 sec): 3 clusters Score: Raw -274841.973422 + Penalty 3665.223721 = -271176.749701 nChanged 12 SP:Iteration 18Q (61049.410000 sec): 3 clusters Score: Raw -274854.514851 + Penalty 3665.223721 = -271189.291130 nChanged 4 SP:Iteration 19Q (61049.420000 sec): 3 clusters Score: Raw -274859.353627 + Penalty 3665.223721 = -271194.129906 nChanged 1 SP:Iteration 20F (61049.420000 sec): 3 clusters Score: Raw -274859.867613 + Penalty 3665.223721 = -271194.643892 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61049.430000 sec): 2 clusters Score: Raw -110474.490398 + Penalty 1611.947186 = -108862.543212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61049.430000 sec): 3 clusters Score: Raw -110398.646930 + Penalty 3223.894372 = -107174.752558 nChanged 145 SP:Iteration 1F (61049.440000 sec): 3 clusters Score: Raw -110612.184409 + Penalty 3223.894372 = -107388.290037 nChanged 33 SP:Iteration 2Q (61049.440000 sec): 3 clusters Score: Raw -110689.547842 + Penalty 3223.894372 = -107465.653469 nChanged 19 SP:Iteration 3Q (61049.440000 sec): 3 clusters Score: Raw -110741.848921 + Penalty 3223.894372 = -107517.954549 nChanged 7 SP:Iteration 4Q (61049.440000 sec): 3 clusters Score: Raw -110753.230058 + Penalty 3223.894372 = -107529.335685 nChanged 2 SP:Iteration 5Q (61049.440000 sec): 3 clusters Score: Raw -110756.836306 + Penalty 3223.894372 = -107532.941934 nChanged 4 SP:Iteration 6Q (61049.450000 sec): 3 clusters Score: Raw -110762.830352 + Penalty 3223.894372 = -107538.935980 nChanged 6 SP:Iteration 7Q (61049.450000 sec): 3 clusters Score: Raw -110777.182375 + Penalty 3223.894372 = -107553.288003 nChanged 4 SP:Iteration 8Q (61049.450000 sec): 3 clusters Score: Raw -110782.711384 + Penalty 3223.894372 = -107558.817012 nChanged 2 SP:Iteration 9Q (61049.460000 sec): 3 clusters Score: Raw -110783.843119 + Penalty 3223.894372 = -107559.948746 nChanged 0 SP:Iteration 10F (61049.460000 sec): 3 clusters Score: Raw -110783.843119 + Penalty 3223.894372 = -107559.948746 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61050.250000 sec): 2 clusters Score: Raw -42764573.638409 + Penalty 3061.986846 = -42761511.651563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61051.200000 sec): 3 clusters Score: Raw -42612888.642260 + Penalty 6123.973691 = -42606764.668569 nChanged 110962 SP:Iteration 1F (61052.140000 sec): 3 clusters Score: Raw -42678710.180597 + Penalty 6123.973691 = -42672586.206905 nChanged 6791 SP:Iteration 2Q (61053.090000 sec): 3 clusters Score: Raw -42680456.886718 + Penalty 6123.973691 = -42674332.913027 nChanged 8542 SP:Iteration 3Q (61054.060000 sec): 3 clusters Score: Raw -42683521.575846 + Penalty 6123.973691 = -42677397.602155 nChanged 11757 SP:Iteration 4F (61055.000000 sec): 3 clusters Score: Raw -42689399.811910 + Penalty 6123.973691 = -42683275.838219 nChanged 16310 SP:Iteration 5F (61055.950000 sec): 3 clusters Score: Raw -42700416.797661 + Penalty 6123.973691 = -42694292.823970 nChanged 20484 SP:Iteration 6F (61056.900000 sec): 3 clusters Score: Raw -42718073.439064 + Penalty 6123.973691 = -42711949.465373 nChanged 21236 SP:Iteration 7F (61057.830000 sec): 3 clusters Score: Raw -42739236.027276 + Penalty 6123.973691 = -42733112.053585 nChanged 15365 SP:Iteration 8F (61058.770000 sec): 3 clusters Score: Raw -42754955.296438 + Penalty 6123.973691 = -42748831.322747 nChanged 7191 SP:Iteration 9Q (61059.610000 sec): 3 clusters Score: Raw -42761993.520127 + Penalty 6123.973691 = -42755869.546436 nChanged 2221 SP:Iteration 10Q (61060.350000 sec): 3 clusters Score: Raw -42764026.349186 + Penalty 6123.973691 = -42757902.375495 nChanged 519 SP:Iteration 11Q (61061.020000 sec): 3 clusters Score: Raw -42764533.160804 + Penalty 6123.973691 = -42758409.187112 nChanged 133 SP:Iteration 12Q (61061.670000 sec): 3 clusters Score: Raw -42764684.793515 + Penalty 6123.973691 = -42758560.819824 nChanged 45 SP:Iteration 13Q (61062.320000 sec): 3 clusters Score: Raw -42764750.820742 + Penalty 6123.973691 = -42758626.847051 nChanged 25 SP:Iteration 14Q (61062.970000 sec): 3 clusters Score: Raw -42764790.350121 + Penalty 6123.973691 = -42758666.376430 nChanged 16 SP:Iteration 15Q (61063.610000 sec): 3 clusters Score: Raw -42764816.457398 + Penalty 6123.973691 = -42758692.483707 nChanged 11 SP:Iteration 16Q (61064.250000 sec): 3 clusters Score: Raw -42764831.444149 + Penalty 6123.973691 = -42758707.470458 nChanged 9 SP:Iteration 17Q (61064.890000 sec): 3 clusters Score: Raw -42764841.675608 + Penalty 6123.973691 = -42758717.701917 nChanged 5 SP:Iteration 18Q (61065.530000 sec): 3 clusters Score: Raw -42764848.121460 + Penalty 6123.973691 = -42758724.147769 nChanged 1 SP:Iteration 19Q (61066.170000 sec): 3 clusters Score: Raw -42764851.120884 + Penalty 6123.973691 = -42758727.147193 nChanged 4 SP:Iteration 20F (61067.100000 sec): 3 clusters Score: Raw -42764859.578040 + Penalty 6123.973691 = -42758735.604349 nChanged 3 SP:Iteration 21Q (61067.740000 sec): 3 clusters Score: Raw -42764862.735127 + Penalty 6123.973691 = -42758738.761436 nChanged 3 SP:Iteration 22Q (61068.380000 sec): 3 clusters Score: Raw -42764866.361989 + Penalty 6123.973691 = -42758742.388298 nChanged 0 SP:Iteration 23F (61069.310000 sec): 3 clusters Score: Raw -42764866.361989 + Penalty 6123.973691 = -42758742.388298 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61069.380000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61069.390000 sec): 3 clusters Score: Raw -46554.076490 + Penalty 2832.371801 = -43721.704689 nChanged 60 SP:Iteration 1F (61069.390000 sec): 3 clusters Score: Raw -46715.299967 + Penalty 2832.371801 = -43882.928167 nChanged 7 SP:Iteration 2Q (61069.390000 sec): 3 clusters Score: Raw -46731.525673 + Penalty 2832.371801 = -43899.153873 nChanged 2 SP:Iteration 3Q (61069.390000 sec): 3 clusters Score: Raw -46736.223971 + Penalty 2832.371801 = -43903.852171 nChanged 0 SP:Iteration 4F (61069.390000 sec): 3 clusters Score: Raw -46736.223971 + Penalty 2832.371801 = -43903.852171 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61069.390000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61069.400000 sec): 3 clusters Score: Raw -80971.994235 + Penalty 3100.944326 = -77871.049909 nChanged 110 SP:Iteration 1F (61069.400000 sec): 3 clusters Score: Raw -81176.960562 + Penalty 3100.944326 = -78076.016236 nChanged 24 SP:Iteration 2Q (61069.400000 sec): 3 clusters Score: Raw -81217.741411 + Penalty 3100.944326 = -78116.797085 nChanged 6 SP:Iteration 3Q (61069.410000 sec): 3 clusters Score: Raw -81225.143761 + Penalty 3100.944326 = -78124.199435 nChanged 3 SP:Iteration 4Q (61069.410000 sec): 3 clusters Score: Raw -81230.405126 + Penalty 3100.944326 = -78129.460800 nChanged 1 SP:Iteration 5Q (61069.410000 sec): 3 clusters Score: Raw -81232.508585 + Penalty 3100.944326 = -78131.564259 nChanged 1 SP:Iteration 6Q (61069.410000 sec): 3 clusters Score: Raw -81236.768594 + Penalty 3100.944326 = -78135.824268 nChanged 1 SP:Iteration 7Q (61069.410000 sec): 3 clusters Score: Raw -81237.939759 + Penalty 3100.944326 = -78136.995433 nChanged 0 SP:Iteration 8F (61069.410000 sec): 3 clusters Score: Raw -81237.939759 + Penalty 3100.944326 = -78136.995433 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61069.420000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61069.420000 sec): 3 clusters Score: Raw -81883.844298 + Penalty 3110.410262 = -78773.434036 nChanged 110 SP:Iteration 1F (61069.430000 sec): 3 clusters Score: Raw -82071.609511 + Penalty 3110.410262 = -78961.199249 nChanged 27 SP:Iteration 2F (61069.430000 sec): 3 clusters Score: Raw -82122.829798 + Penalty 3110.410262 = -79012.419536 nChanged 10 SP:Iteration 3Q (61069.430000 sec): 3 clusters Score: Raw -82144.871685 + Penalty 3110.410262 = -79034.461423 nChanged 8 SP:Iteration 4Q (61069.430000 sec): 3 clusters Score: Raw -82161.493725 + Penalty 3110.410262 = -79051.083463 nChanged 6 SP:Iteration 5Q (61069.430000 sec): 3 clusters Score: Raw -82177.691743 + Penalty 3110.410262 = -79067.281481 nChanged 5 SP:Iteration 6Q (61069.440000 sec): 3 clusters Score: Raw -82187.980639 + Penalty 3110.410262 = -79077.570377 nChanged 1 SP:Iteration 7Q (61069.440000 sec): 3 clusters Score: Raw -82189.691694 + Penalty 3110.410262 = -79079.281432 nChanged 2 SP:Iteration 8Q (61069.440000 sec): 3 clusters Score: Raw -82193.359880 + Penalty 3110.410262 = -79082.949618 nChanged 3 SP:Iteration 9Q (61069.440000 sec): 3 clusters Score: Raw -82198.667647 + Penalty 3110.410262 = -79088.257385 nChanged 0 SP:Iteration 10F (61069.450000 sec): 3 clusters Score: Raw -82198.667647 + Penalty 3110.410262 = -79088.257385 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61069.480000 sec): 2 clusters Score: Raw -1623520.594429 + Penalty 2274.350364 = -1621246.244065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61069.520000 sec): 3 clusters Score: Raw -1618442.464633 + Penalty 4548.700728 = -1613893.763905 nChanged 3881 SP:Iteration 1F (61069.560000 sec): 3 clusters Score: Raw -1620673.422932 + Penalty 4548.700728 = -1616124.722204 nChanged 713 SP:Iteration 2F (61069.590000 sec): 3 clusters Score: Raw -1621109.229979 + Penalty 4548.700728 = -1616560.529251 nChanged 591 SP:Iteration 3F (61069.630000 sec): 3 clusters Score: Raw -1621496.398995 + Penalty 4548.700728 = -1616947.698267 nChanged 556 SP:Iteration 4F (61069.670000 sec): 3 clusters Score: Raw -1621861.805796 + Penalty 4548.700728 = -1617313.105068 nChanged 516 SP:Iteration 5F (61069.710000 sec): 3 clusters Score: Raw -1622215.514798 + Penalty 4548.700728 = -1617666.814070 nChanged 468 SP:Iteration 6Q (61069.740000 sec): 3 clusters Score: Raw -1622563.981009 + Penalty 4548.700728 = -1618015.280281 nChanged 488 SP:Iteration 7F (61069.780000 sec): 3 clusters Score: Raw -1622899.350261 + Penalty 4548.700728 = -1618350.649533 nChanged 414 SP:Iteration 8Q (61069.820000 sec): 3 clusters Score: Raw -1623163.694356 + Penalty 4548.700728 = -1618614.993628 nChanged 338 SP:Iteration 9Q (61069.850000 sec): 3 clusters Score: Raw -1623371.114450 + Penalty 4548.700728 = -1618822.413722 nChanged 291 SP:Iteration 10Q (61069.890000 sec): 3 clusters Score: Raw -1623553.161891 + Penalty 4548.700728 = -1619004.461163 nChanged 260 SP:Iteration 11Q (61069.930000 sec): 3 clusters Score: Raw -1623722.440739 + Penalty 4548.700728 = -1619173.740011 nChanged 210 SP:Iteration 12Q (61069.960000 sec): 3 clusters Score: Raw -1623846.410489 + Penalty 4548.700728 = -1619297.709761 nChanged 165 SP:Iteration 13Q (61070.000000 sec): 3 clusters Score: Raw -1623940.113126 + Penalty 4548.700728 = -1619391.412398 nChanged 106 SP:Iteration 14Q (61070.030000 sec): 3 clusters Score: Raw -1623984.946108 + Penalty 4548.700728 = -1619436.245380 nChanged 78 SP:Iteration 15Q (61070.070000 sec): 3 clusters Score: Raw -1624018.427649 + Penalty 4548.700728 = -1619469.726921 nChanged 65 SP:Iteration 16Q (61070.100000 sec): 3 clusters Score: Raw -1624044.161800 + Penalty 4548.700728 = -1619495.461072 nChanged 53 SP:Iteration 17Q (61070.140000 sec): 3 clusters Score: Raw -1624060.398171 + Penalty 4548.700728 = -1619511.697443 nChanged 38 SP:Iteration 18Q (61070.170000 sec): 3 clusters Score: Raw -1624073.790986 + Penalty 4548.700728 = -1619525.090258 nChanged 49 SP:Iteration 19Q (61070.210000 sec): 3 clusters Score: Raw -1624093.579873 + Penalty 4548.700728 = -1619544.879145 nChanged 54 SP:Iteration 20F (61070.240000 sec): 3 clusters Score: Raw -1624112.736477 + Penalty 4548.700728 = -1619564.035749 nChanged 40 SP:Iteration 21Q (61070.270000 sec): 3 clusters Score: Raw -1624125.718518 + Penalty 4548.700728 = -1619577.017790 nChanged 35 SP:Iteration 22Q (61070.310000 sec): 3 clusters Score: Raw -1624138.620935 + Penalty 4548.700728 = -1619589.920207 nChanged 31 SP:Iteration 23Q (61070.340000 sec): 3 clusters Score: Raw -1624148.402557 + Penalty 4548.700728 = -1619599.701829 nChanged 29 SP:Iteration 24Q (61070.370000 sec): 3 clusters Score: Raw -1624157.015295 + Penalty 4548.700728 = -1619608.314567 nChanged 24 SP:Iteration 25Q (61070.410000 sec): 3 clusters Score: Raw -1624164.350769 + Penalty 4548.700728 = -1619615.650041 nChanged 23 SP:Iteration 26Q (61070.440000 sec): 3 clusters Score: Raw -1624172.522072 + Penalty 4548.700728 = -1619623.821344 nChanged 24 SP:Iteration 27Q (61070.470000 sec): 3 clusters Score: Raw -1624180.957293 + Penalty 4548.700728 = -1619632.256565 nChanged 25 SP:Iteration 28Q (61070.510000 sec): 3 clusters Score: Raw -1624189.156280 + Penalty 4548.700728 = -1619640.455552 nChanged 19 SP:Iteration 29Q (61070.540000 sec): 3 clusters Score: Raw -1624194.704410 + Penalty 4548.700728 = -1619646.003682 nChanged 17 SP:Iteration 30Q (61070.570000 sec): 3 clusters Score: Raw -1624199.995193 + Penalty 4548.700728 = -1619651.294465 nChanged 13 SP:Iteration 31Q (61070.600000 sec): 3 clusters Score: Raw -1624202.898632 + Penalty 4548.700728 = -1619654.197903 nChanged 8 SP:Iteration 32Q (61070.630000 sec): 3 clusters Score: Raw -1624204.396274 + Penalty 4548.700728 = -1619655.695546 nChanged 2 SP:Iteration 33Q (61070.670000 sec): 3 clusters Score: Raw -1624204.847553 + Penalty 4548.700728 = -1619656.146825 nChanged 2 SP:Iteration 34Q (61070.700000 sec): 3 clusters Score: Raw -1624205.673212 + Penalty 4548.700728 = -1619656.972484 nChanged 3 SP:Iteration 35Q (61070.730000 sec): 3 clusters Score: Raw -1624206.838241 + Penalty 4548.700728 = -1619658.137513 nChanged 6 SP:Iteration 36Q (61070.760000 sec): 3 clusters Score: Raw -1624208.855239 + Penalty 4548.700728 = -1619660.154511 nChanged 4 SP:Iteration 37Q (61070.790000 sec): 3 clusters Score: Raw -1624209.852771 + Penalty 4548.700728 = -1619661.152043 nChanged 2 SP:Iteration 38Q (61070.830000 sec): 3 clusters Score: Raw -1624210.261699 + Penalty 4548.700728 = -1619661.560971 nChanged 3 SP:Iteration 39Q (61070.860000 sec): 3 clusters Score: Raw -1624211.276487 + Penalty 4548.700728 = -1619662.575759 nChanged 6 SP:Iteration 40F (61070.900000 sec): 3 clusters Score: Raw -1624212.970574 + Penalty 4548.700728 = -1619664.269846 nChanged 8 SP:Iteration 41Q (61070.930000 sec): 3 clusters Score: Raw -1624214.931107 + Penalty 4548.700728 = -1619666.230379 nChanged 8 SP:Iteration 42Q (61070.960000 sec): 3 clusters Score: Raw -1624217.387738 + Penalty 4548.700728 = -1619668.687010 nChanged 4 SP:Iteration 43Q (61070.990000 sec): 3 clusters Score: Raw -1624218.999717 + Penalty 4548.700728 = -1619670.298989 nChanged 5 SP:Iteration 44Q (61071.030000 sec): 3 clusters Score: Raw -1624220.680297 + Penalty 4548.700728 = -1619671.979569 nChanged 6 SP:Iteration 45Q (61071.060000 sec): 3 clusters Score: Raw -1624222.366885 + Penalty 4548.700728 = -1619673.666157 nChanged 6 SP:Iteration 46Q (61071.090000 sec): 3 clusters Score: Raw -1624224.356349 + Penalty 4548.700728 = -1619675.655621 nChanged 4 SP:Iteration 47Q (61071.120000 sec): 3 clusters Score: Raw -1624225.622876 + Penalty 4548.700728 = -1619676.922148 nChanged 6 SP:Iteration 48Q (61071.150000 sec): 3 clusters Score: Raw -1624227.359950 + Penalty 4548.700728 = -1619678.659222 nChanged 4 SP:Iteration 49Q (61071.190000 sec): 3 clusters Score: Raw -1624228.235880 + Penalty 4548.700728 = -1619679.535152 nChanged 4 SP:Iteration 50Q (61071.220000 sec): 3 clusters Score: Raw -1624229.362068 + Penalty 4548.700728 = -1619680.661339 nChanged 5 SP:Iteration 51Q (61071.250000 sec): 3 clusters Score: Raw -1624230.563634 + Penalty 4548.700728 = -1619681.862906 nChanged 4 SP:Iteration 52Q (61071.280000 sec): 3 clusters Score: Raw -1624231.363612 + Penalty 4548.700728 = -1619682.662884 nChanged 0 SP:Iteration 53F (61071.320000 sec): 3 clusters Score: Raw -1624231.363612 + Penalty 4548.700728 = -1619682.662884 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61071.330000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61071.330000 sec): 3 clusters Score: Raw -114239.793654 + Penalty 3260.545363 = -110979.248291 nChanged 150 SP:Iteration 1F (61071.330000 sec): 3 clusters Score: Raw -114465.050626 + Penalty 3260.545363 = -111204.505263 nChanged 41 SP:Iteration 2F (61071.340000 sec): 3 clusters Score: Raw -114549.293271 + Penalty 3260.545363 = -111288.747908 nChanged 17 SP:Iteration 3Q (61071.340000 sec): 3 clusters Score: Raw -114580.684963 + Penalty 3260.545363 = -111320.139600 nChanged 10 SP:Iteration 4Q (61071.340000 sec): 3 clusters Score: Raw -114596.937838 + Penalty 3260.545363 = -111336.392475 nChanged 8 SP:Iteration 5Q (61071.350000 sec): 3 clusters Score: Raw -114609.365822 + Penalty 3260.545363 = -111348.820459 nChanged 8 SP:Iteration 6Q (61071.350000 sec): 3 clusters Score: Raw -114627.724566 + Penalty 3260.545363 = -111367.179203 nChanged 11 SP:Iteration 7Q (61071.350000 sec): 3 clusters Score: Raw -114649.192656 + Penalty 3260.545363 = -111388.647293 nChanged 7 SP:Iteration 8Q (61071.350000 sec): 3 clusters Score: Raw -114664.960613 + Penalty 3260.545363 = -111404.415250 nChanged 5 SP:Iteration 9Q (61071.360000 sec): 3 clusters Score: Raw -114668.654700 + Penalty 3260.545363 = -111408.109338 nChanged 3 SP:Iteration 10Q (61071.360000 sec): 3 clusters Score: Raw -114672.061310 + Penalty 3260.545363 = -111411.515947 nChanged 1 SP:Iteration 11Q (61071.360000 sec): 3 clusters Score: Raw -114672.860711 + Penalty 3260.545363 = -111412.315348 nChanged 0 SP:Iteration 12F (61071.370000 sec): 3 clusters Score: Raw -114672.860711 + Penalty 3260.545363 = -111412.315348 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61071.380000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61071.390000 sec): 3 clusters Score: Raw -616260.090257 + Penalty 4058.549395 = -612201.540862 nChanged 1252 SP:Iteration 1F (61071.410000 sec): 3 clusters Score: Raw -617021.191241 + Penalty 4058.549395 = -612962.641846 nChanged 289 SP:Iteration 2F (61071.420000 sec): 3 clusters Score: Raw -617210.268012 + Penalty 4058.549395 = -613151.718617 nChanged 192 SP:Iteration 3F (61071.440000 sec): 3 clusters Score: Raw -617345.925380 + Penalty 4058.549395 = -613287.375985 nChanged 147 SP:Iteration 4Q (61071.450000 sec): 3 clusters Score: Raw -617435.322303 + Penalty 4058.549395 = -613376.772908 nChanged 112 SP:Iteration 5Q (61071.470000 sec): 3 clusters Score: Raw -617513.841618 + Penalty 4058.549395 = -613455.292223 nChanged 118 SP:Iteration 6Q (61071.480000 sec): 3 clusters Score: Raw -617590.267820 + Penalty 4058.549395 = -613531.718425 nChanged 103 SP:Iteration 7Q (61071.490000 sec): 3 clusters Score: Raw -617655.574522 + Penalty 4058.549395 = -613597.025127 nChanged 95 SP:Iteration 8Q (61071.510000 sec): 3 clusters Score: Raw -617718.099701 + Penalty 4058.549395 = -613659.550306 nChanged 85 SP:Iteration 9Q (61071.520000 sec): 3 clusters Score: Raw -617779.590785 + Penalty 4058.549395 = -613721.041390 nChanged 82 SP:Iteration 10Q (61071.530000 sec): 3 clusters Score: Raw -617834.591846 + Penalty 4058.549395 = -613776.042451 nChanged 62 SP:Iteration 11Q (61071.550000 sec): 3 clusters Score: Raw -617872.943735 + Penalty 4058.549395 = -613814.394340 nChanged 59 SP:Iteration 12Q (61071.560000 sec): 3 clusters Score: Raw -617914.161610 + Penalty 4058.549395 = -613855.612215 nChanged 54 SP:Iteration 13Q (61071.580000 sec): 3 clusters Score: Raw -617950.443061 + Penalty 4058.549395 = -613891.893666 nChanged 44 SP:Iteration 14Q (61071.590000 sec): 3 clusters Score: Raw -617977.939106 + Penalty 4058.549395 = -613919.389711 nChanged 32 SP:Iteration 15Q (61071.610000 sec): 3 clusters Score: Raw -617996.429186 + Penalty 4058.549395 = -613937.879792 nChanged 32 SP:Iteration 16Q (61071.620000 sec): 3 clusters Score: Raw -618021.213152 + Penalty 4058.549395 = -613962.663757 nChanged 34 SP:Iteration 17Q (61071.630000 sec): 3 clusters Score: Raw -618044.594657 + Penalty 4058.549395 = -613986.045262 nChanged 33 SP:Iteration 18Q (61071.650000 sec): 3 clusters Score: Raw -618069.282666 + Penalty 4058.549395 = -614010.733271 nChanged 22 SP:Iteration 19Q (61071.660000 sec): 3 clusters Score: Raw -618082.698813 + Penalty 4058.549395 = -614024.149418 nChanged 17 SP:Iteration 20F (61071.670000 sec): 3 clusters Score: Raw -618096.724979 + Penalty 4058.549395 = -614038.175584 nChanged 13 SP:Iteration 21Q (61071.690000 sec): 3 clusters Score: Raw -618106.768348 + Penalty 4058.549395 = -614048.218953 nChanged 13 SP:Iteration 22Q (61071.700000 sec): 3 clusters Score: Raw -618116.170757 + Penalty 4058.549395 = -614057.621362 nChanged 16 SP:Iteration 23Q (61071.710000 sec): 3 clusters Score: Raw -618125.311632 + Penalty 4058.549395 = -614066.762237 nChanged 9 SP:Iteration 24Q (61071.730000 sec): 3 clusters Score: Raw -618129.811521 + Penalty 4058.549395 = -614071.262126 nChanged 6 SP:Iteration 25Q (61071.740000 sec): 3 clusters Score: Raw -618133.401453 + Penalty 4058.549395 = -614074.852058 nChanged 6 SP:Iteration 26Q (61071.750000 sec): 3 clusters Score: Raw -618136.954592 + Penalty 4058.549395 = -614078.405197 nChanged 2 SP:Iteration 27Q (61071.770000 sec): 3 clusters Score: Raw -618138.769405 + Penalty 4058.549395 = -614080.220010 nChanged 1 SP:Iteration 28Q (61071.780000 sec): 3 clusters Score: Raw -618140.039048 + Penalty 4058.549395 = -614081.489653 nChanged 3 SP:Iteration 29Q (61071.790000 sec): 3 clusters Score: Raw -618142.989652 + Penalty 4058.549395 = -614084.440257 nChanged 5 SP:Iteration 30Q (61071.810000 sec): 3 clusters Score: Raw -618148.235100 + Penalty 4058.549395 = -614089.685705 nChanged 5 SP:Iteration 31Q (61071.820000 sec): 3 clusters Score: Raw -618150.927267 + Penalty 4058.549395 = -614092.377872 nChanged 2 SP:Iteration 32Q (61071.830000 sec): 3 clusters Score: Raw -618152.802748 + Penalty 4058.549395 = -614094.253353 nChanged 4 SP:Iteration 33Q (61071.850000 sec): 3 clusters Score: Raw -618155.232216 + Penalty 4058.549395 = -614096.682821 nChanged 2 SP:Iteration 34Q (61071.860000 sec): 3 clusters Score: Raw -618156.789049 + Penalty 4058.549395 = -614098.239654 nChanged 2 SP:Iteration 35Q (61071.870000 sec): 3 clusters Score: Raw -618158.165569 + Penalty 4058.549395 = -614099.616174 nChanged 3 SP:Iteration 36Q (61071.890000 sec): 3 clusters Score: Raw -618159.980273 + Penalty 4058.549395 = -614101.430878 nChanged 2 SP:Iteration 37Q (61071.900000 sec): 3 clusters Score: Raw -618161.371772 + Penalty 4058.549395 = -614102.822377 nChanged 1 SP:Iteration 38Q (61071.910000 sec): 3 clusters Score: Raw -618161.883957 + Penalty 4058.549395 = -614103.334562 nChanged 1 SP:Iteration 39Q (61071.930000 sec): 3 clusters Score: Raw -618162.652371 + Penalty 4058.549395 = -614104.102976 nChanged 3 SP:Iteration 40F (61071.940000 sec): 3 clusters Score: Raw -618165.667161 + Penalty 4058.549395 = -614107.117766 nChanged 1 SP:Iteration 41Q (61071.950000 sec): 3 clusters Score: Raw -618167.242144 + Penalty 4058.549395 = -614108.692749 nChanged 3 SP:Iteration 42Q (61071.970000 sec): 3 clusters Score: Raw -618170.625859 + Penalty 4058.549395 = -614112.076464 nChanged 3 SP:Iteration 43Q (61071.980000 sec): 3 clusters Score: Raw -618173.869411 + Penalty 4058.549395 = -614115.320016 nChanged 3 SP:Iteration 44Q (61071.990000 sec): 3 clusters Score: Raw -618176.302212 + Penalty 4058.549395 = -614117.752817 nChanged 1 SP:Iteration 45Q (61072.010000 sec): 3 clusters Score: Raw -618177.890364 + Penalty 4058.549395 = -614119.340969 nChanged 3 SP:Iteration 46Q (61072.020000 sec): 3 clusters Score: Raw -618179.084869 + Penalty 4058.549395 = -614120.535474 nChanged 1 SP:Iteration 47Q (61072.030000 sec): 3 clusters Score: Raw -618179.255770 + Penalty 4058.549395 = -614120.706376 nChanged 0 SP:Iteration 48F (61072.050000 sec): 3 clusters Score: Raw -618179.255770 + Penalty 4058.549395 = -614120.706376 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61072.150000 sec): 2 clusters Score: Raw -4703431.463107 + Penalty 2535.527943 = -4700895.935164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61072.260000 sec): 3 clusters Score: Raw -4686996.844054 + Penalty 5071.055885 = -4681925.788169 nChanged 12448 SP:Iteration 1F (61072.370000 sec): 3 clusters Score: Raw -4693778.725014 + Penalty 5071.055885 = -4688707.669128 nChanged 1443 SP:Iteration 2F (61072.480000 sec): 3 clusters Score: Raw -4694389.261339 + Penalty 5071.055885 = -4689318.205454 nChanged 1435 SP:Iteration 3F (61072.590000 sec): 3 clusters Score: Raw -4695078.268039 + Penalty 5071.055885 = -4690007.212153 nChanged 1589 SP:Iteration 4F (61072.700000 sec): 3 clusters Score: Raw -4695992.751206 + Penalty 5071.055885 = -4690921.695321 nChanged 1763 SP:Iteration 5F (61072.810000 sec): 3 clusters Score: Raw -4697262.094537 + Penalty 5071.055885 = -4692191.038652 nChanged 1947 SP:Iteration 6F (61072.920000 sec): 3 clusters Score: Raw -4698854.819386 + Penalty 5071.055885 = -4693783.763500 nChanged 1835 SP:Iteration 7F (61073.030000 sec): 3 clusters Score: Raw -4700435.297426 + Penalty 5071.055885 = -4695364.241540 nChanged 1530 SP:Iteration 8F (61073.140000 sec): 3 clusters Score: Raw -4701746.800974 + Penalty 5071.055885 = -4696675.745089 nChanged 1070 SP:Iteration 9Q (61073.250000 sec): 3 clusters Score: Raw -4702528.611372 + Penalty 5071.055885 = -4697457.555487 nChanged 688 SP:Iteration 10Q (61073.350000 sec): 3 clusters Score: Raw -4702888.248573 + Penalty 5071.055885 = -4697817.192688 nChanged 426 SP:Iteration 11Q (61073.450000 sec): 3 clusters Score: Raw -4703093.372963 + Penalty 5071.055885 = -4698022.317078 nChanged 313 SP:Iteration 12Q (61073.550000 sec): 3 clusters Score: Raw -4703254.390464 + Penalty 5071.055885 = -4698183.334578 nChanged 279 SP:Iteration 13Q (61073.650000 sec): 3 clusters Score: Raw -4703408.477299 + Penalty 5071.055885 = -4698337.421413 nChanged 285 SP:Iteration 14Q (61073.740000 sec): 3 clusters Score: Raw -4703586.613626 + Penalty 5071.055885 = -4698515.557741 nChanged 281 SP:Iteration 15Q (61073.840000 sec): 3 clusters Score: Raw -4703761.899735 + Penalty 5071.055885 = -4698690.843850 nChanged 264 SP:Iteration 16Q (61073.930000 sec): 3 clusters Score: Raw -4703916.593228 + Penalty 5071.055885 = -4698845.537342 nChanged 238 SP:Iteration 17Q (61074.020000 sec): 3 clusters Score: Raw -4704064.678194 + Penalty 5071.055885 = -4698993.622309 nChanged 224 SP:Iteration 18Q (61074.110000 sec): 3 clusters Score: Raw -4704196.877013 + Penalty 5071.055885 = -4699125.821128 nChanged 224 SP:Iteration 19Q (61074.200000 sec): 3 clusters Score: Raw -4704307.394380 + Penalty 5071.055885 = -4699236.338494 nChanged 178 SP:Iteration 20F (61074.310000 sec): 3 clusters Score: Raw -4704382.928287 + Penalty 5071.055885 = -4699311.872402 nChanged 143 SP:Iteration 21Q (61074.390000 sec): 3 clusters Score: Raw -4704434.879685 + Penalty 5071.055885 = -4699363.823800 nChanged 111 SP:Iteration 22Q (61074.480000 sec): 3 clusters Score: Raw -4704471.660018 + Penalty 5071.055885 = -4699400.604132 nChanged 100 SP:Iteration 23Q (61074.570000 sec): 3 clusters Score: Raw -4704497.246401 + Penalty 5071.055885 = -4699426.190516 nChanged 69 SP:Iteration 24Q (61074.660000 sec): 3 clusters Score: Raw -4704511.381903 + Penalty 5071.055885 = -4699440.326017 nChanged 65 SP:Iteration 25Q (61074.740000 sec): 3 clusters Score: Raw -4704522.871749 + Penalty 5071.055885 = -4699451.815864 nChanged 53 SP:Iteration 26Q (61074.830000 sec): 3 clusters Score: Raw -4704533.364517 + Penalty 5071.055885 = -4699462.308632 nChanged 43 SP:Iteration 27Q (61074.920000 sec): 3 clusters Score: Raw -4704541.160960 + Penalty 5071.055885 = -4699470.105075 nChanged 33 SP:Iteration 28Q (61075.010000 sec): 3 clusters Score: Raw -4704547.545621 + Penalty 5071.055885 = -4699476.489735 nChanged 30 SP:Iteration 29Q (61075.090000 sec): 3 clusters Score: Raw -4704552.679528 + Penalty 5071.055885 = -4699481.623643 nChanged 25 SP:Iteration 30Q (61075.180000 sec): 3 clusters Score: Raw -4704556.697940 + Penalty 5071.055885 = -4699485.642055 nChanged 22 SP:Iteration 31Q (61075.260000 sec): 3 clusters Score: Raw -4704560.197188 + Penalty 5071.055885 = -4699489.141302 nChanged 21 SP:Iteration 32Q (61075.350000 sec): 3 clusters Score: Raw -4704563.531862 + Penalty 5071.055885 = -4699492.475977 nChanged 27 SP:Iteration 33Q (61075.430000 sec): 3 clusters Score: Raw -4704568.521945 + Penalty 5071.055885 = -4699497.466060 nChanged 28 SP:Iteration 34Q (61075.520000 sec): 3 clusters Score: Raw -4704573.030406 + Penalty 5071.055885 = -4699501.974520 nChanged 31 SP:Iteration 35Q (61075.610000 sec): 3 clusters Score: Raw -4704577.617146 + Penalty 5071.055885 = -4699506.561260 nChanged 20 SP:Iteration 36Q (61075.690000 sec): 3 clusters Score: Raw -4704581.232294 + Penalty 5071.055885 = -4699510.176408 nChanged 18 SP:Iteration 37Q (61075.780000 sec): 3 clusters Score: Raw -4704583.485241 + Penalty 5071.055885 = -4699512.429355 nChanged 13 SP:Iteration 38Q (61075.870000 sec): 3 clusters Score: Raw -4704584.698215 + Penalty 5071.055885 = -4699513.642329 nChanged 7 SP:Iteration 39Q (61075.960000 sec): 3 clusters Score: Raw -4704585.437526 + Penalty 5071.055885 = -4699514.381641 nChanged 5 SP:Iteration 40F (61076.070000 sec): 3 clusters Score: Raw -4704586.205062 + Penalty 5071.055885 = -4699515.149177 nChanged 7 SP:Iteration 41Q (61076.160000 sec): 3 clusters Score: Raw -4704587.258804 + Penalty 5071.055885 = -4699516.202918 nChanged 6 SP:Iteration 42Q (61076.240000 sec): 3 clusters Score: Raw -4704587.864579 + Penalty 5071.055885 = -4699516.808694 nChanged 7 SP:Iteration 43Q (61076.330000 sec): 3 clusters Score: Raw -4704588.725736 + Penalty 5071.055885 = -4699517.669851 nChanged 8 SP:Iteration 44Q (61076.420000 sec): 3 clusters Score: Raw -4704589.903083 + Penalty 5071.055885 = -4699518.847198 nChanged 10 SP:Iteration 45Q (61076.500000 sec): 3 clusters Score: Raw -4704591.507090 + Penalty 5071.055885 = -4699520.451205 nChanged 9 SP:Iteration 46Q (61076.590000 sec): 3 clusters Score: Raw -4704592.833768 + Penalty 5071.055885 = -4699521.777883 nChanged 7 SP:Iteration 47Q (61076.680000 sec): 3 clusters Score: Raw -4704593.992266 + Penalty 5071.055885 = -4699522.936381 nChanged 9 SP:Iteration 48Q (61076.760000 sec): 3 clusters Score: Raw -4704595.115978 + Penalty 5071.055885 = -4699524.060092 nChanged 7 SP:Iteration 49Q (61076.850000 sec): 3 clusters Score: Raw -4704595.984678 + Penalty 5071.055885 = -4699524.928792 nChanged 6 SP:Iteration 50Q (61076.940000 sec): 3 clusters Score: Raw -4704596.571073 + Penalty 5071.055885 = -4699525.515187 nChanged 3 SP:Iteration 51Q (61077.020000 sec): 3 clusters Score: Raw -4704596.789096 + Penalty 5071.055885 = -4699525.733210 nChanged 0 SP:Iteration 52F (61077.130000 sec): 3 clusters Score: Raw -4704596.789096 + Penalty 5071.055885 = -4699525.733210 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61077.150000 sec): 2 clusters Score: Raw -53463.686100 + Penalty 1448.479131 = -52015.206969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61077.150000 sec): 3 clusters Score: Raw -53572.440801 + Penalty 2896.958262 = -50675.482538 nChanged 50 SP:Iteration 1F (61077.150000 sec): 3 clusters Score: Raw -53721.386745 + Penalty 2896.958262 = -50824.428483 nChanged 17 SP:Iteration 2Q (61077.150000 sec): 3 clusters Score: Raw -53773.738524 + Penalty 2896.958262 = -50876.780262 nChanged 8 SP:Iteration 3Q (61077.150000 sec): 3 clusters Score: Raw -53817.207958 + Penalty 2896.958262 = -50920.249695 nChanged 5 SP:Iteration 4Q (61077.150000 sec): 3 clusters Score: Raw -53845.827200 + Penalty 2896.958262 = -50948.868938 nChanged 5 SP:Iteration 5Q (61077.160000 sec): 3 clusters Score: Raw -53872.831116 + Penalty 2896.958262 = -50975.872854 nChanged 3 SP:Iteration 6Q (61077.160000 sec): 3 clusters Score: Raw -53883.837318 + Penalty 2896.958262 = -50986.879056 nChanged 3 SP:Iteration 7Q (61077.160000 sec): 3 clusters Score: Raw -53905.159588 + Penalty 2896.958262 = -51008.201326 nChanged 4 SP:Iteration 8Q (61077.160000 sec): 3 clusters Score: Raw -53914.440523 + Penalty 2896.958262 = -51017.482261 nChanged 1 SP:Iteration 9Q (61077.160000 sec): 3 clusters Score: Raw -53917.731724 + Penalty 2896.958262 = -51020.773462 nChanged 1 SP:Iteration 10Q (61077.160000 sec): 3 clusters Score: Raw -53919.697340 + Penalty 2896.958262 = -51022.739078 nChanged 0 SP:Iteration 11F (61077.160000 sec): 3 clusters Score: Raw -53919.697340 + Penalty 2896.958262 = -51022.739078 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61077.180000 sec): 2 clusters Score: Raw -394873.735044 + Penalty 1909.336178 = -392964.398866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61077.180000 sec): 3 clusters Score: Raw -394025.640118 + Penalty 3818.672355 = -390206.967763 nChanged 698 SP:Iteration 1F (61077.190000 sec): 3 clusters Score: Raw -394557.097801 + Penalty 3818.672355 = -390738.425446 nChanged 171 SP:Iteration 2F (61077.200000 sec): 3 clusters Score: Raw -394720.096626 + Penalty 3818.672355 = -390901.424271 nChanged 102 SP:Iteration 3Q (61077.210000 sec): 3 clusters Score: Raw -394857.929556 + Penalty 3818.672355 = -391039.257201 nChanged 97 SP:Iteration 4Q (61077.220000 sec): 3 clusters Score: Raw -394997.908969 + Penalty 3818.672355 = -391179.236614 nChanged 106 SP:Iteration 5Q (61077.230000 sec): 3 clusters Score: Raw -395168.187776 + Penalty 3818.672355 = -391349.515421 nChanged 111 SP:Iteration 6F (61077.240000 sec): 3 clusters Score: Raw -395333.811826 + Penalty 3818.672355 = -391515.139471 nChanged 98 SP:Iteration 7Q (61077.240000 sec): 3 clusters Score: Raw -395514.722185 + Penalty 3818.672355 = -391696.049830 nChanged 105 SP:Iteration 8Q (61077.250000 sec): 3 clusters Score: Raw -395691.348703 + Penalty 3818.672355 = -391872.676347 nChanged 101 SP:Iteration 9Q (61077.260000 sec): 3 clusters Score: Raw -395841.362308 + Penalty 3818.672355 = -392022.689953 nChanged 76 SP:Iteration 10Q (61077.270000 sec): 3 clusters Score: Raw -395938.735086 + Penalty 3818.672355 = -392120.062731 nChanged 52 SP:Iteration 11Q (61077.280000 sec): 3 clusters Score: Raw -395997.008228 + Penalty 3818.672355 = -392178.335873 nChanged 37 SP:Iteration 12Q (61077.280000 sec): 3 clusters Score: Raw -396036.985581 + Penalty 3818.672355 = -392218.313226 nChanged 27 SP:Iteration 13Q (61077.290000 sec): 3 clusters Score: Raw -396063.111411 + Penalty 3818.672355 = -392244.439056 nChanged 17 SP:Iteration 14Q (61077.300000 sec): 3 clusters Score: Raw -396078.203123 + Penalty 3818.672355 = -392259.530768 nChanged 14 SP:Iteration 15Q (61077.310000 sec): 3 clusters Score: Raw -396093.347410 + Penalty 3818.672355 = -392274.675055 nChanged 7 SP:Iteration 16Q (61077.320000 sec): 3 clusters Score: Raw -396099.073381 + Penalty 3818.672355 = -392280.401025 nChanged 7 SP:Iteration 17Q (61077.320000 sec): 3 clusters Score: Raw -396104.553073 + Penalty 3818.672355 = -392285.880718 nChanged 6 SP:Iteration 18Q (61077.330000 sec): 3 clusters Score: Raw -396110.844829 + Penalty 3818.672355 = -392292.172474 nChanged 8 SP:Iteration 19Q (61077.340000 sec): 3 clusters Score: Raw -396118.769520 + Penalty 3818.672355 = -392300.097165 nChanged 4 SP:Iteration 20F (61077.350000 sec): 3 clusters Score: Raw -396121.771240 + Penalty 3818.672355 = -392303.098885 nChanged 4 SP:Iteration 21Q (61077.360000 sec): 3 clusters Score: Raw -396124.557717 + Penalty 3818.672355 = -392305.885361 nChanged 5 SP:Iteration 22Q (61077.360000 sec): 3 clusters Score: Raw -396128.427581 + Penalty 3818.672355 = -392309.755226 nChanged 5 SP:Iteration 23Q (61077.370000 sec): 3 clusters Score: Raw -396132.611154 + Penalty 3818.672355 = -392313.938799 nChanged 3 SP:Iteration 24Q (61077.380000 sec): 3 clusters Score: Raw -396134.348928 + Penalty 3818.672355 = -392315.676573 nChanged 2 SP:Iteration 25Q (61077.390000 sec): 3 clusters Score: Raw -396136.694517 + Penalty 3818.672355 = -392318.022162 nChanged 3 SP:Iteration 26Q (61077.400000 sec): 3 clusters Score: Raw -396141.278077 + Penalty 3818.672355 = -392322.605722 nChanged 6 SP:Iteration 27Q (61077.400000 sec): 3 clusters Score: Raw -396150.398115 + Penalty 3818.672355 = -392331.725760 nChanged 6 SP:Iteration 28Q (61077.410000 sec): 3 clusters Score: Raw -396161.660394 + Penalty 3818.672355 = -392342.988039 nChanged 7 SP:Iteration 29Q (61077.420000 sec): 3 clusters Score: Raw -396177.187819 + Penalty 3818.672355 = -392358.515464 nChanged 10 SP:Iteration 30Q (61077.420000 sec): 3 clusters Score: Raw -396197.182251 + Penalty 3818.672355 = -392378.509896 nChanged 7 SP:Iteration 31Q (61077.430000 sec): 3 clusters Score: Raw -396210.077984 + Penalty 3818.672355 = -392391.405629 nChanged 9 SP:Iteration 32Q (61077.440000 sec): 3 clusters Score: Raw -396222.061692 + Penalty 3818.672355 = -392403.389337 nChanged 6 SP:Iteration 33Q (61077.450000 sec): 3 clusters Score: Raw -396229.611178 + Penalty 3818.672355 = -392410.938823 nChanged 3 SP:Iteration 34Q (61077.460000 sec): 3 clusters Score: Raw -396231.486753 + Penalty 3818.672355 = -392412.814398 nChanged 0 SP:Iteration 35F (61077.460000 sec): 3 clusters Score: Raw -396231.486753 + Penalty 3818.672355 = -392412.814398 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61077.480000 sec): 2 clusters Score: Raw -326194.544414 + Penalty 1880.140037 = -324314.404377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61077.480000 sec): 3 clusters Score: Raw -325533.453925 + Penalty 3760.280074 = -321773.173851 nChanged 635 SP:Iteration 1F (61077.490000 sec): 3 clusters Score: Raw -326132.078611 + Penalty 3760.280074 = -322371.798537 nChanged 193 SP:Iteration 2F (61077.500000 sec): 3 clusters Score: Raw -326416.819046 + Penalty 3760.280074 = -322656.538972 nChanged 144 SP:Iteration 3F (61077.510000 sec): 3 clusters Score: Raw -326701.438307 + Penalty 3760.280074 = -322941.158233 nChanged 150 SP:Iteration 4F (61077.520000 sec): 3 clusters Score: Raw -327017.180535 + Penalty 3760.280074 = -323256.900461 nChanged 137 SP:Iteration 5F (61077.520000 sec): 3 clusters Score: Raw -327257.758390 + Penalty 3760.280074 = -323497.478316 nChanged 117 SP:Iteration 6F (61077.530000 sec): 3 clusters Score: Raw -327476.996404 + Penalty 3760.280074 = -323716.716331 nChanged 81 SP:Iteration 7Q (61077.540000 sec): 3 clusters Score: Raw -327595.927624 + Penalty 3760.280074 = -323835.647550 nChanged 47 SP:Iteration 8Q (61077.540000 sec): 3 clusters Score: Raw -327651.872137 + Penalty 3760.280074 = -323891.592063 nChanged 35 SP:Iteration 9Q (61077.550000 sec): 3 clusters Score: Raw -327696.296849 + Penalty 3760.280074 = -323936.016776 nChanged 23 SP:Iteration 10Q (61077.560000 sec): 3 clusters Score: Raw -327722.691019 + Penalty 3760.280074 = -323962.410945 nChanged 19 SP:Iteration 11Q (61077.560000 sec): 3 clusters Score: Raw -327734.209289 + Penalty 3760.280074 = -323973.929215 nChanged 11 SP:Iteration 12Q (61077.570000 sec): 3 clusters Score: Raw -327741.536707 + Penalty 3760.280074 = -323981.256633 nChanged 5 SP:Iteration 13Q (61077.580000 sec): 3 clusters Score: Raw -327745.718702 + Penalty 3760.280074 = -323985.438628 nChanged 2 SP:Iteration 14Q (61077.580000 sec): 3 clusters Score: Raw -327747.655343 + Penalty 3760.280074 = -323987.375269 nChanged 3 SP:Iteration 15Q (61077.590000 sec): 3 clusters Score: Raw -327758.047295 + Penalty 3760.280074 = -323997.767221 nChanged 6 SP:Iteration 16Q (61077.600000 sec): 3 clusters Score: Raw -327769.482696 + Penalty 3760.280074 = -324009.202623 nChanged 6 SP:Iteration 17Q (61077.610000 sec): 3 clusters Score: Raw -327774.520241 + Penalty 3760.280074 = -324014.240167 nChanged 2 SP:Iteration 18Q (61077.610000 sec): 3 clusters Score: Raw -327775.892773 + Penalty 3760.280074 = -324015.612699 nChanged 0 SP:Iteration 19F (61077.620000 sec): 3 clusters Score: Raw -327775.892773 + Penalty 3760.280074 = -324015.612699 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61082.130000 sec): 2 clusters Score: Raw -231575632.008667 + Penalty 3495.813327 = -231572136.195340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61087.560000 sec): 3 clusters Score: Raw -230677872.686264 + Penalty 6991.626654 = -230670881.059610 nChanged 651753 SP:Iteration 1F (61092.980000 sec): 3 clusters Score: Raw -231082498.980313 + Penalty 6991.626654 = -231075507.353660 nChanged 38538 SP:Iteration 2Q (61098.530000 sec): 3 clusters Score: Raw -231092809.677069 + Penalty 6991.626654 = -231085818.050415 nChanged 47503 SP:Iteration 3Q (61104.020000 sec): 3 clusters Score: Raw -231109063.058575 + Penalty 6991.626654 = -231102071.431921 nChanged 58835 SP:Iteration 4Q (61109.510000 sec): 3 clusters Score: Raw -231133840.198416 + Penalty 6991.626654 = -231126848.571763 nChanged 70500 SP:Iteration 5F (61114.950000 sec): 3 clusters Score: Raw -231168899.376861 + Penalty 6991.626654 = -231161907.750207 nChanged 78684 SP:Iteration 6F (61120.330000 sec): 3 clusters Score: Raw -231212503.048124 + Penalty 6991.626654 = -231205511.421470 nChanged 81302 SP:Iteration 7F (61125.720000 sec): 3 clusters Score: Raw -231261562.819600 + Penalty 6991.626654 = -231254571.192946 nChanged 77812 SP:Iteration 8F (61131.100000 sec): 3 clusters Score: Raw -231310871.132927 + Penalty 6991.626654 = -231303879.506274 nChanged 69084 SP:Iteration 9F (61136.500000 sec): 3 clusters Score: Raw -231352989.042020 + Penalty 6991.626654 = -231345997.415367 nChanged 56720 SP:Iteration 10Q (61141.830000 sec): 3 clusters Score: Raw -231382808.865873 + Penalty 6991.626654 = -231375817.239219 nChanged 43253 SP:Iteration 11Q (61147.060000 sec): 3 clusters Score: Raw -231401019.088054 + Penalty 6991.626654 = -231394027.461400 nChanged 32167 SP:Iteration 12Q (61152.170000 sec): 3 clusters Score: Raw -231412244.314928 + Penalty 6991.626654 = -231405252.688274 nChanged 25136 SP:Iteration 13Q (61157.300000 sec): 3 clusters Score: Raw -231420211.993140 + Penalty 6991.626654 = -231413220.366486 nChanged 21909 SP:Iteration 14Q (61162.370000 sec): 3 clusters Score: Raw -231426984.309932 + Penalty 6991.626654 = -231419992.683279 nChanged 20948 SP:Iteration 15Q (61167.430000 sec): 3 clusters Score: Raw -231433346.664224 + Penalty 6991.626654 = -231426355.037571 nChanged 20508 SP:Iteration 16Q (61172.330000 sec): 3 clusters Score: Raw -231439578.219779 + Penalty 6991.626654 = -231432586.593125 nChanged 20679 SP:Iteration 17Q (61177.230000 sec): 3 clusters Score: Raw -231445873.367498 + Penalty 6991.626654 = -231438881.740844 nChanged 21206 SP:Iteration 18Q (61182.080000 sec): 3 clusters Score: Raw -231452489.109904 + Penalty 6991.626654 = -231445497.483250 nChanged 22157 SP:Iteration 19Q (61186.930000 sec): 3 clusters Score: Raw -231459680.455664 + Penalty 6991.626654 = -231452688.829010 nChanged 22842 SP:Iteration 20F (61192.280000 sec): 3 clusters Score: Raw -231467448.427476 + Penalty 6991.626654 = -231460456.800823 nChanged 23657 SP:Iteration 21Q (61196.980000 sec): 3 clusters Score: Raw -231475998.382924 + Penalty 6991.626654 = -231469006.756270 nChanged 24658 SP:Iteration 22Q (61201.620000 sec): 3 clusters Score: Raw -231485583.841450 + Penalty 6991.626654 = -231478592.214796 nChanged 25147 SP:Iteration 23Q (61206.210000 sec): 3 clusters Score: Raw -231496079.414812 + Penalty 6991.626654 = -231489087.788159 nChanged 25204 SP:Iteration 24Q (61210.750000 sec): 3 clusters Score: Raw -231507328.463205 + Penalty 6991.626654 = -231500336.836552 nChanged 24837 SP:Iteration 25Q (61215.220000 sec): 3 clusters Score: Raw -231519060.880569 + Penalty 6991.626654 = -231512069.253916 nChanged 23459 SP:Iteration 26Q (61219.600000 sec): 3 clusters Score: Raw -231530626.730229 + Penalty 6991.626654 = -231523635.103575 nChanged 21433 SP:Iteration 27Q (61223.910000 sec): 3 clusters Score: Raw -231541291.951076 + Penalty 6991.626654 = -231534300.324422 nChanged 18397 SP:Iteration 28Q (61228.130000 sec): 3 clusters Score: Raw -231550322.327605 + Penalty 6991.626654 = -231543330.700951 nChanged 15208 SP:Iteration 29Q (61232.290000 sec): 3 clusters Score: Raw -231557554.931027 + Penalty 6991.626654 = -231550563.304374 nChanged 12071 SP:Iteration 30Q (61236.380000 sec): 3 clusters Score: Raw -231563046.232909 + Penalty 6991.626654 = -231556054.606255 nChanged 9315 SP:Iteration 31Q (61240.350000 sec): 3 clusters Score: Raw -231567062.711549 + Penalty 6991.626654 = -231560071.084896 nChanged 6909 SP:Iteration 32Q (61244.260000 sec): 3 clusters Score: Raw -231569815.057754 + Penalty 6991.626654 = -231562823.431100 nChanged 5120 SP:Iteration 33Q (61248.130000 sec): 3 clusters Score: Raw -231571706.310959 + Penalty 6991.626654 = -231564714.684305 nChanged 3860 SP:Iteration 34Q (61251.990000 sec): 3 clusters Score: Raw -231573036.633111 + Penalty 6991.626654 = -231566045.006457 nChanged 2895 SP:Iteration 35Q (61255.810000 sec): 3 clusters Score: Raw -231573971.024743 + Penalty 6991.626654 = -231566979.398089 nChanged 2225 SP:Iteration 36Q (61259.620000 sec): 3 clusters Score: Raw -231574658.859524 + Penalty 6991.626654 = -231567667.232871 nChanged 1695 SP:Iteration 37Q (61263.410000 sec): 3 clusters Score: Raw -231575170.310118 + Penalty 6991.626654 = -231568178.683465 nChanged 1338 SP:Iteration 38Q (61267.200000 sec): 3 clusters Score: Raw -231575556.520503 + Penalty 6991.626654 = -231568564.893849 nChanged 1021 SP:Iteration 39Q (61270.960000 sec): 3 clusters Score: Raw -231575854.677520 + Penalty 6991.626654 = -231568863.050867 nChanged 833 SP:Iteration 40F (61276.290000 sec): 3 clusters Score: Raw -231576086.281761 + Penalty 6991.626654 = -231569094.655108 nChanged 683 SP:Iteration 41Q (61280.040000 sec): 3 clusters Score: Raw -231576269.366407 + Penalty 6991.626654 = -231569277.739753 nChanged 554 SP:Iteration 42Q (61283.790000 sec): 3 clusters Score: Raw -231576408.498154 + Penalty 6991.626654 = -231569416.871500 nChanged 458 SP:Iteration 43Q (61287.530000 sec): 3 clusters Score: Raw -231576507.484728 + Penalty 6991.626654 = -231569515.858074 nChanged 360 SP:Iteration 44Q (61291.360000 sec): 3 clusters Score: Raw -231576575.391540 + Penalty 6991.626654 = -231569583.764886 nChanged 295 SP:Iteration 45Q (61295.090000 sec): 3 clusters Score: Raw -231576625.687109 + Penalty 6991.626654 = -231569634.060455 nChanged 226 SP:Iteration 46Q (61298.820000 sec): 3 clusters Score: Raw -231576666.861177 + Penalty 6991.626654 = -231569675.234523 nChanged 205 SP:Iteration 47Q (61302.550000 sec): 3 clusters Score: Raw -231576703.905391 + Penalty 6991.626654 = -231569712.278738 nChanged 202 SP:Iteration 48Q (61306.290000 sec): 3 clusters Score: Raw -231576742.833660 + Penalty 6991.626654 = -231569751.207006 nChanged 171 SP:Iteration 49Q (61310.240000 sec): 3 clusters Score: Raw -231576773.102106 + Penalty 6991.626654 = -231569781.475453 nChanged 153 SP:Iteration 50Q (61313.970000 sec): 3 clusters Score: Raw -231576801.790285 + Penalty 6991.626654 = -231569810.163631 nChanged 137 SP:Iteration 51Q (61317.670000 sec): 3 clusters Score: Raw -231576825.449859 + Penalty 6991.626654 = -231569833.823205 nChanged 131 SP:Iteration 52Q (61321.390000 sec): 3 clusters Score: Raw -231576848.184779 + Penalty 6991.626654 = -231569856.558125 nChanged 109 SP:Iteration 53Q (61325.100000 sec): 3 clusters Score: Raw -231576866.871538 + Penalty 6991.626654 = -231569875.244884 nChanged 88 SP:Iteration 54Q (61328.830000 sec): 3 clusters Score: Raw -231576879.911132 + Penalty 6991.626654 = -231569888.284478 nChanged 88 SP:Iteration 55Q (61332.550000 sec): 3 clusters Score: Raw -231576894.538826 + Penalty 6991.626654 = -231569902.912172 nChanged 97 SP:Iteration 56Q (61336.270000 sec): 3 clusters Score: Raw -231576910.171779 + Penalty 6991.626654 = -231569918.545126 nChanged 88 SP:Iteration 57Q (61339.980000 sec): 3 clusters Score: Raw -231576924.308197 + Penalty 6991.626654 = -231569932.681544 nChanged 77 SP:Iteration 58Q (61343.700000 sec): 3 clusters Score: Raw -231576936.550908 + Penalty 6991.626654 = -231569944.924254 nChanged 81 SP:Iteration 59Q (61347.420000 sec): 3 clusters Score: Raw -231576948.479797 + Penalty 6991.626654 = -231569956.853144 nChanged 78 SP:Iteration 60F (61352.720000 sec): 3 clusters Score: Raw -231576962.085558 + Penalty 6991.626654 = -231569970.458904 nChanged 89 SP:Iteration 61Q (61356.430000 sec): 3 clusters Score: Raw -231576976.324590 + Penalty 6991.626654 = -231569984.697936 nChanged 94 SP:Iteration 62Q (61360.130000 sec): 3 clusters Score: Raw -231576989.586581 + Penalty 6991.626654 = -231569997.959927 nChanged 88 SP:Iteration 63Q (61363.830000 sec): 3 clusters Score: Raw -231577001.428889 + Penalty 6991.626654 = -231570009.802236 nChanged 63 SP:Iteration 64Q (61367.550000 sec): 3 clusters Score: Raw -231577009.877095 + Penalty 6991.626654 = -231570018.250441 nChanged 53 SP:Iteration 65Q (61371.260000 sec): 3 clusters Score: Raw -231577015.975796 + Penalty 6991.626654 = -231570024.349143 nChanged 42 SP:Iteration 66Q (61374.980000 sec): 3 clusters Score: Raw -231577021.206030 + Penalty 6991.626654 = -231570029.579376 nChanged 45 SP:Iteration 67Q (61378.740000 sec): 3 clusters Score: Raw -231577026.249189 + Penalty 6991.626654 = -231570034.622535 nChanged 47 SP:Iteration 68Q (61382.470000 sec): 3 clusters Score: Raw -231577032.135769 + Penalty 6991.626654 = -231570040.509115 nChanged 39 SP:Iteration 69Q (61386.190000 sec): 3 clusters Score: Raw -231577037.444223 + Penalty 6991.626654 = -231570045.817569 nChanged 42 SP:Iteration 70Q (61389.900000 sec): 3 clusters Score: Raw -231577042.891598 + Penalty 6991.626654 = -231570051.264944 nChanged 46 SP:Iteration 71Q (61393.600000 sec): 3 clusters Score: Raw -231577049.170864 + Penalty 6991.626654 = -231570057.544210 nChanged 43 SP:Iteration 72Q (61397.300000 sec): 3 clusters Score: Raw -231577054.316541 + Penalty 6991.626654 = -231570062.689887 nChanged 36 SP:Iteration 73Q (61401.000000 sec): 3 clusters Score: Raw -231577058.375703 + Penalty 6991.626654 = -231570066.749049 nChanged 41 SP:Iteration 74Q (61404.700000 sec): 3 clusters Score: Raw -231577063.475368 + Penalty 6991.626654 = -231570071.848714 nChanged 35 SP:Iteration 75Q (61408.400000 sec): 3 clusters Score: Raw -231577067.533589 + Penalty 6991.626654 = -231570075.906935 nChanged 31 SP:Iteration 76Q (61412.100000 sec): 3 clusters Score: Raw -231577070.922588 + Penalty 6991.626654 = -231570079.295934 nChanged 25 SP:Iteration 77Q (61415.800000 sec): 3 clusters Score: Raw -231577073.909467 + Penalty 6991.626654 = -231570082.282813 nChanged 23 SP:Iteration 78Q (61419.510000 sec): 3 clusters Score: Raw -231577076.467512 + Penalty 6991.626654 = -231570084.840858 nChanged 22 SP:Iteration 79Q (61423.220000 sec): 3 clusters Score: Raw -231577078.915973 + Penalty 6991.626654 = -231570087.289319 nChanged 17 SP:Iteration 80F (61428.540000 sec): 3 clusters Score: Raw -231577080.701646 + Penalty 6991.626654 = -231570089.074993 nChanged 23 SP:Iteration 81Q (61432.260000 sec): 3 clusters Score: Raw -231577084.035582 + Penalty 6991.626654 = -231570092.408928 nChanged 30 SP:Iteration 82Q (61435.980000 sec): 3 clusters Score: Raw -231577086.985356 + Penalty 6991.626654 = -231570095.358702 nChanged 19 SP:Iteration 83Q (61439.690000 sec): 3 clusters Score: Raw -231577089.651614 + Penalty 6991.626654 = -231570098.024960 nChanged 21 SP:Iteration 84Q (61443.410000 sec): 3 clusters Score: Raw -231577092.070724 + Penalty 6991.626654 = -231570100.444070 nChanged 18 SP:Iteration 85Q (61447.120000 sec): 3 clusters Score: Raw -231577093.819324 + Penalty 6991.626654 = -231570102.192670 nChanged 13 SP:Iteration 86Q (61450.840000 sec): 3 clusters Score: Raw -231577094.799366 + Penalty 6991.626654 = -231570103.172712 nChanged 11 SP:Iteration 87Q (61454.560000 sec): 3 clusters Score: Raw -231577096.062958 + Penalty 6991.626654 = -231570104.436304 nChanged 10 SP:Iteration 88Q (61458.270000 sec): 3 clusters Score: Raw -231577097.297748 + Penalty 6991.626654 = -231570105.671094 nChanged 20 SP:Iteration 89Q (61461.970000 sec): 3 clusters Score: Raw -231577099.395023 + Penalty 6991.626654 = -231570107.768369 nChanged 21 SP:Iteration 90Q (61465.670000 sec): 3 clusters Score: Raw -231577101.866914 + Penalty 6991.626654 = -231570110.240260 nChanged 15 SP:Iteration 91Q (61469.380000 sec): 3 clusters Score: Raw -231577103.617622 + Penalty 6991.626654 = -231570111.990969 nChanged 23 SP:Iteration 92Q (61473.100000 sec): 3 clusters Score: Raw -231577106.874648 + Penalty 6991.626654 = -231570115.247994 nChanged 27 SP:Iteration 93Q (61476.810000 sec): 3 clusters Score: Raw -231577109.952666 + Penalty 6991.626654 = -231570118.326012 nChanged 15 SP:Iteration 94Q (61480.520000 sec): 3 clusters Score: Raw -231577111.975737 + Penalty 6991.626654 = -231570120.349084 nChanged 16 SP:Iteration 95Q (61484.230000 sec): 3 clusters Score: Raw -231577113.484189 + Penalty 6991.626654 = -231570121.857535 nChanged 13 SP:Iteration 96Q (61487.950000 sec): 3 clusters Score: Raw -231577114.705991 + Penalty 6991.626654 = -231570123.079338 nChanged 13 SP:Iteration 97Q (61491.660000 sec): 3 clusters Score: Raw -231577115.779229 + Penalty 6991.626654 = -231570124.152576 nChanged 12 SP:Iteration 98Q (61495.360000 sec): 3 clusters Score: Raw -231577116.885594 + Penalty 6991.626654 = -231570125.258940 nChanged 10 SP:Iteration 99Q (61499.060000 sec): 3 clusters Score: Raw -231577118.062082 + Penalty 6991.626654 = -231570126.435428 nChanged 10 SP:Iteration 100F (61504.350000 sec): 3 clusters Score: Raw -231577119.102036 + Penalty 6991.626654 = -231570127.475382 nChanged 8 SP:Iteration 101Q (61508.050000 sec): 3 clusters Score: Raw -231577120.139024 + Penalty 6991.626654 = -231570128.512370 nChanged 13 SP:Iteration 102Q (61511.750000 sec): 3 clusters Score: Raw -231577121.246644 + Penalty 6991.626654 = -231570129.619990 nChanged 10 SP:Iteration 103Q (61515.440000 sec): 3 clusters Score: Raw -231577122.381754 + Penalty 6991.626654 = -231570130.755100 nChanged 16 SP:Iteration 104Q (61519.160000 sec): 3 clusters Score: Raw -231577124.055237 + Penalty 6991.626654 = -231570132.428584 nChanged 15 SP:Iteration 105Q (61522.870000 sec): 3 clusters Score: Raw -231577125.764605 + Penalty 6991.626654 = -231570134.137951 nChanged 10 SP:Iteration 106Q (61526.580000 sec): 3 clusters Score: Raw -231577126.655075 + Penalty 6991.626654 = -231570135.028421 nChanged 9 SP:Iteration 107Q (61530.280000 sec): 3 clusters Score: Raw -231577127.329968 + Penalty 6991.626654 = -231570135.703314 nChanged 2 SP:Iteration 108Q (61533.980000 sec): 3 clusters Score: Raw -231577127.523169 + Penalty 6991.626654 = -231570135.896515 nChanged 4 SP:Iteration 109Q (61537.680000 sec): 3 clusters Score: Raw -231577128.168962 + Penalty 6991.626654 = -231570136.542308 nChanged 8 SP:Iteration 110Q (61541.380000 sec): 3 clusters Score: Raw -231577129.170697 + Penalty 6991.626654 = -231570137.544043 nChanged 10 SP:Iteration 111Q (61545.080000 sec): 3 clusters Score: Raw -231577130.523492 + Penalty 6991.626654 = -231570138.896839 nChanged 10 SP:Iteration 112Q (61548.770000 sec): 3 clusters Score: Raw -231577131.410487 + Penalty 6991.626654 = -231570139.783833 nChanged 9 SP:Iteration 113Q (61552.490000 sec): 3 clusters Score: Raw -231577132.491987 + Penalty 6991.626654 = -231570140.865333 nChanged 2 SP:Iteration 114Q (61556.180000 sec): 3 clusters Score: Raw -231577132.683587 + Penalty 6991.626654 = -231570141.056933 nChanged 2 SP:Iteration 115Q (61559.880000 sec): 3 clusters Score: Raw -231577132.814168 + Penalty 6991.626654 = -231570141.187514 nChanged 2 SP:Iteration 116Q (61563.580000 sec): 3 clusters Score: Raw -231577132.981304 + Penalty 6991.626654 = -231570141.354650 nChanged 0 SP:Iteration 117F (61568.880000 sec): 3 clusters Score: Raw -231577132.981304 + Penalty 6991.626654 = -231570141.354650 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.320000 sec): 2 clusters Score: Raw -620058.047572 + Penalty 2039.592551 = -618018.455021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.330000 sec): 3 clusters Score: Raw -618325.026930 + Penalty 4079.185102 = -614245.841827 nChanged 1362 SP:Iteration 1F (61569.350000 sec): 3 clusters Score: Raw -619200.816042 + Penalty 4079.185102 = -615121.630940 nChanged 307 SP:Iteration 2F (61569.360000 sec): 3 clusters Score: Raw -619473.643414 + Penalty 4079.185102 = -615394.458312 nChanged 228 SP:Iteration 3F (61569.370000 sec): 3 clusters Score: Raw -619676.723725 + Penalty 4079.185102 = -615597.538623 nChanged 198 SP:Iteration 4F (61569.390000 sec): 3 clusters Score: Raw -619884.464185 + Penalty 4079.185102 = -615805.279082 nChanged 182 SP:Iteration 5Q (61569.410000 sec): 3 clusters Score: Raw -620067.969189 + Penalty 4079.185102 = -615988.784087 nChanged 191 SP:Iteration 6F (61569.420000 sec): 3 clusters Score: Raw -620218.130699 + Penalty 4079.185102 = -616138.945597 nChanged 161 SP:Iteration 7Q (61569.430000 sec): 3 clusters Score: Raw -620350.972253 + Penalty 4079.185102 = -616271.787150 nChanged 137 SP:Iteration 8Q (61569.450000 sec): 3 clusters Score: Raw -620468.286385 + Penalty 4079.185102 = -616389.101283 nChanged 129 SP:Iteration 9Q (61569.460000 sec): 3 clusters Score: Raw -620588.741563 + Penalty 4079.185102 = -616509.556461 nChanged 109 SP:Iteration 10Q (61569.470000 sec): 3 clusters Score: Raw -620722.066144 + Penalty 4079.185102 = -616642.881042 nChanged 95 SP:Iteration 11Q (61569.490000 sec): 3 clusters Score: Raw -620810.769451 + Penalty 4079.185102 = -616731.584349 nChanged 67 SP:Iteration 12Q (61569.500000 sec): 3 clusters Score: Raw -620884.045005 + Penalty 4079.185102 = -616804.859903 nChanged 62 SP:Iteration 13Q (61569.520000 sec): 3 clusters Score: Raw -620943.486340 + Penalty 4079.185102 = -616864.301237 nChanged 54 SP:Iteration 14Q (61569.530000 sec): 3 clusters Score: Raw -620995.272317 + Penalty 4079.185102 = -616916.087215 nChanged 46 SP:Iteration 15Q (61569.550000 sec): 3 clusters Score: Raw -621035.461455 + Penalty 4079.185102 = -616956.276353 nChanged 46 SP:Iteration 16Q (61569.560000 sec): 3 clusters Score: Raw -621073.858543 + Penalty 4079.185102 = -616994.673441 nChanged 34 SP:Iteration 17Q (61569.570000 sec): 3 clusters Score: Raw -621100.239314 + Penalty 4079.185102 = -617021.054212 nChanged 33 SP:Iteration 18Q (61569.590000 sec): 3 clusters Score: Raw -621122.710768 + Penalty 4079.185102 = -617043.525666 nChanged 26 SP:Iteration 19Q (61569.600000 sec): 3 clusters Score: Raw -621141.258398 + Penalty 4079.185102 = -617062.073296 nChanged 27 SP:Iteration 20F (61569.610000 sec): 3 clusters Score: Raw -621155.124334 + Penalty 4079.185102 = -617075.939232 nChanged 17 SP:Iteration 21Q (61569.630000 sec): 3 clusters Score: Raw -621166.214096 + Penalty 4079.185102 = -617087.028993 nChanged 21 SP:Iteration 22Q (61569.640000 sec): 3 clusters Score: Raw -621180.566088 + Penalty 4079.185102 = -617101.380985 nChanged 16 SP:Iteration 23Q (61569.650000 sec): 3 clusters Score: Raw -621190.506818 + Penalty 4079.185102 = -617111.321716 nChanged 9 SP:Iteration 24Q (61569.660000 sec): 3 clusters Score: Raw -621194.796735 + Penalty 4079.185102 = -617115.611633 nChanged 4 SP:Iteration 25Q (61569.670000 sec): 3 clusters Score: Raw -621198.021844 + Penalty 4079.185102 = -617118.836742 nChanged 3 SP:Iteration 26Q (61569.690000 sec): 3 clusters Score: Raw -621199.398539 + Penalty 4079.185102 = -617120.213436 nChanged 0 SP:Iteration 27F (61569.700000 sec): 3 clusters Score: Raw -621199.398539 + Penalty 4079.185102 = -617120.213436 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.710000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.720000 sec): 3 clusters Score: Raw -292058.025838 + Penalty 3675.832130 = -288382.193708 nChanged 526 SP:Iteration 1F (61569.730000 sec): 3 clusters Score: Raw -292485.682161 + Penalty 3675.832130 = -288809.850031 nChanged 125 SP:Iteration 2F (61569.730000 sec): 3 clusters Score: Raw -292597.077300 + Penalty 3675.832130 = -288921.245170 nChanged 63 SP:Iteration 3Q (61569.740000 sec): 3 clusters Score: Raw -292658.959919 + Penalty 3675.832130 = -288983.127788 nChanged 45 SP:Iteration 4Q (61569.750000 sec): 3 clusters Score: Raw -292701.725373 + Penalty 3675.832130 = -289025.893243 nChanged 25 SP:Iteration 5Q (61569.750000 sec): 3 clusters Score: Raw -292732.336098 + Penalty 3675.832130 = -289056.503967 nChanged 18 SP:Iteration 6Q (61569.760000 sec): 3 clusters Score: Raw -292745.731600 + Penalty 3675.832130 = -289069.899470 nChanged 16 SP:Iteration 7Q (61569.770000 sec): 3 clusters Score: Raw -292759.211949 + Penalty 3675.832130 = -289083.379819 nChanged 15 SP:Iteration 8Q (61569.770000 sec): 3 clusters Score: Raw -292770.538318 + Penalty 3675.832130 = -289094.706188 nChanged 19 SP:Iteration 9Q (61569.780000 sec): 3 clusters Score: Raw -292786.972647 + Penalty 3675.832130 = -289111.140517 nChanged 20 SP:Iteration 10Q (61569.790000 sec): 3 clusters Score: Raw -292801.471173 + Penalty 3675.832130 = -289125.639043 nChanged 8 SP:Iteration 11Q (61569.790000 sec): 3 clusters Score: Raw -292808.125014 + Penalty 3675.832130 = -289132.292883 nChanged 6 SP:Iteration 12Q (61569.800000 sec): 3 clusters Score: Raw -292812.016852 + Penalty 3675.832130 = -289136.184721 nChanged 4 SP:Iteration 13Q (61569.810000 sec): 3 clusters Score: Raw -292813.893445 + Penalty 3675.832130 = -289138.061315 nChanged 5 SP:Iteration 14Q (61569.810000 sec): 3 clusters Score: Raw -292818.175664 + Penalty 3675.832130 = -289142.343533 nChanged 5 SP:Iteration 15Q (61569.820000 sec): 3 clusters Score: Raw -292821.126943 + Penalty 3675.832130 = -289145.294813 nChanged 0 SP:Iteration 16F (61569.820000 sec): 3 clusters Score: Raw -292821.126943 + Penalty 3675.832130 = -289145.294813 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.830000 sec): 2 clusters Score: Raw -46011.561498 + Penalty 1451.346215 = -44560.215283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.830000 sec): 3 clusters Score: Raw -46225.085711 + Penalty 2902.692430 = -43322.393281 nChanged 67 SP:Iteration 1F (61569.830000 sec): 3 clusters Score: Raw -46429.000534 + Penalty 2902.692430 = -43526.308104 nChanged 14 SP:Iteration 2Q (61569.830000 sec): 3 clusters Score: Raw -46500.017572 + Penalty 2902.692430 = -43597.325142 nChanged 7 SP:Iteration 3Q (61569.830000 sec): 3 clusters Score: Raw -46522.958046 + Penalty 2902.692430 = -43620.265616 nChanged 6 SP:Iteration 4Q (61569.840000 sec): 3 clusters Score: Raw -46535.872165 + Penalty 2902.692430 = -43633.179735 nChanged 5 SP:Iteration 5Q (61569.840000 sec): 3 clusters Score: Raw -46597.248444 + Penalty 2902.692430 = -43694.556014 nChanged 11 SP:Iteration 6Q (61569.840000 sec): 3 clusters Score: Raw -46631.156190 + Penalty 2902.692430 = -43728.463761 nChanged 7 SP:Iteration 7Q (61569.840000 sec): 3 clusters Score: Raw -46644.432334 + Penalty 2902.692430 = -43741.739904 nChanged 3 SP:Iteration 8Q (61569.840000 sec): 3 clusters Score: Raw -46654.186608 + Penalty 2902.692430 = -43751.494178 nChanged 2 SP:Iteration 9Q (61569.840000 sec): 3 clusters Score: Raw -46670.094544 + Penalty 2902.692430 = -43767.402114 nChanged 3 SP:Iteration 10Q (61569.850000 sec): 3 clusters Score: Raw -46678.401974 + Penalty 2902.692430 = -43775.709544 nChanged 5 SP:Iteration 11Q (61569.850000 sec): 3 clusters Score: Raw -46726.185807 + Penalty 2902.692430 = -43823.493377 nChanged 4 SP:Iteration 12Q (61569.850000 sec): 3 clusters Score: Raw -46730.840092 + Penalty 2902.692430 = -43828.147662 nChanged 1 SP:Iteration 13Q (61569.850000 sec): 3 clusters Score: Raw -46733.187409 + Penalty 2902.692430 = -43830.494979 nChanged 0 SP:Iteration 14F (61569.850000 sec): 3 clusters Score: Raw -46733.187409 + Penalty 2902.692430 = -43830.494979 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.850000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.860000 sec): 3 clusters Score: Raw -30283.566177 + Penalty 2652.165335 = -27631.400841 nChanged 16 SP:Iteration 1F (61569.860000 sec): 3 clusters Score: Raw -30388.481599 + Penalty 2652.165335 = -27736.316264 nChanged 7 SP:Iteration 2Q (61569.860000 sec): 3 clusters Score: Raw -30429.776689 + Penalty 2652.165335 = -27777.611354 nChanged 3 SP:Iteration 3Q (61569.860000 sec): 3 clusters Score: Raw -30448.407223 + Penalty 2652.165335 = -27796.241888 nChanged 1 SP:Iteration 4Q (61569.860000 sec): 3 clusters Score: Raw -30452.267789 + Penalty 2652.165335 = -27800.102454 nChanged 0 SP:Iteration 5F (61569.860000 sec): 3 clusters Score: Raw -30452.267789 + Penalty 2652.165335 = -27800.102454 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.870000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.870000 sec): 3 clusters Score: Raw -40458.247025 + Penalty 2758.098089 = -37700.148936 nChanged 27 SP:Iteration 1F (61569.870000 sec): 3 clusters Score: Raw -40567.289190 + Penalty 2758.098089 = -37809.191101 nChanged 5 SP:Iteration 2Q (61569.870000 sec): 3 clusters Score: Raw -40598.175124 + Penalty 2758.098089 = -37840.077035 nChanged 2 SP:Iteration 3Q (61569.870000 sec): 3 clusters Score: Raw -40607.233733 + Penalty 2758.098089 = -37849.135644 nChanged 0 SP:Iteration 4F (61569.870000 sec): 3 clusters Score: Raw -40607.233733 + Penalty 2758.098089 = -37849.135644 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.880000 sec): 2 clusters Score: Raw -111024.098263 + Penalty 1620.739835 = -109403.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.880000 sec): 3 clusters Score: Raw -110957.141264 + Penalty 3241.479670 = -107715.661594 nChanged 146 SP:Iteration 1F (61569.890000 sec): 3 clusters Score: Raw -111176.074746 + Penalty 3241.479670 = -107934.595076 nChanged 38 SP:Iteration 2F (61569.890000 sec): 3 clusters Score: Raw -111234.351510 + Penalty 3241.479670 = -107992.871840 nChanged 10 SP:Iteration 3Q (61569.890000 sec): 3 clusters Score: Raw -111251.659946 + Penalty 3241.479670 = -108010.180275 nChanged 9 SP:Iteration 4Q (61569.890000 sec): 3 clusters Score: Raw -111272.074225 + Penalty 3241.479670 = -108030.594555 nChanged 2 SP:Iteration 5Q (61569.890000 sec): 3 clusters Score: Raw -111277.580212 + Penalty 3241.479670 = -108036.100541 nChanged 4 SP:Iteration 6Q (61569.900000 sec): 3 clusters Score: Raw -111285.748297 + Penalty 3241.479670 = -108044.268626 nChanged 3 SP:Iteration 7Q (61569.900000 sec): 3 clusters Score: Raw -111291.943170 + Penalty 3241.479670 = -108050.463499 nChanged 3 SP:Iteration 8Q (61569.900000 sec): 3 clusters Score: Raw -111296.704423 + Penalty 3241.479670 = -108055.224753 nChanged 2 SP:Iteration 9Q (61569.910000 sec): 3 clusters Score: Raw -111301.396081 + Penalty 3241.479670 = -108059.916410 nChanged 3 SP:Iteration 10Q (61569.910000 sec): 3 clusters Score: Raw -111305.773506 + Penalty 3241.479670 = -108064.293835 nChanged 0 SP:Iteration 11F (61569.910000 sec): 3 clusters Score: Raw -111305.773506 + Penalty 3241.479670 = -108064.293835 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.920000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.920000 sec): 3 clusters Score: Raw -36902.642592 + Penalty 2748.466718 = -34154.175873 nChanged 35 SP:Iteration 1F (61569.920000 sec): 3 clusters Score: Raw -37318.275957 + Penalty 2748.466718 = -34569.809238 nChanged 17 SP:Iteration 2F (61569.920000 sec): 3 clusters Score: Raw -37467.436134 + Penalty 2748.466718 = -34718.969415 nChanged 7 SP:Iteration 3Q (61569.920000 sec): 3 clusters Score: Raw -37519.954774 + Penalty 2748.466718 = -34771.488055 nChanged 8 SP:Iteration 4Q (61569.920000 sec): 3 clusters Score: Raw -37618.532565 + Penalty 2748.466718 = -34870.065847 nChanged 11 SP:Iteration 5Q (61569.920000 sec): 3 clusters Score: Raw -37701.120739 + Penalty 2748.466718 = -34952.654021 nChanged 4 SP:Iteration 6Q (61569.930000 sec): 3 clusters Score: Raw -37722.382392 + Penalty 2748.466718 = -34973.915674 nChanged 5 SP:Iteration 7Q (61569.930000 sec): 3 clusters Score: Raw -37762.315667 + Penalty 2748.466718 = -35013.848949 nChanged 3 SP:Iteration 8Q (61569.930000 sec): 3 clusters Score: Raw -37798.442272 + Penalty 2748.466718 = -35049.975553 nChanged 1 SP:Iteration 9Q (61569.930000 sec): 3 clusters Score: Raw -37803.777397 + Penalty 2748.466718 = -35055.310678 nChanged 0 SP:Iteration 10F (61569.930000 sec): 3 clusters Score: Raw -37803.777397 + Penalty 2748.466718 = -35055.310678 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.930000 sec): 2 clusters Score: Raw -24321.455760 + Penalty 1264.766874 = -23056.688886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.930000 sec): 3 clusters Score: Raw -24717.980879 + Penalty 2529.533748 = -22188.447131 nChanged 25 SP:Iteration 1F (61569.930000 sec): 3 clusters Score: Raw -24822.493386 + Penalty 2529.533748 = -22292.959638 nChanged 11 SP:Iteration 2F (61569.940000 sec): 3 clusters Score: Raw -24891.270291 + Penalty 2529.533748 = -22361.736542 nChanged 8 SP:Iteration 3Q (61569.940000 sec): 3 clusters Score: Raw -24971.193806 + Penalty 2529.533748 = -22441.660058 nChanged 4 SP:Iteration 4Q (61569.940000 sec): 3 clusters Score: Raw -25004.467189 + Penalty 2529.533748 = -22474.933441 nChanged 3 SP:Iteration 5Q (61569.940000 sec): 3 clusters Score: Raw -25027.481184 + Penalty 2529.533748 = -22497.947435 nChanged 0 SP:Iteration 6F (61569.940000 sec): 3 clusters Score: Raw -25027.481184 + Penalty 2529.533748 = -22497.947435 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.950000 sec): 2 clusters Score: Raw -65363.765123 + Penalty 1504.969546 = -63858.795577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.950000 sec): 3 clusters Score: Raw -65471.440375 + Penalty 3009.939092 = -62461.501284 nChanged 79 SP:Iteration 1F (61569.950000 sec): 3 clusters Score: Raw -65672.393576 + Penalty 3009.939092 = -62662.454485 nChanged 24 SP:Iteration 2F (61569.950000 sec): 3 clusters Score: Raw -65734.168453 + Penalty 3009.939092 = -62724.229361 nChanged 14 SP:Iteration 3Q (61569.950000 sec): 3 clusters Score: Raw -65761.434835 + Penalty 3009.939092 = -62751.495743 nChanged 8 SP:Iteration 4Q (61569.950000 sec): 3 clusters Score: Raw -65788.564138 + Penalty 3009.939092 = -62778.625046 nChanged 5 SP:Iteration 5Q (61569.950000 sec): 3 clusters Score: Raw -65802.229914 + Penalty 3009.939092 = -62792.290822 nChanged 4 SP:Iteration 6Q (61569.960000 sec): 3 clusters Score: Raw -65819.345421 + Penalty 3009.939092 = -62809.406329 nChanged 1 SP:Iteration 7Q (61569.960000 sec): 3 clusters Score: Raw -65828.232071 + Penalty 3009.939092 = -62818.292979 nChanged 1 SP:Iteration 8Q (61569.960000 sec): 3 clusters Score: Raw -65834.874265 + Penalty 3009.939092 = -62824.935173 nChanged 0 SP:Iteration 9F (61569.960000 sec): 3 clusters Score: Raw -65834.874265 + Penalty 3009.939092 = -62824.935173 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.970000 sec): 2 clusters Score: Raw -58459.738763 + Penalty 1467.885676 = -56991.853087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.970000 sec): 3 clusters Score: Raw -58632.070729 + Penalty 2935.771352 = -55696.299377 nChanged 60 SP:Iteration 1F (61569.970000 sec): 3 clusters Score: Raw -58800.201943 + Penalty 2935.771352 = -55864.430592 nChanged 17 SP:Iteration 2Q (61569.970000 sec): 3 clusters Score: Raw -58859.990401 + Penalty 2935.771352 = -55924.219049 nChanged 10 SP:Iteration 3Q (61569.970000 sec): 3 clusters Score: Raw -58888.961081 + Penalty 2935.771352 = -55953.189729 nChanged 7 SP:Iteration 4Q (61569.970000 sec): 3 clusters Score: Raw -58910.721166 + Penalty 2935.771352 = -55974.949814 nChanged 3 SP:Iteration 5Q (61569.980000 sec): 3 clusters Score: Raw -58922.185436 + Penalty 2935.771352 = -55986.414084 nChanged 3 SP:Iteration 6Q (61569.980000 sec): 3 clusters Score: Raw -58945.212003 + Penalty 2935.771352 = -56009.440651 nChanged 1 SP:Iteration 7Q (61569.980000 sec): 3 clusters Score: Raw -58948.646071 + Penalty 2935.771352 = -56012.874719 nChanged 1 SP:Iteration 8Q (61569.980000 sec): 3 clusters Score: Raw -58951.027180 + Penalty 2935.771352 = -56015.255828 nChanged 0 SP:Iteration 9F (61569.980000 sec): 3 clusters Score: Raw -58951.027180 + Penalty 2935.771352 = -56015.255828 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61569.990000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61569.990000 sec): 3 clusters Score: Raw -20613.337181 + Penalty 2732.656615 = -17880.680566 nChanged 48 SP:Iteration 1F (61569.990000 sec): 3 clusters Score: Raw -20876.560199 + Penalty 2732.656615 = -18143.903584 nChanged 11 SP:Iteration 2Q (61569.990000 sec): 3 clusters Score: Raw -20947.641159 + Penalty 2732.656615 = -18214.984544 nChanged 7 SP:Iteration 3Q (61569.990000 sec): 3 clusters Score: Raw -21017.493664 + Penalty 2732.656615 = -18284.837049 nChanged 4 SP:Iteration 4Q (61569.990000 sec): 3 clusters Score: Raw -21064.471168 + Penalty 2732.656615 = -18331.814554 nChanged 2 SP:Iteration 5Q (61569.990000 sec): 3 clusters Score: Raw -21078.584520 + Penalty 2732.656615 = -18345.927905 nChanged 2 SP:Iteration 6Q (61569.990000 sec): 3 clusters Score: Raw -21084.238310 + Penalty 2732.656615 = -18351.581695 nChanged 1 SP:Iteration 7Q (61569.990000 sec): 3 clusters Score: Raw -21092.801849 + Penalty 2732.656615 = -18360.145234 nChanged 0 SP:Iteration 8F (61570.000000 sec): 3 clusters Score: Raw -21092.801849 + Penalty 2732.656615 = -18360.145234 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.000000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.000000 sec): 3 clusters Score: Raw -14059.503435 + Penalty 2461.570937 = -11597.932499 nChanged 8 SP:Iteration 1F (61570.000000 sec): 3 clusters Score: Raw -14094.785565 + Penalty 2461.570937 = -11633.214628 nChanged 1 SP:Iteration 2Q (61570.010000 sec): 3 clusters Score: Raw -14098.084710 + Penalty 2461.570937 = -11636.513774 nChanged 0 SP:Iteration 3F (61570.010000 sec): 3 clusters Score: Raw -14098.084710 + Penalty 2461.570937 = -11636.513774 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.010000 sec): 2 clusters Score: Raw -73999.157331 + Penalty 1551.901562 = -72447.255769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.010000 sec): 3 clusters Score: Raw -74067.482536 + Penalty 3103.803124 = -70963.679413 nChanged 104 SP:Iteration 1F (61570.010000 sec): 3 clusters Score: Raw -74275.259027 + Penalty 3103.803124 = -71171.455903 nChanged 36 SP:Iteration 2F (61570.020000 sec): 3 clusters Score: Raw -74376.794118 + Penalty 3103.803124 = -71272.990994 nChanged 24 SP:Iteration 3Q (61570.020000 sec): 3 clusters Score: Raw -74474.117008 + Penalty 3103.803124 = -71370.313885 nChanged 16 SP:Iteration 4Q (61570.020000 sec): 3 clusters Score: Raw -74521.396314 + Penalty 3103.803124 = -71417.593190 nChanged 7 SP:Iteration 5Q (61570.020000 sec): 3 clusters Score: Raw -74540.787915 + Penalty 3103.803124 = -71436.984791 nChanged 2 SP:Iteration 6Q (61570.030000 sec): 3 clusters Score: Raw -74545.960067 + Penalty 3103.803124 = -71442.156943 nChanged 1 SP:Iteration 7Q (61570.030000 sec): 3 clusters Score: Raw -74550.170767 + Penalty 3103.803124 = -71446.367643 nChanged 0 SP:Iteration 8F (61570.030000 sec): 3 clusters Score: Raw -74550.170767 + Penalty 3103.803124 = -71446.367643 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.030000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.040000 sec): 3 clusters Score: Raw -37218.838784 + Penalty 2716.325922 = -34502.512862 nChanged 27 SP:Iteration 1F (61570.040000 sec): 3 clusters Score: Raw -37338.012823 + Penalty 2716.325922 = -34621.686901 nChanged 9 SP:Iteration 2Q (61570.040000 sec): 3 clusters Score: Raw -37377.943276 + Penalty 2716.325922 = -34661.617354 nChanged 3 SP:Iteration 3Q (61570.040000 sec): 3 clusters Score: Raw -37392.048598 + Penalty 2716.325922 = -34675.722676 nChanged 3 SP:Iteration 4Q (61570.040000 sec): 3 clusters Score: Raw -37401.433491 + Penalty 2716.325922 = -34685.107570 nChanged 0 SP:Iteration 5F (61570.040000 sec): 3 clusters Score: Raw -37401.433491 + Penalty 2716.325922 = -34685.107570 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.050000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.050000 sec): 3 clusters Score: Raw -19168.446193 + Penalty 2553.157260 = -16615.288932 nChanged 21 SP:Iteration 1F (61570.050000 sec): 3 clusters Score: Raw -19266.925414 + Penalty 2553.157260 = -16713.768153 nChanged 8 SP:Iteration 2Q (61570.050000 sec): 3 clusters Score: Raw -19306.337740 + Penalty 2553.157260 = -16753.180480 nChanged 5 SP:Iteration 3Q (61570.050000 sec): 3 clusters Score: Raw -19345.456747 + Penalty 2553.157260 = -16792.299487 nChanged 5 SP:Iteration 4Q (61570.050000 sec): 3 clusters Score: Raw -19382.152747 + Penalty 2553.157260 = -16828.995487 nChanged 5 SP:Iteration 5Q (61570.050000 sec): 3 clusters Score: Raw -19424.257156 + Penalty 2553.157260 = -16871.099895 nChanged 1 SP:Iteration 6Q (61570.050000 sec): 3 clusters Score: Raw -19431.473123 + Penalty 2553.157260 = -16878.315863 nChanged 0 SP:Iteration 7F (61570.050000 sec): 3 clusters Score: Raw -19431.473123 + Penalty 2553.157260 = -16878.315863 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.060000 sec): 2 clusters Score: Raw -28340.352010 + Penalty 1377.133977 = -26963.218033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.060000 sec): 3 clusters Score: Raw -28532.083892 + Penalty 2754.267954 = -25777.815938 nChanged 31 SP:Iteration 1F (61570.060000 sec): 3 clusters Score: Raw -28590.336088 + Penalty 2754.267954 = -25836.068134 nChanged 10 SP:Iteration 2Q (61570.060000 sec): 3 clusters Score: Raw -28617.097613 + Penalty 2754.267954 = -25862.829659 nChanged 8 SP:Iteration 3Q (61570.060000 sec): 3 clusters Score: Raw -28648.395363 + Penalty 2754.267954 = -25894.127409 nChanged 10 SP:Iteration 4Q (61570.060000 sec): 3 clusters Score: Raw -28685.739562 + Penalty 2754.267954 = -25931.471608 nChanged 6 SP:Iteration 5Q (61570.070000 sec): 3 clusters Score: Raw -28699.646557 + Penalty 2754.267954 = -25945.378603 nChanged 3 SP:Iteration 6Q (61570.070000 sec): 3 clusters Score: Raw -28707.367509 + Penalty 2754.267954 = -25953.099555 nChanged 3 SP:Iteration 7Q (61570.070000 sec): 3 clusters Score: Raw -28717.290226 + Penalty 2754.267954 = -25963.022272 nChanged 1 SP:Iteration 8Q (61570.070000 sec): 3 clusters Score: Raw -28720.222024 + Penalty 2754.267954 = -25965.954070 nChanged 0 SP:Iteration 9F (61570.070000 sec): 3 clusters Score: Raw -28720.222024 + Penalty 2754.267954 = -25965.954070 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.070000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.070000 sec): 3 clusters Score: Raw -27839.152020 + Penalty 2622.980447 = -25216.171573 nChanged 14 SP:Iteration 1F (61570.070000 sec): 3 clusters Score: Raw -27937.594661 + Penalty 2622.980447 = -25314.614214 nChanged 6 SP:Iteration 2Q (61570.080000 sec): 3 clusters Score: Raw -27964.145517 + Penalty 2622.980447 = -25341.165069 nChanged 0 SP:Iteration 3F (61570.080000 sec): 3 clusters Score: Raw -27964.145517 + Penalty 2622.980447 = -25341.165069 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.090000 sec): 2 clusters Score: Raw -137542.243821 + Penalty 1692.444670 = -135849.799151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.090000 sec): 3 clusters Score: Raw -137403.297118 + Penalty 3384.889340 = -134018.407778 nChanged 237 SP:Iteration 1F (61570.090000 sec): 3 clusters Score: Raw -137829.190762 + Penalty 3384.889340 = -134444.301421 nChanged 80 SP:Iteration 2F (61570.100000 sec): 3 clusters Score: Raw -138013.352092 + Penalty 3384.889340 = -134628.462752 nChanged 52 SP:Iteration 3F (61570.100000 sec): 3 clusters Score: Raw -138119.700105 + Penalty 3384.889340 = -134734.810765 nChanged 34 SP:Iteration 4Q (61570.100000 sec): 3 clusters Score: Raw -138187.321653 + Penalty 3384.889340 = -134802.432313 nChanged 25 SP:Iteration 5Q (61570.110000 sec): 3 clusters Score: Raw -138253.264413 + Penalty 3384.889340 = -134868.375073 nChanged 20 SP:Iteration 6Q (61570.110000 sec): 3 clusters Score: Raw -138304.253296 + Penalty 3384.889340 = -134919.363956 nChanged 21 SP:Iteration 7Q (61570.110000 sec): 3 clusters Score: Raw -138346.741699 + Penalty 3384.889340 = -134961.852359 nChanged 12 SP:Iteration 8Q (61570.120000 sec): 3 clusters Score: Raw -138373.543448 + Penalty 3384.889340 = -134988.654108 nChanged 17 SP:Iteration 9Q (61570.120000 sec): 3 clusters Score: Raw -138404.108440 + Penalty 3384.889340 = -135019.219100 nChanged 16 SP:Iteration 10Q (61570.120000 sec): 3 clusters Score: Raw -138448.869687 + Penalty 3384.889340 = -135063.980346 nChanged 16 SP:Iteration 11Q (61570.130000 sec): 3 clusters Score: Raw -138481.651199 + Penalty 3384.889340 = -135096.761858 nChanged 19 SP:Iteration 12Q (61570.130000 sec): 3 clusters Score: Raw -138521.088365 + Penalty 3384.889340 = -135136.199025 nChanged 21 SP:Iteration 13Q (61570.130000 sec): 3 clusters Score: Raw -138569.783266 + Penalty 3384.889340 = -135184.893926 nChanged 28 SP:Iteration 14Q (61570.140000 sec): 3 clusters Score: Raw -138649.636434 + Penalty 3384.889340 = -135264.747094 nChanged 31 SP:Iteration 15Q (61570.140000 sec): 3 clusters Score: Raw -138713.578893 + Penalty 3384.889340 = -135328.689553 nChanged 22 SP:Iteration 16Q (61570.140000 sec): 3 clusters Score: Raw -138761.165996 + Penalty 3384.889340 = -135376.276656 nChanged 19 SP:Iteration 17Q (61570.150000 sec): 3 clusters Score: Raw -138803.320900 + Penalty 3384.889340 = -135418.431560 nChanged 15 SP:Iteration 18Q (61570.150000 sec): 3 clusters Score: Raw -138829.947611 + Penalty 3384.889340 = -135445.058271 nChanged 18 SP:Iteration 19Q (61570.150000 sec): 3 clusters Score: Raw -138851.132344 + Penalty 3384.889340 = -135466.243003 nChanged 9 SP:Iteration 20F (61570.150000 sec): 3 clusters Score: Raw -138864.759110 + Penalty 3384.889340 = -135479.869770 nChanged 4 SP:Iteration 21Q (61570.160000 sec): 3 clusters Score: Raw -138886.800822 + Penalty 3384.889340 = -135501.911481 nChanged 7 SP:Iteration 22Q (61570.160000 sec): 3 clusters Score: Raw -138910.594059 + Penalty 3384.889340 = -135525.704719 nChanged 4 SP:Iteration 23Q (61570.170000 sec): 3 clusters Score: Raw -138918.324564 + Penalty 3384.889340 = -135533.435223 nChanged 4 SP:Iteration 24Q (61570.170000 sec): 3 clusters Score: Raw -138934.206535 + Penalty 3384.889340 = -135549.317195 nChanged 3 SP:Iteration 25Q (61570.170000 sec): 3 clusters Score: Raw -138940.214338 + Penalty 3384.889340 = -135555.324997 nChanged 3 SP:Iteration 26Q (61570.170000 sec): 3 clusters Score: Raw -138941.923815 + Penalty 3384.889340 = -135557.034475 nChanged 0 SP:Iteration 27F (61570.180000 sec): 3 clusters Score: Raw -138941.923815 + Penalty 3384.889340 = -135557.034475 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.180000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.190000 sec): 3 clusters Score: Raw -28957.536896 + Penalty 2615.407781 = -26342.129114 nChanged 13 SP:Iteration 1F (61570.190000 sec): 3 clusters Score: Raw -29066.183094 + Penalty 2615.407781 = -26450.775313 nChanged 6 SP:Iteration 2Q (61570.190000 sec): 3 clusters Score: Raw -29093.629016 + Penalty 2615.407781 = -26478.221235 nChanged 2 SP:Iteration 3Q (61570.190000 sec): 3 clusters Score: Raw -29106.265201 + Penalty 2615.407781 = -26490.857420 nChanged 2 SP:Iteration 4Q (61570.190000 sec): 3 clusters Score: Raw -29122.753023 + Penalty 2615.407781 = -26507.345242 nChanged 3 SP:Iteration 5Q (61570.190000 sec): 3 clusters Score: Raw -29157.619407 + Penalty 2615.407781 = -26542.211626 nChanged 2 SP:Iteration 6Q (61570.190000 sec): 3 clusters Score: Raw -29182.404468 + Penalty 2615.407781 = -26566.996687 nChanged 1 SP:Iteration 7Q (61570.190000 sec): 3 clusters Score: Raw -29192.590027 + Penalty 2615.407781 = -26577.182246 nChanged 0 SP:Iteration 8F (61570.190000 sec): 3 clusters Score: Raw -29192.590027 + Penalty 2615.407781 = -26577.182246 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.200000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.200000 sec): 3 clusters Score: Raw -20367.330849 + Penalty 2556.032631 = -17811.298218 nChanged 19 SP:Iteration 1F (61570.200000 sec): 3 clusters Score: Raw -20563.815386 + Penalty 2556.032631 = -18007.782755 nChanged 11 SP:Iteration 2F (61570.200000 sec): 3 clusters Score: Raw -20684.289838 + Penalty 2556.032631 = -18128.257207 nChanged 8 SP:Iteration 3Q (61570.200000 sec): 3 clusters Score: Raw -20810.997273 + Penalty 2556.032631 = -18254.964642 nChanged 6 SP:Iteration 4Q (61570.200000 sec): 3 clusters Score: Raw -20879.063827 + Penalty 2556.032631 = -18323.031196 nChanged 3 SP:Iteration 5Q (61570.210000 sec): 3 clusters Score: Raw -20900.782723 + Penalty 2556.032631 = -18344.750092 nChanged 1 SP:Iteration 6Q (61570.210000 sec): 3 clusters Score: Raw -20916.547903 + Penalty 2556.032631 = -18360.515272 nChanged 2 SP:Iteration 7Q (61570.210000 sec): 3 clusters Score: Raw -20938.679328 + Penalty 2556.032631 = -18382.646697 nChanged 0 SP:Iteration 8F (61570.210000 sec): 3 clusters Score: Raw -20938.679328 + Penalty 2556.032631 = -18382.646697 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.220000 sec): 2 clusters Score: Raw -128081.991603 + Penalty 1643.097307 = -126438.894295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.220000 sec): 3 clusters Score: Raw -128026.924360 + Penalty 3286.194615 = -124740.729745 nChanged 164 SP:Iteration 1F (61570.220000 sec): 3 clusters Score: Raw -128273.737663 + Penalty 3286.194615 = -124987.543049 nChanged 33 SP:Iteration 2Q (61570.220000 sec): 3 clusters Score: Raw -128365.412182 + Penalty 3286.194615 = -125079.217567 nChanged 15 SP:Iteration 3Q (61570.230000 sec): 3 clusters Score: Raw -128402.334330 + Penalty 3286.194615 = -125116.139716 nChanged 11 SP:Iteration 4Q (61570.230000 sec): 3 clusters Score: Raw -128423.707033 + Penalty 3286.194615 = -125137.512418 nChanged 9 SP:Iteration 5Q (61570.230000 sec): 3 clusters Score: Raw -128455.184434 + Penalty 3286.194615 = -125168.989819 nChanged 11 SP:Iteration 6Q (61570.240000 sec): 3 clusters Score: Raw -128471.463719 + Penalty 3286.194615 = -125185.269105 nChanged 6 SP:Iteration 7Q (61570.240000 sec): 3 clusters Score: Raw -128478.367922 + Penalty 3286.194615 = -125192.173307 nChanged 9 SP:Iteration 8Q (61570.240000 sec): 3 clusters Score: Raw -128492.268703 + Penalty 3286.194615 = -125206.074088 nChanged 12 SP:Iteration 9Q (61570.240000 sec): 3 clusters Score: Raw -128528.921261 + Penalty 3286.194615 = -125242.726646 nChanged 16 SP:Iteration 10Q (61570.250000 sec): 3 clusters Score: Raw -128552.370873 + Penalty 3286.194615 = -125266.176258 nChanged 8 SP:Iteration 11Q (61570.250000 sec): 3 clusters Score: Raw -128565.688348 + Penalty 3286.194615 = -125279.493734 nChanged 10 SP:Iteration 12Q (61570.250000 sec): 3 clusters Score: Raw -128580.975566 + Penalty 3286.194615 = -125294.780952 nChanged 3 SP:Iteration 13Q (61570.260000 sec): 3 clusters Score: Raw -128591.342435 + Penalty 3286.194615 = -125305.147821 nChanged 4 SP:Iteration 14Q (61570.260000 sec): 3 clusters Score: Raw -128596.140534 + Penalty 3286.194615 = -125309.945919 nChanged 5 SP:Iteration 15Q (61570.260000 sec): 3 clusters Score: Raw -128602.816220 + Penalty 3286.194615 = -125316.621606 nChanged 0 SP:Iteration 16F (61570.260000 sec): 3 clusters Score: Raw -128602.816220 + Penalty 3286.194615 = -125316.621606 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.270000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.270000 sec): 3 clusters Score: Raw -41194.056477 + Penalty 2808.828398 = -38385.228079 nChanged 36 SP:Iteration 1F (61570.270000 sec): 3 clusters Score: Raw -41311.738136 + Penalty 2808.828398 = -38502.909737 nChanged 11 SP:Iteration 2Q (61570.280000 sec): 3 clusters Score: Raw -41357.367933 + Penalty 2808.828398 = -38548.539535 nChanged 8 SP:Iteration 3Q (61570.280000 sec): 3 clusters Score: Raw -41387.839602 + Penalty 2808.828398 = -38579.011204 nChanged 2 SP:Iteration 4Q (61570.280000 sec): 3 clusters Score: Raw -41398.986832 + Penalty 2808.828398 = -38590.158434 nChanged 1 SP:Iteration 5Q (61570.280000 sec): 3 clusters Score: Raw -41406.851434 + Penalty 2808.828398 = -38598.023036 nChanged 0 SP:Iteration 6F (61570.280000 sec): 3 clusters Score: Raw -41406.851434 + Penalty 2808.828398 = -38598.023036 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.280000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.290000 sec): 3 clusters Score: Raw -79328.114184 + Penalty 3132.417569 = -76195.696615 nChanged 102 SP:Iteration 1F (61570.290000 sec): 3 clusters Score: Raw -79540.628850 + Penalty 3132.417569 = -76408.211282 nChanged 33 SP:Iteration 2F (61570.290000 sec): 3 clusters Score: Raw -79639.247320 + Penalty 3132.417569 = -76506.829752 nChanged 16 SP:Iteration 3Q (61570.300000 sec): 3 clusters Score: Raw -79702.133281 + Penalty 3132.417569 = -76569.715713 nChanged 14 SP:Iteration 4Q (61570.300000 sec): 3 clusters Score: Raw -79743.128513 + Penalty 3132.417569 = -76610.710944 nChanged 7 SP:Iteration 5Q (61570.300000 sec): 3 clusters Score: Raw -79761.427050 + Penalty 3132.417569 = -76629.009481 nChanged 5 SP:Iteration 6Q (61570.300000 sec): 3 clusters Score: Raw -79767.382572 + Penalty 3132.417569 = -76634.965003 nChanged 6 SP:Iteration 7Q (61570.300000 sec): 3 clusters Score: Raw -79787.476500 + Penalty 3132.417569 = -76655.058931 nChanged 3 SP:Iteration 8Q (61570.300000 sec): 3 clusters Score: Raw -79797.859998 + Penalty 3132.417569 = -76665.442429 nChanged 5 SP:Iteration 9Q (61570.310000 sec): 3 clusters Score: Raw -79812.888568 + Penalty 3132.417569 = -76680.471000 nChanged 6 SP:Iteration 10Q (61570.310000 sec): 3 clusters Score: Raw -79832.784910 + Penalty 3132.417569 = -76700.367341 nChanged 10 SP:Iteration 11Q (61570.310000 sec): 3 clusters Score: Raw -79856.124375 + Penalty 3132.417569 = -76723.706806 nChanged 7 SP:Iteration 12Q (61570.310000 sec): 3 clusters Score: Raw -79879.978993 + Penalty 3132.417569 = -76747.561424 nChanged 6 SP:Iteration 13Q (61570.320000 sec): 3 clusters Score: Raw -79902.421057 + Penalty 3132.417569 = -76770.003489 nChanged 8 SP:Iteration 14Q (61570.320000 sec): 3 clusters Score: Raw -79934.764802 + Penalty 3132.417569 = -76802.347233 nChanged 9 SP:Iteration 15Q (61570.320000 sec): 3 clusters Score: Raw -79959.066376 + Penalty 3132.417569 = -76826.648807 nChanged 6 SP:Iteration 16Q (61570.320000 sec): 3 clusters Score: Raw -79980.057769 + Penalty 3132.417569 = -76847.640201 nChanged 4 SP:Iteration 17Q (61570.320000 sec): 3 clusters Score: Raw -80019.070044 + Penalty 3132.417569 = -76886.652475 nChanged 9 SP:Iteration 18Q (61570.320000 sec): 3 clusters Score: Raw -80040.606690 + Penalty 3132.417569 = -76908.189121 nChanged 7 SP:Iteration 19Q (61570.330000 sec): 3 clusters Score: Raw -80055.457850 + Penalty 3132.417569 = -76923.040282 nChanged 4 SP:Iteration 20F (61570.330000 sec): 3 clusters Score: Raw -80068.069064 + Penalty 3132.417569 = -76935.651495 nChanged 5 SP:Iteration 21Q (61570.330000 sec): 3 clusters Score: Raw -80078.420451 + Penalty 3132.417569 = -76946.002883 nChanged 4 SP:Iteration 22Q (61570.330000 sec): 3 clusters Score: Raw -80092.066486 + Penalty 3132.417569 = -76959.648917 nChanged 5 SP:Iteration 23Q (61570.340000 sec): 3 clusters Score: Raw -80104.972257 + Penalty 3132.417569 = -76972.554688 nChanged 2 SP:Iteration 24Q (61570.340000 sec): 3 clusters Score: Raw -80107.668681 + Penalty 3132.417569 = -76975.251112 nChanged 1 SP:Iteration 25Q (61570.340000 sec): 3 clusters Score: Raw -80109.067001 + Penalty 3132.417569 = -76976.649433 nChanged 1 SP:Iteration 26Q (61570.340000 sec): 3 clusters Score: Raw -80111.202516 + Penalty 3132.417569 = -76978.784947 nChanged 1 SP:Iteration 27Q (61570.340000 sec): 3 clusters Score: Raw -80113.831119 + Penalty 3132.417569 = -76981.413550 nChanged 2 SP:Iteration 28Q (61570.340000 sec): 3 clusters Score: Raw -80121.992862 + Penalty 3132.417569 = -76989.575294 nChanged 5 SP:Iteration 29Q (61570.340000 sec): 3 clusters Score: Raw -80131.441289 + Penalty 3132.417569 = -76999.023721 nChanged 2 SP:Iteration 30Q (61570.350000 sec): 3 clusters Score: Raw -80139.894633 + Penalty 3132.417569 = -77007.477064 nChanged 2 SP:Iteration 31Q (61570.350000 sec): 3 clusters Score: Raw -80145.659177 + Penalty 3132.417569 = -77013.241608 nChanged 1 SP:Iteration 32Q (61570.350000 sec): 3 clusters Score: Raw -80151.340509 + Penalty 3132.417569 = -77018.922940 nChanged 2 SP:Iteration 33Q (61570.350000 sec): 3 clusters Score: Raw -80161.519659 + Penalty 3132.417569 = -77029.102090 nChanged 2 SP:Iteration 34Q (61570.360000 sec): 3 clusters Score: Raw -80167.285575 + Penalty 3132.417569 = -77034.868007 nChanged 1 SP:Iteration 35Q (61570.360000 sec): 3 clusters Score: Raw -80173.727760 + Penalty 3132.417569 = -77041.310191 nChanged 0 SP:Iteration 36F (61570.360000 sec): 3 clusters Score: Raw -80173.727760 + Penalty 3132.417569 = -77041.310191 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.360000 sec): 2 clusters Score: Raw -35800.626646 + Penalty 1445.578513 = -34355.048132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.370000 sec): 3 clusters Score: Raw -36101.090602 + Penalty 2891.157026 = -33209.933576 nChanged 65 SP:Iteration 1F (61570.370000 sec): 3 clusters Score: Raw -36585.010137 + Penalty 2891.157026 = -33693.853111 nChanged 35 SP:Iteration 2F (61570.370000 sec): 3 clusters Score: Raw -36883.335662 + Penalty 2891.157026 = -33992.178636 nChanged 21 SP:Iteration 3F (61570.370000 sec): 3 clusters Score: Raw -37161.107157 + Penalty 2891.157026 = -34269.950131 nChanged 8 SP:Iteration 4Q (61570.370000 sec): 3 clusters Score: Raw -37261.834581 + Penalty 2891.157026 = -34370.677554 nChanged 3 SP:Iteration 5Q (61570.370000 sec): 3 clusters Score: Raw -37297.265650 + Penalty 2891.157026 = -34406.108624 nChanged 3 SP:Iteration 6Q (61570.370000 sec): 3 clusters Score: Raw -37321.020982 + Penalty 2891.157026 = -34429.863956 nChanged 0 SP:Iteration 7F (61570.380000 sec): 3 clusters Score: Raw -37321.020982 + Penalty 2891.157026 = -34429.863956 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 38. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.390000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.390000 sec): 3 clusters Score: Raw -25855.571676 + Penalty 2637.787517 = -23217.784159 nChanged 22 SP:Iteration 1F (61570.390000 sec): 3 clusters Score: Raw -25988.137314 + Penalty 2637.787517 = -23350.349797 nChanged 3 SP:Iteration 2Q (61570.390000 sec): 3 clusters Score: Raw -25999.322472 + Penalty 2637.787517 = -23361.534955 nChanged 1 SP:Iteration 3Q (61570.390000 sec): 3 clusters Score: Raw -26006.005807 + Penalty 2637.787517 = -23368.218291 nChanged 0 SP:Iteration 4F (61570.390000 sec): 3 clusters Score: Raw -26006.005807 + Penalty 2637.787517 = -23368.218291 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.400000 sec): 2 clusters Score: Raw -43696.659180 + Penalty 1469.877654 = -42226.781525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.400000 sec): 3 clusters Score: Raw -43835.083585 + Penalty 2939.755309 = -40895.328276 nChanged 66 SP:Iteration 1F (61570.400000 sec): 3 clusters Score: Raw -43971.944140 + Penalty 2939.755309 = -41032.188831 nChanged 19 SP:Iteration 2F (61570.400000 sec): 3 clusters Score: Raw -44030.353637 + Penalty 2939.755309 = -41090.598328 nChanged 12 SP:Iteration 3Q (61570.410000 sec): 3 clusters Score: Raw -44071.858884 + Penalty 2939.755309 = -41132.103575 nChanged 6 SP:Iteration 4Q (61570.410000 sec): 3 clusters Score: Raw -44092.566495 + Penalty 2939.755309 = -41152.811187 nChanged 4 SP:Iteration 5Q (61570.410000 sec): 3 clusters Score: Raw -44113.514409 + Penalty 2939.755309 = -41173.759100 nChanged 5 SP:Iteration 6Q (61570.410000 sec): 3 clusters Score: Raw -44123.989237 + Penalty 2939.755309 = -41184.233929 nChanged 3 SP:Iteration 7Q (61570.410000 sec): 3 clusters Score: Raw -44131.711452 + Penalty 2939.755309 = -41191.956143 nChanged 3 SP:Iteration 8Q (61570.410000 sec): 3 clusters Score: Raw -44154.273795 + Penalty 2939.755309 = -41214.518486 nChanged 2 SP:Iteration 9Q (61570.420000 sec): 3 clusters Score: Raw -44158.920659 + Penalty 2939.755309 = -41219.165350 nChanged 0 SP:Iteration 10F (61570.420000 sec): 3 clusters Score: Raw -44158.920659 + Penalty 2939.755309 = -41219.165350 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.420000 sec): 2 clusters Score: Raw -49686.189301 + Penalty 1470.538108 = -48215.651193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.420000 sec): 3 clusters Score: Raw -49755.031170 + Penalty 2941.076215 = -46813.954955 nChanged 53 SP:Iteration 1F (61570.420000 sec): 3 clusters Score: Raw -49902.125557 + Penalty 2941.076215 = -46961.049342 nChanged 19 SP:Iteration 2F (61570.430000 sec): 3 clusters Score: Raw -49970.125736 + Penalty 2941.076215 = -47029.049521 nChanged 7 SP:Iteration 3Q (61570.430000 sec): 3 clusters Score: Raw -50002.976695 + Penalty 2941.076215 = -47061.900479 nChanged 6 SP:Iteration 4Q (61570.430000 sec): 3 clusters Score: Raw -50025.457836 + Penalty 2941.076215 = -47084.381621 nChanged 3 SP:Iteration 5Q (61570.430000 sec): 3 clusters Score: Raw -50034.888914 + Penalty 2941.076215 = -47093.812698 nChanged 3 SP:Iteration 6Q (61570.430000 sec): 3 clusters Score: Raw -50048.461256 + Penalty 2941.076215 = -47107.385041 nChanged 3 SP:Iteration 7Q (61570.430000 sec): 3 clusters Score: Raw -50054.960550 + Penalty 2941.076215 = -47113.884335 nChanged 2 SP:Iteration 8Q (61570.430000 sec): 3 clusters Score: Raw -50060.646337 + Penalty 2941.076215 = -47119.570122 nChanged 0 SP:Iteration 9F (61570.430000 sec): 3 clusters Score: Raw -50060.646337 + Penalty 2941.076215 = -47119.570122 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.440000 sec): 2 clusters Score: Raw -36339.305920 + Penalty 1400.945611 = -34938.360309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.440000 sec): 3 clusters Score: Raw -36632.957588 + Penalty 2801.891222 = -33831.066366 nChanged 37 SP:Iteration 1F (61570.440000 sec): 3 clusters Score: Raw -36897.262861 + Penalty 2801.891222 = -34095.371639 nChanged 15 SP:Iteration 2F (61570.440000 sec): 3 clusters Score: Raw -37029.068971 + Penalty 2801.891222 = -34227.177749 nChanged 8 SP:Iteration 3Q (61570.440000 sec): 3 clusters Score: Raw -37125.160442 + Penalty 2801.891222 = -34323.269220 nChanged 5 SP:Iteration 4Q (61570.440000 sec): 3 clusters Score: Raw -37173.633059 + Penalty 2801.891222 = -34371.741837 nChanged 2 SP:Iteration 5Q (61570.440000 sec): 3 clusters Score: Raw -37207.753567 + Penalty 2801.891222 = -34405.862345 nChanged 0 SP:Iteration 6F (61570.450000 sec): 3 clusters Score: Raw -37207.753567 + Penalty 2801.891222 = -34405.862345 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.450000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.460000 sec): 3 clusters Score: Raw -72048.435109 + Penalty 3071.411795 = -68977.023314 nChanged 84 SP:Iteration 1F (61570.460000 sec): 3 clusters Score: Raw -72236.525841 + Penalty 3071.411795 = -69165.114047 nChanged 19 SP:Iteration 2Q (61570.460000 sec): 3 clusters Score: Raw -72313.748176 + Penalty 3071.411795 = -69242.336381 nChanged 12 SP:Iteration 3Q (61570.460000 sec): 3 clusters Score: Raw -72353.367307 + Penalty 3071.411795 = -69281.955512 nChanged 8 SP:Iteration 4Q (61570.460000 sec): 3 clusters Score: Raw -72385.726809 + Penalty 3071.411795 = -69314.315015 nChanged 6 SP:Iteration 5Q (61570.460000 sec): 3 clusters Score: Raw -72405.932484 + Penalty 3071.411795 = -69334.520689 nChanged 8 SP:Iteration 6Q (61570.470000 sec): 3 clusters Score: Raw -72439.368345 + Penalty 3071.411795 = -69367.956550 nChanged 9 SP:Iteration 7Q (61570.470000 sec): 3 clusters Score: Raw -72466.891816 + Penalty 3071.411795 = -69395.480021 nChanged 10 SP:Iteration 8Q (61570.470000 sec): 3 clusters Score: Raw -72497.614713 + Penalty 3071.411795 = -69426.202918 nChanged 4 SP:Iteration 9Q (61570.470000 sec): 3 clusters Score: Raw -72506.755517 + Penalty 3071.411795 = -69435.343723 nChanged 4 SP:Iteration 10Q (61570.470000 sec): 3 clusters Score: Raw -72518.315015 + Penalty 3071.411795 = -69446.903221 nChanged 4 SP:Iteration 11Q (61570.480000 sec): 3 clusters Score: Raw -72533.892548 + Penalty 3071.411795 = -69462.480754 nChanged 6 SP:Iteration 12Q (61570.480000 sec): 3 clusters Score: Raw -72556.427560 + Penalty 3071.411795 = -69485.015765 nChanged 4 SP:Iteration 13Q (61570.480000 sec): 3 clusters Score: Raw -72567.457079 + Penalty 3071.411795 = -69496.045284 nChanged 4 SP:Iteration 14Q (61570.480000 sec): 3 clusters Score: Raw -72578.429951 + Penalty 3071.411795 = -69507.018157 nChanged 1 SP:Iteration 15Q (61570.480000 sec): 3 clusters Score: Raw -72580.666383 + Penalty 3071.411795 = -69509.254588 nChanged 1 SP:Iteration 16Q (61570.480000 sec): 3 clusters Score: Raw -72584.847259 + Penalty 3071.411795 = -69513.435464 nChanged 3 SP:Iteration 17Q (61570.480000 sec): 3 clusters Score: Raw -72589.880777 + Penalty 3071.411795 = -69518.468983 nChanged 1 SP:Iteration 18Q (61570.490000 sec): 3 clusters Score: Raw -72590.950585 + Penalty 3071.411795 = -69519.538790 nChanged 0 SP:Iteration 19F (61570.490000 sec): 3 clusters Score: Raw -72590.950585 + Penalty 3071.411795 = -69519.538790 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.500000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.500000 sec): 3 clusters Score: Raw -17875.317547 + Penalty 2529.533748 = -15345.783798 nChanged 16 SP:Iteration 1F (61570.500000 sec): 3 clusters Score: Raw -17998.027097 + Penalty 2529.533748 = -15468.493349 nChanged 4 SP:Iteration 2Q (61570.500000 sec): 3 clusters Score: Raw -18016.734756 + Penalty 2529.533748 = -15487.201008 nChanged 2 SP:Iteration 3Q (61570.500000 sec): 3 clusters Score: Raw -18031.086677 + Penalty 2529.533748 = -15501.552929 nChanged 2 SP:Iteration 4Q (61570.500000 sec): 3 clusters Score: Raw -18043.741356 + Penalty 2529.533748 = -15514.207607 nChanged 2 SP:Iteration 5Q (61570.500000 sec): 3 clusters Score: Raw -18053.392079 + Penalty 2529.533748 = -15523.858331 nChanged 3 SP:Iteration 6Q (61570.500000 sec): 3 clusters Score: Raw -18078.583464 + Penalty 2529.533748 = -15549.049716 nChanged 2 SP:Iteration 7Q (61570.500000 sec): 3 clusters Score: Raw -18091.291248 + Penalty 2529.533748 = -15561.757500 nChanged 0 SP:Iteration 8F (61570.500000 sec): 3 clusters Score: Raw -18091.291248 + Penalty 2529.533748 = -15561.757500 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.510000 sec): 2 clusters Score: Raw -19768.053025 + Penalty 1257.088242 = -18510.964783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.510000 sec): 3 clusters Score: Raw -20006.851800 + Penalty 2514.176484 = -17492.675316 nChanged 6 SP:Iteration 1Q (61570.510000 sec): 3 clusters Score: Raw -20039.474690 + Penalty 2514.176484 = -17525.298206 nChanged 1 SP:Iteration 2Q (61570.510000 sec): 3 clusters Score: Raw -20042.279823 + Penalty 2514.176484 = -17528.103338 nChanged 1 SP:Iteration 3Q (61570.510000 sec): 3 clusters Score: Raw -20048.962264 + Penalty 2514.176484 = -17534.785780 nChanged 1 SP:Iteration 4Q (61570.510000 sec): 3 clusters Score: Raw -20053.608593 + Penalty 2514.176484 = -17539.432109 nChanged 1 SP:Iteration 5Q (61570.510000 sec): 3 clusters Score: Raw -20059.068785 + Penalty 2514.176484 = -17544.892300 nChanged 1 SP:Iteration 6Q (61570.510000 sec): 3 clusters Score: Raw -20070.172870 + Penalty 2514.176484 = -17555.996385 nChanged 0 SP:Iteration 7F (61570.510000 sec): 3 clusters Score: Raw -20070.172870 + Penalty 2514.176484 = -17555.996385 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.520000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.520000 sec): 3 clusters Score: Raw -28922.976058 + Penalty 2647.418888 = -26275.557170 nChanged 21 SP:Iteration 1F (61570.520000 sec): 3 clusters Score: Raw -29021.071161 + Penalty 2647.418888 = -26373.652273 nChanged 8 SP:Iteration 2Q (61570.520000 sec): 3 clusters Score: Raw -29090.037032 + Penalty 2647.418888 = -26442.618145 nChanged 3 SP:Iteration 3Q (61570.520000 sec): 3 clusters Score: Raw -29109.290269 + Penalty 2647.418888 = -26461.871381 nChanged 1 SP:Iteration 4Q (61570.520000 sec): 3 clusters Score: Raw -29120.790853 + Penalty 2647.418888 = -26473.371965 nChanged 0 SP:Iteration 5F (61570.520000 sec): 3 clusters Score: Raw -29120.790853 + Penalty 2647.418888 = -26473.371965 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.530000 sec): 2 clusters Score: Raw -79460.580280 + Penalty 1528.502071 = -77932.078209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.530000 sec): 3 clusters Score: Raw -79478.844116 + Penalty 3057.004143 = -76421.839973 nChanged 88 SP:Iteration 1F (61570.530000 sec): 3 clusters Score: Raw -79653.561273 + Penalty 3057.004143 = -76596.557130 nChanged 16 SP:Iteration 2Q (61570.540000 sec): 3 clusters Score: Raw -79689.217286 + Penalty 3057.004143 = -76632.213143 nChanged 6 SP:Iteration 3Q (61570.540000 sec): 3 clusters Score: Raw -79705.774375 + Penalty 3057.004143 = -76648.770232 nChanged 6 SP:Iteration 4Q (61570.540000 sec): 3 clusters Score: Raw -79716.963970 + Penalty 3057.004143 = -76659.959827 nChanged 1 SP:Iteration 5Q (61570.540000 sec): 3 clusters Score: Raw -79719.614867 + Penalty 3057.004143 = -76662.610724 nChanged 2 SP:Iteration 6Q (61570.540000 sec): 3 clusters Score: Raw -79726.004272 + Penalty 3057.004143 = -76669.000130 nChanged 1 SP:Iteration 7Q (61570.540000 sec): 3 clusters Score: Raw -79727.309876 + Penalty 3057.004143 = -76670.305733 nChanged 0 SP:Iteration 8F (61570.550000 sec): 3 clusters Score: Raw -79727.309876 + Penalty 3057.004143 = -76670.305733 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.550000 sec): 2 clusters Score: Raw -35656.317551 + Penalty 1400.945611 = -34255.371940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.550000 sec): 3 clusters Score: Raw -35822.001333 + Penalty 2801.891222 = -33020.110111 nChanged 48 SP:Iteration 1F (61570.560000 sec): 3 clusters Score: Raw -36010.991119 + Penalty 2801.891222 = -33209.099897 nChanged 11 SP:Iteration 2Q (61570.560000 sec): 3 clusters Score: Raw -36073.266820 + Penalty 2801.891222 = -33271.375598 nChanged 8 SP:Iteration 3Q (61570.560000 sec): 3 clusters Score: Raw -36115.183027 + Penalty 2801.891222 = -33313.291805 nChanged 4 SP:Iteration 4Q (61570.560000 sec): 3 clusters Score: Raw -36128.577331 + Penalty 2801.891222 = -33326.686109 nChanged 7 SP:Iteration 5Q (61570.560000 sec): 3 clusters Score: Raw -36153.787106 + Penalty 2801.891222 = -33351.895884 nChanged 2 SP:Iteration 6Q (61570.560000 sec): 3 clusters Score: Raw -36165.275054 + Penalty 2801.891222 = -33363.383832 nChanged 2 SP:Iteration 7Q (61570.560000 sec): 3 clusters Score: Raw -36179.624529 + Penalty 2801.891222 = -33377.733307 nChanged 3 SP:Iteration 8Q (61570.560000 sec): 3 clusters Score: Raw -36191.199522 + Penalty 2801.891222 = -33389.308300 nChanged 1 SP:Iteration 9Q (61570.560000 sec): 3 clusters Score: Raw -36196.559635 + Penalty 2801.891222 = -33394.668413 nChanged 0 SP:Iteration 10F (61570.560000 sec): 3 clusters Score: Raw -36198.557133 + Penalty 2801.891222 = -33396.665911 nChanged 2 SP:Iteration 11Q (61570.560000 sec): 3 clusters Score: Raw -36226.877577 + Penalty 2801.891222 = -33424.986355 nChanged 2 SP:Iteration 12Q (61570.570000 sec): 3 clusters Score: Raw -36238.408584 + Penalty 2801.891222 = -33436.517362 nChanged 0 SP:Iteration 13F (61570.570000 sec): 3 clusters Score: Raw -36238.408584 + Penalty 2801.891222 = -33436.517362 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.570000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.570000 sec): 3 clusters Score: Raw -26290.698355 + Penalty 2635.350166 = -23655.348189 nChanged 22 SP:Iteration 1F (61570.580000 sec): 3 clusters Score: Raw -26424.906785 + Penalty 2635.350166 = -23789.556619 nChanged 10 SP:Iteration 2Q (61570.580000 sec): 3 clusters Score: Raw -26534.173493 + Penalty 2635.350166 = -23898.823328 nChanged 6 SP:Iteration 3Q (61570.580000 sec): 3 clusters Score: Raw -26579.950749 + Penalty 2635.350166 = -23944.600583 nChanged 4 SP:Iteration 4Q (61570.580000 sec): 3 clusters Score: Raw -26598.430119 + Penalty 2635.350166 = -23963.079954 nChanged 0 SP:Iteration 5F (61570.580000 sec): 3 clusters Score: Raw -26598.430119 + Penalty 2635.350166 = -23963.079954 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.580000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.580000 sec): 3 clusters Score: Raw -11819.349767 + Penalty 2237.386315 = -9581.963452 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.590000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.590000 sec): 3 clusters Score: Raw -50246.087534 + Penalty 2894.066126 = -47352.021408 nChanged 52 SP:Iteration 1F (61570.590000 sec): 3 clusters Score: Raw -50377.310905 + Penalty 2894.066126 = -47483.244780 nChanged 10 SP:Iteration 2Q (61570.590000 sec): 3 clusters Score: Raw -50422.896355 + Penalty 2894.066126 = -47528.830229 nChanged 9 SP:Iteration 3Q (61570.600000 sec): 3 clusters Score: Raw -50465.432330 + Penalty 2894.066126 = -47571.366204 nChanged 4 SP:Iteration 4Q (61570.600000 sec): 3 clusters Score: Raw -50477.502180 + Penalty 2894.066126 = -47583.436055 nChanged 2 SP:Iteration 5Q (61570.600000 sec): 3 clusters Score: Raw -50483.401129 + Penalty 2894.066126 = -47589.335003 nChanged 0 SP:Iteration 6F (61570.600000 sec): 3 clusters Score: Raw -50483.401129 + Penalty 2894.066126 = -47589.335003 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.600000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.600000 sec): 3 clusters Score: Raw -45444.484067 + Penalty 2865.715552 = -42578.768515 nChanged 43 SP:Iteration 1F (61570.610000 sec): 3 clusters Score: Raw -45572.325414 + Penalty 2865.715552 = -42706.609862 nChanged 23 SP:Iteration 2F (61570.610000 sec): 3 clusters Score: Raw -45650.650991 + Penalty 2865.715552 = -42784.935439 nChanged 7 SP:Iteration 3Q (61570.610000 sec): 3 clusters Score: Raw -45680.434197 + Penalty 2865.715552 = -42814.718645 nChanged 6 SP:Iteration 4Q (61570.610000 sec): 3 clusters Score: Raw -45708.257763 + Penalty 2865.715552 = -42842.542211 nChanged 3 SP:Iteration 5Q (61570.610000 sec): 3 clusters Score: Raw -45735.078698 + Penalty 2865.715552 = -42869.363145 nChanged 1 SP:Iteration 6Q (61570.610000 sec): 3 clusters Score: Raw -45741.751227 + Penalty 2865.715552 = -42876.035674 nChanged 2 SP:Iteration 7Q (61570.620000 sec): 3 clusters Score: Raw -45747.304825 + Penalty 2865.715552 = -42881.589272 nChanged 0 SP:Iteration 8F (61570.620000 sec): 3 clusters Score: Raw -45747.304825 + Penalty 2865.715552 = -42881.589272 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 77 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61570.620000 sec): 2 clusters Score: Raw -75191.805111 + Penalty 1532.130140 = -73659.674971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61570.620000 sec): 3 clusters Score: Raw -75247.646177 + Penalty 3064.260281 = -72183.385896 nChanged 69 SP:Iteration 1F (61570.630000 sec): 3 clusters Score: Raw -75390.366958 + Penalty 3064.260281 = -72326.106677 nChanged 17 SP:Iteration 2Q (61570.630000 sec): 3 clusters Score: Raw -75436.912971 + Penalty 3064.260281 = -72372.652690 nChanged 9 SP:Iteration 3Q (61570.630000 sec): 3 clusters Score: Raw -75462.837381 + Penalty 3064.260281 = -72398.577100 nChanged 4 SP:Iteration 4Q (61570.630000 sec): 3 clusters Score: Raw -75475.015292 + Penalty 3064.260281 = -72410.755011 nChanged 2 SP:Iteration 5Q (61570.640000 sec): 3 clusters Score: Raw -75482.942026 + Penalty 3064.260281 = -72418.681745 nChanged 1 SP:Iteration 6Q (61570.640000 sec): 3 clusters Score: Raw -75483.659874 + Penalty 3064.260281 = -72419.399594 nChanged 0 SP:Iteration 7F (61570.640000 sec): 3 clusters Score: Raw -75483.659874 + Penalty 3064.260281 = -72419.399594 nChanged 0 Iteration 399F (61808.180000 sec): 78 clusters Score: Raw -379181441.934021 + Penalty 278749.993803 = -378902691.940218 nChanged 5 Iteration 400F (62045.760000 sec): 78 clusters Score: Raw -379181487.189043 + Penalty 278749.993803 = -378902737.195240 nChanged 5 Iteration 401Q (62082.310000 sec): 78 clusters Score: Raw -379181528.596646 + Penalty 278749.993803 = -378902778.602843 nChanged 6 Iteration 402Q (62119.350000 sec): 78 clusters Score: Raw -379181603.520519 + Penalty 278749.993803 = -378902853.526716 nChanged 6 Iteration 403Q (62156.420000 sec): 78 clusters Score: Raw -379181641.112889 + Penalty 278749.993803 = -378902891.119086 nChanged 3 Iteration 404Q (62193.470000 sec): 78 clusters Score: Raw -379181668.574087 + Penalty 278749.993803 = -378902918.580284 nChanged 3 Iteration 405Q (62230.510000 sec): 78 clusters Score: Raw -379181686.460787 + Penalty 278749.993803 = -378902936.466984 nChanged 1 Iteration 406Q (62267.560000 sec): 78 clusters Score: Raw -379181691.327249 + Penalty 278749.993803 = -378902941.333446 nChanged 0 Iteration 407F (62505.150000 sec): 78 clusters Score: Raw -379181691.327249 + Penalty 278749.993803 = -378902941.333446 nChanged 0 Compute initial score before splitting: Score: Raw -379181691.327249 + Penalty 278749.993803 = -378902941.333446 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62505.460000 sec): 2 clusters Score: Raw -12272367.755811 + Penalty 2775.702361 = -12269592.053450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62505.750000 sec): 3 clusters Score: Raw -12226549.837598 + Penalty 5551.404722 = -12220998.432876 nChanged 33951 SP:Iteration 1F (62506.050000 sec): 3 clusters Score: Raw -12245667.946086 + Penalty 5551.404722 = -12240116.541363 nChanged 2791 SP:Iteration 2Q (62506.350000 sec): 3 clusters Score: Raw -12246425.437603 + Penalty 5551.404722 = -12240874.032880 nChanged 2802 SP:Iteration 3Q (62506.650000 sec): 3 clusters Score: Raw -12247290.909406 + Penalty 5551.404722 = -12241739.504684 nChanged 2983 SP:Iteration 4Q (62506.950000 sec): 3 clusters Score: Raw -12248297.390822 + Penalty 5551.404722 = -12242745.986100 nChanged 3195 SP:Iteration 5Q (62507.240000 sec): 3 clusters Score: Raw -12249572.244379 + Penalty 5551.404722 = -12244020.839656 nChanged 3596 SP:Iteration 6Q (62507.540000 sec): 3 clusters Score: Raw -12251304.433355 + Penalty 5551.404722 = -12245753.028632 nChanged 4087 SP:Iteration 7F (62507.830000 sec): 3 clusters Score: Raw -12253687.285996 + Penalty 5551.404722 = -12248135.881273 nChanged 4419 SP:Iteration 8F (62508.130000 sec): 3 clusters Score: Raw -12256655.894234 + Penalty 5551.404722 = -12251104.489511 nChanged 4398 SP:Iteration 9F (62508.420000 sec): 3 clusters Score: Raw -12259960.029485 + Penalty 5551.404722 = -12254408.624763 nChanged 3847 SP:Iteration 10F (62508.710000 sec): 3 clusters Score: Raw -12263157.200016 + Penalty 5551.404722 = -12257605.795293 nChanged 3089 SP:Iteration 11Q (62509.000000 sec): 3 clusters Score: Raw -12265880.692789 + Penalty 5551.404722 = -12260329.288066 nChanged 2372 SP:Iteration 12Q (62509.270000 sec): 3 clusters Score: Raw -12267974.259195 + Penalty 5551.404722 = -12262422.854472 nChanged 1736 SP:Iteration 13Q (62509.520000 sec): 3 clusters Score: Raw -12269402.130103 + Penalty 5551.404722 = -12263850.725380 nChanged 1223 SP:Iteration 14Q (62509.750000 sec): 3 clusters Score: Raw -12270319.973894 + Penalty 5551.404722 = -12264768.569171 nChanged 929 SP:Iteration 15Q (62509.990000 sec): 3 clusters Score: Raw -12270989.160257 + Penalty 5551.404722 = -12265437.755534 nChanged 717 SP:Iteration 16Q (62510.200000 sec): 3 clusters Score: Raw -12271478.265061 + Penalty 5551.404722 = -12265926.860338 nChanged 527 SP:Iteration 17Q (62510.420000 sec): 3 clusters Score: Raw -12271814.955282 + Penalty 5551.404722 = -12266263.550559 nChanged 374 SP:Iteration 18Q (62510.630000 sec): 3 clusters Score: Raw -12272030.284572 + Penalty 5551.404722 = -12266478.879849 nChanged 282 SP:Iteration 19Q (62510.840000 sec): 3 clusters Score: Raw -12272192.378153 + Penalty 5551.404722 = -12266640.973430 nChanged 224 SP:Iteration 20F (62511.130000 sec): 3 clusters Score: Raw -12272321.171485 + Penalty 5551.404722 = -12266769.766763 nChanged 152 SP:Iteration 21Q (62511.340000 sec): 3 clusters Score: Raw -12272415.471173 + Penalty 5551.404722 = -12266864.066450 nChanged 116 SP:Iteration 22Q (62511.550000 sec): 3 clusters Score: Raw -12272487.882044 + Penalty 5551.404722 = -12266936.477321 nChanged 88 SP:Iteration 23Q (62511.750000 sec): 3 clusters Score: Raw -12272541.991097 + Penalty 5551.404722 = -12266990.586374 nChanged 78 SP:Iteration 24Q (62511.950000 sec): 3 clusters Score: Raw -12272592.768182 + Penalty 5551.404722 = -12267041.363459 nChanged 61 SP:Iteration 25Q (62512.160000 sec): 3 clusters Score: Raw -12272630.434998 + Penalty 5551.404722 = -12267079.030275 nChanged 54 SP:Iteration 26Q (62512.360000 sec): 3 clusters Score: Raw -12272666.103177 + Penalty 5551.404722 = -12267114.698455 nChanged 38 SP:Iteration 27Q (62512.570000 sec): 3 clusters Score: Raw -12272687.174035 + Penalty 5551.404722 = -12267135.769312 nChanged 32 SP:Iteration 28Q (62512.770000 sec): 3 clusters Score: Raw -12272704.910452 + Penalty 5551.404722 = -12267153.505730 nChanged 24 SP:Iteration 29Q (62512.970000 sec): 3 clusters Score: Raw -12272718.313538 + Penalty 5551.404722 = -12267166.908816 nChanged 13 SP:Iteration 30Q (62513.170000 sec): 3 clusters Score: Raw -12272725.187420 + Penalty 5551.404722 = -12267173.782698 nChanged 8 SP:Iteration 31Q (62513.370000 sec): 3 clusters Score: Raw -12272728.558816 + Penalty 5551.404722 = -12267177.154094 nChanged 4 SP:Iteration 32Q (62513.580000 sec): 3 clusters Score: Raw -12272730.312494 + Penalty 5551.404722 = -12267178.907772 nChanged 3 SP:Iteration 33Q (62513.780000 sec): 3 clusters Score: Raw -12272731.675253 + Penalty 5551.404722 = -12267180.270530 nChanged 3 SP:Iteration 34Q (62513.980000 sec): 3 clusters Score: Raw -12272732.517041 + Penalty 5551.404722 = -12267181.112319 nChanged 1 SP:Iteration 35Q (62514.180000 sec): 3 clusters Score: Raw -12272732.876504 + Penalty 5551.404722 = -12267181.471781 nChanged 1 SP:Iteration 36Q (62514.390000 sec): 3 clusters Score: Raw -12272733.329412 + Penalty 5551.404722 = -12267181.924689 nChanged 1 SP:Iteration 37Q (62514.590000 sec): 3 clusters Score: Raw -12272733.866550 + Penalty 5551.404722 = -12267182.461828 nChanged 1 SP:Iteration 38Q (62514.790000 sec): 3 clusters Score: Raw -12272734.720988 + Penalty 5551.404722 = -12267183.316265 nChanged 4 SP:Iteration 39Q (62514.990000 sec): 3 clusters Score: Raw -12272736.720480 + Penalty 5551.404722 = -12267185.315758 nChanged 6 SP:Iteration 40F (62515.280000 sec): 3 clusters Score: Raw -12272739.697087 + Penalty 5551.404722 = -12267188.292364 nChanged 5 SP:Iteration 41Q (62515.480000 sec): 3 clusters Score: Raw -12272742.624861 + Penalty 5551.404722 = -12267191.220138 nChanged 7 SP:Iteration 42Q (62515.680000 sec): 3 clusters Score: Raw -12272747.076014 + Penalty 5551.404722 = -12267195.671291 nChanged 5 SP:Iteration 43Q (62515.890000 sec): 3 clusters Score: Raw -12272750.230513 + Penalty 5551.404722 = -12267198.825790 nChanged 4 SP:Iteration 44Q (62516.090000 sec): 3 clusters Score: Raw -12272752.480155 + Penalty 5551.404722 = -12267201.075432 nChanged 2 SP:Iteration 45Q (62516.290000 sec): 3 clusters Score: Raw -12272753.700651 + Penalty 5551.404722 = -12267202.295929 nChanged 3 SP:Iteration 46Q (62516.490000 sec): 3 clusters Score: Raw -12272756.547516 + Penalty 5551.404722 = -12267205.142794 nChanged 3 SP:Iteration 47Q (62516.690000 sec): 3 clusters Score: Raw -12272758.544641 + Penalty 5551.404722 = -12267207.139919 nChanged 4 SP:Iteration 48Q (62516.890000 sec): 3 clusters Score: Raw -12272760.240234 + Penalty 5551.404722 = -12267208.835511 nChanged 5 SP:Iteration 49Q (62517.090000 sec): 3 clusters Score: Raw -12272763.456597 + Penalty 5551.404722 = -12267212.051874 nChanged 4 SP:Iteration 50Q (62517.300000 sec): 3 clusters Score: Raw -12272765.109682 + Penalty 5551.404722 = -12267213.704959 nChanged 1 SP:Iteration 51Q (62517.500000 sec): 3 clusters Score: Raw -12272765.637136 + Penalty 5551.404722 = -12267214.232414 nChanged 3 SP:Iteration 52Q (62517.700000 sec): 3 clusters Score: Raw -12272766.839044 + Penalty 5551.404722 = -12267215.434322 nChanged 4 SP:Iteration 53Q (62517.900000 sec): 3 clusters Score: Raw -12272769.183749 + Penalty 5551.404722 = -12267217.779027 nChanged 4 SP:Iteration 54Q (62518.100000 sec): 3 clusters Score: Raw -12272770.681852 + Penalty 5551.404722 = -12267219.277130 nChanged 5 SP:Iteration 55Q (62518.310000 sec): 3 clusters Score: Raw -12272773.510803 + Penalty 5551.404722 = -12267222.106081 nChanged 2 SP:Iteration 56Q (62518.510000 sec): 3 clusters Score: Raw -12272774.348999 + Penalty 5551.404722 = -12267222.944276 nChanged 2 SP:Iteration 57Q (62518.710000 sec): 3 clusters Score: Raw -12272775.338901 + Penalty 5551.404722 = -12267223.934179 nChanged 0 SP:Iteration 58F (62518.990000 sec): 3 clusters Score: Raw -12272775.338901 + Penalty 5551.404722 = -12267223.934179 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62519.020000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62519.030000 sec): 3 clusters Score: Raw -55323.589340 + Penalty 2912.570424 = -52411.018917 nChanged 59 SP:Iteration 1F (62519.030000 sec): 3 clusters Score: Raw -55476.265322 + Penalty 2912.570424 = -52563.694898 nChanged 20 SP:Iteration 2F (62519.030000 sec): 3 clusters Score: Raw -55530.624486 + Penalty 2912.570424 = -52618.054063 nChanged 6 SP:Iteration 3Q (62519.030000 sec): 3 clusters Score: Raw -55541.552517 + Penalty 2912.570424 = -52628.982093 nChanged 5 SP:Iteration 4Q (62519.030000 sec): 3 clusters Score: Raw -55556.236144 + Penalty 2912.570424 = -52643.665720 nChanged 3 SP:Iteration 5Q (62519.030000 sec): 3 clusters Score: Raw -55569.247766 + Penalty 2912.570424 = -52656.677342 nChanged 2 SP:Iteration 6Q (62519.030000 sec): 3 clusters Score: Raw -55577.571542 + Penalty 2912.570424 = -52665.001118 nChanged 1 SP:Iteration 7Q (62519.030000 sec): 3 clusters Score: Raw -55578.432008 + Penalty 2912.570424 = -52665.861584 nChanged 2 SP:Iteration 8Q (62519.040000 sec): 3 clusters Score: Raw -55582.398081 + Penalty 2912.570424 = -52669.827657 nChanged 0 SP:Iteration 9F (62519.040000 sec): 3 clusters Score: Raw -55582.398081 + Penalty 2912.570424 = -52669.827657 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62519.050000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62519.050000 sec): 3 clusters Score: Raw -203710.410754 + Penalty 3510.020292 = -200200.390461 nChanged 317 SP:Iteration 1F (62519.060000 sec): 3 clusters Score: Raw -204037.226756 + Penalty 3510.020292 = -200527.206464 nChanged 71 SP:Iteration 2F (62519.060000 sec): 3 clusters Score: Raw -204119.386276 + Penalty 3510.020292 = -200609.365983 nChanged 37 SP:Iteration 3Q (62519.070000 sec): 3 clusters Score: Raw -204166.984507 + Penalty 3510.020292 = -200656.964215 nChanged 28 SP:Iteration 4Q (62519.070000 sec): 3 clusters Score: Raw -204203.166374 + Penalty 3510.020292 = -200693.146082 nChanged 25 SP:Iteration 5Q (62519.070000 sec): 3 clusters Score: Raw -204231.352360 + Penalty 3510.020292 = -200721.332068 nChanged 18 SP:Iteration 6Q (62519.080000 sec): 3 clusters Score: Raw -204257.777627 + Penalty 3510.020292 = -200747.757335 nChanged 10 SP:Iteration 7Q (62519.090000 sec): 3 clusters Score: Raw -204272.830548 + Penalty 3510.020292 = -200762.810256 nChanged 7 SP:Iteration 8Q (62519.090000 sec): 3 clusters Score: Raw -204284.104026 + Penalty 3510.020292 = -200774.083733 nChanged 8 SP:Iteration 9Q (62519.090000 sec): 3 clusters Score: Raw -204297.918487 + Penalty 3510.020292 = -200787.898194 nChanged 10 SP:Iteration 10Q (62519.100000 sec): 3 clusters Score: Raw -204309.704865 + Penalty 3510.020292 = -200799.684572 nChanged 3 SP:Iteration 11Q (62519.100000 sec): 3 clusters Score: Raw -204313.409659 + Penalty 3510.020292 = -200803.389366 nChanged 2 SP:Iteration 12Q (62519.110000 sec): 3 clusters Score: Raw -204315.221617 + Penalty 3510.020292 = -200805.201325 nChanged 1 SP:Iteration 13Q (62519.110000 sec): 3 clusters Score: Raw -204315.727230 + Penalty 3510.020292 = -200805.706937 nChanged 1 SP:Iteration 14Q (62519.120000 sec): 3 clusters Score: Raw -204316.476502 + Penalty 3510.020292 = -200806.456210 nChanged 1 SP:Iteration 15Q (62519.120000 sec): 3 clusters Score: Raw -204317.544540 + Penalty 3510.020292 = -200807.524248 nChanged 1 SP:Iteration 16Q (62519.130000 sec): 3 clusters Score: Raw -204317.905243 + Penalty 3510.020292 = -200807.884951 nChanged 1 SP:Iteration 17Q (62519.130000 sec): 3 clusters Score: Raw -204318.611318 + Penalty 3510.020292 = -200808.591025 nChanged 0 SP:Iteration 18F (62519.130000 sec): 3 clusters Score: Raw -204318.611318 + Penalty 3510.020292 = -200808.591025 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62519.220000 sec): 2 clusters Score: Raw -3843812.694087 + Penalty 2494.779179 = -3841317.914908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62519.310000 sec): 3 clusters Score: Raw -3829951.385700 + Penalty 4989.558357 = -3824961.827343 nChanged 10367 SP:Iteration 1F (62519.410000 sec): 3 clusters Score: Raw -3835335.335222 + Penalty 4989.558357 = -3830345.776864 nChanged 1206 SP:Iteration 2F (62519.500000 sec): 3 clusters Score: Raw -3835751.571093 + Penalty 4989.558357 = -3830762.012735 nChanged 1042 SP:Iteration 3Q (62519.590000 sec): 3 clusters Score: Raw -3836131.849730 + Penalty 4989.558357 = -3831142.291373 nChanged 1012 SP:Iteration 4Q (62519.690000 sec): 3 clusters Score: Raw -3836492.134791 + Penalty 4989.558357 = -3831502.576433 nChanged 942 SP:Iteration 5Q (62519.780000 sec): 3 clusters Score: Raw -3836807.451201 + Penalty 4989.558357 = -3831817.892843 nChanged 901 SP:Iteration 6Q (62519.870000 sec): 3 clusters Score: Raw -3837119.107875 + Penalty 4989.558357 = -3832129.549517 nChanged 792 SP:Iteration 7Q (62519.960000 sec): 3 clusters Score: Raw -3837375.847901 + Penalty 4989.558357 = -3832386.289544 nChanged 726 SP:Iteration 8Q (62520.060000 sec): 3 clusters Score: Raw -3837624.096425 + Penalty 4989.558357 = -3832634.538068 nChanged 739 SP:Iteration 9Q (62520.150000 sec): 3 clusters Score: Raw -3837871.042463 + Penalty 4989.558357 = -3832881.484106 nChanged 739 SP:Iteration 10Q (62520.240000 sec): 3 clusters Score: Raw -3838117.844897 + Penalty 4989.558357 = -3833128.286540 nChanged 748 SP:Iteration 11Q (62520.340000 sec): 3 clusters Score: Raw -3838396.762170 + Penalty 4989.558357 = -3833407.203812 nChanged 796 SP:Iteration 12Q (62520.430000 sec): 3 clusters Score: Raw -3838719.652597 + Penalty 4989.558357 = -3833730.094239 nChanged 825 SP:Iteration 13Q (62520.520000 sec): 3 clusters Score: Raw -3839078.136121 + Penalty 4989.558357 = -3834088.577763 nChanged 858 SP:Iteration 14Q (62520.610000 sec): 3 clusters Score: Raw -3839492.394407 + Penalty 4989.558357 = -3834502.836049 nChanged 853 SP:Iteration 15Q (62520.710000 sec): 3 clusters Score: Raw -3839910.670293 + Penalty 4989.558357 = -3834921.111936 nChanged 849 SP:Iteration 16Q (62520.800000 sec): 3 clusters Score: Raw -3840362.440117 + Penalty 4989.558357 = -3835372.881759 nChanged 809 SP:Iteration 17Q (62520.890000 sec): 3 clusters Score: Raw -3840769.126513 + Penalty 4989.558357 = -3835779.568155 nChanged 686 SP:Iteration 18Q (62520.990000 sec): 3 clusters Score: Raw -3841111.908621 + Penalty 4989.558357 = -3836122.350263 nChanged 611 SP:Iteration 19Q (62521.070000 sec): 3 clusters Score: Raw -3841391.665511 + Penalty 4989.558357 = -3836402.107154 nChanged 516 SP:Iteration 20F (62521.170000 sec): 3 clusters Score: Raw -3841606.010387 + Penalty 4989.558357 = -3836616.452030 nChanged 471 SP:Iteration 21Q (62521.260000 sec): 3 clusters Score: Raw -3841793.381543 + Penalty 4989.558357 = -3836803.823185 nChanged 412 SP:Iteration 22Q (62521.350000 sec): 3 clusters Score: Raw -3841946.354196 + Penalty 4989.558357 = -3836956.795838 nChanged 335 SP:Iteration 23Q (62521.430000 sec): 3 clusters Score: Raw -3842064.044507 + Penalty 4989.558357 = -3837074.486150 nChanged 328 SP:Iteration 24Q (62521.520000 sec): 3 clusters Score: Raw -3842199.573922 + Penalty 4989.558357 = -3837210.015564 nChanged 337 SP:Iteration 25Q (62521.600000 sec): 3 clusters Score: Raw -3842332.836315 + Penalty 4989.558357 = -3837343.277958 nChanged 333 SP:Iteration 26Q (62521.690000 sec): 3 clusters Score: Raw -3842451.881356 + Penalty 4989.558357 = -3837462.322998 nChanged 298 SP:Iteration 27Q (62521.770000 sec): 3 clusters Score: Raw -3842552.278892 + Penalty 4989.558357 = -3837562.720535 nChanged 271 SP:Iteration 28Q (62521.860000 sec): 3 clusters Score: Raw -3842647.834986 + Penalty 4989.558357 = -3837658.276629 nChanged 265 SP:Iteration 29Q (62521.940000 sec): 3 clusters Score: Raw -3842728.273122 + Penalty 4989.558357 = -3837738.714765 nChanged 247 SP:Iteration 30Q (62522.020000 sec): 3 clusters Score: Raw -3842804.963119 + Penalty 4989.558357 = -3837815.404761 nChanged 242 SP:Iteration 31Q (62522.100000 sec): 3 clusters Score: Raw -3842881.164152 + Penalty 4989.558357 = -3837891.605795 nChanged 252 SP:Iteration 32Q (62522.190000 sec): 3 clusters Score: Raw -3842974.261456 + Penalty 4989.558357 = -3837984.703099 nChanged 252 SP:Iteration 33Q (62522.270000 sec): 3 clusters Score: Raw -3843073.777713 + Penalty 4989.558357 = -3838084.219356 nChanged 261 SP:Iteration 34Q (62522.350000 sec): 3 clusters Score: Raw -3843181.581718 + Penalty 4989.558357 = -3838192.023361 nChanged 256 SP:Iteration 35Q (62522.430000 sec): 3 clusters Score: Raw -3843290.208164 + Penalty 4989.558357 = -3838300.649806 nChanged 230 SP:Iteration 36Q (62522.510000 sec): 3 clusters Score: Raw -3843386.901940 + Penalty 4989.558357 = -3838397.343582 nChanged 204 SP:Iteration 37Q (62522.590000 sec): 3 clusters Score: Raw -3843469.434086 + Penalty 4989.558357 = -3838479.875729 nChanged 173 SP:Iteration 38Q (62522.660000 sec): 3 clusters Score: Raw -3843537.575793 + Penalty 4989.558357 = -3838548.017435 nChanged 146 SP:Iteration 39Q (62522.740000 sec): 3 clusters Score: Raw -3843594.461018 + Penalty 4989.558357 = -3838604.902660 nChanged 158 SP:Iteration 40F (62522.830000 sec): 3 clusters Score: Raw -3843659.227341 + Penalty 4989.558357 = -3838669.668983 nChanged 143 SP:Iteration 41Q (62522.910000 sec): 3 clusters Score: Raw -3843721.012107 + Penalty 4989.558357 = -3838731.453750 nChanged 127 SP:Iteration 42Q (62522.980000 sec): 3 clusters Score: Raw -3843773.792076 + Penalty 4989.558357 = -3838784.233719 nChanged 110 SP:Iteration 43Q (62523.060000 sec): 3 clusters Score: Raw -3843815.960741 + Penalty 4989.558357 = -3838826.402383 nChanged 90 SP:Iteration 44Q (62523.130000 sec): 3 clusters Score: Raw -3843850.523758 + Penalty 4989.558357 = -3838860.965401 nChanged 74 SP:Iteration 45Q (62523.200000 sec): 3 clusters Score: Raw -3843882.343106 + Penalty 4989.558357 = -3838892.784748 nChanged 78 SP:Iteration 46Q (62523.270000 sec): 3 clusters Score: Raw -3843912.311306 + Penalty 4989.558357 = -3838922.752949 nChanged 60 SP:Iteration 47Q (62523.340000 sec): 3 clusters Score: Raw -3843934.874271 + Penalty 4989.558357 = -3838945.315914 nChanged 55 SP:Iteration 48Q (62523.420000 sec): 3 clusters Score: Raw -3843955.340934 + Penalty 4989.558357 = -3838965.782577 nChanged 52 SP:Iteration 49Q (62523.490000 sec): 3 clusters Score: Raw -3843972.405079 + Penalty 4989.558357 = -3838982.846722 nChanged 54 SP:Iteration 50Q (62523.560000 sec): 3 clusters Score: Raw -3843988.943138 + Penalty 4989.558357 = -3838999.384780 nChanged 44 SP:Iteration 51Q (62523.630000 sec): 3 clusters Score: Raw -3844004.944693 + Penalty 4989.558357 = -3839015.386336 nChanged 43 SP:Iteration 52Q (62523.700000 sec): 3 clusters Score: Raw -3844023.105558 + Penalty 4989.558357 = -3839033.547201 nChanged 44 SP:Iteration 53Q (62523.770000 sec): 3 clusters Score: Raw -3844039.586536 + Penalty 4989.558357 = -3839050.028179 nChanged 31 SP:Iteration 54Q (62523.840000 sec): 3 clusters Score: Raw -3844051.724276 + Penalty 4989.558357 = -3839062.165918 nChanged 32 SP:Iteration 55Q (62523.910000 sec): 3 clusters Score: Raw -3844064.426170 + Penalty 4989.558357 = -3839074.867812 nChanged 35 SP:Iteration 56Q (62523.980000 sec): 3 clusters Score: Raw -3844076.162179 + Penalty 4989.558357 = -3839086.603822 nChanged 23 SP:Iteration 57Q (62524.050000 sec): 3 clusters Score: Raw -3844083.072021 + Penalty 4989.558357 = -3839093.513664 nChanged 20 SP:Iteration 58Q (62524.120000 sec): 3 clusters Score: Raw -3844090.308525 + Penalty 4989.558357 = -3839100.750168 nChanged 20 SP:Iteration 59Q (62524.190000 sec): 3 clusters Score: Raw -3844097.927655 + Penalty 4989.558357 = -3839108.369297 nChanged 26 SP:Iteration 60F (62524.280000 sec): 3 clusters Score: Raw -3844106.715158 + Penalty 4989.558357 = -3839117.156801 nChanged 17 SP:Iteration 61Q (62524.350000 sec): 3 clusters Score: Raw -3844112.319759 + Penalty 4989.558357 = -3839122.761402 nChanged 14 SP:Iteration 62Q (62524.420000 sec): 3 clusters Score: Raw -3844117.129373 + Penalty 4989.558357 = -3839127.571015 nChanged 13 SP:Iteration 63Q (62524.490000 sec): 3 clusters Score: Raw -3844121.597942 + Penalty 4989.558357 = -3839132.039585 nChanged 14 SP:Iteration 64Q (62524.560000 sec): 3 clusters Score: Raw -3844126.507652 + Penalty 4989.558357 = -3839136.949295 nChanged 7 SP:Iteration 65Q (62524.630000 sec): 3 clusters Score: Raw -3844128.602521 + Penalty 4989.558357 = -3839139.044164 nChanged 6 SP:Iteration 66Q (62524.700000 sec): 3 clusters Score: Raw -3844130.456165 + Penalty 4989.558357 = -3839140.897808 nChanged 6 SP:Iteration 67Q (62524.770000 sec): 3 clusters Score: Raw -3844132.823391 + Penalty 4989.558357 = -3839143.265033 nChanged 9 SP:Iteration 68Q (62524.840000 sec): 3 clusters Score: Raw -3844137.256641 + Penalty 4989.558357 = -3839147.698284 nChanged 11 SP:Iteration 69Q (62524.900000 sec): 3 clusters Score: Raw -3844142.377628 + Penalty 4989.558357 = -3839152.819271 nChanged 9 SP:Iteration 70Q (62524.980000 sec): 3 clusters Score: Raw -3844147.343030 + Penalty 4989.558357 = -3839157.784673 nChanged 4 SP:Iteration 71Q (62525.040000 sec): 3 clusters Score: Raw -3844148.624610 + Penalty 4989.558357 = -3839159.066253 nChanged 2 SP:Iteration 72Q (62525.110000 sec): 3 clusters Score: Raw -3844149.368897 + Penalty 4989.558357 = -3839159.810540 nChanged 2 SP:Iteration 73Q (62525.180000 sec): 3 clusters Score: Raw -3844149.653789 + Penalty 4989.558357 = -3839160.095432 nChanged 0 SP:Iteration 74F (62525.270000 sec): 3 clusters Score: Raw -3844149.653789 + Penalty 4989.558357 = -3839160.095432 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62525.290000 sec): 2 clusters Score: Raw -364049.930778 + Penalty 1916.100737 = -362133.830040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62525.300000 sec): 3 clusters Score: Raw -363161.430440 + Penalty 3832.201475 = -359329.228965 nChanged 800 SP:Iteration 1F (62525.310000 sec): 3 clusters Score: Raw -363836.362991 + Penalty 3832.201475 = -360004.161517 nChanged 242 SP:Iteration 2F (62525.320000 sec): 3 clusters Score: Raw -364205.451769 + Penalty 3832.201475 = -360373.250294 nChanged 183 SP:Iteration 3F (62525.330000 sec): 3 clusters Score: Raw -364591.654026 + Penalty 3832.201475 = -360759.452551 nChanged 159 SP:Iteration 4F (62525.340000 sec): 3 clusters Score: Raw -364957.276923 + Penalty 3832.201475 = -361125.075448 nChanged 130 SP:Iteration 5F (62525.340000 sec): 3 clusters Score: Raw -365250.143399 + Penalty 3832.201475 = -361417.941924 nChanged 119 SP:Iteration 6F (62525.360000 sec): 3 clusters Score: Raw -365467.920050 + Penalty 3832.201475 = -361635.718575 nChanged 96 SP:Iteration 7Q (62525.360000 sec): 3 clusters Score: Raw -365616.856505 + Penalty 3832.201475 = -361784.655031 nChanged 71 SP:Iteration 8Q (62525.370000 sec): 3 clusters Score: Raw -365721.138895 + Penalty 3832.201475 = -361888.937421 nChanged 45 SP:Iteration 9Q (62525.380000 sec): 3 clusters Score: Raw -365765.376008 + Penalty 3832.201475 = -361933.174534 nChanged 25 SP:Iteration 10Q (62525.380000 sec): 3 clusters Score: Raw -365785.587064 + Penalty 3832.201475 = -361953.385589 nChanged 18 SP:Iteration 11Q (62525.390000 sec): 3 clusters Score: Raw -365802.093792 + Penalty 3832.201475 = -361969.892318 nChanged 12 SP:Iteration 12Q (62525.400000 sec): 3 clusters Score: Raw -365813.490167 + Penalty 3832.201475 = -361981.288692 nChanged 8 SP:Iteration 13Q (62525.410000 sec): 3 clusters Score: Raw -365819.979884 + Penalty 3832.201475 = -361987.778410 nChanged 9 SP:Iteration 14Q (62525.420000 sec): 3 clusters Score: Raw -365829.276681 + Penalty 3832.201475 = -361997.075206 nChanged 7 SP:Iteration 15Q (62525.420000 sec): 3 clusters Score: Raw -365834.979233 + Penalty 3832.201475 = -362002.777759 nChanged 4 SP:Iteration 16Q (62525.430000 sec): 3 clusters Score: Raw -365837.081832 + Penalty 3832.201475 = -362004.880357 nChanged 0 SP:Iteration 17F (62525.440000 sec): 3 clusters Score: Raw -365837.081832 + Penalty 3832.201475 = -362004.880357 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62525.450000 sec): 2 clusters Score: Raw -539649.754032 + Penalty 2012.352528 = -537637.401504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62525.470000 sec): 3 clusters Score: Raw -538161.325044 + Penalty 4024.705056 = -534136.619989 nChanged 1200 SP:Iteration 1F (62525.480000 sec): 3 clusters Score: Raw -538967.220326 + Penalty 4024.705056 = -534942.515270 nChanged 294 SP:Iteration 2F (62525.490000 sec): 3 clusters Score: Raw -539208.431467 + Penalty 4024.705056 = -535183.726411 nChanged 181 SP:Iteration 3F (62525.510000 sec): 3 clusters Score: Raw -539358.891856 + Penalty 4024.705056 = -535334.186800 nChanged 137 SP:Iteration 4Q (62525.520000 sec): 3 clusters Score: Raw -539478.914897 + Penalty 4024.705056 = -535454.209841 nChanged 133 SP:Iteration 5Q (62525.530000 sec): 3 clusters Score: Raw -539620.582391 + Penalty 4024.705056 = -535595.877335 nChanged 125 SP:Iteration 6Q (62525.540000 sec): 3 clusters Score: Raw -539759.525563 + Penalty 4024.705056 = -535734.820508 nChanged 115 SP:Iteration 7Q (62525.560000 sec): 3 clusters Score: Raw -539864.461608 + Penalty 4024.705056 = -535839.756553 nChanged 111 SP:Iteration 8Q (62525.570000 sec): 3 clusters Score: Raw -539970.333489 + Penalty 4024.705056 = -535945.628433 nChanged 108 SP:Iteration 9Q (62525.580000 sec): 3 clusters Score: Raw -540082.173836 + Penalty 4024.705056 = -536057.468780 nChanged 104 SP:Iteration 10Q (62525.600000 sec): 3 clusters Score: Raw -540174.376751 + Penalty 4024.705056 = -536149.671696 nChanged 83 SP:Iteration 11Q (62525.610000 sec): 3 clusters Score: Raw -540243.259730 + Penalty 4024.705056 = -536218.554675 nChanged 71 SP:Iteration 12Q (62525.620000 sec): 3 clusters Score: Raw -540294.534231 + Penalty 4024.705056 = -536269.829175 nChanged 64 SP:Iteration 13Q (62525.630000 sec): 3 clusters Score: Raw -540338.455128 + Penalty 4024.705056 = -536313.750072 nChanged 47 SP:Iteration 14Q (62525.640000 sec): 3 clusters Score: Raw -540365.138665 + Penalty 4024.705056 = -536340.433609 nChanged 38 SP:Iteration 15Q (62525.660000 sec): 3 clusters Score: Raw -540385.207483 + Penalty 4024.705056 = -536360.502427 nChanged 32 SP:Iteration 16Q (62525.670000 sec): 3 clusters Score: Raw -540397.622154 + Penalty 4024.705056 = -536372.917098 nChanged 17 SP:Iteration 17Q (62525.680000 sec): 3 clusters Score: Raw -540407.082584 + Penalty 4024.705056 = -536382.377528 nChanged 11 SP:Iteration 18Q (62525.690000 sec): 3 clusters Score: Raw -540411.539047 + Penalty 4024.705056 = -536386.833991 nChanged 13 SP:Iteration 19Q (62525.700000 sec): 3 clusters Score: Raw -540417.645775 + Penalty 4024.705056 = -536392.940719 nChanged 11 SP:Iteration 20F (62525.720000 sec): 3 clusters Score: Raw -540423.981009 + Penalty 4024.705056 = -536399.275953 nChanged 11 SP:Iteration 21Q (62525.730000 sec): 3 clusters Score: Raw -540428.951080 + Penalty 4024.705056 = -536404.246024 nChanged 11 SP:Iteration 22Q (62525.740000 sec): 3 clusters Score: Raw -540438.425865 + Penalty 4024.705056 = -536413.720809 nChanged 14 SP:Iteration 23Q (62525.760000 sec): 3 clusters Score: Raw -540444.114342 + Penalty 4024.705056 = -536419.409286 nChanged 10 SP:Iteration 24Q (62525.770000 sec): 3 clusters Score: Raw -540446.938920 + Penalty 4024.705056 = -536422.233864 nChanged 7 SP:Iteration 25Q (62525.780000 sec): 3 clusters Score: Raw -540449.079266 + Penalty 4024.705056 = -536424.374210 nChanged 4 SP:Iteration 26Q (62525.790000 sec): 3 clusters Score: Raw -540450.060754 + Penalty 4024.705056 = -536425.355699 nChanged 5 SP:Iteration 27Q (62525.800000 sec): 3 clusters Score: Raw -540451.765235 + Penalty 4024.705056 = -536427.060180 nChanged 2 SP:Iteration 28Q (62525.820000 sec): 3 clusters Score: Raw -540452.334580 + Penalty 4024.705056 = -536427.629524 nChanged 6 SP:Iteration 29Q (62525.830000 sec): 3 clusters Score: Raw -540456.479907 + Penalty 4024.705056 = -536431.774851 nChanged 10 SP:Iteration 30Q (62525.840000 sec): 3 clusters Score: Raw -540460.692623 + Penalty 4024.705056 = -536435.987567 nChanged 8 SP:Iteration 31Q (62525.850000 sec): 3 clusters Score: Raw -540462.700577 + Penalty 4024.705056 = -536437.995521 nChanged 6 SP:Iteration 32Q (62525.860000 sec): 3 clusters Score: Raw -540465.099397 + Penalty 4024.705056 = -536440.394341 nChanged 9 SP:Iteration 33Q (62525.880000 sec): 3 clusters Score: Raw -540468.465631 + Penalty 4024.705056 = -536443.760575 nChanged 8 SP:Iteration 34Q (62525.890000 sec): 3 clusters Score: Raw -540471.252829 + Penalty 4024.705056 = -536446.547773 nChanged 4 SP:Iteration 35Q (62525.900000 sec): 3 clusters Score: Raw -540472.735054 + Penalty 4024.705056 = -536448.029998 nChanged 8 SP:Iteration 36Q (62525.910000 sec): 3 clusters Score: Raw -540476.219366 + Penalty 4024.705056 = -536451.514311 nChanged 6 SP:Iteration 37Q (62525.920000 sec): 3 clusters Score: Raw -540477.809470 + Penalty 4024.705056 = -536453.104414 nChanged 2 SP:Iteration 38Q (62525.940000 sec): 3 clusters Score: Raw -540478.373364 + Penalty 4024.705056 = -536453.668308 nChanged 1 SP:Iteration 39Q (62525.950000 sec): 3 clusters Score: Raw -540478.716062 + Penalty 4024.705056 = -536454.011006 nChanged 2 SP:Iteration 40F (62525.960000 sec): 3 clusters Score: Raw -540479.000732 + Penalty 4024.705056 = -536454.295676 nChanged 1 SP:Iteration 41Q (62525.970000 sec): 3 clusters Score: Raw -540479.176572 + Penalty 4024.705056 = -536454.471516 nChanged 0 SP:Iteration 42F (62525.980000 sec): 3 clusters Score: Raw -540479.176572 + Penalty 4024.705056 = -536454.471516 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62526.020000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62526.060000 sec): 3 clusters Score: Raw -1719955.912622 + Penalty 4548.184438 = -1715407.728184 nChanged 3974 SP:Iteration 1F (62526.100000 sec): 3 clusters Score: Raw -1722091.448873 + Penalty 4548.184438 = -1717543.264435 nChanged 581 SP:Iteration 2F (62526.140000 sec): 3 clusters Score: Raw -1722320.887966 + Penalty 4548.184438 = -1717772.703528 nChanged 390 SP:Iteration 3Q (62526.180000 sec): 3 clusters Score: Raw -1722474.915179 + Penalty 4548.184438 = -1717926.730741 nChanged 328 SP:Iteration 4Q (62526.210000 sec): 3 clusters Score: Raw -1722591.060143 + Penalty 4548.184438 = -1718042.875705 nChanged 273 SP:Iteration 5Q (62526.250000 sec): 3 clusters Score: Raw -1722679.749622 + Penalty 4548.184438 = -1718131.565184 nChanged 240 SP:Iteration 6Q (62526.290000 sec): 3 clusters Score: Raw -1722753.264615 + Penalty 4548.184438 = -1718205.080178 nChanged 189 SP:Iteration 7Q (62526.330000 sec): 3 clusters Score: Raw -1722804.969328 + Penalty 4548.184438 = -1718256.784890 nChanged 155 SP:Iteration 8Q (62526.360000 sec): 3 clusters Score: Raw -1722841.912473 + Penalty 4548.184438 = -1718293.728035 nChanged 122 SP:Iteration 9Q (62526.400000 sec): 3 clusters Score: Raw -1722871.535821 + Penalty 4548.184438 = -1718323.351383 nChanged 106 SP:Iteration 10Q (62526.440000 sec): 3 clusters Score: Raw -1722894.722170 + Penalty 4548.184438 = -1718346.537733 nChanged 88 SP:Iteration 11Q (62526.480000 sec): 3 clusters Score: Raw -1722912.705140 + Penalty 4548.184438 = -1718364.520702 nChanged 83 SP:Iteration 12Q (62526.520000 sec): 3 clusters Score: Raw -1722932.031066 + Penalty 4548.184438 = -1718383.846629 nChanged 78 SP:Iteration 13Q (62526.560000 sec): 3 clusters Score: Raw -1722948.551323 + Penalty 4548.184438 = -1718400.366886 nChanged 78 SP:Iteration 14Q (62526.600000 sec): 3 clusters Score: Raw -1722966.886738 + Penalty 4548.184438 = -1718418.702300 nChanged 81 SP:Iteration 15Q (62526.630000 sec): 3 clusters Score: Raw -1722979.913540 + Penalty 4548.184438 = -1718431.729102 nChanged 55 SP:Iteration 16Q (62526.670000 sec): 3 clusters Score: Raw -1722989.461196 + Penalty 4548.184438 = -1718441.276758 nChanged 59 SP:Iteration 17Q (62526.710000 sec): 3 clusters Score: Raw -1723000.407137 + Penalty 4548.184438 = -1718452.222700 nChanged 56 SP:Iteration 18Q (62526.750000 sec): 3 clusters Score: Raw -1723011.875500 + Penalty 4548.184438 = -1718463.691062 nChanged 55 SP:Iteration 19Q (62526.780000 sec): 3 clusters Score: Raw -1723021.492903 + Penalty 4548.184438 = -1718473.308465 nChanged 44 SP:Iteration 20F (62526.820000 sec): 3 clusters Score: Raw -1723028.692074 + Penalty 4548.184438 = -1718480.507636 nChanged 39 SP:Iteration 21Q (62526.860000 sec): 3 clusters Score: Raw -1723035.867699 + Penalty 4548.184438 = -1718487.683262 nChanged 42 SP:Iteration 22Q (62526.900000 sec): 3 clusters Score: Raw -1723043.797353 + Penalty 4548.184438 = -1718495.612915 nChanged 40 SP:Iteration 23Q (62526.940000 sec): 3 clusters Score: Raw -1723052.328392 + Penalty 4548.184438 = -1718504.143954 nChanged 46 SP:Iteration 24Q (62526.980000 sec): 3 clusters Score: Raw -1723060.924304 + Penalty 4548.184438 = -1718512.739867 nChanged 35 SP:Iteration 25Q (62527.010000 sec): 3 clusters Score: Raw -1723066.671441 + Penalty 4548.184438 = -1718518.487003 nChanged 34 SP:Iteration 26Q (62527.050000 sec): 3 clusters Score: Raw -1723072.283546 + Penalty 4548.184438 = -1718524.099108 nChanged 33 SP:Iteration 27Q (62527.090000 sec): 3 clusters Score: Raw -1723076.859609 + Penalty 4548.184438 = -1718528.675172 nChanged 31 SP:Iteration 28Q (62527.130000 sec): 3 clusters Score: Raw -1723082.092271 + Penalty 4548.184438 = -1718533.907833 nChanged 42 SP:Iteration 29Q (62527.160000 sec): 3 clusters Score: Raw -1723089.149923 + Penalty 4548.184438 = -1718540.965486 nChanged 49 SP:Iteration 30Q (62527.200000 sec): 3 clusters Score: Raw -1723099.112509 + Penalty 4548.184438 = -1718550.928072 nChanged 39 SP:Iteration 31Q (62527.240000 sec): 3 clusters Score: Raw -1723106.193621 + Penalty 4548.184438 = -1718558.009183 nChanged 40 SP:Iteration 32Q (62527.280000 sec): 3 clusters Score: Raw -1723113.333653 + Penalty 4548.184438 = -1718565.149215 nChanged 44 SP:Iteration 33Q (62527.320000 sec): 3 clusters Score: Raw -1723121.584840 + Penalty 4548.184438 = -1718573.400402 nChanged 45 SP:Iteration 34Q (62527.360000 sec): 3 clusters Score: Raw -1723131.874671 + Penalty 4548.184438 = -1718583.690234 nChanged 42 SP:Iteration 35Q (62527.390000 sec): 3 clusters Score: Raw -1723141.533150 + Penalty 4548.184438 = -1718593.348712 nChanged 51 SP:Iteration 36Q (62527.430000 sec): 3 clusters Score: Raw -1723151.130117 + Penalty 4548.184438 = -1718602.945680 nChanged 44 SP:Iteration 37Q (62527.470000 sec): 3 clusters Score: Raw -1723158.981712 + Penalty 4548.184438 = -1718610.797274 nChanged 41 SP:Iteration 38Q (62527.510000 sec): 3 clusters Score: Raw -1723168.144367 + Penalty 4548.184438 = -1718619.959929 nChanged 45 SP:Iteration 39Q (62527.540000 sec): 3 clusters Score: Raw -1723178.136844 + Penalty 4548.184438 = -1718629.952407 nChanged 67 SP:Iteration 40F (62527.580000 sec): 3 clusters Score: Raw -1723190.778363 + Penalty 4548.184438 = -1718642.593925 nChanged 56 SP:Iteration 41Q (62527.620000 sec): 3 clusters Score: Raw -1723202.541159 + Penalty 4548.184438 = -1718654.356721 nChanged 70 SP:Iteration 42Q (62527.660000 sec): 3 clusters Score: Raw -1723219.543082 + Penalty 4548.184438 = -1718671.358644 nChanged 63 SP:Iteration 43Q (62527.700000 sec): 3 clusters Score: Raw -1723231.869746 + Penalty 4548.184438 = -1718683.685308 nChanged 62 SP:Iteration 44Q (62527.740000 sec): 3 clusters Score: Raw -1723243.427126 + Penalty 4548.184438 = -1718695.242688 nChanged 65 SP:Iteration 45Q (62527.770000 sec): 3 clusters Score: Raw -1723256.158861 + Penalty 4548.184438 = -1718707.974423 nChanged 59 SP:Iteration 46Q (62527.810000 sec): 3 clusters Score: Raw -1723267.608680 + Penalty 4548.184438 = -1718719.424242 nChanged 59 SP:Iteration 47Q (62527.850000 sec): 3 clusters Score: Raw -1723280.670217 + Penalty 4548.184438 = -1718732.485779 nChanged 70 SP:Iteration 48Q (62527.890000 sec): 3 clusters Score: Raw -1723296.785314 + Penalty 4548.184438 = -1718748.600876 nChanged 79 SP:Iteration 49Q (62527.920000 sec): 3 clusters Score: Raw -1723316.913381 + Penalty 4548.184438 = -1718768.728943 nChanged 100 SP:Iteration 50Q (62527.960000 sec): 3 clusters Score: Raw -1723347.254896 + Penalty 4548.184438 = -1718799.070458 nChanged 121 SP:Iteration 51Q (62528.000000 sec): 3 clusters Score: Raw -1723378.983774 + Penalty 4548.184438 = -1718830.799337 nChanged 119 SP:Iteration 52Q (62528.040000 sec): 3 clusters Score: Raw -1723411.444991 + Penalty 4548.184438 = -1718863.260554 nChanged 124 SP:Iteration 53Q (62528.080000 sec): 3 clusters Score: Raw -1723445.666765 + Penalty 4548.184438 = -1718897.482327 nChanged 149 SP:Iteration 54Q (62528.120000 sec): 3 clusters Score: Raw -1723491.419581 + Penalty 4548.184438 = -1718943.235143 nChanged 162 SP:Iteration 55Q (62528.160000 sec): 3 clusters Score: Raw -1723547.731180 + Penalty 4548.184438 = -1718999.546743 nChanged 187 SP:Iteration 56Q (62528.200000 sec): 3 clusters Score: Raw -1723618.835725 + Penalty 4548.184438 = -1719070.651287 nChanged 214 SP:Iteration 57Q (62528.240000 sec): 3 clusters Score: Raw -1723715.003908 + Penalty 4548.184438 = -1719166.819470 nChanged 258 SP:Iteration 58Q (62528.270000 sec): 3 clusters Score: Raw -1723837.897692 + Penalty 4548.184438 = -1719289.713254 nChanged 281 SP:Iteration 59Q (62528.310000 sec): 3 clusters Score: Raw -1723988.504344 + Penalty 4548.184438 = -1719440.319906 nChanged 306 SP:Iteration 60F (62528.350000 sec): 3 clusters Score: Raw -1724187.441466 + Penalty 4548.184438 = -1719639.257028 nChanged 339 SP:Iteration 61Q (62528.380000 sec): 3 clusters Score: Raw -1724417.327069 + Penalty 4548.184438 = -1719869.142631 nChanged 305 SP:Iteration 62Q (62528.420000 sec): 3 clusters Score: Raw -1724626.351140 + Penalty 4548.184438 = -1720078.166702 nChanged 268 SP:Iteration 63Q (62528.460000 sec): 3 clusters Score: Raw -1724816.871634 + Penalty 4548.184438 = -1720268.687196 nChanged 195 SP:Iteration 64Q (62528.500000 sec): 3 clusters Score: Raw -1724973.441830 + Penalty 4548.184438 = -1720425.257392 nChanged 172 SP:Iteration 65Q (62528.530000 sec): 3 clusters Score: Raw -1725099.615579 + Penalty 4548.184438 = -1720551.431141 nChanged 145 SP:Iteration 66Q (62528.560000 sec): 3 clusters Score: Raw -1725219.138484 + Penalty 4548.184438 = -1720670.954046 nChanged 121 SP:Iteration 67Q (62528.600000 sec): 3 clusters Score: Raw -1725319.271335 + Penalty 4548.184438 = -1720771.086897 nChanged 93 SP:Iteration 68Q (62528.630000 sec): 3 clusters Score: Raw -1725393.499555 + Penalty 4548.184438 = -1720845.315117 nChanged 73 SP:Iteration 69Q (62528.660000 sec): 3 clusters Score: Raw -1725442.853302 + Penalty 4548.184438 = -1720894.668864 nChanged 57 SP:Iteration 70Q (62528.690000 sec): 3 clusters Score: Raw -1725475.944584 + Penalty 4548.184438 = -1720927.760146 nChanged 38 SP:Iteration 71Q (62528.720000 sec): 3 clusters Score: Raw -1725500.228282 + Penalty 4548.184438 = -1720952.043844 nChanged 40 SP:Iteration 72Q (62528.750000 sec): 3 clusters Score: Raw -1725522.521340 + Penalty 4548.184438 = -1720974.336902 nChanged 25 SP:Iteration 73Q (62528.780000 sec): 3 clusters Score: Raw -1725537.121863 + Penalty 4548.184438 = -1720988.937425 nChanged 17 SP:Iteration 74Q (62528.810000 sec): 3 clusters Score: Raw -1725544.749010 + Penalty 4548.184438 = -1720996.564573 nChanged 16 SP:Iteration 75Q (62528.840000 sec): 3 clusters Score: Raw -1725550.855826 + Penalty 4548.184438 = -1721002.671389 nChanged 8 SP:Iteration 76Q (62528.870000 sec): 3 clusters Score: Raw -1725554.689148 + Penalty 4548.184438 = -1721006.504710 nChanged 8 SP:Iteration 77Q (62528.900000 sec): 3 clusters Score: Raw -1725557.840728 + Penalty 4548.184438 = -1721009.656291 nChanged 7 SP:Iteration 78Q (62528.930000 sec): 3 clusters Score: Raw -1725560.555910 + Penalty 4548.184438 = -1721012.371472 nChanged 5 SP:Iteration 79Q (62528.960000 sec): 3 clusters Score: Raw -1725562.271266 + Penalty 4548.184438 = -1721014.086828 nChanged 1 SP:Iteration 80F (62529.000000 sec): 3 clusters Score: Raw -1725562.548509 + Penalty 4548.184438 = -1721014.364071 nChanged 1 SP:Iteration 81Q (62529.030000 sec): 3 clusters Score: Raw -1725563.247703 + Penalty 4548.184438 = -1721015.063265 nChanged 3 SP:Iteration 82Q (62529.060000 sec): 3 clusters Score: Raw -1725564.117289 + Penalty 4548.184438 = -1721015.932851 nChanged 0 SP:Iteration 83F (62529.100000 sec): 3 clusters Score: Raw -1725564.117289 + Penalty 4548.184438 = -1721015.932851 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62529.230000 sec): 2 clusters Score: Raw -6572890.885049 + Penalty 2613.633984 = -6570277.251065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62529.380000 sec): 3 clusters Score: Raw -6549825.699606 + Penalty 5227.267968 = -6544598.431638 nChanged 17322 SP:Iteration 1F (62529.530000 sec): 3 clusters Score: Raw -6559074.951122 + Penalty 5227.267968 = -6553847.683154 nChanged 1464 SP:Iteration 2Q (62529.680000 sec): 3 clusters Score: Raw -6559477.841633 + Penalty 5227.267968 = -6554250.573665 nChanged 1350 SP:Iteration 3Q (62529.830000 sec): 3 clusters Score: Raw -6559829.882343 + Penalty 5227.267968 = -6554602.614375 nChanged 1257 SP:Iteration 4Q (62529.980000 sec): 3 clusters Score: Raw -6560137.251857 + Penalty 5227.267968 = -6554909.983890 nChanged 1149 SP:Iteration 5Q (62530.140000 sec): 3 clusters Score: Raw -6560422.195968 + Penalty 5227.267968 = -6555194.928000 nChanged 1102 SP:Iteration 6Q (62530.290000 sec): 3 clusters Score: Raw -6560673.754712 + Penalty 5227.267968 = -6555446.486744 nChanged 995 SP:Iteration 7Q (62530.440000 sec): 3 clusters Score: Raw -6560936.695412 + Penalty 5227.267968 = -6555709.427444 nChanged 1070 SP:Iteration 8Q (62530.600000 sec): 3 clusters Score: Raw -6561242.290219 + Penalty 5227.267968 = -6556015.022251 nChanged 1160 SP:Iteration 9Q (62530.750000 sec): 3 clusters Score: Raw -6561625.656255 + Penalty 5227.267968 = -6556398.388287 nChanged 1238 SP:Iteration 10Q (62530.900000 sec): 3 clusters Score: Raw -6562091.142313 + Penalty 5227.267968 = -6556863.874345 nChanged 1514 SP:Iteration 11Q (62531.050000 sec): 3 clusters Score: Raw -6562820.021836 + Penalty 5227.267968 = -6557592.753868 nChanged 1885 SP:Iteration 12Q (62531.200000 sec): 3 clusters Score: Raw -6563932.277101 + Penalty 5227.267968 = -6558705.009133 nChanged 2210 SP:Iteration 13F (62531.350000 sec): 3 clusters Score: Raw -6565456.980766 + Penalty 5227.267968 = -6560229.712799 nChanged 2392 SP:Iteration 14F (62531.500000 sec): 3 clusters Score: Raw -6567316.684295 + Penalty 5227.267968 = -6562089.416327 nChanged 2228 SP:Iteration 15F (62531.650000 sec): 3 clusters Score: Raw -6569193.782164 + Penalty 5227.267968 = -6563966.514196 nChanged 1858 SP:Iteration 16Q (62531.790000 sec): 3 clusters Score: Raw -6570823.328536 + Penalty 5227.267968 = -6565596.060569 nChanged 1242 SP:Iteration 17Q (62531.920000 sec): 3 clusters Score: Raw -6571938.608725 + Penalty 5227.267968 = -6566711.340757 nChanged 684 SP:Iteration 18Q (62532.040000 sec): 3 clusters Score: Raw -6572551.733402 + Penalty 5227.267968 = -6567324.465435 nChanged 328 SP:Iteration 19Q (62532.150000 sec): 3 clusters Score: Raw -6572840.819738 + Penalty 5227.267968 = -6567613.551771 nChanged 138 SP:Iteration 20F (62532.290000 sec): 3 clusters Score: Raw -6572974.471101 + Penalty 5227.267968 = -6567747.203133 nChanged 82 SP:Iteration 21Q (62532.400000 sec): 3 clusters Score: Raw -6573056.192566 + Penalty 5227.267968 = -6567828.924598 nChanged 46 SP:Iteration 22Q (62532.500000 sec): 3 clusters Score: Raw -6573105.451402 + Penalty 5227.267968 = -6567878.183434 nChanged 30 SP:Iteration 23Q (62532.610000 sec): 3 clusters Score: Raw -6573138.392814 + Penalty 5227.267968 = -6567911.124846 nChanged 15 SP:Iteration 24Q (62532.710000 sec): 3 clusters Score: Raw -6573153.557423 + Penalty 5227.267968 = -6567926.289455 nChanged 11 SP:Iteration 25Q (62532.820000 sec): 3 clusters Score: Raw -6573166.742352 + Penalty 5227.267968 = -6567939.474384 nChanged 10 SP:Iteration 26Q (62532.920000 sec): 3 clusters Score: Raw -6573175.110232 + Penalty 5227.267968 = -6567947.842264 nChanged 5 SP:Iteration 27Q (62533.020000 sec): 3 clusters Score: Raw -6573180.576869 + Penalty 5227.267968 = -6567953.308901 nChanged 6 SP:Iteration 28Q (62533.120000 sec): 3 clusters Score: Raw -6573187.067774 + Penalty 5227.267968 = -6567959.799806 nChanged 10 SP:Iteration 29Q (62533.230000 sec): 3 clusters Score: Raw -6573197.250958 + Penalty 5227.267968 = -6567969.982991 nChanged 6 SP:Iteration 30Q (62533.330000 sec): 3 clusters Score: Raw -6573203.675543 + Penalty 5227.267968 = -6567976.407575 nChanged 3 SP:Iteration 31Q (62533.430000 sec): 3 clusters Score: Raw -6573208.873012 + Penalty 5227.267968 = -6567981.605044 nChanged 6 SP:Iteration 32Q (62533.540000 sec): 3 clusters Score: Raw -6573217.093262 + Penalty 5227.267968 = -6567989.825294 nChanged 7 SP:Iteration 33Q (62533.640000 sec): 3 clusters Score: Raw -6573226.175988 + Penalty 5227.267968 = -6567998.908020 nChanged 5 SP:Iteration 34Q (62533.740000 sec): 3 clusters Score: Raw -6573232.812658 + Penalty 5227.267968 = -6568005.544690 nChanged 4 SP:Iteration 35Q (62533.840000 sec): 3 clusters Score: Raw -6573237.749040 + Penalty 5227.267968 = -6568010.481073 nChanged 1 SP:Iteration 36Q (62533.950000 sec): 3 clusters Score: Raw -6573239.070436 + Penalty 5227.267968 = -6568011.802468 nChanged 3 SP:Iteration 37Q (62534.060000 sec): 3 clusters Score: Raw -6573241.383895 + Penalty 5227.267968 = -6568014.115928 nChanged 2 SP:Iteration 38Q (62534.160000 sec): 3 clusters Score: Raw -6573243.381834 + Penalty 5227.267968 = -6568016.113866 nChanged 3 SP:Iteration 39Q (62534.260000 sec): 3 clusters Score: Raw -6573244.768082 + Penalty 5227.267968 = -6568017.500114 nChanged 1 SP:Iteration 40F (62534.410000 sec): 3 clusters Score: Raw -6573245.644579 + Penalty 5227.267968 = -6568018.376612 nChanged 1 SP:Iteration 41Q (62534.510000 sec): 3 clusters Score: Raw -6573248.399688 + Penalty 5227.267968 = -6568021.131720 nChanged 1 SP:Iteration 42Q (62534.610000 sec): 3 clusters Score: Raw -6573250.840294 + Penalty 5227.267968 = -6568023.572326 nChanged 0 SP:Iteration 43F (62534.760000 sec): 3 clusters Score: Raw -6573250.840294 + Penalty 5227.267968 = -6568023.572326 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62534.810000 sec): 2 clusters Score: Raw -2021323.540546 + Penalty 2325.757833 = -2018997.782714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62534.860000 sec): 3 clusters Score: Raw -2014881.660811 + Penalty 4651.515665 = -2010230.145146 nChanged 5030 SP:Iteration 1F (62534.900000 sec): 3 clusters Score: Raw -2017477.787463 + Penalty 4651.515665 = -2012826.271798 nChanged 735 SP:Iteration 2F (62534.950000 sec): 3 clusters Score: Raw -2017807.312790 + Penalty 4651.515665 = -2013155.797125 nChanged 636 SP:Iteration 3F (62535.000000 sec): 3 clusters Score: Raw -2018098.755184 + Penalty 4651.515665 = -2013447.239519 nChanged 604 SP:Iteration 4F (62535.040000 sec): 3 clusters Score: Raw -2018403.870174 + Penalty 4651.515665 = -2013752.354509 nChanged 605 SP:Iteration 5F (62535.090000 sec): 3 clusters Score: Raw -2018734.389271 + Penalty 4651.515665 = -2014082.873606 nChanged 613 SP:Iteration 6F (62535.130000 sec): 3 clusters Score: Raw -2019109.536173 + Penalty 4651.515665 = -2014458.020508 nChanged 636 SP:Iteration 7F (62535.190000 sec): 3 clusters Score: Raw -2019518.339783 + Penalty 4651.515665 = -2014866.824118 nChanged 596 SP:Iteration 8F (62535.240000 sec): 3 clusters Score: Raw -2019928.673297 + Penalty 4651.515665 = -2015277.157632 nChanged 532 SP:Iteration 9Q (62535.280000 sec): 3 clusters Score: Raw -2020294.371294 + Penalty 4651.515665 = -2015642.855629 nChanged 437 SP:Iteration 10Q (62535.330000 sec): 3 clusters Score: Raw -2020612.236622 + Penalty 4651.515665 = -2015960.720957 nChanged 385 SP:Iteration 11Q (62535.380000 sec): 3 clusters Score: Raw -2020906.941366 + Penalty 4651.515665 = -2016255.425701 nChanged 302 SP:Iteration 12Q (62535.420000 sec): 3 clusters Score: Raw -2021114.696631 + Penalty 4651.515665 = -2016463.180966 nChanged 231 SP:Iteration 13Q (62535.470000 sec): 3 clusters Score: Raw -2021263.794751 + Penalty 4651.515665 = -2016612.279086 nChanged 161 SP:Iteration 14Q (62535.510000 sec): 3 clusters Score: Raw -2021371.282201 + Penalty 4651.515665 = -2016719.766536 nChanged 127 SP:Iteration 15Q (62535.560000 sec): 3 clusters Score: Raw -2021459.708949 + Penalty 4651.515665 = -2016808.193284 nChanged 82 SP:Iteration 16Q (62535.600000 sec): 3 clusters Score: Raw -2021514.769324 + Penalty 4651.515665 = -2016863.253659 nChanged 60 SP:Iteration 17Q (62535.640000 sec): 3 clusters Score: Raw -2021556.053997 + Penalty 4651.515665 = -2016904.538332 nChanged 49 SP:Iteration 18Q (62535.680000 sec): 3 clusters Score: Raw -2021587.768060 + Penalty 4651.515665 = -2016936.252395 nChanged 33 SP:Iteration 19Q (62535.720000 sec): 3 clusters Score: Raw -2021610.424093 + Penalty 4651.515665 = -2016958.908428 nChanged 31 SP:Iteration 20F (62535.770000 sec): 3 clusters Score: Raw -2021630.878660 + Penalty 4651.515665 = -2016979.362995 nChanged 23 SP:Iteration 21Q (62535.810000 sec): 3 clusters Score: Raw -2021647.508436 + Penalty 4651.515665 = -2016995.992771 nChanged 15 SP:Iteration 22Q (62535.850000 sec): 3 clusters Score: Raw -2021657.659991 + Penalty 4651.515665 = -2017006.144326 nChanged 10 SP:Iteration 23Q (62535.890000 sec): 3 clusters Score: Raw -2021664.384049 + Penalty 4651.515665 = -2017012.868384 nChanged 7 SP:Iteration 24Q (62535.930000 sec): 3 clusters Score: Raw -2021668.652479 + Penalty 4651.515665 = -2017017.136814 nChanged 5 SP:Iteration 25Q (62535.970000 sec): 3 clusters Score: Raw -2021671.074539 + Penalty 4651.515665 = -2017019.558874 nChanged 3 SP:Iteration 26Q (62536.010000 sec): 3 clusters Score: Raw -2021673.271735 + Penalty 4651.515665 = -2017021.756069 nChanged 3 SP:Iteration 27Q (62536.050000 sec): 3 clusters Score: Raw -2021674.519953 + Penalty 4651.515665 = -2017023.004288 nChanged 0 SP:Iteration 28F (62536.090000 sec): 3 clusters Score: Raw -2021674.519953 + Penalty 4651.515665 = -2017023.004288 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62536.120000 sec): 2 clusters Score: Raw -777047.760521 + Penalty 2096.443462 = -774951.317058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62536.140000 sec): 3 clusters Score: Raw -774799.611951 + Penalty 4192.886925 = -770606.725027 nChanged 1783 SP:Iteration 1F (62536.150000 sec): 3 clusters Score: Raw -775881.451532 + Penalty 4192.886925 = -771688.564607 nChanged 375 SP:Iteration 2F (62536.170000 sec): 3 clusters Score: Raw -776169.929033 + Penalty 4192.886925 = -771977.042108 nChanged 296 SP:Iteration 3F (62536.190000 sec): 3 clusters Score: Raw -776432.431155 + Penalty 4192.886925 = -772239.544231 nChanged 252 SP:Iteration 4F (62536.210000 sec): 3 clusters Score: Raw -776672.451430 + Penalty 4192.886925 = -772479.564505 nChanged 224 SP:Iteration 5Q (62536.230000 sec): 3 clusters Score: Raw -776871.941251 + Penalty 4192.886925 = -772679.054327 nChanged 205 SP:Iteration 6Q (62536.240000 sec): 3 clusters Score: Raw -777033.234829 + Penalty 4192.886925 = -772840.347904 nChanged 186 SP:Iteration 7Q (62536.260000 sec): 3 clusters Score: Raw -777155.907982 + Penalty 4192.886925 = -772963.021058 nChanged 148 SP:Iteration 8Q (62536.280000 sec): 3 clusters Score: Raw -777237.738069 + Penalty 4192.886925 = -773044.851144 nChanged 114 SP:Iteration 9Q (62536.300000 sec): 3 clusters Score: Raw -777309.253044 + Penalty 4192.886925 = -773116.366119 nChanged 101 SP:Iteration 10Q (62536.320000 sec): 3 clusters Score: Raw -777369.728857 + Penalty 4192.886925 = -773176.841932 nChanged 100 SP:Iteration 11Q (62536.340000 sec): 3 clusters Score: Raw -777422.611614 + Penalty 4192.886925 = -773229.724689 nChanged 70 SP:Iteration 12Q (62536.350000 sec): 3 clusters Score: Raw -777460.700418 + Penalty 4192.886925 = -773267.813493 nChanged 77 SP:Iteration 13Q (62536.370000 sec): 3 clusters Score: Raw -777497.118230 + Penalty 4192.886925 = -773304.231305 nChanged 77 SP:Iteration 14Q (62536.390000 sec): 3 clusters Score: Raw -777536.958752 + Penalty 4192.886925 = -773344.071827 nChanged 67 SP:Iteration 15Q (62536.400000 sec): 3 clusters Score: Raw -777569.248916 + Penalty 4192.886925 = -773376.361991 nChanged 59 SP:Iteration 16Q (62536.420000 sec): 3 clusters Score: Raw -777598.788832 + Penalty 4192.886925 = -773405.901907 nChanged 52 SP:Iteration 17Q (62536.440000 sec): 3 clusters Score: Raw -777626.297348 + Penalty 4192.886925 = -773433.410423 nChanged 50 SP:Iteration 18Q (62536.460000 sec): 3 clusters Score: Raw -777649.123249 + Penalty 4192.886925 = -773456.236324 nChanged 43 SP:Iteration 19Q (62536.480000 sec): 3 clusters Score: Raw -777667.332181 + Penalty 4192.886925 = -773474.445256 nChanged 27 SP:Iteration 20F (62536.490000 sec): 3 clusters Score: Raw -777676.793023 + Penalty 4192.886925 = -773483.906098 nChanged 28 SP:Iteration 21Q (62536.510000 sec): 3 clusters Score: Raw -777689.155720 + Penalty 4192.886925 = -773496.268795 nChanged 30 SP:Iteration 22Q (62536.530000 sec): 3 clusters Score: Raw -777700.528253 + Penalty 4192.886925 = -773507.641329 nChanged 30 SP:Iteration 23Q (62536.550000 sec): 3 clusters Score: Raw -777713.115831 + Penalty 4192.886925 = -773520.228906 nChanged 25 SP:Iteration 24Q (62536.560000 sec): 3 clusters Score: Raw -777722.265129 + Penalty 4192.886925 = -773529.378204 nChanged 23 SP:Iteration 25Q (62536.580000 sec): 3 clusters Score: Raw -777730.824849 + Penalty 4192.886925 = -773537.937924 nChanged 24 SP:Iteration 26Q (62536.600000 sec): 3 clusters Score: Raw -777739.164785 + Penalty 4192.886925 = -773546.277860 nChanged 18 SP:Iteration 27Q (62536.620000 sec): 3 clusters Score: Raw -777745.240890 + Penalty 4192.886925 = -773552.353965 nChanged 11 SP:Iteration 28Q (62536.640000 sec): 3 clusters Score: Raw -777749.294527 + Penalty 4192.886925 = -773556.407602 nChanged 7 SP:Iteration 29Q (62536.650000 sec): 3 clusters Score: Raw -777751.758822 + Penalty 4192.886925 = -773558.871897 nChanged 8 SP:Iteration 30Q (62536.670000 sec): 3 clusters Score: Raw -777754.881155 + Penalty 4192.886925 = -773561.994230 nChanged 8 SP:Iteration 31Q (62536.690000 sec): 3 clusters Score: Raw -777757.917871 + Penalty 4192.886925 = -773565.030946 nChanged 7 SP:Iteration 32Q (62536.700000 sec): 3 clusters Score: Raw -777760.775124 + Penalty 4192.886925 = -773567.888199 nChanged 11 SP:Iteration 33Q (62536.720000 sec): 3 clusters Score: Raw -777766.990017 + Penalty 4192.886925 = -773574.103092 nChanged 12 SP:Iteration 34Q (62536.740000 sec): 3 clusters Score: Raw -777771.652400 + Penalty 4192.886925 = -773578.765475 nChanged 11 SP:Iteration 35Q (62536.760000 sec): 3 clusters Score: Raw -777776.116120 + Penalty 4192.886925 = -773583.229195 nChanged 11 SP:Iteration 36Q (62536.780000 sec): 3 clusters Score: Raw -777780.989919 + Penalty 4192.886925 = -773588.102994 nChanged 12 SP:Iteration 37Q (62536.790000 sec): 3 clusters Score: Raw -777786.422514 + Penalty 4192.886925 = -773593.535589 nChanged 7 SP:Iteration 38Q (62536.810000 sec): 3 clusters Score: Raw -777789.437927 + Penalty 4192.886925 = -773596.551002 nChanged 7 SP:Iteration 39Q (62536.830000 sec): 3 clusters Score: Raw -777792.194957 + Penalty 4192.886925 = -773599.308032 nChanged 5 SP:Iteration 40F (62536.840000 sec): 3 clusters Score: Raw -777794.481536 + Penalty 4192.886925 = -773601.594611 nChanged 6 SP:Iteration 41Q (62536.860000 sec): 3 clusters Score: Raw -777797.915643 + Penalty 4192.886925 = -773605.028718 nChanged 6 SP:Iteration 42Q (62536.880000 sec): 3 clusters Score: Raw -777800.882204 + Penalty 4192.886925 = -773607.995279 nChanged 6 SP:Iteration 43Q (62536.900000 sec): 3 clusters Score: Raw -777802.625679 + Penalty 4192.886925 = -773609.738754 nChanged 5 SP:Iteration 44Q (62536.920000 sec): 3 clusters Score: Raw -777805.322590 + Penalty 4192.886925 = -773612.435665 nChanged 8 SP:Iteration 45Q (62536.930000 sec): 3 clusters Score: Raw -777808.392581 + Penalty 4192.886925 = -773615.505656 nChanged 5 SP:Iteration 46Q (62536.950000 sec): 3 clusters Score: Raw -777809.759817 + Penalty 4192.886925 = -773616.872892 nChanged 2 SP:Iteration 47Q (62536.970000 sec): 3 clusters Score: Raw -777810.623385 + Penalty 4192.886925 = -773617.736460 nChanged 3 SP:Iteration 48Q (62536.980000 sec): 3 clusters Score: Raw -777811.916863 + Penalty 4192.886925 = -773619.029938 nChanged 1 SP:Iteration 49Q (62537.000000 sec): 3 clusters Score: Raw -777812.228362 + Penalty 4192.886925 = -773619.341437 nChanged 1 SP:Iteration 50Q (62537.020000 sec): 3 clusters Score: Raw -777812.867670 + Penalty 4192.886925 = -773619.980745 nChanged 1 SP:Iteration 51Q (62537.040000 sec): 3 clusters Score: Raw -777813.086958 + Penalty 4192.886925 = -773620.200033 nChanged 1 SP:Iteration 52Q (62537.060000 sec): 3 clusters Score: Raw -777813.367470 + Penalty 4192.886925 = -773620.480545 nChanged 1 SP:Iteration 53Q (62537.070000 sec): 3 clusters Score: Raw -777813.595743 + Penalty 4192.886925 = -773620.708818 nChanged 0 SP:Iteration 54F (62537.090000 sec): 3 clusters Score: Raw -777813.595743 + Penalty 4192.886925 = -773620.708818 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62537.110000 sec): 2 clusters Score: Raw -802481.859415 + Penalty 2105.118763 = -800376.740652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62537.130000 sec): 3 clusters Score: Raw -800142.698828 + Penalty 4210.237526 = -795932.461302 nChanged 1843 SP:Iteration 1F (62537.150000 sec): 3 clusters Score: Raw -801182.582394 + Penalty 4210.237526 = -796972.344868 nChanged 375 SP:Iteration 2F (62537.170000 sec): 3 clusters Score: Raw -801446.033630 + Penalty 4210.237526 = -797235.796104 nChanged 289 SP:Iteration 3F (62537.190000 sec): 3 clusters Score: Raw -801666.853881 + Penalty 4210.237526 = -797456.616354 nChanged 259 SP:Iteration 4F (62537.210000 sec): 3 clusters Score: Raw -801897.030988 + Penalty 4210.237526 = -797686.793461 nChanged 257 SP:Iteration 5F (62537.220000 sec): 3 clusters Score: Raw -802149.151525 + Penalty 4210.237526 = -797938.913999 nChanged 265 SP:Iteration 6F (62537.240000 sec): 3 clusters Score: Raw -802415.009615 + Penalty 4210.237526 = -798204.772089 nChanged 280 SP:Iteration 7F (62537.260000 sec): 3 clusters Score: Raw -802681.493591 + Penalty 4210.237526 = -798471.256065 nChanged 265 SP:Iteration 8F (62537.280000 sec): 3 clusters Score: Raw -802939.611814 + Penalty 4210.237526 = -798729.374288 nChanged 240 SP:Iteration 9Q (62537.300000 sec): 3 clusters Score: Raw -803181.894120 + Penalty 4210.237526 = -798971.656593 nChanged 203 SP:Iteration 10Q (62537.320000 sec): 3 clusters Score: Raw -803369.714194 + Penalty 4210.237526 = -799159.476668 nChanged 168 SP:Iteration 11Q (62537.340000 sec): 3 clusters Score: Raw -803497.304172 + Penalty 4210.237526 = -799287.066646 nChanged 104 SP:Iteration 12Q (62537.360000 sec): 3 clusters Score: Raw -803566.098124 + Penalty 4210.237526 = -799355.860598 nChanged 67 SP:Iteration 13Q (62537.380000 sec): 3 clusters Score: Raw -803614.126621 + Penalty 4210.237526 = -799403.889095 nChanged 51 SP:Iteration 14Q (62537.400000 sec): 3 clusters Score: Raw -803644.453952 + Penalty 4210.237526 = -799434.216426 nChanged 33 SP:Iteration 15Q (62537.420000 sec): 3 clusters Score: Raw -803659.267101 + Penalty 4210.237526 = -799449.029575 nChanged 17 SP:Iteration 16Q (62537.430000 sec): 3 clusters Score: Raw -803667.123939 + Penalty 4210.237526 = -799456.886413 nChanged 14 SP:Iteration 17Q (62537.450000 sec): 3 clusters Score: Raw -803671.571219 + Penalty 4210.237526 = -799461.333692 nChanged 10 SP:Iteration 18Q (62537.470000 sec): 3 clusters Score: Raw -803676.617515 + Penalty 4210.237526 = -799466.379989 nChanged 7 SP:Iteration 19Q (62537.490000 sec): 3 clusters Score: Raw -803680.311160 + Penalty 4210.237526 = -799470.073634 nChanged 8 SP:Iteration 20F (62537.510000 sec): 3 clusters Score: Raw -803682.685869 + Penalty 4210.237526 = -799472.448342 nChanged 7 SP:Iteration 21Q (62537.530000 sec): 3 clusters Score: Raw -803686.204350 + Penalty 4210.237526 = -799475.966823 nChanged 8 SP:Iteration 22Q (62537.540000 sec): 3 clusters Score: Raw -803689.067902 + Penalty 4210.237526 = -799478.830375 nChanged 6 SP:Iteration 23Q (62537.560000 sec): 3 clusters Score: Raw -803691.585484 + Penalty 4210.237526 = -799481.347957 nChanged 10 SP:Iteration 24Q (62537.580000 sec): 3 clusters Score: Raw -803696.360961 + Penalty 4210.237526 = -799486.123434 nChanged 11 SP:Iteration 25Q (62537.600000 sec): 3 clusters Score: Raw -803701.373283 + Penalty 4210.237526 = -799491.135756 nChanged 10 SP:Iteration 26Q (62537.620000 sec): 3 clusters Score: Raw -803705.910988 + Penalty 4210.237526 = -799495.673461 nChanged 6 SP:Iteration 27Q (62537.640000 sec): 3 clusters Score: Raw -803708.468059 + Penalty 4210.237526 = -799498.230533 nChanged 5 SP:Iteration 28Q (62537.660000 sec): 3 clusters Score: Raw -803710.714587 + Penalty 4210.237526 = -799500.477060 nChanged 7 SP:Iteration 29Q (62537.680000 sec): 3 clusters Score: Raw -803714.166147 + Penalty 4210.237526 = -799503.928621 nChanged 6 SP:Iteration 30Q (62537.700000 sec): 3 clusters Score: Raw -803716.873237 + Penalty 4210.237526 = -799506.635711 nChanged 8 SP:Iteration 31Q (62537.710000 sec): 3 clusters Score: Raw -803721.662823 + Penalty 4210.237526 = -799511.425297 nChanged 4 SP:Iteration 32Q (62537.730000 sec): 3 clusters Score: Raw -803723.981660 + Penalty 4210.237526 = -799513.744134 nChanged 2 SP:Iteration 33Q (62537.750000 sec): 3 clusters Score: Raw -803725.445234 + Penalty 4210.237526 = -799515.207707 nChanged 2 SP:Iteration 34Q (62537.770000 sec): 3 clusters Score: Raw -803726.660980 + Penalty 4210.237526 = -799516.423454 nChanged 2 SP:Iteration 35Q (62537.790000 sec): 3 clusters Score: Raw -803727.667438 + Penalty 4210.237526 = -799517.429911 nChanged 2 SP:Iteration 36Q (62537.800000 sec): 3 clusters Score: Raw -803728.327565 + Penalty 4210.237526 = -799518.090039 nChanged 2 SP:Iteration 37Q (62537.820000 sec): 3 clusters Score: Raw -803730.347236 + Penalty 4210.237526 = -799520.109710 nChanged 3 SP:Iteration 38Q (62537.840000 sec): 3 clusters Score: Raw -803732.067055 + Penalty 4210.237526 = -799521.829529 nChanged 4 SP:Iteration 39Q (62537.860000 sec): 3 clusters Score: Raw -803734.812213 + Penalty 4210.237526 = -799524.574686 nChanged 6 SP:Iteration 40F (62537.880000 sec): 3 clusters Score: Raw -803738.224263 + Penalty 4210.237526 = -799527.986737 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62537.890000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62537.890000 sec): 3 clusters Score: Raw -79276.160729 + Penalty 3079.460653 = -76196.700076 nChanged 84 SP:Iteration 1F (62537.890000 sec): 3 clusters Score: Raw -79443.773563 + Penalty 3079.460653 = -76364.312910 nChanged 25 SP:Iteration 2F (62537.900000 sec): 3 clusters Score: Raw -79497.872022 + Penalty 3079.460653 = -76418.411369 nChanged 4 SP:Iteration 3Q (62537.900000 sec): 3 clusters Score: Raw -79505.458750 + Penalty 3079.460653 = -76425.998097 nChanged 2 SP:Iteration 4Q (62537.900000 sec): 3 clusters Score: Raw -79515.080041 + Penalty 3079.460653 = -76435.619388 nChanged 4 SP:Iteration 5Q (62537.900000 sec): 3 clusters Score: Raw -79528.642094 + Penalty 3079.460653 = -76449.181441 nChanged 2 SP:Iteration 6Q (62537.900000 sec): 3 clusters Score: Raw -79535.511241 + Penalty 3079.460653 = -76456.050588 nChanged 0 SP:Iteration 7F (62537.900000 sec): 3 clusters Score: Raw -79535.511241 + Penalty 3079.460653 = -76456.050588 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62537.910000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62537.910000 sec): 3 clusters Score: Raw -93154.552516 + Penalty 3164.540778 = -89990.011738 nChanged 98 SP:Iteration 1F (62537.920000 sec): 3 clusters Score: Raw -93320.747313 + Penalty 3164.540778 = -90156.206534 nChanged 34 SP:Iteration 2F (62537.920000 sec): 3 clusters Score: Raw -93378.673111 + Penalty 3164.540778 = -90214.132333 nChanged 9 SP:Iteration 3Q (62537.920000 sec): 3 clusters Score: Raw -93399.761302 + Penalty 3164.540778 = -90235.220523 nChanged 3 SP:Iteration 4Q (62537.920000 sec): 3 clusters Score: Raw -93404.589880 + Penalty 3164.540778 = -90240.049101 nChanged 1 SP:Iteration 5Q (62537.920000 sec): 3 clusters Score: Raw -93407.859113 + Penalty 3164.540778 = -90243.318335 nChanged 4 SP:Iteration 6Q (62537.930000 sec): 3 clusters Score: Raw -93417.458121 + Penalty 3164.540778 = -90252.917343 nChanged 2 SP:Iteration 7Q (62537.930000 sec): 3 clusters Score: Raw -93421.591352 + Penalty 3164.540778 = -90257.050574 nChanged 2 SP:Iteration 8Q (62537.930000 sec): 3 clusters Score: Raw -93429.177445 + Penalty 3164.540778 = -90264.636666 nChanged 2 SP:Iteration 9Q (62537.940000 sec): 3 clusters Score: Raw -93433.442076 + Penalty 3164.540778 = -90268.901297 nChanged 1 SP:Iteration 10Q (62537.940000 sec): 3 clusters Score: Raw -93437.711407 + Penalty 3164.540778 = -90273.170628 nChanged 1 SP:Iteration 11Q (62537.940000 sec): 3 clusters Score: Raw -93438.400413 + Penalty 3164.540778 = -90273.859635 nChanged 1 SP:Iteration 12Q (62537.940000 sec): 3 clusters Score: Raw -93440.940569 + Penalty 3164.540778 = -90276.399790 nChanged 2 SP:Iteration 13Q (62537.940000 sec): 3 clusters Score: Raw -93456.941877 + Penalty 3164.540778 = -90292.401099 nChanged 2 SP:Iteration 14Q (62537.940000 sec): 3 clusters Score: Raw -93469.134571 + Penalty 3164.540778 = -90304.593793 nChanged 6 SP:Iteration 15Q (62537.950000 sec): 3 clusters Score: Raw -93478.843393 + Penalty 3164.540778 = -90314.302614 nChanged 4 SP:Iteration 16Q (62537.950000 sec): 3 clusters Score: Raw -93486.987084 + Penalty 3164.540778 = -90322.446306 nChanged 1 SP:Iteration 17Q (62537.950000 sec): 3 clusters Score: Raw -93493.800227 + Penalty 3164.540778 = -90329.259449 nChanged 3 SP:Iteration 18Q (62537.960000 sec): 3 clusters Score: Raw -93497.297834 + Penalty 3164.540778 = -90332.757056 nChanged 4 SP:Iteration 19Q (62537.960000 sec): 3 clusters Score: Raw -93509.827383 + Penalty 3164.540778 = -90345.286605 nChanged 4 SP:Iteration 20F (62537.960000 sec): 3 clusters Score: Raw -93517.509195 + Penalty 3164.540778 = -90352.968417 nChanged 3 SP:Iteration 21Q (62537.960000 sec): 3 clusters Score: Raw -93523.396909 + Penalty 3164.540778 = -90358.856131 nChanged 4 SP:Iteration 22Q (62537.960000 sec): 3 clusters Score: Raw -93530.669110 + Penalty 3164.540778 = -90366.128332 nChanged 3 SP:Iteration 23Q (62537.970000 sec): 3 clusters Score: Raw -93537.545053 + Penalty 3164.540778 = -90373.004274 nChanged 3 SP:Iteration 24Q (62537.970000 sec): 3 clusters Score: Raw -93546.467342 + Penalty 3164.540778 = -90381.926564 nChanged 3 SP:Iteration 25Q (62537.970000 sec): 3 clusters Score: Raw -93555.505364 + Penalty 3164.540778 = -90390.964585 nChanged 3 SP:Iteration 26Q (62537.970000 sec): 3 clusters Score: Raw -93562.119583 + Penalty 3164.540778 = -90397.578805 nChanged 1 SP:Iteration 27Q (62537.980000 sec): 3 clusters Score: Raw -93562.730355 + Penalty 3164.540778 = -90398.189577 nChanged 0 SP:Iteration 28F (62537.980000 sec): 3 clusters Score: Raw -93562.730355 + Penalty 3164.540778 = -90398.189577 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62538.000000 sec): 2 clusters Score: Raw -982631.182587 + Penalty 2134.408354 = -980496.774233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62538.020000 sec): 3 clusters Score: Raw -979906.613918 + Penalty 4268.816708 = -975637.797210 nChanged 2142 SP:Iteration 1F (62538.040000 sec): 3 clusters Score: Raw -981115.568232 + Penalty 4268.816708 = -976846.751524 nChanged 395 SP:Iteration 2F (62538.060000 sec): 3 clusters Score: Raw -981345.126490 + Penalty 4268.816708 = -977076.309782 nChanged 274 SP:Iteration 3F (62538.090000 sec): 3 clusters Score: Raw -981499.200819 + Penalty 4268.816708 = -977230.384111 nChanged 206 SP:Iteration 4Q (62538.110000 sec): 3 clusters Score: Raw -981643.712696 + Penalty 4268.816708 = -977374.895988 nChanged 193 SP:Iteration 5Q (62538.130000 sec): 3 clusters Score: Raw -981802.195565 + Penalty 4268.816708 = -977533.378857 nChanged 188 SP:Iteration 6Q (62538.150000 sec): 3 clusters Score: Raw -981961.754765 + Penalty 4268.816708 = -977692.938057 nChanged 207 SP:Iteration 7Q (62538.170000 sec): 3 clusters Score: Raw -982125.136621 + Penalty 4268.816708 = -977856.319913 nChanged 208 SP:Iteration 8Q (62538.190000 sec): 3 clusters Score: Raw -982325.596152 + Penalty 4268.816708 = -978056.779444 nChanged 227 SP:Iteration 9Q (62538.210000 sec): 3 clusters Score: Raw -982535.707159 + Penalty 4268.816708 = -978266.890451 nChanged 240 SP:Iteration 10Q (62538.230000 sec): 3 clusters Score: Raw -982753.220035 + Penalty 4268.816708 = -978484.403327 nChanged 230 SP:Iteration 11Q (62538.250000 sec): 3 clusters Score: Raw -982963.420686 + Penalty 4268.816708 = -978694.603978 nChanged 222 SP:Iteration 12Q (62538.270000 sec): 3 clusters Score: Raw -983158.508060 + Penalty 4268.816708 = -978889.691352 nChanged 195 SP:Iteration 13Q (62538.290000 sec): 3 clusters Score: Raw -983313.412764 + Penalty 4268.816708 = -979044.596056 nChanged 175 SP:Iteration 14Q (62538.310000 sec): 3 clusters Score: Raw -983451.081178 + Penalty 4268.816708 = -979182.264469 nChanged 154 SP:Iteration 15Q (62538.330000 sec): 3 clusters Score: Raw -983558.899944 + Penalty 4268.816708 = -979290.083236 nChanged 123 SP:Iteration 16Q (62538.350000 sec): 3 clusters Score: Raw -983628.884981 + Penalty 4268.816708 = -979360.068273 nChanged 90 SP:Iteration 17Q (62538.370000 sec): 3 clusters Score: Raw -983674.464976 + Penalty 4268.816708 = -979405.648267 nChanged 59 SP:Iteration 18Q (62538.390000 sec): 3 clusters Score: Raw -983701.032517 + Penalty 4268.816708 = -979432.215809 nChanged 34 SP:Iteration 19Q (62538.410000 sec): 3 clusters Score: Raw -983713.840485 + Penalty 4268.816708 = -979445.023777 nChanged 33 SP:Iteration 20F (62538.430000 sec): 3 clusters Score: Raw -983724.990843 + Penalty 4268.816708 = -979456.174135 nChanged 16 SP:Iteration 21Q (62538.450000 sec): 3 clusters Score: Raw -983728.981732 + Penalty 4268.816708 = -979460.165023 nChanged 12 SP:Iteration 22Q (62538.470000 sec): 3 clusters Score: Raw -983732.515648 + Penalty 4268.816708 = -979463.698940 nChanged 7 SP:Iteration 23Q (62538.490000 sec): 3 clusters Score: Raw -983735.667085 + Penalty 4268.816708 = -979466.850377 nChanged 7 SP:Iteration 24Q (62538.510000 sec): 3 clusters Score: Raw -983737.557107 + Penalty 4268.816708 = -979468.740399 nChanged 3 SP:Iteration 25Q (62538.530000 sec): 3 clusters Score: Raw -983738.177123 + Penalty 4268.816708 = -979469.360415 nChanged 3 SP:Iteration 26Q (62538.550000 sec): 3 clusters Score: Raw -983739.025433 + Penalty 4268.816708 = -979470.208725 nChanged 5 SP:Iteration 27Q (62538.570000 sec): 3 clusters Score: Raw -983740.290814 + Penalty 4268.816708 = -979471.474106 nChanged 6 SP:Iteration 28Q (62538.590000 sec): 3 clusters Score: Raw -983741.635795 + Penalty 4268.816708 = -979472.819087 nChanged 1 SP:Iteration 29Q (62538.610000 sec): 3 clusters Score: Raw -983741.744649 + Penalty 4268.816708 = -979472.927941 nChanged 0 SP:Iteration 30F (62538.630000 sec): 3 clusters Score: Raw -983741.744649 + Penalty 4268.816708 = -979472.927941 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62538.640000 sec): 2 clusters Score: Raw -348588.839103 + Penalty 1910.569732 = -346678.269371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62538.650000 sec): 3 clusters Score: Raw -347725.227616 + Penalty 3821.139464 = -343904.088152 nChanged 730 SP:Iteration 1F (62538.660000 sec): 3 clusters Score: Raw -348304.121730 + Penalty 3821.139464 = -344482.982266 nChanged 192 SP:Iteration 2F (62538.670000 sec): 3 clusters Score: Raw -348511.429689 + Penalty 3821.139464 = -344690.290225 nChanged 125 SP:Iteration 3F (62538.680000 sec): 3 clusters Score: Raw -348660.337806 + Penalty 3821.139464 = -344839.198342 nChanged 122 SP:Iteration 4F (62538.690000 sec): 3 clusters Score: Raw -348830.544625 + Penalty 3821.139464 = -345009.405161 nChanged 130 SP:Iteration 5F (62538.700000 sec): 3 clusters Score: Raw -349016.430919 + Penalty 3821.139464 = -345195.291455 nChanged 107 SP:Iteration 6Q (62538.700000 sec): 3 clusters Score: Raw -349224.718130 + Penalty 3821.139464 = -345403.578666 nChanged 111 SP:Iteration 7F (62538.720000 sec): 3 clusters Score: Raw -349378.303470 + Penalty 3821.139464 = -345557.164006 nChanged 95 SP:Iteration 8Q (62538.720000 sec): 3 clusters Score: Raw -349528.407751 + Penalty 3821.139464 = -345707.268287 nChanged 84 SP:Iteration 9Q (62538.730000 sec): 3 clusters Score: Raw -349639.797124 + Penalty 3821.139464 = -345818.657660 nChanged 60 SP:Iteration 10Q (62538.740000 sec): 3 clusters Score: Raw -349715.391685 + Penalty 3821.139464 = -345894.252221 nChanged 47 SP:Iteration 11Q (62538.750000 sec): 3 clusters Score: Raw -349785.358122 + Penalty 3821.139464 = -345964.218658 nChanged 43 SP:Iteration 12Q (62538.750000 sec): 3 clusters Score: Raw -349841.745604 + Penalty 3821.139464 = -346020.606140 nChanged 34 SP:Iteration 13Q (62538.760000 sec): 3 clusters Score: Raw -349875.053180 + Penalty 3821.139464 = -346053.913716 nChanged 21 SP:Iteration 14Q (62538.770000 sec): 3 clusters Score: Raw -349896.695396 + Penalty 3821.139464 = -346075.555932 nChanged 17 SP:Iteration 15Q (62538.780000 sec): 3 clusters Score: Raw -349908.699256 + Penalty 3821.139464 = -346087.559792 nChanged 12 SP:Iteration 16Q (62538.780000 sec): 3 clusters Score: Raw -349919.139537 + Penalty 3821.139464 = -346098.000073 nChanged 6 SP:Iteration 17Q (62538.790000 sec): 3 clusters Score: Raw -349923.967831 + Penalty 3821.139464 = -346102.828367 nChanged 7 SP:Iteration 18Q (62538.800000 sec): 3 clusters Score: Raw -349931.361289 + Penalty 3821.139464 = -346110.221825 nChanged 10 SP:Iteration 19Q (62538.810000 sec): 3 clusters Score: Raw -349940.054571 + Penalty 3821.139464 = -346118.915107 nChanged 12 SP:Iteration 20F (62538.820000 sec): 3 clusters Score: Raw -349952.542695 + Penalty 3821.139464 = -346131.403231 nChanged 12 SP:Iteration 21Q (62538.820000 sec): 3 clusters Score: Raw -349962.299322 + Penalty 3821.139464 = -346141.159858 nChanged 11 SP:Iteration 22Q (62538.830000 sec): 3 clusters Score: Raw -349970.796610 + Penalty 3821.139464 = -346149.657146 nChanged 6 SP:Iteration 23Q (62538.840000 sec): 3 clusters Score: Raw -349976.814201 + Penalty 3821.139464 = -346155.674737 nChanged 5 SP:Iteration 24Q (62538.840000 sec): 3 clusters Score: Raw -349982.955164 + Penalty 3821.139464 = -346161.815700 nChanged 7 SP:Iteration 25Q (62538.850000 sec): 3 clusters Score: Raw -349990.311338 + Penalty 3821.139464 = -346169.171874 nChanged 8 SP:Iteration 26Q (62538.860000 sec): 3 clusters Score: Raw -349995.625292 + Penalty 3821.139464 = -346174.485828 nChanged 4 SP:Iteration 27Q (62538.870000 sec): 3 clusters Score: Raw -349997.835565 + Penalty 3821.139464 = -346176.696101 nChanged 6 SP:Iteration 28Q (62538.880000 sec): 3 clusters Score: Raw -350003.544139 + Penalty 3821.139464 = -346182.404675 nChanged 11 SP:Iteration 29Q (62538.880000 sec): 3 clusters Score: Raw -350013.550706 + Penalty 3821.139464 = -346192.411242 nChanged 6 SP:Iteration 30Q (62538.890000 sec): 3 clusters Score: Raw -350021.083671 + Penalty 3821.139464 = -346199.944207 nChanged 8 SP:Iteration 31Q (62538.900000 sec): 3 clusters Score: Raw -350028.210549 + Penalty 3821.139464 = -346207.071085 nChanged 6 SP:Iteration 32Q (62538.900000 sec): 3 clusters Score: Raw -350032.546354 + Penalty 3821.139464 = -346211.406890 nChanged 4 SP:Iteration 33Q (62538.910000 sec): 3 clusters Score: Raw -350037.148042 + Penalty 3821.139464 = -346216.008578 nChanged 4 SP:Iteration 34Q (62538.920000 sec): 3 clusters Score: Raw -350040.227453 + Penalty 3821.139464 = -346219.087989 nChanged 5 SP:Iteration 35Q (62538.930000 sec): 3 clusters Score: Raw -350042.728920 + Penalty 3821.139464 = -346221.589456 nChanged 2 SP:Iteration 36Q (62538.940000 sec): 3 clusters Score: Raw -350045.495199 + Penalty 3821.139464 = -346224.355735 nChanged 2 SP:Iteration 37Q (62538.940000 sec): 3 clusters Score: Raw -350046.727143 + Penalty 3821.139464 = -346225.587679 nChanged 1 SP:Iteration 38Q (62538.950000 sec): 3 clusters Score: Raw -350047.241799 + Penalty 3821.139464 = -346226.102335 nChanged 0 SP:Iteration 39F (62538.960000 sec): 3 clusters Score: Raw -350047.241799 + Penalty 3821.139464 = -346226.102335 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62538.960000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62538.970000 sec): 3 clusters Score: Raw -124003.488144 + Penalty 3306.810569 = -120696.677575 nChanged 182 SP:Iteration 1F (62538.970000 sec): 3 clusters Score: Raw -124314.548442 + Penalty 3306.810569 = -121007.737873 nChanged 63 SP:Iteration 2F (62538.980000 sec): 3 clusters Score: Raw -124446.790846 + Penalty 3306.810569 = -121139.980277 nChanged 31 SP:Iteration 3Q (62538.980000 sec): 3 clusters Score: Raw -124532.200513 + Penalty 3306.810569 = -121225.389944 nChanged 36 SP:Iteration 4Q (62538.980000 sec): 3 clusters Score: Raw -124622.846768 + Penalty 3306.810569 = -121316.036199 nChanged 34 SP:Iteration 5Q (62538.980000 sec): 3 clusters Score: Raw -124718.645837 + Penalty 3306.810569 = -121411.835268 nChanged 35 SP:Iteration 6Q (62538.990000 sec): 3 clusters Score: Raw -124871.156002 + Penalty 3306.810569 = -121564.345433 nChanged 39 SP:Iteration 7Q (62538.990000 sec): 3 clusters Score: Raw -125036.874686 + Penalty 3306.810569 = -121730.064117 nChanged 34 SP:Iteration 8Q (62538.990000 sec): 3 clusters Score: Raw -125140.399289 + Penalty 3306.810569 = -121833.588720 nChanged 22 SP:Iteration 9Q (62539.000000 sec): 3 clusters Score: Raw -125211.147905 + Penalty 3306.810569 = -121904.337336 nChanged 14 SP:Iteration 10Q (62539.000000 sec): 3 clusters Score: Raw -125279.618137 + Penalty 3306.810569 = -121972.807568 nChanged 16 SP:Iteration 11Q (62539.000000 sec): 3 clusters Score: Raw -125326.390259 + Penalty 3306.810569 = -122019.579690 nChanged 13 SP:Iteration 12Q (62539.000000 sec): 3 clusters Score: Raw -125404.694965 + Penalty 3306.810569 = -122097.884396 nChanged 15 SP:Iteration 13Q (62539.000000 sec): 3 clusters Score: Raw -125451.991279 + Penalty 3306.810569 = -122145.180710 nChanged 9 SP:Iteration 14Q (62539.010000 sec): 3 clusters Score: Raw -125477.251526 + Penalty 3306.810569 = -122170.440957 nChanged 7 SP:Iteration 15Q (62539.010000 sec): 3 clusters Score: Raw -125503.806417 + Penalty 3306.810569 = -122196.995848 nChanged 7 SP:Iteration 16Q (62539.010000 sec): 3 clusters Score: Raw -125513.369593 + Penalty 3306.810569 = -122206.559024 nChanged 3 SP:Iteration 17Q (62539.020000 sec): 3 clusters Score: Raw -125519.866896 + Penalty 3306.810569 = -122213.056327 nChanged 2 SP:Iteration 18Q (62539.020000 sec): 3 clusters Score: Raw -125523.307672 + Penalty 3306.810569 = -122216.497103 nChanged 3 SP:Iteration 19Q (62539.020000 sec): 3 clusters Score: Raw -125528.574426 + Penalty 3306.810569 = -122221.763857 nChanged 1 SP:Iteration 20F (62539.020000 sec): 3 clusters Score: Raw -125542.985410 + Penalty 3306.810569 = -122236.174840 nChanged 2 SP:Iteration 21Q (62539.030000 sec): 3 clusters Score: Raw -125565.382667 + Penalty 3306.810569 = -122258.572098 nChanged 3 SP:Iteration 22Q (62539.030000 sec): 3 clusters Score: Raw -125588.761916 + Penalty 3306.810569 = -122281.951347 nChanged 6 SP:Iteration 23Q (62539.030000 sec): 3 clusters Score: Raw -125606.347319 + Penalty 3306.810569 = -122299.536750 nChanged 3 SP:Iteration 24Q (62539.030000 sec): 3 clusters Score: Raw -125617.858977 + Penalty 3306.810569 = -122311.048408 nChanged 0 SP:Iteration 25F (62539.040000 sec): 3 clusters Score: Raw -125617.858977 + Penalty 3306.810569 = -122311.048408 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62539.460000 sec): 2 clusters Score: Raw -21181384.439972 + Penalty 2899.236302 = -21178485.203670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62539.940000 sec): 3 clusters Score: Raw -21104323.403751 + Penalty 5798.472603 = -21098524.931147 nChanged 56744 SP:Iteration 1F (62540.430000 sec): 3 clusters Score: Raw -21136784.300434 + Penalty 5798.472603 = -21130985.827831 nChanged 3557 SP:Iteration 2Q (62540.930000 sec): 3 clusters Score: Raw -21137554.916776 + Penalty 5798.472603 = -21131756.444173 nChanged 3645 SP:Iteration 3Q (62541.430000 sec): 3 clusters Score: Raw -21138458.102735 + Penalty 5798.472603 = -21132659.630131 nChanged 3832 SP:Iteration 4Q (62541.930000 sec): 3 clusters Score: Raw -21139589.178333 + Penalty 5798.472603 = -21133790.705730 nChanged 4336 SP:Iteration 5Q (62542.430000 sec): 3 clusters Score: Raw -21141231.436677 + Penalty 5798.472603 = -21135432.964074 nChanged 5202 SP:Iteration 6Q (62542.930000 sec): 3 clusters Score: Raw -21143944.098803 + Penalty 5798.472603 = -21138145.626199 nChanged 6616 SP:Iteration 7F (62543.410000 sec): 3 clusters Score: Raw -21148477.018097 + Penalty 5798.472603 = -21142678.545494 nChanged 8036 SP:Iteration 8F (62543.900000 sec): 3 clusters Score: Raw -21155109.678212 + Penalty 5798.472603 = -21149311.205609 nChanged 8479 SP:Iteration 9F (62544.380000 sec): 3 clusters Score: Raw -21162760.058890 + Penalty 5798.472603 = -21156961.586286 nChanged 7576 SP:Iteration 10F (62544.860000 sec): 3 clusters Score: Raw -21169555.036902 + Penalty 5798.472603 = -21163756.564298 nChanged 5763 SP:Iteration 11Q (62545.300000 sec): 3 clusters Score: Raw -21174591.877531 + Penalty 5798.472603 = -21168793.404928 nChanged 3846 SP:Iteration 12Q (62545.720000 sec): 3 clusters Score: Raw -21177742.680668 + Penalty 5798.472603 = -21171944.208065 nChanged 2385 SP:Iteration 13Q (62546.100000 sec): 3 clusters Score: Raw -21179573.082731 + Penalty 5798.472603 = -21173774.610128 nChanged 1384 SP:Iteration 14Q (62546.480000 sec): 3 clusters Score: Raw -21180526.655699 + Penalty 5798.472603 = -21174728.183096 nChanged 785 SP:Iteration 15Q (62546.840000 sec): 3 clusters Score: Raw -21181031.514447 + Penalty 5798.472603 = -21175233.041843 nChanged 454 SP:Iteration 16Q (62547.190000 sec): 3 clusters Score: Raw -21181295.903910 + Penalty 5798.472603 = -21175497.431307 nChanged 305 SP:Iteration 17Q (62547.540000 sec): 3 clusters Score: Raw -21181464.157711 + Penalty 5798.472603 = -21175665.685108 nChanged 200 SP:Iteration 18Q (62547.890000 sec): 3 clusters Score: Raw -21181578.233081 + Penalty 5798.472603 = -21175779.760478 nChanged 149 SP:Iteration 19Q (62548.230000 sec): 3 clusters Score: Raw -21181659.141121 + Penalty 5798.472603 = -21175860.668517 nChanged 98 SP:Iteration 20F (62548.710000 sec): 3 clusters Score: Raw -21181710.688308 + Penalty 5798.472603 = -21175912.215705 nChanged 75 SP:Iteration 21Q (62549.050000 sec): 3 clusters Score: Raw -21181754.466917 + Penalty 5798.472603 = -21175955.994314 nChanged 64 SP:Iteration 22Q (62549.390000 sec): 3 clusters Score: Raw -21181790.264251 + Penalty 5798.472603 = -21175991.791648 nChanged 47 SP:Iteration 23Q (62549.740000 sec): 3 clusters Score: Raw -21181814.976443 + Penalty 5798.472603 = -21176016.503840 nChanged 39 SP:Iteration 24Q (62550.070000 sec): 3 clusters Score: Raw -21181836.326603 + Penalty 5798.472603 = -21176037.853999 nChanged 35 SP:Iteration 25Q (62550.410000 sec): 3 clusters Score: Raw -21181854.765562 + Penalty 5798.472603 = -21176056.292958 nChanged 40 SP:Iteration 26Q (62550.750000 sec): 3 clusters Score: Raw -21181874.182741 + Penalty 5798.472603 = -21176075.710138 nChanged 27 SP:Iteration 27Q (62551.090000 sec): 3 clusters Score: Raw -21181887.416936 + Penalty 5798.472603 = -21176088.944333 nChanged 31 SP:Iteration 28Q (62551.430000 sec): 3 clusters Score: Raw -21181901.974720 + Penalty 5798.472603 = -21176103.502116 nChanged 20 SP:Iteration 29Q (62551.770000 sec): 3 clusters Score: Raw -21181912.368090 + Penalty 5798.472603 = -21176113.895487 nChanged 20 SP:Iteration 30Q (62552.100000 sec): 3 clusters Score: Raw -21181921.101635 + Penalty 5798.472603 = -21176122.629031 nChanged 9 SP:Iteration 31Q (62552.440000 sec): 3 clusters Score: Raw -21181925.956378 + Penalty 5798.472603 = -21176127.483774 nChanged 7 SP:Iteration 32Q (62552.780000 sec): 3 clusters Score: Raw -21181929.606935 + Penalty 5798.472603 = -21176131.134331 nChanged 9 SP:Iteration 33Q (62553.120000 sec): 3 clusters Score: Raw -21181934.797575 + Penalty 5798.472603 = -21176136.324971 nChanged 8 SP:Iteration 34Q (62553.460000 sec): 3 clusters Score: Raw -21181940.564401 + Penalty 5798.472603 = -21176142.091798 nChanged 11 SP:Iteration 35Q (62553.790000 sec): 3 clusters Score: Raw -21181944.812785 + Penalty 5798.472603 = -21176146.340182 nChanged 5 SP:Iteration 36Q (62554.130000 sec): 3 clusters Score: Raw -21181947.846123 + Penalty 5798.472603 = -21176149.373519 nChanged 6 SP:Iteration 37Q (62554.460000 sec): 3 clusters Score: Raw -21181950.601683 + Penalty 5798.472603 = -21176152.129080 nChanged 2 SP:Iteration 38Q (62554.800000 sec): 3 clusters Score: Raw -21181951.412397 + Penalty 5798.472603 = -21176152.939794 nChanged 1 SP:Iteration 39Q (62555.140000 sec): 3 clusters Score: Raw -21181951.822156 + Penalty 5798.472603 = -21176153.349552 nChanged 0 SP:Iteration 40F (62555.620000 sec): 3 clusters Score: Raw -21181951.822156 + Penalty 5798.472603 = -21176153.349552 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62555.660000 sec): 2 clusters Score: Raw -52798.056670 + Penalty 1502.082435 = -51295.974234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62555.660000 sec): 3 clusters Score: Raw -52938.595327 + Penalty 3004.164871 = -49934.430456 nChanged 83 SP:Iteration 1F (62555.660000 sec): 3 clusters Score: Raw -53141.471716 + Penalty 3004.164871 = -50137.306845 nChanged 29 SP:Iteration 2F (62555.660000 sec): 3 clusters Score: Raw -53248.293634 + Penalty 3004.164871 = -50244.128763 nChanged 27 SP:Iteration 3F (62555.670000 sec): 3 clusters Score: Raw -53348.697803 + Penalty 3004.164871 = -50344.532932 nChanged 14 SP:Iteration 4Q (62555.670000 sec): 3 clusters Score: Raw -53409.081553 + Penalty 3004.164871 = -50404.916682 nChanged 9 SP:Iteration 5Q (62555.670000 sec): 3 clusters Score: Raw -53480.788485 + Penalty 3004.164871 = -50476.623614 nChanged 10 SP:Iteration 6Q (62555.670000 sec): 3 clusters Score: Raw -53520.922979 + Penalty 3004.164871 = -50516.758109 nChanged 3 SP:Iteration 7Q (62555.670000 sec): 3 clusters Score: Raw -53545.398146 + Penalty 3004.164871 = -50541.233275 nChanged 3 SP:Iteration 8Q (62555.670000 sec): 3 clusters Score: Raw -53558.206313 + Penalty 3004.164871 = -50554.041442 nChanged 1 SP:Iteration 9Q (62555.680000 sec): 3 clusters Score: Raw -53561.216907 + Penalty 3004.164871 = -50557.052037 nChanged 1 SP:Iteration 10Q (62555.680000 sec): 3 clusters Score: Raw -53562.652308 + Penalty 3004.164871 = -50558.487438 nChanged 0 SP:Iteration 11F (62555.680000 sec): 3 clusters Score: Raw -53562.652308 + Penalty 3004.164871 = -50558.487438 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62555.680000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62555.680000 sec): 3 clusters Score: Raw -52147.574498 + Penalty 2871.820245 = -49275.754253 nChanged 49 SP:Iteration 1F (62555.690000 sec): 3 clusters Score: Raw -52285.356819 + Penalty 2871.820245 = -49413.536575 nChanged 12 SP:Iteration 2Q (62555.690000 sec): 3 clusters Score: Raw -52328.708775 + Penalty 2871.820245 = -49456.888530 nChanged 1 SP:Iteration 3Q (62555.690000 sec): 3 clusters Score: Raw -52335.464671 + Penalty 2871.820245 = -49463.644426 nChanged 2 SP:Iteration 4Q (62555.690000 sec): 3 clusters Score: Raw -52342.143958 + Penalty 2871.820245 = -49470.323713 nChanged 1 SP:Iteration 5Q (62555.690000 sec): 3 clusters Score: Raw -52346.036544 + Penalty 2871.820245 = -49474.216299 nChanged 0 SP:Iteration 6F (62555.690000 sec): 3 clusters Score: Raw -52346.036544 + Penalty 2871.820245 = -49474.216299 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62555.780000 sec): 2 clusters Score: Raw -3771442.519878 + Penalty 2490.585661 = -3768951.934217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62555.870000 sec): 3 clusters Score: Raw -3757988.267075 + Penalty 4981.171322 = -3753007.095752 nChanged 10110 SP:Iteration 1F (62555.960000 sec): 3 clusters Score: Raw -3763410.071953 + Penalty 4981.171322 = -3758428.900630 nChanged 1223 SP:Iteration 2F (62556.050000 sec): 3 clusters Score: Raw -3763854.502988 + Penalty 4981.171322 = -3758873.331666 nChanged 1015 SP:Iteration 3Q (62556.140000 sec): 3 clusters Score: Raw -3764232.465627 + Penalty 4981.171322 = -3759251.294304 nChanged 997 SP:Iteration 4Q (62556.240000 sec): 3 clusters Score: Raw -3764640.095424 + Penalty 4981.171322 = -3759658.924102 nChanged 1035 SP:Iteration 5Q (62556.330000 sec): 3 clusters Score: Raw -3765115.096290 + Penalty 4981.171322 = -3760133.924968 nChanged 1108 SP:Iteration 6Q (62556.420000 sec): 3 clusters Score: Raw -3765704.363758 + Penalty 4981.171322 = -3760723.192436 nChanged 1240 SP:Iteration 7F (62556.510000 sec): 3 clusters Score: Raw -3766476.478479 + Penalty 4981.171322 = -3761495.307157 nChanged 1372 SP:Iteration 8F (62556.600000 sec): 3 clusters Score: Raw -3767494.712001 + Penalty 4981.171322 = -3762513.540678 nChanged 1434 SP:Iteration 9F (62556.690000 sec): 3 clusters Score: Raw -3768696.249387 + Penalty 4981.171322 = -3763715.078064 nChanged 1232 SP:Iteration 10F (62556.780000 sec): 3 clusters Score: Raw -3769770.854049 + Penalty 4981.171322 = -3764789.682727 nChanged 879 SP:Iteration 11Q (62556.860000 sec): 3 clusters Score: Raw -3770562.391302 + Penalty 4981.171322 = -3765581.219980 nChanged 547 SP:Iteration 12Q (62556.940000 sec): 3 clusters Score: Raw -3771083.381443 + Penalty 4981.171322 = -3766102.210121 nChanged 292 SP:Iteration 13Q (62557.010000 sec): 3 clusters Score: Raw -3771383.644662 + Penalty 4981.171322 = -3766402.473339 nChanged 153 SP:Iteration 14Q (62557.080000 sec): 3 clusters Score: Raw -3771550.883943 + Penalty 4981.171322 = -3766569.712620 nChanged 88 SP:Iteration 15Q (62557.150000 sec): 3 clusters Score: Raw -3771656.328527 + Penalty 4981.171322 = -3766675.157205 nChanged 58 SP:Iteration 16Q (62557.210000 sec): 3 clusters Score: Raw -3771723.403574 + Penalty 4981.171322 = -3766742.232252 nChanged 36 SP:Iteration 17Q (62557.280000 sec): 3 clusters Score: Raw -3771772.836682 + Penalty 4981.171322 = -3766791.665360 nChanged 25 SP:Iteration 18Q (62557.340000 sec): 3 clusters Score: Raw -3771805.368703 + Penalty 4981.171322 = -3766824.197380 nChanged 13 SP:Iteration 19Q (62557.400000 sec): 3 clusters Score: Raw -3771822.677614 + Penalty 4981.171322 = -3766841.506291 nChanged 10 SP:Iteration 20F (62557.500000 sec): 3 clusters Score: Raw -3771837.833420 + Penalty 4981.171322 = -3766856.662098 nChanged 7 SP:Iteration 21Q (62557.560000 sec): 3 clusters Score: Raw -3771848.532652 + Penalty 4981.171322 = -3766867.361330 nChanged 7 SP:Iteration 22Q (62557.620000 sec): 3 clusters Score: Raw -3771853.867644 + Penalty 4981.171322 = -3766872.696321 nChanged 3 SP:Iteration 23Q (62557.680000 sec): 3 clusters Score: Raw -3771855.979843 + Penalty 4981.171322 = -3766874.808520 nChanged 0 SP:Iteration 24F (62557.770000 sec): 3 clusters Score: Raw -3771855.979843 + Penalty 4981.171322 = -3766874.808520 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62557.790000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62557.790000 sec): 3 clusters Score: Raw -42324.857228 + Penalty 2899.833632 = -39425.023596 nChanged 83 SP:Iteration 1F (62557.790000 sec): 3 clusters Score: Raw -42707.418362 + Penalty 2899.833632 = -39807.584729 nChanged 24 SP:Iteration 2F (62557.790000 sec): 3 clusters Score: Raw -42844.100598 + Penalty 2899.833632 = -39944.266966 nChanged 13 SP:Iteration 3Q (62557.790000 sec): 3 clusters Score: Raw -42936.346731 + Penalty 2899.833632 = -40036.513098 nChanged 8 SP:Iteration 4Q (62557.790000 sec): 3 clusters Score: Raw -42970.069078 + Penalty 2899.833632 = -40070.235446 nChanged 2 SP:Iteration 5Q (62557.800000 sec): 3 clusters Score: Raw -42997.025556 + Penalty 2899.833632 = -40097.191924 nChanged 3 SP:Iteration 6Q (62557.800000 sec): 3 clusters Score: Raw -43065.290466 + Penalty 2899.833632 = -40165.456834 nChanged 5 SP:Iteration 7Q (62557.800000 sec): 3 clusters Score: Raw -43084.386659 + Penalty 2899.833632 = -40184.553027 nChanged 2 SP:Iteration 8Q (62557.800000 sec): 3 clusters Score: Raw -43102.781920 + Penalty 2899.833632 = -40202.948288 nChanged 1 SP:Iteration 9Q (62557.800000 sec): 3 clusters Score: Raw -43104.629094 + Penalty 2899.833632 = -40204.795462 nChanged 0 SP:Iteration 10F (62557.800000 sec): 3 clusters Score: Raw -43104.629094 + Penalty 2899.833632 = -40204.795462 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62557.870000 sec): 2 clusters Score: Raw -3199410.564555 + Penalty 2431.514910 = -3196979.049646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62557.940000 sec): 3 clusters Score: Raw -3188936.554904 + Penalty 4863.029819 = -3184073.525085 nChanged 8008 SP:Iteration 1F (62558.010000 sec): 3 clusters Score: Raw -3193295.831003 + Penalty 4863.029819 = -3188432.801183 nChanged 1048 SP:Iteration 2F (62558.080000 sec): 3 clusters Score: Raw -3193710.284408 + Penalty 4863.029819 = -3188847.254588 nChanged 893 SP:Iteration 3Q (62558.160000 sec): 3 clusters Score: Raw -3194058.359308 + Penalty 4863.029819 = -3189195.329489 nChanged 782 SP:Iteration 4Q (62558.230000 sec): 3 clusters Score: Raw -3194384.034117 + Penalty 4863.029819 = -3189521.004297 nChanged 733 SP:Iteration 5Q (62558.300000 sec): 3 clusters Score: Raw -3194724.647030 + Penalty 4863.029819 = -3189861.617210 nChanged 824 SP:Iteration 6Q (62558.370000 sec): 3 clusters Score: Raw -3195156.954402 + Penalty 4863.029819 = -3190293.924583 nChanged 834 SP:Iteration 7Q (62558.440000 sec): 3 clusters Score: Raw -3195658.867204 + Penalty 4863.029819 = -3190795.837385 nChanged 891 SP:Iteration 8Q (62558.510000 sec): 3 clusters Score: Raw -3196196.497455 + Penalty 4863.029819 = -3191333.467636 nChanged 903 SP:Iteration 9Q (62558.580000 sec): 3 clusters Score: Raw -3196738.120179 + Penalty 4863.029819 = -3191875.090360 nChanged 807 SP:Iteration 10Q (62558.660000 sec): 3 clusters Score: Raw -3197206.799038 + Penalty 4863.029819 = -3192343.769219 nChanged 740 SP:Iteration 11Q (62558.730000 sec): 3 clusters Score: Raw -3197654.722256 + Penalty 4863.029819 = -3192791.692437 nChanged 677 SP:Iteration 12Q (62558.800000 sec): 3 clusters Score: Raw -3198008.326647 + Penalty 4863.029819 = -3193145.296828 nChanged 588 SP:Iteration 13Q (62558.870000 sec): 3 clusters Score: Raw -3198296.099725 + Penalty 4863.029819 = -3193433.069906 nChanged 488 SP:Iteration 14Q (62558.940000 sec): 3 clusters Score: Raw -3198492.717770 + Penalty 4863.029819 = -3193629.687951 nChanged 401 SP:Iteration 15Q (62559.010000 sec): 3 clusters Score: Raw -3198635.557149 + Penalty 4863.029819 = -3193772.527330 nChanged 340 SP:Iteration 16Q (62559.080000 sec): 3 clusters Score: Raw -3198738.809128 + Penalty 4863.029819 = -3193875.779309 nChanged 257 SP:Iteration 17Q (62559.140000 sec): 3 clusters Score: Raw -3198813.100501 + Penalty 4863.029819 = -3193950.070681 nChanged 231 SP:Iteration 18Q (62559.220000 sec): 3 clusters Score: Raw -3198872.903976 + Penalty 4863.029819 = -3194009.874157 nChanged 176 SP:Iteration 19Q (62559.280000 sec): 3 clusters Score: Raw -3198915.008334 + Penalty 4863.029819 = -3194051.978515 nChanged 152 SP:Iteration 20F (62559.360000 sec): 3 clusters Score: Raw -3198945.242470 + Penalty 4863.029819 = -3194082.212651 nChanged 118 SP:Iteration 21Q (62559.420000 sec): 3 clusters Score: Raw -3198969.139929 + Penalty 4863.029819 = -3194106.110110 nChanged 99 SP:Iteration 22Q (62559.490000 sec): 3 clusters Score: Raw -3198984.222689 + Penalty 4863.029819 = -3194121.192870 nChanged 82 SP:Iteration 23Q (62559.560000 sec): 3 clusters Score: Raw -3198996.700521 + Penalty 4863.029819 = -3194133.670702 nChanged 76 SP:Iteration 24Q (62559.630000 sec): 3 clusters Score: Raw -3199006.904829 + Penalty 4863.029819 = -3194143.875010 nChanged 68 SP:Iteration 25Q (62559.700000 sec): 3 clusters Score: Raw -3199016.951183 + Penalty 4863.029819 = -3194153.921363 nChanged 73 SP:Iteration 26Q (62559.770000 sec): 3 clusters Score: Raw -3199032.838319 + Penalty 4863.029819 = -3194169.808500 nChanged 96 SP:Iteration 27Q (62559.840000 sec): 3 clusters Score: Raw -3199049.704864 + Penalty 4863.029819 = -3194186.675044 nChanged 67 SP:Iteration 28Q (62559.900000 sec): 3 clusters Score: Raw -3199059.030354 + Penalty 4863.029819 = -3194196.000535 nChanged 58 SP:Iteration 29Q (62559.980000 sec): 3 clusters Score: Raw -3199069.052246 + Penalty 4863.029819 = -3194206.022426 nChanged 68 SP:Iteration 30Q (62560.040000 sec): 3 clusters Score: Raw -3199080.048680 + Penalty 4863.029819 = -3194217.018861 nChanged 72 SP:Iteration 31Q (62560.110000 sec): 3 clusters Score: Raw -3199091.568372 + Penalty 4863.029819 = -3194228.538553 nChanged 78 SP:Iteration 32Q (62560.180000 sec): 3 clusters Score: Raw -3199105.179824 + Penalty 4863.029819 = -3194242.150005 nChanged 75 SP:Iteration 33Q (62560.250000 sec): 3 clusters Score: Raw -3199118.904939 + Penalty 4863.029819 = -3194255.875119 nChanged 60 SP:Iteration 34Q (62560.320000 sec): 3 clusters Score: Raw -3199127.680328 + Penalty 4863.029819 = -3194264.650509 nChanged 47 SP:Iteration 35Q (62560.390000 sec): 3 clusters Score: Raw -3199132.879886 + Penalty 4863.029819 = -3194269.850067 nChanged 39 SP:Iteration 36Q (62560.460000 sec): 3 clusters Score: Raw -3199138.505078 + Penalty 4863.029819 = -3194275.475258 nChanged 50 SP:Iteration 37Q (62560.520000 sec): 3 clusters Score: Raw -3199144.895786 + Penalty 4863.029819 = -3194281.865966 nChanged 49 SP:Iteration 38Q (62560.590000 sec): 3 clusters Score: Raw -3199151.562213 + Penalty 4863.029819 = -3194288.532394 nChanged 42 SP:Iteration 39Q (62560.660000 sec): 3 clusters Score: Raw -3199156.418286 + Penalty 4863.029819 = -3194293.388467 nChanged 42 SP:Iteration 40F (62560.730000 sec): 3 clusters Score: Raw -3199162.870318 + Penalty 4863.029819 = -3194299.840499 nChanged 44 SP:Iteration 41Q (62560.800000 sec): 3 clusters Score: Raw -3199168.396579 + Penalty 4863.029819 = -3194305.366760 nChanged 43 SP:Iteration 42Q (62560.870000 sec): 3 clusters Score: Raw -3199173.803973 + Penalty 4863.029819 = -3194310.774154 nChanged 44 SP:Iteration 43Q (62560.940000 sec): 3 clusters Score: Raw -3199179.391924 + Penalty 4863.029819 = -3194316.362105 nChanged 38 SP:Iteration 44Q (62561.000000 sec): 3 clusters Score: Raw -3199183.893514 + Penalty 4863.029819 = -3194320.863695 nChanged 37 SP:Iteration 45Q (62561.070000 sec): 3 clusters Score: Raw -3199188.152464 + Penalty 4863.029819 = -3194325.122645 nChanged 26 SP:Iteration 46Q (62561.140000 sec): 3 clusters Score: Raw -3199190.733381 + Penalty 4863.029819 = -3194327.703562 nChanged 21 SP:Iteration 47Q (62561.210000 sec): 3 clusters Score: Raw -3199193.399775 + Penalty 4863.029819 = -3194330.369956 nChanged 17 SP:Iteration 48Q (62561.280000 sec): 3 clusters Score: Raw -3199195.382309 + Penalty 4863.029819 = -3194332.352490 nChanged 27 SP:Iteration 49Q (62561.340000 sec): 3 clusters Score: Raw -3199198.433784 + Penalty 4863.029819 = -3194335.403964 nChanged 24 SP:Iteration 50Q (62561.410000 sec): 3 clusters Score: Raw -3199201.233074 + Penalty 4863.029819 = -3194338.203255 nChanged 23 SP:Iteration 51Q (62561.480000 sec): 3 clusters Score: Raw -3199203.613004 + Penalty 4863.029819 = -3194340.583185 nChanged 17 SP:Iteration 52Q (62561.550000 sec): 3 clusters Score: Raw -3199205.867884 + Penalty 4863.029819 = -3194342.838065 nChanged 28 SP:Iteration 53Q (62561.620000 sec): 3 clusters Score: Raw -3199208.785916 + Penalty 4863.029819 = -3194345.756097 nChanged 30 SP:Iteration 54Q (62561.680000 sec): 3 clusters Score: Raw -3199212.433387 + Penalty 4863.029819 = -3194349.403568 nChanged 30 SP:Iteration 55Q (62561.750000 sec): 3 clusters Score: Raw -3199215.846431 + Penalty 4863.029819 = -3194352.816612 nChanged 26 SP:Iteration 56Q (62561.820000 sec): 3 clusters Score: Raw -3199218.710069 + Penalty 4863.029819 = -3194355.680249 nChanged 26 SP:Iteration 57Q (62561.890000 sec): 3 clusters Score: Raw -3199220.759850 + Penalty 4863.029819 = -3194357.730030 nChanged 16 SP:Iteration 58Q (62561.960000 sec): 3 clusters Score: Raw -3199221.794112 + Penalty 4863.029819 = -3194358.764293 nChanged 17 SP:Iteration 59Q (62562.020000 sec): 3 clusters Score: Raw -3199223.616176 + Penalty 4863.029819 = -3194360.586356 nChanged 22 SP:Iteration 60F (62562.100000 sec): 3 clusters Score: Raw -3199225.898085 + Penalty 4863.029819 = -3194362.868266 nChanged 23 SP:Iteration 61Q (62562.160000 sec): 3 clusters Score: Raw -3199228.959977 + Penalty 4863.029819 = -3194365.930158 nChanged 24 SP:Iteration 62Q (62562.230000 sec): 3 clusters Score: Raw -3199232.031430 + Penalty 4863.029819 = -3194369.001610 nChanged 24 SP:Iteration 63Q (62562.300000 sec): 3 clusters Score: Raw -3199235.538882 + Penalty 4863.029819 = -3194372.509063 nChanged 30 SP:Iteration 64Q (62562.370000 sec): 3 clusters Score: Raw -3199239.258130 + Penalty 4863.029819 = -3194376.228311 nChanged 25 SP:Iteration 65Q (62562.440000 sec): 3 clusters Score: Raw -3199241.492838 + Penalty 4863.029819 = -3194378.463019 nChanged 24 SP:Iteration 66Q (62562.500000 sec): 3 clusters Score: Raw -3199244.972475 + Penalty 4863.029819 = -3194381.942656 nChanged 31 SP:Iteration 67Q (62562.570000 sec): 3 clusters Score: Raw -3199248.567302 + Penalty 4863.029819 = -3194385.537483 nChanged 25 SP:Iteration 68Q (62562.640000 sec): 3 clusters Score: Raw -3199251.922255 + Penalty 4863.029819 = -3194388.892436 nChanged 30 SP:Iteration 69Q (62562.710000 sec): 3 clusters Score: Raw -3199254.932373 + Penalty 4863.029819 = -3194391.902554 nChanged 24 SP:Iteration 70Q (62562.780000 sec): 3 clusters Score: Raw -3199258.372209 + Penalty 4863.029819 = -3194395.342389 nChanged 43 SP:Iteration 71Q (62562.840000 sec): 3 clusters Score: Raw -3199264.450280 + Penalty 4863.029819 = -3194401.420460 nChanged 45 SP:Iteration 72Q (62562.910000 sec): 3 clusters Score: Raw -3199271.014306 + Penalty 4863.029819 = -3194407.984487 nChanged 49 SP:Iteration 73Q (62562.980000 sec): 3 clusters Score: Raw -3199278.911380 + Penalty 4863.029819 = -3194415.881561 nChanged 66 SP:Iteration 74Q (62563.040000 sec): 3 clusters Score: Raw -3199289.710986 + Penalty 4863.029819 = -3194426.681167 nChanged 73 SP:Iteration 75Q (62563.110000 sec): 3 clusters Score: Raw -3199303.112466 + Penalty 4863.029819 = -3194440.082647 nChanged 80 SP:Iteration 76Q (62563.180000 sec): 3 clusters Score: Raw -3199316.250289 + Penalty 4863.029819 = -3194453.220470 nChanged 84 SP:Iteration 77Q (62563.250000 sec): 3 clusters Score: Raw -3199330.845494 + Penalty 4863.029819 = -3194467.815674 nChanged 96 SP:Iteration 78Q (62563.320000 sec): 3 clusters Score: Raw -3199348.841707 + Penalty 4863.029819 = -3194485.811888 nChanged 118 SP:Iteration 79Q (62563.380000 sec): 3 clusters Score: Raw -3199371.425691 + Penalty 4863.029819 = -3194508.395871 nChanged 115 SP:Iteration 80F (62563.450000 sec): 3 clusters Score: Raw -3199395.829926 + Penalty 4863.029819 = -3194532.800106 nChanged 132 SP:Iteration 81Q (62563.520000 sec): 3 clusters Score: Raw -3199424.161002 + Penalty 4863.029819 = -3194561.131183 nChanged 150 SP:Iteration 82Q (62563.590000 sec): 3 clusters Score: Raw -3199457.659957 + Penalty 4863.029819 = -3194594.630137 nChanged 132 SP:Iteration 83Q (62563.650000 sec): 3 clusters Score: Raw -3199488.578671 + Penalty 4863.029819 = -3194625.548852 nChanged 130 SP:Iteration 84Q (62563.720000 sec): 3 clusters Score: Raw -3199521.370620 + Penalty 4863.029819 = -3194658.340801 nChanged 146 SP:Iteration 85Q (62563.780000 sec): 3 clusters Score: Raw -3199555.407454 + Penalty 4863.029819 = -3194692.377635 nChanged 143 SP:Iteration 86Q (62563.850000 sec): 3 clusters Score: Raw -3199591.442143 + Penalty 4863.029819 = -3194728.412323 nChanged 136 SP:Iteration 87Q (62563.920000 sec): 3 clusters Score: Raw -3199624.087090 + Penalty 4863.029819 = -3194761.057271 nChanged 150 SP:Iteration 88Q (62563.980000 sec): 3 clusters Score: Raw -3199664.307348 + Penalty 4863.029819 = -3194801.277529 nChanged 169 SP:Iteration 89Q (62564.050000 sec): 3 clusters Score: Raw -3199717.458878 + Penalty 4863.029819 = -3194854.429059 nChanged 172 SP:Iteration 90Q (62564.110000 sec): 3 clusters Score: Raw -3199768.685804 + Penalty 4863.029819 = -3194905.655985 nChanged 193 SP:Iteration 91Q (62564.180000 sec): 3 clusters Score: Raw -3199835.090188 + Penalty 4863.029819 = -3194972.060369 nChanged 183 SP:Iteration 92Q (62564.240000 sec): 3 clusters Score: Raw -3199891.469720 + Penalty 4863.029819 = -3195028.439900 nChanged 172 SP:Iteration 93Q (62564.300000 sec): 3 clusters Score: Raw -3199944.012181 + Penalty 4863.029819 = -3195080.982361 nChanged 183 SP:Iteration 94Q (62564.370000 sec): 3 clusters Score: Raw -3200008.912595 + Penalty 4863.029819 = -3195145.882776 nChanged 192 SP:Iteration 95Q (62564.430000 sec): 3 clusters Score: Raw -3200075.594883 + Penalty 4863.029819 = -3195212.565064 nChanged 207 SP:Iteration 96Q (62564.500000 sec): 3 clusters Score: Raw -3200147.626211 + Penalty 4863.029819 = -3195284.596392 nChanged 209 SP:Iteration 97Q (62564.560000 sec): 3 clusters Score: Raw -3200221.257336 + Penalty 4863.029819 = -3195358.227516 nChanged 197 SP:Iteration 98Q (62564.620000 sec): 3 clusters Score: Raw -3200286.142755 + Penalty 4863.029819 = -3195423.112936 nChanged 178 SP:Iteration 99Q (62564.680000 sec): 3 clusters Score: Raw -3200346.543600 + Penalty 4863.029819 = -3195483.513781 nChanged 163 SP:Iteration 100F (62564.760000 sec): 3 clusters Score: Raw -3200407.956812 + Penalty 4863.029819 = -3195544.926993 nChanged 148 SP:Iteration 101Q (62564.820000 sec): 3 clusters Score: Raw -3200458.586158 + Penalty 4863.029819 = -3195595.556339 nChanged 138 SP:Iteration 102Q (62564.880000 sec): 3 clusters Score: Raw -3200504.241329 + Penalty 4863.029819 = -3195641.211509 nChanged 131 SP:Iteration 103Q (62564.940000 sec): 3 clusters Score: Raw -3200543.447375 + Penalty 4863.029819 = -3195680.417555 nChanged 112 SP:Iteration 104Q (62565.000000 sec): 3 clusters Score: Raw -3200574.915032 + Penalty 4863.029819 = -3195711.885213 nChanged 93 SP:Iteration 105Q (62565.060000 sec): 3 clusters Score: Raw -3200597.378965 + Penalty 4863.029819 = -3195734.349145 nChanged 75 SP:Iteration 106Q (62565.120000 sec): 3 clusters Score: Raw -3200618.199997 + Penalty 4863.029819 = -3195755.170177 nChanged 68 SP:Iteration 107Q (62565.180000 sec): 3 clusters Score: Raw -3200635.011498 + Penalty 4863.029819 = -3195771.981678 nChanged 58 SP:Iteration 108Q (62565.240000 sec): 3 clusters Score: Raw -3200648.980274 + Penalty 4863.029819 = -3195785.950455 nChanged 60 SP:Iteration 109Q (62565.300000 sec): 3 clusters Score: Raw -3200662.300789 + Penalty 4863.029819 = -3195799.270970 nChanged 48 SP:Iteration 110Q (62565.360000 sec): 3 clusters Score: Raw -3200670.667634 + Penalty 4863.029819 = -3195807.637815 nChanged 39 SP:Iteration 111Q (62565.420000 sec): 3 clusters Score: Raw -3200678.182784 + Penalty 4863.029819 = -3195815.152964 nChanged 31 SP:Iteration 112Q (62565.480000 sec): 3 clusters Score: Raw -3200686.741572 + Penalty 4863.029819 = -3195823.711753 nChanged 35 SP:Iteration 113Q (62565.530000 sec): 3 clusters Score: Raw -3200695.128921 + Penalty 4863.029819 = -3195832.099102 nChanged 36 SP:Iteration 114Q (62565.590000 sec): 3 clusters Score: Raw -3200702.164681 + Penalty 4863.029819 = -3195839.134862 nChanged 28 SP:Iteration 115Q (62565.650000 sec): 3 clusters Score: Raw -3200706.906705 + Penalty 4863.029819 = -3195843.876886 nChanged 21 SP:Iteration 116Q (62565.710000 sec): 3 clusters Score: Raw -3200710.411000 + Penalty 4863.029819 = -3195847.381180 nChanged 21 SP:Iteration 117Q (62565.770000 sec): 3 clusters Score: Raw -3200713.748964 + Penalty 4863.029819 = -3195850.719145 nChanged 18 SP:Iteration 118Q (62565.820000 sec): 3 clusters Score: Raw -3200717.020837 + Penalty 4863.029819 = -3195853.991017 nChanged 18 SP:Iteration 119Q (62565.880000 sec): 3 clusters Score: Raw -3200720.920332 + Penalty 4863.029819 = -3195857.890513 nChanged 21 SP:Iteration 120F (62565.960000 sec): 3 clusters Score: Raw -3200725.900145 + Penalty 4863.029819 = -3195862.870326 nChanged 21 SP:Iteration 121Q (62566.020000 sec): 3 clusters Score: Raw -3200730.500713 + Penalty 4863.029819 = -3195867.470894 nChanged 15 SP:Iteration 122Q (62566.070000 sec): 3 clusters Score: Raw -3200732.918261 + Penalty 4863.029819 = -3195869.888442 nChanged 16 SP:Iteration 123Q (62566.130000 sec): 3 clusters Score: Raw -3200736.332987 + Penalty 4863.029819 = -3195873.303168 nChanged 17 SP:Iteration 124Q (62566.190000 sec): 3 clusters Score: Raw -3200739.481562 + Penalty 4863.029819 = -3195876.451743 nChanged 15 SP:Iteration 125Q (62566.250000 sec): 3 clusters Score: Raw -3200742.569847 + Penalty 4863.029819 = -3195879.540028 nChanged 17 SP:Iteration 126Q (62566.300000 sec): 3 clusters Score: Raw -3200745.430000 + Penalty 4863.029819 = -3195882.400180 nChanged 10 SP:Iteration 127Q (62566.360000 sec): 3 clusters Score: Raw -3200747.357511 + Penalty 4863.029819 = -3195884.327692 nChanged 9 SP:Iteration 128Q (62566.420000 sec): 3 clusters Score: Raw -3200748.702390 + Penalty 4863.029819 = -3195885.672571 nChanged 10 SP:Iteration 129Q (62566.480000 sec): 3 clusters Score: Raw -3200749.923116 + Penalty 4863.029819 = -3195886.893297 nChanged 6 SP:Iteration 130Q (62566.540000 sec): 3 clusters Score: Raw -3200750.788433 + Penalty 4863.029819 = -3195887.758614 nChanged 2 SP:Iteration 131Q (62566.590000 sec): 3 clusters Score: Raw -3200750.978020 + Penalty 4863.029819 = -3195887.948200 nChanged 3 SP:Iteration 132Q (62566.650000 sec): 3 clusters Score: Raw -3200751.424523 + Penalty 4863.029819 = -3195888.394703 nChanged 4 SP:Iteration 133Q (62566.710000 sec): 3 clusters Score: Raw -3200752.020767 + Penalty 4863.029819 = -3195888.990948 nChanged 5 SP:Iteration 134Q (62566.760000 sec): 3 clusters Score: Raw -3200753.031518 + Penalty 4863.029819 = -3195890.001699 nChanged 8 SP:Iteration 135Q (62566.820000 sec): 3 clusters Score: Raw -3200753.924216 + Penalty 4863.029819 = -3195890.894396 nChanged 8 SP:Iteration 136Q (62566.880000 sec): 3 clusters Score: Raw -3200754.839655 + Penalty 4863.029819 = -3195891.809835 nChanged 10 SP:Iteration 137Q (62566.940000 sec): 3 clusters Score: Raw -3200756.634793 + Penalty 4863.029819 = -3195893.604974 nChanged 3 SP:Iteration 138Q (62567.000000 sec): 3 clusters Score: Raw -3200757.127096 + Penalty 4863.029819 = -3195894.097276 nChanged 2 SP:Iteration 139Q (62567.050000 sec): 3 clusters Score: Raw -3200757.462957 + Penalty 4863.029819 = -3195894.433138 nChanged 3 SP:Iteration 140F (62567.130000 sec): 3 clusters Score: Raw -3200757.971671 + Penalty 4863.029819 = -3195894.941852 nChanged 6 SP:Iteration 141Q (62567.190000 sec): 3 clusters Score: Raw -3200758.531931 + Penalty 4863.029819 = -3195895.502112 nChanged 2 SP:Iteration 142Q (62567.240000 sec): 3 clusters Score: Raw -3200759.186279 + Penalty 4863.029819 = -3195896.156460 nChanged 5 SP:Iteration 143Q (62567.300000 sec): 3 clusters Score: Raw -3200760.229653 + Penalty 4863.029819 = -3195897.199834 nChanged 7 SP:Iteration 144Q (62567.360000 sec): 3 clusters Score: Raw -3200761.862925 + Penalty 4863.029819 = -3195898.833106 nChanged 6 SP:Iteration 145Q (62567.410000 sec): 3 clusters Score: Raw -3200763.304323 + Penalty 4863.029819 = -3195900.274503 nChanged 2 SP:Iteration 146Q (62567.470000 sec): 3 clusters Score: Raw -3200764.080932 + Penalty 4863.029819 = -3195901.051112 nChanged 5 SP:Iteration 147Q (62567.530000 sec): 3 clusters Score: Raw -3200765.351100 + Penalty 4863.029819 = -3195902.321281 nChanged 7 SP:Iteration 148Q (62567.590000 sec): 3 clusters Score: Raw -3200766.986962 + Penalty 4863.029819 = -3195903.957143 nChanged 6 SP:Iteration 149Q (62567.650000 sec): 3 clusters Score: Raw -3200767.898498 + Penalty 4863.029819 = -3195904.868679 nChanged 2 SP:Iteration 150Q (62567.700000 sec): 3 clusters Score: Raw -3200768.193817 + Penalty 4863.029819 = -3195905.163998 nChanged 2 SP:Iteration 151Q (62567.760000 sec): 3 clusters Score: Raw -3200768.665022 + Penalty 4863.029819 = -3195905.635202 nChanged 1 SP:Iteration 152Q (62567.820000 sec): 3 clusters Score: Raw -3200769.029363 + Penalty 4863.029819 = -3195905.999544 nChanged 4 SP:Iteration 153Q (62567.870000 sec): 3 clusters Score: Raw -3200769.524133 + Penalty 4863.029819 = -3195906.494314 nChanged 2 SP:Iteration 154Q (62567.930000 sec): 3 clusters Score: Raw -3200769.870694 + Penalty 4863.029819 = -3195906.840875 nChanged 3 SP:Iteration 155Q (62567.990000 sec): 3 clusters Score: Raw -3200770.621156 + Penalty 4863.029819 = -3195907.591336 nChanged 1 SP:Iteration 156Q (62568.050000 sec): 3 clusters Score: Raw -3200770.827174 + Penalty 4863.029819 = -3195907.797355 nChanged 1 SP:Iteration 157Q (62568.100000 sec): 3 clusters Score: Raw -3200770.998038 + Penalty 4863.029819 = -3195907.968219 nChanged 1 SP:Iteration 158Q (62568.160000 sec): 3 clusters Score: Raw -3200771.111270 + Penalty 4863.029819 = -3195908.081451 nChanged 3 SP:Iteration 159Q (62568.220000 sec): 3 clusters Score: Raw -3200771.653639 + Penalty 4863.029819 = -3195908.623820 nChanged 4 SP:Iteration 160F (62568.290000 sec): 3 clusters Score: Raw -3200772.574745 + Penalty 4863.029819 = -3195909.544925 nChanged 4 SP:Iteration 161Q (62568.350000 sec): 3 clusters Score: Raw -3200773.664362 + Penalty 4863.029819 = -3195910.634543 nChanged 3 SP:Iteration 162Q (62568.410000 sec): 3 clusters Score: Raw -3200774.545174 + Penalty 4863.029819 = -3195911.515354 nChanged 4 SP:Iteration 163Q (62568.460000 sec): 3 clusters Score: Raw -3200775.445917 + Penalty 4863.029819 = -3195912.416098 nChanged 2 SP:Iteration 164Q (62568.520000 sec): 3 clusters Score: Raw -3200775.756967 + Penalty 4863.029819 = -3195912.727148 nChanged 2 SP:Iteration 165Q (62568.580000 sec): 3 clusters Score: Raw -3200776.110427 + Penalty 4863.029819 = -3195913.080607 nChanged 2 SP:Iteration 166Q (62568.630000 sec): 3 clusters Score: Raw -3200776.220641 + Penalty 4863.029819 = -3195913.190821 nChanged 0 SP:Iteration 167F (62568.710000 sec): 3 clusters Score: Raw -3200776.220641 + Penalty 4863.029819 = -3195913.190821 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62569.470000 sec): 2 clusters Score: Raw -38112071.823549 + Penalty 3051.300314 = -38109020.523235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62570.370000 sec): 3 clusters Score: Raw -37966972.995518 + Penalty 6102.600628 = -37960870.394891 nChanged 106546 SP:Iteration 1F (62571.270000 sec): 3 clusters Score: Raw -38029243.681762 + Penalty 6102.600628 = -38023141.081134 nChanged 5626 SP:Iteration 2Q (62572.190000 sec): 3 clusters Score: Raw -38030296.904905 + Penalty 6102.600628 = -38024194.304278 nChanged 6122 SP:Iteration 3Q (62573.100000 sec): 3 clusters Score: Raw -38031645.218240 + Penalty 6102.600628 = -38025542.617612 nChanged 7140 SP:Iteration 4Q (62574.020000 sec): 3 clusters Score: Raw -38033580.816448 + Penalty 6102.600628 = -38027478.215820 nChanged 8635 SP:Iteration 5Q (62574.940000 sec): 3 clusters Score: Raw -38036552.917437 + Penalty 6102.600628 = -38030450.316809 nChanged 10665 SP:Iteration 6Q (62575.850000 sec): 3 clusters Score: Raw -38041270.925194 + Penalty 6102.600628 = -38035168.324566 nChanged 13381 SP:Iteration 7F (62576.750000 sec): 3 clusters Score: Raw -38049125.448565 + Penalty 6102.600628 = -38043022.847937 nChanged 15910 SP:Iteration 8F (62577.660000 sec): 3 clusters Score: Raw -38061025.673347 + Penalty 6102.600628 = -38054923.072719 nChanged 17008 SP:Iteration 9F (62578.550000 sec): 3 clusters Score: Raw -38076372.915526 + Penalty 6102.600628 = -38070270.314898 nChanged 14818 SP:Iteration 10F (62579.450000 sec): 3 clusters Score: Raw -38091398.515797 + Penalty 6102.600628 = -38085295.915169 nChanged 9545 SP:Iteration 11Q (62580.310000 sec): 3 clusters Score: Raw -38101531.896045 + Penalty 6102.600628 = -38095429.295417 nChanged 5031 SP:Iteration 12Q (62581.090000 sec): 3 clusters Score: Raw -38106542.695807 + Penalty 6102.600628 = -38100440.095179 nChanged 2909 SP:Iteration 13Q (62581.810000 sec): 3 clusters Score: Raw -38108907.294825 + Penalty 6102.600628 = -38102804.694197 nChanged 1743 SP:Iteration 14Q (62582.480000 sec): 3 clusters Score: Raw -38110038.886906 + Penalty 6102.600628 = -38103936.286279 nChanged 1216 SP:Iteration 15Q (62583.150000 sec): 3 clusters Score: Raw -38110764.254787 + Penalty 6102.600628 = -38104661.654159 nChanged 945 SP:Iteration 16Q (62583.800000 sec): 3 clusters Score: Raw -38111290.777645 + Penalty 6102.600628 = -38105188.177017 nChanged 750 SP:Iteration 17Q (62584.450000 sec): 3 clusters Score: Raw -38111671.387308 + Penalty 6102.600628 = -38105568.786681 nChanged 553 SP:Iteration 18Q (62585.090000 sec): 3 clusters Score: Raw -38111929.643248 + Penalty 6102.600628 = -38105827.042620 nChanged 451 SP:Iteration 19Q (62585.730000 sec): 3 clusters Score: Raw -38112133.841134 + Penalty 6102.600628 = -38106031.240506 nChanged 365 SP:Iteration 20F (62586.610000 sec): 3 clusters Score: Raw -38112285.141684 + Penalty 6102.600628 = -38106182.541056 nChanged 310 SP:Iteration 21Q (62587.240000 sec): 3 clusters Score: Raw -38112402.676407 + Penalty 6102.600628 = -38106300.075780 nChanged 260 SP:Iteration 22Q (62587.880000 sec): 3 clusters Score: Raw -38112494.851028 + Penalty 6102.600628 = -38106392.250401 nChanged 213 SP:Iteration 23Q (62588.510000 sec): 3 clusters Score: Raw -38112564.330045 + Penalty 6102.600628 = -38106461.729417 nChanged 178 SP:Iteration 24Q (62589.140000 sec): 3 clusters Score: Raw -38112623.943526 + Penalty 6102.600628 = -38106521.342898 nChanged 141 SP:Iteration 25Q (62589.770000 sec): 3 clusters Score: Raw -38112670.252742 + Penalty 6102.600628 = -38106567.652114 nChanged 122 SP:Iteration 26Q (62590.400000 sec): 3 clusters Score: Raw -38112703.234838 + Penalty 6102.600628 = -38106600.634210 nChanged 92 SP:Iteration 27Q (62591.030000 sec): 3 clusters Score: Raw -38112732.989050 + Penalty 6102.600628 = -38106630.388423 nChanged 83 SP:Iteration 28Q (62591.660000 sec): 3 clusters Score: Raw -38112756.367942 + Penalty 6102.600628 = -38106653.767314 nChanged 89 SP:Iteration 29Q (62592.290000 sec): 3 clusters Score: Raw -38112782.498918 + Penalty 6102.600628 = -38106679.898290 nChanged 68 SP:Iteration 30Q (62592.910000 sec): 3 clusters Score: Raw -38112801.430728 + Penalty 6102.600628 = -38106698.830100 nChanged 77 SP:Iteration 31Q (62593.540000 sec): 3 clusters Score: Raw -38112820.159437 + Penalty 6102.600628 = -38106717.558810 nChanged 59 SP:Iteration 32Q (62594.170000 sec): 3 clusters Score: Raw -38112836.739790 + Penalty 6102.600628 = -38106734.139162 nChanged 65 SP:Iteration 33Q (62594.800000 sec): 3 clusters Score: Raw -38112853.845258 + Penalty 6102.600628 = -38106751.244630 nChanged 62 SP:Iteration 34Q (62595.430000 sec): 3 clusters Score: Raw -38112867.603659 + Penalty 6102.600628 = -38106765.003031 nChanged 47 SP:Iteration 35Q (62596.050000 sec): 3 clusters Score: Raw -38112880.273258 + Penalty 6102.600628 = -38106777.672630 nChanged 47 SP:Iteration 36Q (62596.680000 sec): 3 clusters Score: Raw -38112891.403981 + Penalty 6102.600628 = -38106788.803353 nChanged 41 SP:Iteration 37Q (62597.310000 sec): 3 clusters Score: Raw -38112902.573657 + Penalty 6102.600628 = -38106799.973030 nChanged 54 SP:Iteration 38Q (62597.930000 sec): 3 clusters Score: Raw -38112918.974074 + Penalty 6102.600628 = -38106816.373446 nChanged 54 SP:Iteration 39Q (62598.560000 sec): 3 clusters Score: Raw -38112929.967834 + Penalty 6102.600628 = -38106827.367206 nChanged 43 SP:Iteration 40F (62599.440000 sec): 3 clusters Score: Raw -38112939.524521 + Penalty 6102.600628 = -38106836.923893 nChanged 37 SP:Iteration 41Q (62600.070000 sec): 3 clusters Score: Raw -38112947.414692 + Penalty 6102.600628 = -38106844.814065 nChanged 37 SP:Iteration 42Q (62600.700000 sec): 3 clusters Score: Raw -38112957.139716 + Penalty 6102.600628 = -38106854.539089 nChanged 35 SP:Iteration 43Q (62601.320000 sec): 3 clusters Score: Raw -38112966.403923 + Penalty 6102.600628 = -38106863.803295 nChanged 43 SP:Iteration 44Q (62601.940000 sec): 3 clusters Score: Raw -38112975.938694 + Penalty 6102.600628 = -38106873.338066 nChanged 40 SP:Iteration 45Q (62602.570000 sec): 3 clusters Score: Raw -38112983.339509 + Penalty 6102.600628 = -38106880.738882 nChanged 23 SP:Iteration 46Q (62603.200000 sec): 3 clusters Score: Raw -38112987.468902 + Penalty 6102.600628 = -38106884.868274 nChanged 19 SP:Iteration 47Q (62603.820000 sec): 3 clusters Score: Raw -38112990.321831 + Penalty 6102.600628 = -38106887.721203 nChanged 19 SP:Iteration 48Q (62604.450000 sec): 3 clusters Score: Raw -38112993.811563 + Penalty 6102.600628 = -38106891.210936 nChanged 21 SP:Iteration 49Q (62605.070000 sec): 3 clusters Score: Raw -38112998.266579 + Penalty 6102.600628 = -38106895.665951 nChanged 21 SP:Iteration 50Q (62605.700000 sec): 3 clusters Score: Raw -38113001.616014 + Penalty 6102.600628 = -38106899.015386 nChanged 13 SP:Iteration 51Q (62606.320000 sec): 3 clusters Score: Raw -38113003.874766 + Penalty 6102.600628 = -38106901.274138 nChanged 15 SP:Iteration 52Q (62606.950000 sec): 3 clusters Score: Raw -38113006.102219 + Penalty 6102.600628 = -38106903.501591 nChanged 10 SP:Iteration 53Q (62607.570000 sec): 3 clusters Score: Raw -38113007.614944 + Penalty 6102.600628 = -38106905.014316 nChanged 8 SP:Iteration 54Q (62608.200000 sec): 3 clusters Score: Raw -38113008.868698 + Penalty 6102.600628 = -38106906.268070 nChanged 7 SP:Iteration 55Q (62608.820000 sec): 3 clusters Score: Raw -38113009.890181 + Penalty 6102.600628 = -38106907.289554 nChanged 4 SP:Iteration 56Q (62609.440000 sec): 3 clusters Score: Raw -38113010.576763 + Penalty 6102.600628 = -38106907.976135 nChanged 3 SP:Iteration 57Q (62610.070000 sec): 3 clusters Score: Raw -38113011.053591 + Penalty 6102.600628 = -38106908.452963 nChanged 3 SP:Iteration 58Q (62610.700000 sec): 3 clusters Score: Raw -38113011.691199 + Penalty 6102.600628 = -38106909.090572 nChanged 6 SP:Iteration 59Q (62611.320000 sec): 3 clusters Score: Raw -38113012.453584 + Penalty 6102.600628 = -38106909.852956 nChanged 6 SP:Iteration 60F (62612.200000 sec): 3 clusters Score: Raw -38113013.416144 + Penalty 6102.600628 = -38106910.815516 nChanged 9 SP:Iteration 61Q (62612.830000 sec): 3 clusters Score: Raw -38113014.787796 + Penalty 6102.600628 = -38106912.187169 nChanged 6 SP:Iteration 62Q (62613.460000 sec): 3 clusters Score: Raw -38113015.856446 + Penalty 6102.600628 = -38106913.255819 nChanged 6 SP:Iteration 63Q (62614.080000 sec): 3 clusters Score: Raw -38113016.755568 + Penalty 6102.600628 = -38106914.154940 nChanged 7 SP:Iteration 64Q (62614.700000 sec): 3 clusters Score: Raw -38113017.646281 + Penalty 6102.600628 = -38106915.045653 nChanged 2 SP:Iteration 65Q (62615.340000 sec): 3 clusters Score: Raw -38113017.966616 + Penalty 6102.600628 = -38106915.365988 nChanged 2 SP:Iteration 66Q (62615.970000 sec): 3 clusters Score: Raw -38113018.275214 + Penalty 6102.600628 = -38106915.674587 nChanged 1 SP:Iteration 67Q (62616.600000 sec): 3 clusters Score: Raw -38113018.521556 + Penalty 6102.600628 = -38106915.920928 nChanged 2 SP:Iteration 68Q (62617.220000 sec): 3 clusters Score: Raw -38113018.845497 + Penalty 6102.600628 = -38106916.244869 nChanged 3 SP:Iteration 69Q (62617.840000 sec): 3 clusters Score: Raw -38113019.093777 + Penalty 6102.600628 = -38106916.493150 nChanged 1 SP:Iteration 70Q (62618.470000 sec): 3 clusters Score: Raw -38113019.210559 + Penalty 6102.600628 = -38106916.609931 nChanged 0 SP:Iteration 71F (62619.360000 sec): 3 clusters Score: Raw -38113019.210559 + Penalty 6102.600628 = -38106916.609931 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62619.440000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62619.440000 sec): 3 clusters Score: Raw -273527.104957 + Penalty 3665.223721 = -269861.881236 nChanged 485 SP:Iteration 1F (62619.450000 sec): 3 clusters Score: Raw -273986.492167 + Penalty 3665.223721 = -270321.268446 nChanged 127 SP:Iteration 2F (62619.460000 sec): 3 clusters Score: Raw -274136.311677 + Penalty 3665.223721 = -270471.087956 nChanged 72 SP:Iteration 3Q (62619.460000 sec): 3 clusters Score: Raw -274205.297175 + Penalty 3665.223721 = -270540.073454 nChanged 37 SP:Iteration 4Q (62619.470000 sec): 3 clusters Score: Raw -274240.133385 + Penalty 3665.223721 = -270574.909664 nChanged 26 SP:Iteration 5Q (62619.470000 sec): 3 clusters Score: Raw -274261.567498 + Penalty 3665.223721 = -270596.343777 nChanged 25 SP:Iteration 6Q (62619.480000 sec): 3 clusters Score: Raw -274287.661542 + Penalty 3665.223721 = -270622.437821 nChanged 29 SP:Iteration 7Q (62619.490000 sec): 3 clusters Score: Raw -274318.878660 + Penalty 3665.223721 = -270653.654939 nChanged 24 SP:Iteration 8Q (62619.490000 sec): 3 clusters Score: Raw -274348.575341 + Penalty 3665.223721 = -270683.351620 nChanged 20 SP:Iteration 9Q (62619.500000 sec): 3 clusters Score: Raw -274373.175472 + Penalty 3665.223721 = -270707.951751 nChanged 24 SP:Iteration 10Q (62619.500000 sec): 3 clusters Score: Raw -274408.406023 + Penalty 3665.223721 = -270743.182302 nChanged 28 SP:Iteration 11Q (62619.510000 sec): 3 clusters Score: Raw -274445.480449 + Penalty 3665.223721 = -270780.256728 nChanged 34 SP:Iteration 12Q (62619.520000 sec): 3 clusters Score: Raw -274483.057140 + Penalty 3665.223721 = -270817.833419 nChanged 32 SP:Iteration 13Q (62619.520000 sec): 3 clusters Score: Raw -274516.537845 + Penalty 3665.223721 = -270851.314124 nChanged 29 SP:Iteration 14Q (62619.530000 sec): 3 clusters Score: Raw -274548.265818 + Penalty 3665.223721 = -270883.042097 nChanged 20 SP:Iteration 15Q (62619.540000 sec): 3 clusters Score: Raw -274572.357806 + Penalty 3665.223721 = -270907.134085 nChanged 18 SP:Iteration 16Q (62619.540000 sec): 3 clusters Score: Raw -274593.720960 + Penalty 3665.223721 = -270928.497239 nChanged 20 SP:Iteration 17Q (62619.550000 sec): 3 clusters Score: Raw -274611.887841 + Penalty 3665.223721 = -270946.664120 nChanged 23 SP:Iteration 18Q (62619.560000 sec): 3 clusters Score: Raw -274637.647958 + Penalty 3665.223721 = -270972.424237 nChanged 23 SP:Iteration 19Q (62619.560000 sec): 3 clusters Score: Raw -274664.367702 + Penalty 3665.223721 = -270999.143981 nChanged 19 SP:Iteration 20F (62619.570000 sec): 3 clusters Score: Raw -274685.989868 + Penalty 3665.223721 = -271020.766147 nChanged 13 SP:Iteration 21Q (62619.580000 sec): 3 clusters Score: Raw -274701.079188 + Penalty 3665.223721 = -271035.855467 nChanged 13 SP:Iteration 22Q (62619.580000 sec): 3 clusters Score: Raw -274717.025618 + Penalty 3665.223721 = -271051.801897 nChanged 11 SP:Iteration 23Q (62619.590000 sec): 3 clusters Score: Raw -274728.295616 + Penalty 3665.223721 = -271063.071895 nChanged 5 SP:Iteration 24Q (62619.590000 sec): 3 clusters Score: Raw -274735.438043 + Penalty 3665.223721 = -271070.214322 nChanged 3 SP:Iteration 25Q (62619.600000 sec): 3 clusters Score: Raw -274737.764425 + Penalty 3665.223721 = -271072.540704 nChanged 1 SP:Iteration 26Q (62619.600000 sec): 3 clusters Score: Raw -274738.813782 + Penalty 3665.223721 = -271073.590061 nChanged 1 SP:Iteration 27Q (62619.610000 sec): 3 clusters Score: Raw -274739.584931 + Penalty 3665.223721 = -271074.361210 nChanged 2 SP:Iteration 28Q (62619.620000 sec): 3 clusters Score: Raw -274740.801446 + Penalty 3665.223721 = -271075.577725 nChanged 0 SP:Iteration 29F (62619.620000 sec): 3 clusters Score: Raw -274740.801446 + Penalty 3665.223721 = -271075.577725 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62619.630000 sec): 2 clusters Score: Raw -110474.490398 + Penalty 1611.947186 = -108862.543212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62619.630000 sec): 3 clusters Score: Raw -110402.393481 + Penalty 3223.894372 = -107178.499109 nChanged 136 SP:Iteration 1F (62619.640000 sec): 3 clusters Score: Raw -110662.949554 + Penalty 3223.894372 = -107439.055182 nChanged 44 SP:Iteration 2F (62619.640000 sec): 3 clusters Score: Raw -110749.528490 + Penalty 3223.894372 = -107525.634118 nChanged 16 SP:Iteration 3Q (62619.640000 sec): 3 clusters Score: Raw -110819.188979 + Penalty 3223.894372 = -107595.294607 nChanged 19 SP:Iteration 4Q (62619.640000 sec): 3 clusters Score: Raw -110872.444820 + Penalty 3223.894372 = -107648.550448 nChanged 9 SP:Iteration 5Q (62619.650000 sec): 3 clusters Score: Raw -110906.433761 + Penalty 3223.894372 = -107682.539389 nChanged 8 SP:Iteration 6Q (62619.650000 sec): 3 clusters Score: Raw -110923.284902 + Penalty 3223.894372 = -107699.390530 nChanged 4 SP:Iteration 7Q (62619.650000 sec): 3 clusters Score: Raw -110931.748083 + Penalty 3223.894372 = -107707.853711 nChanged 0 SP:Iteration 8F (62619.660000 sec): 3 clusters Score: Raw -110931.748083 + Penalty 3223.894372 = -107707.853711 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62620.450000 sec): 2 clusters Score: Raw -42764573.638409 + Penalty 3061.986846 = -42761511.651563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62621.410000 sec): 3 clusters Score: Raw -42612993.441343 + Penalty 6123.973691 = -42606869.467651 nChanged 111115 SP:Iteration 1F (62622.350000 sec): 3 clusters Score: Raw -42677887.207862 + Penalty 6123.973691 = -42671763.234171 nChanged 6048 SP:Iteration 2Q (62623.300000 sec): 3 clusters Score: Raw -42679070.199982 + Penalty 6123.973691 = -42672946.226291 nChanged 6370 SP:Iteration 3Q (62624.260000 sec): 3 clusters Score: Raw -42680527.254535 + Penalty 6123.973691 = -42674403.280844 nChanged 7293 SP:Iteration 4Q (62625.220000 sec): 3 clusters Score: Raw -42682623.602253 + Penalty 6123.973691 = -42676499.628562 nChanged 8660 SP:Iteration 5Q (62626.180000 sec): 3 clusters Score: Raw -42685907.518169 + Penalty 6123.973691 = -42679783.544478 nChanged 10787 SP:Iteration 6Q (62627.140000 sec): 3 clusters Score: Raw -42691436.758742 + Penalty 6123.973691 = -42685312.785051 nChanged 13210 SP:Iteration 7F (62628.080000 sec): 3 clusters Score: Raw -42700220.038019 + Penalty 6123.973691 = -42694096.064328 nChanged 15250 SP:Iteration 8F (62629.020000 sec): 3 clusters Score: Raw -42712269.800179 + Penalty 6123.973691 = -42706145.826488 nChanged 15121 SP:Iteration 9F (62629.960000 sec): 3 clusters Score: Raw -42725002.537625 + Penalty 6123.973691 = -42718878.563934 nChanged 12535 SP:Iteration 10F (62630.890000 sec): 3 clusters Score: Raw -42735459.160872 + Penalty 6123.973691 = -42729335.187181 nChanged 9497 SP:Iteration 11Q (62631.750000 sec): 3 clusters Score: Raw -42742937.765622 + Penalty 6123.973691 = -42736813.791931 nChanged 7095 SP:Iteration 12Q (62632.560000 sec): 3 clusters Score: Raw -42748208.549321 + Penalty 6123.973691 = -42742084.575629 nChanged 5588 SP:Iteration 13Q (62633.340000 sec): 3 clusters Score: Raw -42752290.991826 + Penalty 6123.973691 = -42746167.018135 nChanged 4566 SP:Iteration 14Q (62634.080000 sec): 3 clusters Score: Raw -42755678.812813 + Penalty 6123.973691 = -42749554.839122 nChanged 3638 SP:Iteration 15Q (62634.790000 sec): 3 clusters Score: Raw -42758390.755350 + Penalty 6123.973691 = -42752266.781659 nChanged 2875 SP:Iteration 16Q (62635.470000 sec): 3 clusters Score: Raw -42760590.084469 + Penalty 6123.973691 = -42754466.110778 nChanged 2200 SP:Iteration 17Q (62636.150000 sec): 3 clusters Score: Raw -42762341.406003 + Penalty 6123.973691 = -42756217.432312 nChanged 1470 SP:Iteration 18Q (62636.810000 sec): 3 clusters Score: Raw -42763532.973467 + Penalty 6123.973691 = -42757408.999776 nChanged 811 SP:Iteration 19Q (62637.460000 sec): 3 clusters Score: Raw -42764192.785127 + Penalty 6123.973691 = -42758068.811436 nChanged 412 SP:Iteration 20F (62638.380000 sec): 3 clusters Score: Raw -42764538.373187 + Penalty 6123.973691 = -42758414.399496 nChanged 192 SP:Iteration 21Q (62639.030000 sec): 3 clusters Score: Raw -42764700.795311 + Penalty 6123.973691 = -42758576.821619 nChanged 95 SP:Iteration 22Q (62639.670000 sec): 3 clusters Score: Raw -42764791.996220 + Penalty 6123.973691 = -42758668.022529 nChanged 64 SP:Iteration 23Q (62640.310000 sec): 3 clusters Score: Raw -42764858.472034 + Penalty 6123.973691 = -42758734.498343 nChanged 32 SP:Iteration 24Q (62640.950000 sec): 3 clusters Score: Raw -42764891.701270 + Penalty 6123.973691 = -42758767.727578 nChanged 23 SP:Iteration 25Q (62641.590000 sec): 3 clusters Score: Raw -42764915.332656 + Penalty 6123.973691 = -42758791.358965 nChanged 17 SP:Iteration 26Q (62642.230000 sec): 3 clusters Score: Raw -42764933.113872 + Penalty 6123.973691 = -42758809.140181 nChanged 11 SP:Iteration 27Q (62642.870000 sec): 3 clusters Score: Raw -42764942.218702 + Penalty 6123.973691 = -42758818.245011 nChanged 7 SP:Iteration 28Q (62643.510000 sec): 3 clusters Score: Raw -42764947.659705 + Penalty 6123.973691 = -42758823.686014 nChanged 6 SP:Iteration 29Q (62644.150000 sec): 3 clusters Score: Raw -42764954.091152 + Penalty 6123.973691 = -42758830.117461 nChanged 3 SP:Iteration 30Q (62644.790000 sec): 3 clusters Score: Raw -42764957.657665 + Penalty 6123.973691 = -42758833.683974 nChanged 2 SP:Iteration 31Q (62645.430000 sec): 3 clusters Score: Raw -42764960.474496 + Penalty 6123.973691 = -42758836.500805 nChanged 5 SP:Iteration 32Q (62646.070000 sec): 3 clusters Score: Raw -42764966.444816 + Penalty 6123.973691 = -42758842.471125 nChanged 3 SP:Iteration 33Q (62646.700000 sec): 3 clusters Score: Raw -42764968.746493 + Penalty 6123.973691 = -42758844.772802 nChanged 2 SP:Iteration 34Q (62647.340000 sec): 3 clusters Score: Raw -42764969.790331 + Penalty 6123.973691 = -42758845.816640 nChanged 1 SP:Iteration 35Q (62647.980000 sec): 3 clusters Score: Raw -42764970.085261 + Penalty 6123.973691 = -42758846.111569 nChanged 0 SP:Iteration 36F (62648.900000 sec): 3 clusters Score: Raw -42764970.085261 + Penalty 6123.973691 = -42758846.111569 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62648.980000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62648.980000 sec): 3 clusters Score: Raw -46544.558505 + Penalty 2832.371801 = -43712.186704 nChanged 46 SP:Iteration 1F (62648.980000 sec): 3 clusters Score: Raw -46677.863822 + Penalty 2832.371801 = -43845.492022 nChanged 14 SP:Iteration 2Q (62648.980000 sec): 3 clusters Score: Raw -46709.061330 + Penalty 2832.371801 = -43876.689530 nChanged 8 SP:Iteration 3Q (62648.990000 sec): 3 clusters Score: Raw -46732.663319 + Penalty 2832.371801 = -43900.291518 nChanged 4 SP:Iteration 4Q (62648.990000 sec): 3 clusters Score: Raw -46744.753172 + Penalty 2832.371801 = -43912.381371 nChanged 2 SP:Iteration 5Q (62648.990000 sec): 3 clusters Score: Raw -46749.941595 + Penalty 2832.371801 = -43917.569795 nChanged 0 SP:Iteration 6F (62648.990000 sec): 3 clusters Score: Raw -46749.941595 + Penalty 2832.371801 = -43917.569795 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62648.990000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62649.000000 sec): 3 clusters Score: Raw -80960.266568 + Penalty 3100.944326 = -77859.322242 nChanged 101 SP:Iteration 1F (62649.000000 sec): 3 clusters Score: Raw -81165.736201 + Penalty 3100.944326 = -78064.791875 nChanged 18 SP:Iteration 2Q (62649.000000 sec): 3 clusters Score: Raw -81210.007005 + Penalty 3100.944326 = -78109.062679 nChanged 8 SP:Iteration 3Q (62649.000000 sec): 3 clusters Score: Raw -81225.389370 + Penalty 3100.944326 = -78124.445044 nChanged 1 SP:Iteration 4Q (62649.010000 sec): 3 clusters Score: Raw -81227.046913 + Penalty 3100.944326 = -78126.102587 nChanged 2 SP:Iteration 5Q (62649.010000 sec): 3 clusters Score: Raw -81231.550875 + Penalty 3100.944326 = -78130.606549 nChanged 4 SP:Iteration 6Q (62649.010000 sec): 3 clusters Score: Raw -81239.375850 + Penalty 3100.944326 = -78138.431524 nChanged 3 SP:Iteration 7Q (62649.010000 sec): 3 clusters Score: Raw -81243.677398 + Penalty 3100.944326 = -78142.733072 nChanged 1 SP:Iteration 8Q (62649.010000 sec): 3 clusters Score: Raw -81244.997657 + Penalty 3100.944326 = -78144.053331 nChanged 2 SP:Iteration 9Q (62649.010000 sec): 3 clusters Score: Raw -81249.116358 + Penalty 3100.944326 = -78148.172032 nChanged 1 SP:Iteration 10Q (62649.020000 sec): 3 clusters Score: Raw -81255.884536 + Penalty 3100.944326 = -78154.940210 nChanged 2 SP:Iteration 11Q (62649.020000 sec): 3 clusters Score: Raw -81259.279280 + Penalty 3100.944326 = -78158.334954 nChanged 2 SP:Iteration 12Q (62649.020000 sec): 3 clusters Score: Raw -81262.804792 + Penalty 3100.944326 = -78161.860466 nChanged 1 SP:Iteration 13Q (62649.020000 sec): 3 clusters Score: Raw -81264.249745 + Penalty 3100.944326 = -78163.305418 nChanged 0 SP:Iteration 14F (62649.030000 sec): 3 clusters Score: Raw -81264.249745 + Penalty 3100.944326 = -78163.305418 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62649.030000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62649.030000 sec): 3 clusters Score: Raw -81904.371105 + Penalty 3110.410262 = -78793.960842 nChanged 103 SP:Iteration 1F (62649.030000 sec): 3 clusters Score: Raw -82092.291206 + Penalty 3110.410262 = -78981.880943 nChanged 27 SP:Iteration 2F (62649.040000 sec): 3 clusters Score: Raw -82144.207189 + Penalty 3110.410262 = -79033.796927 nChanged 8 SP:Iteration 3Q (62649.040000 sec): 3 clusters Score: Raw -82164.477833 + Penalty 3110.410262 = -79054.067570 nChanged 2 SP:Iteration 4Q (62649.040000 sec): 3 clusters Score: Raw -82169.016298 + Penalty 3110.410262 = -79058.606036 nChanged 4 SP:Iteration 5Q (62649.050000 sec): 3 clusters Score: Raw -82178.575914 + Penalty 3110.410262 = -79068.165652 nChanged 2 SP:Iteration 6Q (62649.050000 sec): 3 clusters Score: Raw -82184.789844 + Penalty 3110.410262 = -79074.379582 nChanged 2 SP:Iteration 7Q (62649.050000 sec): 3 clusters Score: Raw -82187.489501 + Penalty 3110.410262 = -79077.079239 nChanged 1 SP:Iteration 8Q (62649.050000 sec): 3 clusters Score: Raw -82188.481292 + Penalty 3110.410262 = -79078.071030 nChanged 1 SP:Iteration 9Q (62649.050000 sec): 3 clusters Score: Raw -82190.133856 + Penalty 3110.410262 = -79079.723594 nChanged 0 SP:Iteration 10F (62649.050000 sec): 3 clusters Score: Raw -82190.133856 + Penalty 3110.410262 = -79079.723594 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62649.090000 sec): 2 clusters Score: Raw -1623520.594429 + Penalty 2274.350364 = -1621246.244065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62649.130000 sec): 3 clusters Score: Raw -1618318.802102 + Penalty 4548.700728 = -1613770.101374 nChanged 4028 SP:Iteration 1F (62649.170000 sec): 3 clusters Score: Raw -1620446.835526 + Penalty 4548.700728 = -1615898.134798 nChanged 674 SP:Iteration 2F (62649.210000 sec): 3 clusters Score: Raw -1620793.803621 + Penalty 4548.700728 = -1616245.102893 nChanged 519 SP:Iteration 3F (62649.240000 sec): 3 clusters Score: Raw -1621058.624905 + Penalty 4548.700728 = -1616509.924177 nChanged 445 SP:Iteration 4Q (62649.280000 sec): 3 clusters Score: Raw -1621281.839546 + Penalty 4548.700728 = -1616733.138818 nChanged 405 SP:Iteration 5Q (62649.320000 sec): 3 clusters Score: Raw -1621506.594084 + Penalty 4548.700728 = -1616957.893356 nChanged 386 SP:Iteration 6Q (62649.350000 sec): 3 clusters Score: Raw -1621695.565649 + Penalty 4548.700728 = -1617146.864921 nChanged 364 SP:Iteration 7Q (62649.390000 sec): 3 clusters Score: Raw -1621889.373311 + Penalty 4548.700728 = -1617340.672583 nChanged 345 SP:Iteration 8Q (62649.430000 sec): 3 clusters Score: Raw -1622088.546195 + Penalty 4548.700728 = -1617539.845467 nChanged 379 SP:Iteration 9Q (62649.470000 sec): 3 clusters Score: Raw -1622303.236669 + Penalty 4548.700728 = -1617754.535941 nChanged 370 SP:Iteration 10Q (62649.510000 sec): 3 clusters Score: Raw -1622495.738093 + Penalty 4548.700728 = -1617947.037365 nChanged 349 SP:Iteration 11Q (62649.540000 sec): 3 clusters Score: Raw -1622673.108817 + Penalty 4548.700728 = -1618124.408089 nChanged 294 SP:Iteration 12Q (62649.580000 sec): 3 clusters Score: Raw -1622792.784958 + Penalty 4548.700728 = -1618244.084230 nChanged 234 SP:Iteration 13Q (62649.610000 sec): 3 clusters Score: Raw -1622889.455792 + Penalty 4548.700728 = -1618340.755064 nChanged 200 SP:Iteration 14Q (62649.650000 sec): 3 clusters Score: Raw -1622960.779156 + Penalty 4548.700728 = -1618412.078428 nChanged 176 SP:Iteration 15Q (62649.690000 sec): 3 clusters Score: Raw -1623025.238397 + Penalty 4548.700728 = -1618476.537669 nChanged 162 SP:Iteration 16Q (62649.730000 sec): 3 clusters Score: Raw -1623074.121494 + Penalty 4548.700728 = -1618525.420766 nChanged 123 SP:Iteration 17Q (62649.760000 sec): 3 clusters Score: Raw -1623118.549417 + Penalty 4548.700728 = -1618569.848689 nChanged 131 SP:Iteration 18Q (62649.800000 sec): 3 clusters Score: Raw -1623165.654551 + Penalty 4548.700728 = -1618616.953823 nChanged 120 SP:Iteration 19Q (62649.830000 sec): 3 clusters Score: Raw -1623203.590470 + Penalty 4548.700728 = -1618654.889742 nChanged 105 SP:Iteration 20F (62649.870000 sec): 3 clusters Score: Raw -1623230.554458 + Penalty 4548.700728 = -1618681.853730 nChanged 88 SP:Iteration 21Q (62649.910000 sec): 3 clusters Score: Raw -1623253.775228 + Penalty 4548.700728 = -1618705.074500 nChanged 83 SP:Iteration 22Q (62649.950000 sec): 3 clusters Score: Raw -1623276.773784 + Penalty 4548.700728 = -1618728.073056 nChanged 78 SP:Iteration 23Q (62649.980000 sec): 3 clusters Score: Raw -1623297.328799 + Penalty 4548.700728 = -1618748.628071 nChanged 75 SP:Iteration 24Q (62650.020000 sec): 3 clusters Score: Raw -1623311.677318 + Penalty 4548.700728 = -1618762.976590 nChanged 46 SP:Iteration 25Q (62650.050000 sec): 3 clusters Score: Raw -1623324.565069 + Penalty 4548.700728 = -1618775.864341 nChanged 74 SP:Iteration 26Q (62650.090000 sec): 3 clusters Score: Raw -1623346.355484 + Penalty 4548.700728 = -1618797.654756 nChanged 72 SP:Iteration 27Q (62650.130000 sec): 3 clusters Score: Raw -1623367.741294 + Penalty 4548.700728 = -1618819.040566 nChanged 73 SP:Iteration 28Q (62650.170000 sec): 3 clusters Score: Raw -1623388.089218 + Penalty 4548.700728 = -1618839.388490 nChanged 63 SP:Iteration 29Q (62650.200000 sec): 3 clusters Score: Raw -1623404.047258 + Penalty 4548.700728 = -1618855.346530 nChanged 61 SP:Iteration 30Q (62650.240000 sec): 3 clusters Score: Raw -1623419.445520 + Penalty 4548.700728 = -1618870.744792 nChanged 64 SP:Iteration 31Q (62650.270000 sec): 3 clusters Score: Raw -1623435.003565 + Penalty 4548.700728 = -1618886.302837 nChanged 65 SP:Iteration 32Q (62650.310000 sec): 3 clusters Score: Raw -1623453.051729 + Penalty 4548.700728 = -1618904.351001 nChanged 69 SP:Iteration 33Q (62650.350000 sec): 3 clusters Score: Raw -1623471.174478 + Penalty 4548.700728 = -1618922.473750 nChanged 67 SP:Iteration 34Q (62650.380000 sec): 3 clusters Score: Raw -1623490.667090 + Penalty 4548.700728 = -1618941.966362 nChanged 68 SP:Iteration 35Q (62650.420000 sec): 3 clusters Score: Raw -1623508.754642 + Penalty 4548.700728 = -1618960.053914 nChanged 62 SP:Iteration 36Q (62650.450000 sec): 3 clusters Score: Raw -1623525.005067 + Penalty 4548.700728 = -1618976.304339 nChanged 59 SP:Iteration 37Q (62650.490000 sec): 3 clusters Score: Raw -1623538.008673 + Penalty 4548.700728 = -1618989.307945 nChanged 55 SP:Iteration 38Q (62650.530000 sec): 3 clusters Score: Raw -1623552.030301 + Penalty 4548.700728 = -1619003.329573 nChanged 55 SP:Iteration 39Q (62650.560000 sec): 3 clusters Score: Raw -1623564.363482 + Penalty 4548.700728 = -1619015.662754 nChanged 62 SP:Iteration 40F (62650.600000 sec): 3 clusters Score: Raw -1623580.728441 + Penalty 4548.700728 = -1619032.027713 nChanged 69 SP:Iteration 41Q (62650.640000 sec): 3 clusters Score: Raw -1623596.653027 + Penalty 4548.700728 = -1619047.952299 nChanged 71 SP:Iteration 42Q (62650.670000 sec): 3 clusters Score: Raw -1623613.239294 + Penalty 4548.700728 = -1619064.538566 nChanged 65 SP:Iteration 43Q (62650.710000 sec): 3 clusters Score: Raw -1623631.836320 + Penalty 4548.700728 = -1619083.135592 nChanged 66 SP:Iteration 44Q (62650.750000 sec): 3 clusters Score: Raw -1623649.629705 + Penalty 4548.700728 = -1619100.928977 nChanged 64 SP:Iteration 45Q (62650.780000 sec): 3 clusters Score: Raw -1623671.407931 + Penalty 4548.700728 = -1619122.707203 nChanged 63 SP:Iteration 46Q (62650.810000 sec): 3 clusters Score: Raw -1623693.334674 + Penalty 4548.700728 = -1619144.633946 nChanged 66 SP:Iteration 47Q (62650.850000 sec): 3 clusters Score: Raw -1623715.283504 + Penalty 4548.700728 = -1619166.582776 nChanged 75 SP:Iteration 48Q (62650.890000 sec): 3 clusters Score: Raw -1623737.918444 + Penalty 4548.700728 = -1619189.217716 nChanged 72 SP:Iteration 49Q (62650.920000 sec): 3 clusters Score: Raw -1623759.822105 + Penalty 4548.700728 = -1619211.121377 nChanged 68 SP:Iteration 50Q (62650.960000 sec): 3 clusters Score: Raw -1623779.817486 + Penalty 4548.700728 = -1619231.116758 nChanged 55 SP:Iteration 51Q (62650.990000 sec): 3 clusters Score: Raw -1623797.105442 + Penalty 4548.700728 = -1619248.404714 nChanged 63 SP:Iteration 52Q (62651.030000 sec): 3 clusters Score: Raw -1623815.304418 + Penalty 4548.700728 = -1619266.603690 nChanged 63 SP:Iteration 53Q (62651.060000 sec): 3 clusters Score: Raw -1623835.328443 + Penalty 4548.700728 = -1619286.627715 nChanged 65 SP:Iteration 54Q (62651.100000 sec): 3 clusters Score: Raw -1623854.465123 + Penalty 4548.700728 = -1619305.764395 nChanged 54 SP:Iteration 55Q (62651.130000 sec): 3 clusters Score: Raw -1623872.599567 + Penalty 4548.700728 = -1619323.898839 nChanged 45 SP:Iteration 56Q (62651.170000 sec): 3 clusters Score: Raw -1623885.676740 + Penalty 4548.700728 = -1619336.976012 nChanged 48 SP:Iteration 57Q (62651.200000 sec): 3 clusters Score: Raw -1623899.758747 + Penalty 4548.700728 = -1619351.058019 nChanged 45 SP:Iteration 58Q (62651.240000 sec): 3 clusters Score: Raw -1623914.088613 + Penalty 4548.700728 = -1619365.387885 nChanged 43 SP:Iteration 59Q (62651.270000 sec): 3 clusters Score: Raw -1623926.157746 + Penalty 4548.700728 = -1619377.457018 nChanged 39 SP:Iteration 60F (62651.310000 sec): 3 clusters Score: Raw -1623939.064675 + Penalty 4548.700728 = -1619390.363947 nChanged 43 SP:Iteration 61Q (62651.340000 sec): 3 clusters Score: Raw -1623950.941054 + Penalty 4548.700728 = -1619402.240326 nChanged 34 SP:Iteration 62Q (62651.380000 sec): 3 clusters Score: Raw -1623959.989629 + Penalty 4548.700728 = -1619411.288901 nChanged 38 SP:Iteration 63Q (62651.410000 sec): 3 clusters Score: Raw -1623971.785053 + Penalty 4548.700728 = -1619423.084325 nChanged 32 SP:Iteration 64Q (62651.450000 sec): 3 clusters Score: Raw -1623981.532401 + Penalty 4548.700728 = -1619432.831673 nChanged 23 SP:Iteration 65Q (62651.480000 sec): 3 clusters Score: Raw -1623989.836595 + Penalty 4548.700728 = -1619441.135867 nChanged 30 SP:Iteration 66Q (62651.510000 sec): 3 clusters Score: Raw -1623999.169317 + Penalty 4548.700728 = -1619450.468589 nChanged 27 SP:Iteration 67Q (62651.550000 sec): 3 clusters Score: Raw -1624008.573006 + Penalty 4548.700728 = -1619459.872278 nChanged 27 SP:Iteration 68Q (62651.580000 sec): 3 clusters Score: Raw -1624016.319695 + Penalty 4548.700728 = -1619467.618967 nChanged 27 SP:Iteration 69Q (62651.610000 sec): 3 clusters Score: Raw -1624023.797537 + Penalty 4548.700728 = -1619475.096809 nChanged 12 SP:Iteration 70Q (62651.650000 sec): 3 clusters Score: Raw -1624026.027267 + Penalty 4548.700728 = -1619477.326539 nChanged 7 SP:Iteration 71Q (62651.680000 sec): 3 clusters Score: Raw -1624027.580508 + Penalty 4548.700728 = -1619478.879780 nChanged 8 SP:Iteration 72Q (62651.710000 sec): 3 clusters Score: Raw -1624029.586242 + Penalty 4548.700728 = -1619480.885514 nChanged 14 SP:Iteration 73Q (62651.750000 sec): 3 clusters Score: Raw -1624033.992763 + Penalty 4548.700728 = -1619485.292035 nChanged 13 SP:Iteration 74Q (62651.780000 sec): 3 clusters Score: Raw -1624037.346006 + Penalty 4548.700728 = -1619488.645278 nChanged 12 SP:Iteration 75Q (62651.810000 sec): 3 clusters Score: Raw -1624040.513037 + Penalty 4548.700728 = -1619491.812309 nChanged 13 SP:Iteration 76Q (62651.850000 sec): 3 clusters Score: Raw -1624043.382677 + Penalty 4548.700728 = -1619494.681949 nChanged 10 SP:Iteration 77Q (62651.880000 sec): 3 clusters Score: Raw -1624046.342145 + Penalty 4548.700728 = -1619497.641417 nChanged 15 SP:Iteration 78Q (62651.910000 sec): 3 clusters Score: Raw -1624048.889346 + Penalty 4548.700728 = -1619500.188618 nChanged 7 SP:Iteration 79Q (62651.950000 sec): 3 clusters Score: Raw -1624050.349800 + Penalty 4548.700728 = -1619501.649072 nChanged 2 SP:Iteration 80F (62651.980000 sec): 3 clusters Score: Raw -1624050.928853 + Penalty 4548.700728 = -1619502.228125 nChanged 3 SP:Iteration 81Q (62652.010000 sec): 3 clusters Score: Raw -1624051.528692 + Penalty 4548.700728 = -1619502.827964 nChanged 5 SP:Iteration 82Q (62652.050000 sec): 3 clusters Score: Raw -1624052.527374 + Penalty 4548.700728 = -1619503.826646 nChanged 4 SP:Iteration 83Q (62652.080000 sec): 3 clusters Score: Raw -1624053.257449 + Penalty 4548.700728 = -1619504.556721 nChanged 2 SP:Iteration 84Q (62652.110000 sec): 3 clusters Score: Raw -1624053.702740 + Penalty 4548.700728 = -1619505.002012 nChanged 4 SP:Iteration 85Q (62652.150000 sec): 3 clusters Score: Raw -1624054.463873 + Penalty 4548.700728 = -1619505.763145 nChanged 4 SP:Iteration 86Q (62652.180000 sec): 3 clusters Score: Raw -1624055.835902 + Penalty 4548.700728 = -1619507.135174 nChanged 4 SP:Iteration 87Q (62652.210000 sec): 3 clusters Score: Raw -1624057.102748 + Penalty 4548.700728 = -1619508.402020 nChanged 5 SP:Iteration 88Q (62652.250000 sec): 3 clusters Score: Raw -1624058.998589 + Penalty 4548.700728 = -1619510.297861 nChanged 7 SP:Iteration 89Q (62652.280000 sec): 3 clusters Score: Raw -1624061.412035 + Penalty 4548.700728 = -1619512.711307 nChanged 9 SP:Iteration 90Q (62652.310000 sec): 3 clusters Score: Raw -1624063.459883 + Penalty 4548.700728 = -1619514.759155 nChanged 4 SP:Iteration 91Q (62652.350000 sec): 3 clusters Score: Raw -1624064.253640 + Penalty 4548.700728 = -1619515.552911 nChanged 2 SP:Iteration 92Q (62652.380000 sec): 3 clusters Score: Raw -1624064.528128 + Penalty 4548.700728 = -1619515.827400 nChanged 3 SP:Iteration 93Q (62652.410000 sec): 3 clusters Score: Raw -1624064.840068 + Penalty 4548.700728 = -1619516.139340 nChanged 2 SP:Iteration 94Q (62652.450000 sec): 3 clusters Score: Raw -1624065.432672 + Penalty 4548.700728 = -1619516.731944 nChanged 3 SP:Iteration 95Q (62652.480000 sec): 3 clusters Score: Raw -1624065.907684 + Penalty 4548.700728 = -1619517.206956 nChanged 1 SP:Iteration 96Q (62652.510000 sec): 3 clusters Score: Raw -1624066.063673 + Penalty 4548.700728 = -1619517.362945 nChanged 1 SP:Iteration 97Q (62652.550000 sec): 3 clusters Score: Raw -1624066.460858 + Penalty 4548.700728 = -1619517.760130 nChanged 0 SP:Iteration 98F (62652.580000 sec): 3 clusters Score: Raw -1624066.460858 + Penalty 4548.700728 = -1619517.760130 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62652.590000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62652.600000 sec): 3 clusters Score: Raw -114220.544850 + Penalty 3260.545363 = -110959.999488 nChanged 166 SP:Iteration 1F (62652.600000 sec): 3 clusters Score: Raw -114448.406215 + Penalty 3260.545363 = -111187.860852 nChanged 49 SP:Iteration 2F (62652.600000 sec): 3 clusters Score: Raw -114522.965914 + Penalty 3260.545363 = -111262.420551 nChanged 12 SP:Iteration 3Q (62652.610000 sec): 3 clusters Score: Raw -114543.863864 + Penalty 3260.545363 = -111283.318502 nChanged 11 SP:Iteration 4Q (62652.610000 sec): 3 clusters Score: Raw -114565.730413 + Penalty 3260.545363 = -111305.185050 nChanged 9 SP:Iteration 5Q (62652.610000 sec): 3 clusters Score: Raw -114580.510642 + Penalty 3260.545363 = -111319.965279 nChanged 10 SP:Iteration 6Q (62652.610000 sec): 3 clusters Score: Raw -114601.369579 + Penalty 3260.545363 = -111340.824217 nChanged 7 SP:Iteration 7Q (62652.620000 sec): 3 clusters Score: Raw -114620.981493 + Penalty 3260.545363 = -111360.436130 nChanged 11 SP:Iteration 8Q (62652.620000 sec): 3 clusters Score: Raw -114648.759476 + Penalty 3260.545363 = -111388.214113 nChanged 13 SP:Iteration 9Q (62652.620000 sec): 3 clusters Score: Raw -114675.408592 + Penalty 3260.545363 = -111414.863229 nChanged 17 SP:Iteration 10Q (62652.630000 sec): 3 clusters Score: Raw -114713.148401 + Penalty 3260.545363 = -111452.603038 nChanged 20 SP:Iteration 11Q (62652.630000 sec): 3 clusters Score: Raw -114759.138766 + Penalty 3260.545363 = -111498.593403 nChanged 19 SP:Iteration 12Q (62652.630000 sec): 3 clusters Score: Raw -114816.482687 + Penalty 3260.545363 = -111555.937324 nChanged 29 SP:Iteration 13Q (62652.630000 sec): 3 clusters Score: Raw -114912.744295 + Penalty 3260.545363 = -111652.198932 nChanged 32 SP:Iteration 14Q (62652.630000 sec): 3 clusters Score: Raw -114998.553914 + Penalty 3260.545363 = -111738.008552 nChanged 24 SP:Iteration 15Q (62652.640000 sec): 3 clusters Score: Raw -115079.438054 + Penalty 3260.545363 = -111818.892691 nChanged 21 SP:Iteration 16Q (62652.640000 sec): 3 clusters Score: Raw -115165.161725 + Penalty 3260.545363 = -111904.616362 nChanged 14 SP:Iteration 17Q (62652.640000 sec): 3 clusters Score: Raw -115263.057324 + Penalty 3260.545363 = -112002.511961 nChanged 15 SP:Iteration 18Q (62652.650000 sec): 3 clusters Score: Raw -115362.707725 + Penalty 3260.545363 = -112102.162362 nChanged 10 SP:Iteration 19Q (62652.650000 sec): 3 clusters Score: Raw -115400.955053 + Penalty 3260.545363 = -112140.409690 nChanged 8 SP:Iteration 20F (62652.650000 sec): 3 clusters Score: Raw -115453.393338 + Penalty 3260.545363 = -112192.847975 nChanged 10 SP:Iteration 21Q (62652.650000 sec): 3 clusters Score: Raw -115502.948358 + Penalty 3260.545363 = -112242.402996 nChanged 6 SP:Iteration 22Q (62652.650000 sec): 3 clusters Score: Raw -115520.192386 + Penalty 3260.545363 = -112259.647023 nChanged 8 SP:Iteration 23Q (62652.660000 sec): 3 clusters Score: Raw -115543.079899 + Penalty 3260.545363 = -112282.534536 nChanged 5 SP:Iteration 24Q (62652.660000 sec): 3 clusters Score: Raw -115553.087513 + Penalty 3260.545363 = -112292.542150 nChanged 3 SP:Iteration 25Q (62652.660000 sec): 3 clusters Score: Raw -115563.565361 + Penalty 3260.545363 = -112303.019998 nChanged 3 SP:Iteration 26Q (62652.660000 sec): 3 clusters Score: Raw -115570.921749 + Penalty 3260.545363 = -112310.376386 nChanged 0 SP:Iteration 27F (62652.670000 sec): 3 clusters Score: Raw -115570.921749 + Penalty 3260.545363 = -112310.376386 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62652.680000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62652.700000 sec): 3 clusters Score: Raw -616243.827579 + Penalty 4058.549395 = -612185.278184 nChanged 1311 SP:Iteration 1F (62652.710000 sec): 3 clusters Score: Raw -617031.310084 + Penalty 4058.549395 = -612972.760689 nChanged 266 SP:Iteration 2F (62652.730000 sec): 3 clusters Score: Raw -617217.035165 + Penalty 4058.549395 = -613158.485770 nChanged 177 SP:Iteration 3Q (62652.740000 sec): 3 clusters Score: Raw -617326.426592 + Penalty 4058.549395 = -613267.877197 nChanged 129 SP:Iteration 4Q (62652.750000 sec): 3 clusters Score: Raw -617401.167693 + Penalty 4058.549395 = -613342.618298 nChanged 104 SP:Iteration 5Q (62652.770000 sec): 3 clusters Score: Raw -617469.275358 + Penalty 4058.549395 = -613410.725963 nChanged 79 SP:Iteration 6Q (62652.780000 sec): 3 clusters Score: Raw -617512.662328 + Penalty 4058.549395 = -613454.112933 nChanged 82 SP:Iteration 7Q (62652.790000 sec): 3 clusters Score: Raw -617561.563546 + Penalty 4058.549395 = -613503.014151 nChanged 70 SP:Iteration 8Q (62652.810000 sec): 3 clusters Score: Raw -617599.926865 + Penalty 4058.549395 = -613541.377470 nChanged 74 SP:Iteration 9Q (62652.820000 sec): 3 clusters Score: Raw -617640.167641 + Penalty 4058.549395 = -613581.618246 nChanged 69 SP:Iteration 10Q (62652.840000 sec): 3 clusters Score: Raw -617682.215829 + Penalty 4058.549395 = -613623.666434 nChanged 62 SP:Iteration 11Q (62652.850000 sec): 3 clusters Score: Raw -617717.838762 + Penalty 4058.549395 = -613659.289367 nChanged 53 SP:Iteration 12Q (62652.870000 sec): 3 clusters Score: Raw -617747.062429 + Penalty 4058.549395 = -613688.513034 nChanged 49 SP:Iteration 13Q (62652.880000 sec): 3 clusters Score: Raw -617775.343777 + Penalty 4058.549395 = -613716.794382 nChanged 51 SP:Iteration 14Q (62652.890000 sec): 3 clusters Score: Raw -617802.818834 + Penalty 4058.549395 = -613744.269439 nChanged 44 SP:Iteration 15Q (62652.910000 sec): 3 clusters Score: Raw -617828.559239 + Penalty 4058.549395 = -613770.009845 nChanged 41 SP:Iteration 16Q (62652.920000 sec): 3 clusters Score: Raw -617850.031270 + Penalty 4058.549395 = -613791.481875 nChanged 37 SP:Iteration 17Q (62652.930000 sec): 3 clusters Score: Raw -617868.371569 + Penalty 4058.549395 = -613809.822174 nChanged 39 SP:Iteration 18Q (62652.950000 sec): 3 clusters Score: Raw -617886.827467 + Penalty 4058.549395 = -613828.278072 nChanged 23 SP:Iteration 19Q (62652.960000 sec): 3 clusters Score: Raw -617899.020369 + Penalty 4058.549395 = -613840.470974 nChanged 17 SP:Iteration 20F (62652.980000 sec): 3 clusters Score: Raw -617907.645032 + Penalty 4058.549395 = -613849.095637 nChanged 8 SP:Iteration 21Q (62652.990000 sec): 3 clusters Score: Raw -617912.373708 + Penalty 4058.549395 = -613853.824313 nChanged 10 SP:Iteration 22Q (62653.000000 sec): 3 clusters Score: Raw -617916.027467 + Penalty 4058.549395 = -613857.478072 nChanged 12 SP:Iteration 23Q (62653.020000 sec): 3 clusters Score: Raw -617921.100001 + Penalty 4058.549395 = -613862.550606 nChanged 10 SP:Iteration 24Q (62653.030000 sec): 3 clusters Score: Raw -617925.545505 + Penalty 4058.549395 = -613866.996110 nChanged 11 SP:Iteration 25Q (62653.050000 sec): 3 clusters Score: Raw -617930.202632 + Penalty 4058.549395 = -613871.653237 nChanged 7 SP:Iteration 26Q (62653.060000 sec): 3 clusters Score: Raw -617932.450591 + Penalty 4058.549395 = -613873.901196 nChanged 7 SP:Iteration 27Q (62653.070000 sec): 3 clusters Score: Raw -617934.623896 + Penalty 4058.549395 = -613876.074501 nChanged 4 SP:Iteration 28Q (62653.090000 sec): 3 clusters Score: Raw -617937.463379 + Penalty 4058.549395 = -613878.913984 nChanged 6 SP:Iteration 29Q (62653.100000 sec): 3 clusters Score: Raw -617939.781350 + Penalty 4058.549395 = -613881.231955 nChanged 1 SP:Iteration 30Q (62653.110000 sec): 3 clusters Score: Raw -617939.987103 + Penalty 4058.549395 = -613881.437708 nChanged 1 SP:Iteration 31Q (62653.130000 sec): 3 clusters Score: Raw -617940.373109 + Penalty 4058.549395 = -613881.823714 nChanged 2 SP:Iteration 32Q (62653.140000 sec): 3 clusters Score: Raw -617941.038985 + Penalty 4058.549395 = -613882.489590 nChanged 3 SP:Iteration 33Q (62653.150000 sec): 3 clusters Score: Raw -617943.124055 + Penalty 4058.549395 = -613884.574660 nChanged 4 SP:Iteration 34Q (62653.170000 sec): 3 clusters Score: Raw -617945.906436 + Penalty 4058.549395 = -613887.357042 nChanged 8 SP:Iteration 35Q (62653.180000 sec): 3 clusters Score: Raw -617949.464980 + Penalty 4058.549395 = -613890.915585 nChanged 10 SP:Iteration 36Q (62653.190000 sec): 3 clusters Score: Raw -617953.584750 + Penalty 4058.549395 = -613895.035356 nChanged 7 SP:Iteration 37Q (62653.210000 sec): 3 clusters Score: Raw -617957.371379 + Penalty 4058.549395 = -613898.821984 nChanged 10 SP:Iteration 38Q (62653.220000 sec): 3 clusters Score: Raw -617961.517291 + Penalty 4058.549395 = -613902.967896 nChanged 8 SP:Iteration 39Q (62653.230000 sec): 3 clusters Score: Raw -617965.405885 + Penalty 4058.549395 = -613906.856490 nChanged 9 SP:Iteration 40F (62653.250000 sec): 3 clusters Score: Raw -617970.366464 + Penalty 4058.549395 = -613911.817069 nChanged 8 SP:Iteration 41Q (62653.260000 sec): 3 clusters Score: Raw -617973.683521 + Penalty 4058.549395 = -613915.134126 nChanged 5 SP:Iteration 42Q (62653.280000 sec): 3 clusters Score: Raw -617975.661155 + Penalty 4058.549395 = -613917.111760 nChanged 2 SP:Iteration 43Q (62653.290000 sec): 3 clusters Score: Raw -617976.470509 + Penalty 4058.549395 = -613917.921114 nChanged 2 SP:Iteration 44Q (62653.300000 sec): 3 clusters Score: Raw -617977.180441 + Penalty 4058.549395 = -613918.631046 nChanged 3 SP:Iteration 45Q (62653.320000 sec): 3 clusters Score: Raw -617978.564145 + Penalty 4058.549395 = -613920.014750 nChanged 3 SP:Iteration 46Q (62653.330000 sec): 3 clusters Score: Raw -617979.784469 + Penalty 4058.549395 = -613921.235074 nChanged 4 SP:Iteration 47Q (62653.340000 sec): 3 clusters Score: Raw -617981.479059 + Penalty 4058.549395 = -613922.929664 nChanged 3 SP:Iteration 48Q (62653.360000 sec): 3 clusters Score: Raw -617983.039107 + Penalty 4058.549395 = -613924.489712 nChanged 1 SP:Iteration 49Q (62653.370000 sec): 3 clusters Score: Raw -617983.224246 + Penalty 4058.549395 = -613924.674851 nChanged 0 SP:Iteration 50F (62653.390000 sec): 3 clusters Score: Raw -617983.224246 + Penalty 4058.549395 = -613924.674851 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62653.480000 sec): 2 clusters Score: Raw -4703431.463107 + Penalty 2535.527943 = -4700895.935164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62653.590000 sec): 3 clusters Score: Raw -4687061.109952 + Penalty 5071.055885 = -4681990.054067 nChanged 12291 SP:Iteration 1F (62653.700000 sec): 3 clusters Score: Raw -4693839.571326 + Penalty 5071.055885 = -4688768.515440 nChanged 1477 SP:Iteration 2F (62653.810000 sec): 3 clusters Score: Raw -4694483.719964 + Penalty 5071.055885 = -4689412.664079 nChanged 1466 SP:Iteration 3F (62653.920000 sec): 3 clusters Score: Raw -4695257.461224 + Penalty 5071.055885 = -4690186.405339 nChanged 1534 SP:Iteration 4F (62654.030000 sec): 3 clusters Score: Raw -4696227.652950 + Penalty 5071.055885 = -4691156.597064 nChanged 1585 SP:Iteration 5F (62654.140000 sec): 3 clusters Score: Raw -4697332.929233 + Penalty 5071.055885 = -4692261.873348 nChanged 1557 SP:Iteration 6F (62654.250000 sec): 3 clusters Score: Raw -4698443.782796 + Penalty 5071.055885 = -4693372.726911 nChanged 1499 SP:Iteration 7F (62654.360000 sec): 3 clusters Score: Raw -4699458.906872 + Penalty 5071.055885 = -4694387.850987 nChanged 1313 SP:Iteration 8Q (62654.470000 sec): 3 clusters Score: Raw -4700288.324719 + Penalty 5071.055885 = -4695217.268833 nChanged 1037 SP:Iteration 9Q (62654.570000 sec): 3 clusters Score: Raw -4700877.253592 + Penalty 5071.055885 = -4695806.197707 nChanged 819 SP:Iteration 10Q (62654.680000 sec): 3 clusters Score: Raw -4701302.798695 + Penalty 5071.055885 = -4696231.742810 nChanged 638 SP:Iteration 11Q (62654.780000 sec): 3 clusters Score: Raw -4701607.076719 + Penalty 5071.055885 = -4696536.020833 nChanged 550 SP:Iteration 12Q (62654.880000 sec): 3 clusters Score: Raw -4701864.490115 + Penalty 5071.055885 = -4696793.434230 nChanged 487 SP:Iteration 13Q (62654.980000 sec): 3 clusters Score: Raw -4702073.204900 + Penalty 5071.055885 = -4697002.149015 nChanged 437 SP:Iteration 14Q (62655.070000 sec): 3 clusters Score: Raw -4702285.000934 + Penalty 5071.055885 = -4697213.945049 nChanged 428 SP:Iteration 15Q (62655.170000 sec): 3 clusters Score: Raw -4702486.602594 + Penalty 5071.055885 = -4697415.546709 nChanged 359 SP:Iteration 16Q (62655.260000 sec): 3 clusters Score: Raw -4702650.059017 + Penalty 5071.055885 = -4697579.003132 nChanged 308 SP:Iteration 17Q (62655.350000 sec): 3 clusters Score: Raw -4702789.305030 + Penalty 5071.055885 = -4697718.249145 nChanged 276 SP:Iteration 18Q (62655.450000 sec): 3 clusters Score: Raw -4702906.569490 + Penalty 5071.055885 = -4697835.513605 nChanged 238 SP:Iteration 19Q (62655.530000 sec): 3 clusters Score: Raw -4703009.356444 + Penalty 5071.055885 = -4697938.300559 nChanged 230 SP:Iteration 20F (62655.650000 sec): 3 clusters Score: Raw -4703119.126318 + Penalty 5071.055885 = -4698048.070433 nChanged 217 SP:Iteration 21Q (62655.730000 sec): 3 clusters Score: Raw -4703221.911871 + Penalty 5071.055885 = -4698150.855985 nChanged 198 SP:Iteration 22Q (62655.820000 sec): 3 clusters Score: Raw -4703314.588047 + Penalty 5071.055885 = -4698243.532162 nChanged 148 SP:Iteration 23Q (62655.910000 sec): 3 clusters Score: Raw -4703384.738896 + Penalty 5071.055885 = -4698313.683010 nChanged 141 SP:Iteration 24Q (62655.990000 sec): 3 clusters Score: Raw -4703446.758568 + Penalty 5071.055885 = -4698375.702683 nChanged 117 SP:Iteration 25Q (62656.080000 sec): 3 clusters Score: Raw -4703499.764438 + Penalty 5071.055885 = -4698428.708553 nChanged 103 SP:Iteration 26Q (62656.160000 sec): 3 clusters Score: Raw -4703546.715069 + Penalty 5071.055885 = -4698475.659184 nChanged 98 SP:Iteration 27Q (62656.250000 sec): 3 clusters Score: Raw -4703592.353067 + Penalty 5071.055885 = -4698521.297182 nChanged 80 SP:Iteration 28Q (62656.330000 sec): 3 clusters Score: Raw -4703632.123963 + Penalty 5071.055885 = -4698561.068078 nChanged 62 SP:Iteration 29Q (62656.410000 sec): 3 clusters Score: Raw -4703661.854127 + Penalty 5071.055885 = -4698590.798242 nChanged 53 SP:Iteration 30Q (62656.500000 sec): 3 clusters Score: Raw -4703686.609291 + Penalty 5071.055885 = -4698615.553405 nChanged 40 SP:Iteration 31Q (62656.580000 sec): 3 clusters Score: Raw -4703707.110173 + Penalty 5071.055885 = -4698636.054288 nChanged 32 SP:Iteration 32Q (62656.660000 sec): 3 clusters Score: Raw -4703720.856179 + Penalty 5071.055885 = -4698649.800294 nChanged 30 SP:Iteration 33Q (62656.750000 sec): 3 clusters Score: Raw -4703734.569492 + Penalty 5071.055885 = -4698663.513607 nChanged 28 SP:Iteration 34Q (62656.830000 sec): 3 clusters Score: Raw -4703745.873465 + Penalty 5071.055885 = -4698674.817580 nChanged 28 SP:Iteration 35Q (62656.910000 sec): 3 clusters Score: Raw -4703757.599070 + Penalty 5071.055885 = -4698686.543185 nChanged 27 SP:Iteration 36Q (62656.990000 sec): 3 clusters Score: Raw -4703769.201368 + Penalty 5071.055885 = -4698698.145482 nChanged 18 SP:Iteration 37Q (62657.070000 sec): 3 clusters Score: Raw -4703776.935962 + Penalty 5071.055885 = -4698705.880076 nChanged 18 SP:Iteration 38Q (62657.150000 sec): 3 clusters Score: Raw -4703785.159869 + Penalty 5071.055885 = -4698714.103983 nChanged 15 SP:Iteration 39Q (62657.230000 sec): 3 clusters Score: Raw -4703793.273683 + Penalty 5071.055885 = -4698722.217797 nChanged 17 SP:Iteration 40F (62657.340000 sec): 3 clusters Score: Raw -4703801.688492 + Penalty 5071.055885 = -4698730.632607 nChanged 17 SP:Iteration 41Q (62657.420000 sec): 3 clusters Score: Raw -4703808.915732 + Penalty 5071.055885 = -4698737.859847 nChanged 10 SP:Iteration 42Q (62657.500000 sec): 3 clusters Score: Raw -4703813.188080 + Penalty 5071.055885 = -4698742.132194 nChanged 8 SP:Iteration 43Q (62657.580000 sec): 3 clusters Score: Raw -4703816.342969 + Penalty 5071.055885 = -4698745.287084 nChanged 6 SP:Iteration 44Q (62657.660000 sec): 3 clusters Score: Raw -4703818.858148 + Penalty 5071.055885 = -4698747.802262 nChanged 7 SP:Iteration 45Q (62657.740000 sec): 3 clusters Score: Raw -4703822.404517 + Penalty 5071.055885 = -4698751.348632 nChanged 13 SP:Iteration 46Q (62657.820000 sec): 3 clusters Score: Raw -4703827.779958 + Penalty 5071.055885 = -4698756.724072 nChanged 7 SP:Iteration 47Q (62657.900000 sec): 3 clusters Score: Raw -4703832.283563 + Penalty 5071.055885 = -4698761.227678 nChanged 8 SP:Iteration 48Q (62657.980000 sec): 3 clusters Score: Raw -4703836.140964 + Penalty 5071.055885 = -4698765.085078 nChanged 4 SP:Iteration 49Q (62658.070000 sec): 3 clusters Score: Raw -4703837.591660 + Penalty 5071.055885 = -4698766.535775 nChanged 2 SP:Iteration 50Q (62658.150000 sec): 3 clusters Score: Raw -4703839.080597 + Penalty 5071.055885 = -4698768.024711 nChanged 4 SP:Iteration 51Q (62658.230000 sec): 3 clusters Score: Raw -4703840.139518 + Penalty 5071.055885 = -4698769.083633 nChanged 2 SP:Iteration 52Q (62658.310000 sec): 3 clusters Score: Raw -4703841.389274 + Penalty 5071.055885 = -4698770.333388 nChanged 2 SP:Iteration 53Q (62658.390000 sec): 3 clusters Score: Raw -4703842.421922 + Penalty 5071.055885 = -4698771.366036 nChanged 1 SP:Iteration 54Q (62658.470000 sec): 3 clusters Score: Raw -4703842.852273 + Penalty 5071.055885 = -4698771.796388 nChanged 1 SP:Iteration 55Q (62658.550000 sec): 3 clusters Score: Raw -4703843.236182 + Penalty 5071.055885 = -4698772.180296 nChanged 1 SP:Iteration 56Q (62658.630000 sec): 3 clusters Score: Raw -4703843.553073 + Penalty 5071.055885 = -4698772.497188 nChanged 0 SP:Iteration 57F (62658.730000 sec): 3 clusters Score: Raw -4703843.553073 + Penalty 5071.055885 = -4698772.497188 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62658.750000 sec): 2 clusters Score: Raw -53463.686100 + Penalty 1448.479131 = -52015.206969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62658.750000 sec): 3 clusters Score: Raw -53562.711254 + Penalty 2896.958262 = -50665.752992 nChanged 40 SP:Iteration 1F (62658.750000 sec): 3 clusters Score: Raw -53693.414779 + Penalty 2896.958262 = -50796.456517 nChanged 16 SP:Iteration 2Q (62658.750000 sec): 3 clusters Score: Raw -53749.993559 + Penalty 2896.958262 = -50853.035297 nChanged 8 SP:Iteration 3Q (62658.750000 sec): 3 clusters Score: Raw -53782.934479 + Penalty 2896.958262 = -50885.976217 nChanged 7 SP:Iteration 4Q (62658.750000 sec): 3 clusters Score: Raw -53810.630138 + Penalty 2896.958262 = -50913.671876 nChanged 7 SP:Iteration 5Q (62658.760000 sec): 3 clusters Score: Raw -53830.509074 + Penalty 2896.958262 = -50933.550812 nChanged 4 SP:Iteration 6Q (62658.760000 sec): 3 clusters Score: Raw -53840.112611 + Penalty 2896.958262 = -50943.154349 nChanged 2 SP:Iteration 7Q (62658.760000 sec): 3 clusters Score: Raw -53841.901113 + Penalty 2896.958262 = -50944.942851 nChanged 0 SP:Iteration 8F (62658.760000 sec): 3 clusters Score: Raw -53841.901113 + Penalty 2896.958262 = -50944.942851 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62658.770000 sec): 2 clusters Score: Raw -394873.735044 + Penalty 1909.336178 = -392964.398866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62658.780000 sec): 3 clusters Score: Raw -394021.168483 + Penalty 3818.672355 = -390202.496128 nChanged 724 SP:Iteration 1F (62658.790000 sec): 3 clusters Score: Raw -394545.136944 + Penalty 3818.672355 = -390726.464589 nChanged 161 SP:Iteration 2F (62658.800000 sec): 3 clusters Score: Raw -394687.224296 + Penalty 3818.672355 = -390868.551941 nChanged 97 SP:Iteration 3Q (62658.810000 sec): 3 clusters Score: Raw -394764.939967 + Penalty 3818.672355 = -390946.267612 nChanged 68 SP:Iteration 4Q (62658.820000 sec): 3 clusters Score: Raw -394810.411101 + Penalty 3818.672355 = -390991.738746 nChanged 48 SP:Iteration 5Q (62658.830000 sec): 3 clusters Score: Raw -394847.739743 + Penalty 3818.672355 = -391029.067388 nChanged 38 SP:Iteration 6Q (62658.830000 sec): 3 clusters Score: Raw -394878.840009 + Penalty 3818.672355 = -391060.167654 nChanged 45 SP:Iteration 7Q (62658.840000 sec): 3 clusters Score: Raw -394914.908108 + Penalty 3818.672355 = -391096.235752 nChanged 40 SP:Iteration 8Q (62658.850000 sec): 3 clusters Score: Raw -394960.639865 + Penalty 3818.672355 = -391141.967510 nChanged 45 SP:Iteration 9Q (62658.860000 sec): 3 clusters Score: Raw -395017.387879 + Penalty 3818.672355 = -391198.715524 nChanged 44 SP:Iteration 10Q (62658.870000 sec): 3 clusters Score: Raw -395090.876169 + Penalty 3818.672355 = -391272.203814 nChanged 54 SP:Iteration 11Q (62658.880000 sec): 3 clusters Score: Raw -395150.863056 + Penalty 3818.672355 = -391332.190701 nChanged 41 SP:Iteration 12Q (62658.890000 sec): 3 clusters Score: Raw -395205.223399 + Penalty 3818.672355 = -391386.551044 nChanged 68 SP:Iteration 13Q (62658.890000 sec): 3 clusters Score: Raw -395298.507647 + Penalty 3818.672355 = -391479.835292 nChanged 75 SP:Iteration 14Q (62658.900000 sec): 3 clusters Score: Raw -395423.513941 + Penalty 3818.672355 = -391604.841586 nChanged 81 SP:Iteration 15Q (62658.910000 sec): 3 clusters Score: Raw -395519.535809 + Penalty 3818.672355 = -391700.863454 nChanged 64 SP:Iteration 16Q (62658.920000 sec): 3 clusters Score: Raw -395593.420840 + Penalty 3818.672355 = -391774.748485 nChanged 76 SP:Iteration 17Q (62658.930000 sec): 3 clusters Score: Raw -395688.101994 + Penalty 3818.672355 = -391869.429638 nChanged 79 SP:Iteration 18Q (62658.930000 sec): 3 clusters Score: Raw -395777.618880 + Penalty 3818.672355 = -391958.946525 nChanged 60 SP:Iteration 19Q (62658.940000 sec): 3 clusters Score: Raw -395849.429818 + Penalty 3818.672355 = -392030.757463 nChanged 55 SP:Iteration 20F (62658.950000 sec): 3 clusters Score: Raw -395917.734609 + Penalty 3818.672355 = -392099.062254 nChanged 51 SP:Iteration 21Q (62658.960000 sec): 3 clusters Score: Raw -395976.823377 + Penalty 3818.672355 = -392158.151022 nChanged 38 SP:Iteration 22Q (62658.970000 sec): 3 clusters Score: Raw -396019.178793 + Penalty 3818.672355 = -392200.506437 nChanged 33 SP:Iteration 23Q (62658.980000 sec): 3 clusters Score: Raw -396050.904130 + Penalty 3818.672355 = -392232.231775 nChanged 22 SP:Iteration 24Q (62658.990000 sec): 3 clusters Score: Raw -396073.087842 + Penalty 3818.672355 = -392254.415487 nChanged 22 SP:Iteration 25Q (62658.990000 sec): 3 clusters Score: Raw -396099.813085 + Penalty 3818.672355 = -392281.140730 nChanged 13 SP:Iteration 26Q (62659.000000 sec): 3 clusters Score: Raw -396116.593710 + Penalty 3818.672355 = -392297.921355 nChanged 17 SP:Iteration 27Q (62659.010000 sec): 3 clusters Score: Raw -396133.746383 + Penalty 3818.672355 = -392315.074028 nChanged 14 SP:Iteration 28Q (62659.010000 sec): 3 clusters Score: Raw -396143.001067 + Penalty 3818.672355 = -392324.328712 nChanged 8 SP:Iteration 29Q (62659.020000 sec): 3 clusters Score: Raw -396149.829502 + Penalty 3818.672355 = -392331.157147 nChanged 8 SP:Iteration 30Q (62659.030000 sec): 3 clusters Score: Raw -396153.879027 + Penalty 3818.672355 = -392335.206672 nChanged 4 SP:Iteration 31Q (62659.040000 sec): 3 clusters Score: Raw -396155.720414 + Penalty 3818.672355 = -392337.048059 nChanged 0 SP:Iteration 32F (62659.050000 sec): 3 clusters Score: Raw -396155.720414 + Penalty 3818.672355 = -392337.048059 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62659.060000 sec): 2 clusters Score: Raw -326194.544414 + Penalty 1880.140037 = -324314.404377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62659.070000 sec): 3 clusters Score: Raw -325538.854797 + Penalty 3760.280074 = -321778.574723 nChanged 656 SP:Iteration 1F (62659.070000 sec): 3 clusters Score: Raw -326144.217860 + Penalty 3760.280074 = -322383.937786 nChanged 201 SP:Iteration 2F (62659.080000 sec): 3 clusters Score: Raw -326427.728608 + Penalty 3760.280074 = -322667.448534 nChanged 170 SP:Iteration 3F (62659.090000 sec): 3 clusters Score: Raw -326768.569858 + Penalty 3760.280074 = -323008.289784 nChanged 140 SP:Iteration 4F (62659.100000 sec): 3 clusters Score: Raw -327138.050288 + Penalty 3760.280074 = -323377.770214 nChanged 142 SP:Iteration 5F (62659.110000 sec): 3 clusters Score: Raw -327443.398049 + Penalty 3760.280074 = -323683.117975 nChanged 91 SP:Iteration 6Q (62659.110000 sec): 3 clusters Score: Raw -327553.239129 + Penalty 3760.280074 = -323792.959056 nChanged 46 SP:Iteration 7Q (62659.120000 sec): 3 clusters Score: Raw -327602.305032 + Penalty 3760.280074 = -323842.024958 nChanged 26 SP:Iteration 8Q (62659.130000 sec): 3 clusters Score: Raw -327641.384955 + Penalty 3760.280074 = -323881.104881 nChanged 22 SP:Iteration 9Q (62659.130000 sec): 3 clusters Score: Raw -327661.768809 + Penalty 3760.280074 = -323901.488735 nChanged 11 SP:Iteration 10Q (62659.140000 sec): 3 clusters Score: Raw -327670.677263 + Penalty 3760.280074 = -323910.397189 nChanged 5 SP:Iteration 11Q (62659.150000 sec): 3 clusters Score: Raw -327672.602765 + Penalty 3760.280074 = -323912.322692 nChanged 1 SP:Iteration 12Q (62659.150000 sec): 3 clusters Score: Raw -327674.784884 + Penalty 3760.280074 = -323914.504810 nChanged 2 SP:Iteration 13Q (62659.160000 sec): 3 clusters Score: Raw -327675.042428 + Penalty 3760.280074 = -323914.762354 nChanged 0 SP:Iteration 14F (62659.170000 sec): 3 clusters Score: Raw -327675.042428 + Penalty 3760.280074 = -323914.762354 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62663.660000 sec): 2 clusters Score: Raw -231575632.008667 + Penalty 3495.813327 = -231572136.195340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62669.090000 sec): 3 clusters Score: Raw -230678216.049686 + Penalty 6991.626654 = -230671224.423033 nChanged 652095 SP:Iteration 1F (62674.480000 sec): 3 clusters Score: Raw -231073103.249921 + Penalty 6991.626654 = -231066111.623268 nChanged 27026 SP:Iteration 2Q (62679.990000 sec): 3 clusters Score: Raw -231077257.685884 + Penalty 6991.626654 = -231070266.059230 nChanged 30439 SP:Iteration 3Q (62685.510000 sec): 3 clusters Score: Raw -231082825.762696 + Penalty 6991.626654 = -231075834.136043 nChanged 35783 SP:Iteration 4Q (62691.160000 sec): 3 clusters Score: Raw -231090781.973872 + Penalty 6991.626654 = -231083790.347219 nChanged 42643 SP:Iteration 5Q (62696.680000 sec): 3 clusters Score: Raw -231102174.516369 + Penalty 6991.626654 = -231095182.889715 nChanged 50947 SP:Iteration 6Q (62702.210000 sec): 3 clusters Score: Raw -231118200.753769 + Penalty 6991.626654 = -231111209.127115 nChanged 59548 SP:Iteration 7Q (62707.740000 sec): 3 clusters Score: Raw -231140191.616249 + Penalty 6991.626654 = -231133199.989595 nChanged 68245 SP:Iteration 8F (62713.130000 sec): 3 clusters Score: Raw -231169258.581027 + Penalty 6991.626654 = -231162266.954373 nChanged 75463 SP:Iteration 9F (62718.520000 sec): 3 clusters Score: Raw -231207149.827736 + Penalty 6991.626654 = -231200158.201083 nChanged 82617 SP:Iteration 10F (62723.920000 sec): 3 clusters Score: Raw -231256810.941215 + Penalty 6991.626654 = -231249819.314561 nChanged 89932 SP:Iteration 11F (62729.300000 sec): 3 clusters Score: Raw -231321086.856082 + Penalty 6991.626654 = -231314095.229428 nChanged 92448 SP:Iteration 12F (62734.700000 sec): 3 clusters Score: Raw -231397252.833338 + Penalty 6991.626654 = -231390261.206685 nChanged 83767 SP:Iteration 13F (62740.080000 sec): 3 clusters Score: Raw -231473376.279709 + Penalty 6991.626654 = -231466384.653055 nChanged 61017 SP:Iteration 14Q (62745.430000 sec): 3 clusters Score: Raw -231531156.188434 + Penalty 6991.626654 = -231524164.561780 nChanged 32698 SP:Iteration 15Q (62750.450000 sec): 3 clusters Score: Raw -231561175.560073 + Penalty 6991.626654 = -231554183.933419 nChanged 12152 SP:Iteration 16Q (62754.870000 sec): 3 clusters Score: Raw -231571594.886750 + Penalty 6991.626654 = -231564603.260096 nChanged 3650 SP:Iteration 17Q (62758.860000 sec): 3 clusters Score: Raw -231574539.321341 + Penalty 6991.626654 = -231567547.694688 nChanged 1074 SP:Iteration 18Q (62762.660000 sec): 3 clusters Score: Raw -231575448.252389 + Penalty 6991.626654 = -231568456.625735 nChanged 322 SP:Iteration 19Q (62766.390000 sec): 3 clusters Score: Raw -231575775.164601 + Penalty 6991.626654 = -231568783.537947 nChanged 121 SP:Iteration 20F (62771.700000 sec): 3 clusters Score: Raw -231575897.282169 + Penalty 6991.626654 = -231568905.655516 nChanged 92 SP:Iteration 21Q (62775.390000 sec): 3 clusters Score: Raw -231575996.455012 + Penalty 6991.626654 = -231569004.828359 nChanged 86 SP:Iteration 22Q (62779.070000 sec): 3 clusters Score: Raw -231576093.892152 + Penalty 6991.626654 = -231569102.265499 nChanged 79 SP:Iteration 23Q (62782.750000 sec): 3 clusters Score: Raw -231576178.570394 + Penalty 6991.626654 = -231569186.943740 nChanged 86 SP:Iteration 24Q (62786.430000 sec): 3 clusters Score: Raw -231576261.043907 + Penalty 6991.626654 = -231569269.417253 nChanged 92 SP:Iteration 25Q (62790.100000 sec): 3 clusters Score: Raw -231576352.136489 + Penalty 6991.626654 = -231569360.509835 nChanged 104 SP:Iteration 26Q (62793.780000 sec): 3 clusters Score: Raw -231576445.113905 + Penalty 6991.626654 = -231569453.487252 nChanged 120 SP:Iteration 27Q (62797.460000 sec): 3 clusters Score: Raw -231576569.543344 + Penalty 6991.626654 = -231569577.916691 nChanged 149 SP:Iteration 28Q (62801.130000 sec): 3 clusters Score: Raw -231576732.972288 + Penalty 6991.626654 = -231569741.345635 nChanged 203 SP:Iteration 29Q (62804.820000 sec): 3 clusters Score: Raw -231576930.807465 + Penalty 6991.626654 = -231569939.180811 nChanged 222 SP:Iteration 30Q (62808.490000 sec): 3 clusters Score: Raw -231577115.764897 + Penalty 6991.626654 = -231570124.138244 nChanged 205 SP:Iteration 31Q (62812.170000 sec): 3 clusters Score: Raw -231577254.747565 + Penalty 6991.626654 = -231570263.120912 nChanged 195 SP:Iteration 32Q (62815.860000 sec): 3 clusters Score: Raw -231577378.717734 + Penalty 6991.626654 = -231570387.091080 nChanged 207 SP:Iteration 33Q (62819.540000 sec): 3 clusters Score: Raw -231577494.387805 + Penalty 6991.626654 = -231570502.761152 nChanged 175 SP:Iteration 34Q (62823.210000 sec): 3 clusters Score: Raw -231577576.821934 + Penalty 6991.626654 = -231570585.195280 nChanged 156 SP:Iteration 35Q (62826.880000 sec): 3 clusters Score: Raw -231577648.668913 + Penalty 6991.626654 = -231570657.042260 nChanged 149 SP:Iteration 36Q (62830.550000 sec): 3 clusters Score: Raw -231577706.884195 + Penalty 6991.626654 = -231570715.257541 nChanged 122 SP:Iteration 37Q (62834.230000 sec): 3 clusters Score: Raw -231577745.996189 + Penalty 6991.626654 = -231570754.369536 nChanged 104 SP:Iteration 38Q (62837.900000 sec): 3 clusters Score: Raw -231577782.095222 + Penalty 6991.626654 = -231570790.468569 nChanged 91 SP:Iteration 39Q (62841.580000 sec): 3 clusters Score: Raw -231577810.391619 + Penalty 6991.626654 = -231570818.764966 nChanged 70 SP:Iteration 40F (62846.880000 sec): 3 clusters Score: Raw -231577974.999278 + Penalty 6991.626654 = -231570983.372625 nChanged 273 SP:Iteration 41Q (62850.570000 sec): 3 clusters Score: Raw -231578113.120472 + Penalty 6991.626654 = -231571121.493819 nChanged 265 SP:Iteration 42Q (62854.250000 sec): 3 clusters Score: Raw -231578223.319512 + Penalty 6991.626654 = -231571231.692858 nChanged 241 SP:Iteration 43Q (62857.940000 sec): 3 clusters Score: Raw -231578316.172526 + Penalty 6991.626654 = -231571324.545872 nChanged 249 SP:Iteration 44Q (62861.640000 sec): 3 clusters Score: Raw -231578402.056151 + Penalty 6991.626654 = -231571410.429497 nChanged 216 SP:Iteration 45Q (62865.340000 sec): 3 clusters Score: Raw -231578470.532087 + Penalty 6991.626654 = -231571478.905434 nChanged 210 SP:Iteration 46Q (62869.040000 sec): 3 clusters Score: Raw -231578535.902237 + Penalty 6991.626654 = -231571544.275584 nChanged 206 SP:Iteration 47Q (62872.730000 sec): 3 clusters Score: Raw -231578592.024726 + Penalty 6991.626654 = -231571600.398072 nChanged 185 SP:Iteration 48Q (62876.420000 sec): 3 clusters Score: Raw -231578637.684337 + Penalty 6991.626654 = -231571646.057684 nChanged 159 SP:Iteration 49Q (62880.110000 sec): 3 clusters Score: Raw -231578668.313148 + Penalty 6991.626654 = -231571676.686495 nChanged 128 SP:Iteration 50Q (62883.800000 sec): 3 clusters Score: Raw -231578691.060529 + Penalty 6991.626654 = -231571699.433875 nChanged 107 SP:Iteration 51Q (62887.500000 sec): 3 clusters Score: Raw -231578707.977131 + Penalty 6991.626654 = -231571716.350477 nChanged 87 SP:Iteration 52Q (62891.190000 sec): 3 clusters Score: Raw -231578721.013010 + Penalty 6991.626654 = -231571729.386356 nChanged 73 SP:Iteration 53Q (62894.890000 sec): 3 clusters Score: Raw -231578733.685722 + Penalty 6991.626654 = -231571742.059068 nChanged 88 SP:Iteration 54Q (62898.590000 sec): 3 clusters Score: Raw -231578746.092073 + Penalty 6991.626654 = -231571754.465419 nChanged 62 SP:Iteration 55Q (62902.290000 sec): 3 clusters Score: Raw -231578755.165865 + Penalty 6991.626654 = -231571763.539211 nChanged 57 SP:Iteration 56Q (62905.990000 sec): 3 clusters Score: Raw -231578761.928595 + Penalty 6991.626654 = -231571770.301941 nChanged 51 SP:Iteration 57Q (62909.690000 sec): 3 clusters Score: Raw -231578767.173401 + Penalty 6991.626654 = -231571775.546748 nChanged 45 SP:Iteration 58Q (62913.370000 sec): 3 clusters Score: Raw -231578771.360043 + Penalty 6991.626654 = -231571779.733390 nChanged 30 SP:Iteration 59Q (62917.060000 sec): 3 clusters Score: Raw -231578773.960272 + Penalty 6991.626654 = -231571782.333618 nChanged 21 SP:Iteration 60F (62922.360000 sec): 3 clusters Score: Raw -231578776.516105 + Penalty 6991.626654 = -231571784.889452 nChanged 23 SP:Iteration 61Q (62926.070000 sec): 3 clusters Score: Raw -231578778.841415 + Penalty 6991.626654 = -231571787.214762 nChanged 17 SP:Iteration 62Q (62929.770000 sec): 3 clusters Score: Raw -231578780.467858 + Penalty 6991.626654 = -231571788.841205 nChanged 24 SP:Iteration 63Q (62933.480000 sec): 3 clusters Score: Raw -231578782.672880 + Penalty 6991.626654 = -231571791.046226 nChanged 21 SP:Iteration 64Q (62937.180000 sec): 3 clusters Score: Raw -231578784.939833 + Penalty 6991.626654 = -231571793.313179 nChanged 25 SP:Iteration 65Q (62940.880000 sec): 3 clusters Score: Raw -231578786.968975 + Penalty 6991.626654 = -231571795.342321 nChanged 24 SP:Iteration 66Q (62944.590000 sec): 3 clusters Score: Raw -231578789.035064 + Penalty 6991.626654 = -231571797.408410 nChanged 21 SP:Iteration 67Q (62948.300000 sec): 3 clusters Score: Raw -231578790.874455 + Penalty 6991.626654 = -231571799.247801 nChanged 23 SP:Iteration 68Q (62952.020000 sec): 3 clusters Score: Raw -231578792.892706 + Penalty 6991.626654 = -231571801.266053 nChanged 15 SP:Iteration 69Q (62955.740000 sec): 3 clusters Score: Raw -231578794.173699 + Penalty 6991.626654 = -231571802.547046 nChanged 14 SP:Iteration 70Q (62959.450000 sec): 3 clusters Score: Raw -231578795.405050 + Penalty 6991.626654 = -231571803.778396 nChanged 23 SP:Iteration 71Q (62963.170000 sec): 3 clusters Score: Raw -231578797.500383 + Penalty 6991.626654 = -231571805.873730 nChanged 29 SP:Iteration 72Q (62966.890000 sec): 3 clusters Score: Raw -231578799.719636 + Penalty 6991.626654 = -231571808.092982 nChanged 27 SP:Iteration 73Q (62970.620000 sec): 3 clusters Score: Raw -231578801.533442 + Penalty 6991.626654 = -231571809.906789 nChanged 18 SP:Iteration 74Q (62974.340000 sec): 3 clusters Score: Raw -231578803.031487 + Penalty 6991.626654 = -231571811.404834 nChanged 16 SP:Iteration 75Q (62978.050000 sec): 3 clusters Score: Raw -231578804.002697 + Penalty 6991.626654 = -231571812.376044 nChanged 13 SP:Iteration 76Q (62981.770000 sec): 3 clusters Score: Raw -231578805.168294 + Penalty 6991.626654 = -231571813.541640 nChanged 13 SP:Iteration 77Q (62985.490000 sec): 3 clusters Score: Raw -231578806.341938 + Penalty 6991.626654 = -231571814.715285 nChanged 11 SP:Iteration 78Q (62989.200000 sec): 3 clusters Score: Raw -231578807.196519 + Penalty 6991.626654 = -231571815.569866 nChanged 12 SP:Iteration 79Q (62992.910000 sec): 3 clusters Score: Raw -231578808.374425 + Penalty 6991.626654 = -231571816.747771 nChanged 17 SP:Iteration 80F (62998.220000 sec): 3 clusters Score: Raw -231578810.585018 + Penalty 6991.626654 = -231571818.958364 nChanged 25 SP:Iteration 81Q (63001.940000 sec): 3 clusters Score: Raw -231578813.149348 + Penalty 6991.626654 = -231571821.522695 nChanged 14 SP:Iteration 82Q (63005.660000 sec): 3 clusters Score: Raw -231578814.216988 + Penalty 6991.626654 = -231571822.590335 nChanged 11 SP:Iteration 83Q (63009.370000 sec): 3 clusters Score: Raw -231578815.181846 + Penalty 6991.626654 = -231571823.555192 nChanged 8 SP:Iteration 84Q (63013.080000 sec): 3 clusters Score: Raw -231578815.904362 + Penalty 6991.626654 = -231571824.277709 nChanged 10 SP:Iteration 85Q (63016.780000 sec): 3 clusters Score: Raw -231578816.659948 + Penalty 6991.626654 = -231571825.033294 nChanged 3 SP:Iteration 86Q (63020.490000 sec): 3 clusters Score: Raw -231578816.789692 + Penalty 6991.626654 = -231571825.163039 nChanged 3 SP:Iteration 87Q (63024.200000 sec): 3 clusters Score: Raw -231578816.931772 + Penalty 6991.626654 = -231571825.305119 nChanged 6 SP:Iteration 88Q (63027.900000 sec): 3 clusters Score: Raw -231578817.535644 + Penalty 6991.626654 = -231571825.908990 nChanged 4 SP:Iteration 89Q (63031.610000 sec): 3 clusters Score: Raw -231578817.929699 + Penalty 6991.626654 = -231571826.303046 nChanged 4 SP:Iteration 90Q (63035.310000 sec): 3 clusters Score: Raw -231578818.260814 + Penalty 6991.626654 = -231571826.634161 nChanged 4 SP:Iteration 91Q (63039.020000 sec): 3 clusters Score: Raw -231578818.522096 + Penalty 6991.626654 = -231571826.895442 nChanged 2 SP:Iteration 92Q (63042.720000 sec): 3 clusters Score: Raw -231578818.637911 + Penalty 6991.626654 = -231571827.011257 nChanged 2 SP:Iteration 93Q (63046.430000 sec): 3 clusters Score: Raw -231578818.718389 + Penalty 6991.626654 = -231571827.091735 nChanged 2 SP:Iteration 94Q (63050.130000 sec): 3 clusters Score: Raw -231578818.839656 + Penalty 6991.626654 = -231571827.213003 nChanged 5 SP:Iteration 95Q (63053.840000 sec): 3 clusters Score: Raw -231578819.068449 + Penalty 6991.626654 = -231571827.441795 nChanged 2 SP:Iteration 96Q (63057.550000 sec): 3 clusters Score: Raw -231578819.147055 + Penalty 6991.626654 = -231571827.520401 nChanged 0 SP:Iteration 97F (63062.850000 sec): 3 clusters Score: Raw -231578819.147055 + Penalty 6991.626654 = -231571827.520401 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63063.280000 sec): 2 clusters Score: Raw -26761.212351 + Penalty 1359.198453 = -25402.013898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63063.280000 sec): 3 clusters Score: Raw -26913.506425 + Penalty 2718.396906 = -24195.109519 nChanged 30 SP:Iteration 1F (63063.280000 sec): 3 clusters Score: Raw -27036.442630 + Penalty 2718.396906 = -24318.045724 nChanged 3 SP:Iteration 2Q (63063.280000 sec): 3 clusters Score: Raw -27050.815369 + Penalty 2718.396906 = -24332.418463 nChanged 2 SP:Iteration 3Q (63063.280000 sec): 3 clusters Score: Raw -27062.497520 + Penalty 2718.396906 = -24344.100614 nChanged 2 SP:Iteration 4Q (63063.280000 sec): 3 clusters Score: Raw -27069.584307 + Penalty 2718.396906 = -24351.187401 nChanged 2 SP:Iteration 5Q (63063.290000 sec): 3 clusters Score: Raw -27078.199088 + Penalty 2718.396906 = -24359.802182 nChanged 0 SP:Iteration 6F (63063.290000 sec): 3 clusters Score: Raw -27078.199088 + Penalty 2718.396906 = -24359.802182 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63063.300000 sec): 2 clusters Score: Raw -620058.047572 + Penalty 2039.592551 = -618018.455021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63063.320000 sec): 3 clusters Score: Raw -618389.171713 + Penalty 4079.185102 = -614309.986611 nChanged 1391 SP:Iteration 1F (63063.330000 sec): 3 clusters Score: Raw -619297.097609 + Penalty 4079.185102 = -615217.912507 nChanged 348 SP:Iteration 2F (63063.350000 sec): 3 clusters Score: Raw -619559.889053 + Penalty 4079.185102 = -615480.703951 nChanged 204 SP:Iteration 3F (63063.360000 sec): 3 clusters Score: Raw -619723.511250 + Penalty 4079.185102 = -615644.326147 nChanged 166 SP:Iteration 4Q (63063.380000 sec): 3 clusters Score: Raw -619835.949942 + Penalty 4079.185102 = -615756.764840 nChanged 131 SP:Iteration 5Q (63063.390000 sec): 3 clusters Score: Raw -619941.256285 + Penalty 4079.185102 = -615862.071183 nChanged 125 SP:Iteration 6Q (63063.410000 sec): 3 clusters Score: Raw -620049.437941 + Penalty 4079.185102 = -615970.252839 nChanged 128 SP:Iteration 7Q (63063.420000 sec): 3 clusters Score: Raw -620185.305215 + Penalty 4079.185102 = -616106.120113 nChanged 122 SP:Iteration 8Q (63063.430000 sec): 3 clusters Score: Raw -620294.060275 + Penalty 4079.185102 = -616214.875173 nChanged 110 SP:Iteration 9Q (63063.450000 sec): 3 clusters Score: Raw -620403.510017 + Penalty 4079.185102 = -616324.324915 nChanged 121 SP:Iteration 10Q (63063.460000 sec): 3 clusters Score: Raw -620540.508120 + Penalty 4079.185102 = -616461.323017 nChanged 134 SP:Iteration 11Q (63063.480000 sec): 3 clusters Score: Raw -620673.714865 + Penalty 4079.185102 = -616594.529763 nChanged 128 SP:Iteration 12Q (63063.490000 sec): 3 clusters Score: Raw -620783.008712 + Penalty 4079.185102 = -616703.823610 nChanged 97 SP:Iteration 13Q (63063.510000 sec): 3 clusters Score: Raw -620868.589717 + Penalty 4079.185102 = -616789.404615 nChanged 85 SP:Iteration 14Q (63063.520000 sec): 3 clusters Score: Raw -620931.521226 + Penalty 4079.185102 = -616852.336124 nChanged 56 SP:Iteration 15Q (63063.530000 sec): 3 clusters Score: Raw -620964.586659 + Penalty 4079.185102 = -616885.401556 nChanged 40 SP:Iteration 16Q (63063.550000 sec): 3 clusters Score: Raw -620985.329817 + Penalty 4079.185102 = -616906.144714 nChanged 27 SP:Iteration 17Q (63063.560000 sec): 3 clusters Score: Raw -621000.891283 + Penalty 4079.185102 = -616921.706181 nChanged 29 SP:Iteration 18Q (63063.570000 sec): 3 clusters Score: Raw -621017.497477 + Penalty 4079.185102 = -616938.312375 nChanged 26 SP:Iteration 19Q (63063.590000 sec): 3 clusters Score: Raw -621032.313970 + Penalty 4079.185102 = -616953.128867 nChanged 26 SP:Iteration 20F (63063.600000 sec): 3 clusters Score: Raw -621047.977640 + Penalty 4079.185102 = -616968.792538 nChanged 27 SP:Iteration 21Q (63063.610000 sec): 3 clusters Score: Raw -621065.394254 + Penalty 4079.185102 = -616986.209152 nChanged 23 SP:Iteration 22Q (63063.630000 sec): 3 clusters Score: Raw -621079.161948 + Penalty 4079.185102 = -616999.976846 nChanged 19 SP:Iteration 23Q (63063.640000 sec): 3 clusters Score: Raw -621090.170274 + Penalty 4079.185102 = -617010.985172 nChanged 15 SP:Iteration 24Q (63063.650000 sec): 3 clusters Score: Raw -621097.939556 + Penalty 4079.185102 = -617018.754454 nChanged 15 SP:Iteration 25Q (63063.670000 sec): 3 clusters Score: Raw -621104.717700 + Penalty 4079.185102 = -617025.532598 nChanged 7 SP:Iteration 26Q (63063.680000 sec): 3 clusters Score: Raw -621108.079485 + Penalty 4079.185102 = -617028.894383 nChanged 6 SP:Iteration 27Q (63063.690000 sec): 3 clusters Score: Raw -621111.816625 + Penalty 4079.185102 = -617032.631523 nChanged 11 SP:Iteration 28Q (63063.710000 sec): 3 clusters Score: Raw -621117.302924 + Penalty 4079.185102 = -617038.117821 nChanged 10 SP:Iteration 29Q (63063.720000 sec): 3 clusters Score: Raw -621121.552927 + Penalty 4079.185102 = -617042.367825 nChanged 14 SP:Iteration 30Q (63063.730000 sec): 3 clusters Score: Raw -621128.819611 + Penalty 4079.185102 = -617049.634508 nChanged 12 SP:Iteration 31Q (63063.740000 sec): 3 clusters Score: Raw -621132.806570 + Penalty 4079.185102 = -617053.621468 nChanged 7 SP:Iteration 32Q (63063.760000 sec): 3 clusters Score: Raw -621135.755547 + Penalty 4079.185102 = -617056.570445 nChanged 5 SP:Iteration 33Q (63063.770000 sec): 3 clusters Score: Raw -621138.497284 + Penalty 4079.185102 = -617059.312182 nChanged 3 SP:Iteration 34Q (63063.780000 sec): 3 clusters Score: Raw -621139.683273 + Penalty 4079.185102 = -617060.498170 nChanged 3 SP:Iteration 35Q (63063.790000 sec): 3 clusters Score: Raw -621141.307334 + Penalty 4079.185102 = -617062.122232 nChanged 2 SP:Iteration 36Q (63063.810000 sec): 3 clusters Score: Raw -621141.833661 + Penalty 4079.185102 = -617062.648559 nChanged 2 SP:Iteration 37Q (63063.820000 sec): 3 clusters Score: Raw -621142.262670 + Penalty 4079.185102 = -617063.077567 nChanged 2 SP:Iteration 38Q (63063.830000 sec): 3 clusters Score: Raw -621142.804078 + Penalty 4079.185102 = -617063.618976 nChanged 1 SP:Iteration 39Q (63063.850000 sec): 3 clusters Score: Raw -621143.626489 + Penalty 4079.185102 = -617064.441386 nChanged 3 SP:Iteration 40F (63063.860000 sec): 3 clusters Score: Raw -621145.125087 + Penalty 4079.185102 = -617065.939985 nChanged 3 SP:Iteration 41Q (63063.870000 sec): 3 clusters Score: Raw -621146.395355 + Penalty 4079.185102 = -617067.210253 nChanged 5 SP:Iteration 42Q (63063.890000 sec): 3 clusters Score: Raw -621148.747581 + Penalty 4079.185102 = -617069.562479 nChanged 3 SP:Iteration 43Q (63063.900000 sec): 3 clusters Score: Raw -621149.426181 + Penalty 4079.185102 = -617070.241078 nChanged 2 SP:Iteration 44Q (63063.910000 sec): 3 clusters Score: Raw -621150.076493 + Penalty 4079.185102 = -617070.891390 nChanged 3 SP:Iteration 45Q (63063.930000 sec): 3 clusters Score: Raw -621151.092871 + Penalty 4079.185102 = -617071.907769 nChanged 2 SP:Iteration 46Q (63063.940000 sec): 3 clusters Score: Raw -621151.602548 + Penalty 4079.185102 = -617072.417446 nChanged 1 SP:Iteration 47Q (63063.950000 sec): 3 clusters Score: Raw -621151.940502 + Penalty 4079.185102 = -617072.755399 nChanged 1 SP:Iteration 48Q (63063.960000 sec): 3 clusters Score: Raw -621152.457916 + Penalty 4079.185102 = -617073.272813 nChanged 1 SP:Iteration 49Q (63063.980000 sec): 3 clusters Score: Raw -621152.805229 + Penalty 4079.185102 = -617073.620126 nChanged 1 SP:Iteration 50Q (63063.990000 sec): 3 clusters Score: Raw -621153.246664 + Penalty 4079.185102 = -617074.061561 nChanged 0 SP:Iteration 51F (63064.010000 sec): 3 clusters Score: Raw -621153.246664 + Penalty 4079.185102 = -617074.061561 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.010000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.020000 sec): 3 clusters Score: Raw -292066.575230 + Penalty 3675.832130 = -288390.743100 nChanged 499 SP:Iteration 1F (63064.030000 sec): 3 clusters Score: Raw -292477.983888 + Penalty 3675.832130 = -288802.151758 nChanged 111 SP:Iteration 2F (63064.030000 sec): 3 clusters Score: Raw -292569.228751 + Penalty 3675.832130 = -288893.396620 nChanged 54 SP:Iteration 3Q (63064.040000 sec): 3 clusters Score: Raw -292613.849206 + Penalty 3675.832130 = -288938.017075 nChanged 41 SP:Iteration 4Q (63064.050000 sec): 3 clusters Score: Raw -292649.785813 + Penalty 3675.832130 = -288973.953682 nChanged 34 SP:Iteration 5Q (63064.050000 sec): 3 clusters Score: Raw -292680.448624 + Penalty 3675.832130 = -289004.616494 nChanged 25 SP:Iteration 6Q (63064.060000 sec): 3 clusters Score: Raw -292699.120916 + Penalty 3675.832130 = -289023.288786 nChanged 20 SP:Iteration 7Q (63064.070000 sec): 3 clusters Score: Raw -292715.018349 + Penalty 3675.832130 = -289039.186218 nChanged 16 SP:Iteration 8Q (63064.070000 sec): 3 clusters Score: Raw -292725.580540 + Penalty 3675.832130 = -289049.748410 nChanged 13 SP:Iteration 9Q (63064.080000 sec): 3 clusters Score: Raw -292742.203521 + Penalty 3675.832130 = -289066.371391 nChanged 22 SP:Iteration 10Q (63064.090000 sec): 3 clusters Score: Raw -292762.088621 + Penalty 3675.832130 = -289086.256490 nChanged 21 SP:Iteration 11Q (63064.090000 sec): 3 clusters Score: Raw -292777.427467 + Penalty 3675.832130 = -289101.595337 nChanged 15 SP:Iteration 12Q (63064.100000 sec): 3 clusters Score: Raw -292796.603266 + Penalty 3675.832130 = -289120.771135 nChanged 14 SP:Iteration 13Q (63064.110000 sec): 3 clusters Score: Raw -292807.822144 + Penalty 3675.832130 = -289131.990014 nChanged 11 SP:Iteration 14Q (63064.110000 sec): 3 clusters Score: Raw -292817.568825 + Penalty 3675.832130 = -289141.736694 nChanged 7 SP:Iteration 15Q (63064.120000 sec): 3 clusters Score: Raw -292824.262341 + Penalty 3675.832130 = -289148.430210 nChanged 8 SP:Iteration 16Q (63064.130000 sec): 3 clusters Score: Raw -292830.805943 + Penalty 3675.832130 = -289154.973813 nChanged 9 SP:Iteration 17Q (63064.130000 sec): 3 clusters Score: Raw -292839.637540 + Penalty 3675.832130 = -289163.805409 nChanged 12 SP:Iteration 18Q (63064.140000 sec): 3 clusters Score: Raw -292850.446460 + Penalty 3675.832130 = -289174.614330 nChanged 10 SP:Iteration 19Q (63064.150000 sec): 3 clusters Score: Raw -292861.924935 + Penalty 3675.832130 = -289186.092805 nChanged 10 SP:Iteration 20F (63064.150000 sec): 3 clusters Score: Raw -292868.979119 + Penalty 3675.832130 = -289193.146988 nChanged 6 SP:Iteration 21Q (63064.160000 sec): 3 clusters Score: Raw -292874.110742 + Penalty 3675.832130 = -289198.278612 nChanged 7 SP:Iteration 22Q (63064.160000 sec): 3 clusters Score: Raw -292877.334229 + Penalty 3675.832130 = -289201.502098 nChanged 3 SP:Iteration 23Q (63064.170000 sec): 3 clusters Score: Raw -292881.774778 + Penalty 3675.832130 = -289205.942647 nChanged 8 SP:Iteration 24Q (63064.180000 sec): 3 clusters Score: Raw -292889.448070 + Penalty 3675.832130 = -289213.615940 nChanged 8 SP:Iteration 25Q (63064.180000 sec): 3 clusters Score: Raw -292898.030030 + Penalty 3675.832130 = -289222.197900 nChanged 7 SP:Iteration 26Q (63064.190000 sec): 3 clusters Score: Raw -292903.935977 + Penalty 3675.832130 = -289228.103847 nChanged 4 SP:Iteration 27Q (63064.190000 sec): 3 clusters Score: Raw -292907.067401 + Penalty 3675.832130 = -289231.235271 nChanged 4 SP:Iteration 28Q (63064.200000 sec): 3 clusters Score: Raw -292911.543707 + Penalty 3675.832130 = -289235.711577 nChanged 6 SP:Iteration 29Q (63064.210000 sec): 3 clusters Score: Raw -292915.886143 + Penalty 3675.832130 = -289240.054013 nChanged 6 SP:Iteration 30Q (63064.210000 sec): 3 clusters Score: Raw -292922.923974 + Penalty 3675.832130 = -289247.091843 nChanged 3 SP:Iteration 31Q (63064.220000 sec): 3 clusters Score: Raw -292926.012235 + Penalty 3675.832130 = -289250.180104 nChanged 5 SP:Iteration 32Q (63064.230000 sec): 3 clusters Score: Raw -292928.385443 + Penalty 3675.832130 = -289252.553313 nChanged 4 SP:Iteration 33Q (63064.230000 sec): 3 clusters Score: Raw -292930.795584 + Penalty 3675.832130 = -289254.963454 nChanged 4 SP:Iteration 34Q (63064.240000 sec): 3 clusters Score: Raw -292934.669588 + Penalty 3675.832130 = -289258.837458 nChanged 5 SP:Iteration 35Q (63064.250000 sec): 3 clusters Score: Raw -292940.765672 + Penalty 3675.832130 = -289264.933542 nChanged 1 SP:Iteration 36Q (63064.250000 sec): 3 clusters Score: Raw -292941.641326 + Penalty 3675.832130 = -289265.809196 nChanged 1 SP:Iteration 37Q (63064.260000 sec): 3 clusters Score: Raw -292943.076516 + Penalty 3675.832130 = -289267.244386 nChanged 2 SP:Iteration 38Q (63064.270000 sec): 3 clusters Score: Raw -292944.311360 + Penalty 3675.832130 = -289268.479229 nChanged 2 SP:Iteration 39Q (63064.270000 sec): 3 clusters Score: Raw -292946.992842 + Penalty 3675.832130 = -289271.160712 nChanged 3 SP:Iteration 40F (63064.280000 sec): 3 clusters Score: Raw -292949.444582 + Penalty 3675.832130 = -289273.612451 nChanged 5 SP:Iteration 41Q (63064.290000 sec): 3 clusters Score: Raw -292953.125485 + Penalty 3675.832130 = -289277.293354 nChanged 0 SP:Iteration 42F (63064.290000 sec): 3 clusters Score: Raw -292953.125485 + Penalty 3675.832130 = -289277.293354 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.300000 sec): 2 clusters Score: Raw -46011.561498 + Penalty 1451.346215 = -44560.215283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.300000 sec): 3 clusters Score: Raw -46235.858626 + Penalty 2902.692430 = -43333.166196 nChanged 67 SP:Iteration 1F (63064.300000 sec): 3 clusters Score: Raw -46484.058057 + Penalty 2902.692430 = -43581.365627 nChanged 26 SP:Iteration 2F (63064.300000 sec): 3 clusters Score: Raw -46705.762771 + Penalty 2902.692430 = -43803.070341 nChanged 15 SP:Iteration 3Q (63064.300000 sec): 3 clusters Score: Raw -46792.498535 + Penalty 2902.692430 = -43889.806105 nChanged 11 SP:Iteration 4Q (63064.310000 sec): 3 clusters Score: Raw -46893.847892 + Penalty 2902.692430 = -43991.155462 nChanged 5 SP:Iteration 5Q (63064.310000 sec): 3 clusters Score: Raw -46937.935481 + Penalty 2902.692430 = -44035.243051 nChanged 2 SP:Iteration 6Q (63064.310000 sec): 3 clusters Score: Raw -46946.952790 + Penalty 2902.692430 = -44044.260360 nChanged 1 SP:Iteration 7Q (63064.310000 sec): 3 clusters Score: Raw -46956.315827 + Penalty 2902.692430 = -44053.623397 nChanged 1 SP:Iteration 8Q (63064.310000 sec): 3 clusters Score: Raw -46961.072321 + Penalty 2902.692430 = -44058.379891 nChanged 0 SP:Iteration 9F (63064.310000 sec): 3 clusters Score: Raw -46961.072321 + Penalty 2902.692430 = -44058.379891 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.320000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.320000 sec): 3 clusters Score: Raw -30359.476488 + Penalty 2652.165335 = -27707.311153 nChanged 10 SP:Iteration 1Q (63064.320000 sec): 3 clusters Score: Raw -30424.840509 + Penalty 2652.165335 = -27772.675174 nChanged 5 SP:Iteration 2Q (63064.320000 sec): 3 clusters Score: Raw -30460.282947 + Penalty 2652.165335 = -27808.117611 nChanged 4 SP:Iteration 3Q (63064.320000 sec): 3 clusters Score: Raw -30475.575853 + Penalty 2652.165335 = -27823.410518 nChanged 1 SP:Iteration 4Q (63064.320000 sec): 3 clusters Score: Raw -30479.257383 + Penalty 2652.165335 = -27827.092048 nChanged 1 SP:Iteration 5Q (63064.320000 sec): 3 clusters Score: Raw -30490.251057 + Penalty 2652.165335 = -27838.085721 nChanged 0 SP:Iteration 6F (63064.320000 sec): 3 clusters Score: Raw -30490.251057 + Penalty 2652.165335 = -27838.085721 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.330000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.330000 sec): 3 clusters Score: Raw -40415.905700 + Penalty 2758.098089 = -37657.807611 nChanged 21 SP:Iteration 1F (63064.330000 sec): 3 clusters Score: Raw -40498.186884 + Penalty 2758.098089 = -37740.088795 nChanged 8 SP:Iteration 2Q (63064.330000 sec): 3 clusters Score: Raw -40523.901866 + Penalty 2758.098089 = -37765.803777 nChanged 4 SP:Iteration 3Q (63064.330000 sec): 3 clusters Score: Raw -40539.673583 + Penalty 2758.098089 = -37781.575494 nChanged 3 SP:Iteration 4Q (63064.330000 sec): 3 clusters Score: Raw -40554.706128 + Penalty 2758.098089 = -37796.608039 nChanged 1 SP:Iteration 5Q (63064.330000 sec): 3 clusters Score: Raw -40557.109656 + Penalty 2758.098089 = -37799.011567 nChanged 0 SP:Iteration 6F (63064.340000 sec): 3 clusters Score: Raw -40557.109656 + Penalty 2758.098089 = -37799.011567 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.340000 sec): 2 clusters Score: Raw -111024.098263 + Penalty 1620.739835 = -109403.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.350000 sec): 3 clusters Score: Raw -110941.416350 + Penalty 3241.479670 = -107699.936679 nChanged 140 SP:Iteration 1F (63064.350000 sec): 3 clusters Score: Raw -111147.454017 + Penalty 3241.479670 = -107905.974347 nChanged 28 SP:Iteration 2Q (63064.350000 sec): 3 clusters Score: Raw -111200.422797 + Penalty 3241.479670 = -107958.943126 nChanged 17 SP:Iteration 3Q (63064.350000 sec): 3 clusters Score: Raw -111232.380633 + Penalty 3241.479670 = -107990.900962 nChanged 16 SP:Iteration 4Q (63064.360000 sec): 3 clusters Score: Raw -111260.119192 + Penalty 3241.479670 = -108018.639522 nChanged 7 SP:Iteration 5Q (63064.360000 sec): 3 clusters Score: Raw -111284.216678 + Penalty 3241.479670 = -108042.737007 nChanged 7 SP:Iteration 6Q (63064.360000 sec): 3 clusters Score: Raw -111308.945473 + Penalty 3241.479670 = -108067.465803 nChanged 4 SP:Iteration 7Q (63064.370000 sec): 3 clusters Score: Raw -111325.267184 + Penalty 3241.479670 = -108083.787513 nChanged 7 SP:Iteration 8Q (63064.370000 sec): 3 clusters Score: Raw -111340.402387 + Penalty 3241.479670 = -108098.922717 nChanged 10 SP:Iteration 9Q (63064.370000 sec): 3 clusters Score: Raw -111354.409692 + Penalty 3241.479670 = -108112.930022 nChanged 1 SP:Iteration 10Q (63064.370000 sec): 3 clusters Score: Raw -111356.184354 + Penalty 3241.479670 = -108114.704684 nChanged 0 SP:Iteration 11F (63064.370000 sec): 3 clusters Score: Raw -111356.184354 + Penalty 3241.479670 = -108114.704684 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.380000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.380000 sec): 3 clusters Score: Raw -36880.875190 + Penalty 2748.466718 = -34132.408471 nChanged 44 SP:Iteration 1F (63064.380000 sec): 3 clusters Score: Raw -37460.519300 + Penalty 2748.466718 = -34712.052582 nChanged 30 SP:Iteration 2F (63064.390000 sec): 3 clusters Score: Raw -37718.126497 + Penalty 2748.466718 = -34969.659778 nChanged 9 SP:Iteration 3Q (63064.390000 sec): 3 clusters Score: Raw -37772.157978 + Penalty 2748.466718 = -35023.691260 nChanged 4 SP:Iteration 4Q (63064.390000 sec): 3 clusters Score: Raw -37802.395346 + Penalty 2748.466718 = -35053.928628 nChanged 0 SP:Iteration 5F (63064.390000 sec): 3 clusters Score: Raw -37802.395346 + Penalty 2748.466718 = -35053.928628 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.390000 sec): 2 clusters Score: Raw -24321.455760 + Penalty 1264.766874 = -23056.688886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.390000 sec): 3 clusters Score: Raw -24711.050577 + Penalty 2529.533748 = -22181.516828 nChanged 31 SP:Iteration 1F (63064.390000 sec): 3 clusters Score: Raw -24873.431168 + Penalty 2529.533748 = -22343.897419 nChanged 14 SP:Iteration 2F (63064.390000 sec): 3 clusters Score: Raw -24993.084718 + Penalty 2529.533748 = -22463.550970 nChanged 5 SP:Iteration 3Q (63064.390000 sec): 3 clusters Score: Raw -25026.977757 + Penalty 2529.533748 = -22497.444008 nChanged 4 SP:Iteration 4Q (63064.400000 sec): 3 clusters Score: Raw -25096.349377 + Penalty 2529.533748 = -22566.815629 nChanged 2 SP:Iteration 5Q (63064.400000 sec): 3 clusters Score: Raw -25131.295463 + Penalty 2529.533748 = -22601.761715 nChanged 0 SP:Iteration 6F (63064.400000 sec): 3 clusters Score: Raw -25131.295463 + Penalty 2529.533748 = -22601.761715 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.410000 sec): 2 clusters Score: Raw -65363.765123 + Penalty 1504.969546 = -63858.795577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.410000 sec): 3 clusters Score: Raw -65444.085739 + Penalty 3009.939092 = -62434.146647 nChanged 84 SP:Iteration 1F (63064.410000 sec): 3 clusters Score: Raw -65632.296052 + Penalty 3009.939092 = -62622.356960 nChanged 30 SP:Iteration 2F (63064.410000 sec): 3 clusters Score: Raw -65719.264019 + Penalty 3009.939092 = -62709.324928 nChanged 23 SP:Iteration 3F (63064.410000 sec): 3 clusters Score: Raw -65808.318662 + Penalty 3009.939092 = -62798.379570 nChanged 17 SP:Iteration 4Q (63064.410000 sec): 3 clusters Score: Raw -65934.156685 + Penalty 3009.939092 = -62924.217593 nChanged 16 SP:Iteration 5Q (63064.410000 sec): 3 clusters Score: Raw -66015.203352 + Penalty 3009.939092 = -63005.264260 nChanged 14 SP:Iteration 6Q (63064.420000 sec): 3 clusters Score: Raw -66085.424864 + Penalty 3009.939092 = -63075.485772 nChanged 16 SP:Iteration 7Q (63064.420000 sec): 3 clusters Score: Raw -66187.338781 + Penalty 3009.939092 = -63177.399689 nChanged 16 SP:Iteration 8Q (63064.420000 sec): 3 clusters Score: Raw -66329.364568 + Penalty 3009.939092 = -63319.425476 nChanged 21 SP:Iteration 9Q (63064.420000 sec): 3 clusters Score: Raw -66587.736548 + Penalty 3009.939092 = -63577.797456 nChanged 19 SP:Iteration 10Q (63064.420000 sec): 3 clusters Score: Raw -66753.988294 + Penalty 3009.939092 = -63744.049202 nChanged 15 SP:Iteration 11Q (63064.420000 sec): 3 clusters Score: Raw -66927.539844 + Penalty 3009.939092 = -63917.600752 nChanged 8 SP:Iteration 12Q (63064.430000 sec): 3 clusters Score: Raw -66964.290175 + Penalty 3009.939092 = -63954.351084 nChanged 0 SP:Iteration 13F (63064.430000 sec): 3 clusters Score: Raw -66967.213520 + Penalty 3009.939092 = -63957.274429 nChanged 2 SP:Iteration 14Q (63064.430000 sec): 3 clusters Score: Raw -66996.165780 + Penalty 3009.939092 = -63986.226688 nChanged 1 SP:Iteration 15Q (63064.430000 sec): 3 clusters Score: Raw -67021.256622 + Penalty 3009.939092 = -64011.317530 nChanged 2 SP:Iteration 16Q (63064.430000 sec): 3 clusters Score: Raw -67052.011318 + Penalty 3009.939092 = -64042.072226 nChanged 3 SP:Iteration 17Q (63064.430000 sec): 3 clusters Score: Raw -67082.160282 + Penalty 3009.939092 = -64072.221190 nChanged 0 SP:Iteration 18F (63064.430000 sec): 3 clusters Score: Raw -67082.160282 + Penalty 3009.939092 = -64072.221190 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 78. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.450000 sec): 2 clusters Score: Raw -58459.738763 + Penalty 1467.885676 = -56991.853087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.450000 sec): 3 clusters Score: Raw -58581.233132 + Penalty 2935.771352 = -55645.461780 nChanged 56 SP:Iteration 1F (63064.450000 sec): 3 clusters Score: Raw -58741.485089 + Penalty 2935.771352 = -55805.713738 nChanged 18 SP:Iteration 2Q (63064.450000 sec): 3 clusters Score: Raw -58801.005645 + Penalty 2935.771352 = -55865.234294 nChanged 6 SP:Iteration 3Q (63064.450000 sec): 3 clusters Score: Raw -58823.821833 + Penalty 2935.771352 = -55888.050481 nChanged 7 SP:Iteration 4Q (63064.460000 sec): 3 clusters Score: Raw -58839.040105 + Penalty 2935.771352 = -55903.268753 nChanged 5 SP:Iteration 5Q (63064.460000 sec): 3 clusters Score: Raw -58859.052371 + Penalty 2935.771352 = -55923.281020 nChanged 5 SP:Iteration 6Q (63064.460000 sec): 3 clusters Score: Raw -58873.110687 + Penalty 2935.771352 = -55937.339335 nChanged 1 SP:Iteration 7Q (63064.460000 sec): 3 clusters Score: Raw -58874.776660 + Penalty 2935.771352 = -55939.005308 nChanged 0 SP:Iteration 8F (63064.460000 sec): 3 clusters Score: Raw -58874.776660 + Penalty 2935.771352 = -55939.005308 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.470000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.470000 sec): 3 clusters Score: Raw -20577.846234 + Penalty 2732.656615 = -17845.189619 nChanged 54 SP:Iteration 1F (63064.470000 sec): 3 clusters Score: Raw -20817.392290 + Penalty 2732.656615 = -18084.735675 nChanged 22 SP:Iteration 2F (63064.470000 sec): 3 clusters Score: Raw -20942.447068 + Penalty 2732.656615 = -18209.790453 nChanged 7 SP:Iteration 3Q (63064.470000 sec): 3 clusters Score: Raw -20985.617970 + Penalty 2732.656615 = -18252.961355 nChanged 5 SP:Iteration 4Q (63064.470000 sec): 3 clusters Score: Raw -21023.020727 + Penalty 2732.656615 = -18290.364112 nChanged 2 SP:Iteration 5Q (63064.470000 sec): 3 clusters Score: Raw -21026.834432 + Penalty 2732.656615 = -18294.177817 nChanged 2 SP:Iteration 6Q (63064.470000 sec): 3 clusters Score: Raw -21034.439251 + Penalty 2732.656615 = -18301.782636 nChanged 3 SP:Iteration 7Q (63064.470000 sec): 3 clusters Score: Raw -21049.334133 + Penalty 2732.656615 = -18316.677518 nChanged 1 SP:Iteration 8Q (63064.480000 sec): 3 clusters Score: Raw -21050.856435 + Penalty 2732.656615 = -18318.199821 nChanged 1 SP:Iteration 9Q (63064.480000 sec): 3 clusters Score: Raw -21053.813883 + Penalty 2732.656615 = -18321.157269 nChanged 0 SP:Iteration 10F (63064.480000 sec): 3 clusters Score: Raw -21053.813883 + Penalty 2732.656615 = -18321.157269 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.480000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.480000 sec): 3 clusters Score: Raw -14057.136045 + Penalty 2461.570937 = -11595.565109 nChanged 13 SP:Iteration 1F (63064.490000 sec): 3 clusters Score: Raw -14158.641236 + Penalty 2461.570937 = -11697.070300 nChanged 3 SP:Iteration 2Q (63064.490000 sec): 3 clusters Score: Raw -14180.981058 + Penalty 2461.570937 = -11719.410121 nChanged 1 SP:Iteration 3Q (63064.490000 sec): 3 clusters Score: Raw -14189.484090 + Penalty 2461.570937 = -11727.913153 nChanged 0 SP:Iteration 4F (63064.490000 sec): 3 clusters Score: Raw -14189.484090 + Penalty 2461.570937 = -11727.913153 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.490000 sec): 2 clusters Score: Raw -73999.157331 + Penalty 1551.901562 = -72447.255769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.490000 sec): 3 clusters Score: Raw -74072.198243 + Penalty 3103.803124 = -70968.395119 nChanged 108 SP:Iteration 1F (63064.500000 sec): 3 clusters Score: Raw -74279.239942 + Penalty 3103.803124 = -71175.436818 nChanged 23 SP:Iteration 2Q (63064.500000 sec): 3 clusters Score: Raw -74339.856149 + Penalty 3103.803124 = -71236.053025 nChanged 19 SP:Iteration 3Q (63064.500000 sec): 3 clusters Score: Raw -74390.715932 + Penalty 3103.803124 = -71286.912809 nChanged 10 SP:Iteration 4Q (63064.500000 sec): 3 clusters Score: Raw -74412.668335 + Penalty 3103.803124 = -71308.865211 nChanged 10 SP:Iteration 5Q (63064.510000 sec): 3 clusters Score: Raw -74440.087765 + Penalty 3103.803124 = -71336.284642 nChanged 8 SP:Iteration 6Q (63064.510000 sec): 3 clusters Score: Raw -74462.842612 + Penalty 3103.803124 = -71359.039489 nChanged 2 SP:Iteration 7Q (63064.510000 sec): 3 clusters Score: Raw -74465.901023 + Penalty 3103.803124 = -71362.097899 nChanged 2 SP:Iteration 8Q (63064.510000 sec): 3 clusters Score: Raw -74467.321522 + Penalty 3103.803124 = -71363.518399 nChanged 1 SP:Iteration 9Q (63064.510000 sec): 3 clusters Score: Raw -74468.037815 + Penalty 3103.803124 = -71364.234692 nChanged 0 SP:Iteration 10F (63064.510000 sec): 3 clusters Score: Raw -74469.602711 + Penalty 3103.803124 = -71365.799587 nChanged 1 SP:Iteration 11Q (63064.520000 sec): 3 clusters Score: Raw -74498.085680 + Penalty 3103.803124 = -71394.282557 nChanged 6 SP:Iteration 12Q (63064.520000 sec): 3 clusters Score: Raw -74506.903521 + Penalty 3103.803124 = -71403.100398 nChanged 2 SP:Iteration 13Q (63064.520000 sec): 3 clusters Score: Raw -74509.834228 + Penalty 3103.803124 = -71406.031105 nChanged 3 SP:Iteration 14Q (63064.520000 sec): 3 clusters Score: Raw -74513.944625 + Penalty 3103.803124 = -71410.141501 nChanged 0 SP:Iteration 15F (63064.530000 sec): 3 clusters Score: Raw -74513.944625 + Penalty 3103.803124 = -71410.141501 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.530000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.530000 sec): 3 clusters Score: Raw -37274.851729 + Penalty 2716.325922 = -34558.525807 nChanged 24 SP:Iteration 1F (63064.530000 sec): 3 clusters Score: Raw -37408.483233 + Penalty 2716.325922 = -34692.157311 nChanged 7 SP:Iteration 2Q (63064.530000 sec): 3 clusters Score: Raw -37460.114974 + Penalty 2716.325922 = -34743.789053 nChanged 1 SP:Iteration 3Q (63064.530000 sec): 3 clusters Score: Raw -37462.277752 + Penalty 2716.325922 = -34745.951830 nChanged 0 SP:Iteration 4F (63064.540000 sec): 3 clusters Score: Raw -37462.277752 + Penalty 2716.325922 = -34745.951830 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.540000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.540000 sec): 3 clusters Score: Raw -19307.496732 + Penalty 2553.157260 = -16754.339471 nChanged 19 SP:Iteration 1F (63064.540000 sec): 3 clusters Score: Raw -19420.861367 + Penalty 2553.157260 = -16867.704107 nChanged 9 SP:Iteration 2F (63064.540000 sec): 3 clusters Score: Raw -19521.668098 + Penalty 2553.157260 = -16968.510837 nChanged 4 SP:Iteration 3Q (63064.550000 sec): 3 clusters Score: Raw -19577.401062 + Penalty 2553.157260 = -17024.243802 nChanged 1 SP:Iteration 4Q (63064.550000 sec): 3 clusters Score: Raw -19582.862310 + Penalty 2553.157260 = -17029.705049 nChanged 0 SP:Iteration 5F (63064.550000 sec): 3 clusters Score: Raw -19582.862310 + Penalty 2553.157260 = -17029.705049 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.550000 sec): 2 clusters Score: Raw -28340.352010 + Penalty 1377.133977 = -26963.218033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.550000 sec): 3 clusters Score: Raw -28601.910834 + Penalty 2754.267954 = -25847.642880 nChanged 40 SP:Iteration 1F (63064.550000 sec): 3 clusters Score: Raw -28747.215259 + Penalty 2754.267954 = -25992.947305 nChanged 8 SP:Iteration 2Q (63064.550000 sec): 3 clusters Score: Raw -28773.248688 + Penalty 2754.267954 = -26018.980734 nChanged 5 SP:Iteration 3Q (63064.550000 sec): 3 clusters Score: Raw -28784.254210 + Penalty 2754.267954 = -26029.986256 nChanged 5 SP:Iteration 4Q (63064.560000 sec): 3 clusters Score: Raw -28838.763524 + Penalty 2754.267954 = -26084.495570 nChanged 1 SP:Iteration 5Q (63064.560000 sec): 3 clusters Score: Raw -28840.244283 + Penalty 2754.267954 = -26085.976329 nChanged 0 SP:Iteration 6F (63064.560000 sec): 3 clusters Score: Raw -28840.244283 + Penalty 2754.267954 = -26085.976329 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.570000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.570000 sec): 3 clusters Score: Raw -27774.893296 + Penalty 2622.980447 = -25151.912849 nChanged 22 SP:Iteration 1F (63064.570000 sec): 3 clusters Score: Raw -27900.449200 + Penalty 2622.980447 = -25277.468752 nChanged 5 SP:Iteration 2Q (63064.570000 sec): 3 clusters Score: Raw -27922.402330 + Penalty 2622.980447 = -25299.421883 nChanged 2 SP:Iteration 3Q (63064.570000 sec): 3 clusters Score: Raw -27932.900071 + Penalty 2622.980447 = -25309.919624 nChanged 1 SP:Iteration 4Q (63064.570000 sec): 3 clusters Score: Raw -27939.414880 + Penalty 2622.980447 = -25316.434433 nChanged 0 SP:Iteration 5F (63064.570000 sec): 3 clusters Score: Raw -27939.414880 + Penalty 2622.980447 = -25316.434433 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.580000 sec): 2 clusters Score: Raw -137542.243821 + Penalty 1692.444670 = -135849.799151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.580000 sec): 3 clusters Score: Raw -137420.769606 + Penalty 3384.889340 = -134035.880266 nChanged 246 SP:Iteration 1F (63064.590000 sec): 3 clusters Score: Raw -137823.683715 + Penalty 3384.889340 = -134438.794375 nChanged 89 SP:Iteration 2F (63064.590000 sec): 3 clusters Score: Raw -138018.741275 + Penalty 3384.889340 = -134633.851935 nChanged 61 SP:Iteration 3F (63064.590000 sec): 3 clusters Score: Raw -138160.631881 + Penalty 3384.889340 = -134775.742540 nChanged 40 SP:Iteration 4Q (63064.590000 sec): 3 clusters Score: Raw -138281.567307 + Penalty 3384.889340 = -134896.677966 nChanged 31 SP:Iteration 5Q (63064.600000 sec): 3 clusters Score: Raw -138371.513378 + Penalty 3384.889340 = -134986.624038 nChanged 33 SP:Iteration 6Q (63064.600000 sec): 3 clusters Score: Raw -138443.901017 + Penalty 3384.889340 = -135059.011676 nChanged 22 SP:Iteration 7Q (63064.610000 sec): 3 clusters Score: Raw -138521.075759 + Penalty 3384.889340 = -135136.186419 nChanged 13 SP:Iteration 8Q (63064.610000 sec): 3 clusters Score: Raw -138540.477214 + Penalty 3384.889340 = -135155.587874 nChanged 8 SP:Iteration 9Q (63064.610000 sec): 3 clusters Score: Raw -138555.917687 + Penalty 3384.889340 = -135171.028346 nChanged 6 SP:Iteration 10Q (63064.610000 sec): 3 clusters Score: Raw -138567.514006 + Penalty 3384.889340 = -135182.624666 nChanged 8 SP:Iteration 11Q (63064.620000 sec): 3 clusters Score: Raw -138580.783183 + Penalty 3384.889340 = -135195.893842 nChanged 6 SP:Iteration 12Q (63064.620000 sec): 3 clusters Score: Raw -138595.706999 + Penalty 3384.889340 = -135210.817658 nChanged 6 SP:Iteration 13Q (63064.630000 sec): 3 clusters Score: Raw -138599.406475 + Penalty 3384.889340 = -135214.517135 nChanged 2 SP:Iteration 14Q (63064.630000 sec): 3 clusters Score: Raw -138601.127907 + Penalty 3384.889340 = -135216.238566 nChanged 1 SP:Iteration 15Q (63064.630000 sec): 3 clusters Score: Raw -138604.177544 + Penalty 3384.889340 = -135219.288204 nChanged 2 SP:Iteration 16Q (63064.630000 sec): 3 clusters Score: Raw -138611.555632 + Penalty 3384.889340 = -135226.666292 nChanged 4 SP:Iteration 17Q (63064.640000 sec): 3 clusters Score: Raw -138618.139311 + Penalty 3384.889340 = -135233.249971 nChanged 5 SP:Iteration 18Q (63064.640000 sec): 3 clusters Score: Raw -138623.781495 + Penalty 3384.889340 = -135238.892155 nChanged 5 SP:Iteration 19Q (63064.640000 sec): 3 clusters Score: Raw -138637.669484 + Penalty 3384.889340 = -135252.780144 nChanged 6 SP:Iteration 20F (63064.650000 sec): 3 clusters Score: Raw -138648.660981 + Penalty 3384.889340 = -135263.771641 nChanged 3 SP:Iteration 21Q (63064.650000 sec): 3 clusters Score: Raw -138653.708058 + Penalty 3384.889340 = -135268.818717 nChanged 5 SP:Iteration 22Q (63064.650000 sec): 3 clusters Score: Raw -138671.634751 + Penalty 3384.889340 = -135286.745411 nChanged 6 SP:Iteration 23Q (63064.660000 sec): 3 clusters Score: Raw -138687.847986 + Penalty 3384.889340 = -135302.958645 nChanged 9 SP:Iteration 24Q (63064.660000 sec): 3 clusters Score: Raw -138701.736753 + Penalty 3384.889340 = -135316.847413 nChanged 4 SP:Iteration 25Q (63064.660000 sec): 3 clusters Score: Raw -138704.133337 + Penalty 3384.889340 = -135319.243997 nChanged 1 SP:Iteration 26Q (63064.670000 sec): 3 clusters Score: Raw -138706.458388 + Penalty 3384.889340 = -135321.569047 nChanged 1 SP:Iteration 27Q (63064.670000 sec): 3 clusters Score: Raw -138708.004264 + Penalty 3384.889340 = -135323.114924 nChanged 2 SP:Iteration 28Q (63064.670000 sec): 3 clusters Score: Raw -138709.623585 + Penalty 3384.889340 = -135324.734244 nChanged 0 SP:Iteration 29F (63064.680000 sec): 3 clusters Score: Raw -138709.623585 + Penalty 3384.889340 = -135324.734244 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.680000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.680000 sec): 3 clusters Score: Raw -28989.901347 + Penalty 2615.407781 = -26374.493566 nChanged 13 SP:Iteration 1F (63064.680000 sec): 3 clusters Score: Raw -29078.789509 + Penalty 2615.407781 = -26463.381728 nChanged 5 SP:Iteration 2Q (63064.690000 sec): 3 clusters Score: Raw -29127.537449 + Penalty 2615.407781 = -26512.129668 nChanged 2 SP:Iteration 3Q (63064.690000 sec): 3 clusters Score: Raw -29180.541904 + Penalty 2615.407781 = -26565.134123 nChanged 1 SP:Iteration 4Q (63064.690000 sec): 3 clusters Score: Raw -29186.750439 + Penalty 2615.407781 = -26571.342658 nChanged 2 SP:Iteration 5Q (63064.690000 sec): 3 clusters Score: Raw -29203.130185 + Penalty 2615.407781 = -26587.722404 nChanged 0 SP:Iteration 6F (63064.690000 sec): 3 clusters Score: Raw -29203.130185 + Penalty 2615.407781 = -26587.722404 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.690000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.690000 sec): 3 clusters Score: Raw -20267.700396 + Penalty 2556.032631 = -17711.667765 nChanged 30 SP:Iteration 1F (63064.690000 sec): 3 clusters Score: Raw -20480.169935 + Penalty 2556.032631 = -17924.137304 nChanged 8 SP:Iteration 2Q (63064.690000 sec): 3 clusters Score: Raw -20532.583451 + Penalty 2556.032631 = -17976.550820 nChanged 3 SP:Iteration 3Q (63064.690000 sec): 3 clusters Score: Raw -20591.158377 + Penalty 2556.032631 = -18035.125746 nChanged 0 SP:Iteration 4F (63064.700000 sec): 3 clusters Score: Raw -20591.158377 + Penalty 2556.032631 = -18035.125746 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.700000 sec): 2 clusters Score: Raw -128081.991603 + Penalty 1643.097307 = -126438.894295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.710000 sec): 3 clusters Score: Raw -128011.814785 + Penalty 3286.194615 = -124725.620170 nChanged 181 SP:Iteration 1F (63064.710000 sec): 3 clusters Score: Raw -128288.066626 + Penalty 3286.194615 = -125001.872012 nChanged 49 SP:Iteration 2F (63064.710000 sec): 3 clusters Score: Raw -128398.264405 + Penalty 3286.194615 = -125112.069790 nChanged 29 SP:Iteration 3Q (63064.710000 sec): 3 clusters Score: Raw -128451.713275 + Penalty 3286.194615 = -125165.518661 nChanged 20 SP:Iteration 4Q (63064.720000 sec): 3 clusters Score: Raw -128488.295116 + Penalty 3286.194615 = -125202.100502 nChanged 14 SP:Iteration 5Q (63064.720000 sec): 3 clusters Score: Raw -128514.097241 + Penalty 3286.194615 = -125227.902627 nChanged 11 SP:Iteration 6Q (63064.730000 sec): 3 clusters Score: Raw -128529.683594 + Penalty 3286.194615 = -125243.488980 nChanged 12 SP:Iteration 7Q (63064.730000 sec): 3 clusters Score: Raw -128547.553117 + Penalty 3286.194615 = -125261.358503 nChanged 9 SP:Iteration 8Q (63064.730000 sec): 3 clusters Score: Raw -128563.203010 + Penalty 3286.194615 = -125277.008395 nChanged 11 SP:Iteration 9Q (63064.730000 sec): 3 clusters Score: Raw -128578.236864 + Penalty 3286.194615 = -125292.042249 nChanged 11 SP:Iteration 10Q (63064.730000 sec): 3 clusters Score: Raw -128592.220672 + Penalty 3286.194615 = -125306.026058 nChanged 7 SP:Iteration 11Q (63064.740000 sec): 3 clusters Score: Raw -128605.606344 + Penalty 3286.194615 = -125319.411730 nChanged 9 SP:Iteration 12Q (63064.740000 sec): 3 clusters Score: Raw -128622.247951 + Penalty 3286.194615 = -125336.053336 nChanged 9 SP:Iteration 13Q (63064.750000 sec): 3 clusters Score: Raw -128638.642844 + Penalty 3286.194615 = -125352.448230 nChanged 10 SP:Iteration 14Q (63064.750000 sec): 3 clusters Score: Raw -128652.546700 + Penalty 3286.194615 = -125366.352085 nChanged 5 SP:Iteration 15Q (63064.750000 sec): 3 clusters Score: Raw -128659.520673 + Penalty 3286.194615 = -125373.326059 nChanged 4 SP:Iteration 16Q (63064.750000 sec): 3 clusters Score: Raw -128663.300069 + Penalty 3286.194615 = -125377.105454 nChanged 3 SP:Iteration 17Q (63064.750000 sec): 3 clusters Score: Raw -128671.377236 + Penalty 3286.194615 = -125385.182621 nChanged 2 SP:Iteration 18Q (63064.760000 sec): 3 clusters Score: Raw -128674.585727 + Penalty 3286.194615 = -125388.391113 nChanged 0 SP:Iteration 19F (63064.760000 sec): 3 clusters Score: Raw -128674.585727 + Penalty 3286.194615 = -125388.391113 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.770000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.770000 sec): 3 clusters Score: Raw -41205.252632 + Penalty 2808.828398 = -38396.424234 nChanged 31 SP:Iteration 1F (63064.770000 sec): 3 clusters Score: Raw -41304.898600 + Penalty 2808.828398 = -38496.070201 nChanged 8 SP:Iteration 2Q (63064.770000 sec): 3 clusters Score: Raw -41348.622473 + Penalty 2808.828398 = -38539.794075 nChanged 7 SP:Iteration 3Q (63064.770000 sec): 3 clusters Score: Raw -41381.828094 + Penalty 2808.828398 = -38572.999696 nChanged 5 SP:Iteration 4Q (63064.770000 sec): 3 clusters Score: Raw -41405.846942 + Penalty 2808.828398 = -38597.018544 nChanged 3 SP:Iteration 5Q (63064.770000 sec): 3 clusters Score: Raw -41422.095453 + Penalty 2808.828398 = -38613.267055 nChanged 0 SP:Iteration 6F (63064.770000 sec): 3 clusters Score: Raw -41422.095453 + Penalty 2808.828398 = -38613.267055 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.780000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.780000 sec): 3 clusters Score: Raw -79309.233786 + Penalty 3132.417569 = -76176.816217 nChanged 91 SP:Iteration 1F (63064.790000 sec): 3 clusters Score: Raw -79519.863000 + Penalty 3132.417569 = -76387.445431 nChanged 35 SP:Iteration 2F (63064.790000 sec): 3 clusters Score: Raw -79616.198713 + Penalty 3132.417569 = -76483.781145 nChanged 12 SP:Iteration 3Q (63064.790000 sec): 3 clusters Score: Raw -79649.283259 + Penalty 3132.417569 = -76516.865691 nChanged 11 SP:Iteration 4Q (63064.790000 sec): 3 clusters Score: Raw -79681.303379 + Penalty 3132.417569 = -76548.885810 nChanged 11 SP:Iteration 5Q (63064.790000 sec): 3 clusters Score: Raw -79714.969915 + Penalty 3132.417569 = -76582.552346 nChanged 6 SP:Iteration 6Q (63064.800000 sec): 3 clusters Score: Raw -79735.298749 + Penalty 3132.417569 = -76602.881181 nChanged 9 SP:Iteration 7Q (63064.800000 sec): 3 clusters Score: Raw -79748.660898 + Penalty 3132.417569 = -76616.243329 nChanged 3 SP:Iteration 8Q (63064.800000 sec): 3 clusters Score: Raw -79756.034659 + Penalty 3132.417569 = -76623.617090 nChanged 2 SP:Iteration 9Q (63064.800000 sec): 3 clusters Score: Raw -79757.681862 + Penalty 3132.417569 = -76625.264293 nChanged 0 SP:Iteration 10F (63064.810000 sec): 3 clusters Score: Raw -79757.681862 + Penalty 3132.417569 = -76625.264293 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.810000 sec): 2 clusters Score: Raw -12210.871802 + Penalty 1170.187720 = -11040.684081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.810000 sec): 3 clusters Score: Raw -12567.848426 + Penalty 2340.375440 = -10227.472986 nChanged 3 SP:Iteration 1Q (63064.810000 sec): 3 clusters Score: Raw -12589.610201 + Penalty 2340.375440 = -10249.234761 nChanged 0 SP:Iteration 2F (63064.810000 sec): 3 clusters Score: Raw -12589.610201 + Penalty 2340.375440 = -10249.234761 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.820000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.820000 sec): 3 clusters Score: Raw -25773.061702 + Penalty 2637.787517 = -23135.274185 nChanged 14 SP:Iteration 1F (63064.820000 sec): 3 clusters Score: Raw -25921.112264 + Penalty 2637.787517 = -23283.324747 nChanged 14 SP:Iteration 2F (63064.820000 sec): 3 clusters Score: Raw -25988.518824 + Penalty 2637.787517 = -23350.731307 nChanged 7 SP:Iteration 3Q (63064.820000 sec): 3 clusters Score: Raw -26040.573043 + Penalty 2637.787517 = -23402.785527 nChanged 2 SP:Iteration 4Q (63064.820000 sec): 3 clusters Score: Raw -26054.652796 + Penalty 2637.787517 = -23416.865279 nChanged 1 SP:Iteration 5Q (63064.820000 sec): 3 clusters Score: Raw -26058.988106 + Penalty 2637.787517 = -23421.200589 nChanged 0 SP:Iteration 6F (63064.820000 sec): 3 clusters Score: Raw -26058.988106 + Penalty 2637.787517 = -23421.200589 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.830000 sec): 2 clusters Score: Raw -43696.659180 + Penalty 1469.877654 = -42226.781525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.830000 sec): 3 clusters Score: Raw -43873.400869 + Penalty 2939.755309 = -40933.645560 nChanged 58 SP:Iteration 1F (63064.830000 sec): 3 clusters Score: Raw -44004.939281 + Penalty 2939.755309 = -41065.183973 nChanged 16 SP:Iteration 2Q (63064.830000 sec): 3 clusters Score: Raw -44041.881051 + Penalty 2939.755309 = -41102.125742 nChanged 4 SP:Iteration 3Q (63064.830000 sec): 3 clusters Score: Raw -44064.044436 + Penalty 2939.755309 = -41124.289127 nChanged 4 SP:Iteration 4Q (63064.840000 sec): 3 clusters Score: Raw -44069.199260 + Penalty 2939.755309 = -41129.443951 nChanged 2 SP:Iteration 5Q (63064.840000 sec): 3 clusters Score: Raw -44070.216406 + Penalty 2939.755309 = -41130.461097 nChanged 1 SP:Iteration 6Q (63064.840000 sec): 3 clusters Score: Raw -44071.343979 + Penalty 2939.755309 = -41131.588671 nChanged 0 SP:Iteration 7F (63064.840000 sec): 3 clusters Score: Raw -44071.343979 + Penalty 2939.755309 = -41131.588671 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.850000 sec): 2 clusters Score: Raw -48738.275964 + Penalty 1465.204569 = -47273.071395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.850000 sec): 3 clusters Score: Raw -48829.110546 + Penalty 2930.409137 = -45898.701408 nChanged 42 SP:Iteration 1F (63064.850000 sec): 3 clusters Score: Raw -48961.895197 + Penalty 2930.409137 = -46031.486059 nChanged 16 SP:Iteration 2Q (63064.850000 sec): 3 clusters Score: Raw -49015.684158 + Penalty 2930.409137 = -46085.275021 nChanged 9 SP:Iteration 3Q (63064.850000 sec): 3 clusters Score: Raw -49045.587472 + Penalty 2930.409137 = -46115.178334 nChanged 4 SP:Iteration 4Q (63064.850000 sec): 3 clusters Score: Raw -49066.287156 + Penalty 2930.409137 = -46135.878019 nChanged 6 SP:Iteration 5Q (63064.860000 sec): 3 clusters Score: Raw -49086.241441 + Penalty 2930.409137 = -46155.832303 nChanged 3 SP:Iteration 6Q (63064.860000 sec): 3 clusters Score: Raw -49097.124956 + Penalty 2930.409137 = -46166.715818 nChanged 1 SP:Iteration 7Q (63064.860000 sec): 3 clusters Score: Raw -49099.193481 + Penalty 2930.409137 = -46168.784343 nChanged 0 SP:Iteration 8F (63064.860000 sec): 3 clusters Score: Raw -49099.193481 + Penalty 2930.409137 = -46168.784343 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.870000 sec): 2 clusters Score: Raw -36235.628649 + Penalty 1400.070831 = -34835.557819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.870000 sec): 3 clusters Score: Raw -36457.646048 + Penalty 2800.141661 = -33657.504387 nChanged 44 SP:Iteration 1F (63064.870000 sec): 3 clusters Score: Raw -36619.276199 + Penalty 2800.141661 = -33819.134538 nChanged 19 SP:Iteration 2F (63064.870000 sec): 3 clusters Score: Raw -36694.960034 + Penalty 2800.141661 = -33894.818373 nChanged 3 SP:Iteration 3Q (63064.870000 sec): 3 clusters Score: Raw -36710.532231 + Penalty 2800.141661 = -33910.390570 nChanged 3 SP:Iteration 4Q (63064.870000 sec): 3 clusters Score: Raw -36719.695800 + Penalty 2800.141661 = -33919.554139 nChanged 0 SP:Iteration 5F (63064.870000 sec): 3 clusters Score: Raw -36719.695800 + Penalty 2800.141661 = -33919.554139 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.880000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.880000 sec): 3 clusters Score: Raw -71980.331791 + Penalty 3071.411795 = -68908.919996 nChanged 90 SP:Iteration 1F (63064.890000 sec): 3 clusters Score: Raw -72221.991137 + Penalty 3071.411795 = -69150.579342 nChanged 34 SP:Iteration 2F (63064.890000 sec): 3 clusters Score: Raw -72349.402746 + Penalty 3071.411795 = -69277.990951 nChanged 17 SP:Iteration 3Q (63064.890000 sec): 3 clusters Score: Raw -72410.686896 + Penalty 3071.411795 = -69339.275101 nChanged 9 SP:Iteration 4Q (63064.890000 sec): 3 clusters Score: Raw -72432.338945 + Penalty 3071.411795 = -69360.927151 nChanged 3 SP:Iteration 5Q (63064.890000 sec): 3 clusters Score: Raw -72450.530100 + Penalty 3071.411795 = -69379.118305 nChanged 6 SP:Iteration 6Q (63064.890000 sec): 3 clusters Score: Raw -72491.494743 + Penalty 3071.411795 = -69420.082948 nChanged 5 SP:Iteration 7Q (63064.890000 sec): 3 clusters Score: Raw -72507.303928 + Penalty 3071.411795 = -69435.892133 nChanged 5 SP:Iteration 8Q (63064.900000 sec): 3 clusters Score: Raw -72516.738762 + Penalty 3071.411795 = -69445.326967 nChanged 3 SP:Iteration 9Q (63064.900000 sec): 3 clusters Score: Raw -72523.678749 + Penalty 3071.411795 = -69452.266954 nChanged 2 SP:Iteration 10Q (63064.900000 sec): 3 clusters Score: Raw -72528.933965 + Penalty 3071.411795 = -69457.522170 nChanged 0 SP:Iteration 11F (63064.900000 sec): 3 clusters Score: Raw -72528.933965 + Penalty 3071.411795 = -69457.522170 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.910000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.910000 sec): 3 clusters Score: Raw -17905.435676 + Penalty 2529.533748 = -15375.901927 nChanged 19 SP:Iteration 1F (63064.910000 sec): 3 clusters Score: Raw -18060.277155 + Penalty 2529.533748 = -15530.743406 nChanged 11 SP:Iteration 2F (63064.910000 sec): 3 clusters Score: Raw -18161.326042 + Penalty 2529.533748 = -15631.792293 nChanged 2 SP:Iteration 3Q (63064.910000 sec): 3 clusters Score: Raw -18220.805802 + Penalty 2529.533748 = -15691.272053 nChanged 0 SP:Iteration 4F (63064.910000 sec): 3 clusters Score: Raw -18220.805802 + Penalty 2529.533748 = -15691.272053 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.920000 sec): 2 clusters Score: Raw -19579.869843 + Penalty 1253.948960 = -18325.920883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.920000 sec): 3 clusters Score: Raw -19806.175431 + Penalty 2507.897919 = -17298.277512 nChanged 12 SP:Iteration 1F (63064.920000 sec): 3 clusters Score: Raw -19901.870982 + Penalty 2507.897919 = -17393.973062 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.920000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.930000 sec): 3 clusters Score: Raw -28906.015698 + Penalty 2647.418888 = -26258.596810 nChanged 16 SP:Iteration 1F (63064.930000 sec): 3 clusters Score: Raw -28990.463221 + Penalty 2647.418888 = -26343.044333 nChanged 5 SP:Iteration 2Q (63064.930000 sec): 3 clusters Score: Raw -29021.078689 + Penalty 2647.418888 = -26373.659802 nChanged 1 SP:Iteration 3Q (63064.930000 sec): 3 clusters Score: Raw -29026.046837 + Penalty 2647.418888 = -26378.627949 nChanged 1 SP:Iteration 4Q (63064.930000 sec): 3 clusters Score: Raw -29036.015356 + Penalty 2647.418888 = -26388.596469 nChanged 1 SP:Iteration 5Q (63064.930000 sec): 3 clusters Score: Raw -29039.559002 + Penalty 2647.418888 = -26392.140115 nChanged 1 SP:Iteration 6Q (63064.930000 sec): 3 clusters Score: Raw -29044.074360 + Penalty 2647.418888 = -26396.655473 nChanged 1 SP:Iteration 7Q (63064.930000 sec): 3 clusters Score: Raw -29047.530659 + Penalty 2647.418888 = -26400.111771 nChanged 0 SP:Iteration 8F (63064.930000 sec): 3 clusters Score: Raw -29047.530659 + Penalty 2647.418888 = -26400.111771 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.940000 sec): 2 clusters Score: Raw -79460.580280 + Penalty 1528.502071 = -77932.078209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.940000 sec): 3 clusters Score: Raw -79476.749777 + Penalty 3057.004143 = -76419.745634 nChanged 80 SP:Iteration 1F (63064.940000 sec): 3 clusters Score: Raw -79649.478934 + Penalty 3057.004143 = -76592.474791 nChanged 15 SP:Iteration 2Q (63064.940000 sec): 3 clusters Score: Raw -79691.832924 + Penalty 3057.004143 = -76634.828782 nChanged 8 SP:Iteration 3Q (63064.950000 sec): 3 clusters Score: Raw -79714.939627 + Penalty 3057.004143 = -76657.935484 nChanged 7 SP:Iteration 4Q (63064.950000 sec): 3 clusters Score: Raw -79731.731466 + Penalty 3057.004143 = -76674.727324 nChanged 2 SP:Iteration 5Q (63064.950000 sec): 3 clusters Score: Raw -79737.444053 + Penalty 3057.004143 = -76680.439910 nChanged 1 SP:Iteration 6Q (63064.950000 sec): 3 clusters Score: Raw -79738.752564 + Penalty 3057.004143 = -76681.748421 nChanged 0 SP:Iteration 7F (63064.950000 sec): 3 clusters Score: Raw -79738.752564 + Penalty 3057.004143 = -76681.748421 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.960000 sec): 2 clusters Score: Raw -35722.643455 + Penalty 1400.070831 = -34322.572625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.960000 sec): 3 clusters Score: Raw -35861.111858 + Penalty 2800.141661 = -33060.970196 nChanged 37 SP:Iteration 1F (63064.960000 sec): 3 clusters Score: Raw -35979.640355 + Penalty 2800.141661 = -33179.498694 nChanged 11 SP:Iteration 2Q (63064.960000 sec): 3 clusters Score: Raw -36047.344289 + Penalty 2800.141661 = -33247.202628 nChanged 5 SP:Iteration 3Q (63064.960000 sec): 3 clusters Score: Raw -36081.893071 + Penalty 2800.141661 = -33281.751410 nChanged 4 SP:Iteration 4Q (63064.970000 sec): 3 clusters Score: Raw -36099.568925 + Penalty 2800.141661 = -33299.427264 nChanged 1 SP:Iteration 5Q (63064.970000 sec): 3 clusters Score: Raw -36104.835133 + Penalty 2800.141661 = -33304.693472 nChanged 0 SP:Iteration 6F (63064.970000 sec): 3 clusters Score: Raw -36104.835133 + Penalty 2800.141661 = -33304.693472 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.970000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.970000 sec): 3 clusters Score: Raw -26277.449401 + Penalty 2635.350166 = -23642.099235 nChanged 19 SP:Iteration 1F (63064.970000 sec): 3 clusters Score: Raw -26376.743136 + Penalty 2635.350166 = -23741.392971 nChanged 5 SP:Iteration 2Q (63064.970000 sec): 3 clusters Score: Raw -26415.999893 + Penalty 2635.350166 = -23780.649727 nChanged 2 SP:Iteration 3Q (63064.970000 sec): 3 clusters Score: Raw -26427.465315 + Penalty 2635.350166 = -23792.115150 nChanged 0 SP:Iteration 4F (63064.980000 sec): 3 clusters Score: Raw -26427.465315 + Penalty 2635.350166 = -23792.115150 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.980000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.980000 sec): 3 clusters Score: Raw -11886.774697 + Penalty 2237.386315 = -9649.388382 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63064.990000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63064.990000 sec): 3 clusters Score: Raw -50276.408387 + Penalty 2894.066126 = -47382.342262 nChanged 46 SP:Iteration 1F (63064.990000 sec): 3 clusters Score: Raw -50376.066943 + Penalty 2894.066126 = -47482.000817 nChanged 7 SP:Iteration 2Q (63064.990000 sec): 3 clusters Score: Raw -50395.384870 + Penalty 2894.066126 = -47501.318745 nChanged 6 SP:Iteration 3Q (63064.990000 sec): 3 clusters Score: Raw -50410.951815 + Penalty 2894.066126 = -47516.885689 nChanged 2 SP:Iteration 4Q (63064.990000 sec): 3 clusters Score: Raw -50418.854935 + Penalty 2894.066126 = -47524.788809 nChanged 3 SP:Iteration 5Q (63064.990000 sec): 3 clusters Score: Raw -50429.889914 + Penalty 2894.066126 = -47535.823789 nChanged 0 SP:Iteration 6F (63065.000000 sec): 3 clusters Score: Raw -50429.889914 + Penalty 2894.066126 = -47535.823789 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63065.000000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63065.010000 sec): 3 clusters Score: Raw -45475.202331 + Penalty 2865.715552 = -42609.486778 nChanged 34 SP:Iteration 1F (63065.010000 sec): 3 clusters Score: Raw -45633.543368 + Penalty 2865.715552 = -42767.827816 nChanged 20 SP:Iteration 2F (63065.010000 sec): 3 clusters Score: Raw -45708.822773 + Penalty 2865.715552 = -42843.107221 nChanged 9 SP:Iteration 3Q (63065.010000 sec): 3 clusters Score: Raw -45742.601716 + Penalty 2865.715552 = -42876.886164 nChanged 3 SP:Iteration 4Q (63065.010000 sec): 3 clusters Score: Raw -45756.765884 + Penalty 2865.715552 = -42891.050331 nChanged 1 SP:Iteration 5Q (63065.010000 sec): 3 clusters Score: Raw -45761.730438 + Penalty 2865.715552 = -42896.014886 nChanged 1 SP:Iteration 6Q (63065.010000 sec): 3 clusters Score: Raw -45763.682372 + Penalty 2865.715552 = -42897.966820 nChanged 1 SP:Iteration 7Q (63065.010000 sec): 3 clusters Score: Raw -45769.267286 + Penalty 2865.715552 = -42903.551734 nChanged 1 SP:Iteration 8Q (63065.010000 sec): 3 clusters Score: Raw -45774.717331 + Penalty 2865.715552 = -42909.001779 nChanged 0 SP:Iteration 9F (63065.020000 sec): 3 clusters Score: Raw -45774.717331 + Penalty 2865.715552 = -42909.001779 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 77 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63065.020000 sec): 2 clusters Score: Raw -75191.805111 + Penalty 1532.130140 = -73659.674971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63065.030000 sec): 3 clusters Score: Raw -75254.780423 + Penalty 3064.260281 = -72190.520142 nChanged 84 SP:Iteration 1F (63065.030000 sec): 3 clusters Score: Raw -75419.273738 + Penalty 3064.260281 = -72355.013458 nChanged 16 SP:Iteration 2Q (63065.030000 sec): 3 clusters Score: Raw -75464.329065 + Penalty 3064.260281 = -72400.068784 nChanged 8 SP:Iteration 3Q (63065.030000 sec): 3 clusters Score: Raw -75480.917503 + Penalty 3064.260281 = -72416.657222 nChanged 3 SP:Iteration 4Q (63065.030000 sec): 3 clusters Score: Raw -75488.514289 + Penalty 3064.260281 = -72424.254008 nChanged 2 SP:Iteration 5Q (63065.030000 sec): 3 clusters Score: Raw -75490.956291 + Penalty 3064.260281 = -72426.696010 nChanged 1 SP:Iteration 6Q (63065.030000 sec): 3 clusters Score: Raw -75492.223149 + Penalty 3064.260281 = -72427.962869 nChanged 0 SP:Iteration 7F (63065.040000 sec): 3 clusters Score: Raw -75492.223149 + Penalty 3064.260281 = -72427.962869 nChanged 0 Deleting Class 78 (228 points): Lose 3418.751619 but Gain 3620.129790 Iteration 408F (63305.810000 sec): 78 clusters Score: Raw -379180157.591281 + Penalty 278749.993803 = -378901407.597478 nChanged 199 Iteration 409F (63543.400000 sec): 78 clusters Score: Raw -379181062.549745 + Penalty 278749.993803 = -378902312.555942 nChanged 67 Iteration 410Q (63580.280000 sec): 78 clusters Score: Raw -379181312.840627 + Penalty 278749.993803 = -378902562.846824 nChanged 28 Iteration 411Q (63617.360000 sec): 78 clusters Score: Raw -379181385.247899 + Penalty 278749.993803 = -378902635.254096 nChanged 15 Iteration 412Q (63654.400000 sec): 78 clusters Score: Raw -379181396.482646 + Penalty 278749.993803 = -378902646.488843 nChanged 16 Iteration 413Q (63691.470000 sec): 78 clusters Score: Raw -379181399.166492 + Penalty 278749.993803 = -378902649.172689 nChanged 12 Iteration 414Q (63728.510000 sec): 78 clusters Score: Raw -379181399.252331 + Penalty 278749.993803 = -378902649.258528 nChanged 5 Iteration 415Q (63765.590000 sec): 78 clusters Score: Raw -379181399.329469 + Penalty 278749.993803 = -378902649.335666 nChanged 4 Iteration 416Q (63802.660000 sec): 78 clusters Score: Raw -379181399.343040 + Penalty 278749.993803 = -378902649.349237 nChanged 3 Iteration 417Q (63839.730000 sec): 78 clusters Score: Raw -379181399.369517 + Penalty 278749.993803 = -378902649.375714 nChanged 5 Iteration 418Q (63876.790000 sec): 78 clusters Score: Raw -379181399.423718 + Penalty 278749.993803 = -378902649.429915 nChanged 4 Writing temp clu file Because OldScore, -378902649.375714, is greater than current (better) Score,-378902649.429915 Compute initial score before splitting: Score: Raw -379181399.423718 + Penalty 278749.993803 = -378902649.429915 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63877.390000 sec): 2 clusters Score: Raw -12273182.272051 + Penalty 2775.719447 = -12270406.552604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63877.690000 sec): 3 clusters Score: Raw -12227288.082062 + Penalty 5551.438894 = -12221736.643168 nChanged 33983 SP:Iteration 1F (63877.980000 sec): 3 clusters Score: Raw -12246276.198914 + Penalty 5551.438894 = -12240724.760020 nChanged 2612 SP:Iteration 2Q (63878.280000 sec): 3 clusters Score: Raw -12246931.192881 + Penalty 5551.438894 = -12241379.753987 nChanged 2590 SP:Iteration 3Q (63878.590000 sec): 3 clusters Score: Raw -12247676.663738 + Penalty 5551.438894 = -12242125.224844 nChanged 2814 SP:Iteration 4Q (63878.880000 sec): 3 clusters Score: Raw -12248666.399386 + Penalty 5551.438894 = -12243114.960493 nChanged 3134 SP:Iteration 5Q (63879.180000 sec): 3 clusters Score: Raw -12249997.003970 + Penalty 5551.438894 = -12244445.565076 nChanged 3674 SP:Iteration 6F (63879.480000 sec): 3 clusters Score: Raw -12251860.183556 + Penalty 5551.438894 = -12246308.744663 nChanged 4222 SP:Iteration 7F (63879.770000 sec): 3 clusters Score: Raw -12254468.377130 + Penalty 5551.438894 = -12248916.938236 nChanged 4782 SP:Iteration 8F (63880.060000 sec): 3 clusters Score: Raw -12257932.686574 + Penalty 5551.438894 = -12252381.247680 nChanged 5029 SP:Iteration 9F (63880.360000 sec): 3 clusters Score: Raw -12261982.751702 + Penalty 5551.438894 = -12256431.312809 nChanged 4798 SP:Iteration 10F (63880.650000 sec): 3 clusters Score: Raw -12266169.861114 + Penalty 5551.438894 = -12260618.422220 nChanged 3759 SP:Iteration 11F (63880.940000 sec): 3 clusters Score: Raw -12269579.825665 + Penalty 5551.438894 = -12264028.386771 nChanged 2366 SP:Iteration 12Q (63881.200000 sec): 3 clusters Score: Raw -12271693.478302 + Penalty 5551.438894 = -12266142.039408 nChanged 1145 SP:Iteration 13Q (63881.450000 sec): 3 clusters Score: Raw -12272707.113345 + Penalty 5551.438894 = -12267155.674451 nChanged 427 SP:Iteration 14Q (63881.680000 sec): 3 clusters Score: Raw -12273080.381807 + Penalty 5551.438894 = -12267528.942913 nChanged 170 SP:Iteration 15Q (63881.900000 sec): 3 clusters Score: Raw -12273253.337984 + Penalty 5551.438894 = -12267701.899090 nChanged 86 SP:Iteration 16Q (63882.110000 sec): 3 clusters Score: Raw -12273344.236831 + Penalty 5551.438894 = -12267792.797937 nChanged 60 SP:Iteration 17Q (63882.320000 sec): 3 clusters Score: Raw -12273416.939428 + Penalty 5551.438894 = -12267865.500534 nChanged 27 SP:Iteration 18Q (63882.520000 sec): 3 clusters Score: Raw -12273453.223831 + Penalty 5551.438894 = -12267901.784937 nChanged 18 SP:Iteration 19Q (63882.730000 sec): 3 clusters Score: Raw -12273471.798985 + Penalty 5551.438894 = -12267920.360092 nChanged 14 SP:Iteration 20F (63883.020000 sec): 3 clusters Score: Raw -12273486.688207 + Penalty 5551.438894 = -12267935.249313 nChanged 6 SP:Iteration 21Q (63883.220000 sec): 3 clusters Score: Raw -12273491.885052 + Penalty 5551.438894 = -12267940.446159 nChanged 5 SP:Iteration 22Q (63883.430000 sec): 3 clusters Score: Raw -12273496.315064 + Penalty 5551.438894 = -12267944.876170 nChanged 4 SP:Iteration 23Q (63883.630000 sec): 3 clusters Score: Raw -12273498.926516 + Penalty 5551.438894 = -12267947.487622 nChanged 2 SP:Iteration 24Q (63883.840000 sec): 3 clusters Score: Raw -12273500.270167 + Penalty 5551.438894 = -12267948.831273 nChanged 2 SP:Iteration 25Q (63884.040000 sec): 3 clusters Score: Raw -12273502.192457 + Penalty 5551.438894 = -12267950.753563 nChanged 2 SP:Iteration 26Q (63884.240000 sec): 3 clusters Score: Raw -12273504.171292 + Penalty 5551.438894 = -12267952.732399 nChanged 2 SP:Iteration 27Q (63884.450000 sec): 3 clusters Score: Raw -12273505.629135 + Penalty 5551.438894 = -12267954.190241 nChanged 4 SP:Iteration 28Q (63884.650000 sec): 3 clusters Score: Raw -12273508.066532 + Penalty 5551.438894 = -12267956.627638 nChanged 0 SP:Iteration 29F (63884.940000 sec): 3 clusters Score: Raw -12273508.066532 + Penalty 5551.438894 = -12267956.627638 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63884.970000 sec): 2 clusters Score: Raw -55285.623310 + Penalty 1456.982821 = -53828.640489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63884.970000 sec): 3 clusters Score: Raw -55410.734322 + Penalty 2913.965643 = -52496.768679 nChanged 58 SP:Iteration 1F (63884.970000 sec): 3 clusters Score: Raw -55525.089171 + Penalty 2913.965643 = -52611.123528 nChanged 17 SP:Iteration 2Q (63884.980000 sec): 3 clusters Score: Raw -55569.229709 + Penalty 2913.965643 = -52655.264066 nChanged 5 SP:Iteration 3Q (63884.980000 sec): 3 clusters Score: Raw -55580.653442 + Penalty 2913.965643 = -52666.687800 nChanged 1 SP:Iteration 4Q (63884.980000 sec): 3 clusters Score: Raw -55585.094748 + Penalty 2913.965643 = -52671.129105 nChanged 1 SP:Iteration 5Q (63884.980000 sec): 3 clusters Score: Raw -55585.590259 + Penalty 2913.965643 = -52671.624617 nChanged 0 SP:Iteration 6F (63884.980000 sec): 3 clusters Score: Raw -55585.590259 + Penalty 2913.965643 = -52671.624617 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63884.990000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63884.990000 sec): 3 clusters Score: Raw -203694.631799 + Penalty 3510.020292 = -200184.611506 nChanged 337 SP:Iteration 1F (63885.000000 sec): 3 clusters Score: Raw -204037.591555 + Penalty 3510.020292 = -200527.571263 nChanged 76 SP:Iteration 2F (63885.000000 sec): 3 clusters Score: Raw -204119.606183 + Penalty 3510.020292 = -200609.585891 nChanged 43 SP:Iteration 3Q (63885.010000 sec): 3 clusters Score: Raw -204172.013687 + Penalty 3510.020292 = -200661.993394 nChanged 30 SP:Iteration 4Q (63885.010000 sec): 3 clusters Score: Raw -204204.781061 + Penalty 3510.020292 = -200694.760769 nChanged 19 SP:Iteration 5Q (63885.020000 sec): 3 clusters Score: Raw -204226.564674 + Penalty 3510.020292 = -200716.544381 nChanged 16 SP:Iteration 6Q (63885.020000 sec): 3 clusters Score: Raw -204247.879492 + Penalty 3510.020292 = -200737.859199 nChanged 18 SP:Iteration 7Q (63885.030000 sec): 3 clusters Score: Raw -204271.130807 + Penalty 3510.020292 = -200761.110514 nChanged 13 SP:Iteration 8Q (63885.030000 sec): 3 clusters Score: Raw -204286.303856 + Penalty 3510.020292 = -200776.283564 nChanged 12 SP:Iteration 9Q (63885.040000 sec): 3 clusters Score: Raw -204304.487461 + Penalty 3510.020292 = -200794.467169 nChanged 11 SP:Iteration 10Q (63885.040000 sec): 3 clusters Score: Raw -204327.369416 + Penalty 3510.020292 = -200817.349124 nChanged 14 SP:Iteration 11Q (63885.040000 sec): 3 clusters Score: Raw -204346.819296 + Penalty 3510.020292 = -200836.799003 nChanged 17 SP:Iteration 12Q (63885.050000 sec): 3 clusters Score: Raw -204367.426062 + Penalty 3510.020292 = -200857.405769 nChanged 13 SP:Iteration 13Q (63885.060000 sec): 3 clusters Score: Raw -204381.637050 + Penalty 3510.020292 = -200871.616757 nChanged 9 SP:Iteration 14Q (63885.060000 sec): 3 clusters Score: Raw -204391.202503 + Penalty 3510.020292 = -200881.182211 nChanged 11 SP:Iteration 15Q (63885.060000 sec): 3 clusters Score: Raw -204399.450802 + Penalty 3510.020292 = -200889.430509 nChanged 4 SP:Iteration 16Q (63885.070000 sec): 3 clusters Score: Raw -204403.536893 + Penalty 3510.020292 = -200893.516601 nChanged 5 SP:Iteration 17Q (63885.070000 sec): 3 clusters Score: Raw -204409.221211 + Penalty 3510.020292 = -200899.200919 nChanged 5 SP:Iteration 18Q (63885.080000 sec): 3 clusters Score: Raw -204418.124120 + Penalty 3510.020292 = -200908.103827 nChanged 3 SP:Iteration 19Q (63885.080000 sec): 3 clusters Score: Raw -204423.612952 + Penalty 3510.020292 = -200913.592659 nChanged 6 SP:Iteration 20F (63885.090000 sec): 3 clusters Score: Raw -204430.739423 + Penalty 3510.020292 = -200920.719130 nChanged 5 SP:Iteration 21Q (63885.090000 sec): 3 clusters Score: Raw -204436.539009 + Penalty 3510.020292 = -200926.518716 nChanged 3 SP:Iteration 22Q (63885.100000 sec): 3 clusters Score: Raw -204441.676935 + Penalty 3510.020292 = -200931.656642 nChanged 1 SP:Iteration 23Q (63885.100000 sec): 3 clusters Score: Raw -204442.105000 + Penalty 3510.020292 = -200932.084707 nChanged 1 SP:Iteration 24Q (63885.100000 sec): 3 clusters Score: Raw -204442.523634 + Penalty 3510.020292 = -200932.503342 nChanged 0 SP:Iteration 25F (63885.110000 sec): 3 clusters Score: Raw -204442.523634 + Penalty 3510.020292 = -200932.503342 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63885.190000 sec): 2 clusters Score: Raw -3843169.989355 + Penalty 2494.736744 = -3840675.252612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63885.290000 sec): 3 clusters Score: Raw -3829411.257280 + Penalty 4989.473488 = -3824421.783792 nChanged 10352 SP:Iteration 1F (63885.380000 sec): 3 clusters Score: Raw -3835139.825068 + Penalty 4989.473488 = -3830150.351580 nChanged 1455 SP:Iteration 2F (63885.470000 sec): 3 clusters Score: Raw -3835868.566859 + Penalty 4989.473488 = -3830879.093371 nChanged 1407 SP:Iteration 3F (63885.560000 sec): 3 clusters Score: Raw -3836643.810965 + Penalty 4989.473488 = -3831654.337477 nChanged 1378 SP:Iteration 4F (63885.660000 sec): 3 clusters Score: Raw -3837511.410351 + Penalty 4989.473488 = -3832521.936863 nChanged 1528 SP:Iteration 5F (63885.750000 sec): 3 clusters Score: Raw -3838594.045838 + Penalty 4989.473488 = -3833604.572350 nChanged 1391 SP:Iteration 6F (63885.840000 sec): 3 clusters Score: Raw -3839620.011235 + Penalty 4989.473488 = -3834630.537748 nChanged 1273 SP:Iteration 7F (63885.930000 sec): 3 clusters Score: Raw -3840589.090375 + Penalty 4989.473488 = -3835599.616888 nChanged 1062 SP:Iteration 8Q (63886.020000 sec): 3 clusters Score: Raw -3841391.829258 + Penalty 4989.473488 = -3836402.355770 nChanged 818 SP:Iteration 9Q (63886.110000 sec): 3 clusters Score: Raw -3841952.569412 + Penalty 4989.473488 = -3836963.095924 nChanged 599 SP:Iteration 10Q (63886.200000 sec): 3 clusters Score: Raw -3842370.561618 + Penalty 4989.473488 = -3837381.088130 nChanged 448 SP:Iteration 11Q (63886.280000 sec): 3 clusters Score: Raw -3842698.912016 + Penalty 4989.473488 = -3837709.438528 nChanged 306 SP:Iteration 12Q (63886.360000 sec): 3 clusters Score: Raw -3842906.832901 + Penalty 4989.473488 = -3837917.359413 nChanged 220 SP:Iteration 13Q (63886.430000 sec): 3 clusters Score: Raw -3843044.743001 + Penalty 4989.473488 = -3838055.269514 nChanged 152 SP:Iteration 14Q (63886.500000 sec): 3 clusters Score: Raw -3843138.059859 + Penalty 4989.473488 = -3838148.586372 nChanged 133 SP:Iteration 15Q (63886.580000 sec): 3 clusters Score: Raw -3843229.747984 + Penalty 4989.473488 = -3838240.274496 nChanged 107 SP:Iteration 16Q (63886.650000 sec): 3 clusters Score: Raw -3843295.331342 + Penalty 4989.473488 = -3838305.857854 nChanged 84 SP:Iteration 17Q (63886.720000 sec): 3 clusters Score: Raw -3843354.684888 + Penalty 4989.473488 = -3838365.211401 nChanged 74 SP:Iteration 18Q (63886.790000 sec): 3 clusters Score: Raw -3843399.879648 + Penalty 4989.473488 = -3838410.406160 nChanged 49 SP:Iteration 19Q (63886.860000 sec): 3 clusters Score: Raw -3843427.633947 + Penalty 4989.473488 = -3838438.160459 nChanged 33 SP:Iteration 20F (63886.960000 sec): 3 clusters Score: Raw -3843446.452626 + Penalty 4989.473488 = -3838456.979138 nChanged 25 SP:Iteration 21Q (63887.020000 sec): 3 clusters Score: Raw -3843461.387927 + Penalty 4989.473488 = -3838471.914440 nChanged 21 SP:Iteration 22Q (63887.100000 sec): 3 clusters Score: Raw -3843476.260569 + Penalty 4989.473488 = -3838486.787082 nChanged 19 SP:Iteration 23Q (63887.160000 sec): 3 clusters Score: Raw -3843488.394046 + Penalty 4989.473488 = -3838498.920559 nChanged 20 SP:Iteration 24Q (63887.230000 sec): 3 clusters Score: Raw -3843500.086536 + Penalty 4989.473488 = -3838510.613048 nChanged 20 SP:Iteration 25Q (63887.300000 sec): 3 clusters Score: Raw -3843512.226513 + Penalty 4989.473488 = -3838522.753025 nChanged 13 SP:Iteration 26Q (63887.370000 sec): 3 clusters Score: Raw -3843520.955855 + Penalty 4989.473488 = -3838531.482367 nChanged 18 SP:Iteration 27Q (63887.440000 sec): 3 clusters Score: Raw -3843533.272839 + Penalty 4989.473488 = -3838543.799352 nChanged 12 SP:Iteration 28Q (63887.500000 sec): 3 clusters Score: Raw -3843542.508980 + Penalty 4989.473488 = -3838553.035493 nChanged 13 SP:Iteration 29Q (63887.570000 sec): 3 clusters Score: Raw -3843551.057515 + Penalty 4989.473488 = -3838561.584028 nChanged 10 SP:Iteration 30Q (63887.640000 sec): 3 clusters Score: Raw -3843555.615466 + Penalty 4989.473488 = -3838566.141979 nChanged 5 SP:Iteration 31Q (63887.700000 sec): 3 clusters Score: Raw -3843557.510693 + Penalty 4989.473488 = -3838568.037206 nChanged 3 SP:Iteration 32Q (63887.770000 sec): 3 clusters Score: Raw -3843558.976335 + Penalty 4989.473488 = -3838569.502847 nChanged 3 SP:Iteration 33Q (63887.840000 sec): 3 clusters Score: Raw -3843560.504780 + Penalty 4989.473488 = -3838571.031292 nChanged 1 SP:Iteration 34Q (63887.910000 sec): 3 clusters Score: Raw -3843561.002741 + Penalty 4989.473488 = -3838571.529253 nChanged 2 SP:Iteration 35Q (63887.970000 sec): 3 clusters Score: Raw -3843562.844196 + Penalty 4989.473488 = -3838573.370709 nChanged 2 SP:Iteration 36Q (63888.040000 sec): 3 clusters Score: Raw -3843565.222408 + Penalty 4989.473488 = -3838575.748920 nChanged 3 SP:Iteration 37Q (63888.110000 sec): 3 clusters Score: Raw -3843568.168554 + Penalty 4989.473488 = -3838578.695067 nChanged 1 SP:Iteration 38Q (63888.180000 sec): 3 clusters Score: Raw -3843568.409409 + Penalty 4989.473488 = -3838578.935921 nChanged 0 SP:Iteration 39F (63888.260000 sec): 3 clusters Score: Raw -3843568.409409 + Penalty 4989.473488 = -3838578.935921 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63888.280000 sec): 2 clusters Score: Raw -363730.474948 + Penalty 1915.881849 = -361814.593099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63888.290000 sec): 3 clusters Score: Raw -362871.263091 + Penalty 3831.763699 = -359039.499392 nChanged 745 SP:Iteration 1F (63888.300000 sec): 3 clusters Score: Raw -363444.679218 + Penalty 3831.763699 = -359612.915519 nChanged 190 SP:Iteration 2F (63888.310000 sec): 3 clusters Score: Raw -363668.528038 + Penalty 3831.763699 = -359836.764339 nChanged 150 SP:Iteration 3F (63888.320000 sec): 3 clusters Score: Raw -363888.698582 + Penalty 3831.763699 = -360056.934884 nChanged 149 SP:Iteration 4F (63888.330000 sec): 3 clusters Score: Raw -364169.392028 + Penalty 3831.763699 = -360337.628329 nChanged 148 SP:Iteration 5F (63888.340000 sec): 3 clusters Score: Raw -364467.486720 + Penalty 3831.763699 = -360635.723021 nChanged 129 SP:Iteration 6F (63888.350000 sec): 3 clusters Score: Raw -364711.581077 + Penalty 3831.763699 = -360879.817378 nChanged 113 SP:Iteration 7Q (63888.360000 sec): 3 clusters Score: Raw -364926.446481 + Penalty 3831.763699 = -361094.682782 nChanged 85 SP:Iteration 8Q (63888.360000 sec): 3 clusters Score: Raw -365085.983791 + Penalty 3831.763699 = -361254.220092 nChanged 81 SP:Iteration 9Q (63888.370000 sec): 3 clusters Score: Raw -365211.238415 + Penalty 3831.763699 = -361379.474717 nChanged 67 SP:Iteration 10Q (63888.380000 sec): 3 clusters Score: Raw -365306.142483 + Penalty 3831.763699 = -361474.378784 nChanged 42 SP:Iteration 11Q (63888.390000 sec): 3 clusters Score: Raw -365360.432632 + Penalty 3831.763699 = -361528.668933 nChanged 32 SP:Iteration 12Q (63888.400000 sec): 3 clusters Score: Raw -365389.430052 + Penalty 3831.763699 = -361557.666353 nChanged 25 SP:Iteration 13Q (63888.400000 sec): 3 clusters Score: Raw -365415.943444 + Penalty 3831.763699 = -361584.179745 nChanged 22 SP:Iteration 14Q (63888.410000 sec): 3 clusters Score: Raw -365439.536610 + Penalty 3831.763699 = -361607.772911 nChanged 20 SP:Iteration 15Q (63888.420000 sec): 3 clusters Score: Raw -365459.866000 + Penalty 3831.763699 = -361628.102302 nChanged 17 SP:Iteration 16Q (63888.420000 sec): 3 clusters Score: Raw -365478.356467 + Penalty 3831.763699 = -361646.592768 nChanged 12 SP:Iteration 17Q (63888.430000 sec): 3 clusters Score: Raw -365488.048271 + Penalty 3831.763699 = -361656.284572 nChanged 8 SP:Iteration 18Q (63888.440000 sec): 3 clusters Score: Raw -365494.736035 + Penalty 3831.763699 = -361662.972337 nChanged 11 SP:Iteration 19Q (63888.450000 sec): 3 clusters Score: Raw -365504.300148 + Penalty 3831.763699 = -361672.536450 nChanged 3 SP:Iteration 20F (63888.460000 sec): 3 clusters Score: Raw -365506.438930 + Penalty 3831.763699 = -361674.675231 nChanged 4 SP:Iteration 21Q (63888.460000 sec): 3 clusters Score: Raw -365508.629089 + Penalty 3831.763699 = -361676.865390 nChanged 2 SP:Iteration 22Q (63888.470000 sec): 3 clusters Score: Raw -365510.170543 + Penalty 3831.763699 = -361678.406844 nChanged 6 SP:Iteration 23Q (63888.480000 sec): 3 clusters Score: Raw -365514.326448 + Penalty 3831.763699 = -361682.562749 nChanged 3 SP:Iteration 24Q (63888.480000 sec): 3 clusters Score: Raw -365517.876916 + Penalty 3831.763699 = -361686.113218 nChanged 5 SP:Iteration 25Q (63888.490000 sec): 3 clusters Score: Raw -365521.107179 + Penalty 3831.763699 = -361689.343481 nChanged 2 SP:Iteration 26Q (63888.500000 sec): 3 clusters Score: Raw -365522.828845 + Penalty 3831.763699 = -361691.065146 nChanged 5 SP:Iteration 27Q (63888.510000 sec): 3 clusters Score: Raw -365525.203709 + Penalty 3831.763699 = -361693.440010 nChanged 0 SP:Iteration 28F (63888.520000 sec): 3 clusters Score: Raw -365525.203709 + Penalty 3831.763699 = -361693.440010 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63888.530000 sec): 2 clusters Score: Raw -539649.754032 + Penalty 2012.352528 = -537637.401504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63888.540000 sec): 3 clusters Score: Raw -538192.626248 + Penalty 4024.705056 = -534167.921192 nChanged 1210 SP:Iteration 1F (63888.550000 sec): 3 clusters Score: Raw -539024.667667 + Penalty 4024.705056 = -534999.962611 nChanged 303 SP:Iteration 2F (63888.570000 sec): 3 clusters Score: Raw -539259.319574 + Penalty 4024.705056 = -535234.614518 nChanged 176 SP:Iteration 3F (63888.580000 sec): 3 clusters Score: Raw -539382.368146 + Penalty 4024.705056 = -535357.663091 nChanged 144 SP:Iteration 4Q (63888.590000 sec): 3 clusters Score: Raw -539492.238693 + Penalty 4024.705056 = -535467.533637 nChanged 128 SP:Iteration 5Q (63888.610000 sec): 3 clusters Score: Raw -539592.000637 + Penalty 4024.705056 = -535567.295581 nChanged 119 SP:Iteration 6Q (63888.620000 sec): 3 clusters Score: Raw -539685.772039 + Penalty 4024.705056 = -535661.066983 nChanged 104 SP:Iteration 7Q (63888.630000 sec): 3 clusters Score: Raw -539775.629464 + Penalty 4024.705056 = -535750.924409 nChanged 90 SP:Iteration 8Q (63888.640000 sec): 3 clusters Score: Raw -539856.821876 + Penalty 4024.705056 = -535832.116820 nChanged 84 SP:Iteration 9Q (63888.660000 sec): 3 clusters Score: Raw -539956.817722 + Penalty 4024.705056 = -535932.112666 nChanged 98 SP:Iteration 10Q (63888.670000 sec): 3 clusters Score: Raw -540069.474143 + Penalty 4024.705056 = -536044.769088 nChanged 86 SP:Iteration 11Q (63888.680000 sec): 3 clusters Score: Raw -540174.112543 + Penalty 4024.705056 = -536149.407487 nChanged 80 SP:Iteration 12Q (63888.700000 sec): 3 clusters Score: Raw -540264.910191 + Penalty 4024.705056 = -536240.205135 nChanged 69 SP:Iteration 13Q (63888.710000 sec): 3 clusters Score: Raw -540325.113275 + Penalty 4024.705056 = -536300.408220 nChanged 49 SP:Iteration 14Q (63888.720000 sec): 3 clusters Score: Raw -540363.854113 + Penalty 4024.705056 = -536339.149057 nChanged 44 SP:Iteration 15Q (63888.740000 sec): 3 clusters Score: Raw -540407.820158 + Penalty 4024.705056 = -536383.115102 nChanged 50 SP:Iteration 16Q (63888.750000 sec): 3 clusters Score: Raw -540449.158392 + Penalty 4024.705056 = -536424.453336 nChanged 34 SP:Iteration 17Q (63888.760000 sec): 3 clusters Score: Raw -540483.901460 + Penalty 4024.705056 = -536459.196404 nChanged 32 SP:Iteration 18Q (63888.770000 sec): 3 clusters Score: Raw -540517.414295 + Penalty 4024.705056 = -536492.709239 nChanged 33 SP:Iteration 19Q (63888.780000 sec): 3 clusters Score: Raw -540548.996377 + Penalty 4024.705056 = -536524.291321 nChanged 22 SP:Iteration 20F (63888.800000 sec): 3 clusters Score: Raw -540569.230837 + Penalty 4024.705056 = -536544.525781 nChanged 11 SP:Iteration 21Q (63888.810000 sec): 3 clusters Score: Raw -540579.934541 + Penalty 4024.705056 = -536555.229485 nChanged 8 SP:Iteration 22Q (63888.820000 sec): 3 clusters Score: Raw -540584.789692 + Penalty 4024.705056 = -536560.084636 nChanged 4 SP:Iteration 23Q (63888.840000 sec): 3 clusters Score: Raw -540588.510595 + Penalty 4024.705056 = -536563.805539 nChanged 4 SP:Iteration 24Q (63888.850000 sec): 3 clusters Score: Raw -540591.360159 + Penalty 4024.705056 = -536566.655103 nChanged 6 SP:Iteration 25Q (63888.860000 sec): 3 clusters Score: Raw -540596.474610 + Penalty 4024.705056 = -536571.769555 nChanged 1 SP:Iteration 26Q (63888.870000 sec): 3 clusters Score: Raw -540597.605273 + Penalty 4024.705056 = -536572.900217 nChanged 1 SP:Iteration 27Q (63888.880000 sec): 3 clusters Score: Raw -540598.497849 + Penalty 4024.705056 = -536573.792794 nChanged 1 SP:Iteration 28Q (63888.900000 sec): 3 clusters Score: Raw -540599.360411 + Penalty 4024.705056 = -536574.655355 nChanged 1 SP:Iteration 29Q (63888.910000 sec): 3 clusters Score: Raw -540599.854578 + Penalty 4024.705056 = -536575.149522 nChanged 0 SP:Iteration 30F (63888.920000 sec): 3 clusters Score: Raw -540599.854578 + Penalty 4024.705056 = -536575.149522 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63888.960000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63889.000000 sec): 3 clusters Score: Raw -1719942.677817 + Penalty 4548.184438 = -1715394.493379 nChanged 3940 SP:Iteration 1F (63889.040000 sec): 3 clusters Score: Raw -1721946.731517 + Penalty 4548.184438 = -1717398.547079 nChanged 586 SP:Iteration 2F (63889.070000 sec): 3 clusters Score: Raw -1722221.386603 + Penalty 4548.184438 = -1717673.202165 nChanged 475 SP:Iteration 3Q (63889.110000 sec): 3 clusters Score: Raw -1722419.072679 + Penalty 4548.184438 = -1717870.888241 nChanged 388 SP:Iteration 4Q (63889.150000 sec): 3 clusters Score: Raw -1722558.863009 + Penalty 4548.184438 = -1718010.678571 nChanged 299 SP:Iteration 5Q (63889.190000 sec): 3 clusters Score: Raw -1722670.778182 + Penalty 4548.184438 = -1718122.593745 nChanged 255 SP:Iteration 6Q (63889.220000 sec): 3 clusters Score: Raw -1722762.070194 + Penalty 4548.184438 = -1718213.885756 nChanged 237 SP:Iteration 7Q (63889.260000 sec): 3 clusters Score: Raw -1722839.738324 + Penalty 4548.184438 = -1718291.553886 nChanged 223 SP:Iteration 8Q (63889.300000 sec): 3 clusters Score: Raw -1722920.020952 + Penalty 4548.184438 = -1718371.836514 nChanged 233 SP:Iteration 9Q (63889.340000 sec): 3 clusters Score: Raw -1723001.798828 + Penalty 4548.184438 = -1718453.614390 nChanged 223 SP:Iteration 10Q (63889.380000 sec): 3 clusters Score: Raw -1723086.397294 + Penalty 4548.184438 = -1718538.212856 nChanged 260 SP:Iteration 11Q (63889.420000 sec): 3 clusters Score: Raw -1723200.136045 + Penalty 4548.184438 = -1718651.951607 nChanged 280 SP:Iteration 12Q (63889.450000 sec): 3 clusters Score: Raw -1723335.379454 + Penalty 4548.184438 = -1718787.195017 nChanged 319 SP:Iteration 13Q (63889.490000 sec): 3 clusters Score: Raw -1723505.784929 + Penalty 4548.184438 = -1718957.600491 nChanged 362 SP:Iteration 14Q (63889.530000 sec): 3 clusters Score: Raw -1723714.781493 + Penalty 4548.184438 = -1719166.597056 nChanged 374 SP:Iteration 15Q (63889.570000 sec): 3 clusters Score: Raw -1723950.580892 + Penalty 4548.184438 = -1719402.396454 nChanged 368 SP:Iteration 16Q (63889.600000 sec): 3 clusters Score: Raw -1724205.704388 + Penalty 4548.184438 = -1719657.519950 nChanged 354 SP:Iteration 17Q (63889.640000 sec): 3 clusters Score: Raw -1724475.220053 + Penalty 4548.184438 = -1719927.035615 nChanged 321 SP:Iteration 18Q (63889.680000 sec): 3 clusters Score: Raw -1724715.800620 + Penalty 4548.184438 = -1720167.616182 nChanged 223 SP:Iteration 19Q (63889.720000 sec): 3 clusters Score: Raw -1724896.213612 + Penalty 4548.184438 = -1720348.029174 nChanged 200 SP:Iteration 20F (63889.760000 sec): 3 clusters Score: Raw -1725055.468845 + Penalty 4548.184438 = -1720507.284407 nChanged 148 SP:Iteration 21Q (63889.790000 sec): 3 clusters Score: Raw -1725184.930019 + Penalty 4548.184438 = -1720636.745581 nChanged 104 SP:Iteration 22Q (63889.820000 sec): 3 clusters Score: Raw -1725287.204411 + Penalty 4548.184438 = -1720739.019973 nChanged 73 SP:Iteration 23Q (63889.860000 sec): 3 clusters Score: Raw -1725357.719554 + Penalty 4548.184438 = -1720809.535116 nChanged 46 SP:Iteration 24Q (63889.890000 sec): 3 clusters Score: Raw -1725398.877072 + Penalty 4548.184438 = -1720850.692634 nChanged 19 SP:Iteration 25Q (63889.920000 sec): 3 clusters Score: Raw -1725417.892162 + Penalty 4548.184438 = -1720869.707725 nChanged 17 SP:Iteration 26Q (63889.950000 sec): 3 clusters Score: Raw -1725435.742647 + Penalty 4548.184438 = -1720887.558209 nChanged 16 SP:Iteration 27Q (63889.980000 sec): 3 clusters Score: Raw -1725457.498864 + Penalty 4548.184438 = -1720909.314426 nChanged 14 SP:Iteration 28Q (63890.010000 sec): 3 clusters Score: Raw -1725473.031923 + Penalty 4548.184438 = -1720924.847485 nChanged 8 SP:Iteration 29Q (63890.040000 sec): 3 clusters Score: Raw -1725481.036155 + Penalty 4548.184438 = -1720932.851717 nChanged 7 SP:Iteration 30Q (63890.070000 sec): 3 clusters Score: Raw -1725488.897902 + Penalty 4548.184438 = -1720940.713464 nChanged 5 SP:Iteration 31Q (63890.100000 sec): 3 clusters Score: Raw -1725493.980719 + Penalty 4548.184438 = -1720945.796281 nChanged 3 SP:Iteration 32Q (63890.130000 sec): 3 clusters Score: Raw -1725496.404548 + Penalty 4548.184438 = -1720948.220111 nChanged 1 SP:Iteration 33Q (63890.160000 sec): 3 clusters Score: Raw -1725497.489866 + Penalty 4548.184438 = -1720949.305429 nChanged 2 SP:Iteration 34Q (63890.190000 sec): 3 clusters Score: Raw -1725498.761872 + Penalty 4548.184438 = -1720950.577434 nChanged 2 SP:Iteration 35Q (63890.220000 sec): 3 clusters Score: Raw -1725500.977560 + Penalty 4548.184438 = -1720952.793122 nChanged 2 SP:Iteration 36Q (63890.250000 sec): 3 clusters Score: Raw -1725502.900222 + Penalty 4548.184438 = -1720954.715784 nChanged 1 SP:Iteration 37Q (63890.280000 sec): 3 clusters Score: Raw -1725503.970348 + Penalty 4548.184438 = -1720955.785911 nChanged 1 SP:Iteration 38Q (63890.300000 sec): 3 clusters Score: Raw -1725504.819863 + Penalty 4548.184438 = -1720956.635426 nChanged 0 SP:Iteration 39F (63890.340000 sec): 3 clusters Score: Raw -1725504.819863 + Penalty 4548.184438 = -1720956.635426 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63890.480000 sec): 2 clusters Score: Raw -6572890.885049 + Penalty 2613.633984 = -6570277.251065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63890.630000 sec): 3 clusters Score: Raw -6549722.892875 + Penalty 5227.267968 = -6544495.624907 nChanged 17445 SP:Iteration 1F (63890.780000 sec): 3 clusters Score: Raw -6559299.900761 + Penalty 5227.267968 = -6554072.632793 nChanged 1650 SP:Iteration 2Q (63890.930000 sec): 3 clusters Score: Raw -6559767.474540 + Penalty 5227.267968 = -6554540.206572 nChanged 1448 SP:Iteration 3Q (63891.080000 sec): 3 clusters Score: Raw -6560163.716434 + Penalty 5227.267968 = -6554936.448466 nChanged 1303 SP:Iteration 4Q (63891.230000 sec): 3 clusters Score: Raw -6560494.406873 + Penalty 5227.267968 = -6555267.138905 nChanged 1133 SP:Iteration 5Q (63891.380000 sec): 3 clusters Score: Raw -6560772.433206 + Penalty 5227.267968 = -6555545.165238 nChanged 1094 SP:Iteration 6Q (63891.540000 sec): 3 clusters Score: Raw -6561034.349688 + Penalty 5227.267968 = -6555807.081720 nChanged 1063 SP:Iteration 7Q (63891.690000 sec): 3 clusters Score: Raw -6561321.734955 + Penalty 5227.267968 = -6556094.466987 nChanged 1164 SP:Iteration 8Q (63891.840000 sec): 3 clusters Score: Raw -6561700.466352 + Penalty 5227.267968 = -6556473.198384 nChanged 1356 SP:Iteration 9Q (63891.990000 sec): 3 clusters Score: Raw -6562219.385015 + Penalty 5227.267968 = -6556992.117047 nChanged 1596 SP:Iteration 10Q (63892.150000 sec): 3 clusters Score: Raw -6562954.381811 + Penalty 5227.267968 = -6557727.113844 nChanged 1963 SP:Iteration 11F (63892.300000 sec): 3 clusters Score: Raw -6564031.838345 + Penalty 5227.267968 = -6558804.570377 nChanged 2234 SP:Iteration 12F (63892.450000 sec): 3 clusters Score: Raw -6565522.278165 + Penalty 5227.267968 = -6560295.010197 nChanged 2501 SP:Iteration 13F (63892.600000 sec): 3 clusters Score: Raw -6567516.128010 + Penalty 5227.267968 = -6562288.860043 nChanged 2382 SP:Iteration 14F (63892.760000 sec): 3 clusters Score: Raw -6569657.883720 + Penalty 5227.267968 = -6564430.615752 nChanged 1805 SP:Iteration 15Q (63892.900000 sec): 3 clusters Score: Raw -6571312.091951 + Penalty 5227.267968 = -6566084.823983 nChanged 1044 SP:Iteration 16Q (63893.040000 sec): 3 clusters Score: Raw -6572262.277004 + Penalty 5227.267968 = -6567035.009036 nChanged 482 SP:Iteration 17Q (63893.170000 sec): 3 clusters Score: Raw -6572720.688331 + Penalty 5227.267968 = -6567493.420363 nChanged 188 SP:Iteration 18Q (63893.280000 sec): 3 clusters Score: Raw -6572933.835067 + Penalty 5227.267968 = -6567706.567099 nChanged 84 SP:Iteration 19Q (63893.400000 sec): 3 clusters Score: Raw -6573041.577836 + Penalty 5227.267968 = -6567814.309868 nChanged 40 SP:Iteration 20F (63893.540000 sec): 3 clusters Score: Raw -6573096.296828 + Penalty 5227.267968 = -6567869.028860 nChanged 21 SP:Iteration 21Q (63893.650000 sec): 3 clusters Score: Raw -6573131.767427 + Penalty 5227.267968 = -6567904.499459 nChanged 21 SP:Iteration 22Q (63893.760000 sec): 3 clusters Score: Raw -6573163.222591 + Penalty 5227.267968 = -6567935.954623 nChanged 17 SP:Iteration 23Q (63893.860000 sec): 3 clusters Score: Raw -6573189.178267 + Penalty 5227.267968 = -6567961.910299 nChanged 9 SP:Iteration 24Q (63893.970000 sec): 3 clusters Score: Raw -6573204.144174 + Penalty 5227.267968 = -6567976.876207 nChanged 10 SP:Iteration 25Q (63894.070000 sec): 3 clusters Score: Raw -6573217.026474 + Penalty 5227.267968 = -6567989.758506 nChanged 7 SP:Iteration 26Q (63894.180000 sec): 3 clusters Score: Raw -6573227.501882 + Penalty 5227.267968 = -6568000.233914 nChanged 3 SP:Iteration 27Q (63894.280000 sec): 3 clusters Score: Raw -6573232.962752 + Penalty 5227.267968 = -6568005.694784 nChanged 4 SP:Iteration 28Q (63894.380000 sec): 3 clusters Score: Raw -6573236.524373 + Penalty 5227.267968 = -6568009.256405 nChanged 3 SP:Iteration 29Q (63894.490000 sec): 3 clusters Score: Raw -6573238.632239 + Penalty 5227.267968 = -6568011.364271 nChanged 2 SP:Iteration 30Q (63894.600000 sec): 3 clusters Score: Raw -6573242.142711 + Penalty 5227.267968 = -6568014.874743 nChanged 1 SP:Iteration 31Q (63894.700000 sec): 3 clusters Score: Raw -6573244.005166 + Penalty 5227.267968 = -6568016.737198 nChanged 1 SP:Iteration 32Q (63894.800000 sec): 3 clusters Score: Raw -6573244.656418 + Penalty 5227.267968 = -6568017.388450 nChanged 1 SP:Iteration 33Q (63894.900000 sec): 3 clusters Score: Raw -6573245.975273 + Penalty 5227.267968 = -6568018.707305 nChanged 1 SP:Iteration 34Q (63895.010000 sec): 3 clusters Score: Raw -6573246.948409 + Penalty 5227.267968 = -6568019.680441 nChanged 0 SP:Iteration 35F (63895.160000 sec): 3 clusters Score: Raw -6573246.948409 + Penalty 5227.267968 = -6568019.680441 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63895.210000 sec): 2 clusters Score: Raw -2021690.935299 + Penalty 2325.799770 = -2019365.135528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63895.260000 sec): 3 clusters Score: Raw -2015217.144497 + Penalty 4651.599541 = -2010565.544956 nChanged 4946 SP:Iteration 1F (63895.300000 sec): 3 clusters Score: Raw -2017768.013317 + Penalty 4651.599541 = -2013116.413776 nChanged 778 SP:Iteration 2F (63895.350000 sec): 3 clusters Score: Raw -2018104.726910 + Penalty 4651.599541 = -2013453.127369 nChanged 592 SP:Iteration 3F (63895.400000 sec): 3 clusters Score: Raw -2018314.798061 + Penalty 4651.599541 = -2013663.198520 nChanged 420 SP:Iteration 4Q (63895.440000 sec): 3 clusters Score: Raw -2018477.522601 + Penalty 4651.599541 = -2013825.923060 nChanged 440 SP:Iteration 5Q (63895.490000 sec): 3 clusters Score: Raw -2018656.917664 + Penalty 4651.599541 = -2014005.318123 nChanged 461 SP:Iteration 6Q (63895.540000 sec): 3 clusters Score: Raw -2018883.633873 + Penalty 4651.599541 = -2014232.034332 nChanged 534 SP:Iteration 7Q (63895.580000 sec): 3 clusters Score: Raw -2019183.075289 + Penalty 4651.599541 = -2014531.475748 nChanged 589 SP:Iteration 8Q (63895.630000 sec): 3 clusters Score: Raw -2019561.646915 + Penalty 4651.599541 = -2014910.047374 nChanged 631 SP:Iteration 9F (63895.680000 sec): 3 clusters Score: Raw -2020033.684842 + Penalty 4651.599541 = -2015382.085301 nChanged 646 SP:Iteration 10F (63895.720000 sec): 3 clusters Score: Raw -2020564.515869 + Penalty 4651.599541 = -2015912.916328 nChanged 538 SP:Iteration 11Q (63895.770000 sec): 3 clusters Score: Raw -2021007.691703 + Penalty 4651.599541 = -2016356.092162 nChanged 443 SP:Iteration 12Q (63895.820000 sec): 3 clusters Score: Raw -2021357.425777 + Penalty 4651.599541 = -2016705.826236 nChanged 288 SP:Iteration 13Q (63895.860000 sec): 3 clusters Score: Raw -2021584.841107 + Penalty 4651.599541 = -2016933.241566 nChanged 201 SP:Iteration 14Q (63895.900000 sec): 3 clusters Score: Raw -2021720.594461 + Penalty 4651.599541 = -2017068.994920 nChanged 115 SP:Iteration 15Q (63895.950000 sec): 3 clusters Score: Raw -2021794.002386 + Penalty 4651.599541 = -2017142.402845 nChanged 79 SP:Iteration 16Q (63895.990000 sec): 3 clusters Score: Raw -2021847.566300 + Penalty 4651.599541 = -2017195.966759 nChanged 57 SP:Iteration 17Q (63896.030000 sec): 3 clusters Score: Raw -2021885.415132 + Penalty 4651.599541 = -2017233.815591 nChanged 38 SP:Iteration 18Q (63896.070000 sec): 3 clusters Score: Raw -2021910.671223 + Penalty 4651.599541 = -2017259.071682 nChanged 24 SP:Iteration 19Q (63896.110000 sec): 3 clusters Score: Raw -2021927.306162 + Penalty 4651.599541 = -2017275.706621 nChanged 25 SP:Iteration 20F (63896.160000 sec): 3 clusters Score: Raw -2021944.538339 + Penalty 4651.599541 = -2017292.938798 nChanged 18 SP:Iteration 21Q (63896.200000 sec): 3 clusters Score: Raw -2021959.533574 + Penalty 4651.599541 = -2017307.934033 nChanged 18 SP:Iteration 22Q (63896.240000 sec): 3 clusters Score: Raw -2021973.116060 + Penalty 4651.599541 = -2017321.516519 nChanged 13 SP:Iteration 23Q (63896.280000 sec): 3 clusters Score: Raw -2021980.852704 + Penalty 4651.599541 = -2017329.253163 nChanged 11 SP:Iteration 24Q (63896.320000 sec): 3 clusters Score: Raw -2021988.785436 + Penalty 4651.599541 = -2017337.185895 nChanged 12 SP:Iteration 25Q (63896.360000 sec): 3 clusters Score: Raw -2021995.592031 + Penalty 4651.599541 = -2017343.992490 nChanged 14 SP:Iteration 26Q (63896.390000 sec): 3 clusters Score: Raw -2022006.032132 + Penalty 4651.599541 = -2017354.432591 nChanged 21 SP:Iteration 27Q (63896.430000 sec): 3 clusters Score: Raw -2022021.079958 + Penalty 4651.599541 = -2017369.480417 nChanged 13 SP:Iteration 28Q (63896.470000 sec): 3 clusters Score: Raw -2022031.724980 + Penalty 4651.599541 = -2017380.125439 nChanged 10 SP:Iteration 29Q (63896.510000 sec): 3 clusters Score: Raw -2022037.063373 + Penalty 4651.599541 = -2017385.463833 nChanged 8 SP:Iteration 30Q (63896.550000 sec): 3 clusters Score: Raw -2022043.684712 + Penalty 4651.599541 = -2017392.085171 nChanged 5 SP:Iteration 31Q (63896.590000 sec): 3 clusters Score: Raw -2022047.666205 + Penalty 4651.599541 = -2017396.066664 nChanged 4 SP:Iteration 32Q (63896.620000 sec): 3 clusters Score: Raw -2022050.073677 + Penalty 4651.599541 = -2017398.474136 nChanged 4 SP:Iteration 33Q (63896.660000 sec): 3 clusters Score: Raw -2022053.368223 + Penalty 4651.599541 = -2017401.768682 nChanged 1 SP:Iteration 34Q (63896.700000 sec): 3 clusters Score: Raw -2022054.210394 + Penalty 4651.599541 = -2017402.610854 nChanged 2 SP:Iteration 35Q (63896.740000 sec): 3 clusters Score: Raw -2022056.295062 + Penalty 4651.599541 = -2017404.695522 nChanged 2 SP:Iteration 36Q (63896.780000 sec): 3 clusters Score: Raw -2022057.329190 + Penalty 4651.599541 = -2017405.729649 nChanged 1 SP:Iteration 37Q (63896.820000 sec): 3 clusters Score: Raw -2022058.107616 + Penalty 4651.599541 = -2017406.508075 nChanged 2 SP:Iteration 38Q (63896.850000 sec): 3 clusters Score: Raw -2022059.074170 + Penalty 4651.599541 = -2017407.474629 nChanged 2 SP:Iteration 39Q (63896.890000 sec): 3 clusters Score: Raw -2022059.969123 + Penalty 4651.599541 = -2017408.369582 nChanged 1 SP:Iteration 40F (63896.940000 sec): 3 clusters Score: Raw -2022060.767553 + Penalty 4651.599541 = -2017409.168012 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63896.960000 sec): 2 clusters Score: Raw -777038.992408 + Penalty 2096.443462 = -774942.548945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63896.980000 sec): 3 clusters Score: Raw -774796.089276 + Penalty 4192.886925 = -770603.202351 nChanged 1825 SP:Iteration 1F (63897.000000 sec): 3 clusters Score: Raw -775912.926003 + Penalty 4192.886925 = -771720.039078 nChanged 398 SP:Iteration 2F (63897.010000 sec): 3 clusters Score: Raw -776255.660052 + Penalty 4192.886925 = -772062.773127 nChanged 310 SP:Iteration 3F (63897.030000 sec): 3 clusters Score: Raw -776566.796567 + Penalty 4192.886925 = -772373.909643 nChanged 272 SP:Iteration 4F (63897.050000 sec): 3 clusters Score: Raw -776827.701559 + Penalty 4192.886925 = -772634.814634 nChanged 259 SP:Iteration 5F (63897.070000 sec): 3 clusters Score: Raw -777062.353511 + Penalty 4192.886925 = -772869.466586 nChanged 211 SP:Iteration 6Q (63897.090000 sec): 3 clusters Score: Raw -777213.973178 + Penalty 4192.886925 = -773021.086253 nChanged 174 SP:Iteration 7Q (63897.100000 sec): 3 clusters Score: Raw -777352.417757 + Penalty 4192.886925 = -773159.530832 nChanged 150 SP:Iteration 8Q (63897.120000 sec): 3 clusters Score: Raw -777469.162868 + Penalty 4192.886925 = -773276.275943 nChanged 129 SP:Iteration 9Q (63897.140000 sec): 3 clusters Score: Raw -777563.292515 + Penalty 4192.886925 = -773370.405590 nChanged 104 SP:Iteration 10Q (63897.160000 sec): 3 clusters Score: Raw -777637.286699 + Penalty 4192.886925 = -773444.399774 nChanged 96 SP:Iteration 11Q (63897.180000 sec): 3 clusters Score: Raw -777704.997373 + Penalty 4192.886925 = -773512.110448 nChanged 77 SP:Iteration 12Q (63897.190000 sec): 3 clusters Score: Raw -777748.403565 + Penalty 4192.886925 = -773555.516640 nChanged 62 SP:Iteration 13Q (63897.210000 sec): 3 clusters Score: Raw -777777.499689 + Penalty 4192.886925 = -773584.612764 nChanged 41 SP:Iteration 14Q (63897.230000 sec): 3 clusters Score: Raw -777794.284393 + Penalty 4192.886925 = -773601.397468 nChanged 33 SP:Iteration 15Q (63897.250000 sec): 3 clusters Score: Raw -777811.698851 + Penalty 4192.886925 = -773618.811926 nChanged 28 SP:Iteration 16Q (63897.260000 sec): 3 clusters Score: Raw -777823.284689 + Penalty 4192.886925 = -773630.397764 nChanged 25 SP:Iteration 17Q (63897.280000 sec): 3 clusters Score: Raw -777833.555166 + Penalty 4192.886925 = -773640.668242 nChanged 28 SP:Iteration 18Q (63897.300000 sec): 3 clusters Score: Raw -777846.962459 + Penalty 4192.886925 = -773654.075534 nChanged 26 SP:Iteration 19Q (63897.320000 sec): 3 clusters Score: Raw -777864.301232 + Penalty 4192.886925 = -773671.414307 nChanged 35 SP:Iteration 20F (63897.340000 sec): 3 clusters Score: Raw -777883.904314 + Penalty 4192.886925 = -773691.017389 nChanged 38 SP:Iteration 21Q (63897.350000 sec): 3 clusters Score: Raw -777902.986715 + Penalty 4192.886925 = -773710.099790 nChanged 32 SP:Iteration 22Q (63897.370000 sec): 3 clusters Score: Raw -777917.380540 + Penalty 4192.886925 = -773724.493615 nChanged 32 SP:Iteration 23Q (63897.390000 sec): 3 clusters Score: Raw -777933.424847 + Penalty 4192.886925 = -773740.537922 nChanged 28 SP:Iteration 24Q (63897.400000 sec): 3 clusters Score: Raw -777944.794440 + Penalty 4192.886925 = -773751.907515 nChanged 21 SP:Iteration 25Q (63897.420000 sec): 3 clusters Score: Raw -777952.379427 + Penalty 4192.886925 = -773759.492502 nChanged 21 SP:Iteration 26Q (63897.440000 sec): 3 clusters Score: Raw -777962.460928 + Penalty 4192.886925 = -773769.574003 nChanged 23 SP:Iteration 27Q (63897.460000 sec): 3 clusters Score: Raw -777974.479800 + Penalty 4192.886925 = -773781.592875 nChanged 26 SP:Iteration 28Q (63897.480000 sec): 3 clusters Score: Raw -777986.186703 + Penalty 4192.886925 = -773793.299778 nChanged 22 SP:Iteration 29Q (63897.490000 sec): 3 clusters Score: Raw -777992.850668 + Penalty 4192.886925 = -773799.963743 nChanged 12 SP:Iteration 30Q (63897.510000 sec): 3 clusters Score: Raw -777996.728505 + Penalty 4192.886925 = -773803.841580 nChanged 8 SP:Iteration 31Q (63897.520000 sec): 3 clusters Score: Raw -778000.180187 + Penalty 4192.886925 = -773807.293263 nChanged 7 SP:Iteration 32Q (63897.540000 sec): 3 clusters Score: Raw -778002.861629 + Penalty 4192.886925 = -773809.974704 nChanged 5 SP:Iteration 33Q (63897.560000 sec): 3 clusters Score: Raw -778004.689254 + Penalty 4192.886925 = -773811.802329 nChanged 6 SP:Iteration 34Q (63897.580000 sec): 3 clusters Score: Raw -778006.707210 + Penalty 4192.886925 = -773813.820285 nChanged 4 SP:Iteration 35Q (63897.600000 sec): 3 clusters Score: Raw -778008.287719 + Penalty 4192.886925 = -773815.400794 nChanged 4 SP:Iteration 36Q (63897.610000 sec): 3 clusters Score: Raw -778009.031832 + Penalty 4192.886925 = -773816.144907 nChanged 2 SP:Iteration 37Q (63897.630000 sec): 3 clusters Score: Raw -778009.606471 + Penalty 4192.886925 = -773816.719546 nChanged 7 SP:Iteration 38Q (63897.650000 sec): 3 clusters Score: Raw -778011.468781 + Penalty 4192.886925 = -773818.581856 nChanged 2 SP:Iteration 39Q (63897.660000 sec): 3 clusters Score: Raw -778012.501514 + Penalty 4192.886925 = -773819.614589 nChanged 3 SP:Iteration 40F (63897.680000 sec): 3 clusters Score: Raw -778014.051398 + Penalty 4192.886925 = -773821.164473 nChanged 3 SP:Iteration 41Q (63897.700000 sec): 3 clusters Score: Raw -778015.072695 + Penalty 4192.886925 = -773822.185770 nChanged 1 SP:Iteration 42Q (63897.720000 sec): 3 clusters Score: Raw -778015.466976 + Penalty 4192.886925 = -773822.580051 nChanged 0 SP:Iteration 43F (63897.740000 sec): 3 clusters Score: Raw -778015.466976 + Penalty 4192.886925 = -773822.580051 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63897.760000 sec): 2 clusters Score: Raw -802481.859415 + Penalty 2105.118763 = -800376.740652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63897.780000 sec): 3 clusters Score: Raw -800184.535185 + Penalty 4210.237526 = -795974.297658 nChanged 1861 SP:Iteration 1F (63897.800000 sec): 3 clusters Score: Raw -801624.336770 + Penalty 4210.237526 = -797414.099244 nChanged 517 SP:Iteration 2F (63897.810000 sec): 3 clusters Score: Raw -802335.769881 + Penalty 4210.237526 = -798125.532354 nChanged 468 SP:Iteration 3F (63897.830000 sec): 3 clusters Score: Raw -802920.100145 + Penalty 4210.237526 = -798709.862619 nChanged 364 SP:Iteration 4F (63897.850000 sec): 3 clusters Score: Raw -803355.826199 + Penalty 4210.237526 = -799145.588673 nChanged 302 SP:Iteration 5F (63897.870000 sec): 3 clusters Score: Raw -803659.142124 + Penalty 4210.237526 = -799448.904598 nChanged 200 SP:Iteration 6Q (63897.890000 sec): 3 clusters Score: Raw -803817.900276 + Penalty 4210.237526 = -799607.662750 nChanged 135 SP:Iteration 7Q (63897.910000 sec): 3 clusters Score: Raw -803914.542903 + Penalty 4210.237526 = -799704.305377 nChanged 111 SP:Iteration 8Q (63897.920000 sec): 3 clusters Score: Raw -803984.495689 + Penalty 4210.237526 = -799774.258162 nChanged 72 SP:Iteration 9Q (63897.940000 sec): 3 clusters Score: Raw -804022.480127 + Penalty 4210.237526 = -799812.242601 nChanged 62 SP:Iteration 10Q (63897.960000 sec): 3 clusters Score: Raw -804049.161664 + Penalty 4210.237526 = -799838.924138 nChanged 38 SP:Iteration 11Q (63897.980000 sec): 3 clusters Score: Raw -804062.763496 + Penalty 4210.237526 = -799852.525970 nChanged 25 SP:Iteration 12Q (63898.000000 sec): 3 clusters Score: Raw -804074.590126 + Penalty 4210.237526 = -799864.352599 nChanged 34 SP:Iteration 13Q (63898.010000 sec): 3 clusters Score: Raw -804086.039082 + Penalty 4210.237526 = -799875.801555 nChanged 26 SP:Iteration 14Q (63898.030000 sec): 3 clusters Score: Raw -804095.929144 + Penalty 4210.237526 = -799885.691618 nChanged 14 SP:Iteration 15Q (63898.050000 sec): 3 clusters Score: Raw -804100.522767 + Penalty 4210.237526 = -799890.285240 nChanged 11 SP:Iteration 16Q (63898.060000 sec): 3 clusters Score: Raw -804104.283209 + Penalty 4210.237526 = -799894.045682 nChanged 16 SP:Iteration 17Q (63898.080000 sec): 3 clusters Score: Raw -804109.730761 + Penalty 4210.237526 = -799899.493235 nChanged 8 SP:Iteration 18Q (63898.100000 sec): 3 clusters Score: Raw -804112.011503 + Penalty 4210.237526 = -799901.773976 nChanged 7 SP:Iteration 19Q (63898.120000 sec): 3 clusters Score: Raw -804113.327645 + Penalty 4210.237526 = -799903.090118 nChanged 1 SP:Iteration 20F (63898.140000 sec): 3 clusters Score: Raw -804116.961228 + Penalty 4210.237526 = -799906.723702 nChanged 3 SP:Iteration 21Q (63898.150000 sec): 3 clusters Score: Raw -804120.119206 + Penalty 4210.237526 = -799909.881679 nChanged 7 SP:Iteration 22Q (63898.170000 sec): 3 clusters Score: Raw -804122.625999 + Penalty 4210.237526 = -799912.388473 nChanged 8 SP:Iteration 23Q (63898.190000 sec): 3 clusters Score: Raw -804129.365348 + Penalty 4210.237526 = -799919.127822 nChanged 14 SP:Iteration 24Q (63898.210000 sec): 3 clusters Score: Raw -804133.910440 + Penalty 4210.237526 = -799923.672913 nChanged 11 SP:Iteration 25Q (63898.220000 sec): 3 clusters Score: Raw -804136.187044 + Penalty 4210.237526 = -799925.949518 nChanged 5 SP:Iteration 26Q (63898.240000 sec): 3 clusters Score: Raw -804137.672091 + Penalty 4210.237526 = -799927.434564 nChanged 4 SP:Iteration 27Q (63898.260000 sec): 3 clusters Score: Raw -804138.684275 + Penalty 4210.237526 = -799928.446748 nChanged 4 SP:Iteration 28Q (63898.280000 sec): 3 clusters Score: Raw -804139.581739 + Penalty 4210.237526 = -799929.344212 nChanged 3 SP:Iteration 29Q (63898.290000 sec): 3 clusters Score: Raw -804140.362596 + Penalty 4210.237526 = -799930.125070 nChanged 5 SP:Iteration 30Q (63898.310000 sec): 3 clusters Score: Raw -804141.606932 + Penalty 4210.237526 = -799931.369406 nChanged 3 SP:Iteration 31Q (63898.330000 sec): 3 clusters Score: Raw -804142.161436 + Penalty 4210.237526 = -799931.923910 nChanged 0 SP:Iteration 32F (63898.350000 sec): 3 clusters Score: Raw -804142.161436 + Penalty 4210.237526 = -799931.923910 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63898.360000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63898.360000 sec): 3 clusters Score: Raw -79281.511851 + Penalty 3079.460653 = -76202.051198 nChanged 89 SP:Iteration 1F (63898.360000 sec): 3 clusters Score: Raw -79447.790981 + Penalty 3079.460653 = -76368.330328 nChanged 19 SP:Iteration 2Q (63898.360000 sec): 3 clusters Score: Raw -79489.899098 + Penalty 3079.460653 = -76410.438445 nChanged 15 SP:Iteration 3Q (63898.360000 sec): 3 clusters Score: Raw -79527.279544 + Penalty 3079.460653 = -76447.818891 nChanged 5 SP:Iteration 4Q (63898.360000 sec): 3 clusters Score: Raw -79542.231777 + Penalty 3079.460653 = -76462.771124 nChanged 3 SP:Iteration 5Q (63898.370000 sec): 3 clusters Score: Raw -79549.772992 + Penalty 3079.460653 = -76470.312339 nChanged 3 SP:Iteration 6Q (63898.370000 sec): 3 clusters Score: Raw -79558.961621 + Penalty 3079.460653 = -76479.500968 nChanged 1 SP:Iteration 7Q (63898.370000 sec): 3 clusters Score: Raw -79562.377395 + Penalty 3079.460653 = -76482.916742 nChanged 0 SP:Iteration 8F (63898.370000 sec): 3 clusters Score: Raw -79562.377395 + Penalty 3079.460653 = -76482.916742 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63898.380000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63898.380000 sec): 3 clusters Score: Raw -93195.493975 + Penalty 3164.540778 = -90030.953197 nChanged 118 SP:Iteration 1F (63898.380000 sec): 3 clusters Score: Raw -93403.139409 + Penalty 3164.540778 = -90238.598631 nChanged 29 SP:Iteration 2Q (63898.390000 sec): 3 clusters Score: Raw -93489.548432 + Penalty 3164.540778 = -90325.007654 nChanged 15 SP:Iteration 3Q (63898.390000 sec): 3 clusters Score: Raw -93521.717827 + Penalty 3164.540778 = -90357.177048 nChanged 7 SP:Iteration 4Q (63898.390000 sec): 3 clusters Score: Raw -93533.596767 + Penalty 3164.540778 = -90369.055989 nChanged 3 SP:Iteration 5Q (63898.390000 sec): 3 clusters Score: Raw -93539.038962 + Penalty 3164.540778 = -90374.498184 nChanged 2 SP:Iteration 6Q (63898.400000 sec): 3 clusters Score: Raw -93540.815842 + Penalty 3164.540778 = -90376.275064 nChanged 0 SP:Iteration 7F (63898.400000 sec): 3 clusters Score: Raw -93540.815842 + Penalty 3164.540778 = -90376.275064 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63898.420000 sec): 2 clusters Score: Raw -982631.182587 + Penalty 2134.408354 = -980496.774233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63898.440000 sec): 3 clusters Score: Raw -979974.898463 + Penalty 4268.816708 = -975706.081755 nChanged 2065 SP:Iteration 1F (63898.460000 sec): 3 clusters Score: Raw -981181.914320 + Penalty 4268.816708 = -976913.097612 nChanged 430 SP:Iteration 2F (63898.480000 sec): 3 clusters Score: Raw -981482.821985 + Penalty 4268.816708 = -977214.005277 nChanged 331 SP:Iteration 3F (63898.510000 sec): 3 clusters Score: Raw -981734.928817 + Penalty 4268.816708 = -977466.112109 nChanged 322 SP:Iteration 4F (63898.530000 sec): 3 clusters Score: Raw -982011.383936 + Penalty 4268.816708 = -977742.567228 nChanged 362 SP:Iteration 5F (63898.550000 sec): 3 clusters Score: Raw -982335.364577 + Penalty 4268.816708 = -978066.547869 nChanged 332 SP:Iteration 6F (63898.570000 sec): 3 clusters Score: Raw -982648.820826 + Penalty 4268.816708 = -978380.004118 nChanged 276 SP:Iteration 7F (63898.590000 sec): 3 clusters Score: Raw -982909.455164 + Penalty 4268.816708 = -978640.638456 nChanged 238 SP:Iteration 8Q (63898.610000 sec): 3 clusters Score: Raw -983145.581466 + Penalty 4268.816708 = -978876.764758 nChanged 198 SP:Iteration 9Q (63898.640000 sec): 3 clusters Score: Raw -983338.543357 + Penalty 4268.816708 = -979069.726649 nChanged 142 SP:Iteration 10Q (63898.660000 sec): 3 clusters Score: Raw -983457.260815 + Penalty 4268.816708 = -979188.444107 nChanged 95 SP:Iteration 11Q (63898.680000 sec): 3 clusters Score: Raw -983525.459169 + Penalty 4268.816708 = -979256.642461 nChanged 72 SP:Iteration 12Q (63898.700000 sec): 3 clusters Score: Raw -983575.993312 + Penalty 4268.816708 = -979307.176604 nChanged 69 SP:Iteration 13Q (63898.720000 sec): 3 clusters Score: Raw -983623.331878 + Penalty 4268.816708 = -979354.515169 nChanged 49 SP:Iteration 14Q (63898.740000 sec): 3 clusters Score: Raw -983652.176971 + Penalty 4268.816708 = -979383.360263 nChanged 33 SP:Iteration 15Q (63898.760000 sec): 3 clusters Score: Raw -983667.839907 + Penalty 4268.816708 = -979399.023199 nChanged 21 SP:Iteration 16Q (63898.780000 sec): 3 clusters Score: Raw -983677.801669 + Penalty 4268.816708 = -979408.984960 nChanged 22 SP:Iteration 17Q (63898.800000 sec): 3 clusters Score: Raw -983688.417918 + Penalty 4268.816708 = -979419.601210 nChanged 20 SP:Iteration 18Q (63898.820000 sec): 3 clusters Score: Raw -983697.263815 + Penalty 4268.816708 = -979428.447107 nChanged 21 SP:Iteration 19Q (63898.840000 sec): 3 clusters Score: Raw -983706.535440 + Penalty 4268.816708 = -979437.718732 nChanged 13 SP:Iteration 20F (63898.860000 sec): 3 clusters Score: Raw -983712.371044 + Penalty 4268.816708 = -979443.554336 nChanged 11 SP:Iteration 21Q (63898.880000 sec): 3 clusters Score: Raw -983716.717429 + Penalty 4268.816708 = -979447.900721 nChanged 12 SP:Iteration 22Q (63898.900000 sec): 3 clusters Score: Raw -983721.480638 + Penalty 4268.816708 = -979452.663929 nChanged 14 SP:Iteration 23Q (63898.920000 sec): 3 clusters Score: Raw -983726.743702 + Penalty 4268.816708 = -979457.926994 nChanged 13 SP:Iteration 24Q (63898.940000 sec): 3 clusters Score: Raw -983732.668121 + Penalty 4268.816708 = -979463.851413 nChanged 10 SP:Iteration 25Q (63898.960000 sec): 3 clusters Score: Raw -983736.931160 + Penalty 4268.816708 = -979468.114452 nChanged 6 SP:Iteration 26Q (63898.980000 sec): 3 clusters Score: Raw -983738.108530 + Penalty 4268.816708 = -979469.291821 nChanged 3 SP:Iteration 27Q (63899.000000 sec): 3 clusters Score: Raw -983738.790627 + Penalty 4268.816708 = -979469.973918 nChanged 4 SP:Iteration 28Q (63899.020000 sec): 3 clusters Score: Raw -983739.718294 + Penalty 4268.816708 = -979470.901586 nChanged 3 SP:Iteration 29Q (63899.040000 sec): 3 clusters Score: Raw -983740.390230 + Penalty 4268.816708 = -979471.573522 nChanged 2 SP:Iteration 30Q (63899.060000 sec): 3 clusters Score: Raw -983741.185799 + Penalty 4268.816708 = -979472.369091 nChanged 1 SP:Iteration 31Q (63899.080000 sec): 3 clusters Score: Raw -983741.815060 + Penalty 4268.816708 = -979472.998351 nChanged 4 SP:Iteration 32Q (63899.100000 sec): 3 clusters Score: Raw -983743.308285 + Penalty 4268.816708 = -979474.491577 nChanged 2 SP:Iteration 33Q (63899.120000 sec): 3 clusters Score: Raw -983743.711801 + Penalty 4268.816708 = -979474.895093 nChanged 3 SP:Iteration 34Q (63899.140000 sec): 3 clusters Score: Raw -983744.733653 + Penalty 4268.816708 = -979475.916945 nChanged 3 SP:Iteration 35Q (63899.160000 sec): 3 clusters Score: Raw -983745.430704 + Penalty 4268.816708 = -979476.613996 nChanged 1 SP:Iteration 36Q (63899.180000 sec): 3 clusters Score: Raw -983745.545332 + Penalty 4268.816708 = -979476.728624 nChanged 1 SP:Iteration 37Q (63899.200000 sec): 3 clusters Score: Raw -983745.677120 + Penalty 4268.816708 = -979476.860412 nChanged 2 SP:Iteration 38Q (63899.220000 sec): 3 clusters Score: Raw -983746.184355 + Penalty 4268.816708 = -979477.367647 nChanged 0 SP:Iteration 39F (63899.240000 sec): 3 clusters Score: Raw -983746.184355 + Penalty 4268.816708 = -979477.367647 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63899.260000 sec): 2 clusters Score: Raw -348124.681726 + Penalty 1910.233916 = -346214.447810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63899.260000 sec): 3 clusters Score: Raw -347302.576041 + Penalty 3820.467832 = -343482.108209 nChanged 743 SP:Iteration 1F (63899.270000 sec): 3 clusters Score: Raw -348009.712710 + Penalty 3820.467832 = -344189.244878 nChanged 209 SP:Iteration 2F (63899.280000 sec): 3 clusters Score: Raw -348216.728144 + Penalty 3820.467832 = -344396.260312 nChanged 114 SP:Iteration 3F (63899.290000 sec): 3 clusters Score: Raw -348351.652670 + Penalty 3820.467832 = -344531.184838 nChanged 95 SP:Iteration 4Q (63899.300000 sec): 3 clusters Score: Raw -348478.713435 + Penalty 3820.467832 = -344658.245603 nChanged 68 SP:Iteration 5Q (63899.310000 sec): 3 clusters Score: Raw -348541.597780 + Penalty 3820.467832 = -344721.129948 nChanged 44 SP:Iteration 6Q (63899.320000 sec): 3 clusters Score: Raw -348584.534339 + Penalty 3820.467832 = -344764.066507 nChanged 35 SP:Iteration 7Q (63899.320000 sec): 3 clusters Score: Raw -348614.475185 + Penalty 3820.467832 = -344794.007353 nChanged 18 SP:Iteration 8Q (63899.330000 sec): 3 clusters Score: Raw -348629.693965 + Penalty 3820.467832 = -344809.226132 nChanged 17 SP:Iteration 9Q (63899.340000 sec): 3 clusters Score: Raw -348640.913144 + Penalty 3820.467832 = -344820.445312 nChanged 10 SP:Iteration 10Q (63899.350000 sec): 3 clusters Score: Raw -348648.250481 + Penalty 3820.467832 = -344827.782648 nChanged 12 SP:Iteration 11Q (63899.360000 sec): 3 clusters Score: Raw -348656.004079 + Penalty 3820.467832 = -344835.536246 nChanged 9 SP:Iteration 12Q (63899.360000 sec): 3 clusters Score: Raw -348661.775181 + Penalty 3820.467832 = -344841.307349 nChanged 7 SP:Iteration 13Q (63899.370000 sec): 3 clusters Score: Raw -348666.236033 + Penalty 3820.467832 = -344845.768201 nChanged 8 SP:Iteration 14Q (63899.380000 sec): 3 clusters Score: Raw -348673.592654 + Penalty 3820.467832 = -344853.124822 nChanged 10 SP:Iteration 15Q (63899.390000 sec): 3 clusters Score: Raw -348684.153674 + Penalty 3820.467832 = -344863.685842 nChanged 10 SP:Iteration 16Q (63899.400000 sec): 3 clusters Score: Raw -348698.919673 + Penalty 3820.467832 = -344878.451841 nChanged 12 SP:Iteration 17Q (63899.410000 sec): 3 clusters Score: Raw -348708.789671 + Penalty 3820.467832 = -344888.321839 nChanged 8 SP:Iteration 18Q (63899.420000 sec): 3 clusters Score: Raw -348713.590759 + Penalty 3820.467832 = -344893.122927 nChanged 2 SP:Iteration 19Q (63899.420000 sec): 3 clusters Score: Raw -348714.437909 + Penalty 3820.467832 = -344893.970077 nChanged 1 SP:Iteration 20F (63899.430000 sec): 3 clusters Score: Raw -348714.709197 + Penalty 3820.467832 = -344894.241364 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63899.440000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63899.440000 sec): 3 clusters Score: Raw -124012.272828 + Penalty 3306.810569 = -120705.462259 nChanged 192 SP:Iteration 1F (63899.440000 sec): 3 clusters Score: Raw -124333.868535 + Penalty 3306.810569 = -121027.057966 nChanged 77 SP:Iteration 2F (63899.450000 sec): 3 clusters Score: Raw -124543.394171 + Penalty 3306.810569 = -121236.583602 nChanged 55 SP:Iteration 3F (63899.450000 sec): 3 clusters Score: Raw -124716.046269 + Penalty 3306.810569 = -121409.235700 nChanged 50 SP:Iteration 4F (63899.460000 sec): 3 clusters Score: Raw -124914.384775 + Penalty 3306.810569 = -121607.574206 nChanged 40 SP:Iteration 5F (63899.460000 sec): 3 clusters Score: Raw -125122.311543 + Penalty 3306.810569 = -121815.500974 nChanged 43 SP:Iteration 6F (63899.460000 sec): 3 clusters Score: Raw -125333.468729 + Penalty 3306.810569 = -122026.658160 nChanged 27 SP:Iteration 7Q (63899.460000 sec): 3 clusters Score: Raw -125460.969197 + Penalty 3306.810569 = -122154.158628 nChanged 17 SP:Iteration 8Q (63899.470000 sec): 3 clusters Score: Raw -125515.471855 + Penalty 3306.810569 = -122208.661286 nChanged 10 SP:Iteration 9Q (63899.470000 sec): 3 clusters Score: Raw -125538.835652 + Penalty 3306.810569 = -122232.025083 nChanged 6 SP:Iteration 10Q (63899.470000 sec): 3 clusters Score: Raw -125556.732077 + Penalty 3306.810569 = -122249.921508 nChanged 4 SP:Iteration 11Q (63899.480000 sec): 3 clusters Score: Raw -125569.345049 + Penalty 3306.810569 = -122262.534480 nChanged 4 SP:Iteration 12Q (63899.480000 sec): 3 clusters Score: Raw -125580.184712 + Penalty 3306.810569 = -122273.374143 nChanged 2 SP:Iteration 13Q (63899.480000 sec): 3 clusters Score: Raw -125583.960026 + Penalty 3306.810569 = -122277.149457 nChanged 1 SP:Iteration 14Q (63899.480000 sec): 3 clusters Score: Raw -125585.472163 + Penalty 3306.810569 = -122278.661594 nChanged 1 SP:Iteration 15Q (63899.480000 sec): 3 clusters Score: Raw -125586.577428 + Penalty 3306.810569 = -122279.766859 nChanged 1 SP:Iteration 16Q (63899.490000 sec): 3 clusters Score: Raw -125593.346405 + Penalty 3306.810569 = -122286.535836 nChanged 2 SP:Iteration 17Q (63899.490000 sec): 3 clusters Score: Raw -125598.642469 + Penalty 3306.810569 = -122291.831900 nChanged 0 SP:Iteration 18F (63899.490000 sec): 3 clusters Score: Raw -125598.642469 + Penalty 3306.810569 = -122291.831900 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63899.910000 sec): 2 clusters Score: Raw -21180492.224382 + Penalty 2899.225919 = -21177592.998463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63900.400000 sec): 3 clusters Score: Raw -21103414.982588 + Penalty 5798.451837 = -21097616.530750 nChanged 56867 SP:Iteration 1F (63900.890000 sec): 3 clusters Score: Raw -21136030.065760 + Penalty 5798.451837 = -21130231.613923 nChanged 3520 SP:Iteration 2Q (63901.390000 sec): 3 clusters Score: Raw -21136713.635911 + Penalty 5798.451837 = -21130915.184073 nChanged 3422 SP:Iteration 3Q (63901.890000 sec): 3 clusters Score: Raw -21137436.284377 + Penalty 5798.451837 = -21131637.832540 nChanged 3711 SP:Iteration 4Q (63902.380000 sec): 3 clusters Score: Raw -21138377.208548 + Penalty 5798.451837 = -21132578.756711 nChanged 4419 SP:Iteration 5Q (63902.880000 sec): 3 clusters Score: Raw -21139873.328247 + Penalty 5798.451837 = -21134074.876409 nChanged 5798 SP:Iteration 6Q (63903.380000 sec): 3 clusters Score: Raw -21142603.846221 + Penalty 5798.451837 = -21136805.394384 nChanged 7803 SP:Iteration 7F (63903.870000 sec): 3 clusters Score: Raw -21147583.328344 + Penalty 5798.451837 = -21141784.876507 nChanged 9607 SP:Iteration 8F (63904.350000 sec): 3 clusters Score: Raw -21155298.393122 + Penalty 5798.451837 = -21149499.941285 nChanged 9983 SP:Iteration 9F (63904.840000 sec): 3 clusters Score: Raw -21164521.919708 + Penalty 5798.451837 = -21158723.467870 nChanged 8226 SP:Iteration 10F (63905.320000 sec): 3 clusters Score: Raw -21172600.850058 + Penalty 5798.451837 = -21166802.398221 nChanged 5069 SP:Iteration 11Q (63905.810000 sec): 3 clusters Score: Raw -21177432.087746 + Penalty 5798.451837 = -21171633.635909 nChanged 2358 SP:Iteration 12Q (63906.250000 sec): 3 clusters Score: Raw -21179567.552112 + Penalty 5798.451837 = -21173769.100275 nChanged 868 SP:Iteration 13Q (63906.640000 sec): 3 clusters Score: Raw -21180295.870512 + Penalty 5798.451837 = -21174497.418674 nChanged 332 SP:Iteration 14Q (63907.000000 sec): 3 clusters Score: Raw -21180600.850626 + Penalty 5798.451837 = -21174802.398788 nChanged 126 SP:Iteration 15Q (63907.360000 sec): 3 clusters Score: Raw -21180724.778957 + Penalty 5798.451837 = -21174926.327120 nChanged 50 SP:Iteration 16Q (63907.710000 sec): 3 clusters Score: Raw -21180776.893474 + Penalty 5798.451837 = -21174978.441637 nChanged 36 SP:Iteration 17Q (63908.050000 sec): 3 clusters Score: Raw -21180822.463771 + Penalty 5798.451837 = -21175024.011933 nChanged 26 SP:Iteration 18Q (63908.390000 sec): 3 clusters Score: Raw -21180852.900504 + Penalty 5798.451837 = -21175054.448667 nChanged 18 SP:Iteration 19Q (63908.730000 sec): 3 clusters Score: Raw -21180875.018941 + Penalty 5798.451837 = -21175076.567103 nChanged 14 SP:Iteration 20F (63909.210000 sec): 3 clusters Score: Raw -21180890.247306 + Penalty 5798.451837 = -21175091.795469 nChanged 7 SP:Iteration 21Q (63909.550000 sec): 3 clusters Score: Raw -21180898.523395 + Penalty 5798.451837 = -21175100.071558 nChanged 6 SP:Iteration 22Q (63909.890000 sec): 3 clusters Score: Raw -21180906.922688 + Penalty 5798.451837 = -21175108.470851 nChanged 2 SP:Iteration 23Q (63910.230000 sec): 3 clusters Score: Raw -21180909.624383 + Penalty 5798.451837 = -21175111.172545 nChanged 2 SP:Iteration 24Q (63910.570000 sec): 3 clusters Score: Raw -21180912.794273 + Penalty 5798.451837 = -21175114.342436 nChanged 1 SP:Iteration 25Q (63910.910000 sec): 3 clusters Score: Raw -21180913.590087 + Penalty 5798.451837 = -21175115.138250 nChanged 2 SP:Iteration 26Q (63911.260000 sec): 3 clusters Score: Raw -21180916.389168 + Penalty 5798.451837 = -21175117.937331 nChanged 1 SP:Iteration 27Q (63911.600000 sec): 3 clusters Score: Raw -21180917.608768 + Penalty 5798.451837 = -21175119.156931 nChanged 0 SP:Iteration 28F (63912.070000 sec): 3 clusters Score: Raw -21180917.608768 + Penalty 5798.451837 = -21175119.156931 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63912.120000 sec): 2 clusters Score: Raw -53289.356180 + Penalty 1504.969546 = -51784.386634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63912.120000 sec): 3 clusters Score: Raw -53457.265717 + Penalty 3009.939092 = -50447.326625 nChanged 95 SP:Iteration 1F (63912.120000 sec): 3 clusters Score: Raw -53665.634407 + Penalty 3009.939092 = -50655.695316 nChanged 33 SP:Iteration 2F (63912.120000 sec): 3 clusters Score: Raw -53775.358071 + Penalty 3009.939092 = -50765.418979 nChanged 19 SP:Iteration 3Q (63912.120000 sec): 3 clusters Score: Raw -53852.183349 + Penalty 3009.939092 = -50842.244257 nChanged 13 SP:Iteration 4Q (63912.120000 sec): 3 clusters Score: Raw -53899.779570 + Penalty 3009.939092 = -50889.840478 nChanged 4 SP:Iteration 5Q (63912.130000 sec): 3 clusters Score: Raw -53921.485999 + Penalty 3009.939092 = -50911.546907 nChanged 4 SP:Iteration 6Q (63912.130000 sec): 3 clusters Score: Raw -53960.998399 + Penalty 3009.939092 = -50951.059308 nChanged 5 SP:Iteration 7Q (63912.130000 sec): 3 clusters Score: Raw -53979.681262 + Penalty 3009.939092 = -50969.742171 nChanged 3 SP:Iteration 8Q (63912.130000 sec): 3 clusters Score: Raw -53987.435279 + Penalty 3009.939092 = -50977.496187 nChanged 2 SP:Iteration 9Q (63912.130000 sec): 3 clusters Score: Raw -53999.093504 + Penalty 3009.939092 = -50989.154412 nChanged 1 SP:Iteration 10Q (63912.140000 sec): 3 clusters Score: Raw -54000.764623 + Penalty 3009.939092 = -50990.825531 nChanged 1 SP:Iteration 11Q (63912.140000 sec): 3 clusters Score: Raw -54001.815310 + Penalty 3009.939092 = -50991.876218 nChanged 1 SP:Iteration 12Q (63912.140000 sec): 3 clusters Score: Raw -54005.308079 + Penalty 3009.939092 = -50995.368987 nChanged 1 SP:Iteration 13Q (63912.140000 sec): 3 clusters Score: Raw -54007.877933 + Penalty 3009.939092 = -50997.938841 nChanged 1 SP:Iteration 14Q (63912.140000 sec): 3 clusters Score: Raw -54026.378537 + Penalty 3009.939092 = -51016.439445 nChanged 1 SP:Iteration 15Q (63912.140000 sec): 3 clusters Score: Raw -54028.840838 + Penalty 3009.939092 = -51018.901746 nChanged 1 SP:Iteration 16Q (63912.140000 sec): 3 clusters Score: Raw -54032.138935 + Penalty 3009.939092 = -51022.199844 nChanged 0 SP:Iteration 17F (63912.140000 sec): 3 clusters Score: Raw -54032.138935 + Penalty 3009.939092 = -51022.199844 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63912.150000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63912.150000 sec): 3 clusters Score: Raw -52135.057966 + Penalty 2871.820245 = -49263.237721 nChanged 38 SP:Iteration 1F (63912.150000 sec): 3 clusters Score: Raw -52293.008527 + Penalty 2871.820245 = -49421.188283 nChanged 19 SP:Iteration 2F (63912.160000 sec): 3 clusters Score: Raw -52360.808035 + Penalty 2871.820245 = -49488.987790 nChanged 8 SP:Iteration 3Q (63912.160000 sec): 3 clusters Score: Raw -52403.006326 + Penalty 2871.820245 = -49531.186081 nChanged 2 SP:Iteration 4Q (63912.160000 sec): 3 clusters Score: Raw -52407.600572 + Penalty 2871.820245 = -49535.780327 nChanged 1 SP:Iteration 5Q (63912.160000 sec): 3 clusters Score: Raw -52410.404051 + Penalty 2871.820245 = -49538.583806 nChanged 0 SP:Iteration 6F (63912.160000 sec): 3 clusters Score: Raw -52410.404051 + Penalty 2871.820245 = -49538.583806 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63912.240000 sec): 2 clusters Score: Raw -3771028.570675 + Penalty 2490.564083 = -3768538.006592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63912.340000 sec): 3 clusters Score: Raw -3757407.882660 + Penalty 4981.128166 = -3752426.754495 nChanged 10224 SP:Iteration 1F (63912.430000 sec): 3 clusters Score: Raw -3762765.830249 + Penalty 4981.128166 = -3757784.702084 nChanged 1220 SP:Iteration 2F (63912.520000 sec): 3 clusters Score: Raw -3763158.800860 + Penalty 4981.128166 = -3758177.672694 nChanged 995 SP:Iteration 3Q (63912.610000 sec): 3 clusters Score: Raw -3763455.821853 + Penalty 4981.128166 = -3758474.693688 nChanged 845 SP:Iteration 4Q (63912.700000 sec): 3 clusters Score: Raw -3763709.328612 + Penalty 4981.128166 = -3758728.200446 nChanged 818 SP:Iteration 5Q (63912.790000 sec): 3 clusters Score: Raw -3763943.006598 + Penalty 4981.128166 = -3758961.878433 nChanged 749 SP:Iteration 6Q (63912.880000 sec): 3 clusters Score: Raw -3764147.310958 + Penalty 4981.128166 = -3759166.182792 nChanged 649 SP:Iteration 7Q (63912.980000 sec): 3 clusters Score: Raw -3764325.504753 + Penalty 4981.128166 = -3759344.376587 nChanged 614 SP:Iteration 8Q (63913.070000 sec): 3 clusters Score: Raw -3764498.194662 + Penalty 4981.128166 = -3759517.066496 nChanged 566 SP:Iteration 9Q (63913.160000 sec): 3 clusters Score: Raw -3764681.760199 + Penalty 4981.128166 = -3759700.632033 nChanged 631 SP:Iteration 10Q (63913.250000 sec): 3 clusters Score: Raw -3764892.687867 + Penalty 4981.128166 = -3759911.559701 nChanged 644 SP:Iteration 11Q (63913.340000 sec): 3 clusters Score: Raw -3765121.833800 + Penalty 4981.128166 = -3760140.705634 nChanged 661 SP:Iteration 12Q (63913.440000 sec): 3 clusters Score: Raw -3765367.983095 + Penalty 4981.128166 = -3760386.854930 nChanged 697 SP:Iteration 13Q (63913.520000 sec): 3 clusters Score: Raw -3765626.653983 + Penalty 4981.128166 = -3760645.525818 nChanged 696 SP:Iteration 14Q (63913.620000 sec): 3 clusters Score: Raw -3765882.221520 + Penalty 4981.128166 = -3760901.093355 nChanged 673 SP:Iteration 15Q (63913.710000 sec): 3 clusters Score: Raw -3766096.130600 + Penalty 4981.128166 = -3761115.002435 nChanged 585 SP:Iteration 16Q (63913.800000 sec): 3 clusters Score: Raw -3766273.308495 + Penalty 4981.128166 = -3761292.180330 nChanged 550 SP:Iteration 17Q (63913.890000 sec): 3 clusters Score: Raw -3766450.950178 + Penalty 4981.128166 = -3761469.822012 nChanged 579 SP:Iteration 18Q (63913.980000 sec): 3 clusters Score: Raw -3766626.761230 + Penalty 4981.128166 = -3761645.633064 nChanged 539 SP:Iteration 19Q (63914.070000 sec): 3 clusters Score: Raw -3766790.298767 + Penalty 4981.128166 = -3761809.170601 nChanged 515 SP:Iteration 20F (63914.160000 sec): 3 clusters Score: Raw -3766955.095231 + Penalty 4981.128166 = -3761973.967066 nChanged 537 SP:Iteration 21Q (63914.250000 sec): 3 clusters Score: Raw -3767126.292216 + Penalty 4981.128166 = -3762145.164051 nChanged 518 SP:Iteration 22Q (63914.340000 sec): 3 clusters Score: Raw -3767300.666905 + Penalty 4981.128166 = -3762319.538740 nChanged 532 SP:Iteration 23Q (63914.440000 sec): 3 clusters Score: Raw -3767506.032100 + Penalty 4981.128166 = -3762524.903934 nChanged 535 SP:Iteration 24Q (63914.520000 sec): 3 clusters Score: Raw -3767730.628290 + Penalty 4981.128166 = -3762749.500124 nChanged 534 SP:Iteration 25Q (63914.620000 sec): 3 clusters Score: Raw -3767996.946281 + Penalty 4981.128166 = -3763015.818116 nChanged 590 SP:Iteration 26Q (63914.700000 sec): 3 clusters Score: Raw -3768313.168747 + Penalty 4981.128166 = -3763332.040581 nChanged 601 SP:Iteration 27Q (63914.790000 sec): 3 clusters Score: Raw -3768631.436687 + Penalty 4981.128166 = -3763650.308521 nChanged 527 SP:Iteration 28Q (63914.880000 sec): 3 clusters Score: Raw -3768882.766441 + Penalty 4981.128166 = -3763901.638275 nChanged 497 SP:Iteration 29Q (63914.970000 sec): 3 clusters Score: Raw -3769088.665276 + Penalty 4981.128166 = -3764107.537111 nChanged 378 SP:Iteration 30Q (63915.060000 sec): 3 clusters Score: Raw -3769229.629348 + Penalty 4981.128166 = -3764248.501183 nChanged 346 SP:Iteration 31Q (63915.140000 sec): 3 clusters Score: Raw -3769362.327236 + Penalty 4981.128166 = -3764381.199070 nChanged 328 SP:Iteration 32Q (63915.230000 sec): 3 clusters Score: Raw -3769469.983655 + Penalty 4981.128166 = -3764488.855489 nChanged 292 SP:Iteration 33Q (63915.320000 sec): 3 clusters Score: Raw -3769571.109125 + Penalty 4981.128166 = -3764589.980959 nChanged 300 SP:Iteration 34Q (63915.400000 sec): 3 clusters Score: Raw -3769669.753310 + Penalty 4981.128166 = -3764688.625145 nChanged 313 SP:Iteration 35Q (63915.490000 sec): 3 clusters Score: Raw -3769778.477012 + Penalty 4981.128166 = -3764797.348846 nChanged 281 SP:Iteration 36Q (63915.570000 sec): 3 clusters Score: Raw -3769873.440136 + Penalty 4981.128166 = -3764892.311970 nChanged 279 SP:Iteration 37Q (63915.660000 sec): 3 clusters Score: Raw -3769965.630405 + Penalty 4981.128166 = -3764984.502239 nChanged 274 SP:Iteration 38Q (63915.740000 sec): 3 clusters Score: Raw -3770069.254820 + Penalty 4981.128166 = -3765088.126655 nChanged 287 SP:Iteration 39Q (63915.820000 sec): 3 clusters Score: Raw -3770180.975915 + Penalty 4981.128166 = -3765199.847749 nChanged 294 SP:Iteration 40F (63915.910000 sec): 3 clusters Score: Raw -3770289.156415 + Penalty 4981.128166 = -3765308.028250 nChanged 290 SP:Iteration 41Q (63916.000000 sec): 3 clusters Score: Raw -3770392.592724 + Penalty 4981.128166 = -3765411.464558 nChanged 273 SP:Iteration 42Q (63916.080000 sec): 3 clusters Score: Raw -3770482.221189 + Penalty 4981.128166 = -3765501.093023 nChanged 226 SP:Iteration 43Q (63916.160000 sec): 3 clusters Score: Raw -3770547.164354 + Penalty 4981.128166 = -3765566.036188 nChanged 215 SP:Iteration 44Q (63916.240000 sec): 3 clusters Score: Raw -3770612.863389 + Penalty 4981.128166 = -3765631.735223 nChanged 204 SP:Iteration 45Q (63916.320000 sec): 3 clusters Score: Raw -3770670.727258 + Penalty 4981.128166 = -3765689.599092 nChanged 169 SP:Iteration 46Q (63916.400000 sec): 3 clusters Score: Raw -3770716.963814 + Penalty 4981.128166 = -3765735.835649 nChanged 176 SP:Iteration 47Q (63916.480000 sec): 3 clusters Score: Raw -3770766.418939 + Penalty 4981.128166 = -3765785.290773 nChanged 168 SP:Iteration 48Q (63916.560000 sec): 3 clusters Score: Raw -3770812.340544 + Penalty 4981.128166 = -3765831.212378 nChanged 159 SP:Iteration 49Q (63916.640000 sec): 3 clusters Score: Raw -3770857.167349 + Penalty 4981.128166 = -3765876.039183 nChanged 149 SP:Iteration 50Q (63916.720000 sec): 3 clusters Score: Raw -3770896.219089 + Penalty 4981.128166 = -3765915.090923 nChanged 135 SP:Iteration 51Q (63916.790000 sec): 3 clusters Score: Raw -3770933.686207 + Penalty 4981.128166 = -3765952.558042 nChanged 131 SP:Iteration 52Q (63916.870000 sec): 3 clusters Score: Raw -3770969.130400 + Penalty 4981.128166 = -3765988.002234 nChanged 117 SP:Iteration 53Q (63916.950000 sec): 3 clusters Score: Raw -3770995.574640 + Penalty 4981.128166 = -3766014.446474 nChanged 85 SP:Iteration 54Q (63917.020000 sec): 3 clusters Score: Raw -3771014.138417 + Penalty 4981.128166 = -3766033.010252 nChanged 92 SP:Iteration 55Q (63917.100000 sec): 3 clusters Score: Raw -3771033.200113 + Penalty 4981.128166 = -3766052.071947 nChanged 86 SP:Iteration 56Q (63917.180000 sec): 3 clusters Score: Raw -3771053.367007 + Penalty 4981.128166 = -3766072.238842 nChanged 83 SP:Iteration 57Q (63917.250000 sec): 3 clusters Score: Raw -3771069.715975 + Penalty 4981.128166 = -3766088.587809 nChanged 73 SP:Iteration 58Q (63917.330000 sec): 3 clusters Score: Raw -3771085.808037 + Penalty 4981.128166 = -3766104.679871 nChanged 73 SP:Iteration 59Q (63917.400000 sec): 3 clusters Score: Raw -3771101.231672 + Penalty 4981.128166 = -3766120.103506 nChanged 68 SP:Iteration 60F (63917.490000 sec): 3 clusters Score: Raw -3771114.580778 + Penalty 4981.128166 = -3766133.452612 nChanged 57 SP:Iteration 61Q (63917.570000 sec): 3 clusters Score: Raw -3771127.687486 + Penalty 4981.128166 = -3766146.559320 nChanged 61 SP:Iteration 62Q (63917.640000 sec): 3 clusters Score: Raw -3771142.011146 + Penalty 4981.128166 = -3766160.882981 nChanged 73 SP:Iteration 63Q (63917.720000 sec): 3 clusters Score: Raw -3771160.242048 + Penalty 4981.128166 = -3766179.113883 nChanged 69 SP:Iteration 64Q (63917.790000 sec): 3 clusters Score: Raw -3771177.514046 + Penalty 4981.128166 = -3766196.385880 nChanged 72 SP:Iteration 65Q (63917.870000 sec): 3 clusters Score: Raw -3771195.560847 + Penalty 4981.128166 = -3766214.432682 nChanged 65 SP:Iteration 66Q (63917.940000 sec): 3 clusters Score: Raw -3771212.732415 + Penalty 4981.128166 = -3766231.604249 nChanged 69 SP:Iteration 67Q (63918.010000 sec): 3 clusters Score: Raw -3771231.415295 + Penalty 4981.128166 = -3766250.287129 nChanged 80 SP:Iteration 68Q (63918.090000 sec): 3 clusters Score: Raw -3771254.105193 + Penalty 4981.128166 = -3766272.977027 nChanged 89 SP:Iteration 69Q (63918.160000 sec): 3 clusters Score: Raw -3771281.096651 + Penalty 4981.128166 = -3766299.968486 nChanged 87 SP:Iteration 70Q (63918.230000 sec): 3 clusters Score: Raw -3771308.740232 + Penalty 4981.128166 = -3766327.612066 nChanged 75 SP:Iteration 71Q (63918.300000 sec): 3 clusters Score: Raw -3771332.199746 + Penalty 4981.128166 = -3766351.071581 nChanged 66 SP:Iteration 72Q (63918.380000 sec): 3 clusters Score: Raw -3771351.034795 + Penalty 4981.128166 = -3766369.906630 nChanged 56 SP:Iteration 73Q (63918.450000 sec): 3 clusters Score: Raw -3771366.059568 + Penalty 4981.128166 = -3766384.931402 nChanged 50 SP:Iteration 74Q (63918.520000 sec): 3 clusters Score: Raw -3771378.976785 + Penalty 4981.128166 = -3766397.848619 nChanged 37 SP:Iteration 75Q (63918.590000 sec): 3 clusters Score: Raw -3771388.449105 + Penalty 4981.128166 = -3766407.320939 nChanged 27 SP:Iteration 76Q (63918.660000 sec): 3 clusters Score: Raw -3771395.193995 + Penalty 4981.128166 = -3766414.065830 nChanged 25 SP:Iteration 77Q (63918.730000 sec): 3 clusters Score: Raw -3771401.355220 + Penalty 4981.128166 = -3766420.227054 nChanged 28 SP:Iteration 78Q (63918.800000 sec): 3 clusters Score: Raw -3771407.742873 + Penalty 4981.128166 = -3766426.614708 nChanged 29 SP:Iteration 79Q (63918.880000 sec): 3 clusters Score: Raw -3771415.738722 + Penalty 4981.128166 = -3766434.610556 nChanged 29 SP:Iteration 80F (63918.960000 sec): 3 clusters Score: Raw -3771423.845131 + Penalty 4981.128166 = -3766442.716965 nChanged 33 SP:Iteration 81Q (63919.030000 sec): 3 clusters Score: Raw -3771434.204839 + Penalty 4981.128166 = -3766453.076673 nChanged 31 SP:Iteration 82Q (63919.100000 sec): 3 clusters Score: Raw -3771442.291261 + Penalty 4981.128166 = -3766461.163095 nChanged 26 SP:Iteration 83Q (63919.170000 sec): 3 clusters Score: Raw -3771449.778967 + Penalty 4981.128166 = -3766468.650801 nChanged 29 SP:Iteration 84Q (63919.240000 sec): 3 clusters Score: Raw -3771457.523662 + Penalty 4981.128166 = -3766476.395496 nChanged 19 SP:Iteration 85Q (63919.310000 sec): 3 clusters Score: Raw -3771462.614302 + Penalty 4981.128166 = -3766481.486136 nChanged 26 SP:Iteration 86Q (63919.380000 sec): 3 clusters Score: Raw -3771469.111860 + Penalty 4981.128166 = -3766487.983695 nChanged 25 SP:Iteration 87Q (63919.450000 sec): 3 clusters Score: Raw -3771476.436392 + Penalty 4981.128166 = -3766495.308227 nChanged 30 SP:Iteration 88Q (63919.520000 sec): 3 clusters Score: Raw -3771487.975097 + Penalty 4981.128166 = -3766506.846931 nChanged 32 SP:Iteration 89Q (63919.590000 sec): 3 clusters Score: Raw -3771499.016991 + Penalty 4981.128166 = -3766517.888825 nChanged 28 SP:Iteration 90Q (63919.660000 sec): 3 clusters Score: Raw -3771506.935923 + Penalty 4981.128166 = -3766525.807757 nChanged 25 SP:Iteration 91Q (63919.730000 sec): 3 clusters Score: Raw -3771514.716007 + Penalty 4981.128166 = -3766533.587841 nChanged 21 SP:Iteration 92Q (63919.800000 sec): 3 clusters Score: Raw -3771520.359796 + Penalty 4981.128166 = -3766539.231631 nChanged 13 SP:Iteration 93Q (63919.870000 sec): 3 clusters Score: Raw -3771523.095908 + Penalty 4981.128166 = -3766541.967742 nChanged 10 SP:Iteration 94Q (63919.940000 sec): 3 clusters Score: Raw -3771525.847386 + Penalty 4981.128166 = -3766544.719220 nChanged 14 SP:Iteration 95Q (63920.010000 sec): 3 clusters Score: Raw -3771528.538330 + Penalty 4981.128166 = -3766547.410164 nChanged 5 SP:Iteration 96Q (63920.080000 sec): 3 clusters Score: Raw -3771529.184294 + Penalty 4981.128166 = -3766548.056129 nChanged 3 SP:Iteration 97Q (63920.140000 sec): 3 clusters Score: Raw -3771529.745264 + Penalty 4981.128166 = -3766548.617098 nChanged 3 SP:Iteration 98Q (63920.210000 sec): 3 clusters Score: Raw -3771530.623926 + Penalty 4981.128166 = -3766549.495760 nChanged 6 SP:Iteration 99Q (63920.280000 sec): 3 clusters Score: Raw -3771531.651502 + Penalty 4981.128166 = -3766550.523336 nChanged 2 SP:Iteration 100F (63920.370000 sec): 3 clusters Score: Raw -3771531.888604 + Penalty 4981.128166 = -3766550.760438 nChanged 1 SP:Iteration 101Q (63920.440000 sec): 3 clusters Score: Raw -3771532.028668 + Penalty 4981.128166 = -3766550.900503 nChanged 2 SP:Iteration 102Q (63920.510000 sec): 3 clusters Score: Raw -3771532.392429 + Penalty 4981.128166 = -3766551.264263 nChanged 4 SP:Iteration 103Q (63920.580000 sec): 3 clusters Score: Raw -3771532.892317 + Penalty 4981.128166 = -3766551.764151 nChanged 2 SP:Iteration 104Q (63920.650000 sec): 3 clusters Score: Raw -3771533.037358 + Penalty 4981.128166 = -3766551.909192 nChanged 4 SP:Iteration 105Q (63920.720000 sec): 3 clusters Score: Raw -3771533.659007 + Penalty 4981.128166 = -3766552.530841 nChanged 5 SP:Iteration 106Q (63920.790000 sec): 3 clusters Score: Raw -3771534.563883 + Penalty 4981.128166 = -3766553.435718 nChanged 4 SP:Iteration 107Q (63920.860000 sec): 3 clusters Score: Raw -3771535.371974 + Penalty 4981.128166 = -3766554.243809 nChanged 2 SP:Iteration 108Q (63920.930000 sec): 3 clusters Score: Raw -3771535.795304 + Penalty 4981.128166 = -3766554.667138 nChanged 2 SP:Iteration 109Q (63921.000000 sec): 3 clusters Score: Raw -3771536.386177 + Penalty 4981.128166 = -3766555.258011 nChanged 6 SP:Iteration 110Q (63921.070000 sec): 3 clusters Score: Raw -3771538.037250 + Penalty 4981.128166 = -3766556.909084 nChanged 5 SP:Iteration 111Q (63921.130000 sec): 3 clusters Score: Raw -3771539.557817 + Penalty 4981.128166 = -3766558.429651 nChanged 7 SP:Iteration 112Q (63921.200000 sec): 3 clusters Score: Raw -3771541.439696 + Penalty 4981.128166 = -3766560.311530 nChanged 6 SP:Iteration 113Q (63921.270000 sec): 3 clusters Score: Raw -3771543.124929 + Penalty 4981.128166 = -3766561.996763 nChanged 10 SP:Iteration 114Q (63921.340000 sec): 3 clusters Score: Raw -3771545.494723 + Penalty 4981.128166 = -3766564.366558 nChanged 8 SP:Iteration 115Q (63921.410000 sec): 3 clusters Score: Raw -3771547.492689 + Penalty 4981.128166 = -3766566.364523 nChanged 7 SP:Iteration 116Q (63921.480000 sec): 3 clusters Score: Raw -3771549.247893 + Penalty 4981.128166 = -3766568.119727 nChanged 5 SP:Iteration 117Q (63921.550000 sec): 3 clusters Score: Raw -3771550.313924 + Penalty 4981.128166 = -3766569.185758 nChanged 4 SP:Iteration 118Q (63921.610000 sec): 3 clusters Score: Raw -3771551.283628 + Penalty 4981.128166 = -3766570.155462 nChanged 5 SP:Iteration 119Q (63921.680000 sec): 3 clusters Score: Raw -3771552.388614 + Penalty 4981.128166 = -3766571.260448 nChanged 6 SP:Iteration 120F (63921.770000 sec): 3 clusters Score: Raw -3771554.835661 + Penalty 4981.128166 = -3766573.707495 nChanged 6 SP:Iteration 121Q (63921.840000 sec): 3 clusters Score: Raw -3771556.646411 + Penalty 4981.128166 = -3766575.518245 nChanged 5 SP:Iteration 122Q (63921.910000 sec): 3 clusters Score: Raw -3771557.898666 + Penalty 4981.128166 = -3766576.770500 nChanged 7 SP:Iteration 123Q (63921.980000 sec): 3 clusters Score: Raw -3771559.271284 + Penalty 4981.128166 = -3766578.143118 nChanged 3 SP:Iteration 124Q (63922.050000 sec): 3 clusters Score: Raw -3771559.872863 + Penalty 4981.128166 = -3766578.744697 nChanged 4 SP:Iteration 125Q (63922.110000 sec): 3 clusters Score: Raw -3771560.405587 + Penalty 4981.128166 = -3766579.277421 nChanged 2 SP:Iteration 126Q (63922.180000 sec): 3 clusters Score: Raw -3771560.760387 + Penalty 4981.128166 = -3766579.632221 nChanged 2 SP:Iteration 127Q (63922.250000 sec): 3 clusters Score: Raw -3771561.094148 + Penalty 4981.128166 = -3766579.965983 nChanged 1 SP:Iteration 128Q (63922.320000 sec): 3 clusters Score: Raw -3771561.390698 + Penalty 4981.128166 = -3766580.262533 nChanged 3 SP:Iteration 129Q (63922.390000 sec): 3 clusters Score: Raw -3771562.015981 + Penalty 4981.128166 = -3766580.887815 nChanged 2 SP:Iteration 130Q (63922.450000 sec): 3 clusters Score: Raw -3771562.349063 + Penalty 4981.128166 = -3766581.220897 nChanged 4 SP:Iteration 131Q (63922.520000 sec): 3 clusters Score: Raw -3771563.759444 + Penalty 4981.128166 = -3766582.631278 nChanged 5 SP:Iteration 132Q (63922.590000 sec): 3 clusters Score: Raw -3771565.351040 + Penalty 4981.128166 = -3766584.222874 nChanged 5 SP:Iteration 133Q (63922.660000 sec): 3 clusters Score: Raw -3771566.715456 + Penalty 4981.128166 = -3766585.587291 nChanged 5 SP:Iteration 134Q (63922.730000 sec): 3 clusters Score: Raw -3771568.392069 + Penalty 4981.128166 = -3766587.263903 nChanged 8 SP:Iteration 135Q (63922.800000 sec): 3 clusters Score: Raw -3771570.457448 + Penalty 4981.128166 = -3766589.329282 nChanged 5 SP:Iteration 136Q (63922.870000 sec): 3 clusters Score: Raw -3771572.312430 + Penalty 4981.128166 = -3766591.184264 nChanged 3 SP:Iteration 137Q (63922.930000 sec): 3 clusters Score: Raw -3771572.743914 + Penalty 4981.128166 = -3766591.615748 nChanged 2 SP:Iteration 138Q (63923.000000 sec): 3 clusters Score: Raw -3771573.309361 + Penalty 4981.128166 = -3766592.181196 nChanged 1 SP:Iteration 139Q (63923.070000 sec): 3 clusters Score: Raw -3771573.451162 + Penalty 4981.128166 = -3766592.322997 nChanged 2 SP:Iteration 140F (63923.160000 sec): 3 clusters Score: Raw -3771573.794401 + Penalty 4981.128166 = -3766592.666235 nChanged 1 SP:Iteration 141Q (63923.230000 sec): 3 clusters Score: Raw -3771573.983607 + Penalty 4981.128166 = -3766592.855441 nChanged 1 SP:Iteration 142Q (63923.290000 sec): 3 clusters Score: Raw -3771574.271677 + Penalty 4981.128166 = -3766593.143511 nChanged 2 SP:Iteration 143Q (63923.360000 sec): 3 clusters Score: Raw -3771574.631609 + Penalty 4981.128166 = -3766593.503443 nChanged 2 SP:Iteration 144Q (63923.430000 sec): 3 clusters Score: Raw -3771575.046917 + Penalty 4981.128166 = -3766593.918752 nChanged 4 SP:Iteration 145Q (63923.500000 sec): 3 clusters Score: Raw -3771576.161803 + Penalty 4981.128166 = -3766595.033637 nChanged 5 SP:Iteration 146Q (63923.570000 sec): 3 clusters Score: Raw -3771577.424469 + Penalty 4981.128166 = -3766596.296304 nChanged 7 SP:Iteration 147Q (63923.640000 sec): 3 clusters Score: Raw -3771579.145345 + Penalty 4981.128166 = -3766598.017179 nChanged 5 SP:Iteration 148Q (63923.710000 sec): 3 clusters Score: Raw -3771580.983908 + Penalty 4981.128166 = -3766599.855743 nChanged 8 SP:Iteration 149Q (63923.770000 sec): 3 clusters Score: Raw -3771583.726417 + Penalty 4981.128166 = -3766602.598251 nChanged 7 SP:Iteration 150Q (63923.840000 sec): 3 clusters Score: Raw -3771586.021810 + Penalty 4981.128166 = -3766604.893644 nChanged 8 SP:Iteration 151Q (63923.910000 sec): 3 clusters Score: Raw -3771588.553383 + Penalty 4981.128166 = -3766607.425217 nChanged 6 SP:Iteration 152Q (63923.980000 sec): 3 clusters Score: Raw -3771589.976490 + Penalty 4981.128166 = -3766608.848324 nChanged 5 SP:Iteration 153Q (63924.050000 sec): 3 clusters Score: Raw -3771590.895299 + Penalty 4981.128166 = -3766609.767134 nChanged 6 SP:Iteration 154Q (63924.110000 sec): 3 clusters Score: Raw -3771592.077169 + Penalty 4981.128166 = -3766610.949003 nChanged 3 SP:Iteration 155Q (63924.180000 sec): 3 clusters Score: Raw -3771592.914303 + Penalty 4981.128166 = -3766611.786137 nChanged 3 SP:Iteration 156Q (63924.250000 sec): 3 clusters Score: Raw -3771593.835589 + Penalty 4981.128166 = -3766612.707424 nChanged 4 SP:Iteration 157Q (63924.310000 sec): 3 clusters Score: Raw -3771594.622059 + Penalty 4981.128166 = -3766613.493894 nChanged 5 SP:Iteration 158Q (63924.380000 sec): 3 clusters Score: Raw -3771595.667251 + Penalty 4981.128166 = -3766614.539085 nChanged 3 SP:Iteration 159Q (63924.450000 sec): 3 clusters Score: Raw -3771596.475715 + Penalty 4981.128166 = -3766615.347549 nChanged 5 SP:Iteration 160F (63924.540000 sec): 3 clusters Score: Raw -3771598.069621 + Penalty 4981.128166 = -3766616.941455 nChanged 4 SP:Iteration 161Q (63924.610000 sec): 3 clusters Score: Raw -3771599.318825 + Penalty 4981.128166 = -3766618.190660 nChanged 5 SP:Iteration 162Q (63924.670000 sec): 3 clusters Score: Raw -3771600.556454 + Penalty 4981.128166 = -3766619.428288 nChanged 7 SP:Iteration 163Q (63924.740000 sec): 3 clusters Score: Raw -3771601.916699 + Penalty 4981.128166 = -3766620.788534 nChanged 2 SP:Iteration 164Q (63924.810000 sec): 3 clusters Score: Raw -3771602.666544 + Penalty 4981.128166 = -3766621.538378 nChanged 4 SP:Iteration 165Q (63924.870000 sec): 3 clusters Score: Raw -3771603.729045 + Penalty 4981.128166 = -3766622.600879 nChanged 5 SP:Iteration 166Q (63924.940000 sec): 3 clusters Score: Raw -3771605.258294 + Penalty 4981.128166 = -3766624.130129 nChanged 7 SP:Iteration 167Q (63925.010000 sec): 3 clusters Score: Raw -3771607.606186 + Penalty 4981.128166 = -3766626.478020 nChanged 4 SP:Iteration 168Q (63925.080000 sec): 3 clusters Score: Raw -3771609.115042 + Penalty 4981.128166 = -3766627.986876 nChanged 8 SP:Iteration 169Q (63925.150000 sec): 3 clusters Score: Raw -3771611.196195 + Penalty 4981.128166 = -3766630.068030 nChanged 5 SP:Iteration 170Q (63925.210000 sec): 3 clusters Score: Raw -3771612.265522 + Penalty 4981.128166 = -3766631.137357 nChanged 2 SP:Iteration 171Q (63925.280000 sec): 3 clusters Score: Raw -3771612.527134 + Penalty 4981.128166 = -3766631.398969 nChanged 1 SP:Iteration 172Q (63925.350000 sec): 3 clusters Score: Raw -3771612.736343 + Penalty 4981.128166 = -3766631.608177 nChanged 1 SP:Iteration 173Q (63925.410000 sec): 3 clusters Score: Raw -3771612.868321 + Penalty 4981.128166 = -3766631.740155 nChanged 0 SP:Iteration 174F (63925.510000 sec): 3 clusters Score: Raw -3771612.868321 + Penalty 4981.128166 = -3766631.740155 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63925.520000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63925.520000 sec): 3 clusters Score: Raw -42201.275262 + Penalty 2899.833632 = -39301.441629 nChanged 88 SP:Iteration 1F (63925.520000 sec): 3 clusters Score: Raw -42499.541988 + Penalty 2899.833632 = -39599.708356 nChanged 27 SP:Iteration 2F (63925.520000 sec): 3 clusters Score: Raw -42604.271702 + Penalty 2899.833632 = -39704.438070 nChanged 10 SP:Iteration 3Q (63925.530000 sec): 3 clusters Score: Raw -42670.381353 + Penalty 2899.833632 = -39770.547721 nChanged 5 SP:Iteration 4Q (63925.530000 sec): 3 clusters Score: Raw -42705.768363 + Penalty 2899.833632 = -39805.934731 nChanged 7 SP:Iteration 5Q (63925.530000 sec): 3 clusters Score: Raw -42726.472813 + Penalty 2899.833632 = -39826.639180 nChanged 1 SP:Iteration 6Q (63925.530000 sec): 3 clusters Score: Raw -42732.881724 + Penalty 2899.833632 = -39833.048092 nChanged 1 SP:Iteration 7Q (63925.530000 sec): 3 clusters Score: Raw -42740.859277 + Penalty 2899.833632 = -39841.025645 nChanged 2 SP:Iteration 8Q (63925.530000 sec): 3 clusters Score: Raw -42748.501347 + Penalty 2899.833632 = -39848.667715 nChanged 2 SP:Iteration 9Q (63925.530000 sec): 3 clusters Score: Raw -42752.193766 + Penalty 2899.833632 = -39852.360134 nChanged 1 SP:Iteration 10Q (63925.530000 sec): 3 clusters Score: Raw -42752.965038 + Penalty 2899.833632 = -39853.131406 nChanged 0 SP:Iteration 11F (63925.530000 sec): 3 clusters Score: Raw -42752.965038 + Penalty 2899.833632 = -39853.131406 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63925.600000 sec): 2 clusters Score: Raw -3199229.142598 + Penalty 2431.501219 = -3196797.641379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63925.670000 sec): 3 clusters Score: Raw -3188862.596959 + Penalty 4863.002438 = -3183999.594521 nChanged 7892 SP:Iteration 1F (63925.750000 sec): 3 clusters Score: Raw -3193116.519986 + Penalty 4863.002438 = -3188253.517548 nChanged 1054 SP:Iteration 2F (63925.820000 sec): 3 clusters Score: Raw -3193584.081536 + Penalty 4863.002438 = -3188721.079098 nChanged 992 SP:Iteration 3F (63925.890000 sec): 3 clusters Score: Raw -3194088.915215 + Penalty 4863.002438 = -3189225.912778 nChanged 1011 SP:Iteration 4F (63925.960000 sec): 3 clusters Score: Raw -3194636.362287 + Penalty 4863.002438 = -3189773.359849 nChanged 1005 SP:Iteration 5F (63926.030000 sec): 3 clusters Score: Raw -3195235.431114 + Penalty 4863.002438 = -3190372.428676 nChanged 1063 SP:Iteration 6F (63926.100000 sec): 3 clusters Score: Raw -3195958.469029 + Penalty 4863.002438 = -3191095.466591 nChanged 1071 SP:Iteration 7F (63926.170000 sec): 3 clusters Score: Raw -3196703.780573 + Penalty 4863.002438 = -3191840.778135 nChanged 924 SP:Iteration 8F (63926.250000 sec): 3 clusters Score: Raw -3197370.468402 + Penalty 4863.002438 = -3192507.465964 nChanged 848 SP:Iteration 9Q (63926.320000 sec): 3 clusters Score: Raw -3197997.003335 + Penalty 4863.002438 = -3193134.000897 nChanged 680 SP:Iteration 10Q (63926.390000 sec): 3 clusters Score: Raw -3198501.656175 + Penalty 4863.002438 = -3193638.653737 nChanged 623 SP:Iteration 11Q (63926.460000 sec): 3 clusters Score: Raw -3198933.510280 + Penalty 4863.002438 = -3194070.507842 nChanged 523 SP:Iteration 12Q (63926.530000 sec): 3 clusters Score: Raw -3199303.117238 + Penalty 4863.002438 = -3194440.114800 nChanged 432 SP:Iteration 13Q (63926.590000 sec): 3 clusters Score: Raw -3199587.442091 + Penalty 4863.002438 = -3194724.439653 nChanged 349 SP:Iteration 14Q (63926.660000 sec): 3 clusters Score: Raw -3199819.877655 + Penalty 4863.002438 = -3194956.875217 nChanged 304 SP:Iteration 15Q (63926.730000 sec): 3 clusters Score: Raw -3199999.552395 + Penalty 4863.002438 = -3195136.549957 nChanged 244 SP:Iteration 16Q (63926.790000 sec): 3 clusters Score: Raw -3200120.940587 + Penalty 4863.002438 = -3195257.938149 nChanged 171 SP:Iteration 17Q (63926.850000 sec): 3 clusters Score: Raw -3200206.789819 + Penalty 4863.002438 = -3195343.787381 nChanged 157 SP:Iteration 18Q (63926.920000 sec): 3 clusters Score: Raw -3200271.927318 + Penalty 4863.002438 = -3195408.924880 nChanged 124 SP:Iteration 19Q (63926.980000 sec): 3 clusters Score: Raw -3200314.049495 + Penalty 4863.002438 = -3195451.047057 nChanged 101 SP:Iteration 20F (63927.050000 sec): 3 clusters Score: Raw -3200351.761480 + Penalty 4863.002438 = -3195488.759042 nChanged 89 SP:Iteration 21Q (63927.110000 sec): 3 clusters Score: Raw -3200378.723958 + Penalty 4863.002438 = -3195515.721520 nChanged 76 SP:Iteration 22Q (63927.170000 sec): 3 clusters Score: Raw -3200404.116348 + Penalty 4863.002438 = -3195541.113910 nChanged 74 SP:Iteration 23Q (63927.230000 sec): 3 clusters Score: Raw -3200425.728991 + Penalty 4863.002438 = -3195562.726553 nChanged 53 SP:Iteration 24Q (63927.290000 sec): 3 clusters Score: Raw -3200441.075784 + Penalty 4863.002438 = -3195578.073346 nChanged 41 SP:Iteration 25Q (63927.350000 sec): 3 clusters Score: Raw -3200451.609813 + Penalty 4863.002438 = -3195588.607375 nChanged 43 SP:Iteration 26Q (63927.410000 sec): 3 clusters Score: Raw -3200461.378889 + Penalty 4863.002438 = -3195598.376451 nChanged 32 SP:Iteration 27Q (63927.470000 sec): 3 clusters Score: Raw -3200469.416048 + Penalty 4863.002438 = -3195606.413610 nChanged 27 SP:Iteration 28Q (63927.530000 sec): 3 clusters Score: Raw -3200475.100592 + Penalty 4863.002438 = -3195612.098154 nChanged 17 SP:Iteration 29Q (63927.580000 sec): 3 clusters Score: Raw -3200479.271399 + Penalty 4863.002438 = -3195616.268961 nChanged 16 SP:Iteration 30Q (63927.640000 sec): 3 clusters Score: Raw -3200481.872737 + Penalty 4863.002438 = -3195618.870299 nChanged 12 SP:Iteration 31Q (63927.700000 sec): 3 clusters Score: Raw -3200483.863494 + Penalty 4863.002438 = -3195620.861056 nChanged 8 SP:Iteration 32Q (63927.760000 sec): 3 clusters Score: Raw -3200485.103350 + Penalty 4863.002438 = -3195622.100912 nChanged 6 SP:Iteration 33Q (63927.820000 sec): 3 clusters Score: Raw -3200485.923095 + Penalty 4863.002438 = -3195622.920657 nChanged 6 SP:Iteration 34Q (63927.880000 sec): 3 clusters Score: Raw -3200486.622571 + Penalty 4863.002438 = -3195623.620133 nChanged 1 SP:Iteration 35Q (63927.930000 sec): 3 clusters Score: Raw -3200486.753185 + Penalty 4863.002438 = -3195623.750747 nChanged 0 SP:Iteration 36F (63928.010000 sec): 3 clusters Score: Raw -3200486.753185 + Penalty 4863.002438 = -3195623.750747 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63928.760000 sec): 2 clusters Score: Raw -38113511.441573 + Penalty 3051.309312 = -38110460.132262 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63929.670000 sec): 3 clusters Score: Raw -37968515.548075 + Penalty 6102.618623 = -37962412.929451 nChanged 106267 SP:Iteration 1F (63930.570000 sec): 3 clusters Score: Raw -38030891.025058 + Penalty 6102.618623 = -38024788.406434 nChanged 6279 SP:Iteration 2Q (63931.490000 sec): 3 clusters Score: Raw -38032500.914009 + Penalty 6102.618623 = -38026398.295386 nChanged 7902 SP:Iteration 3Q (63932.410000 sec): 3 clusters Score: Raw -38035241.353094 + Penalty 6102.618623 = -38029138.734471 nChanged 10662 SP:Iteration 4Q (63933.330000 sec): 3 clusters Score: Raw -38040313.372907 + Penalty 6102.618623 = -38034210.754284 nChanged 14933 SP:Iteration 5F (63934.230000 sec): 3 clusters Score: Raw -38050064.823903 + Penalty 6102.618623 = -38043962.205280 nChanged 19403 SP:Iteration 6F (63935.130000 sec): 3 clusters Score: Raw -38066426.955442 + Penalty 6102.618623 = -38060324.336819 nChanged 20797 SP:Iteration 7F (63936.030000 sec): 3 clusters Score: Raw -38086875.336062 + Penalty 6102.618623 = -38080772.717438 nChanged 15886 SP:Iteration 8F (63936.920000 sec): 3 clusters Score: Raw -38103150.719237 + Penalty 6102.618623 = -38097048.100614 nChanged 7713 SP:Iteration 9Q (63937.750000 sec): 3 clusters Score: Raw -38110689.846009 + Penalty 6102.618623 = -38104587.227386 nChanged 2423 SP:Iteration 10Q (63938.480000 sec): 3 clusters Score: Raw -38112935.855143 + Penalty 6102.618623 = -38106833.236520 nChanged 594 SP:Iteration 11Q (63939.140000 sec): 3 clusters Score: Raw -38113496.142475 + Penalty 6102.618623 = -38107393.523852 nChanged 170 SP:Iteration 12Q (63939.780000 sec): 3 clusters Score: Raw -38113679.165096 + Penalty 6102.618623 = -38107576.546473 nChanged 70 SP:Iteration 13Q (63940.410000 sec): 3 clusters Score: Raw -38113776.492972 + Penalty 6102.618623 = -38107673.874349 nChanged 35 SP:Iteration 14Q (63941.030000 sec): 3 clusters Score: Raw -38113825.430178 + Penalty 6102.618623 = -38107722.811555 nChanged 24 SP:Iteration 15Q (63941.650000 sec): 3 clusters Score: Raw -38113867.146769 + Penalty 6102.618623 = -38107764.528145 nChanged 17 SP:Iteration 16Q (63942.270000 sec): 3 clusters Score: Raw -38113888.425214 + Penalty 6102.618623 = -38107785.806590 nChanged 9 SP:Iteration 17Q (63942.890000 sec): 3 clusters Score: Raw -38113898.618802 + Penalty 6102.618623 = -38107796.000178 nChanged 7 SP:Iteration 18Q (63943.510000 sec): 3 clusters Score: Raw -38113904.930975 + Penalty 6102.618623 = -38107802.312352 nChanged 3 SP:Iteration 19Q (63944.130000 sec): 3 clusters Score: Raw -38113910.143315 + Penalty 6102.618623 = -38107807.524691 nChanged 7 SP:Iteration 20F (63945.020000 sec): 3 clusters Score: Raw -38113917.367523 + Penalty 6102.618623 = -38107814.748899 nChanged 7 SP:Iteration 21Q (63945.640000 sec): 3 clusters Score: Raw -38113923.415060 + Penalty 6102.618623 = -38107820.796437 nChanged 4 SP:Iteration 22Q (63946.260000 sec): 3 clusters Score: Raw -38113927.318617 + Penalty 6102.618623 = -38107824.699994 nChanged 1 SP:Iteration 23Q (63946.880000 sec): 3 clusters Score: Raw -38113927.757164 + Penalty 6102.618623 = -38107825.138541 nChanged 0 SP:Iteration 24F (63947.760000 sec): 3 clusters Score: Raw -38113927.757164 + Penalty 6102.618623 = -38107825.138541 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63947.840000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63947.850000 sec): 3 clusters Score: Raw -273509.304632 + Penalty 3665.223721 = -269844.080911 nChanged 482 SP:Iteration 1F (63947.860000 sec): 3 clusters Score: Raw -273920.557771 + Penalty 3665.223721 = -270255.334050 nChanged 127 SP:Iteration 2F (63947.860000 sec): 3 clusters Score: Raw -274041.018816 + Penalty 3665.223721 = -270375.795095 nChanged 61 SP:Iteration 3Q (63947.870000 sec): 3 clusters Score: Raw -274105.260006 + Penalty 3665.223721 = -270440.036285 nChanged 41 SP:Iteration 4Q (63947.880000 sec): 3 clusters Score: Raw -274143.071529 + Penalty 3665.223721 = -270477.847808 nChanged 29 SP:Iteration 5Q (63947.880000 sec): 3 clusters Score: Raw -274164.767704 + Penalty 3665.223721 = -270499.543983 nChanged 15 SP:Iteration 6Q (63947.890000 sec): 3 clusters Score: Raw -274175.789191 + Penalty 3665.223721 = -270510.565470 nChanged 9 SP:Iteration 7Q (63947.900000 sec): 3 clusters Score: Raw -274182.973490 + Penalty 3665.223721 = -270517.749769 nChanged 8 SP:Iteration 8Q (63947.900000 sec): 3 clusters Score: Raw -274189.271311 + Penalty 3665.223721 = -270524.047590 nChanged 6 SP:Iteration 9Q (63947.910000 sec): 3 clusters Score: Raw -274192.631092 + Penalty 3665.223721 = -270527.407371 nChanged 5 SP:Iteration 10Q (63947.910000 sec): 3 clusters Score: Raw -274196.550342 + Penalty 3665.223721 = -270531.326621 nChanged 7 SP:Iteration 11Q (63947.920000 sec): 3 clusters Score: Raw -274202.408995 + Penalty 3665.223721 = -270537.185274 nChanged 6 SP:Iteration 12Q (63947.930000 sec): 3 clusters Score: Raw -274206.246856 + Penalty 3665.223721 = -270541.023135 nChanged 4 SP:Iteration 13Q (63947.930000 sec): 3 clusters Score: Raw -274208.845914 + Penalty 3665.223721 = -270543.622193 nChanged 2 SP:Iteration 14Q (63947.940000 sec): 3 clusters Score: Raw -274210.098407 + Penalty 3665.223721 = -270544.874686 nChanged 0 SP:Iteration 15F (63947.940000 sec): 3 clusters Score: Raw -274210.098407 + Penalty 3665.223721 = -270544.874686 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63947.950000 sec): 2 clusters Score: Raw -110474.490398 + Penalty 1611.947186 = -108862.543212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63947.960000 sec): 3 clusters Score: Raw -110342.968584 + Penalty 3223.894372 = -107119.074212 nChanged 156 SP:Iteration 1F (63947.960000 sec): 3 clusters Score: Raw -110574.837261 + Penalty 3223.894372 = -107350.942889 nChanged 40 SP:Iteration 2F (63947.960000 sec): 3 clusters Score: Raw -110648.069299 + Penalty 3223.894372 = -107424.174926 nChanged 11 SP:Iteration 3Q (63947.960000 sec): 3 clusters Score: Raw -110668.235507 + Penalty 3223.894372 = -107444.341134 nChanged 12 SP:Iteration 4Q (63947.970000 sec): 3 clusters Score: Raw -110686.574860 + Penalty 3223.894372 = -107462.680488 nChanged 9 SP:Iteration 5Q (63947.970000 sec): 3 clusters Score: Raw -110702.096759 + Penalty 3223.894372 = -107478.202387 nChanged 9 SP:Iteration 6Q (63947.970000 sec): 3 clusters Score: Raw -110715.002888 + Penalty 3223.894372 = -107491.108516 nChanged 5 SP:Iteration 7Q (63947.980000 sec): 3 clusters Score: Raw -110720.404257 + Penalty 3223.894372 = -107496.509885 nChanged 0 SP:Iteration 8F (63947.980000 sec): 3 clusters Score: Raw -110720.404257 + Penalty 3223.894372 = -107496.509885 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63948.770000 sec): 2 clusters Score: Raw -42764573.638409 + Penalty 3061.986846 = -42761511.651563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63949.710000 sec): 3 clusters Score: Raw -42613130.288224 + Penalty 6123.973691 = -42607006.314533 nChanged 110446 SP:Iteration 1F (63950.650000 sec): 3 clusters Score: Raw -42678303.127618 + Penalty 6123.973691 = -42672179.153927 nChanged 5704 SP:Iteration 2Q (63951.610000 sec): 3 clusters Score: Raw -42679290.589860 + Penalty 6123.973691 = -42673166.616169 nChanged 5786 SP:Iteration 3Q (63952.570000 sec): 3 clusters Score: Raw -42680423.923664 + Penalty 6123.973691 = -42674299.949973 nChanged 6174 SP:Iteration 4Q (63953.520000 sec): 3 clusters Score: Raw -42681817.658802 + Penalty 6123.973691 = -42675693.685111 nChanged 7051 SP:Iteration 5Q (63954.470000 sec): 3 clusters Score: Raw -42683807.963784 + Penalty 6123.973691 = -42677683.990093 nChanged 8736 SP:Iteration 6Q (63955.420000 sec): 3 clusters Score: Raw -42687115.405777 + Penalty 6123.973691 = -42680991.432086 nChanged 11566 SP:Iteration 7F (63956.370000 sec): 3 clusters Score: Raw -42693038.449469 + Penalty 6123.973691 = -42686914.475778 nChanged 15435 SP:Iteration 8F (63957.310000 sec): 3 clusters Score: Raw -42703441.862491 + Penalty 6123.973691 = -42697317.888799 nChanged 19202 SP:Iteration 9F (63958.240000 sec): 3 clusters Score: Raw -42719583.859448 + Penalty 6123.973691 = -42713459.885757 nChanged 19735 SP:Iteration 10F (63959.180000 sec): 3 clusters Score: Raw -42738286.135829 + Penalty 6123.973691 = -42732162.162138 nChanged 15081 SP:Iteration 11F (63960.100000 sec): 3 clusters Score: Raw -42753183.175117 + Penalty 6123.973691 = -42747059.201426 nChanged 8125 SP:Iteration 12Q (63960.920000 sec): 3 clusters Score: Raw -42760972.443816 + Penalty 6123.973691 = -42754848.470125 nChanged 2950 SP:Iteration 13Q (63961.660000 sec): 3 clusters Score: Raw -42763617.232911 + Penalty 6123.973691 = -42757493.259220 nChanged 860 SP:Iteration 14Q (63962.330000 sec): 3 clusters Score: Raw -42764405.263911 + Penalty 6123.973691 = -42758281.290220 nChanged 231 SP:Iteration 15Q (63962.980000 sec): 3 clusters Score: Raw -42764659.944890 + Penalty 6123.973691 = -42758535.971199 nChanged 83 SP:Iteration 16Q (63963.630000 sec): 3 clusters Score: Raw -42764772.094046 + Penalty 6123.973691 = -42758648.120355 nChanged 37 SP:Iteration 17Q (63964.270000 sec): 3 clusters Score: Raw -42764818.511725 + Penalty 6123.973691 = -42758694.538034 nChanged 19 SP:Iteration 18Q (63964.910000 sec): 3 clusters Score: Raw -42764838.814366 + Penalty 6123.973691 = -42758714.840675 nChanged 10 SP:Iteration 19Q (63965.560000 sec): 3 clusters Score: Raw -42764854.440883 + Penalty 6123.973691 = -42758730.467192 nChanged 7 SP:Iteration 20F (63966.480000 sec): 3 clusters Score: Raw -42764864.876987 + Penalty 6123.973691 = -42758740.903296 nChanged 5 SP:Iteration 21Q (63967.120000 sec): 3 clusters Score: Raw -42764872.545562 + Penalty 6123.973691 = -42758748.571871 nChanged 5 SP:Iteration 22Q (63967.760000 sec): 3 clusters Score: Raw -42764877.928146 + Penalty 6123.973691 = -42758753.954455 nChanged 2 SP:Iteration 23Q (63968.400000 sec): 3 clusters Score: Raw -42764881.979693 + Penalty 6123.973691 = -42758758.006001 nChanged 3 SP:Iteration 24Q (63969.040000 sec): 3 clusters Score: Raw -42764885.422202 + Penalty 6123.973691 = -42758761.448511 nChanged 4 SP:Iteration 25Q (63969.680000 sec): 3 clusters Score: Raw -42764889.340242 + Penalty 6123.973691 = -42758765.366551 nChanged 1 SP:Iteration 26Q (63970.330000 sec): 3 clusters Score: Raw -42764890.852261 + Penalty 6123.973691 = -42758766.878570 nChanged 1 SP:Iteration 27Q (63970.970000 sec): 3 clusters Score: Raw -42764891.562003 + Penalty 6123.973691 = -42758767.588312 nChanged 1 SP:Iteration 28Q (63971.620000 sec): 3 clusters Score: Raw -42764893.155026 + Penalty 6123.973691 = -42758769.181335 nChanged 0 SP:Iteration 29F (63972.540000 sec): 3 clusters Score: Raw -42764893.155026 + Penalty 6123.973691 = -42758769.181335 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63972.620000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63972.620000 sec): 3 clusters Score: Raw -46582.968388 + Penalty 2832.371801 = -43750.596588 nChanged 44 SP:Iteration 1F (63972.620000 sec): 3 clusters Score: Raw -46702.594778 + Penalty 2832.371801 = -43870.222977 nChanged 11 SP:Iteration 2Q (63972.620000 sec): 3 clusters Score: Raw -46740.190661 + Penalty 2832.371801 = -43907.818861 nChanged 6 SP:Iteration 3Q (63972.620000 sec): 3 clusters Score: Raw -46754.852793 + Penalty 2832.371801 = -43922.480993 nChanged 1 SP:Iteration 4Q (63972.620000 sec): 3 clusters Score: Raw -46759.119881 + Penalty 2832.371801 = -43926.748080 nChanged 2 SP:Iteration 5Q (63972.620000 sec): 3 clusters Score: Raw -46765.921050 + Penalty 2832.371801 = -43933.549249 nChanged 1 SP:Iteration 6Q (63972.620000 sec): 3 clusters Score: Raw -46767.789656 + Penalty 2832.371801 = -43935.417856 nChanged 1 SP:Iteration 7Q (63972.620000 sec): 3 clusters Score: Raw -46770.026077 + Penalty 2832.371801 = -43937.654277 nChanged 0 SP:Iteration 8F (63972.620000 sec): 3 clusters Score: Raw -46770.026077 + Penalty 2832.371801 = -43937.654277 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63972.630000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63972.640000 sec): 3 clusters Score: Raw -80945.739674 + Penalty 3100.944326 = -77844.795348 nChanged 93 SP:Iteration 1F (63972.640000 sec): 3 clusters Score: Raw -81126.676244 + Penalty 3100.944326 = -78025.731918 nChanged 25 SP:Iteration 2Q (63972.640000 sec): 3 clusters Score: Raw -81176.799165 + Penalty 3100.944326 = -78075.854839 nChanged 10 SP:Iteration 3Q (63972.640000 sec): 3 clusters Score: Raw -81192.327567 + Penalty 3100.944326 = -78091.383241 nChanged 1 SP:Iteration 4Q (63972.640000 sec): 3 clusters Score: Raw -81193.479122 + Penalty 3100.944326 = -78092.534796 nChanged 0 SP:Iteration 5F (63972.640000 sec): 3 clusters Score: Raw -81193.479122 + Penalty 3100.944326 = -78092.534796 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63972.650000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63972.650000 sec): 3 clusters Score: Raw -81928.390915 + Penalty 3110.410262 = -78817.980653 nChanged 84 SP:Iteration 1F (63972.660000 sec): 3 clusters Score: Raw -82103.652628 + Penalty 3110.410262 = -78993.242365 nChanged 26 SP:Iteration 2Q (63972.660000 sec): 3 clusters Score: Raw -82189.547989 + Penalty 3110.410262 = -79079.137727 nChanged 16 SP:Iteration 3Q (63972.660000 sec): 3 clusters Score: Raw -82223.146740 + Penalty 3110.410262 = -79112.736477 nChanged 9 SP:Iteration 4Q (63972.660000 sec): 3 clusters Score: Raw -82257.588459 + Penalty 3110.410262 = -79147.178197 nChanged 6 SP:Iteration 5Q (63972.660000 sec): 3 clusters Score: Raw -82275.491139 + Penalty 3110.410262 = -79165.080876 nChanged 5 SP:Iteration 6Q (63972.670000 sec): 3 clusters Score: Raw -82288.645444 + Penalty 3110.410262 = -79178.235181 nChanged 4 SP:Iteration 7Q (63972.670000 sec): 3 clusters Score: Raw -82298.187909 + Penalty 3110.410262 = -79187.777646 nChanged 4 SP:Iteration 8Q (63972.670000 sec): 3 clusters Score: Raw -82308.270071 + Penalty 3110.410262 = -79197.859809 nChanged 4 SP:Iteration 9Q (63972.670000 sec): 3 clusters Score: Raw -82317.027393 + Penalty 3110.410262 = -79206.617131 nChanged 5 SP:Iteration 10Q (63972.680000 sec): 3 clusters Score: Raw -82323.671316 + Penalty 3110.410262 = -79213.261054 nChanged 2 SP:Iteration 11Q (63972.680000 sec): 3 clusters Score: Raw -82326.072692 + Penalty 3110.410262 = -79215.662430 nChanged 0 SP:Iteration 12F (63972.680000 sec): 3 clusters Score: Raw -82327.456840 + Penalty 3110.410262 = -79217.046578 nChanged 1 SP:Iteration 13Q (63972.680000 sec): 3 clusters Score: Raw -82336.828948 + Penalty 3110.410262 = -79226.418686 nChanged 1 SP:Iteration 14Q (63972.680000 sec): 3 clusters Score: Raw -82339.967873 + Penalty 3110.410262 = -79229.557611 nChanged 2 SP:Iteration 15Q (63972.680000 sec): 3 clusters Score: Raw -82350.110100 + Penalty 3110.410262 = -79239.699838 nChanged 2 SP:Iteration 16Q (63972.690000 sec): 3 clusters Score: Raw -82352.882111 + Penalty 3110.410262 = -79242.471849 nChanged 0 SP:Iteration 17F (63972.690000 sec): 3 clusters Score: Raw -82352.882111 + Penalty 3110.410262 = -79242.471849 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63972.720000 sec): 2 clusters Score: Raw -1624013.096457 + Penalty 2274.427755 = -1621738.668702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63972.760000 sec): 3 clusters Score: Raw -1618895.582657 + Penalty 4548.855510 = -1614346.727146 nChanged 3938 SP:Iteration 1F (63972.800000 sec): 3 clusters Score: Raw -1620939.791639 + Penalty 4548.855510 = -1616390.936129 nChanged 656 SP:Iteration 2F (63972.840000 sec): 3 clusters Score: Raw -1621273.975299 + Penalty 4548.855510 = -1616725.119788 nChanged 512 SP:Iteration 3F (63972.880000 sec): 3 clusters Score: Raw -1621528.606156 + Penalty 4548.855510 = -1616979.750646 nChanged 439 SP:Iteration 4Q (63972.910000 sec): 3 clusters Score: Raw -1621739.108541 + Penalty 4548.855510 = -1617190.253031 nChanged 393 SP:Iteration 5Q (63972.950000 sec): 3 clusters Score: Raw -1621942.440514 + Penalty 4548.855510 = -1617393.585004 nChanged 376 SP:Iteration 6Q (63972.990000 sec): 3 clusters Score: Raw -1622139.340234 + Penalty 4548.855510 = -1617590.484723 nChanged 372 SP:Iteration 7Q (63973.030000 sec): 3 clusters Score: Raw -1622350.584344 + Penalty 4548.855510 = -1617801.728833 nChanged 383 SP:Iteration 8Q (63973.060000 sec): 3 clusters Score: Raw -1622587.441674 + Penalty 4548.855510 = -1618038.586163 nChanged 383 SP:Iteration 9Q (63973.100000 sec): 3 clusters Score: Raw -1622825.884099 + Penalty 4548.855510 = -1618277.028588 nChanged 399 SP:Iteration 10Q (63973.140000 sec): 3 clusters Score: Raw -1623062.491837 + Penalty 4548.855510 = -1618513.636327 nChanged 393 SP:Iteration 11Q (63973.180000 sec): 3 clusters Score: Raw -1623314.068875 + Penalty 4548.855510 = -1618765.213365 nChanged 393 SP:Iteration 12Q (63973.210000 sec): 3 clusters Score: Raw -1623581.024868 + Penalty 4548.855510 = -1619032.169358 nChanged 389 SP:Iteration 13Q (63973.250000 sec): 3 clusters Score: Raw -1623814.339771 + Penalty 4548.855510 = -1619265.484261 nChanged 301 SP:Iteration 14Q (63973.290000 sec): 3 clusters Score: Raw -1623982.959269 + Penalty 4548.855510 = -1619434.103759 nChanged 247 SP:Iteration 15Q (63973.320000 sec): 3 clusters Score: Raw -1624124.307685 + Penalty 4548.855510 = -1619575.452174 nChanged 203 SP:Iteration 16Q (63973.360000 sec): 3 clusters Score: Raw -1624220.223093 + Penalty 4548.855510 = -1619671.367582 nChanged 160 SP:Iteration 17Q (63973.400000 sec): 3 clusters Score: Raw -1624291.848407 + Penalty 4548.855510 = -1619742.992897 nChanged 130 SP:Iteration 18Q (63973.430000 sec): 3 clusters Score: Raw -1624350.270652 + Penalty 4548.855510 = -1619801.415142 nChanged 94 SP:Iteration 19Q (63973.470000 sec): 3 clusters Score: Raw -1624385.898141 + Penalty 4548.855510 = -1619837.042631 nChanged 90 SP:Iteration 20F (63973.500000 sec): 3 clusters Score: Raw -1624418.297562 + Penalty 4548.855510 = -1619869.442052 nChanged 79 SP:Iteration 21Q (63973.540000 sec): 3 clusters Score: Raw -1624448.031025 + Penalty 4548.855510 = -1619899.175514 nChanged 69 SP:Iteration 22Q (63973.580000 sec): 3 clusters Score: Raw -1624470.535445 + Penalty 4548.855510 = -1619921.679935 nChanged 59 SP:Iteration 23Q (63973.610000 sec): 3 clusters Score: Raw -1624488.553446 + Penalty 4548.855510 = -1619939.697936 nChanged 33 SP:Iteration 24Q (63973.640000 sec): 3 clusters Score: Raw -1624498.326981 + Penalty 4548.855510 = -1619949.471470 nChanged 30 SP:Iteration 25Q (63973.680000 sec): 3 clusters Score: Raw -1624512.584268 + Penalty 4548.855510 = -1619963.728758 nChanged 41 SP:Iteration 26Q (63973.710000 sec): 3 clusters Score: Raw -1624529.072130 + Penalty 4548.855510 = -1619980.216619 nChanged 43 SP:Iteration 27Q (63973.750000 sec): 3 clusters Score: Raw -1624542.657707 + Penalty 4548.855510 = -1619993.802197 nChanged 33 SP:Iteration 28Q (63973.780000 sec): 3 clusters Score: Raw -1624551.679261 + Penalty 4548.855510 = -1620002.823751 nChanged 42 SP:Iteration 29Q (63973.820000 sec): 3 clusters Score: Raw -1624566.749593 + Penalty 4548.855510 = -1620017.894083 nChanged 44 SP:Iteration 30Q (63973.850000 sec): 3 clusters Score: Raw -1624582.150917 + Penalty 4548.855510 = -1620033.295407 nChanged 41 SP:Iteration 31Q (63973.880000 sec): 3 clusters Score: Raw -1624595.724099 + Penalty 4548.855510 = -1620046.868589 nChanged 33 SP:Iteration 32Q (63973.920000 sec): 3 clusters Score: Raw -1624605.736067 + Penalty 4548.855510 = -1620056.880557 nChanged 23 SP:Iteration 33Q (63973.950000 sec): 3 clusters Score: Raw -1624613.066780 + Penalty 4548.855510 = -1620064.211269 nChanged 24 SP:Iteration 34Q (63973.980000 sec): 3 clusters Score: Raw -1624619.194535 + Penalty 4548.855510 = -1620070.339024 nChanged 19 SP:Iteration 35Q (63974.020000 sec): 3 clusters Score: Raw -1624624.063622 + Penalty 4548.855510 = -1620075.208111 nChanged 16 SP:Iteration 36Q (63974.050000 sec): 3 clusters Score: Raw -1624628.548488 + Penalty 4548.855510 = -1620079.692978 nChanged 12 SP:Iteration 37Q (63974.080000 sec): 3 clusters Score: Raw -1624631.530978 + Penalty 4548.855510 = -1620082.675468 nChanged 9 SP:Iteration 38Q (63974.120000 sec): 3 clusters Score: Raw -1624634.197557 + Penalty 4548.855510 = -1620085.342047 nChanged 10 SP:Iteration 39Q (63974.150000 sec): 3 clusters Score: Raw -1624637.008689 + Penalty 4548.855510 = -1620088.153178 nChanged 13 SP:Iteration 40F (63974.190000 sec): 3 clusters Score: Raw -1624641.013302 + Penalty 4548.855510 = -1620092.157792 nChanged 16 SP:Iteration 41Q (63974.220000 sec): 3 clusters Score: Raw -1624647.108276 + Penalty 4548.855510 = -1620098.252766 nChanged 14 SP:Iteration 42Q (63974.250000 sec): 3 clusters Score: Raw -1624650.905867 + Penalty 4548.855510 = -1620102.050357 nChanged 9 SP:Iteration 43Q (63974.280000 sec): 3 clusters Score: Raw -1624653.424508 + Penalty 4548.855510 = -1620104.568997 nChanged 5 SP:Iteration 44Q (63974.320000 sec): 3 clusters Score: Raw -1624654.895882 + Penalty 4548.855510 = -1620106.040372 nChanged 9 SP:Iteration 45Q (63974.350000 sec): 3 clusters Score: Raw -1624656.678453 + Penalty 4548.855510 = -1620107.822942 nChanged 0 SP:Iteration 46F (63974.390000 sec): 3 clusters Score: Raw -1624656.678453 + Penalty 4548.855510 = -1620107.822942 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63974.400000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63974.400000 sec): 3 clusters Score: Raw -114169.045108 + Penalty 3260.545363 = -110908.499745 nChanged 168 SP:Iteration 1F (63974.400000 sec): 3 clusters Score: Raw -114388.096905 + Penalty 3260.545363 = -111127.551542 nChanged 39 SP:Iteration 2F (63974.410000 sec): 3 clusters Score: Raw -114460.110524 + Penalty 3260.545363 = -111199.565161 nChanged 27 SP:Iteration 3Q (63974.410000 sec): 3 clusters Score: Raw -114499.907212 + Penalty 3260.545363 = -111239.361849 nChanged 12 SP:Iteration 4Q (63974.410000 sec): 3 clusters Score: Raw -114520.290791 + Penalty 3260.545363 = -111259.745428 nChanged 14 SP:Iteration 5Q (63974.420000 sec): 3 clusters Score: Raw -114538.839488 + Penalty 3260.545363 = -111278.294125 nChanged 8 SP:Iteration 6Q (63974.420000 sec): 3 clusters Score: Raw -114550.089090 + Penalty 3260.545363 = -111289.543727 nChanged 4 SP:Iteration 7Q (63974.420000 sec): 3 clusters Score: Raw -114558.124114 + Penalty 3260.545363 = -111297.578751 nChanged 6 SP:Iteration 8Q (63974.420000 sec): 3 clusters Score: Raw -114565.815962 + Penalty 3260.545363 = -111305.270600 nChanged 5 SP:Iteration 9Q (63974.430000 sec): 3 clusters Score: Raw -114570.069816 + Penalty 3260.545363 = -111309.524453 nChanged 4 SP:Iteration 10Q (63974.430000 sec): 3 clusters Score: Raw -114573.690745 + Penalty 3260.545363 = -111313.145383 nChanged 2 SP:Iteration 11Q (63974.430000 sec): 3 clusters Score: Raw -114575.603261 + Penalty 3260.545363 = -111315.057899 nChanged 1 SP:Iteration 12Q (63974.440000 sec): 3 clusters Score: Raw -114576.339138 + Penalty 3260.545363 = -111315.793775 nChanged 1 SP:Iteration 13Q (63974.440000 sec): 3 clusters Score: Raw -114576.965379 + Penalty 3260.545363 = -111316.420016 nChanged 1 SP:Iteration 14Q (63974.440000 sec): 3 clusters Score: Raw -114577.873852 + Penalty 3260.545363 = -111317.328489 nChanged 0 SP:Iteration 15F (63974.440000 sec): 3 clusters Score: Raw -114577.873852 + Penalty 3260.545363 = -111317.328489 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63974.460000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63974.470000 sec): 3 clusters Score: Raw -616194.177270 + Penalty 4058.549395 = -612135.627875 nChanged 1310 SP:Iteration 1F (63974.490000 sec): 3 clusters Score: Raw -616924.188537 + Penalty 4058.549395 = -612865.639142 nChanged 283 SP:Iteration 2F (63974.500000 sec): 3 clusters Score: Raw -617096.832423 + Penalty 4058.549395 = -613038.283028 nChanged 177 SP:Iteration 3Q (63974.520000 sec): 3 clusters Score: Raw -617205.025471 + Penalty 4058.549395 = -613146.476076 nChanged 132 SP:Iteration 4Q (63974.530000 sec): 3 clusters Score: Raw -617282.523535 + Penalty 4058.549395 = -613223.974140 nChanged 98 SP:Iteration 5Q (63974.540000 sec): 3 clusters Score: Raw -617341.827381 + Penalty 4058.549395 = -613283.277986 nChanged 93 SP:Iteration 6Q (63974.560000 sec): 3 clusters Score: Raw -617391.230552 + Penalty 4058.549395 = -613332.681157 nChanged 73 SP:Iteration 7Q (63974.570000 sec): 3 clusters Score: Raw -617426.146353 + Penalty 4058.549395 = -613367.596958 nChanged 56 SP:Iteration 8Q (63974.590000 sec): 3 clusters Score: Raw -617451.549627 + Penalty 4058.549395 = -613393.000232 nChanged 52 SP:Iteration 9Q (63974.600000 sec): 3 clusters Score: Raw -617480.311763 + Penalty 4058.549395 = -613421.762368 nChanged 45 SP:Iteration 10Q (63974.620000 sec): 3 clusters Score: Raw -617503.624841 + Penalty 4058.549395 = -613445.075446 nChanged 44 SP:Iteration 11Q (63974.630000 sec): 3 clusters Score: Raw -617525.484341 + Penalty 4058.549395 = -613466.934946 nChanged 35 SP:Iteration 12Q (63974.640000 sec): 3 clusters Score: Raw -617547.761082 + Penalty 4058.549395 = -613489.211687 nChanged 36 SP:Iteration 13Q (63974.660000 sec): 3 clusters Score: Raw -617564.497622 + Penalty 4058.549395 = -613505.948227 nChanged 28 SP:Iteration 14Q (63974.670000 sec): 3 clusters Score: Raw -617578.733667 + Penalty 4058.549395 = -613520.184272 nChanged 31 SP:Iteration 15Q (63974.680000 sec): 3 clusters Score: Raw -617590.565162 + Penalty 4058.549395 = -613532.015767 nChanged 32 SP:Iteration 16Q (63974.700000 sec): 3 clusters Score: Raw -617607.864373 + Penalty 4058.549395 = -613549.314978 nChanged 33 SP:Iteration 17Q (63974.710000 sec): 3 clusters Score: Raw -617622.437700 + Penalty 4058.549395 = -613563.888305 nChanged 24 SP:Iteration 18Q (63974.730000 sec): 3 clusters Score: Raw -617634.019473 + Penalty 4058.549395 = -613575.470078 nChanged 29 SP:Iteration 19Q (63974.740000 sec): 3 clusters Score: Raw -617646.062517 + Penalty 4058.549395 = -613587.513122 nChanged 19 SP:Iteration 20F (63974.760000 sec): 3 clusters Score: Raw -617654.030132 + Penalty 4058.549395 = -613595.480737 nChanged 14 SP:Iteration 21Q (63974.770000 sec): 3 clusters Score: Raw -617661.068243 + Penalty 4058.549395 = -613602.518848 nChanged 13 SP:Iteration 22Q (63974.780000 sec): 3 clusters Score: Raw -617667.223944 + Penalty 4058.549395 = -613608.674549 nChanged 10 SP:Iteration 23Q (63974.800000 sec): 3 clusters Score: Raw -617670.177720 + Penalty 4058.549395 = -613611.628325 nChanged 10 SP:Iteration 24Q (63974.810000 sec): 3 clusters Score: Raw -617674.549888 + Penalty 4058.549395 = -613616.000493 nChanged 16 SP:Iteration 25Q (63974.820000 sec): 3 clusters Score: Raw -617679.221561 + Penalty 4058.549395 = -613620.672166 nChanged 11 SP:Iteration 26Q (63974.840000 sec): 3 clusters Score: Raw -617682.907397 + Penalty 4058.549395 = -613624.358002 nChanged 9 SP:Iteration 27Q (63974.850000 sec): 3 clusters Score: Raw -617684.846295 + Penalty 4058.549395 = -613626.296900 nChanged 5 SP:Iteration 28Q (63974.870000 sec): 3 clusters Score: Raw -617686.799319 + Penalty 4058.549395 = -613628.249924 nChanged 6 SP:Iteration 29Q (63974.880000 sec): 3 clusters Score: Raw -617688.892323 + Penalty 4058.549395 = -613630.342928 nChanged 5 SP:Iteration 30Q (63974.900000 sec): 3 clusters Score: Raw -617690.302174 + Penalty 4058.549395 = -613631.752779 nChanged 5 SP:Iteration 31Q (63974.910000 sec): 3 clusters Score: Raw -617692.009871 + Penalty 4058.549395 = -613633.460476 nChanged 4 SP:Iteration 32Q (63974.920000 sec): 3 clusters Score: Raw -617693.078377 + Penalty 4058.549395 = -613634.528982 nChanged 3 SP:Iteration 33Q (63974.940000 sec): 3 clusters Score: Raw -617693.931007 + Penalty 4058.549395 = -613635.381612 nChanged 1 SP:Iteration 34Q (63974.950000 sec): 3 clusters Score: Raw -617693.999581 + Penalty 4058.549395 = -613635.450186 nChanged 1 SP:Iteration 35Q (63974.960000 sec): 3 clusters Score: Raw -617694.427489 + Penalty 4058.549395 = -613635.878094 nChanged 2 SP:Iteration 36Q (63974.980000 sec): 3 clusters Score: Raw -617695.250658 + Penalty 4058.549395 = -613636.701263 nChanged 2 SP:Iteration 37Q (63974.990000 sec): 3 clusters Score: Raw -617695.735294 + Penalty 4058.549395 = -613637.185899 nChanged 2 SP:Iteration 38Q (63975.010000 sec): 3 clusters Score: Raw -617696.421320 + Penalty 4058.549395 = -613637.871925 nChanged 3 SP:Iteration 39Q (63975.020000 sec): 3 clusters Score: Raw -617697.389393 + Penalty 4058.549395 = -613638.839998 nChanged 2 SP:Iteration 40F (63975.040000 sec): 3 clusters Score: Raw -617698.426229 + Penalty 4058.549395 = -613639.876834 nChanged 1 SP:Iteration 41Q (63975.050000 sec): 3 clusters Score: Raw -617698.838844 + Penalty 4058.549395 = -613640.289449 nChanged 1 SP:Iteration 42Q (63975.060000 sec): 3 clusters Score: Raw -617699.396045 + Penalty 4058.549395 = -613640.846650 nChanged 4 SP:Iteration 43Q (63975.080000 sec): 3 clusters Score: Raw -617700.629687 + Penalty 4058.549395 = -613642.080293 nChanged 3 SP:Iteration 44Q (63975.090000 sec): 3 clusters Score: Raw -617701.808643 + Penalty 4058.549395 = -613643.259248 nChanged 2 SP:Iteration 45Q (63975.100000 sec): 3 clusters Score: Raw -617702.339988 + Penalty 4058.549395 = -613643.790593 nChanged 4 SP:Iteration 46Q (63975.120000 sec): 3 clusters Score: Raw -617703.927822 + Penalty 4058.549395 = -613645.378427 nChanged 8 SP:Iteration 47Q (63975.130000 sec): 3 clusters Score: Raw -617707.043740 + Penalty 4058.549395 = -613648.494346 nChanged 11 SP:Iteration 48Q (63975.150000 sec): 3 clusters Score: Raw -617712.018688 + Penalty 4058.549395 = -613653.469293 nChanged 12 SP:Iteration 49Q (63975.160000 sec): 3 clusters Score: Raw -617717.145703 + Penalty 4058.549395 = -613658.596308 nChanged 15 SP:Iteration 50Q (63975.180000 sec): 3 clusters Score: Raw -617723.202254 + Penalty 4058.549395 = -613664.652859 nChanged 13 SP:Iteration 51Q (63975.190000 sec): 3 clusters Score: Raw -617727.871166 + Penalty 4058.549395 = -613669.321771 nChanged 9 SP:Iteration 52Q (63975.210000 sec): 3 clusters Score: Raw -617730.662733 + Penalty 4058.549395 = -613672.113338 nChanged 7 SP:Iteration 53Q (63975.220000 sec): 3 clusters Score: Raw -617732.408489 + Penalty 4058.549395 = -613673.859094 nChanged 9 SP:Iteration 54Q (63975.230000 sec): 3 clusters Score: Raw -617735.984227 + Penalty 4058.549395 = -613677.434832 nChanged 9 SP:Iteration 55Q (63975.250000 sec): 3 clusters Score: Raw -617738.428099 + Penalty 4058.549395 = -613679.878704 nChanged 10 SP:Iteration 56Q (63975.260000 sec): 3 clusters Score: Raw -617742.130681 + Penalty 4058.549395 = -613683.581286 nChanged 12 SP:Iteration 57Q (63975.270000 sec): 3 clusters Score: Raw -617746.873208 + Penalty 4058.549395 = -613688.323813 nChanged 11 SP:Iteration 58Q (63975.290000 sec): 3 clusters Score: Raw -617751.596442 + Penalty 4058.549395 = -613693.047047 nChanged 11 SP:Iteration 59Q (63975.300000 sec): 3 clusters Score: Raw -617755.521368 + Penalty 4058.549395 = -613696.971973 nChanged 12 SP:Iteration 60F (63975.310000 sec): 3 clusters Score: Raw -617758.722608 + Penalty 4058.549395 = -613700.173213 nChanged 8 SP:Iteration 61Q (63975.330000 sec): 3 clusters Score: Raw -617762.098003 + Penalty 4058.549395 = -613703.548608 nChanged 9 SP:Iteration 62Q (63975.340000 sec): 3 clusters Score: Raw -617763.922225 + Penalty 4058.549395 = -613705.372830 nChanged 6 SP:Iteration 63Q (63975.360000 sec): 3 clusters Score: Raw -617765.651125 + Penalty 4058.549395 = -613707.101730 nChanged 4 SP:Iteration 64Q (63975.370000 sec): 3 clusters Score: Raw -617767.089949 + Penalty 4058.549395 = -613708.540554 nChanged 4 SP:Iteration 65Q (63975.390000 sec): 3 clusters Score: Raw -617768.643941 + Penalty 4058.549395 = -613710.094546 nChanged 4 SP:Iteration 66Q (63975.400000 sec): 3 clusters Score: Raw -617769.696567 + Penalty 4058.549395 = -613711.147172 nChanged 4 SP:Iteration 67Q (63975.410000 sec): 3 clusters Score: Raw -617771.423229 + Penalty 4058.549395 = -613712.873834 nChanged 2 SP:Iteration 68Q (63975.430000 sec): 3 clusters Score: Raw -617771.926708 + Penalty 4058.549395 = -613713.377313 nChanged 2 SP:Iteration 69Q (63975.440000 sec): 3 clusters Score: Raw -617772.283335 + Penalty 4058.549395 = -613713.733940 nChanged 3 SP:Iteration 70Q (63975.450000 sec): 3 clusters Score: Raw -617773.175594 + Penalty 4058.549395 = -613714.626199 nChanged 5 SP:Iteration 71Q (63975.470000 sec): 3 clusters Score: Raw -617775.805312 + Penalty 4058.549395 = -613717.255917 nChanged 3 SP:Iteration 72Q (63975.480000 sec): 3 clusters Score: Raw -617778.389957 + Penalty 4058.549395 = -613719.840562 nChanged 4 SP:Iteration 73Q (63975.500000 sec): 3 clusters Score: Raw -617780.162258 + Penalty 4058.549395 = -613721.612863 nChanged 10 SP:Iteration 74Q (63975.510000 sec): 3 clusters Score: Raw -617784.256570 + Penalty 4058.549395 = -613725.707175 nChanged 12 SP:Iteration 75Q (63975.530000 sec): 3 clusters Score: Raw -617788.566777 + Penalty 4058.549395 = -613730.017382 nChanged 10 SP:Iteration 76Q (63975.540000 sec): 3 clusters Score: Raw -617793.088603 + Penalty 4058.549395 = -613734.539208 nChanged 15 SP:Iteration 77Q (63975.550000 sec): 3 clusters Score: Raw -617799.106561 + Penalty 4058.549395 = -613740.557166 nChanged 13 SP:Iteration 78Q (63975.570000 sec): 3 clusters Score: Raw -617805.384592 + Penalty 4058.549395 = -613746.835197 nChanged 23 SP:Iteration 79Q (63975.580000 sec): 3 clusters Score: Raw -617816.912738 + Penalty 4058.549395 = -613758.363343 nChanged 16 SP:Iteration 80F (63975.590000 sec): 3 clusters Score: Raw -617823.465683 + Penalty 4058.549395 = -613764.916288 nChanged 18 SP:Iteration 81Q (63975.610000 sec): 3 clusters Score: Raw -617830.911264 + Penalty 4058.549395 = -613772.361869 nChanged 12 SP:Iteration 82Q (63975.620000 sec): 3 clusters Score: Raw -617835.547426 + Penalty 4058.549395 = -613776.998031 nChanged 8 SP:Iteration 83Q (63975.630000 sec): 3 clusters Score: Raw -617838.366583 + Penalty 4058.549395 = -613779.817188 nChanged 10 SP:Iteration 84Q (63975.650000 sec): 3 clusters Score: Raw -617842.655865 + Penalty 4058.549395 = -613784.106470 nChanged 16 SP:Iteration 85Q (63975.660000 sec): 3 clusters Score: Raw -617849.677807 + Penalty 4058.549395 = -613791.128412 nChanged 15 SP:Iteration 86Q (63975.680000 sec): 3 clusters Score: Raw -617855.492325 + Penalty 4058.549395 = -613796.942930 nChanged 14 SP:Iteration 87Q (63975.690000 sec): 3 clusters Score: Raw -617860.654058 + Penalty 4058.549395 = -613802.104663 nChanged 12 SP:Iteration 88Q (63975.710000 sec): 3 clusters Score: Raw -617864.595340 + Penalty 4058.549395 = -613806.045945 nChanged 16 SP:Iteration 89Q (63975.720000 sec): 3 clusters Score: Raw -617871.190311 + Penalty 4058.549395 = -613812.640917 nChanged 16 SP:Iteration 90Q (63975.730000 sec): 3 clusters Score: Raw -617877.710711 + Penalty 4058.549395 = -613819.161316 nChanged 15 SP:Iteration 91Q (63975.750000 sec): 3 clusters Score: Raw -617882.915156 + Penalty 4058.549395 = -613824.365761 nChanged 20 SP:Iteration 92Q (63975.760000 sec): 3 clusters Score: Raw -617891.619351 + Penalty 4058.549395 = -613833.069956 nChanged 24 SP:Iteration 93Q (63975.770000 sec): 3 clusters Score: Raw -617902.223868 + Penalty 4058.549395 = -613843.674473 nChanged 25 SP:Iteration 94Q (63975.790000 sec): 3 clusters Score: Raw -617914.362252 + Penalty 4058.549395 = -613855.812857 nChanged 32 SP:Iteration 95Q (63975.800000 sec): 3 clusters Score: Raw -617926.558789 + Penalty 4058.549395 = -613868.009394 nChanged 21 SP:Iteration 96Q (63975.820000 sec): 3 clusters Score: Raw -617934.583987 + Penalty 4058.549395 = -613876.034593 nChanged 20 SP:Iteration 97Q (63975.830000 sec): 3 clusters Score: Raw -617943.652685 + Penalty 4058.549395 = -613885.103290 nChanged 18 SP:Iteration 98Q (63975.840000 sec): 3 clusters Score: Raw -617952.075900 + Penalty 4058.549395 = -613893.526505 nChanged 15 SP:Iteration 99Q (63975.860000 sec): 3 clusters Score: Raw -617957.684880 + Penalty 4058.549395 = -613899.135485 nChanged 10 SP:Iteration 100F (63975.870000 sec): 3 clusters Score: Raw -617962.197616 + Penalty 4058.549395 = -613903.648221 nChanged 11 SP:Iteration 101Q (63975.890000 sec): 3 clusters Score: Raw -617968.053941 + Penalty 4058.549395 = -613909.504546 nChanged 10 SP:Iteration 102Q (63975.900000 sec): 3 clusters Score: Raw -617973.619937 + Penalty 4058.549395 = -613915.070542 nChanged 11 SP:Iteration 103Q (63975.910000 sec): 3 clusters Score: Raw -617978.745687 + Penalty 4058.549395 = -613920.196292 nChanged 6 SP:Iteration 104Q (63975.930000 sec): 3 clusters Score: Raw -617981.262659 + Penalty 4058.549395 = -613922.713264 nChanged 7 SP:Iteration 105Q (63975.940000 sec): 3 clusters Score: Raw -617984.973110 + Penalty 4058.549395 = -613926.423715 nChanged 10 SP:Iteration 106Q (63975.950000 sec): 3 clusters Score: Raw -617990.410468 + Penalty 4058.549395 = -613931.861073 nChanged 12 SP:Iteration 107Q (63975.970000 sec): 3 clusters Score: Raw -617995.924430 + Penalty 4058.549395 = -613937.375035 nChanged 9 SP:Iteration 108Q (63975.980000 sec): 3 clusters Score: Raw -618000.153685 + Penalty 4058.549395 = -613941.604290 nChanged 8 SP:Iteration 109Q (63975.990000 sec): 3 clusters Score: Raw -618003.597718 + Penalty 4058.549395 = -613945.048323 nChanged 8 SP:Iteration 110Q (63976.010000 sec): 3 clusters Score: Raw -618007.510626 + Penalty 4058.549395 = -613948.961231 nChanged 7 SP:Iteration 111Q (63976.020000 sec): 3 clusters Score: Raw -618011.156553 + Penalty 4058.549395 = -613952.607158 nChanged 5 SP:Iteration 112Q (63976.040000 sec): 3 clusters Score: Raw -618014.106878 + Penalty 4058.549395 = -613955.557483 nChanged 7 SP:Iteration 113Q (63976.050000 sec): 3 clusters Score: Raw -618016.885625 + Penalty 4058.549395 = -613958.336230 nChanged 6 SP:Iteration 114Q (63976.070000 sec): 3 clusters Score: Raw -618019.351945 + Penalty 4058.549395 = -613960.802550 nChanged 3 SP:Iteration 115Q (63976.080000 sec): 3 clusters Score: Raw -618021.439678 + Penalty 4058.549395 = -613962.890283 nChanged 4 SP:Iteration 116Q (63976.090000 sec): 3 clusters Score: Raw -618023.709604 + Penalty 4058.549395 = -613965.160209 nChanged 7 SP:Iteration 117Q (63976.110000 sec): 3 clusters Score: Raw -618026.559362 + Penalty 4058.549395 = -613968.009967 nChanged 6 SP:Iteration 118Q (63976.120000 sec): 3 clusters Score: Raw -618030.619013 + Penalty 4058.549395 = -613972.069618 nChanged 7 SP:Iteration 119Q (63976.130000 sec): 3 clusters Score: Raw -618033.880252 + Penalty 4058.549395 = -613975.330857 nChanged 5 SP:Iteration 120F (63976.150000 sec): 3 clusters Score: Raw -618035.301708 + Penalty 4058.549395 = -613976.752313 nChanged 5 SP:Iteration 121Q (63976.160000 sec): 3 clusters Score: Raw -618037.783530 + Penalty 4058.549395 = -613979.234135 nChanged 6 SP:Iteration 122Q (63976.170000 sec): 3 clusters Score: Raw -618039.905578 + Penalty 4058.549395 = -613981.356183 nChanged 3 SP:Iteration 123Q (63976.190000 sec): 3 clusters Score: Raw -618040.859568 + Penalty 4058.549395 = -613982.310173 nChanged 0 SP:Iteration 124F (63976.200000 sec): 3 clusters Score: Raw -618040.859568 + Penalty 4058.549395 = -613982.310173 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63976.300000 sec): 2 clusters Score: Raw -4704768.138869 + Penalty 2535.599936 = -4702232.538932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63976.410000 sec): 3 clusters Score: Raw -4688303.848827 + Penalty 5071.199873 = -4683232.648955 nChanged 12246 SP:Iteration 1F (63976.520000 sec): 3 clusters Score: Raw -4694861.260006 + Penalty 5071.199873 = -4689790.060134 nChanged 1380 SP:Iteration 2F (63976.630000 sec): 3 clusters Score: Raw -4695332.690794 + Penalty 5071.199873 = -4690261.490922 nChanged 1219 SP:Iteration 3Q (63976.740000 sec): 3 clusters Score: Raw -4695772.646556 + Penalty 5071.199873 = -4690701.446683 nChanged 1155 SP:Iteration 4Q (63976.850000 sec): 3 clusters Score: Raw -4696235.368231 + Penalty 5071.199873 = -4691164.168359 nChanged 1162 SP:Iteration 5Q (63976.960000 sec): 3 clusters Score: Raw -4696830.257923 + Penalty 5071.199873 = -4691759.058051 nChanged 1245 SP:Iteration 6Q (63977.070000 sec): 3 clusters Score: Raw -4697635.052726 + Penalty 5071.199873 = -4692563.852854 nChanged 1380 SP:Iteration 7F (63977.180000 sec): 3 clusters Score: Raw -4698634.105591 + Penalty 5071.199873 = -4693562.905718 nChanged 1420 SP:Iteration 8F (63977.290000 sec): 3 clusters Score: Raw -4699741.351970 + Penalty 5071.199873 = -4694670.152097 nChanged 1454 SP:Iteration 9F (63977.400000 sec): 3 clusters Score: Raw -4700762.238734 + Penalty 5071.199873 = -4695691.038862 nChanged 1371 SP:Iteration 10Q (63977.510000 sec): 3 clusters Score: Raw -4701592.245636 + Penalty 5071.199873 = -4696521.045764 nChanged 1171 SP:Iteration 11Q (63977.610000 sec): 3 clusters Score: Raw -4702182.537273 + Penalty 5071.199873 = -4697111.337401 nChanged 973 SP:Iteration 12Q (63977.710000 sec): 3 clusters Score: Raw -4702604.376791 + Penalty 5071.199873 = -4697533.176918 nChanged 780 SP:Iteration 13Q (63977.810000 sec): 3 clusters Score: Raw -4702906.257472 + Penalty 5071.199873 = -4697835.057600 nChanged 605 SP:Iteration 14Q (63977.910000 sec): 3 clusters Score: Raw -4703089.505824 + Penalty 5071.199873 = -4698018.305951 nChanged 476 SP:Iteration 15Q (63978.010000 sec): 3 clusters Score: Raw -4703211.440250 + Penalty 5071.199873 = -4698140.240377 nChanged 382 SP:Iteration 16Q (63978.110000 sec): 3 clusters Score: Raw -4703298.864922 + Penalty 5071.199873 = -4698227.665049 nChanged 305 SP:Iteration 17Q (63978.210000 sec): 3 clusters Score: Raw -4703377.317781 + Penalty 5071.199873 = -4698306.117908 nChanged 301 SP:Iteration 18Q (63978.310000 sec): 3 clusters Score: Raw -4703451.460597 + Penalty 5071.199873 = -4698380.260724 nChanged 262 SP:Iteration 19Q (63978.410000 sec): 3 clusters Score: Raw -4703512.287908 + Penalty 5071.199873 = -4698441.088035 nChanged 240 SP:Iteration 20F (63978.520000 sec): 3 clusters Score: Raw -4703562.395012 + Penalty 5071.199873 = -4698491.195139 nChanged 229 SP:Iteration 21Q (63978.610000 sec): 3 clusters Score: Raw -4703612.764362 + Penalty 5071.199873 = -4698541.564490 nChanged 248 SP:Iteration 22Q (63978.710000 sec): 3 clusters Score: Raw -4703677.280198 + Penalty 5071.199873 = -4698606.080325 nChanged 280 SP:Iteration 23Q (63978.810000 sec): 3 clusters Score: Raw -4703756.750320 + Penalty 5071.199873 = -4698685.550447 nChanged 276 SP:Iteration 24Q (63978.900000 sec): 3 clusters Score: Raw -4703841.245566 + Penalty 5071.199873 = -4698770.045693 nChanged 264 SP:Iteration 25Q (63979.000000 sec): 3 clusters Score: Raw -4703923.627523 + Penalty 5071.199873 = -4698852.427650 nChanged 286 SP:Iteration 26Q (63979.090000 sec): 3 clusters Score: Raw -4704018.643185 + Penalty 5071.199873 = -4698947.443313 nChanged 300 SP:Iteration 27Q (63979.190000 sec): 3 clusters Score: Raw -4704119.932955 + Penalty 5071.199873 = -4699048.733082 nChanged 289 SP:Iteration 28Q (63979.280000 sec): 3 clusters Score: Raw -4704221.723684 + Penalty 5071.199873 = -4699150.523811 nChanged 286 SP:Iteration 29Q (63979.370000 sec): 3 clusters Score: Raw -4704323.539313 + Penalty 5071.199873 = -4699252.339441 nChanged 275 SP:Iteration 30Q (63979.470000 sec): 3 clusters Score: Raw -4704423.435174 + Penalty 5071.199873 = -4699352.235302 nChanged 274 SP:Iteration 31Q (63979.560000 sec): 3 clusters Score: Raw -4704526.676198 + Penalty 5071.199873 = -4699455.476326 nChanged 272 SP:Iteration 32Q (63979.650000 sec): 3 clusters Score: Raw -4704622.882254 + Penalty 5071.199873 = -4699551.682381 nChanged 246 SP:Iteration 33Q (63979.740000 sec): 3 clusters Score: Raw -4704710.026536 + Penalty 5071.199873 = -4699638.826663 nChanged 244 SP:Iteration 34Q (63979.830000 sec): 3 clusters Score: Raw -4704797.685139 + Penalty 5071.199873 = -4699726.485266 nChanged 228 SP:Iteration 35Q (63979.920000 sec): 3 clusters Score: Raw -4704878.245931 + Penalty 5071.199873 = -4699807.046059 nChanged 212 SP:Iteration 36Q (63980.010000 sec): 3 clusters Score: Raw -4704950.485815 + Penalty 5071.199873 = -4699879.285942 nChanged 185 SP:Iteration 37Q (63980.100000 sec): 3 clusters Score: Raw -4705022.997798 + Penalty 5071.199873 = -4699951.797925 nChanged 174 SP:Iteration 38Q (63980.190000 sec): 3 clusters Score: Raw -4705085.646547 + Penalty 5071.199873 = -4700014.446674 nChanged 154 SP:Iteration 39Q (63980.280000 sec): 3 clusters Score: Raw -4705134.333828 + Penalty 5071.199873 = -4700063.133956 nChanged 126 SP:Iteration 40F (63980.390000 sec): 3 clusters Score: Raw -4705173.744204 + Penalty 5071.199873 = -4700102.544331 nChanged 115 SP:Iteration 41Q (63980.470000 sec): 3 clusters Score: Raw -4705211.870108 + Penalty 5071.199873 = -4700140.670236 nChanged 103 SP:Iteration 42Q (63980.560000 sec): 3 clusters Score: Raw -4705244.401604 + Penalty 5071.199873 = -4700173.201731 nChanged 86 SP:Iteration 43Q (63980.650000 sec): 3 clusters Score: Raw -4705269.782740 + Penalty 5071.199873 = -4700198.582867 nChanged 73 SP:Iteration 44Q (63980.730000 sec): 3 clusters Score: Raw -4705295.404190 + Penalty 5071.199873 = -4700224.204317 nChanged 70 SP:Iteration 45Q (63980.820000 sec): 3 clusters Score: Raw -4705316.576431 + Penalty 5071.199873 = -4700245.376558 nChanged 50 SP:Iteration 46Q (63980.900000 sec): 3 clusters Score: Raw -4705330.339349 + Penalty 5071.199873 = -4700259.139476 nChanged 40 SP:Iteration 47Q (63980.980000 sec): 3 clusters Score: Raw -4705340.125260 + Penalty 5071.199873 = -4700268.925387 nChanged 25 SP:Iteration 48Q (63981.070000 sec): 3 clusters Score: Raw -4705345.780511 + Penalty 5071.199873 = -4700274.580638 nChanged 20 SP:Iteration 49Q (63981.150000 sec): 3 clusters Score: Raw -4705351.077375 + Penalty 5071.199873 = -4700279.877502 nChanged 19 SP:Iteration 50Q (63981.240000 sec): 3 clusters Score: Raw -4705355.521560 + Penalty 5071.199873 = -4700284.321687 nChanged 20 SP:Iteration 51Q (63981.320000 sec): 3 clusters Score: Raw -4705359.678079 + Penalty 5071.199873 = -4700288.478206 nChanged 14 SP:Iteration 52Q (63981.410000 sec): 3 clusters Score: Raw -4705362.705046 + Penalty 5071.199873 = -4700291.505173 nChanged 17 SP:Iteration 53Q (63981.490000 sec): 3 clusters Score: Raw -4705366.704481 + Penalty 5071.199873 = -4700295.504609 nChanged 18 SP:Iteration 54Q (63981.580000 sec): 3 clusters Score: Raw -4705370.544375 + Penalty 5071.199873 = -4700299.344503 nChanged 19 SP:Iteration 55Q (63981.660000 sec): 3 clusters Score: Raw -4705374.566705 + Penalty 5071.199873 = -4700303.366832 nChanged 12 SP:Iteration 56Q (63981.750000 sec): 3 clusters Score: Raw -4705376.873471 + Penalty 5071.199873 = -4700305.673599 nChanged 15 SP:Iteration 57Q (63981.830000 sec): 3 clusters Score: Raw -4705380.469785 + Penalty 5071.199873 = -4700309.269912 nChanged 17 SP:Iteration 58Q (63981.920000 sec): 3 clusters Score: Raw -4705384.919536 + Penalty 5071.199873 = -4700313.719664 nChanged 19 SP:Iteration 59Q (63982.000000 sec): 3 clusters Score: Raw -4705390.502303 + Penalty 5071.199873 = -4700319.302430 nChanged 16 SP:Iteration 60F (63982.110000 sec): 3 clusters Score: Raw -4705394.534947 + Penalty 5071.199873 = -4700323.335075 nChanged 16 SP:Iteration 61Q (63982.190000 sec): 3 clusters Score: Raw -4705399.248448 + Penalty 5071.199873 = -4700328.048575 nChanged 12 SP:Iteration 62Q (63982.280000 sec): 3 clusters Score: Raw -4705402.506298 + Penalty 5071.199873 = -4700331.306425 nChanged 10 SP:Iteration 63Q (63982.370000 sec): 3 clusters Score: Raw -4705405.458104 + Penalty 5071.199873 = -4700334.258232 nChanged 17 SP:Iteration 64Q (63982.450000 sec): 3 clusters Score: Raw -4705409.895336 + Penalty 5071.199873 = -4700338.695463 nChanged 15 SP:Iteration 65Q (63982.530000 sec): 3 clusters Score: Raw -4705413.500888 + Penalty 5071.199873 = -4700342.301016 nChanged 10 SP:Iteration 66Q (63982.620000 sec): 3 clusters Score: Raw -4705415.423670 + Penalty 5071.199873 = -4700344.223797 nChanged 7 SP:Iteration 67Q (63982.700000 sec): 3 clusters Score: Raw -4705416.942652 + Penalty 5071.199873 = -4700345.742780 nChanged 8 SP:Iteration 68Q (63982.790000 sec): 3 clusters Score: Raw -4705418.616693 + Penalty 5071.199873 = -4700347.416820 nChanged 11 SP:Iteration 69Q (63982.870000 sec): 3 clusters Score: Raw -4705421.613089 + Penalty 5071.199873 = -4700350.413217 nChanged 11 SP:Iteration 70Q (63982.950000 sec): 3 clusters Score: Raw -4705425.388486 + Penalty 5071.199873 = -4700354.188613 nChanged 15 SP:Iteration 71Q (63983.040000 sec): 3 clusters Score: Raw -4705430.371230 + Penalty 5071.199873 = -4700359.171357 nChanged 15 SP:Iteration 72Q (63983.120000 sec): 3 clusters Score: Raw -4705433.586000 + Penalty 5071.199873 = -4700362.386128 nChanged 9 SP:Iteration 73Q (63983.210000 sec): 3 clusters Score: Raw -4705435.635279 + Penalty 5071.199873 = -4700364.435407 nChanged 13 SP:Iteration 74Q (63983.290000 sec): 3 clusters Score: Raw -4705438.786572 + Penalty 5071.199873 = -4700367.586700 nChanged 12 SP:Iteration 75Q (63983.370000 sec): 3 clusters Score: Raw -4705441.509017 + Penalty 5071.199873 = -4700370.309144 nChanged 9 SP:Iteration 76Q (63983.450000 sec): 3 clusters Score: Raw -4705442.858676 + Penalty 5071.199873 = -4700371.658804 nChanged 5 SP:Iteration 77Q (63983.540000 sec): 3 clusters Score: Raw -4705443.734107 + Penalty 5071.199873 = -4700372.534235 nChanged 5 SP:Iteration 78Q (63983.620000 sec): 3 clusters Score: Raw -4705444.761807 + Penalty 5071.199873 = -4700373.561935 nChanged 3 SP:Iteration 79Q (63983.710000 sec): 3 clusters Score: Raw -4705445.176057 + Penalty 5071.199873 = -4700373.976185 nChanged 2 SP:Iteration 80F (63983.810000 sec): 3 clusters Score: Raw -4705445.533649 + Penalty 5071.199873 = -4700374.333777 nChanged 4 SP:Iteration 81Q (63983.900000 sec): 3 clusters Score: Raw -4705446.489564 + Penalty 5071.199873 = -4700375.289691 nChanged 4 SP:Iteration 82Q (63983.980000 sec): 3 clusters Score: Raw -4705447.329692 + Penalty 5071.199873 = -4700376.129820 nChanged 4 SP:Iteration 83Q (63984.070000 sec): 3 clusters Score: Raw -4705448.043287 + Penalty 5071.199873 = -4700376.843414 nChanged 0 SP:Iteration 84F (63984.170000 sec): 3 clusters Score: Raw -4705448.043287 + Penalty 5071.199873 = -4700376.843414 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63984.190000 sec): 2 clusters Score: Raw -53739.494662 + Penalty 1449.916816 = -52289.577846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63984.190000 sec): 3 clusters Score: Raw -53870.564327 + Penalty 2899.833632 = -50970.730694 nChanged 57 SP:Iteration 1F (63984.190000 sec): 3 clusters Score: Raw -54047.743238 + Penalty 2899.833632 = -51147.909606 nChanged 19 SP:Iteration 2F (63984.190000 sec): 3 clusters Score: Raw -54144.277527 + Penalty 2899.833632 = -51244.443895 nChanged 9 SP:Iteration 3Q (63984.190000 sec): 3 clusters Score: Raw -54190.820112 + Penalty 2899.833632 = -51290.986480 nChanged 2 SP:Iteration 4Q (63984.200000 sec): 3 clusters Score: Raw -54194.295663 + Penalty 2899.833632 = -51294.462030 nChanged 1 SP:Iteration 5Q (63984.200000 sec): 3 clusters Score: Raw -54195.855951 + Penalty 2899.833632 = -51296.022319 nChanged 0 SP:Iteration 6F (63984.200000 sec): 3 clusters Score: Raw -54195.855951 + Penalty 2899.833632 = -51296.022319 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63984.210000 sec): 2 clusters Score: Raw -394873.735044 + Penalty 1909.336178 = -392964.398866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63984.220000 sec): 3 clusters Score: Raw -393996.665866 + Penalty 3818.672355 = -390177.993511 nChanged 704 SP:Iteration 1F (63984.230000 sec): 3 clusters Score: Raw -394508.477261 + Penalty 3818.672355 = -390689.804906 nChanged 168 SP:Iteration 2F (63984.240000 sec): 3 clusters Score: Raw -394632.021783 + Penalty 3818.672355 = -390813.349428 nChanged 91 SP:Iteration 3Q (63984.250000 sec): 3 clusters Score: Raw -394715.516408 + Penalty 3818.672355 = -390896.844053 nChanged 79 SP:Iteration 4Q (63984.250000 sec): 3 clusters Score: Raw -394786.942429 + Penalty 3818.672355 = -390968.270074 nChanged 57 SP:Iteration 5Q (63984.270000 sec): 3 clusters Score: Raw -394848.007481 + Penalty 3818.672355 = -391029.335126 nChanged 66 SP:Iteration 6Q (63984.270000 sec): 3 clusters Score: Raw -394938.632549 + Penalty 3818.672355 = -391119.960194 nChanged 83 SP:Iteration 7Q (63984.280000 sec): 3 clusters Score: Raw -395059.695524 + Penalty 3818.672355 = -391241.023169 nChanged 89 SP:Iteration 8Q (63984.290000 sec): 3 clusters Score: Raw -395183.437054 + Penalty 3818.672355 = -391364.764699 nChanged 95 SP:Iteration 9Q (63984.300000 sec): 3 clusters Score: Raw -395314.824238 + Penalty 3818.672355 = -391496.151883 nChanged 97 SP:Iteration 10Q (63984.310000 sec): 3 clusters Score: Raw -395491.440275 + Penalty 3818.672355 = -391672.767920 nChanged 93 SP:Iteration 11Q (63984.310000 sec): 3 clusters Score: Raw -395671.736603 + Penalty 3818.672355 = -391853.064248 nChanged 103 SP:Iteration 12Q (63984.330000 sec): 3 clusters Score: Raw -395830.793164 + Penalty 3818.672355 = -392012.120809 nChanged 81 SP:Iteration 13Q (63984.330000 sec): 3 clusters Score: Raw -395949.387368 + Penalty 3818.672355 = -392130.715013 nChanged 58 SP:Iteration 14Q (63984.340000 sec): 3 clusters Score: Raw -396015.696143 + Penalty 3818.672355 = -392197.023788 nChanged 33 SP:Iteration 15Q (63984.350000 sec): 3 clusters Score: Raw -396051.636104 + Penalty 3818.672355 = -392232.963749 nChanged 27 SP:Iteration 16Q (63984.360000 sec): 3 clusters Score: Raw -396078.493485 + Penalty 3818.672355 = -392259.821130 nChanged 22 SP:Iteration 17Q (63984.360000 sec): 3 clusters Score: Raw -396096.892121 + Penalty 3818.672355 = -392278.219766 nChanged 19 SP:Iteration 18Q (63984.370000 sec): 3 clusters Score: Raw -396113.923596 + Penalty 3818.672355 = -392295.251241 nChanged 14 SP:Iteration 19Q (63984.380000 sec): 3 clusters Score: Raw -396125.848436 + Penalty 3818.672355 = -392307.176081 nChanged 7 SP:Iteration 20F (63984.390000 sec): 3 clusters Score: Raw -396132.983057 + Penalty 3818.672355 = -392314.310701 nChanged 8 SP:Iteration 21Q (63984.400000 sec): 3 clusters Score: Raw -396139.106533 + Penalty 3818.672355 = -392320.434178 nChanged 4 SP:Iteration 22Q (63984.400000 sec): 3 clusters Score: Raw -396142.905367 + Penalty 3818.672355 = -392324.233012 nChanged 4 SP:Iteration 23Q (63984.410000 sec): 3 clusters Score: Raw -396146.532502 + Penalty 3818.672355 = -392327.860147 nChanged 4 SP:Iteration 24Q (63984.420000 sec): 3 clusters Score: Raw -396150.524422 + Penalty 3818.672355 = -392331.852067 nChanged 4 SP:Iteration 25Q (63984.430000 sec): 3 clusters Score: Raw -396153.502591 + Penalty 3818.672355 = -392334.830236 nChanged 7 SP:Iteration 26Q (63984.430000 sec): 3 clusters Score: Raw -396161.622282 + Penalty 3818.672355 = -392342.949927 nChanged 5 SP:Iteration 27Q (63984.440000 sec): 3 clusters Score: Raw -396167.071324 + Penalty 3818.672355 = -392348.398969 nChanged 8 SP:Iteration 28Q (63984.450000 sec): 3 clusters Score: Raw -396174.566761 + Penalty 3818.672355 = -392355.894406 nChanged 5 SP:Iteration 29Q (63984.460000 sec): 3 clusters Score: Raw -396182.979246 + Penalty 3818.672355 = -392364.306891 nChanged 7 SP:Iteration 30Q (63984.470000 sec): 3 clusters Score: Raw -396195.642777 + Penalty 3818.672355 = -392376.970422 nChanged 6 SP:Iteration 31Q (63984.470000 sec): 3 clusters Score: Raw -396206.525712 + Penalty 3818.672355 = -392387.853357 nChanged 6 SP:Iteration 32Q (63984.480000 sec): 3 clusters Score: Raw -396217.939746 + Penalty 3818.672355 = -392399.267391 nChanged 6 SP:Iteration 33Q (63984.490000 sec): 3 clusters Score: Raw -396232.992359 + Penalty 3818.672355 = -392414.320004 nChanged 9 SP:Iteration 34Q (63984.500000 sec): 3 clusters Score: Raw -396242.012450 + Penalty 3818.672355 = -392423.340095 nChanged 5 SP:Iteration 35Q (63984.510000 sec): 3 clusters Score: Raw -396244.955167 + Penalty 3818.672355 = -392426.282811 nChanged 2 SP:Iteration 36Q (63984.510000 sec): 3 clusters Score: Raw -396246.810212 + Penalty 3818.672355 = -392428.137857 nChanged 2 SP:Iteration 37Q (63984.520000 sec): 3 clusters Score: Raw -396248.744848 + Penalty 3818.672355 = -392430.072493 nChanged 2 SP:Iteration 38Q (63984.530000 sec): 3 clusters Score: Raw -396250.569905 + Penalty 3818.672355 = -392431.897550 nChanged 3 SP:Iteration 39Q (63984.530000 sec): 3 clusters Score: Raw -396252.746970 + Penalty 3818.672355 = -392434.074614 nChanged 1 SP:Iteration 40F (63984.540000 sec): 3 clusters Score: Raw -396253.574136 + Penalty 3818.672355 = -392434.901781 nChanged 1 SP:Iteration 41Q (63984.550000 sec): 3 clusters Score: Raw -396254.813326 + Penalty 3818.672355 = -392436.140971 nChanged 0 SP:Iteration 42F (63984.560000 sec): 3 clusters Score: Raw -396254.813326 + Penalty 3818.672355 = -392436.140971 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63984.570000 sec): 2 clusters Score: Raw -324108.212452 + Penalty 1878.363161 = -322229.849291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63984.580000 sec): 3 clusters Score: Raw -323446.885160 + Penalty 3756.726323 = -319690.158837 nChanged 630 SP:Iteration 1F (63984.590000 sec): 3 clusters Score: Raw -323974.742782 + Penalty 3756.726323 = -320218.016459 nChanged 172 SP:Iteration 2F (63984.590000 sec): 3 clusters Score: Raw -324165.350897 + Penalty 3756.726323 = -320408.624575 nChanged 126 SP:Iteration 3F (63984.600000 sec): 3 clusters Score: Raw -324373.513734 + Penalty 3756.726323 = -320616.787411 nChanged 122 SP:Iteration 4F (63984.610000 sec): 3 clusters Score: Raw -324559.101308 + Penalty 3756.726323 = -320802.374985 nChanged 111 SP:Iteration 5F (63984.620000 sec): 3 clusters Score: Raw -324726.522058 + Penalty 3756.726323 = -320969.795735 nChanged 94 SP:Iteration 6Q (63984.630000 sec): 3 clusters Score: Raw -324846.597063 + Penalty 3756.726323 = -321089.870740 nChanged 64 SP:Iteration 7Q (63984.630000 sec): 3 clusters Score: Raw -324937.055077 + Penalty 3756.726323 = -321180.328754 nChanged 50 SP:Iteration 8Q (63984.640000 sec): 3 clusters Score: Raw -325011.979994 + Penalty 3756.726323 = -321255.253671 nChanged 42 SP:Iteration 9Q (63984.650000 sec): 3 clusters Score: Raw -325061.127188 + Penalty 3756.726323 = -321304.400866 nChanged 31 SP:Iteration 10Q (63984.650000 sec): 3 clusters Score: Raw -325102.624252 + Penalty 3756.726323 = -321345.897930 nChanged 35 SP:Iteration 11Q (63984.660000 sec): 3 clusters Score: Raw -325149.778000 + Penalty 3756.726323 = -321393.051677 nChanged 26 SP:Iteration 12Q (63984.670000 sec): 3 clusters Score: Raw -325183.866833 + Penalty 3756.726323 = -321427.140511 nChanged 27 SP:Iteration 13Q (63984.670000 sec): 3 clusters Score: Raw -325218.214316 + Penalty 3756.726323 = -321461.487993 nChanged 23 SP:Iteration 14Q (63984.680000 sec): 3 clusters Score: Raw -325250.956014 + Penalty 3756.726323 = -321494.229691 nChanged 22 SP:Iteration 15Q (63984.690000 sec): 3 clusters Score: Raw -325273.006535 + Penalty 3756.726323 = -321516.280212 nChanged 14 SP:Iteration 16Q (63984.700000 sec): 3 clusters Score: Raw -325291.432325 + Penalty 3756.726323 = -321534.706003 nChanged 13 SP:Iteration 17Q (63984.700000 sec): 3 clusters Score: Raw -325304.830939 + Penalty 3756.726323 = -321548.104617 nChanged 8 SP:Iteration 18Q (63984.710000 sec): 3 clusters Score: Raw -325313.948694 + Penalty 3756.726323 = -321557.222371 nChanged 6 SP:Iteration 19Q (63984.720000 sec): 3 clusters Score: Raw -325320.062785 + Penalty 3756.726323 = -321563.336462 nChanged 4 SP:Iteration 20F (63984.730000 sec): 3 clusters Score: Raw -325325.509051 + Penalty 3756.726323 = -321568.782728 nChanged 5 SP:Iteration 21Q (63984.730000 sec): 3 clusters Score: Raw -325346.228029 + Penalty 3756.726323 = -321589.501706 nChanged 12 SP:Iteration 22Q (63984.740000 sec): 3 clusters Score: Raw -325370.580928 + Penalty 3756.726323 = -321613.854605 nChanged 21 SP:Iteration 23Q (63984.750000 sec): 3 clusters Score: Raw -325397.496834 + Penalty 3756.726323 = -321640.770512 nChanged 23 SP:Iteration 24Q (63984.750000 sec): 3 clusters Score: Raw -325424.228563 + Penalty 3756.726323 = -321667.502241 nChanged 19 SP:Iteration 25Q (63984.760000 sec): 3 clusters Score: Raw -325440.784223 + Penalty 3756.726323 = -321684.057900 nChanged 19 SP:Iteration 26Q (63984.770000 sec): 3 clusters Score: Raw -325458.137471 + Penalty 3756.726323 = -321701.411148 nChanged 12 SP:Iteration 27Q (63984.770000 sec): 3 clusters Score: Raw -325468.754063 + Penalty 3756.726323 = -321712.027740 nChanged 12 SP:Iteration 28Q (63984.780000 sec): 3 clusters Score: Raw -325486.350143 + Penalty 3756.726323 = -321729.623821 nChanged 14 SP:Iteration 29Q (63984.790000 sec): 3 clusters Score: Raw -325499.165786 + Penalty 3756.726323 = -321742.439463 nChanged 16 SP:Iteration 30Q (63984.790000 sec): 3 clusters Score: Raw -325513.095859 + Penalty 3756.726323 = -321756.369536 nChanged 15 SP:Iteration 31Q (63984.800000 sec): 3 clusters Score: Raw -325527.724171 + Penalty 3756.726323 = -321770.997849 nChanged 16 SP:Iteration 32Q (63984.810000 sec): 3 clusters Score: Raw -325544.409179 + Penalty 3756.726323 = -321787.682857 nChanged 9 SP:Iteration 33Q (63984.820000 sec): 3 clusters Score: Raw -325554.798168 + Penalty 3756.726323 = -321798.071845 nChanged 8 SP:Iteration 34Q (63984.820000 sec): 3 clusters Score: Raw -325562.884709 + Penalty 3756.726323 = -321806.158386 nChanged 4 SP:Iteration 35Q (63984.830000 sec): 3 clusters Score: Raw -325568.217370 + Penalty 3756.726323 = -321811.491048 nChanged 4 SP:Iteration 36Q (63984.840000 sec): 3 clusters Score: Raw -325577.110495 + Penalty 3756.726323 = -321820.384172 nChanged 8 SP:Iteration 37Q (63984.840000 sec): 3 clusters Score: Raw -325585.306661 + Penalty 3756.726323 = -321828.580339 nChanged 5 SP:Iteration 38Q (63984.850000 sec): 3 clusters Score: Raw -325594.901211 + Penalty 3756.726323 = -321838.174888 nChanged 7 SP:Iteration 39Q (63984.860000 sec): 3 clusters Score: Raw -325602.385317 + Penalty 3756.726323 = -321845.658994 nChanged 6 SP:Iteration 40F (63984.870000 sec): 3 clusters Score: Raw -325610.750523 + Penalty 3756.726323 = -321854.024200 nChanged 4 SP:Iteration 41Q (63984.870000 sec): 3 clusters Score: Raw -325617.284652 + Penalty 3756.726323 = -321860.558330 nChanged 3 SP:Iteration 42Q (63984.880000 sec): 3 clusters Score: Raw -325619.446308 + Penalty 3756.726323 = -321862.719985 nChanged 0 SP:Iteration 43F (63984.890000 sec): 3 clusters Score: Raw -325619.446308 + Penalty 3756.726323 = -321862.719985 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63989.380000 sec): 2 clusters Score: Raw -231574260.505195 + Penalty 3495.811828 = -231570764.693367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63994.810000 sec): 3 clusters Score: Raw -230676842.379094 + Penalty 6991.623656 = -230669850.755438 nChanged 651176 SP:Iteration 1F (64000.220000 sec): 3 clusters Score: Raw -231076869.471923 + Penalty 6991.623656 = -231069877.848267 nChanged 39868 SP:Iteration 2Q (64005.720000 sec): 3 clusters Score: Raw -231086832.161534 + Penalty 6991.623656 = -231079840.537878 nChanged 53408 SP:Iteration 3Q (64011.260000 sec): 3 clusters Score: Raw -231105731.917203 + Penalty 6991.623656 = -231098740.293546 nChanged 73509 SP:Iteration 4F (64016.680000 sec): 3 clusters Score: Raw -231142563.899169 + Penalty 6991.623656 = -231135572.275513 nChanged 98472 SP:Iteration 5F (64022.080000 sec): 3 clusters Score: Raw -231209621.631718 + Penalty 6991.623656 = -231202630.008061 nChanged 119253 SP:Iteration 6F (64027.450000 sec): 3 clusters Score: Raw -231312747.981689 + Penalty 6991.623656 = -231305756.358033 nChanged 118076 SP:Iteration 7F (64032.800000 sec): 3 clusters Score: Raw -231429815.710019 + Penalty 6991.623656 = -231422824.086363 nChanged 85593 SP:Iteration 8F (64038.150000 sec): 3 clusters Score: Raw -231517383.227432 + Penalty 6991.623656 = -231510391.603775 nChanged 41955 SP:Iteration 9Q (64043.470000 sec): 3 clusters Score: Raw -231558236.902369 + Penalty 6991.623656 = -231551245.278713 nChanged 13598 SP:Iteration 10Q (64048.100000 sec): 3 clusters Score: Raw -231570555.426992 + Penalty 6991.623656 = -231563563.803336 nChanged 3462 SP:Iteration 11Q (64052.110000 sec): 3 clusters Score: Raw -231573546.055846 + Penalty 6991.623656 = -231566554.432189 nChanged 690 SP:Iteration 12Q (64055.880000 sec): 3 clusters Score: Raw -231574169.857721 + Penalty 6991.623656 = -231567178.234065 nChanged 188 SP:Iteration 13Q (64059.570000 sec): 3 clusters Score: Raw -231574381.797433 + Penalty 6991.623656 = -231567390.173777 nChanged 90 SP:Iteration 14Q (64063.250000 sec): 3 clusters Score: Raw -231574499.239896 + Penalty 6991.623656 = -231567507.616240 nChanged 54 SP:Iteration 15Q (64066.930000 sec): 3 clusters Score: Raw -231574577.177065 + Penalty 6991.623656 = -231567585.553409 nChanged 45 SP:Iteration 16Q (64070.590000 sec): 3 clusters Score: Raw -231574632.859236 + Penalty 6991.623656 = -231567641.235580 nChanged 30 SP:Iteration 17Q (64074.260000 sec): 3 clusters Score: Raw -231574668.938374 + Penalty 6991.623656 = -231567677.314718 nChanged 31 SP:Iteration 18Q (64077.920000 sec): 3 clusters Score: Raw -231574714.156359 + Penalty 6991.623656 = -231567722.532703 nChanged 39 SP:Iteration 19Q (64081.580000 sec): 3 clusters Score: Raw -231574782.030131 + Penalty 6991.623656 = -231567790.406475 nChanged 46 SP:Iteration 20F (64086.910000 sec): 3 clusters Score: Raw -231574848.768303 + Penalty 6991.623656 = -231567857.144647 nChanged 52 SP:Iteration 21Q (64090.580000 sec): 3 clusters Score: Raw -231574915.163738 + Penalty 6991.623656 = -231567923.540082 nChanged 55 SP:Iteration 22Q (64094.240000 sec): 3 clusters Score: Raw -231574969.535466 + Penalty 6991.623656 = -231567977.911810 nChanged 53 SP:Iteration 23Q (64097.890000 sec): 3 clusters Score: Raw -231575033.339800 + Penalty 6991.623656 = -231568041.716143 nChanged 60 SP:Iteration 24Q (64101.550000 sec): 3 clusters Score: Raw -231575097.488407 + Penalty 6991.623656 = -231568105.864751 nChanged 63 SP:Iteration 25Q (64105.210000 sec): 3 clusters Score: Raw -231575162.835002 + Penalty 6991.623656 = -231568171.211346 nChanged 81 SP:Iteration 26Q (64108.870000 sec): 3 clusters Score: Raw -231575262.870562 + Penalty 6991.623656 = -231568271.246906 nChanged 95 SP:Iteration 27Q (64112.530000 sec): 3 clusters Score: Raw -231575368.483425 + Penalty 6991.623656 = -231568376.859769 nChanged 81 SP:Iteration 28Q (64116.180000 sec): 3 clusters Score: Raw -231575433.504913 + Penalty 6991.623656 = -231568441.881257 nChanged 88 SP:Iteration 29Q (64119.840000 sec): 3 clusters Score: Raw -231575506.812216 + Penalty 6991.623656 = -231568515.188560 nChanged 87 SP:Iteration 30Q (64123.490000 sec): 3 clusters Score: Raw -231575569.254248 + Penalty 6991.623656 = -231568577.630592 nChanged 79 SP:Iteration 31Q (64127.140000 sec): 3 clusters Score: Raw -231575627.309662 + Penalty 6991.623656 = -231568635.686006 nChanged 87 SP:Iteration 32Q (64130.800000 sec): 3 clusters Score: Raw -231575687.672283 + Penalty 6991.623656 = -231568696.048627 nChanged 98 SP:Iteration 33Q (64134.450000 sec): 3 clusters Score: Raw -231575750.677992 + Penalty 6991.623656 = -231568759.054336 nChanged 85 SP:Iteration 34Q (64138.110000 sec): 3 clusters Score: Raw -231575800.422552 + Penalty 6991.623656 = -231568808.798896 nChanged 73 SP:Iteration 35Q (64141.750000 sec): 3 clusters Score: Raw -231575835.689713 + Penalty 6991.623656 = -231568844.066057 nChanged 59 SP:Iteration 36Q (64145.410000 sec): 3 clusters Score: Raw -231575859.551728 + Penalty 6991.623656 = -231568867.928072 nChanged 45 SP:Iteration 37Q (64149.060000 sec): 3 clusters Score: Raw -231575877.567512 + Penalty 6991.623656 = -231568885.943855 nChanged 49 SP:Iteration 38Q (64152.710000 sec): 3 clusters Score: Raw -231575897.554024 + Penalty 6991.623656 = -231568905.930368 nChanged 34 SP:Iteration 39Q (64156.360000 sec): 3 clusters Score: Raw -231575911.128568 + Penalty 6991.623656 = -231568919.504911 nChanged 38 SP:Iteration 40F (64161.650000 sec): 3 clusters Score: Raw -231576028.155837 + Penalty 6991.623656 = -231569036.532181 nChanged 154 SP:Iteration 41Q (64165.310000 sec): 3 clusters Score: Raw -231576134.832671 + Penalty 6991.623656 = -231569143.209014 nChanged 150 SP:Iteration 42Q (64168.980000 sec): 3 clusters Score: Raw -231576227.083600 + Penalty 6991.623656 = -231569235.459943 nChanged 171 SP:Iteration 43Q (64172.650000 sec): 3 clusters Score: Raw -231576330.801342 + Penalty 6991.623656 = -231569339.177686 nChanged 204 SP:Iteration 44Q (64176.310000 sec): 3 clusters Score: Raw -231576447.334739 + Penalty 6991.623656 = -231569455.711083 nChanged 220 SP:Iteration 45Q (64179.970000 sec): 3 clusters Score: Raw -231576566.552349 + Penalty 6991.623656 = -231569574.928693 nChanged 232 SP:Iteration 46Q (64183.640000 sec): 3 clusters Score: Raw -231576675.949162 + Penalty 6991.623656 = -231569684.325505 nChanged 229 SP:Iteration 47Q (64187.280000 sec): 3 clusters Score: Raw -231576776.205603 + Penalty 6991.623656 = -231569784.581947 nChanged 215 SP:Iteration 48Q (64190.950000 sec): 3 clusters Score: Raw -231576860.115287 + Penalty 6991.623656 = -231569868.491631 nChanged 188 SP:Iteration 49Q (64194.620000 sec): 3 clusters Score: Raw -231576924.148348 + Penalty 6991.623656 = -231569932.524692 nChanged 198 SP:Iteration 50Q (64198.290000 sec): 3 clusters Score: Raw -231576986.851775 + Penalty 6991.623656 = -231569995.228119 nChanged 193 SP:Iteration 51Q (64201.970000 sec): 3 clusters Score: Raw -231577043.222393 + Penalty 6991.623656 = -231570051.598737 nChanged 178 SP:Iteration 52Q (64205.650000 sec): 3 clusters Score: Raw -231577088.090417 + Penalty 6991.623656 = -231570096.466761 nChanged 144 SP:Iteration 53Q (64209.330000 sec): 3 clusters Score: Raw -231577119.685264 + Penalty 6991.623656 = -231570128.061608 nChanged 118 SP:Iteration 54Q (64213.010000 sec): 3 clusters Score: Raw -231577139.267077 + Penalty 6991.623656 = -231570147.643421 nChanged 91 SP:Iteration 55Q (64216.680000 sec): 3 clusters Score: Raw -231577154.646737 + Penalty 6991.623656 = -231570163.023081 nChanged 68 SP:Iteration 56Q (64220.350000 sec): 3 clusters Score: Raw -231577164.086239 + Penalty 6991.623656 = -231570172.462583 nChanged 62 SP:Iteration 57Q (64224.020000 sec): 3 clusters Score: Raw -231577172.528795 + Penalty 6991.623656 = -231570180.905139 nChanged 53 SP:Iteration 58Q (64227.710000 sec): 3 clusters Score: Raw -231577180.096381 + Penalty 6991.623656 = -231570188.472725 nChanged 62 SP:Iteration 59Q (64231.400000 sec): 3 clusters Score: Raw -231577190.104651 + Penalty 6991.623656 = -231570198.480995 nChanged 67 SP:Iteration 60F (64236.700000 sec): 3 clusters Score: Raw -231577253.466559 + Penalty 6991.623656 = -231570261.842903 nChanged 152 SP:Iteration 61Q (64240.400000 sec): 3 clusters Score: Raw -231577295.441711 + Penalty 6991.623656 = -231570303.818055 nChanged 126 SP:Iteration 62Q (64244.090000 sec): 3 clusters Score: Raw -231577320.588747 + Penalty 6991.623656 = -231570328.965091 nChanged 106 SP:Iteration 63Q (64247.780000 sec): 3 clusters Score: Raw -231577337.223813 + Penalty 6991.623656 = -231570345.600157 nChanged 93 SP:Iteration 64Q (64251.480000 sec): 3 clusters Score: Raw -231577352.933556 + Penalty 6991.623656 = -231570361.309900 nChanged 91 SP:Iteration 65Q (64255.170000 sec): 3 clusters Score: Raw -231577367.159697 + Penalty 6991.623656 = -231570375.536040 nChanged 72 SP:Iteration 66Q (64258.860000 sec): 3 clusters Score: Raw -231577376.735672 + Penalty 6991.623656 = -231570385.112016 nChanged 63 SP:Iteration 67Q (64262.540000 sec): 3 clusters Score: Raw -231577385.041511 + Penalty 6991.623656 = -231570393.417855 nChanged 63 SP:Iteration 68Q (64266.240000 sec): 3 clusters Score: Raw -231577393.750105 + Penalty 6991.623656 = -231570402.126449 nChanged 62 SP:Iteration 69Q (64269.930000 sec): 3 clusters Score: Raw -231577401.773371 + Penalty 6991.623656 = -231570410.149715 nChanged 52 SP:Iteration 70Q (64273.630000 sec): 3 clusters Score: Raw -231577407.608378 + Penalty 6991.623656 = -231570415.984721 nChanged 45 SP:Iteration 71Q (64277.320000 sec): 3 clusters Score: Raw -231577412.015888 + Penalty 6991.623656 = -231570420.392232 nChanged 33 SP:Iteration 72Q (64281.010000 sec): 3 clusters Score: Raw -231577415.427001 + Penalty 6991.623656 = -231570423.803345 nChanged 34 SP:Iteration 73Q (64284.700000 sec): 3 clusters Score: Raw -231577418.815359 + Penalty 6991.623656 = -231570427.191703 nChanged 34 SP:Iteration 74Q (64288.390000 sec): 3 clusters Score: Raw -231577422.158255 + Penalty 6991.623656 = -231570430.534599 nChanged 22 SP:Iteration 75Q (64292.070000 sec): 3 clusters Score: Raw -231577424.075391 + Penalty 6991.623656 = -231570432.451735 nChanged 18 SP:Iteration 76Q (64295.760000 sec): 3 clusters Score: Raw -231577425.811919 + Penalty 6991.623656 = -231570434.188263 nChanged 22 SP:Iteration 77Q (64299.450000 sec): 3 clusters Score: Raw -231577428.132378 + Penalty 6991.623656 = -231570436.508722 nChanged 25 SP:Iteration 78Q (64303.150000 sec): 3 clusters Score: Raw -231577430.530655 + Penalty 6991.623656 = -231570438.906999 nChanged 24 SP:Iteration 79Q (64306.850000 sec): 3 clusters Score: Raw -231577432.370826 + Penalty 6991.623656 = -231570440.747169 nChanged 13 SP:Iteration 80F (64312.150000 sec): 3 clusters Score: Raw -231577433.477387 + Penalty 6991.623656 = -231570441.853731 nChanged 10 SP:Iteration 81Q (64315.860000 sec): 3 clusters Score: Raw -231577434.495306 + Penalty 6991.623656 = -231570442.871649 nChanged 11 SP:Iteration 82Q (64319.560000 sec): 3 clusters Score: Raw -231577435.303423 + Penalty 6991.623656 = -231570443.679766 nChanged 7 SP:Iteration 83Q (64323.270000 sec): 3 clusters Score: Raw -231577435.815342 + Penalty 6991.623656 = -231570444.191686 nChanged 7 SP:Iteration 84Q (64326.980000 sec): 3 clusters Score: Raw -231577436.119324 + Penalty 6991.623656 = -231570444.495668 nChanged 4 SP:Iteration 85Q (64330.690000 sec): 3 clusters Score: Raw -231577436.497021 + Penalty 6991.623656 = -231570444.873365 nChanged 2 SP:Iteration 86Q (64334.390000 sec): 3 clusters Score: Raw -231577436.635058 + Penalty 6991.623656 = -231570445.011401 nChanged 1 SP:Iteration 87Q (64338.320000 sec): 3 clusters Score: Raw -231577436.698473 + Penalty 6991.623656 = -231570445.074817 nChanged 2 SP:Iteration 88Q (64342.020000 sec): 3 clusters Score: Raw -231577436.837905 + Penalty 6991.623656 = -231570445.214248 nChanged 6 SP:Iteration 89Q (64345.730000 sec): 3 clusters Score: Raw -231577437.319827 + Penalty 6991.623656 = -231570445.696171 nChanged 5 SP:Iteration 90Q (64349.430000 sec): 3 clusters Score: Raw -231577437.658651 + Penalty 6991.623656 = -231570446.034995 nChanged 6 SP:Iteration 91Q (64353.140000 sec): 3 clusters Score: Raw -231577438.197413 + Penalty 6991.623656 = -231570446.573757 nChanged 5 SP:Iteration 92Q (64356.850000 sec): 3 clusters Score: Raw -231577438.450615 + Penalty 6991.623656 = -231570446.826959 nChanged 2 SP:Iteration 93Q (64360.550000 sec): 3 clusters Score: Raw -231577438.587876 + Penalty 6991.623656 = -231570446.964219 nChanged 3 SP:Iteration 94Q (64364.250000 sec): 3 clusters Score: Raw -231577438.886824 + Penalty 6991.623656 = -231570447.263168 nChanged 6 SP:Iteration 95Q (64367.950000 sec): 3 clusters Score: Raw -231577439.525271 + Penalty 6991.623656 = -231570447.901615 nChanged 8 SP:Iteration 96Q (64371.650000 sec): 3 clusters Score: Raw -231577440.362445 + Penalty 6991.623656 = -231570448.738789 nChanged 7 SP:Iteration 97Q (64375.350000 sec): 3 clusters Score: Raw -231577440.960973 + Penalty 6991.623656 = -231570449.337317 nChanged 6 SP:Iteration 98Q (64379.050000 sec): 3 clusters Score: Raw -231577441.494157 + Penalty 6991.623656 = -231570449.870500 nChanged 4 SP:Iteration 99Q (64382.750000 sec): 3 clusters Score: Raw -231577441.832488 + Penalty 6991.623656 = -231570450.208832 nChanged 3 SP:Iteration 100F (64388.040000 sec): 3 clusters Score: Raw -231577442.039557 + Penalty 6991.623656 = -231570450.415900 nChanged 3 SP:Iteration 101Q (64391.750000 sec): 3 clusters Score: Raw -231577442.197805 + Penalty 6991.623656 = -231570450.574149 nChanged 4 SP:Iteration 102Q (64395.440000 sec): 3 clusters Score: Raw -231577442.451224 + Penalty 6991.623656 = -231570450.827567 nChanged 3 SP:Iteration 103Q (64399.130000 sec): 3 clusters Score: Raw -231577442.627610 + Penalty 6991.623656 = -231570451.003954 nChanged 1 SP:Iteration 104Q (64402.830000 sec): 3 clusters Score: Raw -231577442.716928 + Penalty 6991.623656 = -231570451.093271 nChanged 0 SP:Iteration 105F (64408.120000 sec): 3 clusters Score: Raw -231577442.716928 + Penalty 6991.623656 = -231570451.093271 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64408.550000 sec): 2 clusters Score: Raw -26761.212351 + Penalty 1359.198453 = -25402.013898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64408.550000 sec): 3 clusters Score: Raw -26989.819704 + Penalty 2718.396906 = -24271.422798 nChanged 26 SP:Iteration 1F (64408.550000 sec): 3 clusters Score: Raw -27136.643604 + Penalty 2718.396906 = -24418.246698 nChanged 10 SP:Iteration 2Q (64408.550000 sec): 3 clusters Score: Raw -27183.348233 + Penalty 2718.396906 = -24464.951327 nChanged 8 SP:Iteration 3Q (64408.550000 sec): 3 clusters Score: Raw -27255.958476 + Penalty 2718.396906 = -24537.561570 nChanged 2 SP:Iteration 4Q (64408.550000 sec): 3 clusters Score: Raw -27268.798283 + Penalty 2718.396906 = -24550.401377 nChanged 1 SP:Iteration 5Q (64408.550000 sec): 3 clusters Score: Raw -27273.787167 + Penalty 2718.396906 = -24555.390261 nChanged 0 SP:Iteration 6F (64408.550000 sec): 3 clusters Score: Raw -27273.787167 + Penalty 2718.396906 = -24555.390261 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64408.570000 sec): 2 clusters Score: Raw -620058.047572 + Penalty 2039.592551 = -618018.455021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64408.590000 sec): 3 clusters Score: Raw -618350.087722 + Penalty 4079.185102 = -614270.902620 nChanged 1335 SP:Iteration 1F (64408.600000 sec): 3 clusters Score: Raw -619115.888483 + Penalty 4079.185102 = -615036.703381 nChanged 281 SP:Iteration 2F (64408.620000 sec): 3 clusters Score: Raw -619298.011846 + Penalty 4079.185102 = -615218.826744 nChanged 187 SP:Iteration 3F (64408.630000 sec): 3 clusters Score: Raw -619418.204346 + Penalty 4079.185102 = -615339.019244 nChanged 138 SP:Iteration 4Q (64408.650000 sec): 3 clusters Score: Raw -619509.445435 + Penalty 4079.185102 = -615430.260333 nChanged 103 SP:Iteration 5Q (64408.660000 sec): 3 clusters Score: Raw -619588.226053 + Penalty 4079.185102 = -615509.040951 nChanged 102 SP:Iteration 6Q (64408.670000 sec): 3 clusters Score: Raw -619675.247408 + Penalty 4079.185102 = -615596.062306 nChanged 125 SP:Iteration 7Q (64408.690000 sec): 3 clusters Score: Raw -619803.630123 + Penalty 4079.185102 = -615724.445021 nChanged 153 SP:Iteration 8Q (64408.710000 sec): 3 clusters Score: Raw -619994.813235 + Penalty 4079.185102 = -615915.628133 nChanged 189 SP:Iteration 9F (64408.720000 sec): 3 clusters Score: Raw -620209.288709 + Penalty 4079.185102 = -616130.103607 nChanged 187 SP:Iteration 10F (64408.730000 sec): 3 clusters Score: Raw -620373.411712 + Penalty 4079.185102 = -616294.226609 nChanged 165 SP:Iteration 11Q (64408.750000 sec): 3 clusters Score: Raw -620504.532393 + Penalty 4079.185102 = -616425.347291 nChanged 129 SP:Iteration 12Q (64408.760000 sec): 3 clusters Score: Raw -620596.626565 + Penalty 4079.185102 = -616517.441463 nChanged 113 SP:Iteration 13Q (64408.780000 sec): 3 clusters Score: Raw -620687.853542 + Penalty 4079.185102 = -616608.668440 nChanged 101 SP:Iteration 14Q (64408.790000 sec): 3 clusters Score: Raw -620774.119085 + Penalty 4079.185102 = -616694.933982 nChanged 98 SP:Iteration 15Q (64408.810000 sec): 3 clusters Score: Raw -620845.088536 + Penalty 4079.185102 = -616765.903434 nChanged 74 SP:Iteration 16Q (64408.820000 sec): 3 clusters Score: Raw -620902.088105 + Penalty 4079.185102 = -616822.903002 nChanged 57 SP:Iteration 17Q (64408.830000 sec): 3 clusters Score: Raw -620938.283738 + Penalty 4079.185102 = -616859.098636 nChanged 45 SP:Iteration 18Q (64408.850000 sec): 3 clusters Score: Raw -620968.830810 + Penalty 4079.185102 = -616889.645708 nChanged 51 SP:Iteration 19Q (64408.860000 sec): 3 clusters Score: Raw -621001.287636 + Penalty 4079.185102 = -616922.102534 nChanged 34 SP:Iteration 20F (64408.870000 sec): 3 clusters Score: Raw -621022.787508 + Penalty 4079.185102 = -616943.602406 nChanged 30 SP:Iteration 21Q (64408.890000 sec): 3 clusters Score: Raw -621039.631112 + Penalty 4079.185102 = -616960.446010 nChanged 26 SP:Iteration 22Q (64408.900000 sec): 3 clusters Score: Raw -621052.274111 + Penalty 4079.185102 = -616973.089009 nChanged 21 SP:Iteration 23Q (64408.920000 sec): 3 clusters Score: Raw -621061.149668 + Penalty 4079.185102 = -616981.964565 nChanged 8 SP:Iteration 24Q (64408.930000 sec): 3 clusters Score: Raw -621064.492593 + Penalty 4079.185102 = -616985.307490 nChanged 4 SP:Iteration 25Q (64408.940000 sec): 3 clusters Score: Raw -621065.929585 + Penalty 4079.185102 = -616986.744483 nChanged 6 SP:Iteration 26Q (64408.960000 sec): 3 clusters Score: Raw -621069.385315 + Penalty 4079.185102 = -616990.200213 nChanged 7 SP:Iteration 27Q (64408.970000 sec): 3 clusters Score: Raw -621072.450981 + Penalty 4079.185102 = -616993.265879 nChanged 6 SP:Iteration 28Q (64408.990000 sec): 3 clusters Score: Raw -621074.679224 + Penalty 4079.185102 = -616995.494122 nChanged 5 SP:Iteration 29Q (64409.000000 sec): 3 clusters Score: Raw -621077.777481 + Penalty 4079.185102 = -616998.592379 nChanged 7 SP:Iteration 30Q (64409.010000 sec): 3 clusters Score: Raw -621081.827916 + Penalty 4079.185102 = -617002.642814 nChanged 8 SP:Iteration 31Q (64409.030000 sec): 3 clusters Score: Raw -621087.111897 + Penalty 4079.185102 = -617007.926794 nChanged 8 SP:Iteration 32Q (64409.040000 sec): 3 clusters Score: Raw -621090.404228 + Penalty 4079.185102 = -617011.219126 nChanged 11 SP:Iteration 33Q (64409.050000 sec): 3 clusters Score: Raw -621095.403052 + Penalty 4079.185102 = -617016.217950 nChanged 6 SP:Iteration 34Q (64409.070000 sec): 3 clusters Score: Raw -621098.077548 + Penalty 4079.185102 = -617018.892446 nChanged 5 SP:Iteration 35Q (64409.080000 sec): 3 clusters Score: Raw -621100.621927 + Penalty 4079.185102 = -617021.436825 nChanged 4 SP:Iteration 36Q (64409.090000 sec): 3 clusters Score: Raw -621103.144841 + Penalty 4079.185102 = -617023.959739 nChanged 5 SP:Iteration 37Q (64409.110000 sec): 3 clusters Score: Raw -621107.786006 + Penalty 4079.185102 = -617028.600903 nChanged 4 SP:Iteration 38Q (64409.120000 sec): 3 clusters Score: Raw -621109.084262 + Penalty 4079.185102 = -617029.899160 nChanged 4 SP:Iteration 39Q (64409.140000 sec): 3 clusters Score: Raw -621111.190786 + Penalty 4079.185102 = -617032.005684 nChanged 0 SP:Iteration 40F (64409.150000 sec): 3 clusters Score: Raw -621111.190786 + Penalty 4079.185102 = -617032.005684 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.160000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.170000 sec): 3 clusters Score: Raw -292017.970641 + Penalty 3675.832130 = -288342.138510 nChanged 512 SP:Iteration 1F (64409.170000 sec): 3 clusters Score: Raw -292455.494403 + Penalty 3675.832130 = -288779.662273 nChanged 139 SP:Iteration 2F (64409.180000 sec): 3 clusters Score: Raw -292606.010099 + Penalty 3675.832130 = -288930.177969 nChanged 77 SP:Iteration 3Q (64409.190000 sec): 3 clusters Score: Raw -292702.234949 + Penalty 3675.832130 = -289026.402819 nChanged 65 SP:Iteration 4Q (64409.190000 sec): 3 clusters Score: Raw -292767.888003 + Penalty 3675.832130 = -289092.055872 nChanged 42 SP:Iteration 5Q (64409.200000 sec): 3 clusters Score: Raw -292806.482565 + Penalty 3675.832130 = -289130.650435 nChanged 36 SP:Iteration 6Q (64409.210000 sec): 3 clusters Score: Raw -292839.842904 + Penalty 3675.832130 = -289164.010774 nChanged 27 SP:Iteration 7Q (64409.210000 sec): 3 clusters Score: Raw -292861.797101 + Penalty 3675.832130 = -289185.964970 nChanged 22 SP:Iteration 8Q (64409.220000 sec): 3 clusters Score: Raw -292877.575415 + Penalty 3675.832130 = -289201.743284 nChanged 15 SP:Iteration 9Q (64409.220000 sec): 3 clusters Score: Raw -292891.263144 + Penalty 3675.832130 = -289215.431014 nChanged 12 SP:Iteration 10Q (64409.230000 sec): 3 clusters Score: Raw -292899.506033 + Penalty 3675.832130 = -289223.673903 nChanged 10 SP:Iteration 11Q (64409.240000 sec): 3 clusters Score: Raw -292906.847140 + Penalty 3675.832130 = -289231.015010 nChanged 3 SP:Iteration 12Q (64409.240000 sec): 3 clusters Score: Raw -292909.761548 + Penalty 3675.832130 = -289233.929418 nChanged 4 SP:Iteration 13Q (64409.250000 sec): 3 clusters Score: Raw -292913.367036 + Penalty 3675.832130 = -289237.534906 nChanged 7 SP:Iteration 14Q (64409.250000 sec): 3 clusters Score: Raw -292921.127549 + Penalty 3675.832130 = -289245.295419 nChanged 6 SP:Iteration 15Q (64409.260000 sec): 3 clusters Score: Raw -292925.575262 + Penalty 3675.832130 = -289249.743132 nChanged 4 SP:Iteration 16Q (64409.270000 sec): 3 clusters Score: Raw -292930.573380 + Penalty 3675.832130 = -289254.741249 nChanged 2 SP:Iteration 17Q (64409.270000 sec): 3 clusters Score: Raw -292932.204128 + Penalty 3675.832130 = -289256.371998 nChanged 0 SP:Iteration 18F (64409.280000 sec): 3 clusters Score: Raw -292932.204128 + Penalty 3675.832130 = -289256.371998 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.290000 sec): 2 clusters Score: Raw -46170.340228 + Penalty 1452.057837 = -44718.282392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.290000 sec): 3 clusters Score: Raw -46430.295207 + Penalty 2904.115673 = -43526.179534 nChanged 57 SP:Iteration 1F (64409.290000 sec): 3 clusters Score: Raw -46654.436817 + Penalty 2904.115673 = -43750.321144 nChanged 24 SP:Iteration 2F (64409.290000 sec): 3 clusters Score: Raw -46781.925255 + Penalty 2904.115673 = -43877.809581 nChanged 15 SP:Iteration 3Q (64409.290000 sec): 3 clusters Score: Raw -46878.222393 + Penalty 2904.115673 = -43974.106719 nChanged 14 SP:Iteration 4Q (64409.290000 sec): 3 clusters Score: Raw -46927.455257 + Penalty 2904.115673 = -44023.339583 nChanged 6 SP:Iteration 5Q (64409.290000 sec): 3 clusters Score: Raw -46940.666954 + Penalty 2904.115673 = -44036.551281 nChanged 3 SP:Iteration 6Q (64409.300000 sec): 3 clusters Score: Raw -46954.937847 + Penalty 2904.115673 = -44050.822174 nChanged 1 SP:Iteration 7Q (64409.300000 sec): 3 clusters Score: Raw -46960.716861 + Penalty 2904.115673 = -44056.601187 nChanged 0 SP:Iteration 8F (64409.300000 sec): 3 clusters Score: Raw -46960.716861 + Penalty 2904.115673 = -44056.601187 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.310000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.310000 sec): 3 clusters Score: Raw -30324.266999 + Penalty 2652.165335 = -27672.101664 nChanged 17 SP:Iteration 1F (64409.310000 sec): 3 clusters Score: Raw -30396.225919 + Penalty 2652.165335 = -27744.060584 nChanged 7 SP:Iteration 2Q (64409.310000 sec): 3 clusters Score: Raw -30434.000539 + Penalty 2652.165335 = -27781.835204 nChanged 1 SP:Iteration 3Q (64409.310000 sec): 3 clusters Score: Raw -30439.301934 + Penalty 2652.165335 = -27787.136599 nChanged 0 SP:Iteration 4F (64409.310000 sec): 3 clusters Score: Raw -30439.301934 + Penalty 2652.165335 = -27787.136599 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.310000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.320000 sec): 3 clusters Score: Raw -40422.522016 + Penalty 2758.098089 = -37664.423927 nChanged 17 SP:Iteration 1F (64409.320000 sec): 3 clusters Score: Raw -40486.098438 + Penalty 2758.098089 = -37728.000349 nChanged 8 SP:Iteration 2Q (64409.320000 sec): 3 clusters Score: Raw -40522.257412 + Penalty 2758.098089 = -37764.159323 nChanged 3 SP:Iteration 3Q (64409.320000 sec): 3 clusters Score: Raw -40531.153853 + Penalty 2758.098089 = -37773.055764 nChanged 0 SP:Iteration 4F (64409.330000 sec): 3 clusters Score: Raw -40531.153853 + Penalty 2758.098089 = -37773.055764 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.330000 sec): 2 clusters Score: Raw -111024.098263 + Penalty 1620.739835 = -109403.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.340000 sec): 3 clusters Score: Raw -110934.724025 + Penalty 3241.479670 = -107693.244355 nChanged 156 SP:Iteration 1F (64409.340000 sec): 3 clusters Score: Raw -111176.300285 + Penalty 3241.479670 = -107934.820615 nChanged 34 SP:Iteration 2Q (64409.340000 sec): 3 clusters Score: Raw -111240.085012 + Penalty 3241.479670 = -107998.605341 nChanged 24 SP:Iteration 3Q (64409.340000 sec): 3 clusters Score: Raw -111281.725287 + Penalty 3241.479670 = -108040.245616 nChanged 7 SP:Iteration 4Q (64409.350000 sec): 3 clusters Score: Raw -111292.933159 + Penalty 3241.479670 = -108051.453488 nChanged 1 SP:Iteration 5Q (64409.350000 sec): 3 clusters Score: Raw -111294.753478 + Penalty 3241.479670 = -108053.273807 nChanged 1 SP:Iteration 6Q (64409.350000 sec): 3 clusters Score: Raw -111295.982905 + Penalty 3241.479670 = -108054.503234 nChanged 0 SP:Iteration 7F (64409.360000 sec): 3 clusters Score: Raw -111295.982905 + Penalty 3241.479670 = -108054.503234 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.360000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.360000 sec): 3 clusters Score: Raw -36838.498202 + Penalty 2748.466718 = -34090.031484 nChanged 31 SP:Iteration 1F (64409.360000 sec): 3 clusters Score: Raw -36999.514220 + Penalty 2748.466718 = -34251.047502 nChanged 8 SP:Iteration 2Q (64409.360000 sec): 3 clusters Score: Raw -37042.244872 + Penalty 2748.466718 = -34293.778154 nChanged 2 SP:Iteration 3Q (64409.360000 sec): 3 clusters Score: Raw -37052.515921 + Penalty 2748.466718 = -34304.049202 nChanged 1 SP:Iteration 4Q (64409.370000 sec): 3 clusters Score: Raw -37057.380625 + Penalty 2748.466718 = -34308.913906 nChanged 0 SP:Iteration 5F (64409.370000 sec): 3 clusters Score: Raw -37057.380625 + Penalty 2748.466718 = -34308.913906 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.370000 sec): 2 clusters Score: Raw -24321.455760 + Penalty 1264.766874 = -23056.688886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.380000 sec): 3 clusters Score: Raw -24703.157239 + Penalty 2529.533748 = -22173.623490 nChanged 24 SP:Iteration 1F (64409.380000 sec): 3 clusters Score: Raw -24869.220647 + Penalty 2529.533748 = -22339.686899 nChanged 15 SP:Iteration 2F (64409.380000 sec): 3 clusters Score: Raw -24996.147217 + Penalty 2529.533748 = -22466.613469 nChanged 7 SP:Iteration 3Q (64409.380000 sec): 3 clusters Score: Raw -25062.969430 + Penalty 2529.533748 = -22533.435682 nChanged 3 SP:Iteration 4Q (64409.380000 sec): 3 clusters Score: Raw -25114.264944 + Penalty 2529.533748 = -22584.731196 nChanged 1 SP:Iteration 5Q (64409.380000 sec): 3 clusters Score: Raw -25121.186786 + Penalty 2529.533748 = -22591.653038 nChanged 1 SP:Iteration 6Q (64409.380000 sec): 3 clusters Score: Raw -25140.397355 + Penalty 2529.533748 = -22610.863607 nChanged 0 SP:Iteration 7F (64409.380000 sec): 3 clusters Score: Raw -25140.397355 + Penalty 2529.533748 = -22610.863607 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.380000 sec): 2 clusters Score: Raw -64749.837873 + Penalty 1500.333897 = -63249.503976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.390000 sec): 3 clusters Score: Raw -64814.641912 + Penalty 3000.667794 = -61813.974118 nChanged 93 SP:Iteration 1F (64409.390000 sec): 3 clusters Score: Raw -65053.538299 + Penalty 3000.667794 = -62052.870505 nChanged 28 SP:Iteration 2F (64409.390000 sec): 3 clusters Score: Raw -65115.449267 + Penalty 3000.667794 = -62114.781474 nChanged 9 SP:Iteration 3Q (64409.390000 sec): 3 clusters Score: Raw -65143.320828 + Penalty 3000.667794 = -62142.653034 nChanged 7 SP:Iteration 4Q (64409.390000 sec): 3 clusters Score: Raw -65164.234547 + Penalty 3000.667794 = -62163.566753 nChanged 1 SP:Iteration 5Q (64409.400000 sec): 3 clusters Score: Raw -65167.425034 + Penalty 3000.667794 = -62166.757241 nChanged 1 SP:Iteration 6Q (64409.400000 sec): 3 clusters Score: Raw -65171.187163 + Penalty 3000.667794 = -62170.519369 nChanged 2 SP:Iteration 7Q (64409.400000 sec): 3 clusters Score: Raw -65174.672720 + Penalty 3000.667794 = -62174.004926 nChanged 1 SP:Iteration 8Q (64409.400000 sec): 3 clusters Score: Raw -65176.761752 + Penalty 3000.667794 = -62176.093958 nChanged 0 SP:Iteration 9F (64409.400000 sec): 3 clusters Score: Raw -65176.761752 + Penalty 3000.667794 = -62176.093958 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.410000 sec): 2 clusters Score: Raw -58459.738763 + Penalty 1467.885676 = -56991.853087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.410000 sec): 3 clusters Score: Raw -58566.500561 + Penalty 2935.771352 = -55630.729209 nChanged 54 SP:Iteration 1F (64409.410000 sec): 3 clusters Score: Raw -58710.957149 + Penalty 2935.771352 = -55775.185797 nChanged 14 SP:Iteration 2Q (64409.410000 sec): 3 clusters Score: Raw -58761.504605 + Penalty 2935.771352 = -55825.733253 nChanged 7 SP:Iteration 3Q (64409.410000 sec): 3 clusters Score: Raw -58778.369462 + Penalty 2935.771352 = -55842.598110 nChanged 3 SP:Iteration 4Q (64409.420000 sec): 3 clusters Score: Raw -58787.369457 + Penalty 2935.771352 = -55851.598106 nChanged 2 SP:Iteration 5Q (64409.420000 sec): 3 clusters Score: Raw -58795.105358 + Penalty 2935.771352 = -55859.334006 nChanged 2 SP:Iteration 6Q (64409.420000 sec): 3 clusters Score: Raw -58799.717740 + Penalty 2935.771352 = -55863.946388 nChanged 1 SP:Iteration 7Q (64409.420000 sec): 3 clusters Score: Raw -58801.254617 + Penalty 2935.771352 = -55865.483265 nChanged 1 SP:Iteration 8Q (64409.420000 sec): 3 clusters Score: Raw -58803.729259 + Penalty 2935.771352 = -55867.957907 nChanged 1 SP:Iteration 9Q (64409.420000 sec): 3 clusters Score: Raw -58806.174967 + Penalty 2935.771352 = -55870.403615 nChanged 1 SP:Iteration 10Q (64409.420000 sec): 3 clusters Score: Raw -58811.817275 + Penalty 2935.771352 = -55876.045923 nChanged 0 SP:Iteration 11F (64409.420000 sec): 3 clusters Score: Raw -58811.817275 + Penalty 2935.771352 = -55876.045923 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.430000 sec): 2 clusters Score: Raw -20389.864513 + Penalty 1367.330329 = -19022.534184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.430000 sec): 3 clusters Score: Raw -20685.128079 + Penalty 2734.660658 = -17950.467421 nChanged 43 SP:Iteration 1F (64409.430000 sec): 3 clusters Score: Raw -20883.425479 + Penalty 2734.660658 = -18148.764821 nChanged 18 SP:Iteration 2F (64409.440000 sec): 3 clusters Score: Raw -20989.517109 + Penalty 2734.660658 = -18254.856450 nChanged 7 SP:Iteration 3Q (64409.440000 sec): 3 clusters Score: Raw -21063.269615 + Penalty 2734.660658 = -18328.608957 nChanged 6 SP:Iteration 4Q (64409.440000 sec): 3 clusters Score: Raw -21109.899448 + Penalty 2734.660658 = -18375.238790 nChanged 6 SP:Iteration 5Q (64409.440000 sec): 3 clusters Score: Raw -21174.853460 + Penalty 2734.660658 = -18440.192802 nChanged 5 SP:Iteration 6Q (64409.440000 sec): 3 clusters Score: Raw -21205.802362 + Penalty 2734.660658 = -18471.141704 nChanged 4 SP:Iteration 7Q (64409.440000 sec): 3 clusters Score: Raw -21261.127800 + Penalty 2734.660658 = -18526.467142 nChanged 2 SP:Iteration 8Q (64409.440000 sec): 3 clusters Score: Raw -21270.419303 + Penalty 2734.660658 = -18535.758645 nChanged 2 SP:Iteration 9Q (64409.440000 sec): 3 clusters Score: Raw -21302.779231 + Penalty 2734.660658 = -18568.118573 nChanged 2 SP:Iteration 10Q (64409.440000 sec): 3 clusters Score: Raw -21333.421770 + Penalty 2734.660658 = -18598.761112 nChanged 1 SP:Iteration 11Q (64409.440000 sec): 3 clusters Score: Raw -21375.360751 + Penalty 2734.660658 = -18640.700093 nChanged 1 SP:Iteration 12Q (64409.440000 sec): 3 clusters Score: Raw -21381.002132 + Penalty 2734.660658 = -18646.341474 nChanged 1 SP:Iteration 13Q (64409.440000 sec): 3 clusters Score: Raw -21383.304058 + Penalty 2734.660658 = -18648.643400 nChanged 0 SP:Iteration 14F (64409.440000 sec): 3 clusters Score: Raw -21383.304058 + Penalty 2734.660658 = -18648.643400 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.450000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.450000 sec): 3 clusters Score: Raw -14020.370542 + Penalty 2461.570937 = -11558.799606 nChanged 13 SP:Iteration 1F (64409.450000 sec): 3 clusters Score: Raw -14098.678241 + Penalty 2461.570937 = -11637.107305 nChanged 2 SP:Iteration 2Q (64409.450000 sec): 3 clusters Score: Raw -14121.599442 + Penalty 2461.570937 = -11660.028505 nChanged 0 SP:Iteration 3F (64409.450000 sec): 3 clusters Score: Raw -14121.599442 + Penalty 2461.570937 = -11660.028505 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.460000 sec): 2 clusters Score: Raw -72687.832495 + Penalty 1547.588410 = -71140.244085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.460000 sec): 3 clusters Score: Raw -72745.589781 + Penalty 3095.176819 = -69650.412962 nChanged 103 SP:Iteration 1F (64409.460000 sec): 3 clusters Score: Raw -72961.176617 + Penalty 3095.176819 = -69865.999798 nChanged 35 SP:Iteration 2F (64409.460000 sec): 3 clusters Score: Raw -73052.372666 + Penalty 3095.176819 = -69957.195847 nChanged 15 SP:Iteration 3Q (64409.470000 sec): 3 clusters Score: Raw -73086.322048 + Penalty 3095.176819 = -69991.145229 nChanged 10 SP:Iteration 4Q (64409.470000 sec): 3 clusters Score: Raw -73105.678382 + Penalty 3095.176819 = -70010.501563 nChanged 8 SP:Iteration 5Q (64409.470000 sec): 3 clusters Score: Raw -73128.067354 + Penalty 3095.176819 = -70032.890535 nChanged 6 SP:Iteration 6Q (64409.470000 sec): 3 clusters Score: Raw -73142.645549 + Penalty 3095.176819 = -70047.468730 nChanged 8 SP:Iteration 7Q (64409.480000 sec): 3 clusters Score: Raw -73161.032098 + Penalty 3095.176819 = -70065.855279 nChanged 5 SP:Iteration 8Q (64409.480000 sec): 3 clusters Score: Raw -73177.714933 + Penalty 3095.176819 = -70082.538114 nChanged 3 SP:Iteration 9Q (64409.480000 sec): 3 clusters Score: Raw -73183.100073 + Penalty 3095.176819 = -70087.923254 nChanged 0 SP:Iteration 10F (64409.480000 sec): 3 clusters Score: Raw -73183.100073 + Penalty 3095.176819 = -70087.923254 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.490000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.490000 sec): 3 clusters Score: Raw -37277.564377 + Penalty 2716.325922 = -34561.238456 nChanged 26 SP:Iteration 1F (64409.490000 sec): 3 clusters Score: Raw -37447.544573 + Penalty 2716.325922 = -34731.218651 nChanged 5 SP:Iteration 2Q (64409.490000 sec): 3 clusters Score: Raw -37474.901952 + Penalty 2716.325922 = -34758.576030 nChanged 1 SP:Iteration 3Q (64409.490000 sec): 3 clusters Score: Raw -37482.463902 + Penalty 2716.325922 = -34766.137981 nChanged 4 SP:Iteration 4Q (64409.490000 sec): 3 clusters Score: Raw -37496.776948 + Penalty 2716.325922 = -34780.451026 nChanged 0 SP:Iteration 5F (64409.490000 sec): 3 clusters Score: Raw -37496.776948 + Penalty 2716.325922 = -34780.451026 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.500000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.500000 sec): 3 clusters Score: Raw -19166.866343 + Penalty 2553.157260 = -16613.709082 nChanged 20 SP:Iteration 1F (64409.500000 sec): 3 clusters Score: Raw -19313.015502 + Penalty 2553.157260 = -16759.858242 nChanged 14 SP:Iteration 2F (64409.500000 sec): 3 clusters Score: Raw -19470.810764 + Penalty 2553.157260 = -16917.653503 nChanged 7 SP:Iteration 3Q (64409.500000 sec): 3 clusters Score: Raw -19593.453997 + Penalty 2553.157260 = -17040.296737 nChanged 2 SP:Iteration 4Q (64409.500000 sec): 3 clusters Score: Raw -19625.663250 + Penalty 2553.157260 = -17072.505990 nChanged 3 SP:Iteration 5Q (64409.500000 sec): 3 clusters Score: Raw -19703.846304 + Penalty 2553.157260 = -17150.689043 nChanged 1 SP:Iteration 6Q (64409.500000 sec): 3 clusters Score: Raw -19709.949444 + Penalty 2553.157260 = -17156.792183 nChanged 1 SP:Iteration 7Q (64409.500000 sec): 3 clusters Score: Raw -19723.684638 + Penalty 2553.157260 = -17170.527377 nChanged 0 SP:Iteration 8F (64409.500000 sec): 3 clusters Score: Raw -19723.684638 + Penalty 2553.157260 = -17170.527377 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.510000 sec): 2 clusters Score: Raw -29624.317922 + Penalty 1387.488422 = -28236.829499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.510000 sec): 3 clusters Score: Raw -29902.815633 + Penalty 2774.976844 = -27127.838789 nChanged 54 SP:Iteration 1F (64409.510000 sec): 3 clusters Score: Raw -30099.222572 + Penalty 2774.976844 = -27324.245728 nChanged 16 SP:Iteration 2F (64409.520000 sec): 3 clusters Score: Raw -30152.964688 + Penalty 2774.976844 = -27377.987843 nChanged 1 SP:Iteration 3Q (64409.520000 sec): 3 clusters Score: Raw -30165.225846 + Penalty 2774.976844 = -27390.249001 nChanged 2 SP:Iteration 4Q (64409.520000 sec): 3 clusters Score: Raw -30181.740235 + Penalty 2774.976844 = -27406.763391 nChanged 4 SP:Iteration 5Q (64409.520000 sec): 3 clusters Score: Raw -30201.057314 + Penalty 2774.976844 = -27426.080470 nChanged 0 SP:Iteration 6F (64409.520000 sec): 3 clusters Score: Raw -30201.057314 + Penalty 2774.976844 = -27426.080470 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.520000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.520000 sec): 3 clusters Score: Raw -27846.268280 + Penalty 2622.980447 = -25223.287833 nChanged 19 SP:Iteration 1F (64409.520000 sec): 3 clusters Score: Raw -27959.077182 + Penalty 2622.980447 = -25336.096735 nChanged 1 SP:Iteration 2Q (64409.530000 sec): 3 clusters Score: Raw -27961.911881 + Penalty 2622.980447 = -25338.931434 nChanged 1 SP:Iteration 3Q (64409.530000 sec): 3 clusters Score: Raw -27964.167485 + Penalty 2622.980447 = -25341.187038 nChanged 0 SP:Iteration 4F (64409.530000 sec): 3 clusters Score: Raw -27964.167485 + Penalty 2622.980447 = -25341.187038 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.540000 sec): 2 clusters Score: Raw -137688.485946 + Penalty 1692.714089 = -135995.771857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.540000 sec): 3 clusters Score: Raw -137564.219432 + Penalty 3385.428178 = -134178.791254 nChanged 257 SP:Iteration 1F (64409.540000 sec): 3 clusters Score: Raw -138012.400917 + Penalty 3385.428178 = -134626.972739 nChanged 99 SP:Iteration 2F (64409.550000 sec): 3 clusters Score: Raw -138271.384471 + Penalty 3385.428178 = -134885.956293 nChanged 73 SP:Iteration 3F (64409.550000 sec): 3 clusters Score: Raw -138489.502235 + Penalty 3385.428178 = -135104.074057 nChanged 48 SP:Iteration 4F (64409.560000 sec): 3 clusters Score: Raw -138627.424531 + Penalty 3385.428178 = -135241.996353 nChanged 27 SP:Iteration 5Q (64409.560000 sec): 3 clusters Score: Raw -138710.244328 + Penalty 3385.428178 = -135324.816150 nChanged 22 SP:Iteration 6Q (64409.560000 sec): 3 clusters Score: Raw -138768.592928 + Penalty 3385.428178 = -135383.164750 nChanged 14 SP:Iteration 7Q (64409.560000 sec): 3 clusters Score: Raw -138807.517306 + Penalty 3385.428178 = -135422.089128 nChanged 14 SP:Iteration 8Q (64409.570000 sec): 3 clusters Score: Raw -138854.520184 + Penalty 3385.428178 = -135469.092006 nChanged 19 SP:Iteration 9Q (64409.570000 sec): 3 clusters Score: Raw -138905.686544 + Penalty 3385.428178 = -135520.258366 nChanged 12 SP:Iteration 10Q (64409.580000 sec): 3 clusters Score: Raw -138926.164961 + Penalty 3385.428178 = -135540.736783 nChanged 3 SP:Iteration 11Q (64409.580000 sec): 3 clusters Score: Raw -138933.907011 + Penalty 3385.428178 = -135548.478833 nChanged 0 SP:Iteration 12F (64409.580000 sec): 3 clusters Score: Raw -138933.907011 + Penalty 3385.428178 = -135548.478833 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.590000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.590000 sec): 3 clusters Score: Raw -28965.846712 + Penalty 2615.407781 = -26350.438931 nChanged 16 SP:Iteration 1F (64409.590000 sec): 3 clusters Score: Raw -29050.824717 + Penalty 2615.407781 = -26435.416936 nChanged 2 SP:Iteration 2Q (64409.590000 sec): 3 clusters Score: Raw -29059.661711 + Penalty 2615.407781 = -26444.253930 nChanged 0 SP:Iteration 3F (64409.590000 sec): 3 clusters Score: Raw -29059.661711 + Penalty 2615.407781 = -26444.253930 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.600000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.600000 sec): 3 clusters Score: Raw -20390.346180 + Penalty 2556.032631 = -17834.313549 nChanged 19 SP:Iteration 1F (64409.600000 sec): 3 clusters Score: Raw -20514.214723 + Penalty 2556.032631 = -17958.182092 nChanged 8 SP:Iteration 2Q (64409.600000 sec): 3 clusters Score: Raw -20672.887956 + Penalty 2556.032631 = -18116.855325 nChanged 1 SP:Iteration 3Q (64409.600000 sec): 3 clusters Score: Raw -20692.323869 + Penalty 2556.032631 = -18136.291239 nChanged 0 SP:Iteration 4F (64409.600000 sec): 3 clusters Score: Raw -20692.323869 + Penalty 2556.032631 = -18136.291239 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.610000 sec): 2 clusters Score: Raw -128081.991603 + Penalty 1643.097307 = -126438.894295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.610000 sec): 3 clusters Score: Raw -127976.502348 + Penalty 3286.194615 = -124690.307733 nChanged 172 SP:Iteration 1F (64409.610000 sec): 3 clusters Score: Raw -128238.347283 + Penalty 3286.194615 = -124952.152668 nChanged 66 SP:Iteration 2F (64409.620000 sec): 3 clusters Score: Raw -128359.178587 + Penalty 3286.194615 = -125072.983973 nChanged 29 SP:Iteration 3Q (64409.620000 sec): 3 clusters Score: Raw -128420.581759 + Penalty 3286.194615 = -125134.387144 nChanged 22 SP:Iteration 4Q (64409.620000 sec): 3 clusters Score: Raw -128494.382306 + Penalty 3286.194615 = -125208.187691 nChanged 13 SP:Iteration 5Q (64409.620000 sec): 3 clusters Score: Raw -128526.971318 + Penalty 3286.194615 = -125240.776704 nChanged 10 SP:Iteration 6Q (64409.630000 sec): 3 clusters Score: Raw -128565.569651 + Penalty 3286.194615 = -125279.375036 nChanged 13 SP:Iteration 7Q (64409.630000 sec): 3 clusters Score: Raw -128606.516505 + Penalty 3286.194615 = -125320.321890 nChanged 13 SP:Iteration 8Q (64409.630000 sec): 3 clusters Score: Raw -128632.520564 + Penalty 3286.194615 = -125346.325949 nChanged 9 SP:Iteration 9Q (64409.640000 sec): 3 clusters Score: Raw -128646.645355 + Penalty 3286.194615 = -125360.450741 nChanged 6 SP:Iteration 10Q (64409.640000 sec): 3 clusters Score: Raw -128656.222140 + Penalty 3286.194615 = -125370.027525 nChanged 4 SP:Iteration 11Q (64409.640000 sec): 3 clusters Score: Raw -128661.501705 + Penalty 3286.194615 = -125375.307090 nChanged 4 SP:Iteration 12Q (64409.640000 sec): 3 clusters Score: Raw -128664.222717 + Penalty 3286.194615 = -125378.028102 nChanged 2 SP:Iteration 13Q (64409.650000 sec): 3 clusters Score: Raw -128666.407039 + Penalty 3286.194615 = -125380.212424 nChanged 3 SP:Iteration 14Q (64409.650000 sec): 3 clusters Score: Raw -128671.826428 + Penalty 3286.194615 = -125385.631814 nChanged 3 SP:Iteration 15Q (64409.650000 sec): 3 clusters Score: Raw -128675.039728 + Penalty 3286.194615 = -125388.845114 nChanged 1 SP:Iteration 16Q (64409.660000 sec): 3 clusters Score: Raw -128677.726616 + Penalty 3286.194615 = -125391.532002 nChanged 2 SP:Iteration 17Q (64409.660000 sec): 3 clusters Score: Raw -128680.055819 + Penalty 3286.194615 = -125393.861204 nChanged 2 SP:Iteration 18Q (64409.660000 sec): 3 clusters Score: Raw -128681.663870 + Penalty 3286.194615 = -125395.469256 nChanged 1 SP:Iteration 19Q (64409.660000 sec): 3 clusters Score: Raw -128687.017009 + Penalty 3286.194615 = -125400.822395 nChanged 3 SP:Iteration 20F (64409.670000 sec): 3 clusters Score: Raw -128694.124737 + Penalty 3286.194615 = -125407.930123 nChanged 4 SP:Iteration 21Q (64409.670000 sec): 3 clusters Score: Raw -128705.207343 + Penalty 3286.194615 = -125419.012728 nChanged 2 SP:Iteration 22Q (64409.670000 sec): 3 clusters Score: Raw -128707.586846 + Penalty 3286.194615 = -125421.392231 nChanged 0 SP:Iteration 23F (64409.680000 sec): 3 clusters Score: Raw -128707.586846 + Penalty 3286.194615 = -125421.392231 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.680000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.680000 sec): 3 clusters Score: Raw -41181.815858 + Penalty 2808.828398 = -38372.987460 nChanged 36 SP:Iteration 1F (64409.680000 sec): 3 clusters Score: Raw -41295.258781 + Penalty 2808.828398 = -38486.430383 nChanged 6 SP:Iteration 2Q (64409.680000 sec): 3 clusters Score: Raw -41326.172655 + Penalty 2808.828398 = -38517.344257 nChanged 7 SP:Iteration 3Q (64409.680000 sec): 3 clusters Score: Raw -41345.052010 + Penalty 2808.828398 = -38536.223611 nChanged 5 SP:Iteration 4Q (64409.680000 sec): 3 clusters Score: Raw -41365.077054 + Penalty 2808.828398 = -38556.248656 nChanged 1 SP:Iteration 5Q (64409.680000 sec): 3 clusters Score: Raw -41373.304044 + Penalty 2808.828398 = -38564.475646 nChanged 2 SP:Iteration 6Q (64409.680000 sec): 3 clusters Score: Raw -41384.927031 + Penalty 2808.828398 = -38576.098633 nChanged 3 SP:Iteration 7Q (64409.690000 sec): 3 clusters Score: Raw -41395.321055 + Penalty 2808.828398 = -38586.492657 nChanged 3 SP:Iteration 8Q (64409.690000 sec): 3 clusters Score: Raw -41404.401621 + Penalty 2808.828398 = -38595.573222 nChanged 2 SP:Iteration 9Q (64409.690000 sec): 3 clusters Score: Raw -41410.893305 + Penalty 2808.828398 = -38602.064907 nChanged 0 SP:Iteration 10F (64409.690000 sec): 3 clusters Score: Raw -41410.893305 + Penalty 2808.828398 = -38602.064907 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.700000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.700000 sec): 3 clusters Score: Raw -79297.141876 + Penalty 3132.417569 = -76164.724308 nChanged 127 SP:Iteration 1F (64409.700000 sec): 3 clusters Score: Raw -79622.714009 + Penalty 3132.417569 = -76490.296440 nChanged 36 SP:Iteration 2F (64409.700000 sec): 3 clusters Score: Raw -79789.812519 + Penalty 3132.417569 = -76657.394950 nChanged 20 SP:Iteration 3Q (64409.700000 sec): 3 clusters Score: Raw -79873.365090 + Penalty 3132.417569 = -76740.947521 nChanged 26 SP:Iteration 4Q (64409.710000 sec): 3 clusters Score: Raw -79980.557088 + Penalty 3132.417569 = -76848.139519 nChanged 26 SP:Iteration 5Q (64409.710000 sec): 3 clusters Score: Raw -80068.022842 + Penalty 3132.417569 = -76935.605274 nChanged 13 SP:Iteration 6Q (64409.710000 sec): 3 clusters Score: Raw -80135.905275 + Penalty 3132.417569 = -77003.487706 nChanged 9 SP:Iteration 7Q (64409.710000 sec): 3 clusters Score: Raw -80160.495632 + Penalty 3132.417569 = -77028.078064 nChanged 5 SP:Iteration 8Q (64409.720000 sec): 3 clusters Score: Raw -80173.315230 + Penalty 3132.417569 = -77040.897661 nChanged 4 SP:Iteration 9Q (64409.720000 sec): 3 clusters Score: Raw -80199.037007 + Penalty 3132.417569 = -77066.619438 nChanged 3 SP:Iteration 10Q (64409.720000 sec): 3 clusters Score: Raw -80208.106600 + Penalty 3132.417569 = -77075.689031 nChanged 6 SP:Iteration 11Q (64409.720000 sec): 3 clusters Score: Raw -80225.973757 + Penalty 3132.417569 = -77093.556188 nChanged 4 SP:Iteration 12Q (64409.720000 sec): 3 clusters Score: Raw -80243.245044 + Penalty 3132.417569 = -77110.827475 nChanged 6 SP:Iteration 13Q (64409.720000 sec): 3 clusters Score: Raw -80265.437369 + Penalty 3132.417569 = -77133.019800 nChanged 9 SP:Iteration 14Q (64409.730000 sec): 3 clusters Score: Raw -80294.711016 + Penalty 3132.417569 = -77162.293447 nChanged 7 SP:Iteration 15Q (64409.730000 sec): 3 clusters Score: Raw -80330.244217 + Penalty 3132.417569 = -77197.826648 nChanged 6 SP:Iteration 16Q (64409.730000 sec): 3 clusters Score: Raw -80346.084128 + Penalty 3132.417569 = -77213.666559 nChanged 1 SP:Iteration 17Q (64409.730000 sec): 3 clusters Score: Raw -80351.059283 + Penalty 3132.417569 = -77218.641714 nChanged 0 SP:Iteration 18F (64409.730000 sec): 3 clusters Score: Raw -80351.059283 + Penalty 3132.417569 = -77218.641714 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.740000 sec): 2 clusters Score: Raw -12210.871802 + Penalty 1170.187720 = -11040.684081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.740000 sec): 3 clusters Score: Raw -12579.865352 + Penalty 2340.375440 = -10239.489912 nChanged 2 SP:Iteration 1Q (64409.740000 sec): 3 clusters Score: Raw -12587.679576 + Penalty 2340.375440 = -10247.304136 nChanged 0 SP:Iteration 2F (64409.740000 sec): 3 clusters Score: Raw -12587.679576 + Penalty 2340.375440 = -10247.304136 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.750000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.750000 sec): 3 clusters Score: Raw -25782.789269 + Penalty 2637.787517 = -23145.001752 nChanged 20 SP:Iteration 1F (64409.750000 sec): 3 clusters Score: Raw -25896.657775 + Penalty 2637.787517 = -23258.870259 nChanged 10 SP:Iteration 2Q (64409.750000 sec): 3 clusters Score: Raw -25988.797600 + Penalty 2637.787517 = -23351.010083 nChanged 3 SP:Iteration 3Q (64409.750000 sec): 3 clusters Score: Raw -26016.035475 + Penalty 2637.787517 = -23378.247959 nChanged 1 SP:Iteration 4Q (64409.750000 sec): 3 clusters Score: Raw -26025.670579 + Penalty 2637.787517 = -23387.883062 nChanged 2 SP:Iteration 5Q (64409.750000 sec): 3 clusters Score: Raw -26088.972769 + Penalty 2637.787517 = -23451.185252 nChanged 2 SP:Iteration 6Q (64409.750000 sec): 3 clusters Score: Raw -26097.945951 + Penalty 2637.787517 = -23460.158434 nChanged 1 SP:Iteration 7Q (64409.750000 sec): 3 clusters Score: Raw -26107.591368 + Penalty 2637.787517 = -23469.803851 nChanged 2 SP:Iteration 8Q (64409.750000 sec): 3 clusters Score: Raw -26121.473591 + Penalty 2637.787517 = -23483.686074 nChanged 0 SP:Iteration 9F (64409.760000 sec): 3 clusters Score: Raw -26121.473591 + Penalty 2637.787517 = -23483.686074 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.760000 sec): 2 clusters Score: Raw -44688.371570 + Penalty 1475.112677 = -43213.258892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.760000 sec): 3 clusters Score: Raw -44860.254868 + Penalty 2950.225355 = -41910.029514 nChanged 79 SP:Iteration 1F (64409.760000 sec): 3 clusters Score: Raw -45045.321381 + Penalty 2950.225355 = -42095.096026 nChanged 23 SP:Iteration 2F (64409.760000 sec): 3 clusters Score: Raw -45125.709124 + Penalty 2950.225355 = -42175.483769 nChanged 14 SP:Iteration 3Q (64409.770000 sec): 3 clusters Score: Raw -45157.656853 + Penalty 2950.225355 = -42207.431499 nChanged 3 SP:Iteration 4Q (64409.770000 sec): 3 clusters Score: Raw -45160.870026 + Penalty 2950.225355 = -42210.644671 nChanged 1 SP:Iteration 5Q (64409.770000 sec): 3 clusters Score: Raw -45164.888742 + Penalty 2950.225355 = -42214.663387 nChanged 1 SP:Iteration 6Q (64409.770000 sec): 3 clusters Score: Raw -45170.145115 + Penalty 2950.225355 = -42219.919761 nChanged 0 SP:Iteration 7F (64409.770000 sec): 3 clusters Score: Raw -45170.145115 + Penalty 2950.225355 = -42219.919761 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.780000 sec): 2 clusters Score: Raw -48738.275964 + Penalty 1465.204569 = -47273.071395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.780000 sec): 3 clusters Score: Raw -48885.419691 + Penalty 2930.409137 = -45955.010553 nChanged 65 SP:Iteration 1F (64409.780000 sec): 3 clusters Score: Raw -49088.719998 + Penalty 2930.409137 = -46158.310860 nChanged 14 SP:Iteration 2Q (64409.780000 sec): 3 clusters Score: Raw -49149.005600 + Penalty 2930.409137 = -46218.596463 nChanged 9 SP:Iteration 3Q (64409.780000 sec): 3 clusters Score: Raw -49185.025320 + Penalty 2930.409137 = -46254.616183 nChanged 6 SP:Iteration 4Q (64409.780000 sec): 3 clusters Score: Raw -49216.623202 + Penalty 2930.409137 = -46286.214064 nChanged 5 SP:Iteration 5Q (64409.790000 sec): 3 clusters Score: Raw -49236.899708 + Penalty 2930.409137 = -46306.490571 nChanged 1 SP:Iteration 6Q (64409.790000 sec): 3 clusters Score: Raw -49244.436655 + Penalty 2930.409137 = -46314.027517 nChanged 1 SP:Iteration 7Q (64409.790000 sec): 3 clusters Score: Raw -49246.272175 + Penalty 2930.409137 = -46315.863038 nChanged 0 SP:Iteration 8F (64409.790000 sec): 3 clusters Score: Raw -49246.272175 + Penalty 2930.409137 = -46315.863038 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.800000 sec): 2 clusters Score: Raw -36235.628649 + Penalty 1400.070831 = -34835.557819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.800000 sec): 3 clusters Score: Raw -36421.231725 + Penalty 2800.141661 = -33621.090064 nChanged 43 SP:Iteration 1F (64409.800000 sec): 3 clusters Score: Raw -36567.760503 + Penalty 2800.141661 = -33767.618842 nChanged 9 SP:Iteration 2Q (64409.800000 sec): 3 clusters Score: Raw -36604.596588 + Penalty 2800.141661 = -33804.454926 nChanged 5 SP:Iteration 3Q (64409.800000 sec): 3 clusters Score: Raw -36642.717958 + Penalty 2800.141661 = -33842.576296 nChanged 8 SP:Iteration 4Q (64409.800000 sec): 3 clusters Score: Raw -36666.993213 + Penalty 2800.141661 = -33866.851551 nChanged 2 SP:Iteration 5Q (64409.800000 sec): 3 clusters Score: Raw -36672.549964 + Penalty 2800.141661 = -33872.408303 nChanged 1 SP:Iteration 6Q (64409.800000 sec): 3 clusters Score: Raw -36680.612833 + Penalty 2800.141661 = -33880.471172 nChanged 1 SP:Iteration 7Q (64409.800000 sec): 3 clusters Score: Raw -36683.889789 + Penalty 2800.141661 = -33883.748128 nChanged 0 SP:Iteration 8F (64409.810000 sec): 3 clusters Score: Raw -36683.889789 + Penalty 2800.141661 = -33883.748128 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.810000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.820000 sec): 3 clusters Score: Raw -72017.777318 + Penalty 3071.411795 = -68946.365523 nChanged 88 SP:Iteration 1F (64409.820000 sec): 3 clusters Score: Raw -72185.014818 + Penalty 3071.411795 = -69113.603023 nChanged 22 SP:Iteration 2Q (64409.820000 sec): 3 clusters Score: Raw -72240.699659 + Penalty 3071.411795 = -69169.287864 nChanged 9 SP:Iteration 3Q (64409.820000 sec): 3 clusters Score: Raw -72266.769262 + Penalty 3071.411795 = -69195.357467 nChanged 4 SP:Iteration 4Q (64409.820000 sec): 3 clusters Score: Raw -72278.607508 + Penalty 3071.411795 = -69207.195713 nChanged 2 SP:Iteration 5Q (64409.820000 sec): 3 clusters Score: Raw -72282.796471 + Penalty 3071.411795 = -69211.384676 nChanged 0 SP:Iteration 6F (64409.830000 sec): 3 clusters Score: Raw -72282.796471 + Penalty 3071.411795 = -69211.384676 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.830000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.830000 sec): 3 clusters Score: Raw -17786.302303 + Penalty 2529.533748 = -15256.768555 nChanged 14 SP:Iteration 1F (64409.830000 sec): 3 clusters Score: Raw -17886.726787 + Penalty 2529.533748 = -15357.193039 nChanged 9 SP:Iteration 2F (64409.840000 sec): 3 clusters Score: Raw -17926.071163 + Penalty 2529.533748 = -15396.537415 nChanged 5 SP:Iteration 3Q (64409.840000 sec): 3 clusters Score: Raw -17960.026311 + Penalty 2529.533748 = -15430.492563 nChanged 1 SP:Iteration 4Q (64409.840000 sec): 3 clusters Score: Raw -17970.132935 + Penalty 2529.533748 = -15440.599187 nChanged 0 SP:Iteration 5F (64409.840000 sec): 3 clusters Score: Raw -17970.132935 + Penalty 2529.533748 = -15440.599187 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.840000 sec): 2 clusters Score: Raw -19579.869843 + Penalty 1253.948960 = -18325.920883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.840000 sec): 3 clusters Score: Raw -19869.916373 + Penalty 2507.897919 = -17362.018453 nChanged 7 SP:Iteration 1Q (64409.840000 sec): 3 clusters Score: Raw -19900.824119 + Penalty 2507.897919 = -17392.926199 nChanged 2 SP:Iteration 2Q (64409.840000 sec): 3 clusters Score: Raw -19917.488263 + Penalty 2507.897919 = -17409.590344 nChanged 2 SP:Iteration 3Q (64409.840000 sec): 3 clusters Score: Raw -19942.510182 + Penalty 2507.897919 = -17434.612263 nChanged 0 SP:Iteration 4F (64409.840000 sec): 3 clusters Score: Raw -19942.510182 + Penalty 2507.897919 = -17434.612263 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.850000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.850000 sec): 3 clusters Score: Raw -28876.580419 + Penalty 2647.418888 = -26229.161531 nChanged 11 SP:Iteration 1F (64409.850000 sec): 3 clusters Score: Raw -28931.884816 + Penalty 2647.418888 = -26284.465929 nChanged 3 SP:Iteration 2Q (64409.850000 sec): 3 clusters Score: Raw -28941.849722 + Penalty 2647.418888 = -26294.430834 nChanged 2 SP:Iteration 3Q (64409.860000 sec): 3 clusters Score: Raw -28947.800546 + Penalty 2647.418888 = -26300.381658 nChanged 0 SP:Iteration 4F (64409.860000 sec): 3 clusters Score: Raw -28947.800546 + Penalty 2647.418888 = -26300.381658 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.860000 sec): 2 clusters Score: Raw -79460.580280 + Penalty 1528.502071 = -77932.078209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.860000 sec): 3 clusters Score: Raw -79464.622079 + Penalty 3057.004143 = -76407.617936 nChanged 82 SP:Iteration 1F (64409.860000 sec): 3 clusters Score: Raw -79631.377306 + Penalty 3057.004143 = -76574.373163 nChanged 17 SP:Iteration 2Q (64409.870000 sec): 3 clusters Score: Raw -79674.463472 + Penalty 3057.004143 = -76617.459329 nChanged 7 SP:Iteration 3Q (64409.870000 sec): 3 clusters Score: Raw -79693.676621 + Penalty 3057.004143 = -76636.672479 nChanged 2 SP:Iteration 4Q (64409.870000 sec): 3 clusters Score: Raw -79699.008728 + Penalty 3057.004143 = -76642.004585 nChanged 1 SP:Iteration 5Q (64409.870000 sec): 3 clusters Score: Raw -79700.776739 + Penalty 3057.004143 = -76643.772596 nChanged 0 SP:Iteration 6F (64409.880000 sec): 3 clusters Score: Raw -79700.776739 + Penalty 3057.004143 = -76643.772596 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.880000 sec): 2 clusters Score: Raw -35722.643455 + Penalty 1400.070831 = -34322.572625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.880000 sec): 3 clusters Score: Raw -35886.272106 + Penalty 2800.141661 = -33086.130445 nChanged 39 SP:Iteration 1F (64409.880000 sec): 3 clusters Score: Raw -36030.621157 + Penalty 2800.141661 = -33230.479496 nChanged 12 SP:Iteration 2Q (64409.880000 sec): 3 clusters Score: Raw -36101.854278 + Penalty 2800.141661 = -33301.712617 nChanged 6 SP:Iteration 3Q (64409.880000 sec): 3 clusters Score: Raw -36127.879220 + Penalty 2800.141661 = -33327.737559 nChanged 1 SP:Iteration 4Q (64409.890000 sec): 3 clusters Score: Raw -36130.108112 + Penalty 2800.141661 = -33329.966450 nChanged 0 SP:Iteration 5F (64409.890000 sec): 3 clusters Score: Raw -36130.108112 + Penalty 2800.141661 = -33329.966450 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.890000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.900000 sec): 3 clusters Score: Raw -26336.066490 + Penalty 2635.350166 = -23700.716324 nChanged 17 SP:Iteration 1F (64409.900000 sec): 3 clusters Score: Raw -26398.908789 + Penalty 2635.350166 = -23763.558623 nChanged 2 SP:Iteration 2Q (64409.900000 sec): 3 clusters Score: Raw -26403.452786 + Penalty 2635.350166 = -23768.102620 nChanged 2 SP:Iteration 3Q (64409.900000 sec): 3 clusters Score: Raw -26411.923731 + Penalty 2635.350166 = -23776.573565 nChanged 2 SP:Iteration 4Q (64409.900000 sec): 3 clusters Score: Raw -26420.100511 + Penalty 2635.350166 = -23784.750346 nChanged 0 SP:Iteration 5F (64409.900000 sec): 3 clusters Score: Raw -26420.100511 + Penalty 2635.350166 = -23784.750346 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.900000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.900000 sec): 3 clusters Score: Raw -11773.172313 + Penalty 2237.386315 = -9535.785997 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.910000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.910000 sec): 3 clusters Score: Raw -50281.271132 + Penalty 2894.066126 = -47387.205007 nChanged 36 SP:Iteration 1F (64409.910000 sec): 3 clusters Score: Raw -50385.943862 + Penalty 2894.066126 = -47491.877736 nChanged 16 SP:Iteration 2Q (64409.920000 sec): 3 clusters Score: Raw -50434.575857 + Penalty 2894.066126 = -47540.509731 nChanged 8 SP:Iteration 3Q (64409.920000 sec): 3 clusters Score: Raw -50462.811840 + Penalty 2894.066126 = -47568.745714 nChanged 7 SP:Iteration 4Q (64409.920000 sec): 3 clusters Score: Raw -50494.222453 + Penalty 2894.066126 = -47600.156328 nChanged 5 SP:Iteration 5Q (64409.920000 sec): 3 clusters Score: Raw -50521.006803 + Penalty 2894.066126 = -47626.940677 nChanged 6 SP:Iteration 6Q (64409.920000 sec): 3 clusters Score: Raw -50544.565428 + Penalty 2894.066126 = -47650.499302 nChanged 2 SP:Iteration 7Q (64409.920000 sec): 3 clusters Score: Raw -50574.371024 + Penalty 2894.066126 = -47680.304898 nChanged 2 SP:Iteration 8Q (64409.920000 sec): 3 clusters Score: Raw -50589.136487 + Penalty 2894.066126 = -47695.070362 nChanged 1 SP:Iteration 9Q (64409.920000 sec): 3 clusters Score: Raw -50591.799690 + Penalty 2894.066126 = -47697.733565 nChanged 0 SP:Iteration 10F (64409.920000 sec): 3 clusters Score: Raw -50591.799690 + Penalty 2894.066126 = -47697.733565 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.930000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.930000 sec): 3 clusters Score: Raw -45462.803733 + Penalty 2865.715552 = -42597.088181 nChanged 35 SP:Iteration 1F (64409.930000 sec): 3 clusters Score: Raw -45575.289347 + Penalty 2865.715552 = -42709.573795 nChanged 14 SP:Iteration 2Q (64409.940000 sec): 3 clusters Score: Raw -45624.799373 + Penalty 2865.715552 = -42759.083821 nChanged 3 SP:Iteration 3Q (64409.940000 sec): 3 clusters Score: Raw -45632.328865 + Penalty 2865.715552 = -42766.613313 nChanged 3 SP:Iteration 4Q (64409.940000 sec): 3 clusters Score: Raw -45642.674718 + Penalty 2865.715552 = -42776.959166 nChanged 0 SP:Iteration 5F (64409.940000 sec): 3 clusters Score: Raw -45642.674718 + Penalty 2865.715552 = -42776.959166 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 77 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64409.940000 sec): 2 clusters Score: Raw -75191.805111 + Penalty 1532.130140 = -73659.674971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64409.950000 sec): 3 clusters Score: Raw -75246.102316 + Penalty 3064.260281 = -72181.842036 nChanged 98 SP:Iteration 1F (64409.950000 sec): 3 clusters Score: Raw -75440.396583 + Penalty 3064.260281 = -72376.136302 nChanged 22 SP:Iteration 2Q (64409.950000 sec): 3 clusters Score: Raw -75510.821029 + Penalty 3064.260281 = -72446.560748 nChanged 11 SP:Iteration 3Q (64409.950000 sec): 3 clusters Score: Raw -75532.170522 + Penalty 3064.260281 = -72467.910241 nChanged 6 SP:Iteration 4Q (64409.960000 sec): 3 clusters Score: Raw -75541.998746 + Penalty 3064.260281 = -72477.738465 nChanged 5 SP:Iteration 5Q (64409.960000 sec): 3 clusters Score: Raw -75553.304708 + Penalty 3064.260281 = -72489.044427 nChanged 1 SP:Iteration 6Q (64409.960000 sec): 3 clusters Score: Raw -75554.770012 + Penalty 3064.260281 = -72490.509731 nChanged 0 SP:Iteration 7F (64409.960000 sec): 3 clusters Score: Raw -75554.770012 + Penalty 3064.260281 = -72490.509731 nChanged 0 Iteration 419Q (64446.450000 sec): 78 clusters Score: Raw -379181399.494403 + Penalty 278749.993803 = -378902649.500600 nChanged 12 Iteration 420F (64684.790000 sec): 78 clusters Score: Raw -379181467.867385 + Penalty 278749.993803 = -378902717.873582 nChanged 21 Iteration 421Q (64735.290000 sec): 78 clusters Score: Raw -379181550.515382 + Penalty 278749.993803 = -378902800.521579 nChanged 12 Iteration 422Q (64789.170000 sec): 78 clusters Score: Raw -379181565.647903 + Penalty 278749.993803 = -378902815.654100 nChanged 11 Iteration 423Q (64845.380000 sec): 78 clusters Score: Raw -379181567.081797 + Penalty 278749.993803 = -378902817.087994 nChanged 10 Iteration 424Q (64902.640000 sec): 78 clusters Score: Raw -379181567.660811 + Penalty 278749.993803 = -378902817.667008 nChanged 10 Iteration 425Q (64961.050000 sec): 78 clusters Score: Raw -379181567.738447 + Penalty 278749.993803 = -378902817.744644 nChanged 7 Iteration 426Q (65018.840000 sec): 78 clusters Score: Raw -379181567.771675 + Penalty 278749.993803 = -378902817.777872 nChanged 4 Iteration 427Q (65075.670000 sec): 78 clusters Score: Raw -379181567.885349 + Penalty 278749.993803 = -378902817.891546 nChanged 3 Iteration 428Q (65133.410000 sec): 78 clusters Score: Raw -379181567.985599 + Penalty 278749.993803 = -378902817.991796 nChanged 2 Iteration 429Q (65188.530000 sec): 78 clusters Score: Raw -379181568.234760 + Penalty 278749.993803 = -378902818.240957 nChanged 2 Iteration 430Q (65243.590000 sec): 78 clusters Score: Raw -379181568.380569 + Penalty 278749.993803 = -378902818.386766 nChanged 6 Iteration 431Q (65298.520000 sec): 78 clusters Score: Raw -379181568.752194 + Penalty 278749.993803 = -378902818.758391 nChanged 3 Iteration 432Q (65356.480000 sec): 78 clusters Score: Raw -379181568.955371 + Penalty 278749.993803 = -378902818.961568 nChanged 4 Iteration 433Q (65414.850000 sec): 78 clusters Score: Raw -379181569.293056 + Penalty 278749.993803 = -378902819.299253 nChanged 5 Iteration 434Q (65474.120000 sec): 78 clusters Score: Raw -379181570.566322 + Penalty 278749.993803 = -378902820.572519 nChanged 4 Iteration 435Q (65531.130000 sec): 78 clusters Score: Raw -379181570.673510 + Penalty 278749.993803 = -378902820.679707 nChanged 4 Iteration 436Q (65589.430000 sec): 78 clusters Score: Raw -379181570.693893 + Penalty 278749.993803 = -378902820.700090 nChanged 2 Iteration 437Q (65647.030000 sec): 78 clusters Score: Raw -379181570.704600 + Penalty 278749.993803 = -378902820.710797 nChanged 5 Iteration 438Q (65704.030000 sec): 78 clusters Score: Raw -379181570.721511 + Penalty 278749.993803 = -378902820.727707 nChanged 2 Iteration 439Q (65763.350000 sec): 78 clusters Score: Raw -379181570.728250 + Penalty 278749.993803 = -378902820.734447 nChanged 0 Iteration 440F (66084.390000 sec): 78 clusters Score: Raw -379181583.556514 + Penalty 278749.993803 = -378902833.562711 nChanged 5 Iteration 441Q (66143.770000 sec): 78 clusters Score: Raw -379181617.243486 + Penalty 278749.993803 = -378902867.249683 nChanged 3 Iteration 442Q (66203.240000 sec): 78 clusters Score: Raw -379181626.771855 + Penalty 278749.993803 = -378902876.778052 nChanged 2 Iteration 443Q (66252.700000 sec): 78 clusters Score: Raw -379181645.398835 + Penalty 278749.993803 = -378902895.405032 nChanged 3 Iteration 444Q (66300.420000 sec): 78 clusters Score: Raw -379181651.519617 + Penalty 278749.993803 = -378902901.525814 nChanged 1 Iteration 445Q (66348.110000 sec): 78 clusters Score: Raw -379181651.531612 + Penalty 278749.993803 = -378902901.537809 nChanged 1 Iteration 446Q (66395.270000 sec): 78 clusters Score: Raw -379181651.541033 + Penalty 278749.993803 = -378902901.547230 nChanged 0 Iteration 447F (66712.440000 sec): 78 clusters Score: Raw -379181653.902347 + Penalty 278749.993803 = -378902903.908544 nChanged 1 Iteration 448Q (66761.480000 sec): 78 clusters Score: Raw -379181659.231914 + Penalty 278749.993803 = -378902909.238111 nChanged 3 Iteration 449Q (66811.440000 sec): 78 clusters Score: Raw -379181674.254445 + Penalty 278749.993803 = -378902924.260642 nChanged 0 Iteration 450F (67127.630000 sec): 78 clusters Score: Raw -379181674.254445 + Penalty 278749.993803 = -378902924.260642 nChanged 0 Compute initial score before splitting: Score: Raw -379181674.254445 + Penalty 278749.993803 = -378902924.260642 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67128.090000 sec): 2 clusters Score: Raw -12273838.627623 + Penalty 2775.733115 = -12271062.894508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67128.490000 sec): 3 clusters Score: Raw -12228131.743707 + Penalty 5551.466229 = -12222580.277478 nChanged 33994 SP:Iteration 1F (67128.870000 sec): 3 clusters Score: Raw -12247188.913628 + Penalty 5551.466229 = -12241637.447399 nChanged 2731 SP:Iteration 2Q (67129.280000 sec): 3 clusters Score: Raw -12247943.948724 + Penalty 5551.466229 = -12242392.482495 nChanged 2715 SP:Iteration 3Q (67129.690000 sec): 3 clusters Score: Raw -12248734.170223 + Penalty 5551.466229 = -12243182.703994 nChanged 2762 SP:Iteration 4Q (67130.100000 sec): 3 clusters Score: Raw -12249636.089547 + Penalty 5551.466229 = -12244084.623318 nChanged 3016 SP:Iteration 5Q (67130.510000 sec): 3 clusters Score: Raw -12250696.627245 + Penalty 5551.466229 = -12245145.161016 nChanged 3211 SP:Iteration 6Q (67130.910000 sec): 3 clusters Score: Raw -12251956.371619 + Penalty 5551.466229 = -12246404.905390 nChanged 3419 SP:Iteration 7Q (67131.320000 sec): 3 clusters Score: Raw -12253531.937185 + Penalty 5551.466229 = -12247980.470955 nChanged 3628 SP:Iteration 8Q (67131.730000 sec): 3 clusters Score: Raw -12255386.990892 + Penalty 5551.466229 = -12249835.524663 nChanged 3743 SP:Iteration 9F (67132.120000 sec): 3 clusters Score: Raw -12257539.564495 + Penalty 5551.466229 = -12251988.098266 nChanged 3920 SP:Iteration 10F (67132.510000 sec): 3 clusters Score: Raw -12260112.695892 + Penalty 5551.466229 = -12254561.229663 nChanged 4037 SP:Iteration 11F (67132.910000 sec): 3 clusters Score: Raw -12262954.028376 + Penalty 5551.466229 = -12257402.562147 nChanged 3946 SP:Iteration 12F (67133.300000 sec): 3 clusters Score: Raw -12265904.805051 + Penalty 5551.466229 = -12260353.338822 nChanged 3509 SP:Iteration 13Q (67133.680000 sec): 3 clusters Score: Raw -12268652.577135 + Penalty 5551.466229 = -12263101.110906 nChanged 2793 SP:Iteration 14Q (67134.060000 sec): 3 clusters Score: Raw -12270863.998876 + Penalty 5551.466229 = -12265312.532647 nChanged 1883 SP:Iteration 15Q (67134.420000 sec): 3 clusters Score: Raw -12272300.083797 + Penalty 5551.466229 = -12266748.617567 nChanged 1120 SP:Iteration 16Q (67134.750000 sec): 3 clusters Score: Raw -12273120.541820 + Penalty 5551.466229 = -12267569.075591 nChanged 597 SP:Iteration 17Q (67135.070000 sec): 3 clusters Score: Raw -12273567.200061 + Penalty 5551.466229 = -12268015.733831 nChanged 357 SP:Iteration 18Q (67135.380000 sec): 3 clusters Score: Raw -12273815.969959 + Penalty 5551.466229 = -12268264.503730 nChanged 210 SP:Iteration 19Q (67135.680000 sec): 3 clusters Score: Raw -12273980.774544 + Penalty 5551.466229 = -12268429.308315 nChanged 140 SP:Iteration 20F (67136.070000 sec): 3 clusters Score: Raw -12274087.084503 + Penalty 5551.466229 = -12268535.618274 nChanged 98 SP:Iteration 21Q (67136.350000 sec): 3 clusters Score: Raw -12274165.179948 + Penalty 5551.466229 = -12268613.713718 nChanged 65 SP:Iteration 22Q (67136.640000 sec): 3 clusters Score: Raw -12274226.377980 + Penalty 5551.466229 = -12268674.911751 nChanged 48 SP:Iteration 23Q (67136.920000 sec): 3 clusters Score: Raw -12274268.016068 + Penalty 5551.466229 = -12268716.549839 nChanged 39 SP:Iteration 24Q (67137.210000 sec): 3 clusters Score: Raw -12274296.994271 + Penalty 5551.466229 = -12268745.528041 nChanged 29 SP:Iteration 25Q (67137.490000 sec): 3 clusters Score: Raw -12274315.468440 + Penalty 5551.466229 = -12268764.002211 nChanged 21 SP:Iteration 26Q (67137.770000 sec): 3 clusters Score: Raw -12274329.579368 + Penalty 5551.466229 = -12268778.113139 nChanged 12 SP:Iteration 27Q (67138.050000 sec): 3 clusters Score: Raw -12274337.172359 + Penalty 5551.466229 = -12268785.706130 nChanged 12 SP:Iteration 28Q (67138.330000 sec): 3 clusters Score: Raw -12274344.191142 + Penalty 5551.466229 = -12268792.724913 nChanged 8 SP:Iteration 29Q (67138.610000 sec): 3 clusters Score: Raw -12274349.617870 + Penalty 5551.466229 = -12268798.151641 nChanged 5 SP:Iteration 30Q (67138.890000 sec): 3 clusters Score: Raw -12274353.588568 + Penalty 5551.466229 = -12268802.122339 nChanged 3 SP:Iteration 31Q (67139.170000 sec): 3 clusters Score: Raw -12274355.829110 + Penalty 5551.466229 = -12268804.362881 nChanged 6 SP:Iteration 32Q (67139.450000 sec): 3 clusters Score: Raw -12274358.793305 + Penalty 5551.466229 = -12268807.327076 nChanged 1 SP:Iteration 33Q (67139.730000 sec): 3 clusters Score: Raw -12274359.095679 + Penalty 5551.466229 = -12268807.629450 nChanged 1 SP:Iteration 34Q (67140.010000 sec): 3 clusters Score: Raw -12274359.399972 + Penalty 5551.466229 = -12268807.933743 nChanged 3 SP:Iteration 35Q (67140.290000 sec): 3 clusters Score: Raw -12274361.939513 + Penalty 5551.466229 = -12268810.473284 nChanged 3 SP:Iteration 36Q (67140.570000 sec): 3 clusters Score: Raw -12274363.499459 + Penalty 5551.466229 = -12268812.033230 nChanged 1 SP:Iteration 37Q (67140.850000 sec): 3 clusters Score: Raw -12274363.660389 + Penalty 5551.466229 = -12268812.194160 nChanged 0 SP:Iteration 38F (67141.230000 sec): 3 clusters Score: Raw -12274363.660389 + Penalty 5551.466229 = -12268812.194160 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67141.280000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67141.290000 sec): 3 clusters Score: Raw -55318.061682 + Penalty 2912.570424 = -52405.491258 nChanged 56 SP:Iteration 1F (67141.290000 sec): 3 clusters Score: Raw -55470.208817 + Penalty 2912.570424 = -52557.638394 nChanged 19 SP:Iteration 2F (67141.290000 sec): 3 clusters Score: Raw -55523.243635 + Penalty 2912.570424 = -52610.673211 nChanged 11 SP:Iteration 3Q (67141.290000 sec): 3 clusters Score: Raw -55558.181648 + Penalty 2912.570424 = -52645.611224 nChanged 4 SP:Iteration 4Q (67141.290000 sec): 3 clusters Score: Raw -55571.129913 + Penalty 2912.570424 = -52658.559489 nChanged 6 SP:Iteration 5Q (67141.290000 sec): 3 clusters Score: Raw -55580.970460 + Penalty 2912.570424 = -52668.400037 nChanged 1 SP:Iteration 6Q (67141.290000 sec): 3 clusters Score: Raw -55583.109808 + Penalty 2912.570424 = -52670.539384 nChanged 0 SP:Iteration 7F (67141.300000 sec): 3 clusters Score: Raw -55583.109808 + Penalty 2912.570424 = -52670.539384 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67141.310000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67141.320000 sec): 3 clusters Score: Raw -203690.623984 + Penalty 3510.020292 = -200180.603692 nChanged 295 SP:Iteration 1F (67141.320000 sec): 3 clusters Score: Raw -204010.606480 + Penalty 3510.020292 = -200500.586187 nChanged 103 SP:Iteration 2F (67141.330000 sec): 3 clusters Score: Raw -204130.740084 + Penalty 3510.020292 = -200620.719791 nChanged 43 SP:Iteration 3Q (67141.330000 sec): 3 clusters Score: Raw -204182.389141 + Penalty 3510.020292 = -200672.368849 nChanged 26 SP:Iteration 4Q (67141.340000 sec): 3 clusters Score: Raw -204214.643918 + Penalty 3510.020292 = -200704.623625 nChanged 19 SP:Iteration 5Q (67141.350000 sec): 3 clusters Score: Raw -204248.309312 + Penalty 3510.020292 = -200738.289020 nChanged 22 SP:Iteration 6Q (67141.350000 sec): 3 clusters Score: Raw -204285.298002 + Penalty 3510.020292 = -200775.277709 nChanged 22 SP:Iteration 7Q (67141.360000 sec): 3 clusters Score: Raw -204311.230240 + Penalty 3510.020292 = -200801.209947 nChanged 20 SP:Iteration 8Q (67141.370000 sec): 3 clusters Score: Raw -204343.329393 + Penalty 3510.020292 = -200833.309100 nChanged 15 SP:Iteration 9Q (67141.370000 sec): 3 clusters Score: Raw -204387.806200 + Penalty 3510.020292 = -200877.785907 nChanged 24 SP:Iteration 10Q (67141.380000 sec): 3 clusters Score: Raw -204426.099368 + Penalty 3510.020292 = -200916.079075 nChanged 19 SP:Iteration 11Q (67141.390000 sec): 3 clusters Score: Raw -204457.726935 + Penalty 3510.020292 = -200947.706643 nChanged 17 SP:Iteration 12Q (67141.390000 sec): 3 clusters Score: Raw -204497.168555 + Penalty 3510.020292 = -200987.148263 nChanged 20 SP:Iteration 13Q (67141.390000 sec): 3 clusters Score: Raw -204526.102108 + Penalty 3510.020292 = -201016.081816 nChanged 14 SP:Iteration 14Q (67141.400000 sec): 3 clusters Score: Raw -204549.174901 + Penalty 3510.020292 = -201039.154609 nChanged 20 SP:Iteration 15Q (67141.410000 sec): 3 clusters Score: Raw -204579.105687 + Penalty 3510.020292 = -201069.085394 nChanged 16 SP:Iteration 16Q (67141.410000 sec): 3 clusters Score: Raw -204603.460581 + Penalty 3510.020292 = -201093.440289 nChanged 13 SP:Iteration 17Q (67141.420000 sec): 3 clusters Score: Raw -204623.577308 + Penalty 3510.020292 = -201113.557016 nChanged 18 SP:Iteration 18Q (67141.430000 sec): 3 clusters Score: Raw -204645.494374 + Penalty 3510.020292 = -201135.474081 nChanged 10 SP:Iteration 19Q (67141.430000 sec): 3 clusters Score: Raw -204656.361188 + Penalty 3510.020292 = -201146.340895 nChanged 8 SP:Iteration 20F (67141.440000 sec): 3 clusters Score: Raw -204665.092163 + Penalty 3510.020292 = -201155.071871 nChanged 4 SP:Iteration 21Q (67141.440000 sec): 3 clusters Score: Raw -204669.680089 + Penalty 3510.020292 = -201159.659797 nChanged 6 SP:Iteration 22Q (67141.450000 sec): 3 clusters Score: Raw -204676.040699 + Penalty 3510.020292 = -201166.020407 nChanged 3 SP:Iteration 23Q (67141.450000 sec): 3 clusters Score: Raw -204680.392110 + Penalty 3510.020292 = -201170.371817 nChanged 4 SP:Iteration 24Q (67141.460000 sec): 3 clusters Score: Raw -204686.266100 + Penalty 3510.020292 = -201176.245807 nChanged 7 SP:Iteration 25Q (67141.470000 sec): 3 clusters Score: Raw -204696.952812 + Penalty 3510.020292 = -201186.932519 nChanged 8 SP:Iteration 26Q (67141.470000 sec): 3 clusters Score: Raw -204704.391377 + Penalty 3510.020292 = -201194.371085 nChanged 4 SP:Iteration 27Q (67141.480000 sec): 3 clusters Score: Raw -204708.033695 + Penalty 3510.020292 = -201198.013403 nChanged 7 SP:Iteration 28Q (67141.480000 sec): 3 clusters Score: Raw -204715.772237 + Penalty 3510.020292 = -201205.751945 nChanged 8 SP:Iteration 29Q (67141.490000 sec): 3 clusters Score: Raw -204726.501376 + Penalty 3510.020292 = -201216.481084 nChanged 7 SP:Iteration 30Q (67141.490000 sec): 3 clusters Score: Raw -204749.467324 + Penalty 3510.020292 = -201239.447031 nChanged 15 SP:Iteration 31Q (67141.500000 sec): 3 clusters Score: Raw -204784.042821 + Penalty 3510.020292 = -201274.022528 nChanged 21 SP:Iteration 32Q (67141.500000 sec): 3 clusters Score: Raw -204815.752365 + Penalty 3510.020292 = -201305.732072 nChanged 15 SP:Iteration 33Q (67141.510000 sec): 3 clusters Score: Raw -204836.792052 + Penalty 3510.020292 = -201326.771759 nChanged 10 SP:Iteration 34Q (67141.510000 sec): 3 clusters Score: Raw -204852.333821 + Penalty 3510.020292 = -201342.313529 nChanged 8 SP:Iteration 35Q (67141.520000 sec): 3 clusters Score: Raw -204862.507283 + Penalty 3510.020292 = -201352.486990 nChanged 8 SP:Iteration 36Q (67141.530000 sec): 3 clusters Score: Raw -204871.654668 + Penalty 3510.020292 = -201361.634375 nChanged 4 SP:Iteration 37Q (67141.530000 sec): 3 clusters Score: Raw -204875.986255 + Penalty 3510.020292 = -201365.965963 nChanged 4 SP:Iteration 38Q (67141.530000 sec): 3 clusters Score: Raw -204881.773988 + Penalty 3510.020292 = -201371.753695 nChanged 4 SP:Iteration 39Q (67141.540000 sec): 3 clusters Score: Raw -204887.996281 + Penalty 3510.020292 = -201377.975988 nChanged 8 SP:Iteration 40F (67141.550000 sec): 3 clusters Score: Raw -204899.427263 + Penalty 3510.020292 = -201389.406971 nChanged 9 SP:Iteration 41Q (67141.550000 sec): 3 clusters Score: Raw -204912.117055 + Penalty 3510.020292 = -201402.096763 nChanged 13 SP:Iteration 42Q (67141.560000 sec): 3 clusters Score: Raw -204936.372458 + Penalty 3510.020292 = -201426.352166 nChanged 17 SP:Iteration 43Q (67141.560000 sec): 3 clusters Score: Raw -204979.524020 + Penalty 3510.020292 = -201469.503727 nChanged 23 SP:Iteration 44Q (67141.570000 sec): 3 clusters Score: Raw -205031.065573 + Penalty 3510.020292 = -201521.045281 nChanged 20 SP:Iteration 45Q (67141.570000 sec): 3 clusters Score: Raw -205087.342409 + Penalty 3510.020292 = -201577.322116 nChanged 12 SP:Iteration 46Q (67141.580000 sec): 3 clusters Score: Raw -205131.053630 + Penalty 3510.020292 = -201621.033338 nChanged 12 SP:Iteration 47Q (67141.580000 sec): 3 clusters Score: Raw -205183.466258 + Penalty 3510.020292 = -201673.445966 nChanged 9 SP:Iteration 48Q (67141.590000 sec): 3 clusters Score: Raw -205222.318980 + Penalty 3510.020292 = -201712.298687 nChanged 8 SP:Iteration 49Q (67141.590000 sec): 3 clusters Score: Raw -205241.067188 + Penalty 3510.020292 = -201731.046896 nChanged 8 SP:Iteration 50Q (67141.600000 sec): 3 clusters Score: Raw -205252.317860 + Penalty 3510.020292 = -201742.297568 nChanged 6 SP:Iteration 51Q (67141.600000 sec): 3 clusters Score: Raw -205264.579335 + Penalty 3510.020292 = -201754.559042 nChanged 4 SP:Iteration 52Q (67141.610000 sec): 3 clusters Score: Raw -205268.650302 + Penalty 3510.020292 = -201758.630010 nChanged 1 SP:Iteration 53Q (67141.610000 sec): 3 clusters Score: Raw -205269.544885 + Penalty 3510.020292 = -201759.524593 nChanged 0 SP:Iteration 54F (67141.620000 sec): 3 clusters Score: Raw -205270.351370 + Penalty 3510.020292 = -201760.331077 nChanged 1 SP:Iteration 55Q (67141.620000 sec): 3 clusters Score: Raw -205273.289748 + Penalty 3510.020292 = -201763.269455 nChanged 1 SP:Iteration 56Q (67141.630000 sec): 3 clusters Score: Raw -205275.126601 + Penalty 3510.020292 = -201765.106309 nChanged 0 SP:Iteration 57F (67141.630000 sec): 3 clusters Score: Raw -205275.126601 + Penalty 3510.020292 = -201765.106309 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67141.750000 sec): 2 clusters Score: Raw -3842530.770140 + Penalty 2494.694302 = -3840036.075838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67141.880000 sec): 3 clusters Score: Raw -3828832.181708 + Penalty 4989.388603 = -3823842.793104 nChanged 10331 SP:Iteration 1F (67142.000000 sec): 3 clusters Score: Raw -3834477.881093 + Penalty 4989.388603 = -3829488.492490 nChanged 1284 SP:Iteration 2F (67142.130000 sec): 3 clusters Score: Raw -3834970.803231 + Penalty 4989.388603 = -3829981.414627 nChanged 1159 SP:Iteration 3Q (67142.250000 sec): 3 clusters Score: Raw -3835460.868354 + Penalty 4989.388603 = -3830471.479750 nChanged 1167 SP:Iteration 4Q (67142.380000 sec): 3 clusters Score: Raw -3836046.496219 + Penalty 4989.388603 = -3831057.107616 nChanged 1257 SP:Iteration 5F (67142.510000 sec): 3 clusters Score: Raw -3836769.271287 + Penalty 4989.388603 = -3831779.882684 nChanged 1329 SP:Iteration 6F (67142.630000 sec): 3 clusters Score: Raw -3837643.340517 + Penalty 4989.388603 = -3832653.951914 nChanged 1427 SP:Iteration 7F (67142.760000 sec): 3 clusters Score: Raw -3838653.015255 + Penalty 4989.388603 = -3833663.626652 nChanged 1354 SP:Iteration 8F (67142.890000 sec): 3 clusters Score: Raw -3839623.585077 + Penalty 4989.388603 = -3834634.196474 nChanged 1141 SP:Iteration 9Q (67143.010000 sec): 3 clusters Score: Raw -3840470.198578 + Penalty 4989.388603 = -3835480.809975 nChanged 938 SP:Iteration 10Q (67143.140000 sec): 3 clusters Score: Raw -3841205.047657 + Penalty 4989.388603 = -3836215.659053 nChanged 759 SP:Iteration 11Q (67143.260000 sec): 3 clusters Score: Raw -3841826.007227 + Penalty 4989.388603 = -3836836.618624 nChanged 514 SP:Iteration 12Q (67143.370000 sec): 3 clusters Score: Raw -3842233.011111 + Penalty 4989.388603 = -3837243.622508 nChanged 305 SP:Iteration 13Q (67143.480000 sec): 3 clusters Score: Raw -3842464.150018 + Penalty 4989.388603 = -3837474.761415 nChanged 191 SP:Iteration 14Q (67143.590000 sec): 3 clusters Score: Raw -3842610.774311 + Penalty 4989.388603 = -3837621.385707 nChanged 119 SP:Iteration 15Q (67143.690000 sec): 3 clusters Score: Raw -3842707.950977 + Penalty 4989.388603 = -3837718.562374 nChanged 77 SP:Iteration 16Q (67143.790000 sec): 3 clusters Score: Raw -3842767.234173 + Penalty 4989.388603 = -3837777.845570 nChanged 54 SP:Iteration 17Q (67143.890000 sec): 3 clusters Score: Raw -3842809.510924 + Penalty 4989.388603 = -3837820.122321 nChanged 34 SP:Iteration 18Q (67143.980000 sec): 3 clusters Score: Raw -3842834.534843 + Penalty 4989.388603 = -3837845.146239 nChanged 29 SP:Iteration 19Q (67144.080000 sec): 3 clusters Score: Raw -3842853.262383 + Penalty 4989.388603 = -3837863.873780 nChanged 22 SP:Iteration 20F (67144.200000 sec): 3 clusters Score: Raw -3842868.591743 + Penalty 4989.388603 = -3837879.203140 nChanged 19 SP:Iteration 21Q (67144.300000 sec): 3 clusters Score: Raw -3842884.519879 + Penalty 4989.388603 = -3837895.131275 nChanged 11 SP:Iteration 22Q (67144.390000 sec): 3 clusters Score: Raw -3842898.930258 + Penalty 4989.388603 = -3837909.541654 nChanged 15 SP:Iteration 23Q (67144.490000 sec): 3 clusters Score: Raw -3842909.360501 + Penalty 4989.388603 = -3837919.971898 nChanged 9 SP:Iteration 24Q (67144.580000 sec): 3 clusters Score: Raw -3842916.526406 + Penalty 4989.388603 = -3837927.137802 nChanged 4 SP:Iteration 25Q (67144.680000 sec): 3 clusters Score: Raw -3842919.630647 + Penalty 4989.388603 = -3837930.242044 nChanged 5 SP:Iteration 26Q (67144.770000 sec): 3 clusters Score: Raw -3842923.309155 + Penalty 4989.388603 = -3837933.920552 nChanged 3 SP:Iteration 27Q (67144.860000 sec): 3 clusters Score: Raw -3842924.964417 + Penalty 4989.388603 = -3837935.575814 nChanged 3 SP:Iteration 28Q (67144.960000 sec): 3 clusters Score: Raw -3842927.627444 + Penalty 4989.388603 = -3837938.238841 nChanged 4 SP:Iteration 29Q (67145.050000 sec): 3 clusters Score: Raw -3842931.340417 + Penalty 4989.388603 = -3837941.951813 nChanged 2 SP:Iteration 30Q (67145.140000 sec): 3 clusters Score: Raw -3842932.517836 + Penalty 4989.388603 = -3837943.129233 nChanged 1 SP:Iteration 31Q (67145.240000 sec): 3 clusters Score: Raw -3842933.669681 + Penalty 4989.388603 = -3837944.281078 nChanged 3 SP:Iteration 32Q (67145.330000 sec): 3 clusters Score: Raw -3842934.942843 + Penalty 4989.388603 = -3837945.554240 nChanged 1 SP:Iteration 33Q (67145.420000 sec): 3 clusters Score: Raw -3842935.949431 + Penalty 4989.388603 = -3837946.560828 nChanged 0 SP:Iteration 34F (67145.550000 sec): 3 clusters Score: Raw -3842935.949431 + Penalty 4989.388603 = -3837946.560828 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67145.580000 sec): 2 clusters Score: Raw -363730.474948 + Penalty 1915.881849 = -361814.593099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67145.590000 sec): 3 clusters Score: Raw -362903.740803 + Penalty 3831.763699 = -359071.977104 nChanged 716 SP:Iteration 1F (67145.600000 sec): 3 clusters Score: Raw -363447.747383 + Penalty 3831.763699 = -359615.983685 nChanged 207 SP:Iteration 2F (67145.610000 sec): 3 clusters Score: Raw -363703.765077 + Penalty 3831.763699 = -359872.001378 nChanged 149 SP:Iteration 3F (67145.620000 sec): 3 clusters Score: Raw -363977.407675 + Penalty 3831.763699 = -360145.643976 nChanged 169 SP:Iteration 4F (67145.640000 sec): 3 clusters Score: Raw -364335.681925 + Penalty 3831.763699 = -360503.918226 nChanged 143 SP:Iteration 5F (67145.650000 sec): 3 clusters Score: Raw -364613.741822 + Penalty 3831.763699 = -360781.978123 nChanged 134 SP:Iteration 6F (67145.660000 sec): 3 clusters Score: Raw -364874.306490 + Penalty 3831.763699 = -361042.542791 nChanged 103 SP:Iteration 7Q (67145.670000 sec): 3 clusters Score: Raw -365042.065860 + Penalty 3831.763699 = -361210.302161 nChanged 80 SP:Iteration 8Q (67145.680000 sec): 3 clusters Score: Raw -365165.525949 + Penalty 3831.763699 = -361333.762250 nChanged 58 SP:Iteration 9Q (67145.690000 sec): 3 clusters Score: Raw -365234.698330 + Penalty 3831.763699 = -361402.934632 nChanged 35 SP:Iteration 10Q (67145.700000 sec): 3 clusters Score: Raw -365276.691555 + Penalty 3831.763699 = -361444.927856 nChanged 37 SP:Iteration 11Q (67145.710000 sec): 3 clusters Score: Raw -365320.085396 + Penalty 3831.763699 = -361488.321697 nChanged 28 SP:Iteration 12Q (67145.720000 sec): 3 clusters Score: Raw -365353.081978 + Penalty 3831.763699 = -361521.318279 nChanged 27 SP:Iteration 13Q (67145.740000 sec): 3 clusters Score: Raw -365381.227588 + Penalty 3831.763699 = -361549.463889 nChanged 20 SP:Iteration 14Q (67145.740000 sec): 3 clusters Score: Raw -365399.590895 + Penalty 3831.763699 = -361567.827196 nChanged 13 SP:Iteration 15Q (67145.760000 sec): 3 clusters Score: Raw -365411.807614 + Penalty 3831.763699 = -361580.043915 nChanged 11 SP:Iteration 16Q (67145.760000 sec): 3 clusters Score: Raw -365423.494768 + Penalty 3831.763699 = -361591.731070 nChanged 12 SP:Iteration 17Q (67145.780000 sec): 3 clusters Score: Raw -365433.942047 + Penalty 3831.763699 = -361602.178348 nChanged 13 SP:Iteration 18Q (67145.780000 sec): 3 clusters Score: Raw -365443.256297 + Penalty 3831.763699 = -361611.492599 nChanged 10 SP:Iteration 19Q (67145.800000 sec): 3 clusters Score: Raw -365452.179601 + Penalty 3831.763699 = -361620.415902 nChanged 11 SP:Iteration 20F (67145.810000 sec): 3 clusters Score: Raw -365463.021805 + Penalty 3831.763699 = -361631.258106 nChanged 11 SP:Iteration 21Q (67145.820000 sec): 3 clusters Score: Raw -365474.743782 + Penalty 3831.763699 = -361642.980083 nChanged 11 SP:Iteration 22Q (67145.830000 sec): 3 clusters Score: Raw -365483.889727 + Penalty 3831.763699 = -361652.126028 nChanged 6 SP:Iteration 23Q (67145.840000 sec): 3 clusters Score: Raw -365489.119849 + Penalty 3831.763699 = -361657.356150 nChanged 7 SP:Iteration 24Q (67145.840000 sec): 3 clusters Score: Raw -365494.959723 + Penalty 3831.763699 = -361663.196024 nChanged 9 SP:Iteration 25Q (67145.860000 sec): 3 clusters Score: Raw -365504.867382 + Penalty 3831.763699 = -361673.103684 nChanged 12 SP:Iteration 26Q (67145.860000 sec): 3 clusters Score: Raw -365521.216374 + Penalty 3831.763699 = -361689.452675 nChanged 9 SP:Iteration 27Q (67145.880000 sec): 3 clusters Score: Raw -365530.083011 + Penalty 3831.763699 = -361698.319312 nChanged 9 SP:Iteration 28Q (67145.880000 sec): 3 clusters Score: Raw -365537.134985 + Penalty 3831.763699 = -361705.371286 nChanged 5 SP:Iteration 29Q (67145.900000 sec): 3 clusters Score: Raw -365541.774446 + Penalty 3831.763699 = -361710.010747 nChanged 0 SP:Iteration 30F (67145.900000 sec): 3 clusters Score: Raw -365541.774446 + Penalty 3831.763699 = -361710.010747 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67145.930000 sec): 2 clusters Score: Raw -539649.754032 + Penalty 2012.352528 = -537637.401504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67145.950000 sec): 3 clusters Score: Raw -538190.276713 + Penalty 4024.705056 = -534165.571657 nChanged 1208 SP:Iteration 1F (67145.960000 sec): 3 clusters Score: Raw -539016.268911 + Penalty 4024.705056 = -534991.563855 nChanged 260 SP:Iteration 2F (67145.980000 sec): 3 clusters Score: Raw -539203.642541 + Penalty 4024.705056 = -535178.937486 nChanged 157 SP:Iteration 3Q (67146.000000 sec): 3 clusters Score: Raw -539317.474280 + Penalty 4024.705056 = -535292.769224 nChanged 124 SP:Iteration 4Q (67146.020000 sec): 3 clusters Score: Raw -539398.163964 + Penalty 4024.705056 = -535373.458908 nChanged 95 SP:Iteration 5Q (67146.030000 sec): 3 clusters Score: Raw -539460.801678 + Penalty 4024.705056 = -535436.096622 nChanged 88 SP:Iteration 6Q (67146.050000 sec): 3 clusters Score: Raw -539523.572811 + Penalty 4024.705056 = -535498.867755 nChanged 71 SP:Iteration 7Q (67146.070000 sec): 3 clusters Score: Raw -539586.102413 + Penalty 4024.705056 = -535561.397357 nChanged 79 SP:Iteration 8Q (67146.080000 sec): 3 clusters Score: Raw -539645.951683 + Penalty 4024.705056 = -535621.246628 nChanged 72 SP:Iteration 9Q (67146.100000 sec): 3 clusters Score: Raw -539694.695227 + Penalty 4024.705056 = -535669.990172 nChanged 64 SP:Iteration 10Q (67146.120000 sec): 3 clusters Score: Raw -539734.709399 + Penalty 4024.705056 = -535710.004343 nChanged 72 SP:Iteration 11Q (67146.140000 sec): 3 clusters Score: Raw -539774.455690 + Penalty 4024.705056 = -535749.750635 nChanged 63 SP:Iteration 12Q (67146.150000 sec): 3 clusters Score: Raw -539811.405183 + Penalty 4024.705056 = -535786.700128 nChanged 56 SP:Iteration 13Q (67146.170000 sec): 3 clusters Score: Raw -539836.141503 + Penalty 4024.705056 = -535811.436448 nChanged 50 SP:Iteration 14Q (67146.180000 sec): 3 clusters Score: Raw -539857.640708 + Penalty 4024.705056 = -535832.935653 nChanged 37 SP:Iteration 15Q (67146.200000 sec): 3 clusters Score: Raw -539876.732088 + Penalty 4024.705056 = -535852.027032 nChanged 51 SP:Iteration 16Q (67146.220000 sec): 3 clusters Score: Raw -539905.178846 + Penalty 4024.705056 = -535880.473790 nChanged 39 SP:Iteration 17Q (67146.240000 sec): 3 clusters Score: Raw -539924.540541 + Penalty 4024.705056 = -535899.835485 nChanged 37 SP:Iteration 18Q (67146.250000 sec): 3 clusters Score: Raw -539947.670686 + Penalty 4024.705056 = -535922.965630 nChanged 44 SP:Iteration 19Q (67146.270000 sec): 3 clusters Score: Raw -539979.938524 + Penalty 4024.705056 = -535955.233468 nChanged 48 SP:Iteration 20F (67146.290000 sec): 3 clusters Score: Raw -540022.624078 + Penalty 4024.705056 = -535997.919022 nChanged 56 SP:Iteration 21Q (67146.300000 sec): 3 clusters Score: Raw -540052.947199 + Penalty 4024.705056 = -536028.242144 nChanged 43 SP:Iteration 22Q (67146.320000 sec): 3 clusters Score: Raw -540078.762537 + Penalty 4024.705056 = -536054.057481 nChanged 44 SP:Iteration 23Q (67146.340000 sec): 3 clusters Score: Raw -540107.817500 + Penalty 4024.705056 = -536083.112444 nChanged 52 SP:Iteration 24Q (67146.350000 sec): 3 clusters Score: Raw -540136.389733 + Penalty 4024.705056 = -536111.684677 nChanged 50 SP:Iteration 25Q (67146.370000 sec): 3 clusters Score: Raw -540169.364174 + Penalty 4024.705056 = -536144.659118 nChanged 56 SP:Iteration 26Q (67146.390000 sec): 3 clusters Score: Raw -540205.441850 + Penalty 4024.705056 = -536180.736794 nChanged 61 SP:Iteration 27Q (67146.400000 sec): 3 clusters Score: Raw -540247.126031 + Penalty 4024.705056 = -536222.420976 nChanged 61 SP:Iteration 28Q (67146.420000 sec): 3 clusters Score: Raw -540287.297131 + Penalty 4024.705056 = -536262.592075 nChanged 55 SP:Iteration 29Q (67146.440000 sec): 3 clusters Score: Raw -540324.864701 + Penalty 4024.705056 = -536300.159645 nChanged 52 SP:Iteration 30Q (67146.450000 sec): 3 clusters Score: Raw -540359.638249 + Penalty 4024.705056 = -536334.933193 nChanged 44 SP:Iteration 31Q (67146.470000 sec): 3 clusters Score: Raw -540386.544578 + Penalty 4024.705056 = -536361.839522 nChanged 39 SP:Iteration 32Q (67146.480000 sec): 3 clusters Score: Raw -540417.047799 + Penalty 4024.705056 = -536392.342744 nChanged 35 SP:Iteration 33Q (67146.500000 sec): 3 clusters Score: Raw -540446.504199 + Penalty 4024.705056 = -536421.799143 nChanged 38 SP:Iteration 34Q (67146.520000 sec): 3 clusters Score: Raw -540476.658808 + Penalty 4024.705056 = -536451.953752 nChanged 22 SP:Iteration 35Q (67146.540000 sec): 3 clusters Score: Raw -540497.837476 + Penalty 4024.705056 = -536473.132420 nChanged 21 SP:Iteration 36Q (67146.550000 sec): 3 clusters Score: Raw -540514.465751 + Penalty 4024.705056 = -536489.760695 nChanged 25 SP:Iteration 37Q (67146.570000 sec): 3 clusters Score: Raw -540536.760482 + Penalty 4024.705056 = -536512.055426 nChanged 30 SP:Iteration 38Q (67146.580000 sec): 3 clusters Score: Raw -540568.139844 + Penalty 4024.705056 = -536543.434789 nChanged 27 SP:Iteration 39Q (67146.600000 sec): 3 clusters Score: Raw -540587.800886 + Penalty 4024.705056 = -536563.095830 nChanged 17 SP:Iteration 40F (67146.620000 sec): 3 clusters Score: Raw -540597.474929 + Penalty 4024.705056 = -536572.769873 nChanged 17 SP:Iteration 41Q (67146.630000 sec): 3 clusters Score: Raw -540609.751984 + Penalty 4024.705056 = -536585.046928 nChanged 18 SP:Iteration 42Q (67146.640000 sec): 3 clusters Score: Raw -540618.242305 + Penalty 4024.705056 = -536593.537249 nChanged 10 SP:Iteration 43Q (67146.660000 sec): 3 clusters Score: Raw -540625.403096 + Penalty 4024.705056 = -536600.698040 nChanged 5 SP:Iteration 44Q (67146.680000 sec): 3 clusters Score: Raw -540627.773266 + Penalty 4024.705056 = -536603.068210 nChanged 5 SP:Iteration 45Q (67146.690000 sec): 3 clusters Score: Raw -540630.630247 + Penalty 4024.705056 = -536605.925192 nChanged 6 SP:Iteration 46Q (67146.710000 sec): 3 clusters Score: Raw -540633.040961 + Penalty 4024.705056 = -536608.335905 nChanged 6 SP:Iteration 47Q (67146.720000 sec): 3 clusters Score: Raw -540636.215788 + Penalty 4024.705056 = -536611.510732 nChanged 7 SP:Iteration 48Q (67146.740000 sec): 3 clusters Score: Raw -540639.813352 + Penalty 4024.705056 = -536615.108296 nChanged 11 SP:Iteration 49Q (67146.750000 sec): 3 clusters Score: Raw -540645.640026 + Penalty 4024.705056 = -536620.934970 nChanged 5 SP:Iteration 50Q (67146.770000 sec): 3 clusters Score: Raw -540649.043477 + Penalty 4024.705056 = -536624.338421 nChanged 6 SP:Iteration 51Q (67146.780000 sec): 3 clusters Score: Raw -540651.549020 + Penalty 4024.705056 = -536626.843964 nChanged 5 SP:Iteration 52Q (67146.800000 sec): 3 clusters Score: Raw -540653.345133 + Penalty 4024.705056 = -536628.640077 nChanged 5 SP:Iteration 53Q (67146.810000 sec): 3 clusters Score: Raw -540656.035802 + Penalty 4024.705056 = -536631.330746 nChanged 4 SP:Iteration 54Q (67146.830000 sec): 3 clusters Score: Raw -540659.279112 + Penalty 4024.705056 = -536634.574056 nChanged 6 SP:Iteration 55Q (67146.840000 sec): 3 clusters Score: Raw -540661.835004 + Penalty 4024.705056 = -536637.129949 nChanged 1 SP:Iteration 56Q (67146.860000 sec): 3 clusters Score: Raw -540662.033620 + Penalty 4024.705056 = -536637.328564 nChanged 0 SP:Iteration 57F (67146.880000 sec): 3 clusters Score: Raw -540662.033620 + Penalty 4024.705056 = -536637.328564 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67146.930000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67146.980000 sec): 3 clusters Score: Raw -1719966.523421 + Penalty 4548.184438 = -1715418.338984 nChanged 3932 SP:Iteration 1F (67147.030000 sec): 3 clusters Score: Raw -1722038.414088 + Penalty 4548.184438 = -1717490.229650 nChanged 561 SP:Iteration 2F (67147.080000 sec): 3 clusters Score: Raw -1722281.916903 + Penalty 4548.184438 = -1717733.732465 nChanged 460 SP:Iteration 3Q (67147.140000 sec): 3 clusters Score: Raw -1722474.031942 + Penalty 4548.184438 = -1717925.847505 nChanged 366 SP:Iteration 4Q (67147.190000 sec): 3 clusters Score: Raw -1722606.012343 + Penalty 4548.184438 = -1718057.827905 nChanged 291 SP:Iteration 5Q (67147.240000 sec): 3 clusters Score: Raw -1722711.014825 + Penalty 4548.184438 = -1718162.830387 nChanged 254 SP:Iteration 6Q (67147.290000 sec): 3 clusters Score: Raw -1722807.066442 + Penalty 4548.184438 = -1718258.882004 nChanged 245 SP:Iteration 7Q (67147.340000 sec): 3 clusters Score: Raw -1722903.407145 + Penalty 4548.184438 = -1718355.222708 nChanged 243 SP:Iteration 8Q (67147.400000 sec): 3 clusters Score: Raw -1722998.596902 + Penalty 4548.184438 = -1718450.412464 nChanged 222 SP:Iteration 9Q (67147.450000 sec): 3 clusters Score: Raw -1723086.825251 + Penalty 4548.184438 = -1718538.640814 nChanged 192 SP:Iteration 10Q (67147.500000 sec): 3 clusters Score: Raw -1723172.079424 + Penalty 4548.184438 = -1718623.894986 nChanged 207 SP:Iteration 11Q (67147.550000 sec): 3 clusters Score: Raw -1723265.816622 + Penalty 4548.184438 = -1718717.632184 nChanged 202 SP:Iteration 12Q (67147.600000 sec): 3 clusters Score: Raw -1723370.453348 + Penalty 4548.184438 = -1718822.268910 nChanged 259 SP:Iteration 13Q (67147.650000 sec): 3 clusters Score: Raw -1723507.481477 + Penalty 4548.184438 = -1718959.297039 nChanged 256 SP:Iteration 14Q (67147.700000 sec): 3 clusters Score: Raw -1723646.650219 + Penalty 4548.184438 = -1719098.465781 nChanged 255 SP:Iteration 15Q (67147.750000 sec): 3 clusters Score: Raw -1723795.085961 + Penalty 4548.184438 = -1719246.901524 nChanged 278 SP:Iteration 16Q (67147.800000 sec): 3 clusters Score: Raw -1723964.478500 + Penalty 4548.184438 = -1719416.294062 nChanged 280 SP:Iteration 17Q (67147.850000 sec): 3 clusters Score: Raw -1724124.179987 + Penalty 4548.184438 = -1719575.995549 nChanged 265 SP:Iteration 18Q (67147.900000 sec): 3 clusters Score: Raw -1724300.941602 + Penalty 4548.184438 = -1719752.757164 nChanged 262 SP:Iteration 19Q (67147.940000 sec): 3 clusters Score: Raw -1724483.345061 + Penalty 4548.184438 = -1719935.160623 nChanged 242 SP:Iteration 20F (67147.990000 sec): 3 clusters Score: Raw -1724669.860668 + Penalty 4548.184438 = -1720121.676230 nChanged 217 SP:Iteration 21Q (67148.040000 sec): 3 clusters Score: Raw -1724818.414523 + Penalty 4548.184438 = -1720270.230085 nChanged 159 SP:Iteration 22Q (67148.080000 sec): 3 clusters Score: Raw -1724929.489881 + Penalty 4548.184438 = -1720381.305444 nChanged 138 SP:Iteration 23Q (67148.130000 sec): 3 clusters Score: Raw -1725021.342319 + Penalty 4548.184438 = -1720473.157882 nChanged 104 SP:Iteration 24Q (67148.170000 sec): 3 clusters Score: Raw -1725105.107344 + Penalty 4548.184438 = -1720556.922906 nChanged 89 SP:Iteration 25Q (67148.210000 sec): 3 clusters Score: Raw -1725171.975206 + Penalty 4548.184438 = -1720623.790769 nChanged 65 SP:Iteration 26Q (67148.260000 sec): 3 clusters Score: Raw -1725221.725396 + Penalty 4548.184438 = -1720673.540958 nChanged 44 SP:Iteration 27Q (67148.300000 sec): 3 clusters Score: Raw -1725246.762251 + Penalty 4548.184438 = -1720698.577813 nChanged 41 SP:Iteration 28Q (67148.340000 sec): 3 clusters Score: Raw -1725273.794890 + Penalty 4548.184438 = -1720725.610452 nChanged 32 SP:Iteration 29Q (67148.380000 sec): 3 clusters Score: Raw -1725298.146088 + Penalty 4548.184438 = -1720749.961650 nChanged 30 SP:Iteration 30Q (67148.420000 sec): 3 clusters Score: Raw -1725320.192399 + Penalty 4548.184438 = -1720772.007961 nChanged 21 SP:Iteration 31Q (67148.460000 sec): 3 clusters Score: Raw -1725338.668063 + Penalty 4548.184438 = -1720790.483625 nChanged 20 SP:Iteration 32Q (67148.500000 sec): 3 clusters Score: Raw -1725356.766188 + Penalty 4548.184438 = -1720808.581750 nChanged 13 SP:Iteration 33Q (67148.540000 sec): 3 clusters Score: Raw -1725370.678879 + Penalty 4548.184438 = -1720822.494441 nChanged 13 SP:Iteration 34Q (67148.580000 sec): 3 clusters Score: Raw -1725379.356833 + Penalty 4548.184438 = -1720831.172395 nChanged 8 SP:Iteration 35Q (67148.610000 sec): 3 clusters Score: Raw -1725384.767286 + Penalty 4548.184438 = -1720836.582849 nChanged 8 SP:Iteration 36Q (67148.650000 sec): 3 clusters Score: Raw -1725390.516187 + Penalty 4548.184438 = -1720842.331749 nChanged 5 SP:Iteration 37Q (67148.690000 sec): 3 clusters Score: Raw -1725394.426294 + Penalty 4548.184438 = -1720846.241857 nChanged 5 SP:Iteration 38Q (67148.730000 sec): 3 clusters Score: Raw -1725397.057329 + Penalty 4548.184438 = -1720848.872892 nChanged 4 SP:Iteration 39Q (67148.770000 sec): 3 clusters Score: Raw -1725399.677821 + Penalty 4548.184438 = -1720851.493383 nChanged 5 SP:Iteration 40F (67148.820000 sec): 3 clusters Score: Raw -1725402.815333 + Penalty 4548.184438 = -1720854.630895 nChanged 4 SP:Iteration 41Q (67148.860000 sec): 3 clusters Score: Raw -1725407.969777 + Penalty 4548.184438 = -1720859.785340 nChanged 5 SP:Iteration 42Q (67148.900000 sec): 3 clusters Score: Raw -1725412.317707 + Penalty 4548.184438 = -1720864.133269 nChanged 7 SP:Iteration 43Q (67148.940000 sec): 3 clusters Score: Raw -1725420.442794 + Penalty 4548.184438 = -1720872.258356 nChanged 5 SP:Iteration 44Q (67148.980000 sec): 3 clusters Score: Raw -1725424.662924 + Penalty 4548.184438 = -1720876.478486 nChanged 2 SP:Iteration 45Q (67149.010000 sec): 3 clusters Score: Raw -1725425.506379 + Penalty 4548.184438 = -1720877.321941 nChanged 1 SP:Iteration 46Q (67149.050000 sec): 3 clusters Score: Raw -1725426.968796 + Penalty 4548.184438 = -1720878.784358 nChanged 1 SP:Iteration 47Q (67149.090000 sec): 3 clusters Score: Raw -1725427.572614 + Penalty 4548.184438 = -1720879.388176 nChanged 1 SP:Iteration 48Q (67149.130000 sec): 3 clusters Score: Raw -1725428.510936 + Penalty 4548.184438 = -1720880.326499 nChanged 2 SP:Iteration 49Q (67149.160000 sec): 3 clusters Score: Raw -1725430.302434 + Penalty 4548.184438 = -1720882.117996 nChanged 0 SP:Iteration 50F (67149.220000 sec): 3 clusters Score: Raw -1725430.302434 + Penalty 4548.184438 = -1720882.117996 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67149.400000 sec): 2 clusters Score: Raw -6571815.290105 + Penalty 2613.594568 = -6569201.695537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67149.600000 sec): 3 clusters Score: Raw -6548629.578703 + Penalty 5227.189135 = -6543402.389567 nChanged 17280 SP:Iteration 1F (67149.810000 sec): 3 clusters Score: Raw -6558180.300608 + Penalty 5227.189135 = -6552953.111473 nChanged 1593 SP:Iteration 2Q (67150.020000 sec): 3 clusters Score: Raw -6558663.381544 + Penalty 5227.189135 = -6553436.192408 nChanged 1502 SP:Iteration 3Q (67150.220000 sec): 3 clusters Score: Raw -6559090.873047 + Penalty 5227.189135 = -6553863.683912 nChanged 1384 SP:Iteration 4Q (67150.440000 sec): 3 clusters Score: Raw -6559502.297704 + Penalty 5227.189135 = -6554275.108568 nChanged 1405 SP:Iteration 5Q (67150.650000 sec): 3 clusters Score: Raw -6559996.157498 + Penalty 5227.189135 = -6554768.968362 nChanged 1638 SP:Iteration 6Q (67150.860000 sec): 3 clusters Score: Raw -6560726.230154 + Penalty 5227.189135 = -6555499.041018 nChanged 2087 SP:Iteration 7F (67151.060000 sec): 3 clusters Score: Raw -6561920.221332 + Penalty 5227.189135 = -6556693.032197 nChanged 2566 SP:Iteration 8F (67151.270000 sec): 3 clusters Score: Raw -6563748.778214 + Penalty 5227.189135 = -6558521.589079 nChanged 2836 SP:Iteration 9F (67151.480000 sec): 3 clusters Score: Raw -6566178.258256 + Penalty 5227.189135 = -6560951.069120 nChanged 2647 SP:Iteration 10F (67151.680000 sec): 3 clusters Score: Raw -6568672.561863 + Penalty 5227.189135 = -6563445.372727 nChanged 1881 SP:Iteration 11Q (67151.880000 sec): 3 clusters Score: Raw -6570512.477870 + Penalty 5227.189135 = -6565285.288734 nChanged 913 SP:Iteration 12Q (67152.060000 sec): 3 clusters Score: Raw -6571390.287100 + Penalty 5227.189135 = -6566163.097965 nChanged 367 SP:Iteration 13Q (67152.230000 sec): 3 clusters Score: Raw -6571758.737479 + Penalty 5227.189135 = -6566531.548343 nChanged 137 SP:Iteration 14Q (67152.380000 sec): 3 clusters Score: Raw -6571913.085642 + Penalty 5227.189135 = -6566685.896507 nChanged 67 SP:Iteration 15Q (67152.540000 sec): 3 clusters Score: Raw -6572012.562970 + Penalty 5227.189135 = -6566785.373835 nChanged 29 SP:Iteration 16Q (67152.680000 sec): 3 clusters Score: Raw -6572058.759766 + Penalty 5227.189135 = -6566831.570630 nChanged 17 SP:Iteration 17Q (67152.820000 sec): 3 clusters Score: Raw -6572094.663287 + Penalty 5227.189135 = -6566867.474152 nChanged 13 SP:Iteration 18Q (67152.970000 sec): 3 clusters Score: Raw -6572116.837628 + Penalty 5227.189135 = -6566889.648492 nChanged 7 SP:Iteration 19Q (67153.110000 sec): 3 clusters Score: Raw -6572127.895796 + Penalty 5227.189135 = -6566900.706661 nChanged 5 SP:Iteration 20F (67153.310000 sec): 3 clusters Score: Raw -6572133.476440 + Penalty 5227.189135 = -6566906.287304 nChanged 3 SP:Iteration 21Q (67153.450000 sec): 3 clusters Score: Raw -6572137.349020 + Penalty 5227.189135 = -6566910.159884 nChanged 0 SP:Iteration 22F (67153.650000 sec): 3 clusters Score: Raw -6572137.349020 + Penalty 5227.189135 = -6566910.159884 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67153.720000 sec): 2 clusters Score: Raw -2021515.639601 + Penalty 2325.778802 = -2019189.860799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67153.780000 sec): 3 clusters Score: Raw -2015048.568423 + Penalty 4651.557605 = -2010397.010818 nChanged 4999 SP:Iteration 1F (67153.850000 sec): 3 clusters Score: Raw -2017662.250224 + Penalty 4651.557605 = -2013010.692619 nChanged 829 SP:Iteration 2F (67153.910000 sec): 3 clusters Score: Raw -2018085.229834 + Penalty 4651.557605 = -2013433.672229 nChanged 712 SP:Iteration 3F (67153.970000 sec): 3 clusters Score: Raw -2018446.047338 + Penalty 4651.557605 = -2013794.489733 nChanged 596 SP:Iteration 4F (67154.030000 sec): 3 clusters Score: Raw -2018753.831632 + Penalty 4651.557605 = -2014102.274027 nChanged 553 SP:Iteration 5Q (67154.090000 sec): 3 clusters Score: Raw -2019046.404101 + Penalty 4651.557605 = -2014394.846496 nChanged 556 SP:Iteration 6Q (67154.160000 sec): 3 clusters Score: Raw -2019370.312159 + Penalty 4651.557605 = -2014718.754555 nChanged 590 SP:Iteration 7Q (67154.220000 sec): 3 clusters Score: Raw -2019734.220653 + Penalty 4651.557605 = -2015082.663048 nChanged 559 SP:Iteration 8Q (67154.280000 sec): 3 clusters Score: Raw -2020069.122146 + Penalty 4651.557605 = -2015417.564542 nChanged 501 SP:Iteration 9Q (67154.340000 sec): 3 clusters Score: Raw -2020364.280897 + Penalty 4651.557605 = -2015712.723292 nChanged 439 SP:Iteration 10Q (67154.400000 sec): 3 clusters Score: Raw -2020617.610720 + Penalty 4651.557605 = -2015966.053115 nChanged 379 SP:Iteration 11Q (67154.470000 sec): 3 clusters Score: Raw -2020811.135389 + Penalty 4651.557605 = -2016159.577784 nChanged 327 SP:Iteration 12Q (67154.530000 sec): 3 clusters Score: Raw -2020974.951022 + Penalty 4651.557605 = -2016323.393417 nChanged 248 SP:Iteration 13Q (67154.590000 sec): 3 clusters Score: Raw -2021092.293971 + Penalty 4651.557605 = -2016440.736366 nChanged 199 SP:Iteration 14Q (67154.650000 sec): 3 clusters Score: Raw -2021189.969939 + Penalty 4651.557605 = -2016538.412334 nChanged 172 SP:Iteration 15Q (67154.710000 sec): 3 clusters Score: Raw -2021270.090092 + Penalty 4651.557605 = -2016618.532487 nChanged 151 SP:Iteration 16Q (67154.770000 sec): 3 clusters Score: Raw -2021339.271108 + Penalty 4651.557605 = -2016687.713503 nChanged 139 SP:Iteration 17Q (67154.820000 sec): 3 clusters Score: Raw -2021404.189261 + Penalty 4651.557605 = -2016752.631656 nChanged 117 SP:Iteration 18Q (67154.880000 sec): 3 clusters Score: Raw -2021452.400024 + Penalty 4651.557605 = -2016800.842420 nChanged 102 SP:Iteration 19Q (67154.940000 sec): 3 clusters Score: Raw -2021505.988049 + Penalty 4651.557605 = -2016854.430445 nChanged 94 SP:Iteration 20F (67155.010000 sec): 3 clusters Score: Raw -2021550.111300 + Penalty 4651.557605 = -2016898.553695 nChanged 72 SP:Iteration 21Q (67155.060000 sec): 3 clusters Score: Raw -2021584.995926 + Penalty 4651.557605 = -2016933.438321 nChanged 81 SP:Iteration 22Q (67155.120000 sec): 3 clusters Score: Raw -2021619.368495 + Penalty 4651.557605 = -2016967.810890 nChanged 67 SP:Iteration 23Q (67155.180000 sec): 3 clusters Score: Raw -2021651.305227 + Penalty 4651.557605 = -2016999.747622 nChanged 54 SP:Iteration 24Q (67155.230000 sec): 3 clusters Score: Raw -2021676.605917 + Penalty 4651.557605 = -2017025.048312 nChanged 43 SP:Iteration 25Q (67155.290000 sec): 3 clusters Score: Raw -2021696.890368 + Penalty 4651.557605 = -2017045.332763 nChanged 27 SP:Iteration 26Q (67155.340000 sec): 3 clusters Score: Raw -2021709.838447 + Penalty 4651.557605 = -2017058.280842 nChanged 27 SP:Iteration 27Q (67155.400000 sec): 3 clusters Score: Raw -2021721.970535 + Penalty 4651.557605 = -2017070.412930 nChanged 19 SP:Iteration 28Q (67155.460000 sec): 3 clusters Score: Raw -2021730.935693 + Penalty 4651.557605 = -2017079.378089 nChanged 19 SP:Iteration 29Q (67155.510000 sec): 3 clusters Score: Raw -2021740.474790 + Penalty 4651.557605 = -2017088.917185 nChanged 25 SP:Iteration 30Q (67155.570000 sec): 3 clusters Score: Raw -2021751.816965 + Penalty 4651.557605 = -2017100.259361 nChanged 21 SP:Iteration 31Q (67155.620000 sec): 3 clusters Score: Raw -2021763.602353 + Penalty 4651.557605 = -2017112.044748 nChanged 17 SP:Iteration 32Q (67155.680000 sec): 3 clusters Score: Raw -2021772.205145 + Penalty 4651.557605 = -2017120.647540 nChanged 24 SP:Iteration 33Q (67155.730000 sec): 3 clusters Score: Raw -2021785.016358 + Penalty 4651.557605 = -2017133.458753 nChanged 11 SP:Iteration 34Q (67155.790000 sec): 3 clusters Score: Raw -2021790.229285 + Penalty 4651.557605 = -2017138.671680 nChanged 14 SP:Iteration 35Q (67155.840000 sec): 3 clusters Score: Raw -2021797.708556 + Penalty 4651.557605 = -2017146.150952 nChanged 16 SP:Iteration 36Q (67155.900000 sec): 3 clusters Score: Raw -2021807.566329 + Penalty 4651.557605 = -2017156.008724 nChanged 17 SP:Iteration 37Q (67155.950000 sec): 3 clusters Score: Raw -2021817.066118 + Penalty 4651.557605 = -2017165.508513 nChanged 16 SP:Iteration 38Q (67156.000000 sec): 3 clusters Score: Raw -2021824.661742 + Penalty 4651.557605 = -2017173.104137 nChanged 13 SP:Iteration 39Q (67156.060000 sec): 3 clusters Score: Raw -2021830.152191 + Penalty 4651.557605 = -2017178.594586 nChanged 4 SP:Iteration 40F (67156.120000 sec): 3 clusters Score: Raw -2021831.846148 + Penalty 4651.557605 = -2017180.288543 nChanged 4 SP:Iteration 41Q (67156.170000 sec): 3 clusters Score: Raw -2021833.641609 + Penalty 4651.557605 = -2017182.084004 nChanged 5 SP:Iteration 42Q (67156.220000 sec): 3 clusters Score: Raw -2021835.410648 + Penalty 4651.557605 = -2017183.853043 nChanged 2 SP:Iteration 43Q (67156.280000 sec): 3 clusters Score: Raw -2021836.145332 + Penalty 4651.557605 = -2017184.587727 nChanged 2 SP:Iteration 44Q (67156.330000 sec): 3 clusters Score: Raw -2021836.845191 + Penalty 4651.557605 = -2017185.287587 nChanged 1 SP:Iteration 45Q (67156.390000 sec): 3 clusters Score: Raw -2021837.305422 + Penalty 4651.557605 = -2017185.747817 nChanged 2 SP:Iteration 46Q (67156.440000 sec): 3 clusters Score: Raw -2021837.830631 + Penalty 4651.557605 = -2017186.273026 nChanged 1 SP:Iteration 47Q (67156.500000 sec): 3 clusters Score: Raw -2021838.612548 + Penalty 4651.557605 = -2017187.054944 nChanged 0 SP:Iteration 48F (67156.560000 sec): 3 clusters Score: Raw -2021838.612548 + Penalty 4651.557605 = -2017187.054944 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67156.590000 sec): 2 clusters Score: Raw -776527.822293 + Penalty 2096.284810 = -774431.537482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67156.620000 sec): 3 clusters Score: Raw -774321.666414 + Penalty 4192.569620 = -770129.096793 nChanged 1785 SP:Iteration 1F (67156.640000 sec): 3 clusters Score: Raw -775463.099179 + Penalty 4192.569620 = -771270.529559 nChanged 395 SP:Iteration 2F (67156.660000 sec): 3 clusters Score: Raw -775756.840183 + Penalty 4192.569620 = -771564.270563 nChanged 291 SP:Iteration 3F (67156.690000 sec): 3 clusters Score: Raw -775982.864345 + Penalty 4192.569620 = -771790.294724 nChanged 243 SP:Iteration 4F (67156.720000 sec): 3 clusters Score: Raw -776193.666231 + Penalty 4192.569620 = -772001.096611 nChanged 242 SP:Iteration 5F (67156.740000 sec): 3 clusters Score: Raw -776406.188333 + Penalty 4192.569620 = -772213.618713 nChanged 227 SP:Iteration 6Q (67156.760000 sec): 3 clusters Score: Raw -776598.837824 + Penalty 4192.569620 = -772406.268203 nChanged 190 SP:Iteration 7Q (67156.790000 sec): 3 clusters Score: Raw -776739.265231 + Penalty 4192.569620 = -772546.695611 nChanged 154 SP:Iteration 8Q (67156.810000 sec): 3 clusters Score: Raw -776846.261082 + Penalty 4192.569620 = -772653.691462 nChanged 125 SP:Iteration 9Q (67156.840000 sec): 3 clusters Score: Raw -776924.959911 + Penalty 4192.569620 = -772732.390291 nChanged 109 SP:Iteration 10Q (67156.860000 sec): 3 clusters Score: Raw -776981.329051 + Penalty 4192.569620 = -772788.759431 nChanged 92 SP:Iteration 11Q (67156.880000 sec): 3 clusters Score: Raw -777033.889148 + Penalty 4192.569620 = -772841.319528 nChanged 99 SP:Iteration 12Q (67156.910000 sec): 3 clusters Score: Raw -777094.887870 + Penalty 4192.569620 = -772902.318250 nChanged 80 SP:Iteration 13Q (67156.930000 sec): 3 clusters Score: Raw -777134.947779 + Penalty 4192.569620 = -772942.378159 nChanged 68 SP:Iteration 14Q (67156.950000 sec): 3 clusters Score: Raw -777168.981877 + Penalty 4192.569620 = -772976.412256 nChanged 55 SP:Iteration 15Q (67156.980000 sec): 3 clusters Score: Raw -777195.562887 + Penalty 4192.569620 = -773002.993267 nChanged 35 SP:Iteration 16Q (67157.000000 sec): 3 clusters Score: Raw -777212.536142 + Penalty 4192.569620 = -773019.966522 nChanged 40 SP:Iteration 17Q (67157.020000 sec): 3 clusters Score: Raw -777224.973252 + Penalty 4192.569620 = -773032.403632 nChanged 34 SP:Iteration 18Q (67157.050000 sec): 3 clusters Score: Raw -777241.314421 + Penalty 4192.569620 = -773048.744801 nChanged 38 SP:Iteration 19Q (67157.070000 sec): 3 clusters Score: Raw -777258.679176 + Penalty 4192.569620 = -773066.109555 nChanged 38 SP:Iteration 20F (67157.090000 sec): 3 clusters Score: Raw -777275.177090 + Penalty 4192.569620 = -773082.607470 nChanged 28 SP:Iteration 21Q (67157.120000 sec): 3 clusters Score: Raw -777287.739527 + Penalty 4192.569620 = -773095.169906 nChanged 21 SP:Iteration 22Q (67157.140000 sec): 3 clusters Score: Raw -777297.872608 + Penalty 4192.569620 = -773105.302988 nChanged 27 SP:Iteration 23Q (67157.160000 sec): 3 clusters Score: Raw -777306.155592 + Penalty 4192.569620 = -773113.585972 nChanged 18 SP:Iteration 24Q (67157.190000 sec): 3 clusters Score: Raw -777312.011249 + Penalty 4192.569620 = -773119.441628 nChanged 18 SP:Iteration 25Q (67157.210000 sec): 3 clusters Score: Raw -777317.880808 + Penalty 4192.569620 = -773125.311187 nChanged 9 SP:Iteration 26Q (67157.240000 sec): 3 clusters Score: Raw -777320.516251 + Penalty 4192.569620 = -773127.946631 nChanged 7 SP:Iteration 27Q (67157.260000 sec): 3 clusters Score: Raw -777321.832001 + Penalty 4192.569620 = -773129.262381 nChanged 5 SP:Iteration 28Q (67157.280000 sec): 3 clusters Score: Raw -777322.834662 + Penalty 4192.569620 = -773130.265042 nChanged 4 SP:Iteration 29Q (67157.300000 sec): 3 clusters Score: Raw -777324.215458 + Penalty 4192.569620 = -773131.645838 nChanged 3 SP:Iteration 30Q (67157.330000 sec): 3 clusters Score: Raw -777325.005412 + Penalty 4192.569620 = -773132.435792 nChanged 4 SP:Iteration 31Q (67157.350000 sec): 3 clusters Score: Raw -777325.767589 + Penalty 4192.569620 = -773133.197969 nChanged 3 SP:Iteration 32Q (67157.380000 sec): 3 clusters Score: Raw -777326.350015 + Penalty 4192.569620 = -773133.780395 nChanged 4 SP:Iteration 33Q (67157.400000 sec): 3 clusters Score: Raw -777327.601623 + Penalty 4192.569620 = -773135.032003 nChanged 4 SP:Iteration 34Q (67157.420000 sec): 3 clusters Score: Raw -777328.704252 + Penalty 4192.569620 = -773136.134632 nChanged 3 SP:Iteration 35Q (67157.450000 sec): 3 clusters Score: Raw -777329.415454 + Penalty 4192.569620 = -773136.845834 nChanged 2 SP:Iteration 36Q (67157.470000 sec): 3 clusters Score: Raw -777329.768957 + Penalty 4192.569620 = -773137.199337 nChanged 1 SP:Iteration 37Q (67157.490000 sec): 3 clusters Score: Raw -777329.927927 + Penalty 4192.569620 = -773137.358307 nChanged 0 SP:Iteration 38F (67157.520000 sec): 3 clusters Score: Raw -777329.927927 + Penalty 4192.569620 = -773137.358307 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67157.540000 sec): 2 clusters Score: Raw -802648.930392 + Penalty 2105.169808 = -800543.760584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67157.570000 sec): 3 clusters Score: Raw -800282.712952 + Penalty 4210.339615 = -796072.373336 nChanged 1879 SP:Iteration 1F (67157.600000 sec): 3 clusters Score: Raw -801525.788736 + Penalty 4210.339615 = -797315.449121 nChanged 428 SP:Iteration 2F (67157.620000 sec): 3 clusters Score: Raw -801912.598568 + Penalty 4210.339615 = -797702.258952 nChanged 333 SP:Iteration 3F (67157.650000 sec): 3 clusters Score: Raw -802234.008949 + Penalty 4210.339615 = -798023.669334 nChanged 320 SP:Iteration 4F (67157.670000 sec): 3 clusters Score: Raw -802581.214477 + Penalty 4210.339615 = -798370.874862 nChanged 315 SP:Iteration 5F (67157.700000 sec): 3 clusters Score: Raw -802880.575659 + Penalty 4210.339615 = -798670.236044 nChanged 306 SP:Iteration 6F (67157.720000 sec): 3 clusters Score: Raw -803195.152389 + Penalty 4210.339615 = -798984.812773 nChanged 257 SP:Iteration 7F (67157.750000 sec): 3 clusters Score: Raw -803398.342245 + Penalty 4210.339615 = -799188.002630 nChanged 184 SP:Iteration 8Q (67157.770000 sec): 3 clusters Score: Raw -803542.236838 + Penalty 4210.339615 = -799331.897222 nChanged 125 SP:Iteration 9Q (67157.800000 sec): 3 clusters Score: Raw -803624.440959 + Penalty 4210.339615 = -799414.101343 nChanged 92 SP:Iteration 10Q (67157.820000 sec): 3 clusters Score: Raw -803682.759340 + Penalty 4210.339615 = -799472.419724 nChanged 80 SP:Iteration 11Q (67157.850000 sec): 3 clusters Score: Raw -803733.895962 + Penalty 4210.339615 = -799523.556347 nChanged 64 SP:Iteration 12Q (67157.870000 sec): 3 clusters Score: Raw -803769.337401 + Penalty 4210.339615 = -799558.997786 nChanged 51 SP:Iteration 13Q (67157.900000 sec): 3 clusters Score: Raw -803794.687541 + Penalty 4210.339615 = -799584.347926 nChanged 45 SP:Iteration 14Q (67157.920000 sec): 3 clusters Score: Raw -803813.859481 + Penalty 4210.339615 = -799603.519866 nChanged 48 SP:Iteration 15Q (67157.940000 sec): 3 clusters Score: Raw -803841.714337 + Penalty 4210.339615 = -799631.374721 nChanged 44 SP:Iteration 16Q (67157.970000 sec): 3 clusters Score: Raw -803868.959395 + Penalty 4210.339615 = -799658.619779 nChanged 50 SP:Iteration 17Q (67157.990000 sec): 3 clusters Score: Raw -803904.723427 + Penalty 4210.339615 = -799694.383811 nChanged 46 SP:Iteration 18Q (67158.020000 sec): 3 clusters Score: Raw -803947.403863 + Penalty 4210.339615 = -799737.064248 nChanged 66 SP:Iteration 19Q (67158.040000 sec): 3 clusters Score: Raw -804005.537902 + Penalty 4210.339615 = -799795.198286 nChanged 60 SP:Iteration 20F (67158.070000 sec): 3 clusters Score: Raw -804067.104911 + Penalty 4210.339615 = -799856.765296 nChanged 66 SP:Iteration 21Q (67158.090000 sec): 3 clusters Score: Raw -804142.852919 + Penalty 4210.339615 = -799932.513304 nChanged 77 SP:Iteration 22Q (67158.120000 sec): 3 clusters Score: Raw -804189.675231 + Penalty 4210.339615 = -799979.335616 nChanged 59 SP:Iteration 23Q (67158.140000 sec): 3 clusters Score: Raw -804221.465519 + Penalty 4210.339615 = -800011.125903 nChanged 52 SP:Iteration 24Q (67158.160000 sec): 3 clusters Score: Raw -804242.926822 + Penalty 4210.339615 = -800032.587206 nChanged 35 SP:Iteration 25Q (67158.190000 sec): 3 clusters Score: Raw -804254.969934 + Penalty 4210.339615 = -800044.630319 nChanged 31 SP:Iteration 26Q (67158.210000 sec): 3 clusters Score: Raw -804268.202393 + Penalty 4210.339615 = -800057.862778 nChanged 27 SP:Iteration 27Q (67158.230000 sec): 3 clusters Score: Raw -804277.866786 + Penalty 4210.339615 = -800067.527171 nChanged 25 SP:Iteration 28Q (67158.260000 sec): 3 clusters Score: Raw -804286.297572 + Penalty 4210.339615 = -800075.957957 nChanged 19 SP:Iteration 29Q (67158.280000 sec): 3 clusters Score: Raw -804293.319412 + Penalty 4210.339615 = -800082.979797 nChanged 16 SP:Iteration 30Q (67158.300000 sec): 3 clusters Score: Raw -804297.204604 + Penalty 4210.339615 = -800086.864989 nChanged 9 SP:Iteration 31Q (67158.330000 sec): 3 clusters Score: Raw -804299.796185 + Penalty 4210.339615 = -800089.456570 nChanged 5 SP:Iteration 32Q (67158.350000 sec): 3 clusters Score: Raw -804301.716937 + Penalty 4210.339615 = -800091.377322 nChanged 3 SP:Iteration 33Q (67158.380000 sec): 3 clusters Score: Raw -804302.475717 + Penalty 4210.339615 = -800092.136102 nChanged 2 SP:Iteration 34Q (67158.400000 sec): 3 clusters Score: Raw -804303.017069 + Penalty 4210.339615 = -800092.677454 nChanged 3 SP:Iteration 35Q (67158.430000 sec): 3 clusters Score: Raw -804304.143368 + Penalty 4210.339615 = -800093.803753 nChanged 2 SP:Iteration 36Q (67158.460000 sec): 3 clusters Score: Raw -804304.538138 + Penalty 4210.339615 = -800094.198523 nChanged 3 SP:Iteration 37Q (67158.480000 sec): 3 clusters Score: Raw -804305.068284 + Penalty 4210.339615 = -800094.728668 nChanged 0 SP:Iteration 38F (67158.510000 sec): 3 clusters Score: Raw -804305.068284 + Penalty 4210.339615 = -800094.728668 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67158.520000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67158.520000 sec): 3 clusters Score: Raw -79294.885591 + Penalty 3079.460653 = -76215.424938 nChanged 85 SP:Iteration 1F (67158.520000 sec): 3 clusters Score: Raw -79466.633764 + Penalty 3079.460653 = -76387.173111 nChanged 19 SP:Iteration 2Q (67158.530000 sec): 3 clusters Score: Raw -79514.054897 + Penalty 3079.460653 = -76434.594244 nChanged 6 SP:Iteration 3Q (67158.530000 sec): 3 clusters Score: Raw -79530.479968 + Penalty 3079.460653 = -76451.019315 nChanged 4 SP:Iteration 4Q (67158.540000 sec): 3 clusters Score: Raw -79545.124487 + Penalty 3079.460653 = -76465.663835 nChanged 4 SP:Iteration 5Q (67158.540000 sec): 3 clusters Score: Raw -79553.807063 + Penalty 3079.460653 = -76474.346410 nChanged 3 SP:Iteration 6Q (67158.540000 sec): 3 clusters Score: Raw -79562.456261 + Penalty 3079.460653 = -76482.995608 nChanged 2 SP:Iteration 7Q (67158.540000 sec): 3 clusters Score: Raw -79567.845864 + Penalty 3079.460653 = -76488.385211 nChanged 1 SP:Iteration 8Q (67158.540000 sec): 3 clusters Score: Raw -79568.585370 + Penalty 3079.460653 = -76489.124717 nChanged 0 SP:Iteration 9F (67158.550000 sec): 3 clusters Score: Raw -79568.585370 + Penalty 3079.460653 = -76489.124717 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67158.560000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67158.560000 sec): 3 clusters Score: Raw -93158.641011 + Penalty 3164.540778 = -89994.100233 nChanged 102 SP:Iteration 1F (67158.560000 sec): 3 clusters Score: Raw -93338.129710 + Penalty 3164.540778 = -90173.588932 nChanged 26 SP:Iteration 2Q (67158.560000 sec): 3 clusters Score: Raw -93385.799071 + Penalty 3164.540778 = -90221.258293 nChanged 11 SP:Iteration 3Q (67158.570000 sec): 3 clusters Score: Raw -93412.532017 + Penalty 3164.540778 = -90247.991239 nChanged 8 SP:Iteration 4Q (67158.570000 sec): 3 clusters Score: Raw -93428.028212 + Penalty 3164.540778 = -90263.487434 nChanged 5 SP:Iteration 5Q (67158.580000 sec): 3 clusters Score: Raw -93444.291115 + Penalty 3164.540778 = -90279.750336 nChanged 2 SP:Iteration 6Q (67158.580000 sec): 3 clusters Score: Raw -93449.805991 + Penalty 3164.540778 = -90285.265213 nChanged 2 SP:Iteration 7Q (67158.580000 sec): 3 clusters Score: Raw -93453.414665 + Penalty 3164.540778 = -90288.873887 nChanged 1 SP:Iteration 8Q (67158.580000 sec): 3 clusters Score: Raw -93455.127135 + Penalty 3164.540778 = -90290.586356 nChanged 1 SP:Iteration 9Q (67158.590000 sec): 3 clusters Score: Raw -93455.824438 + Penalty 3164.540778 = -90291.283660 nChanged 2 SP:Iteration 10Q (67158.590000 sec): 3 clusters Score: Raw -93459.234347 + Penalty 3164.540778 = -90294.693569 nChanged 1 SP:Iteration 11Q (67158.600000 sec): 3 clusters Score: Raw -93462.830022 + Penalty 3164.540778 = -90298.289244 nChanged 1 SP:Iteration 12Q (67158.600000 sec): 3 clusters Score: Raw -93466.200868 + Penalty 3164.540778 = -90301.660089 nChanged 2 SP:Iteration 13Q (67158.600000 sec): 3 clusters Score: Raw -93469.313118 + Penalty 3164.540778 = -90304.772340 nChanged 2 SP:Iteration 14Q (67158.600000 sec): 3 clusters Score: Raw -93471.248312 + Penalty 3164.540778 = -90306.707533 nChanged 2 SP:Iteration 15Q (67158.610000 sec): 3 clusters Score: Raw -93474.399576 + Penalty 3164.540778 = -90309.858798 nChanged 2 SP:Iteration 16Q (67158.610000 sec): 3 clusters Score: Raw -93477.424650 + Penalty 3164.540778 = -90312.883872 nChanged 1 SP:Iteration 17Q (67158.620000 sec): 3 clusters Score: Raw -93479.425069 + Penalty 3164.540778 = -90314.884291 nChanged 0 SP:Iteration 18F (67158.620000 sec): 3 clusters Score: Raw -93479.425069 + Penalty 3164.540778 = -90314.884291 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67158.650000 sec): 2 clusters Score: Raw -982631.182587 + Penalty 2134.408354 = -980496.774233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67158.680000 sec): 3 clusters Score: Raw -979981.041126 + Penalty 4268.816708 = -975712.224417 nChanged 2095 SP:Iteration 1F (67158.720000 sec): 3 clusters Score: Raw -981127.416342 + Penalty 4268.816708 = -976858.599634 nChanged 380 SP:Iteration 2F (67158.750000 sec): 3 clusters Score: Raw -981359.181794 + Penalty 4268.816708 = -977090.365086 nChanged 284 SP:Iteration 3F (67158.780000 sec): 3 clusters Score: Raw -981508.996977 + Penalty 4268.816708 = -977240.180269 nChanged 203 SP:Iteration 4Q (67158.810000 sec): 3 clusters Score: Raw -981609.853630 + Penalty 4268.816708 = -977341.036922 nChanged 155 SP:Iteration 5Q (67158.840000 sec): 3 clusters Score: Raw -981694.551866 + Penalty 4268.816708 = -977425.735157 nChanged 140 SP:Iteration 6Q (67158.870000 sec): 3 clusters Score: Raw -981781.020842 + Penalty 4268.816708 = -977512.204134 nChanged 177 SP:Iteration 7Q (67158.900000 sec): 3 clusters Score: Raw -981891.234637 + Penalty 4268.816708 = -977622.417929 nChanged 184 SP:Iteration 8Q (67158.930000 sec): 3 clusters Score: Raw -982003.948610 + Penalty 4268.816708 = -977735.131902 nChanged 191 SP:Iteration 9Q (67158.960000 sec): 3 clusters Score: Raw -982138.741533 + Penalty 4268.816708 = -977869.924824 nChanged 224 SP:Iteration 10Q (67158.990000 sec): 3 clusters Score: Raw -982336.704675 + Penalty 4268.816708 = -978067.887966 nChanged 247 SP:Iteration 11Q (67159.020000 sec): 3 clusters Score: Raw -982548.936502 + Penalty 4268.816708 = -978280.119794 nChanged 209 SP:Iteration 12Q (67159.050000 sec): 3 clusters Score: Raw -982736.902609 + Penalty 4268.816708 = -978468.085901 nChanged 162 SP:Iteration 13Q (67159.080000 sec): 3 clusters Score: Raw -982883.034931 + Penalty 4268.816708 = -978614.218223 nChanged 129 SP:Iteration 14Q (67159.110000 sec): 3 clusters Score: Raw -983011.310317 + Penalty 4268.816708 = -978742.493609 nChanged 100 SP:Iteration 15Q (67159.140000 sec): 3 clusters Score: Raw -983111.639606 + Penalty 4268.816708 = -978842.822898 nChanged 91 SP:Iteration 16Q (67159.160000 sec): 3 clusters Score: Raw -983203.472059 + Penalty 4268.816708 = -978934.655350 nChanged 71 SP:Iteration 17Q (67159.190000 sec): 3 clusters Score: Raw -983269.976615 + Penalty 4268.816708 = -979001.159907 nChanged 55 SP:Iteration 18Q (67159.220000 sec): 3 clusters Score: Raw -983318.170430 + Penalty 4268.816708 = -979049.353722 nChanged 40 SP:Iteration 19Q (67159.240000 sec): 3 clusters Score: Raw -983350.661906 + Penalty 4268.816708 = -979081.845197 nChanged 18 SP:Iteration 20F (67159.270000 sec): 3 clusters Score: Raw -983368.596572 + Penalty 4268.816708 = -979099.779864 nChanged 13 SP:Iteration 21Q (67159.290000 sec): 3 clusters Score: Raw -983379.332104 + Penalty 4268.816708 = -979110.515396 nChanged 10 SP:Iteration 22Q (67159.320000 sec): 3 clusters Score: Raw -983385.732816 + Penalty 4268.816708 = -979116.916108 nChanged 10 SP:Iteration 23Q (67159.340000 sec): 3 clusters Score: Raw -983390.053605 + Penalty 4268.816708 = -979121.236897 nChanged 3 SP:Iteration 24Q (67159.370000 sec): 3 clusters Score: Raw -983391.804816 + Penalty 4268.816708 = -979122.988108 nChanged 2 SP:Iteration 25Q (67159.390000 sec): 3 clusters Score: Raw -983393.677335 + Penalty 4268.816708 = -979124.860627 nChanged 2 SP:Iteration 26Q (67159.420000 sec): 3 clusters Score: Raw -983394.998864 + Penalty 4268.816708 = -979126.182156 nChanged 3 SP:Iteration 27Q (67159.440000 sec): 3 clusters Score: Raw -983396.007015 + Penalty 4268.816708 = -979127.190306 nChanged 0 SP:Iteration 28F (67159.470000 sec): 3 clusters Score: Raw -983396.007015 + Penalty 4268.816708 = -979127.190306 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67159.490000 sec): 2 clusters Score: Raw -348124.681726 + Penalty 1910.233916 = -346214.447810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67159.500000 sec): 3 clusters Score: Raw -347301.880824 + Penalty 3820.467832 = -343481.412992 nChanged 720 SP:Iteration 1F (67159.510000 sec): 3 clusters Score: Raw -347872.993427 + Penalty 3820.467832 = -344052.525594 nChanged 189 SP:Iteration 2F (67159.520000 sec): 3 clusters Score: Raw -348069.390823 + Penalty 3820.467832 = -344248.922991 nChanged 124 SP:Iteration 3F (67159.540000 sec): 3 clusters Score: Raw -348192.804805 + Penalty 3820.467832 = -344372.336972 nChanged 96 SP:Iteration 4Q (67159.550000 sec): 3 clusters Score: Raw -348286.600042 + Penalty 3820.467832 = -344466.132209 nChanged 79 SP:Iteration 5Q (67159.560000 sec): 3 clusters Score: Raw -348361.524752 + Penalty 3820.467832 = -344541.056920 nChanged 63 SP:Iteration 6Q (67159.570000 sec): 3 clusters Score: Raw -348426.290768 + Penalty 3820.467832 = -344605.822936 nChanged 41 SP:Iteration 7Q (67159.580000 sec): 3 clusters Score: Raw -348476.009147 + Penalty 3820.467832 = -344655.541315 nChanged 41 SP:Iteration 8Q (67159.600000 sec): 3 clusters Score: Raw -348513.936069 + Penalty 3820.467832 = -344693.468237 nChanged 36 SP:Iteration 9Q (67159.600000 sec): 3 clusters Score: Raw -348558.157934 + Penalty 3820.467832 = -344737.690102 nChanged 38 SP:Iteration 10Q (67159.620000 sec): 3 clusters Score: Raw -348602.045389 + Penalty 3820.467832 = -344781.577556 nChanged 42 SP:Iteration 11Q (67159.630000 sec): 3 clusters Score: Raw -348640.914057 + Penalty 3820.467832 = -344820.446225 nChanged 31 SP:Iteration 12Q (67159.640000 sec): 3 clusters Score: Raw -348662.929624 + Penalty 3820.467832 = -344842.461792 nChanged 21 SP:Iteration 13Q (67159.650000 sec): 3 clusters Score: Raw -348680.284367 + Penalty 3820.467832 = -344859.816535 nChanged 20 SP:Iteration 14Q (67159.660000 sec): 3 clusters Score: Raw -348695.425538 + Penalty 3820.467832 = -344874.957706 nChanged 16 SP:Iteration 15Q (67159.670000 sec): 3 clusters Score: Raw -348711.174646 + Penalty 3820.467832 = -344890.706813 nChanged 18 SP:Iteration 16Q (67159.680000 sec): 3 clusters Score: Raw -348730.839088 + Penalty 3820.467832 = -344910.371255 nChanged 18 SP:Iteration 17Q (67159.700000 sec): 3 clusters Score: Raw -348752.816236 + Penalty 3820.467832 = -344932.348403 nChanged 24 SP:Iteration 18Q (67159.710000 sec): 3 clusters Score: Raw -348774.826414 + Penalty 3820.467832 = -344954.358582 nChanged 21 SP:Iteration 19Q (67159.720000 sec): 3 clusters Score: Raw -348786.926674 + Penalty 3820.467832 = -344966.458842 nChanged 20 SP:Iteration 20F (67159.730000 sec): 3 clusters Score: Raw -348797.157448 + Penalty 3820.467832 = -344976.689615 nChanged 13 SP:Iteration 21Q (67159.740000 sec): 3 clusters Score: Raw -348807.946433 + Penalty 3820.467832 = -344987.478601 nChanged 17 SP:Iteration 22Q (67159.750000 sec): 3 clusters Score: Raw -348823.980655 + Penalty 3820.467832 = -345003.512823 nChanged 24 SP:Iteration 23Q (67159.760000 sec): 3 clusters Score: Raw -348847.182105 + Penalty 3820.467832 = -345026.714272 nChanged 29 SP:Iteration 24Q (67159.770000 sec): 3 clusters Score: Raw -348876.227719 + Penalty 3820.467832 = -345055.759886 nChanged 32 SP:Iteration 25Q (67159.780000 sec): 3 clusters Score: Raw -348906.184783 + Penalty 3820.467832 = -345085.716951 nChanged 29 SP:Iteration 26Q (67159.800000 sec): 3 clusters Score: Raw -348938.454779 + Penalty 3820.467832 = -345117.986947 nChanged 41 SP:Iteration 27Q (67159.800000 sec): 3 clusters Score: Raw -348982.601078 + Penalty 3820.467832 = -345162.133245 nChanged 41 SP:Iteration 28Q (67159.820000 sec): 3 clusters Score: Raw -349036.067836 + Penalty 3820.467832 = -345215.600003 nChanged 49 SP:Iteration 29Q (67159.830000 sec): 3 clusters Score: Raw -349094.420902 + Penalty 3820.467832 = -345273.953069 nChanged 43 SP:Iteration 30Q (67159.840000 sec): 3 clusters Score: Raw -349155.591810 + Penalty 3820.467832 = -345335.123978 nChanged 45 SP:Iteration 31Q (67159.850000 sec): 3 clusters Score: Raw -349207.116674 + Penalty 3820.467832 = -345386.648842 nChanged 38 SP:Iteration 32Q (67159.860000 sec): 3 clusters Score: Raw -349249.602931 + Penalty 3820.467832 = -345429.135099 nChanged 37 SP:Iteration 33Q (67159.870000 sec): 3 clusters Score: Raw -349287.803359 + Penalty 3820.467832 = -345467.335527 nChanged 33 SP:Iteration 34Q (67159.880000 sec): 3 clusters Score: Raw -349323.624244 + Penalty 3820.467832 = -345503.156412 nChanged 25 SP:Iteration 35Q (67159.890000 sec): 3 clusters Score: Raw -349344.897229 + Penalty 3820.467832 = -345524.429397 nChanged 18 SP:Iteration 36Q (67159.900000 sec): 3 clusters Score: Raw -349357.707289 + Penalty 3820.467832 = -345537.239457 nChanged 16 SP:Iteration 37Q (67159.910000 sec): 3 clusters Score: Raw -349366.471878 + Penalty 3820.467832 = -345546.004046 nChanged 7 SP:Iteration 38Q (67159.920000 sec): 3 clusters Score: Raw -349371.560678 + Penalty 3820.467832 = -345551.092846 nChanged 10 SP:Iteration 39Q (67159.930000 sec): 3 clusters Score: Raw -349381.113470 + Penalty 3820.467832 = -345560.645638 nChanged 15 SP:Iteration 40F (67159.940000 sec): 3 clusters Score: Raw -349397.409111 + Penalty 3820.467832 = -345576.941279 nChanged 19 SP:Iteration 41Q (67159.950000 sec): 3 clusters Score: Raw -349414.324364 + Penalty 3820.467832 = -345593.856532 nChanged 19 SP:Iteration 42Q (67159.960000 sec): 3 clusters Score: Raw -349429.067187 + Penalty 3820.467832 = -345608.599355 nChanged 14 SP:Iteration 43Q (67159.970000 sec): 3 clusters Score: Raw -349439.230462 + Penalty 3820.467832 = -345618.762630 nChanged 12 SP:Iteration 44Q (67159.980000 sec): 3 clusters Score: Raw -349446.968476 + Penalty 3820.467832 = -345626.500643 nChanged 4 SP:Iteration 45Q (67159.990000 sec): 3 clusters Score: Raw -349448.668778 + Penalty 3820.467832 = -345628.200945 nChanged 0 SP:Iteration 46F (67160.000000 sec): 3 clusters Score: Raw -349448.668778 + Penalty 3820.467832 = -345628.200945 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67160.020000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67160.020000 sec): 3 clusters Score: Raw -124012.664410 + Penalty 3306.810569 = -120705.853841 nChanged 188 SP:Iteration 1F (67160.020000 sec): 3 clusters Score: Raw -124281.437000 + Penalty 3306.810569 = -120974.626431 nChanged 56 SP:Iteration 2F (67160.030000 sec): 3 clusters Score: Raw -124370.212594 + Penalty 3306.810569 = -121063.402025 nChanged 30 SP:Iteration 3Q (67160.030000 sec): 3 clusters Score: Raw -124431.092430 + Penalty 3306.810569 = -121124.281861 nChanged 30 SP:Iteration 4Q (67160.040000 sec): 3 clusters Score: Raw -124526.732286 + Penalty 3306.810569 = -121219.921717 nChanged 34 SP:Iteration 5Q (67160.040000 sec): 3 clusters Score: Raw -124621.912817 + Penalty 3306.810569 = -121315.102248 nChanged 33 SP:Iteration 6Q (67160.040000 sec): 3 clusters Score: Raw -124730.016838 + Penalty 3306.810569 = -121423.206269 nChanged 34 SP:Iteration 7Q (67160.050000 sec): 3 clusters Score: Raw -124849.984347 + Penalty 3306.810569 = -121543.173778 nChanged 35 SP:Iteration 8Q (67160.050000 sec): 3 clusters Score: Raw -124982.951511 + Penalty 3306.810569 = -121676.140942 nChanged 33 SP:Iteration 9Q (67160.060000 sec): 3 clusters Score: Raw -125121.693280 + Penalty 3306.810569 = -121814.882711 nChanged 29 SP:Iteration 10Q (67160.060000 sec): 3 clusters Score: Raw -125236.020465 + Penalty 3306.810569 = -121929.209896 nChanged 20 SP:Iteration 11Q (67160.060000 sec): 3 clusters Score: Raw -125313.403792 + Penalty 3306.810569 = -122006.593223 nChanged 18 SP:Iteration 12Q (67160.070000 sec): 3 clusters Score: Raw -125381.795493 + Penalty 3306.810569 = -122074.984924 nChanged 9 SP:Iteration 13Q (67160.070000 sec): 3 clusters Score: Raw -125416.806434 + Penalty 3306.810569 = -122109.995865 nChanged 10 SP:Iteration 14Q (67160.070000 sec): 3 clusters Score: Raw -125451.792912 + Penalty 3306.810569 = -122144.982343 nChanged 12 SP:Iteration 15Q (67160.080000 sec): 3 clusters Score: Raw -125481.393137 + Penalty 3306.810569 = -122174.582568 nChanged 12 SP:Iteration 16Q (67160.080000 sec): 3 clusters Score: Raw -125541.030713 + Penalty 3306.810569 = -122234.220144 nChanged 10 SP:Iteration 17Q (67160.080000 sec): 3 clusters Score: Raw -125585.598317 + Penalty 3306.810569 = -122278.787748 nChanged 9 SP:Iteration 18Q (67160.090000 sec): 3 clusters Score: Raw -125607.654107 + Penalty 3306.810569 = -122300.843538 nChanged 8 SP:Iteration 19Q (67160.090000 sec): 3 clusters Score: Raw -125629.576429 + Penalty 3306.810569 = -122322.765860 nChanged 8 SP:Iteration 20F (67160.100000 sec): 3 clusters Score: Raw -125652.190750 + Penalty 3306.810569 = -122345.380181 nChanged 7 SP:Iteration 21Q (67160.100000 sec): 3 clusters Score: Raw -125664.015610 + Penalty 3306.810569 = -122357.205041 nChanged 5 SP:Iteration 22Q (67160.100000 sec): 3 clusters Score: Raw -125674.093233 + Penalty 3306.810569 = -122367.282664 nChanged 4 SP:Iteration 23Q (67160.100000 sec): 3 clusters Score: Raw -125683.186531 + Penalty 3306.810569 = -122376.375962 nChanged 1 SP:Iteration 24Q (67160.110000 sec): 3 clusters Score: Raw -125685.085358 + Penalty 3306.810569 = -122378.274789 nChanged 0 SP:Iteration 25F (67160.110000 sec): 3 clusters Score: Raw -125685.085358 + Penalty 3306.810569 = -122378.274789 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67160.700000 sec): 2 clusters Score: Raw -21180492.224382 + Penalty 2899.225919 = -21177592.998463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67161.360000 sec): 3 clusters Score: Raw -21103780.214777 + Penalty 5798.451837 = -21097981.762939 nChanged 56698 SP:Iteration 1F (67162.000000 sec): 3 clusters Score: Raw -21135768.511860 + Penalty 5798.451837 = -21129970.060023 nChanged 3668 SP:Iteration 2Q (67162.680000 sec): 3 clusters Score: Raw -21136636.938789 + Penalty 5798.451837 = -21130838.486952 nChanged 4085 SP:Iteration 3Q (67163.340000 sec): 3 clusters Score: Raw -21137777.191738 + Penalty 5798.451837 = -21131978.739901 nChanged 4854 SP:Iteration 4Q (67164.020000 sec): 3 clusters Score: Raw -21139544.411421 + Penalty 5798.451837 = -21133745.959584 nChanged 6271 SP:Iteration 5F (67164.690000 sec): 3 clusters Score: Raw -21142605.744201 + Penalty 5798.451837 = -21136807.292364 nChanged 8095 SP:Iteration 6F (67165.360000 sec): 3 clusters Score: Raw -21147764.089518 + Penalty 5798.451837 = -21141965.637680 nChanged 9695 SP:Iteration 7F (67166.000000 sec): 3 clusters Score: Raw -21155442.487872 + Penalty 5798.451837 = -21149644.036035 nChanged 9925 SP:Iteration 8F (67166.640000 sec): 3 clusters Score: Raw -21164575.005297 + Penalty 5798.451837 = -21158776.553460 nChanged 8193 SP:Iteration 9F (67167.260000 sec): 3 clusters Score: Raw -21172518.890952 + Penalty 5798.451837 = -21166720.439115 nChanged 5056 SP:Iteration 10Q (67167.900000 sec): 3 clusters Score: Raw -21177342.707043 + Penalty 5798.451837 = -21171544.255206 nChanged 2419 SP:Iteration 11Q (67168.500000 sec): 3 clusters Score: Raw -21179544.428733 + Penalty 5798.451837 = -21173745.976895 nChanged 944 SP:Iteration 12Q (67169.020000 sec): 3 clusters Score: Raw -21180398.549988 + Penalty 5798.451837 = -21174600.098151 nChanged 312 SP:Iteration 13Q (67169.510000 sec): 3 clusters Score: Raw -21180675.181525 + Penalty 5798.451837 = -21174876.729688 nChanged 115 SP:Iteration 14Q (67169.980000 sec): 3 clusters Score: Raw -21180781.987102 + Penalty 5798.451837 = -21174983.535265 nChanged 60 SP:Iteration 15Q (67170.440000 sec): 3 clusters Score: Raw -21180844.330005 + Penalty 5798.451837 = -21175045.878167 nChanged 41 SP:Iteration 16Q (67170.900000 sec): 3 clusters Score: Raw -21180890.885570 + Penalty 5798.451837 = -21175092.433733 nChanged 26 SP:Iteration 17Q (67171.360000 sec): 3 clusters Score: Raw -21180918.182680 + Penalty 5798.451837 = -21175119.730843 nChanged 24 SP:Iteration 18Q (67171.820000 sec): 3 clusters Score: Raw -21180945.218650 + Penalty 5798.451837 = -21175146.766813 nChanged 16 SP:Iteration 19Q (67172.270000 sec): 3 clusters Score: Raw -21180960.636318 + Penalty 5798.451837 = -21175162.184481 nChanged 8 SP:Iteration 20F (67172.910000 sec): 3 clusters Score: Raw -21180973.123528 + Penalty 5798.451837 = -21175174.671690 nChanged 9 SP:Iteration 21Q (67173.370000 sec): 3 clusters Score: Raw -21180981.533532 + Penalty 5798.451837 = -21175183.081695 nChanged 6 SP:Iteration 22Q (67173.820000 sec): 3 clusters Score: Raw -21180988.590066 + Penalty 5798.451837 = -21175190.138229 nChanged 3 SP:Iteration 23Q (67174.280000 sec): 3 clusters Score: Raw -21180991.089769 + Penalty 5798.451837 = -21175192.637932 nChanged 3 SP:Iteration 24Q (67174.740000 sec): 3 clusters Score: Raw -21180995.339282 + Penalty 5798.451837 = -21175196.887445 nChanged 3 SP:Iteration 25Q (67175.200000 sec): 3 clusters Score: Raw -21180999.229529 + Penalty 5798.451837 = -21175200.777691 nChanged 5 SP:Iteration 26Q (67175.650000 sec): 3 clusters Score: Raw -21181002.556480 + Penalty 5798.451837 = -21175204.104643 nChanged 3 SP:Iteration 27Q (67176.100000 sec): 3 clusters Score: Raw -21181004.701782 + Penalty 5798.451837 = -21175206.249944 nChanged 1 SP:Iteration 28Q (67176.560000 sec): 3 clusters Score: Raw -21181006.169094 + Penalty 5798.451837 = -21175207.717257 nChanged 2 SP:Iteration 29Q (67177.020000 sec): 3 clusters Score: Raw -21181008.031220 + Penalty 5798.451837 = -21175209.579382 nChanged 3 SP:Iteration 30Q (67177.470000 sec): 3 clusters Score: Raw -21181011.416571 + Penalty 5798.451837 = -21175212.964734 nChanged 0 SP:Iteration 31F (67178.110000 sec): 3 clusters Score: Raw -21181011.416571 + Penalty 5798.451837 = -21175212.964734 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67178.190000 sec): 2 clusters Score: Raw -52716.018006 + Penalty 1502.082435 = -51213.935570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67178.190000 sec): 3 clusters Score: Raw -52821.083328 + Penalty 3004.164871 = -49816.918457 nChanged 81 SP:Iteration 1F (67178.190000 sec): 3 clusters Score: Raw -52978.269891 + Penalty 3004.164871 = -49974.105021 nChanged 26 SP:Iteration 2F (67178.190000 sec): 3 clusters Score: Raw -53033.755404 + Penalty 3004.164871 = -50029.590534 nChanged 11 SP:Iteration 3Q (67178.190000 sec): 3 clusters Score: Raw -53063.689893 + Penalty 3004.164871 = -50059.525022 nChanged 8 SP:Iteration 4Q (67178.200000 sec): 3 clusters Score: Raw -53082.496722 + Penalty 3004.164871 = -50078.331852 nChanged 11 SP:Iteration 5Q (67178.200000 sec): 3 clusters Score: Raw -53113.393699 + Penalty 3004.164871 = -50109.228829 nChanged 17 SP:Iteration 6Q (67178.200000 sec): 3 clusters Score: Raw -53165.282283 + Penalty 3004.164871 = -50161.117413 nChanged 13 SP:Iteration 7Q (67178.200000 sec): 3 clusters Score: Raw -53197.077195 + Penalty 3004.164871 = -50192.912325 nChanged 13 SP:Iteration 8Q (67178.210000 sec): 3 clusters Score: Raw -53237.506436 + Penalty 3004.164871 = -50233.341565 nChanged 9 SP:Iteration 9Q (67178.210000 sec): 3 clusters Score: Raw -53262.125793 + Penalty 3004.164871 = -50257.960923 nChanged 5 SP:Iteration 10Q (67178.210000 sec): 3 clusters Score: Raw -53292.500782 + Penalty 3004.164871 = -50288.335911 nChanged 6 SP:Iteration 11Q (67178.210000 sec): 3 clusters Score: Raw -53309.982365 + Penalty 3004.164871 = -50305.817494 nChanged 7 SP:Iteration 12Q (67178.210000 sec): 3 clusters Score: Raw -53334.209743 + Penalty 3004.164871 = -50330.044872 nChanged 4 SP:Iteration 13Q (67178.210000 sec): 3 clusters Score: Raw -53349.171182 + Penalty 3004.164871 = -50345.006311 nChanged 1 SP:Iteration 14Q (67178.220000 sec): 3 clusters Score: Raw -53350.432028 + Penalty 3004.164871 = -50346.267157 nChanged 0 SP:Iteration 15F (67178.220000 sec): 3 clusters Score: Raw -53357.617788 + Penalty 3004.164871 = -50353.452918 nChanged 3 SP:Iteration 16Q (67178.220000 sec): 3 clusters Score: Raw -53418.036439 + Penalty 3004.164871 = -50413.871569 nChanged 5 SP:Iteration 17Q (67178.220000 sec): 3 clusters Score: Raw -53462.675903 + Penalty 3004.164871 = -50458.511033 nChanged 4 SP:Iteration 18Q (67178.230000 sec): 3 clusters Score: Raw -53479.218282 + Penalty 3004.164871 = -50475.053411 nChanged 7 SP:Iteration 19Q (67178.230000 sec): 3 clusters Score: Raw -53534.108579 + Penalty 3004.164871 = -50529.943709 nChanged 5 SP:Iteration 20F (67178.230000 sec): 3 clusters Score: Raw -53594.883622 + Penalty 3004.164871 = -50590.718751 nChanged 6 SP:Iteration 21Q (67178.230000 sec): 3 clusters Score: Raw -53649.613511 + Penalty 3004.164871 = -50645.448641 nChanged 6 SP:Iteration 22Q (67178.230000 sec): 3 clusters Score: Raw -53673.297759 + Penalty 3004.164871 = -50669.132889 nChanged 4 SP:Iteration 23Q (67178.230000 sec): 3 clusters Score: Raw -53685.060186 + Penalty 3004.164871 = -50680.895315 nChanged 0 SP:Iteration 24F (67178.240000 sec): 3 clusters Score: Raw -53685.060186 + Penalty 3004.164871 = -50680.895315 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67178.250000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67178.250000 sec): 3 clusters Score: Raw -52132.238831 + Penalty 2871.820245 = -49260.418586 nChanged 50 SP:Iteration 1F (67178.250000 sec): 3 clusters Score: Raw -52332.611720 + Penalty 2871.820245 = -49460.791476 nChanged 13 SP:Iteration 2Q (67178.250000 sec): 3 clusters Score: Raw -52395.804902 + Penalty 2871.820245 = -49523.984657 nChanged 9 SP:Iteration 3Q (67178.250000 sec): 3 clusters Score: Raw -52439.048823 + Penalty 2871.820245 = -49567.228579 nChanged 7 SP:Iteration 4Q (67178.260000 sec): 3 clusters Score: Raw -52458.498978 + Penalty 2871.820245 = -49586.678733 nChanged 3 SP:Iteration 5Q (67178.260000 sec): 3 clusters Score: Raw -52479.811444 + Penalty 2871.820245 = -49607.991199 nChanged 2 SP:Iteration 6Q (67178.260000 sec): 3 clusters Score: Raw -52492.071549 + Penalty 2871.820245 = -49620.251304 nChanged 0 SP:Iteration 7F (67178.260000 sec): 3 clusters Score: Raw -52492.071549 + Penalty 2871.820245 = -49620.251304 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67178.380000 sec): 2 clusters Score: Raw -3771057.751539 + Penalty 2490.564083 = -3768567.187457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67178.510000 sec): 3 clusters Score: Raw -3757503.878715 + Penalty 4981.128166 = -3752522.750549 nChanged 10210 SP:Iteration 1F (67178.630000 sec): 3 clusters Score: Raw -3763132.188591 + Penalty 4981.128166 = -3758151.060426 nChanged 1182 SP:Iteration 2F (67178.750000 sec): 3 clusters Score: Raw -3763623.091533 + Penalty 4981.128166 = -3758641.963368 nChanged 1142 SP:Iteration 3Q (67178.880000 sec): 3 clusters Score: Raw -3764148.213413 + Penalty 4981.128166 = -3759167.085248 nChanged 1162 SP:Iteration 4F (67179.000000 sec): 3 clusters Score: Raw -3764805.661736 + Penalty 4981.128166 = -3759824.533571 nChanged 1283 SP:Iteration 5F (67179.130000 sec): 3 clusters Score: Raw -3765635.818051 + Penalty 4981.128166 = -3760654.689885 nChanged 1408 SP:Iteration 6F (67179.250000 sec): 3 clusters Score: Raw -3766657.378144 + Penalty 4981.128166 = -3761676.249978 nChanged 1425 SP:Iteration 7F (67179.370000 sec): 3 clusters Score: Raw -3767802.963784 + Penalty 4981.128166 = -3762821.835618 nChanged 1319 SP:Iteration 8F (67179.500000 sec): 3 clusters Score: Raw -3768922.818641 + Penalty 4981.128166 = -3763941.690475 nChanged 1048 SP:Iteration 9Q (67179.610000 sec): 3 clusters Score: Raw -3769832.911098 + Penalty 4981.128166 = -3764851.782933 nChanged 732 SP:Iteration 10Q (67179.730000 sec): 3 clusters Score: Raw -3770498.370417 + Penalty 4981.128166 = -3765517.242252 nChanged 435 SP:Iteration 11Q (67179.830000 sec): 3 clusters Score: Raw -3770870.257829 + Penalty 4981.128166 = -3765889.129663 nChanged 255 SP:Iteration 12Q (67179.930000 sec): 3 clusters Score: Raw -3771097.334589 + Penalty 4981.128166 = -3766116.206423 nChanged 155 SP:Iteration 13Q (67180.030000 sec): 3 clusters Score: Raw -3771240.461608 + Penalty 4981.128166 = -3766259.333442 nChanged 103 SP:Iteration 14Q (67180.120000 sec): 3 clusters Score: Raw -3771337.474491 + Penalty 4981.128166 = -3766356.346325 nChanged 59 SP:Iteration 15Q (67180.210000 sec): 3 clusters Score: Raw -3771384.635505 + Penalty 4981.128166 = -3766403.507339 nChanged 32 SP:Iteration 16Q (67180.300000 sec): 3 clusters Score: Raw -3771411.468897 + Penalty 4981.128166 = -3766430.340732 nChanged 21 SP:Iteration 17Q (67180.390000 sec): 3 clusters Score: Raw -3771430.154346 + Penalty 4981.128166 = -3766449.026180 nChanged 13 SP:Iteration 18Q (67180.480000 sec): 3 clusters Score: Raw -3771441.228560 + Penalty 4981.128166 = -3766460.100394 nChanged 8 SP:Iteration 19Q (67180.570000 sec): 3 clusters Score: Raw -3771448.864097 + Penalty 4981.128166 = -3766467.735931 nChanged 9 SP:Iteration 20F (67180.690000 sec): 3 clusters Score: Raw -3771455.687846 + Penalty 4981.128166 = -3766474.559681 nChanged 4 SP:Iteration 21Q (67180.770000 sec): 3 clusters Score: Raw -3771458.563024 + Penalty 4981.128166 = -3766477.434858 nChanged 3 SP:Iteration 22Q (67180.870000 sec): 3 clusters Score: Raw -3771461.148346 + Penalty 4981.128166 = -3766480.020180 nChanged 5 SP:Iteration 23Q (67180.960000 sec): 3 clusters Score: Raw -3771467.870078 + Penalty 4981.128166 = -3766486.741912 nChanged 8 SP:Iteration 24Q (67181.050000 sec): 3 clusters Score: Raw -3771477.278743 + Penalty 4981.128166 = -3766496.150577 nChanged 7 SP:Iteration 25Q (67181.140000 sec): 3 clusters Score: Raw -3771485.308090 + Penalty 4981.128166 = -3766504.179924 nChanged 9 SP:Iteration 26Q (67181.230000 sec): 3 clusters Score: Raw -3771495.416786 + Penalty 4981.128166 = -3766514.288620 nChanged 5 SP:Iteration 27Q (67181.310000 sec): 3 clusters Score: Raw -3771498.609815 + Penalty 4981.128166 = -3766517.481649 nChanged 1 SP:Iteration 28Q (67181.400000 sec): 3 clusters Score: Raw -3771499.234762 + Penalty 4981.128166 = -3766518.106596 nChanged 0 SP:Iteration 29F (67181.520000 sec): 3 clusters Score: Raw -3771499.234762 + Penalty 4981.128166 = -3766518.106596 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67181.550000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67181.550000 sec): 3 clusters Score: Raw -42186.873580 + Penalty 2899.833632 = -39287.039947 nChanged 86 SP:Iteration 1F (67181.550000 sec): 3 clusters Score: Raw -42438.543966 + Penalty 2899.833632 = -39538.710333 nChanged 23 SP:Iteration 2F (67181.550000 sec): 3 clusters Score: Raw -42522.918816 + Penalty 2899.833632 = -39623.085183 nChanged 14 SP:Iteration 3Q (67181.550000 sec): 3 clusters Score: Raw -42588.042756 + Penalty 2899.833632 = -39688.209124 nChanged 11 SP:Iteration 4Q (67181.550000 sec): 3 clusters Score: Raw -42617.513765 + Penalty 2899.833632 = -39717.680132 nChanged 4 SP:Iteration 5Q (67181.560000 sec): 3 clusters Score: Raw -42623.044673 + Penalty 2899.833632 = -39723.211041 nChanged 2 SP:Iteration 6Q (67181.560000 sec): 3 clusters Score: Raw -42667.397914 + Penalty 2899.833632 = -39767.564281 nChanged 6 SP:Iteration 7Q (67181.560000 sec): 3 clusters Score: Raw -42684.854443 + Penalty 2899.833632 = -39785.020811 nChanged 4 SP:Iteration 8Q (67181.560000 sec): 3 clusters Score: Raw -42698.460094 + Penalty 2899.833632 = -39798.626462 nChanged 3 SP:Iteration 9Q (67181.560000 sec): 3 clusters Score: Raw -42701.082322 + Penalty 2899.833632 = -39801.248690 nChanged 0 SP:Iteration 10F (67181.570000 sec): 3 clusters Score: Raw -42701.082322 + Penalty 2899.833632 = -39801.248690 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67181.660000 sec): 2 clusters Score: Raw -3199229.142598 + Penalty 2431.501219 = -3196797.641379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67181.760000 sec): 3 clusters Score: Raw -3188760.976198 + Penalty 4863.002438 = -3183897.973760 nChanged 7878 SP:Iteration 1F (67181.850000 sec): 3 clusters Score: Raw -3193130.632888 + Penalty 4863.002438 = -3188267.630451 nChanged 1166 SP:Iteration 2F (67181.950000 sec): 3 clusters Score: Raw -3193715.164676 + Penalty 4863.002438 = -3188852.162238 nChanged 1208 SP:Iteration 3F (67182.060000 sec): 3 clusters Score: Raw -3194441.707519 + Penalty 4863.002438 = -3189578.705081 nChanged 1227 SP:Iteration 4F (67182.150000 sec): 3 clusters Score: Raw -3195240.741704 + Penalty 4863.002438 = -3190377.739266 nChanged 1185 SP:Iteration 5F (67182.250000 sec): 3 clusters Score: Raw -3196010.276775 + Penalty 4863.002438 = -3191147.274337 nChanged 1017 SP:Iteration 6F (67182.350000 sec): 3 clusters Score: Raw -3196649.192052 + Penalty 4863.002438 = -3191786.189614 nChanged 827 SP:Iteration 7Q (67182.450000 sec): 3 clusters Score: Raw -3197163.234558 + Penalty 4863.002438 = -3192300.232120 nChanged 690 SP:Iteration 8Q (67182.550000 sec): 3 clusters Score: Raw -3197583.902327 + Penalty 4863.002438 = -3192720.899889 nChanged 563 SP:Iteration 9Q (67182.650000 sec): 3 clusters Score: Raw -3197904.898893 + Penalty 4863.002438 = -3193041.896455 nChanged 501 SP:Iteration 10Q (67182.740000 sec): 3 clusters Score: Raw -3198200.652433 + Penalty 4863.002438 = -3193337.649995 nChanged 399 SP:Iteration 11Q (67182.840000 sec): 3 clusters Score: Raw -3198446.629498 + Penalty 4863.002438 = -3193583.627060 nChanged 386 SP:Iteration 12Q (67182.930000 sec): 3 clusters Score: Raw -3198683.837813 + Penalty 4863.002438 = -3193820.835375 nChanged 341 SP:Iteration 13Q (67183.020000 sec): 3 clusters Score: Raw -3198902.703115 + Penalty 4863.002438 = -3194039.700677 nChanged 290 SP:Iteration 14Q (67183.110000 sec): 3 clusters Score: Raw -3199098.379303 + Penalty 4863.002438 = -3194235.376865 nChanged 248 SP:Iteration 15Q (67183.200000 sec): 3 clusters Score: Raw -3199259.521182 + Penalty 4863.002438 = -3194396.518745 nChanged 214 SP:Iteration 16Q (67183.290000 sec): 3 clusters Score: Raw -3199406.058680 + Penalty 4863.002438 = -3194543.056242 nChanged 197 SP:Iteration 17Q (67183.370000 sec): 3 clusters Score: Raw -3199544.899592 + Penalty 4863.002438 = -3194681.897154 nChanged 174 SP:Iteration 18Q (67183.460000 sec): 3 clusters Score: Raw -3199668.079008 + Penalty 4863.002438 = -3194805.076570 nChanged 167 SP:Iteration 19Q (67183.540000 sec): 3 clusters Score: Raw -3199779.231813 + Penalty 4863.002438 = -3194916.229375 nChanged 145 SP:Iteration 20F (67183.640000 sec): 3 clusters Score: Raw -3199888.208794 + Penalty 4863.002438 = -3195025.206356 nChanged 138 SP:Iteration 21Q (67183.720000 sec): 3 clusters Score: Raw -3199984.902548 + Penalty 4863.002438 = -3195121.900110 nChanged 136 SP:Iteration 22Q (67183.800000 sec): 3 clusters Score: Raw -3200075.706624 + Penalty 4863.002438 = -3195212.704186 nChanged 127 SP:Iteration 23Q (67183.880000 sec): 3 clusters Score: Raw -3200171.780795 + Penalty 4863.002438 = -3195308.778357 nChanged 128 SP:Iteration 24Q (67183.960000 sec): 3 clusters Score: Raw -3200242.931715 + Penalty 4863.002438 = -3195379.929277 nChanged 106 SP:Iteration 25Q (67184.040000 sec): 3 clusters Score: Raw -3200298.140311 + Penalty 4863.002438 = -3195435.137873 nChanged 85 SP:Iteration 26Q (67184.120000 sec): 3 clusters Score: Raw -3200333.467813 + Penalty 4863.002438 = -3195470.465375 nChanged 64 SP:Iteration 27Q (67184.200000 sec): 3 clusters Score: Raw -3200360.326000 + Penalty 4863.002438 = -3195497.323562 nChanged 61 SP:Iteration 28Q (67184.270000 sec): 3 clusters Score: Raw -3200388.142278 + Penalty 4863.002438 = -3195525.139840 nChanged 74 SP:Iteration 29Q (67184.350000 sec): 3 clusters Score: Raw -3200422.781614 + Penalty 4863.002438 = -3195559.779176 nChanged 65 SP:Iteration 30Q (67184.430000 sec): 3 clusters Score: Raw -3200450.434434 + Penalty 4863.002438 = -3195587.431996 nChanged 61 SP:Iteration 31Q (67184.500000 sec): 3 clusters Score: Raw -3200470.155313 + Penalty 4863.002438 = -3195607.152876 nChanged 44 SP:Iteration 32Q (67184.580000 sec): 3 clusters Score: Raw -3200482.522747 + Penalty 4863.002438 = -3195619.520309 nChanged 34 SP:Iteration 33Q (67184.650000 sec): 3 clusters Score: Raw -3200491.614745 + Penalty 4863.002438 = -3195628.612307 nChanged 31 SP:Iteration 34Q (67184.730000 sec): 3 clusters Score: Raw -3200499.903995 + Penalty 4863.002438 = -3195636.901557 nChanged 30 SP:Iteration 35Q (67184.810000 sec): 3 clusters Score: Raw -3200509.017208 + Penalty 4863.002438 = -3195646.014770 nChanged 23 SP:Iteration 36Q (67184.880000 sec): 3 clusters Score: Raw -3200514.226618 + Penalty 4863.002438 = -3195651.224181 nChanged 15 SP:Iteration 37Q (67184.960000 sec): 3 clusters Score: Raw -3200517.006720 + Penalty 4863.002438 = -3195654.004282 nChanged 8 SP:Iteration 38Q (67185.030000 sec): 3 clusters Score: Raw -3200519.080509 + Penalty 4863.002438 = -3195656.078071 nChanged 6 SP:Iteration 39Q (67185.110000 sec): 3 clusters Score: Raw -3200520.532953 + Penalty 4863.002438 = -3195657.530515 nChanged 3 SP:Iteration 40F (67185.210000 sec): 3 clusters Score: Raw -3200521.011483 + Penalty 4863.002438 = -3195658.009045 nChanged 5 SP:Iteration 41Q (67185.290000 sec): 3 clusters Score: Raw -3200521.802244 + Penalty 4863.002438 = -3195658.799806 nChanged 5 SP:Iteration 42Q (67185.370000 sec): 3 clusters Score: Raw -3200523.107600 + Penalty 4863.002438 = -3195660.105162 nChanged 6 SP:Iteration 43Q (67185.440000 sec): 3 clusters Score: Raw -3200524.416280 + Penalty 4863.002438 = -3195661.413842 nChanged 7 SP:Iteration 44Q (67185.520000 sec): 3 clusters Score: Raw -3200526.439763 + Penalty 4863.002438 = -3195663.437325 nChanged 11 SP:Iteration 45Q (67185.600000 sec): 3 clusters Score: Raw -3200529.389992 + Penalty 4863.002438 = -3195666.387554 nChanged 13 SP:Iteration 46Q (67185.670000 sec): 3 clusters Score: Raw -3200532.483199 + Penalty 4863.002438 = -3195669.480762 nChanged 11 SP:Iteration 47Q (67185.750000 sec): 3 clusters Score: Raw -3200535.349650 + Penalty 4863.002438 = -3195672.347212 nChanged 8 SP:Iteration 48Q (67185.830000 sec): 3 clusters Score: Raw -3200537.638356 + Penalty 4863.002438 = -3195674.635918 nChanged 11 SP:Iteration 49Q (67185.900000 sec): 3 clusters Score: Raw -3200539.886927 + Penalty 4863.002438 = -3195676.884489 nChanged 6 SP:Iteration 50Q (67185.980000 sec): 3 clusters Score: Raw -3200540.695655 + Penalty 4863.002438 = -3195677.693217 nChanged 2 SP:Iteration 51Q (67186.050000 sec): 3 clusters Score: Raw -3200541.154700 + Penalty 4863.002438 = -3195678.152263 nChanged 1 SP:Iteration 52Q (67186.130000 sec): 3 clusters Score: Raw -3200541.196540 + Penalty 4863.002438 = -3195678.194102 nChanged 0 SP:Iteration 53F (67186.230000 sec): 3 clusters Score: Raw -3200541.196540 + Penalty 4863.002438 = -3195678.194102 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67187.300000 sec): 2 clusters Score: Raw -38112279.408550 + Penalty 3051.300314 = -38109228.108236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67188.490000 sec): 3 clusters Score: Raw -37967407.548775 + Penalty 6102.600628 = -37961304.948148 nChanged 106174 SP:Iteration 1F (67189.710000 sec): 3 clusters Score: Raw -38030230.787803 + Penalty 6102.600628 = -38024128.187176 nChanged 6099 SP:Iteration 2Q (67190.950000 sec): 3 clusters Score: Raw -38031645.557921 + Penalty 6102.600628 = -38025542.957294 nChanged 6980 SP:Iteration 3Q (67192.190000 sec): 3 clusters Score: Raw -38033685.351524 + Penalty 6102.600628 = -38027582.750896 nChanged 8424 SP:Iteration 4Q (67193.410000 sec): 3 clusters Score: Raw -38036876.500568 + Penalty 6102.600628 = -38030773.899941 nChanged 10454 SP:Iteration 5Q (67194.650000 sec): 3 clusters Score: Raw -38042107.841573 + Penalty 6102.600628 = -38036005.240945 nChanged 12962 SP:Iteration 6F (67195.860000 sec): 3 clusters Score: Raw -38050494.519222 + Penalty 6102.600628 = -38044391.918594 nChanged 15064 SP:Iteration 7F (67197.050000 sec): 3 clusters Score: Raw -38062184.578873 + Penalty 6102.600628 = -38056081.978245 nChanged 15309 SP:Iteration 8F (67198.270000 sec): 3 clusters Score: Raw -38075412.727496 + Penalty 6102.600628 = -38069310.126868 nChanged 13098 SP:Iteration 9F (67199.450000 sec): 3 clusters Score: Raw -38087196.157971 + Penalty 6102.600628 = -38081093.557344 nChanged 9958 SP:Iteration 10Q (67200.560000 sec): 3 clusters Score: Raw -38095418.061255 + Penalty 6102.600628 = -38089315.460627 nChanged 6940 SP:Iteration 11Q (67201.620000 sec): 3 clusters Score: Raw -38100174.410982 + Penalty 6102.600628 = -38094071.810354 nChanged 5034 SP:Iteration 12Q (67202.640000 sec): 3 clusters Score: Raw -38103111.624494 + Penalty 6102.600628 = -38097009.023867 nChanged 3796 SP:Iteration 13Q (67203.620000 sec): 3 clusters Score: Raw -38105093.232038 + Penalty 6102.600628 = -38098990.631410 nChanged 2944 SP:Iteration 14Q (67204.600000 sec): 3 clusters Score: Raw -38106458.885365 + Penalty 6102.600628 = -38100356.284737 nChanged 2458 SP:Iteration 15Q (67205.560000 sec): 3 clusters Score: Raw -38107529.349973 + Penalty 6102.600628 = -38101426.749346 nChanged 2129 SP:Iteration 16Q (67206.500000 sec): 3 clusters Score: Raw -38108410.848179 + Penalty 6102.600628 = -38102308.247551 nChanged 1800 SP:Iteration 17Q (67207.430000 sec): 3 clusters Score: Raw -38109111.818413 + Penalty 6102.600628 = -38103009.217785 nChanged 1641 SP:Iteration 18Q (67208.360000 sec): 3 clusters Score: Raw -38109749.165779 + Penalty 6102.600628 = -38103646.565151 nChanged 1393 SP:Iteration 19Q (67209.270000 sec): 3 clusters Score: Raw -38110267.925273 + Penalty 6102.600628 = -38104165.324646 nChanged 1166 SP:Iteration 20F (67210.450000 sec): 3 clusters Score: Raw -38110688.716224 + Penalty 6102.600628 = -38104586.115596 nChanged 982 SP:Iteration 21Q (67211.350000 sec): 3 clusters Score: Raw -38111026.045177 + Penalty 6102.600628 = -38104923.444549 nChanged 848 SP:Iteration 22Q (67212.250000 sec): 3 clusters Score: Raw -38111300.809368 + Penalty 6102.600628 = -38105198.208741 nChanged 709 SP:Iteration 23Q (67213.120000 sec): 3 clusters Score: Raw -38111533.736721 + Penalty 6102.600628 = -38105431.136094 nChanged 593 SP:Iteration 24Q (67214.000000 sec): 3 clusters Score: Raw -38111723.356536 + Penalty 6102.600628 = -38105620.755908 nChanged 528 SP:Iteration 25Q (67214.860000 sec): 3 clusters Score: Raw -38111897.606974 + Penalty 6102.600628 = -38105795.006346 nChanged 494 SP:Iteration 26Q (67215.730000 sec): 3 clusters Score: Raw -38112063.051758 + Penalty 6102.600628 = -38105960.451131 nChanged 399 SP:Iteration 27Q (67216.580000 sec): 3 clusters Score: Raw -38112190.085919 + Penalty 6102.600628 = -38106087.485291 nChanged 353 SP:Iteration 28Q (67217.440000 sec): 3 clusters Score: Raw -38112297.309970 + Penalty 6102.600628 = -38106194.709342 nChanged 279 SP:Iteration 29Q (67218.330000 sec): 3 clusters Score: Raw -38112383.544395 + Penalty 6102.600628 = -38106280.943768 nChanged 239 SP:Iteration 30Q (67219.190000 sec): 3 clusters Score: Raw -38112453.308227 + Penalty 6102.600628 = -38106350.707599 nChanged 194 SP:Iteration 31Q (67220.050000 sec): 3 clusters Score: Raw -38112506.162555 + Penalty 6102.600628 = -38106403.561927 nChanged 151 SP:Iteration 32Q (67220.900000 sec): 3 clusters Score: Raw -38112545.771631 + Penalty 6102.600628 = -38106443.171003 nChanged 140 SP:Iteration 33Q (67221.740000 sec): 3 clusters Score: Raw -38112584.203485 + Penalty 6102.600628 = -38106481.602857 nChanged 102 SP:Iteration 34Q (67222.590000 sec): 3 clusters Score: Raw -38112607.459679 + Penalty 6102.600628 = -38106504.859052 nChanged 88 SP:Iteration 35Q (67223.420000 sec): 3 clusters Score: Raw -38112629.099053 + Penalty 6102.600628 = -38106526.498426 nChanged 75 SP:Iteration 36Q (67224.260000 sec): 3 clusters Score: Raw -38112649.270525 + Penalty 6102.600628 = -38106546.669897 nChanged 66 SP:Iteration 37Q (67225.100000 sec): 3 clusters Score: Raw -38112666.848353 + Penalty 6102.600628 = -38106564.247726 nChanged 74 SP:Iteration 38Q (67225.950000 sec): 3 clusters Score: Raw -38112686.562628 + Penalty 6102.600628 = -38106583.962000 nChanged 71 SP:Iteration 39Q (67226.790000 sec): 3 clusters Score: Raw -38112703.877169 + Penalty 6102.600628 = -38106601.276541 nChanged 56 SP:Iteration 40F (67227.920000 sec): 3 clusters Score: Raw -38112717.095698 + Penalty 6102.600628 = -38106614.495070 nChanged 51 SP:Iteration 41Q (67228.760000 sec): 3 clusters Score: Raw -38112730.807688 + Penalty 6102.600628 = -38106628.207060 nChanged 54 SP:Iteration 42Q (67229.590000 sec): 3 clusters Score: Raw -38112744.766709 + Penalty 6102.600628 = -38106642.166082 nChanged 48 SP:Iteration 43Q (67230.430000 sec): 3 clusters Score: Raw -38112757.427127 + Penalty 6102.600628 = -38106654.826499 nChanged 46 SP:Iteration 44Q (67231.250000 sec): 3 clusters Score: Raw -38112767.725351 + Penalty 6102.600628 = -38106665.124723 nChanged 48 SP:Iteration 45Q (67232.070000 sec): 3 clusters Score: Raw -38112778.720940 + Penalty 6102.600628 = -38106676.120312 nChanged 41 SP:Iteration 46Q (67232.900000 sec): 3 clusters Score: Raw -38112790.332737 + Penalty 6102.600628 = -38106687.732109 nChanged 46 SP:Iteration 47Q (67233.720000 sec): 3 clusters Score: Raw -38112801.106191 + Penalty 6102.600628 = -38106698.505563 nChanged 34 SP:Iteration 48Q (67234.540000 sec): 3 clusters Score: Raw -38112809.652587 + Penalty 6102.600628 = -38106707.051959 nChanged 38 SP:Iteration 49Q (67235.390000 sec): 3 clusters Score: Raw -38112817.824433 + Penalty 6102.600628 = -38106715.223805 nChanged 27 SP:Iteration 50Q (67236.270000 sec): 3 clusters Score: Raw -38112824.123588 + Penalty 6102.600628 = -38106721.522960 nChanged 22 SP:Iteration 51Q (67237.150000 sec): 3 clusters Score: Raw -38112829.505364 + Penalty 6102.600628 = -38106726.904736 nChanged 24 SP:Iteration 52Q (67238.010000 sec): 3 clusters Score: Raw -38112835.356626 + Penalty 6102.600628 = -38106732.755998 nChanged 28 SP:Iteration 53Q (67238.870000 sec): 3 clusters Score: Raw -38112843.583392 + Penalty 6102.600628 = -38106740.982765 nChanged 23 SP:Iteration 54Q (67239.790000 sec): 3 clusters Score: Raw -38112849.355537 + Penalty 6102.600628 = -38106746.754909 nChanged 23 SP:Iteration 55Q (67240.680000 sec): 3 clusters Score: Raw -38112854.573967 + Penalty 6102.600628 = -38106751.973340 nChanged 14 SP:Iteration 56Q (67241.540000 sec): 3 clusters Score: Raw -38112858.533241 + Penalty 6102.600628 = -38106755.932613 nChanged 11 SP:Iteration 57Q (67242.410000 sec): 3 clusters Score: Raw -38112861.038627 + Penalty 6102.600628 = -38106758.437999 nChanged 6 SP:Iteration 58Q (67243.280000 sec): 3 clusters Score: Raw -38112862.331014 + Penalty 6102.600628 = -38106759.730386 nChanged 5 SP:Iteration 59Q (67244.140000 sec): 3 clusters Score: Raw -38112863.245098 + Penalty 6102.600628 = -38106760.644470 nChanged 3 SP:Iteration 60F (67245.330000 sec): 3 clusters Score: Raw -38112864.382981 + Penalty 6102.600628 = -38106761.782353 nChanged 6 SP:Iteration 61Q (67246.190000 sec): 3 clusters Score: Raw -38112866.030027 + Penalty 6102.600628 = -38106763.429399 nChanged 7 SP:Iteration 62Q (67247.050000 sec): 3 clusters Score: Raw -38112867.975475 + Penalty 6102.600628 = -38106765.374848 nChanged 10 SP:Iteration 63Q (67247.930000 sec): 3 clusters Score: Raw -38112870.469452 + Penalty 6102.600628 = -38106767.868824 nChanged 12 SP:Iteration 64Q (67248.800000 sec): 3 clusters Score: Raw -38112873.933893 + Penalty 6102.600628 = -38106771.333265 nChanged 16 SP:Iteration 65Q (67249.660000 sec): 3 clusters Score: Raw -38112878.022797 + Penalty 6102.600628 = -38106775.422169 nChanged 17 SP:Iteration 66Q (67250.530000 sec): 3 clusters Score: Raw -38112882.218339 + Penalty 6102.600628 = -38106779.617712 nChanged 14 SP:Iteration 67Q (67251.400000 sec): 3 clusters Score: Raw -38112885.479499 + Penalty 6102.600628 = -38106782.878871 nChanged 16 SP:Iteration 68Q (67252.280000 sec): 3 clusters Score: Raw -38112889.597353 + Penalty 6102.600628 = -38106786.996725 nChanged 16 SP:Iteration 69Q (67253.180000 sec): 3 clusters Score: Raw -38112894.345476 + Penalty 6102.600628 = -38106791.744848 nChanged 15 SP:Iteration 70Q (67254.070000 sec): 3 clusters Score: Raw -38112897.497799 + Penalty 6102.600628 = -38106794.897171 nChanged 11 SP:Iteration 71Q (67254.940000 sec): 3 clusters Score: Raw -38112901.103660 + Penalty 6102.600628 = -38106798.503032 nChanged 18 SP:Iteration 72Q (67255.810000 sec): 3 clusters Score: Raw -38112906.512971 + Penalty 6102.600628 = -38106803.912344 nChanged 19 SP:Iteration 73Q (67256.690000 sec): 3 clusters Score: Raw -38112911.748724 + Penalty 6102.600628 = -38106809.148096 nChanged 24 SP:Iteration 74Q (67257.560000 sec): 3 clusters Score: Raw -38112918.106775 + Penalty 6102.600628 = -38106815.506147 nChanged 20 SP:Iteration 75Q (67258.430000 sec): 3 clusters Score: Raw -38112922.931320 + Penalty 6102.600628 = -38106820.330692 nChanged 14 SP:Iteration 76Q (67259.290000 sec): 3 clusters Score: Raw -38112926.999265 + Penalty 6102.600628 = -38106824.398637 nChanged 17 SP:Iteration 77Q (67260.150000 sec): 3 clusters Score: Raw -38112930.941147 + Penalty 6102.600628 = -38106828.340519 nChanged 6 SP:Iteration 78Q (67261.020000 sec): 3 clusters Score: Raw -38112932.265621 + Penalty 6102.600628 = -38106829.664993 nChanged 6 SP:Iteration 79Q (67261.900000 sec): 3 clusters Score: Raw -38112933.689252 + Penalty 6102.600628 = -38106831.088625 nChanged 7 SP:Iteration 80F (67263.100000 sec): 3 clusters Score: Raw -38112934.774390 + Penalty 6102.600628 = -38106832.173762 nChanged 2 SP:Iteration 81Q (67263.970000 sec): 3 clusters Score: Raw -38112935.219772 + Penalty 6102.600628 = -38106832.619145 nChanged 1 SP:Iteration 82Q (67264.820000 sec): 3 clusters Score: Raw -38112935.512304 + Penalty 6102.600628 = -38106832.911676 nChanged 3 SP:Iteration 83Q (67265.690000 sec): 3 clusters Score: Raw -38112936.233051 + Penalty 6102.600628 = -38106833.632423 nChanged 4 SP:Iteration 84Q (67266.600000 sec): 3 clusters Score: Raw -38112937.240643 + Penalty 6102.600628 = -38106834.640015 nChanged 4 SP:Iteration 85Q (67267.490000 sec): 3 clusters Score: Raw -38112937.903160 + Penalty 6102.600628 = -38106835.302532 nChanged 4 SP:Iteration 86Q (67268.340000 sec): 3 clusters Score: Raw -38112938.510574 + Penalty 6102.600628 = -38106835.909946 nChanged 1 SP:Iteration 87Q (67269.200000 sec): 3 clusters Score: Raw -38112938.834009 + Penalty 6102.600628 = -38106836.233381 nChanged 3 SP:Iteration 88Q (67270.080000 sec): 3 clusters Score: Raw -38112939.694482 + Penalty 6102.600628 = -38106837.093854 nChanged 4 SP:Iteration 89Q (67270.950000 sec): 3 clusters Score: Raw -38112940.872102 + Penalty 6102.600628 = -38106838.271475 nChanged 4 SP:Iteration 90Q (67271.830000 sec): 3 clusters Score: Raw -38112941.494218 + Penalty 6102.600628 = -38106838.893590 nChanged 1 SP:Iteration 91Q (67272.690000 sec): 3 clusters Score: Raw -38112941.642672 + Penalty 6102.600628 = -38106839.042045 nChanged 0 SP:Iteration 92F (67273.890000 sec): 3 clusters Score: Raw -38112941.642672 + Penalty 6102.600628 = -38106839.042045 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67274.040000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67274.050000 sec): 3 clusters Score: Raw -273511.786058 + Penalty 3665.223721 = -269846.562337 nChanged 475 SP:Iteration 1F (67274.060000 sec): 3 clusters Score: Raw -273934.347362 + Penalty 3665.223721 = -270269.123641 nChanged 138 SP:Iteration 2F (67274.070000 sec): 3 clusters Score: Raw -274115.468954 + Penalty 3665.223721 = -270450.245233 nChanged 89 SP:Iteration 3F (67274.080000 sec): 3 clusters Score: Raw -274236.800093 + Penalty 3665.223721 = -270571.576372 nChanged 74 SP:Iteration 4Q (67274.090000 sec): 3 clusters Score: Raw -274347.538884 + Penalty 3665.223721 = -270682.315163 nChanged 69 SP:Iteration 5Q (67274.090000 sec): 3 clusters Score: Raw -274428.808038 + Penalty 3665.223721 = -270763.584317 nChanged 66 SP:Iteration 6Q (67274.100000 sec): 3 clusters Score: Raw -274502.446015 + Penalty 3665.223721 = -270837.222294 nChanged 47 SP:Iteration 7Q (67274.110000 sec): 3 clusters Score: Raw -274554.546526 + Penalty 3665.223721 = -270889.322805 nChanged 38 SP:Iteration 8Q (67274.120000 sec): 3 clusters Score: Raw -274594.121493 + Penalty 3665.223721 = -270928.897772 nChanged 38 SP:Iteration 9Q (67274.130000 sec): 3 clusters Score: Raw -274638.564885 + Penalty 3665.223721 = -270973.341164 nChanged 33 SP:Iteration 10Q (67274.140000 sec): 3 clusters Score: Raw -274678.831616 + Penalty 3665.223721 = -271013.607894 nChanged 23 SP:Iteration 11Q (67274.150000 sec): 3 clusters Score: Raw -274706.975885 + Penalty 3665.223721 = -271041.752164 nChanged 19 SP:Iteration 12Q (67274.150000 sec): 3 clusters Score: Raw -274729.542042 + Penalty 3665.223721 = -271064.318321 nChanged 19 SP:Iteration 13Q (67274.170000 sec): 3 clusters Score: Raw -274750.005721 + Penalty 3665.223721 = -271084.782000 nChanged 15 SP:Iteration 14Q (67274.170000 sec): 3 clusters Score: Raw -274770.542387 + Penalty 3665.223721 = -271105.318666 nChanged 14 SP:Iteration 15Q (67274.180000 sec): 3 clusters Score: Raw -274787.661635 + Penalty 3665.223721 = -271122.437914 nChanged 18 SP:Iteration 16Q (67274.190000 sec): 3 clusters Score: Raw -274808.953557 + Penalty 3665.223721 = -271143.729836 nChanged 10 SP:Iteration 17Q (67274.200000 sec): 3 clusters Score: Raw -274821.560068 + Penalty 3665.223721 = -271156.336347 nChanged 6 SP:Iteration 18Q (67274.210000 sec): 3 clusters Score: Raw -274830.708435 + Penalty 3665.223721 = -271165.484714 nChanged 7 SP:Iteration 19Q (67274.210000 sec): 3 clusters Score: Raw -274837.184761 + Penalty 3665.223721 = -271171.961040 nChanged 9 SP:Iteration 20F (67274.220000 sec): 3 clusters Score: Raw -274846.087753 + Penalty 3665.223721 = -271180.864032 nChanged 4 SP:Iteration 21Q (67274.230000 sec): 3 clusters Score: Raw -274853.086211 + Penalty 3665.223721 = -271187.862490 nChanged 5 SP:Iteration 22Q (67274.240000 sec): 3 clusters Score: Raw -274860.991609 + Penalty 3665.223721 = -271195.767888 nChanged 6 SP:Iteration 23Q (67274.250000 sec): 3 clusters Score: Raw -274866.728520 + Penalty 3665.223721 = -271201.504799 nChanged 3 SP:Iteration 24Q (67274.260000 sec): 3 clusters Score: Raw -274871.961968 + Penalty 3665.223721 = -271206.738247 nChanged 3 SP:Iteration 25Q (67274.270000 sec): 3 clusters Score: Raw -274876.106336 + Penalty 3665.223721 = -271210.882615 nChanged 2 SP:Iteration 26Q (67274.270000 sec): 3 clusters Score: Raw -274878.522746 + Penalty 3665.223721 = -271213.299025 nChanged 1 SP:Iteration 27Q (67274.280000 sec): 3 clusters Score: Raw -274878.872222 + Penalty 3665.223721 = -271213.648501 nChanged 1 SP:Iteration 28Q (67274.290000 sec): 3 clusters Score: Raw -274880.789709 + Penalty 3665.223721 = -271215.565988 nChanged 2 SP:Iteration 29Q (67274.300000 sec): 3 clusters Score: Raw -274882.411503 + Penalty 3665.223721 = -271217.187782 nChanged 3 SP:Iteration 30Q (67274.310000 sec): 3 clusters Score: Raw -274885.614550 + Penalty 3665.223721 = -271220.390829 nChanged 2 SP:Iteration 31Q (67274.310000 sec): 3 clusters Score: Raw -274887.443951 + Penalty 3665.223721 = -271222.220230 nChanged 0 SP:Iteration 32F (67274.330000 sec): 3 clusters Score: Raw -274887.443951 + Penalty 3665.223721 = -271222.220230 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67274.340000 sec): 2 clusters Score: Raw -110474.490398 + Penalty 1611.947186 = -108862.543212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67274.340000 sec): 3 clusters Score: Raw -110447.827340 + Penalty 3223.894372 = -107223.932968 nChanged 119 SP:Iteration 1F (67274.350000 sec): 3 clusters Score: Raw -110630.272139 + Penalty 3223.894372 = -107406.377767 nChanged 33 SP:Iteration 2Q (67274.350000 sec): 3 clusters Score: Raw -110696.549889 + Penalty 3223.894372 = -107472.655516 nChanged 18 SP:Iteration 3Q (67274.350000 sec): 3 clusters Score: Raw -110729.760315 + Penalty 3223.894372 = -107505.865942 nChanged 9 SP:Iteration 4Q (67274.360000 sec): 3 clusters Score: Raw -110745.548439 + Penalty 3223.894372 = -107521.654067 nChanged 6 SP:Iteration 5Q (67274.360000 sec): 3 clusters Score: Raw -110759.039469 + Penalty 3223.894372 = -107535.145097 nChanged 6 SP:Iteration 6Q (67274.370000 sec): 3 clusters Score: Raw -110787.123357 + Penalty 3223.894372 = -107563.228985 nChanged 8 SP:Iteration 7Q (67274.370000 sec): 3 clusters Score: Raw -110812.256791 + Penalty 3223.894372 = -107588.362419 nChanged 7 SP:Iteration 8Q (67274.370000 sec): 3 clusters Score: Raw -110824.532472 + Penalty 3223.894372 = -107600.638100 nChanged 4 SP:Iteration 9Q (67274.380000 sec): 3 clusters Score: Raw -110831.982968 + Penalty 3223.894372 = -107608.088596 nChanged 4 SP:Iteration 10Q (67274.380000 sec): 3 clusters Score: Raw -110839.349970 + Penalty 3223.894372 = -107615.455598 nChanged 3 SP:Iteration 11Q (67274.390000 sec): 3 clusters Score: Raw -110844.203517 + Penalty 3223.894372 = -107620.309145 nChanged 1 SP:Iteration 12Q (67274.390000 sec): 3 clusters Score: Raw -110845.957677 + Penalty 3223.894372 = -107622.063304 nChanged 2 SP:Iteration 13Q (67274.390000 sec): 3 clusters Score: Raw -110849.027976 + Penalty 3223.894372 = -107625.133604 nChanged 0 SP:Iteration 14F (67274.400000 sec): 3 clusters Score: Raw -110849.027976 + Penalty 3223.894372 = -107625.133604 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67275.570000 sec): 2 clusters Score: Raw -42764573.638409 + Penalty 3061.986846 = -42761511.651563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67276.860000 sec): 3 clusters Score: Raw -42612969.259141 + Penalty 6123.973691 = -42606845.285450 nChanged 111018 SP:Iteration 1F (67278.130000 sec): 3 clusters Score: Raw -42678278.347146 + Penalty 6123.973691 = -42672154.373454 nChanged 5688 SP:Iteration 2Q (67279.440000 sec): 3 clusters Score: Raw -42679258.258836 + Penalty 6123.973691 = -42673134.285145 nChanged 5814 SP:Iteration 3Q (67280.780000 sec): 3 clusters Score: Raw -42680374.126167 + Penalty 6123.973691 = -42674250.152476 nChanged 6241 SP:Iteration 4Q (67282.090000 sec): 3 clusters Score: Raw -42681736.931630 + Penalty 6123.973691 = -42675612.957939 nChanged 6794 SP:Iteration 5Q (67283.430000 sec): 3 clusters Score: Raw -42683459.641008 + Penalty 6123.973691 = -42677335.667317 nChanged 7653 SP:Iteration 6Q (67284.730000 sec): 3 clusters Score: Raw -42685721.267151 + Penalty 6123.973691 = -42679597.293460 nChanged 8624 SP:Iteration 7Q (67286.070000 sec): 3 clusters Score: Raw -42688788.890285 + Penalty 6123.973691 = -42682664.916594 nChanged 9821 SP:Iteration 8Q (67287.380000 sec): 3 clusters Score: Raw -42693166.010207 + Penalty 6123.973691 = -42687042.036516 nChanged 11351 SP:Iteration 9Q (67288.680000 sec): 3 clusters Score: Raw -42699693.938798 + Penalty 6123.973691 = -42693569.965107 nChanged 13199 SP:Iteration 10F (67289.960000 sec): 3 clusters Score: Raw -42709062.227201 + Penalty 6123.973691 = -42702938.253510 nChanged 13821 SP:Iteration 11F (67291.250000 sec): 3 clusters Score: Raw -42718802.315576 + Penalty 6123.973691 = -42712678.341885 nChanged 11848 SP:Iteration 12F (67292.540000 sec): 3 clusters Score: Raw -42725006.446038 + Penalty 6123.973691 = -42718882.472347 nChanged 7929 SP:Iteration 13Q (67293.810000 sec): 3 clusters Score: Raw -42727587.228730 + Penalty 6123.973691 = -42721463.255039 nChanged 4777 SP:Iteration 14Q (67295.070000 sec): 3 clusters Score: Raw -42728776.053267 + Penalty 6123.973691 = -42722652.079576 nChanged 3709 SP:Iteration 15Q (67296.300000 sec): 3 clusters Score: Raw -42729706.924003 + Penalty 6123.973691 = -42723582.950312 nChanged 3735 SP:Iteration 16Q (67297.540000 sec): 3 clusters Score: Raw -42730683.235139 + Penalty 6123.973691 = -42724559.261448 nChanged 3937 SP:Iteration 17Q (67298.780000 sec): 3 clusters Score: Raw -42731780.118014 + Penalty 6123.973691 = -42725656.144323 nChanged 4060 SP:Iteration 18Q (67299.990000 sec): 3 clusters Score: Raw -42732973.670722 + Penalty 6123.973691 = -42726849.697031 nChanged 4251 SP:Iteration 19Q (67301.190000 sec): 3 clusters Score: Raw -42734301.541367 + Penalty 6123.973691 = -42728177.567676 nChanged 4376 SP:Iteration 20F (67302.460000 sec): 3 clusters Score: Raw -42735775.607525 + Penalty 6123.973691 = -42729651.633834 nChanged 4710 SP:Iteration 21Q (67303.660000 sec): 3 clusters Score: Raw -42737524.990349 + Penalty 6123.973691 = -42731401.016658 nChanged 4755 SP:Iteration 22Q (67304.830000 sec): 3 clusters Score: Raw -42739439.579085 + Penalty 6123.973691 = -42733315.605394 nChanged 4909 SP:Iteration 23Q (67305.980000 sec): 3 clusters Score: Raw -42741592.993358 + Penalty 6123.973691 = -42735469.019667 nChanged 4870 SP:Iteration 24Q (67307.140000 sec): 3 clusters Score: Raw -42743931.726119 + Penalty 6123.973691 = -42737807.752428 nChanged 4803 SP:Iteration 25Q (67308.260000 sec): 3 clusters Score: Raw -42746414.715387 + Penalty 6123.973691 = -42740290.741696 nChanged 4629 SP:Iteration 26Q (67309.350000 sec): 3 clusters Score: Raw -42748968.465212 + Penalty 6123.973691 = -42742844.491521 nChanged 4377 SP:Iteration 27Q (67310.430000 sec): 3 clusters Score: Raw -42751564.586705 + Penalty 6123.973691 = -42745440.613014 nChanged 4071 SP:Iteration 28Q (67311.480000 sec): 3 clusters Score: Raw -42754129.687749 + Penalty 6123.973691 = -42748005.714058 nChanged 3667 SP:Iteration 29Q (67312.500000 sec): 3 clusters Score: Raw -42756608.207016 + Penalty 6123.973691 = -42750484.233325 nChanged 3190 SP:Iteration 30Q (67313.490000 sec): 3 clusters Score: Raw -42758869.977866 + Penalty 6123.973691 = -42752746.004175 nChanged 2579 SP:Iteration 31Q (67314.460000 sec): 3 clusters Score: Raw -42760750.619320 + Penalty 6123.973691 = -42754626.645629 nChanged 2060 SP:Iteration 32Q (67315.410000 sec): 3 clusters Score: Raw -42762266.963620 + Penalty 6123.973691 = -42756142.989929 nChanged 1419 SP:Iteration 33Q (67316.340000 sec): 3 clusters Score: Raw -42763327.165153 + Penalty 6123.973691 = -42757203.191462 nChanged 955 SP:Iteration 34Q (67317.260000 sec): 3 clusters Score: Raw -42763982.620477 + Penalty 6123.973691 = -42757858.646786 nChanged 554 SP:Iteration 35Q (67318.170000 sec): 3 clusters Score: Raw -42764359.296127 + Penalty 6123.973691 = -42758235.322436 nChanged 305 SP:Iteration 36Q (67319.090000 sec): 3 clusters Score: Raw -42764555.582261 + Penalty 6123.973691 = -42758431.608570 nChanged 172 SP:Iteration 37Q (67320.000000 sec): 3 clusters Score: Raw -42764680.237674 + Penalty 6123.973691 = -42758556.263983 nChanged 109 SP:Iteration 38Q (67320.930000 sec): 3 clusters Score: Raw -42764762.643035 + Penalty 6123.973691 = -42758638.669344 nChanged 75 SP:Iteration 39Q (67321.860000 sec): 3 clusters Score: Raw -42764817.516373 + Penalty 6123.973691 = -42758693.542682 nChanged 51 SP:Iteration 40F (67323.120000 sec): 3 clusters Score: Raw -42764855.779690 + Penalty 6123.973691 = -42758731.805999 nChanged 37 SP:Iteration 41Q (67324.040000 sec): 3 clusters Score: Raw -42764885.728392 + Penalty 6123.973691 = -42758761.754701 nChanged 28 SP:Iteration 42Q (67324.940000 sec): 3 clusters Score: Raw -42764906.117168 + Penalty 6123.973691 = -42758782.143477 nChanged 20 SP:Iteration 43Q (67325.850000 sec): 3 clusters Score: Raw -42764920.808696 + Penalty 6123.973691 = -42758796.835005 nChanged 17 SP:Iteration 44Q (67326.760000 sec): 3 clusters Score: Raw -42764932.806128 + Penalty 6123.973691 = -42758808.832437 nChanged 16 SP:Iteration 45Q (67327.670000 sec): 3 clusters Score: Raw -42764944.012824 + Penalty 6123.973691 = -42758820.039133 nChanged 11 SP:Iteration 46Q (67328.570000 sec): 3 clusters Score: Raw -42764954.722026 + Penalty 6123.973691 = -42758830.748335 nChanged 16 SP:Iteration 47Q (67329.460000 sec): 3 clusters Score: Raw -42764969.014543 + Penalty 6123.973691 = -42758845.040852 nChanged 17 SP:Iteration 48Q (67330.360000 sec): 3 clusters Score: Raw -42764986.071725 + Penalty 6123.973691 = -42758862.098034 nChanged 14 SP:Iteration 49Q (67331.250000 sec): 3 clusters Score: Raw -42764998.811403 + Penalty 6123.973691 = -42758874.837712 nChanged 11 SP:Iteration 50Q (67332.160000 sec): 3 clusters Score: Raw -42765006.995219 + Penalty 6123.973691 = -42758883.021528 nChanged 7 SP:Iteration 51Q (67333.050000 sec): 3 clusters Score: Raw -42765012.583705 + Penalty 6123.973691 = -42758888.610014 nChanged 5 SP:Iteration 52Q (67333.960000 sec): 3 clusters Score: Raw -42765016.057254 + Penalty 6123.973691 = -42758892.083563 nChanged 0 SP:Iteration 53F (67335.290000 sec): 3 clusters Score: Raw -42765016.057254 + Penalty 6123.973691 = -42758892.083563 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67335.440000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67335.450000 sec): 3 clusters Score: Raw -46499.547523 + Penalty 2832.371801 = -43667.175723 nChanged 52 SP:Iteration 1F (67335.450000 sec): 3 clusters Score: Raw -46643.174308 + Penalty 2832.371801 = -43810.802507 nChanged 12 SP:Iteration 2Q (67335.450000 sec): 3 clusters Score: Raw -46676.015286 + Penalty 2832.371801 = -43843.643486 nChanged 7 SP:Iteration 3Q (67335.450000 sec): 3 clusters Score: Raw -46709.440393 + Penalty 2832.371801 = -43877.068593 nChanged 2 SP:Iteration 4Q (67335.450000 sec): 3 clusters Score: Raw -46713.422167 + Penalty 2832.371801 = -43881.050366 nChanged 0 SP:Iteration 5F (67335.450000 sec): 3 clusters Score: Raw -46713.422167 + Penalty 2832.371801 = -43881.050366 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67335.460000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67335.470000 sec): 3 clusters Score: Raw -80980.185707 + Penalty 3100.944326 = -77879.241381 nChanged 100 SP:Iteration 1F (67335.470000 sec): 3 clusters Score: Raw -81152.463930 + Penalty 3100.944326 = -78051.519604 nChanged 30 SP:Iteration 2F (67335.470000 sec): 3 clusters Score: Raw -81230.826955 + Penalty 3100.944326 = -78129.882629 nChanged 11 SP:Iteration 3Q (67335.470000 sec): 3 clusters Score: Raw -81256.549653 + Penalty 3100.944326 = -78155.605327 nChanged 7 SP:Iteration 4Q (67335.480000 sec): 3 clusters Score: Raw -81271.807664 + Penalty 3100.944326 = -78170.863338 nChanged 3 SP:Iteration 5Q (67335.480000 sec): 3 clusters Score: Raw -81278.022268 + Penalty 3100.944326 = -78177.077942 nChanged 0 SP:Iteration 6F (67335.490000 sec): 3 clusters Score: Raw -81278.022268 + Penalty 3100.944326 = -78177.077942 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67335.490000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67335.500000 sec): 3 clusters Score: Raw -81930.816371 + Penalty 3110.410262 = -78820.406109 nChanged 103 SP:Iteration 1F (67335.500000 sec): 3 clusters Score: Raw -82228.677201 + Penalty 3110.410262 = -79118.266938 nChanged 37 SP:Iteration 2F (67335.510000 sec): 3 clusters Score: Raw -82314.101028 + Penalty 3110.410262 = -79203.690766 nChanged 18 SP:Iteration 3Q (67335.510000 sec): 3 clusters Score: Raw -82362.707173 + Penalty 3110.410262 = -79252.296911 nChanged 6 SP:Iteration 4Q (67335.510000 sec): 3 clusters Score: Raw -82387.933754 + Penalty 3110.410262 = -79277.523492 nChanged 6 SP:Iteration 5Q (67335.510000 sec): 3 clusters Score: Raw -82406.754679 + Penalty 3110.410262 = -79296.344416 nChanged 6 SP:Iteration 6Q (67335.520000 sec): 3 clusters Score: Raw -82417.084168 + Penalty 3110.410262 = -79306.673906 nChanged 3 SP:Iteration 7Q (67335.520000 sec): 3 clusters Score: Raw -82425.690892 + Penalty 3110.410262 = -79315.280630 nChanged 3 SP:Iteration 8Q (67335.520000 sec): 3 clusters Score: Raw -82433.537469 + Penalty 3110.410262 = -79323.127207 nChanged 1 SP:Iteration 9Q (67335.530000 sec): 3 clusters Score: Raw -82436.041364 + Penalty 3110.410262 = -79325.631102 nChanged 0 SP:Iteration 10F (67335.530000 sec): 3 clusters Score: Raw -82436.041364 + Penalty 3110.410262 = -79325.631102 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67335.590000 sec): 2 clusters Score: Raw -1624013.096457 + Penalty 2274.427755 = -1621738.668702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67335.640000 sec): 3 clusters Score: Raw -1618836.118369 + Penalty 4548.855510 = -1614287.262858 nChanged 3997 SP:Iteration 1F (67335.690000 sec): 3 clusters Score: Raw -1621056.599696 + Penalty 4548.855510 = -1616507.744186 nChanged 712 SP:Iteration 2F (67335.750000 sec): 3 clusters Score: Raw -1621438.351269 + Penalty 4548.855510 = -1616889.495759 nChanged 559 SP:Iteration 3F (67335.800000 sec): 3 clusters Score: Raw -1621741.873961 + Penalty 4548.855510 = -1617193.018450 nChanged 444 SP:Iteration 4Q (67335.860000 sec): 3 clusters Score: Raw -1622015.688829 + Penalty 4548.855510 = -1617466.833319 nChanged 461 SP:Iteration 5Q (67335.910000 sec): 3 clusters Score: Raw -1622327.373913 + Penalty 4548.855510 = -1617778.518403 nChanged 462 SP:Iteration 6Q (67335.970000 sec): 3 clusters Score: Raw -1622650.009996 + Penalty 4548.855510 = -1618101.154485 nChanged 483 SP:Iteration 7F (67336.020000 sec): 3 clusters Score: Raw -1622936.680810 + Penalty 4548.855510 = -1618387.825299 nChanged 373 SP:Iteration 8Q (67336.070000 sec): 3 clusters Score: Raw -1623150.794702 + Penalty 4548.855510 = -1618601.939191 nChanged 340 SP:Iteration 9Q (67336.130000 sec): 3 clusters Score: Raw -1623334.749407 + Penalty 4548.855510 = -1618785.893897 nChanged 292 SP:Iteration 10Q (67336.190000 sec): 3 clusters Score: Raw -1623473.331328 + Penalty 4548.855510 = -1618924.475818 nChanged 231 SP:Iteration 11Q (67336.240000 sec): 3 clusters Score: Raw -1623584.876131 + Penalty 4548.855510 = -1619036.020620 nChanged 211 SP:Iteration 12Q (67336.290000 sec): 3 clusters Score: Raw -1623685.504170 + Penalty 4548.855510 = -1619136.648659 nChanged 187 SP:Iteration 13Q (67336.350000 sec): 3 clusters Score: Raw -1623777.963527 + Penalty 4548.855510 = -1619229.108017 nChanged 185 SP:Iteration 14Q (67336.400000 sec): 3 clusters Score: Raw -1623880.043747 + Penalty 4548.855510 = -1619331.188237 nChanged 183 SP:Iteration 15Q (67336.450000 sec): 3 clusters Score: Raw -1623980.393521 + Penalty 4548.855510 = -1619431.538010 nChanged 184 SP:Iteration 16Q (67336.490000 sec): 3 clusters Score: Raw -1624080.302421 + Penalty 4548.855510 = -1619531.446911 nChanged 173 SP:Iteration 17Q (67336.540000 sec): 3 clusters Score: Raw -1624185.050991 + Penalty 4548.855510 = -1619636.195481 nChanged 168 SP:Iteration 18Q (67336.590000 sec): 3 clusters Score: Raw -1624276.405501 + Penalty 4548.855510 = -1619727.549991 nChanged 116 SP:Iteration 19Q (67336.630000 sec): 3 clusters Score: Raw -1624337.311173 + Penalty 4548.855510 = -1619788.455663 nChanged 104 SP:Iteration 20F (67336.690000 sec): 3 clusters Score: Raw -1624391.619133 + Penalty 4548.855510 = -1619842.763622 nChanged 94 SP:Iteration 21Q (67336.730000 sec): 3 clusters Score: Raw -1624443.196142 + Penalty 4548.855510 = -1619894.340632 nChanged 109 SP:Iteration 22Q (67336.780000 sec): 3 clusters Score: Raw -1624493.887746 + Penalty 4548.855510 = -1619945.032235 nChanged 70 SP:Iteration 23Q (67336.820000 sec): 3 clusters Score: Raw -1624527.810840 + Penalty 4548.855510 = -1619978.955330 nChanged 45 SP:Iteration 24Q (67336.870000 sec): 3 clusters Score: Raw -1624549.674557 + Penalty 4548.855510 = -1620000.819046 nChanged 45 SP:Iteration 25Q (67336.910000 sec): 3 clusters Score: Raw -1624570.388685 + Penalty 4548.855510 = -1620021.533174 nChanged 50 SP:Iteration 26Q (67336.960000 sec): 3 clusters Score: Raw -1624592.892126 + Penalty 4548.855510 = -1620044.036615 nChanged 42 SP:Iteration 27Q (67337.000000 sec): 3 clusters Score: Raw -1624612.298684 + Penalty 4548.855510 = -1620063.443174 nChanged 38 SP:Iteration 28Q (67337.050000 sec): 3 clusters Score: Raw -1624628.259880 + Penalty 4548.855510 = -1620079.404370 nChanged 25 SP:Iteration 29Q (67337.090000 sec): 3 clusters Score: Raw -1624641.165477 + Penalty 4548.855510 = -1620092.309967 nChanged 29 SP:Iteration 30Q (67337.130000 sec): 3 clusters Score: Raw -1624652.508380 + Penalty 4548.855510 = -1620103.652870 nChanged 23 SP:Iteration 31Q (67337.180000 sec): 3 clusters Score: Raw -1624661.232946 + Penalty 4548.855510 = -1620112.377435 nChanged 23 SP:Iteration 32Q (67337.220000 sec): 3 clusters Score: Raw -1624669.404296 + Penalty 4548.855510 = -1620120.548786 nChanged 14 SP:Iteration 33Q (67337.270000 sec): 3 clusters Score: Raw -1624674.269705 + Penalty 4548.855510 = -1620125.414195 nChanged 10 SP:Iteration 34Q (67337.310000 sec): 3 clusters Score: Raw -1624677.710759 + Penalty 4548.855510 = -1620128.855249 nChanged 8 SP:Iteration 35Q (67337.350000 sec): 3 clusters Score: Raw -1624679.924390 + Penalty 4548.855510 = -1620131.068880 nChanged 7 SP:Iteration 36Q (67337.390000 sec): 3 clusters Score: Raw -1624681.665703 + Penalty 4548.855510 = -1620132.810193 nChanged 3 SP:Iteration 37Q (67337.430000 sec): 3 clusters Score: Raw -1624682.435104 + Penalty 4548.855510 = -1620133.579594 nChanged 4 SP:Iteration 38Q (67337.480000 sec): 3 clusters Score: Raw -1624684.466630 + Penalty 4548.855510 = -1620135.611120 nChanged 8 SP:Iteration 39Q (67337.520000 sec): 3 clusters Score: Raw -1624686.950680 + Penalty 4548.855510 = -1620138.095169 nChanged 7 SP:Iteration 40F (67337.570000 sec): 3 clusters Score: Raw -1624689.057752 + Penalty 4548.855510 = -1620140.202241 nChanged 5 SP:Iteration 41Q (67337.610000 sec): 3 clusters Score: Raw -1624691.153296 + Penalty 4548.855510 = -1620142.297786 nChanged 10 SP:Iteration 42Q (67337.650000 sec): 3 clusters Score: Raw -1624695.798912 + Penalty 4548.855510 = -1620146.943401 nChanged 5 SP:Iteration 43Q (67337.700000 sec): 3 clusters Score: Raw -1624697.707597 + Penalty 4548.855510 = -1620148.852087 nChanged 2 SP:Iteration 44Q (67337.740000 sec): 3 clusters Score: Raw -1624698.386827 + Penalty 4548.855510 = -1620149.531317 nChanged 2 SP:Iteration 45Q (67337.790000 sec): 3 clusters Score: Raw -1624699.119024 + Penalty 4548.855510 = -1620150.263513 nChanged 1 SP:Iteration 46Q (67337.830000 sec): 3 clusters Score: Raw -1624699.712890 + Penalty 4548.855510 = -1620150.857379 nChanged 2 SP:Iteration 47Q (67337.870000 sec): 3 clusters Score: Raw -1624700.099011 + Penalty 4548.855510 = -1620151.243501 nChanged 0 SP:Iteration 48F (67337.920000 sec): 3 clusters Score: Raw -1624700.099011 + Penalty 4548.855510 = -1620151.243501 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67337.940000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67337.940000 sec): 3 clusters Score: Raw -114157.439481 + Penalty 3260.545363 = -110896.894118 nChanged 153 SP:Iteration 1F (67337.950000 sec): 3 clusters Score: Raw -114358.119291 + Penalty 3260.545363 = -111097.573928 nChanged 45 SP:Iteration 2F (67337.950000 sec): 3 clusters Score: Raw -114442.738972 + Penalty 3260.545363 = -111182.193609 nChanged 34 SP:Iteration 3Q (67337.960000 sec): 3 clusters Score: Raw -114509.360455 + Penalty 3260.545363 = -111248.815092 nChanged 27 SP:Iteration 4Q (67337.960000 sec): 3 clusters Score: Raw -114558.886432 + Penalty 3260.545363 = -111298.341070 nChanged 26 SP:Iteration 5Q (67337.960000 sec): 3 clusters Score: Raw -114627.510221 + Penalty 3260.545363 = -111366.964858 nChanged 29 SP:Iteration 6Q (67337.970000 sec): 3 clusters Score: Raw -114760.785931 + Penalty 3260.545363 = -111500.240568 nChanged 30 SP:Iteration 7Q (67337.970000 sec): 3 clusters Score: Raw -114861.274418 + Penalty 3260.545363 = -111600.729055 nChanged 26 SP:Iteration 8Q (67337.970000 sec): 3 clusters Score: Raw -114956.622437 + Penalty 3260.545363 = -111696.077074 nChanged 18 SP:Iteration 9Q (67337.980000 sec): 3 clusters Score: Raw -115027.499080 + Penalty 3260.545363 = -111766.953717 nChanged 21 SP:Iteration 10Q (67337.980000 sec): 3 clusters Score: Raw -115088.623765 + Penalty 3260.545363 = -111828.078402 nChanged 19 SP:Iteration 11Q (67337.980000 sec): 3 clusters Score: Raw -115161.476626 + Penalty 3260.545363 = -111900.931263 nChanged 17 SP:Iteration 12Q (67337.990000 sec): 3 clusters Score: Raw -115237.034177 + Penalty 3260.545363 = -111976.488814 nChanged 15 SP:Iteration 13Q (67337.990000 sec): 3 clusters Score: Raw -115330.531362 + Penalty 3260.545363 = -112069.985999 nChanged 16 SP:Iteration 14Q (67337.990000 sec): 3 clusters Score: Raw -115387.494342 + Penalty 3260.545363 = -112126.948979 nChanged 9 SP:Iteration 15Q (67338.000000 sec): 3 clusters Score: Raw -115413.957339 + Penalty 3260.545363 = -112153.411976 nChanged 7 SP:Iteration 16Q (67338.000000 sec): 3 clusters Score: Raw -115439.541657 + Penalty 3260.545363 = -112178.996294 nChanged 7 SP:Iteration 17Q (67338.000000 sec): 3 clusters Score: Raw -115458.784329 + Penalty 3260.545363 = -112198.238966 nChanged 8 SP:Iteration 18Q (67338.000000 sec): 3 clusters Score: Raw -115490.866920 + Penalty 3260.545363 = -112230.321557 nChanged 9 SP:Iteration 19Q (67338.010000 sec): 3 clusters Score: Raw -115539.232502 + Penalty 3260.545363 = -112278.687140 nChanged 11 SP:Iteration 20F (67338.010000 sec): 3 clusters Score: Raw -115573.978641 + Penalty 3260.545363 = -112313.433278 nChanged 5 SP:Iteration 21Q (67338.020000 sec): 3 clusters Score: Raw -115596.649542 + Penalty 3260.545363 = -112336.104179 nChanged 8 SP:Iteration 22Q (67338.020000 sec): 3 clusters Score: Raw -115621.783970 + Penalty 3260.545363 = -112361.238607 nChanged 3 SP:Iteration 23Q (67338.020000 sec): 3 clusters Score: Raw -115631.288516 + Penalty 3260.545363 = -112370.743153 nChanged 2 SP:Iteration 24Q (67338.020000 sec): 3 clusters Score: Raw -115637.894508 + Penalty 3260.545363 = -112377.349145 nChanged 3 SP:Iteration 25Q (67338.030000 sec): 3 clusters Score: Raw -115644.761854 + Penalty 3260.545363 = -112384.216491 nChanged 1 SP:Iteration 26Q (67338.030000 sec): 3 clusters Score: Raw -115649.201736 + Penalty 3260.545363 = -112388.656373 nChanged 0 SP:Iteration 27F (67338.030000 sec): 3 clusters Score: Raw -115649.201736 + Penalty 3260.545363 = -112388.656373 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67338.060000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67338.080000 sec): 3 clusters Score: Raw -616254.518311 + Penalty 4058.549395 = -612195.968916 nChanged 1332 SP:Iteration 1F (67338.100000 sec): 3 clusters Score: Raw -617046.985946 + Penalty 4058.549395 = -612988.436551 nChanged 276 SP:Iteration 2F (67338.120000 sec): 3 clusters Score: Raw -617244.422556 + Penalty 4058.549395 = -613185.873161 nChanged 187 SP:Iteration 3F (67338.130000 sec): 3 clusters Score: Raw -617368.235495 + Penalty 4058.549395 = -613309.686100 nChanged 131 SP:Iteration 4Q (67338.150000 sec): 3 clusters Score: Raw -617469.657494 + Penalty 4058.549395 = -613411.108099 nChanged 126 SP:Iteration 5Q (67338.170000 sec): 3 clusters Score: Raw -617560.453697 + Penalty 4058.549395 = -613501.904302 nChanged 107 SP:Iteration 6Q (67338.190000 sec): 3 clusters Score: Raw -617621.579573 + Penalty 4058.549395 = -613563.030178 nChanged 86 SP:Iteration 7Q (67338.210000 sec): 3 clusters Score: Raw -617671.388236 + Penalty 4058.549395 = -613612.838841 nChanged 73 SP:Iteration 8Q (67338.230000 sec): 3 clusters Score: Raw -617717.110331 + Penalty 4058.549395 = -613658.560936 nChanged 72 SP:Iteration 9Q (67338.250000 sec): 3 clusters Score: Raw -617753.784861 + Penalty 4058.549395 = -613695.235466 nChanged 58 SP:Iteration 10Q (67338.260000 sec): 3 clusters Score: Raw -617781.826295 + Penalty 4058.549395 = -613723.276900 nChanged 41 SP:Iteration 11Q (67338.280000 sec): 3 clusters Score: Raw -617801.798204 + Penalty 4058.549395 = -613743.248809 nChanged 27 SP:Iteration 12Q (67338.300000 sec): 3 clusters Score: Raw -617815.945445 + Penalty 4058.549395 = -613757.396050 nChanged 33 SP:Iteration 13Q (67338.320000 sec): 3 clusters Score: Raw -617834.014341 + Penalty 4058.549395 = -613775.464946 nChanged 29 SP:Iteration 14Q (67338.340000 sec): 3 clusters Score: Raw -617850.675623 + Penalty 4058.549395 = -613792.126228 nChanged 29 SP:Iteration 15Q (67338.360000 sec): 3 clusters Score: Raw -617866.850235 + Penalty 4058.549395 = -613808.300840 nChanged 39 SP:Iteration 16Q (67338.380000 sec): 3 clusters Score: Raw -617891.354870 + Penalty 4058.549395 = -613832.805475 nChanged 45 SP:Iteration 17Q (67338.400000 sec): 3 clusters Score: Raw -617917.100920 + Penalty 4058.549395 = -613858.551525 nChanged 40 SP:Iteration 18Q (67338.420000 sec): 3 clusters Score: Raw -617943.083426 + Penalty 4058.549395 = -613884.534031 nChanged 34 SP:Iteration 19Q (67338.430000 sec): 3 clusters Score: Raw -617961.376524 + Penalty 4058.549395 = -613902.827129 nChanged 26 SP:Iteration 20F (67338.450000 sec): 3 clusters Score: Raw -617974.579240 + Penalty 4058.549395 = -613916.029845 nChanged 25 SP:Iteration 21Q (67338.470000 sec): 3 clusters Score: Raw -617987.333593 + Penalty 4058.549395 = -613928.784198 nChanged 22 SP:Iteration 22Q (67338.490000 sec): 3 clusters Score: Raw -618000.052830 + Penalty 4058.549395 = -613941.503435 nChanged 25 SP:Iteration 23Q (67338.510000 sec): 3 clusters Score: Raw -618011.815401 + Penalty 4058.549395 = -613953.266006 nChanged 19 SP:Iteration 24Q (67338.530000 sec): 3 clusters Score: Raw -618019.930320 + Penalty 4058.549395 = -613961.380925 nChanged 16 SP:Iteration 25Q (67338.540000 sec): 3 clusters Score: Raw -618029.886327 + Penalty 4058.549395 = -613971.336932 nChanged 14 SP:Iteration 26Q (67338.560000 sec): 3 clusters Score: Raw -618038.583824 + Penalty 4058.549395 = -613980.034429 nChanged 20 SP:Iteration 27Q (67338.580000 sec): 3 clusters Score: Raw -618048.600566 + Penalty 4058.549395 = -613990.051171 nChanged 10 SP:Iteration 28Q (67338.600000 sec): 3 clusters Score: Raw -618053.070062 + Penalty 4058.549395 = -613994.520667 nChanged 5 SP:Iteration 29Q (67338.620000 sec): 3 clusters Score: Raw -618057.081573 + Penalty 4058.549395 = -613998.532178 nChanged 4 SP:Iteration 30Q (67338.640000 sec): 3 clusters Score: Raw -618058.896470 + Penalty 4058.549395 = -614000.347075 nChanged 4 SP:Iteration 31Q (67338.660000 sec): 3 clusters Score: Raw -618060.637101 + Penalty 4058.549395 = -614002.087706 nChanged 2 SP:Iteration 32Q (67338.680000 sec): 3 clusters Score: Raw -618061.323672 + Penalty 4058.549395 = -614002.774277 nChanged 0 SP:Iteration 33F (67338.700000 sec): 3 clusters Score: Raw -618061.323672 + Penalty 4058.549395 = -614002.774277 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67338.840000 sec): 2 clusters Score: Raw -4708811.806558 + Penalty 2535.806802 = -4706275.999756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67338.980000 sec): 3 clusters Score: Raw -4692323.376734 + Penalty 5071.613603 = -4687251.763131 nChanged 12419 SP:Iteration 1F (67339.130000 sec): 3 clusters Score: Raw -4698883.402596 + Penalty 5071.613603 = -4693811.788993 nChanged 1237 SP:Iteration 2Q (67339.300000 sec): 3 clusters Score: Raw -4699258.387560 + Penalty 5071.613603 = -4694186.773957 nChanged 1101 SP:Iteration 3Q (67339.460000 sec): 3 clusters Score: Raw -4699617.288066 + Penalty 5071.613603 = -4694545.674463 nChanged 1056 SP:Iteration 4Q (67339.630000 sec): 3 clusters Score: Raw -4699951.099997 + Penalty 5071.613603 = -4694879.486394 nChanged 991 SP:Iteration 5Q (67339.800000 sec): 3 clusters Score: Raw -4700303.900806 + Penalty 5071.613603 = -4695232.287203 nChanged 1047 SP:Iteration 6Q (67339.960000 sec): 3 clusters Score: Raw -4700702.339620 + Penalty 5071.613603 = -4695630.726016 nChanged 1079 SP:Iteration 7Q (67340.130000 sec): 3 clusters Score: Raw -4701171.798723 + Penalty 5071.613603 = -4696100.185120 nChanged 1207 SP:Iteration 8Q (67340.290000 sec): 3 clusters Score: Raw -4701822.237110 + Penalty 5071.613603 = -4696750.623507 nChanged 1379 SP:Iteration 9Q (67340.460000 sec): 3 clusters Score: Raw -4702690.920576 + Penalty 5071.613603 = -4697619.306973 nChanged 1475 SP:Iteration 10F (67340.620000 sec): 3 clusters Score: Raw -4703714.224251 + Penalty 5071.613603 = -4698642.610648 nChanged 1459 SP:Iteration 11F (67340.780000 sec): 3 clusters Score: Raw -4704821.479375 + Penalty 5071.613603 = -4699749.865772 nChanged 1377 SP:Iteration 12Q (67340.940000 sec): 3 clusters Score: Raw -4705869.731500 + Penalty 5071.613603 = -4700798.117897 nChanged 1158 SP:Iteration 13Q (67341.100000 sec): 3 clusters Score: Raw -4706697.043507 + Penalty 5071.613603 = -4701625.429904 nChanged 890 SP:Iteration 14Q (67341.250000 sec): 3 clusters Score: Raw -4707275.075423 + Penalty 5071.613603 = -4702203.461820 nChanged 656 SP:Iteration 15Q (67341.400000 sec): 3 clusters Score: Raw -4707667.265075 + Penalty 5071.613603 = -4702595.651472 nChanged 532 SP:Iteration 16Q (67341.540000 sec): 3 clusters Score: Raw -4707965.759334 + Penalty 5071.613603 = -4702894.145731 nChanged 405 SP:Iteration 17Q (67341.690000 sec): 3 clusters Score: Raw -4708158.636554 + Penalty 5071.613603 = -4703087.022951 nChanged 322 SP:Iteration 18Q (67341.820000 sec): 3 clusters Score: Raw -4708308.378250 + Penalty 5071.613603 = -4703236.764647 nChanged 257 SP:Iteration 19Q (67341.960000 sec): 3 clusters Score: Raw -4708426.339915 + Penalty 5071.613603 = -4703354.726312 nChanged 241 SP:Iteration 20F (67342.120000 sec): 3 clusters Score: Raw -4708533.583976 + Penalty 5071.613603 = -4703461.970372 nChanged 212 SP:Iteration 21Q (67342.260000 sec): 3 clusters Score: Raw -4708622.563832 + Penalty 5071.613603 = -4703550.950229 nChanged 176 SP:Iteration 22Q (67342.390000 sec): 3 clusters Score: Raw -4708700.682073 + Penalty 5071.613603 = -4703629.068470 nChanged 189 SP:Iteration 23Q (67342.520000 sec): 3 clusters Score: Raw -4708779.475200 + Penalty 5071.613603 = -4703707.861597 nChanged 156 SP:Iteration 24Q (67342.650000 sec): 3 clusters Score: Raw -4708842.472751 + Penalty 5071.613603 = -4703770.859148 nChanged 131 SP:Iteration 25Q (67342.780000 sec): 3 clusters Score: Raw -4708897.713197 + Penalty 5071.613603 = -4703826.099594 nChanged 122 SP:Iteration 26Q (67342.910000 sec): 3 clusters Score: Raw -4708947.851857 + Penalty 5071.613603 = -4703876.238253 nChanged 97 SP:Iteration 27Q (67343.040000 sec): 3 clusters Score: Raw -4708989.390775 + Penalty 5071.613603 = -4703917.777171 nChanged 79 SP:Iteration 28Q (67343.160000 sec): 3 clusters Score: Raw -4709024.050445 + Penalty 5071.613603 = -4703952.436842 nChanged 75 SP:Iteration 29Q (67343.290000 sec): 3 clusters Score: Raw -4709057.164590 + Penalty 5071.613603 = -4703985.550987 nChanged 71 SP:Iteration 30Q (67343.410000 sec): 3 clusters Score: Raw -4709087.865246 + Penalty 5071.613603 = -4704016.251643 nChanged 57 SP:Iteration 31Q (67343.540000 sec): 3 clusters Score: Raw -4709111.853352 + Penalty 5071.613603 = -4704040.239749 nChanged 44 SP:Iteration 32Q (67343.660000 sec): 3 clusters Score: Raw -4709131.686359 + Penalty 5071.613603 = -4704060.072756 nChanged 44 SP:Iteration 33Q (67343.790000 sec): 3 clusters Score: Raw -4709148.996389 + Penalty 5071.613603 = -4704077.382786 nChanged 24 SP:Iteration 34Q (67343.910000 sec): 3 clusters Score: Raw -4709156.696803 + Penalty 5071.613603 = -4704085.083200 nChanged 27 SP:Iteration 35Q (67344.040000 sec): 3 clusters Score: Raw -4709167.121465 + Penalty 5071.613603 = -4704095.507862 nChanged 30 SP:Iteration 36Q (67344.160000 sec): 3 clusters Score: Raw -4709178.558833 + Penalty 5071.613603 = -4704106.945230 nChanged 24 SP:Iteration 37Q (67344.280000 sec): 3 clusters Score: Raw -4709189.103035 + Penalty 5071.613603 = -4704117.489432 nChanged 25 SP:Iteration 38Q (67344.400000 sec): 3 clusters Score: Raw -4709198.627042 + Penalty 5071.613603 = -4704127.013439 nChanged 15 SP:Iteration 39Q (67344.520000 sec): 3 clusters Score: Raw -4709205.062460 + Penalty 5071.613603 = -4704133.448857 nChanged 19 SP:Iteration 40F (67344.680000 sec): 3 clusters Score: Raw -4709213.149549 + Penalty 5071.613603 = -4704141.535945 nChanged 19 SP:Iteration 41Q (67344.800000 sec): 3 clusters Score: Raw -4709221.283873 + Penalty 5071.613603 = -4704149.670269 nChanged 11 SP:Iteration 42Q (67344.920000 sec): 3 clusters Score: Raw -4709226.065013 + Penalty 5071.613603 = -4704154.451410 nChanged 10 SP:Iteration 43Q (67345.040000 sec): 3 clusters Score: Raw -4709230.228364 + Penalty 5071.613603 = -4704158.614761 nChanged 7 SP:Iteration 44Q (67345.160000 sec): 3 clusters Score: Raw -4709233.266447 + Penalty 5071.613603 = -4704161.652844 nChanged 4 SP:Iteration 45Q (67345.280000 sec): 3 clusters Score: Raw -4709234.582886 + Penalty 5071.613603 = -4704162.969283 nChanged 3 SP:Iteration 46Q (67345.400000 sec): 3 clusters Score: Raw -4709235.861734 + Penalty 5071.613603 = -4704164.248131 nChanged 3 SP:Iteration 47Q (67345.520000 sec): 3 clusters Score: Raw -4709237.422571 + Penalty 5071.613603 = -4704165.808967 nChanged 6 SP:Iteration 48Q (67345.650000 sec): 3 clusters Score: Raw -4709239.266677 + Penalty 5071.613603 = -4704167.653074 nChanged 1 SP:Iteration 49Q (67345.770000 sec): 3 clusters Score: Raw -4709239.782780 + Penalty 5071.613603 = -4704168.169177 nChanged 3 SP:Iteration 50Q (67345.890000 sec): 3 clusters Score: Raw -4709240.764397 + Penalty 5071.613603 = -4704169.150794 nChanged 0 SP:Iteration 51F (67346.040000 sec): 3 clusters Score: Raw -4709240.764397 + Penalty 5071.613603 = -4704169.150794 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67346.070000 sec): 2 clusters Score: Raw -53596.502388 + Penalty 1449.199015 = -52147.303373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67346.070000 sec): 3 clusters Score: Raw -53729.872504 + Penalty 2898.398031 = -50831.474474 nChanged 53 SP:Iteration 1F (67346.080000 sec): 3 clusters Score: Raw -53911.262095 + Penalty 2898.398031 = -51012.864064 nChanged 9 SP:Iteration 2Q (67346.080000 sec): 3 clusters Score: Raw -53939.451143 + Penalty 2898.398031 = -51041.053112 nChanged 3 SP:Iteration 3Q (67346.080000 sec): 3 clusters Score: Raw -53946.580022 + Penalty 2898.398031 = -51048.181991 nChanged 1 SP:Iteration 4Q (67346.080000 sec): 3 clusters Score: Raw -53950.777543 + Penalty 2898.398031 = -51052.379512 nChanged 1 SP:Iteration 5Q (67346.080000 sec): 3 clusters Score: Raw -53956.025861 + Penalty 2898.398031 = -51057.627830 nChanged 1 SP:Iteration 6Q (67346.080000 sec): 3 clusters Score: Raw -53957.401192 + Penalty 2898.398031 = -51059.003161 nChanged 0 SP:Iteration 7F (67346.090000 sec): 3 clusters Score: Raw -53957.401192 + Penalty 2898.398031 = -51059.003161 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67346.110000 sec): 2 clusters Score: Raw -394873.735044 + Penalty 1909.336178 = -392964.398866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67346.120000 sec): 3 clusters Score: Raw -394026.316661 + Penalty 3818.672355 = -390207.644306 nChanged 699 SP:Iteration 1F (67346.130000 sec): 3 clusters Score: Raw -394562.297893 + Penalty 3818.672355 = -390743.625538 nChanged 156 SP:Iteration 2F (67346.140000 sec): 3 clusters Score: Raw -394706.203543 + Penalty 3818.672355 = -390887.531188 nChanged 101 SP:Iteration 3Q (67346.160000 sec): 3 clusters Score: Raw -394810.395293 + Penalty 3818.672355 = -390991.722938 nChanged 68 SP:Iteration 4Q (67346.170000 sec): 3 clusters Score: Raw -394875.435441 + Penalty 3818.672355 = -391056.763086 nChanged 43 SP:Iteration 5Q (67346.180000 sec): 3 clusters Score: Raw -394923.740577 + Penalty 3818.672355 = -391105.068222 nChanged 48 SP:Iteration 6Q (67346.200000 sec): 3 clusters Score: Raw -394984.115151 + Penalty 3818.672355 = -391165.442796 nChanged 56 SP:Iteration 7Q (67346.210000 sec): 3 clusters Score: Raw -395049.359592 + Penalty 3818.672355 = -391230.687237 nChanged 58 SP:Iteration 8Q (67346.220000 sec): 3 clusters Score: Raw -395128.048874 + Penalty 3818.672355 = -391309.376519 nChanged 70 SP:Iteration 9Q (67346.230000 sec): 3 clusters Score: Raw -395236.809772 + Penalty 3818.672355 = -391418.137416 nChanged 78 SP:Iteration 10Q (67346.240000 sec): 3 clusters Score: Raw -395332.878677 + Penalty 3818.672355 = -391514.206322 nChanged 78 SP:Iteration 11Q (67346.260000 sec): 3 clusters Score: Raw -395434.674103 + Penalty 3818.672355 = -391616.001748 nChanged 94 SP:Iteration 12Q (67346.270000 sec): 3 clusters Score: Raw -395547.899675 + Penalty 3818.672355 = -391729.227320 nChanged 79 SP:Iteration 13Q (67346.280000 sec): 3 clusters Score: Raw -395658.126806 + Penalty 3818.672355 = -391839.454451 nChanged 83 SP:Iteration 14Q (67346.290000 sec): 3 clusters Score: Raw -395756.906318 + Penalty 3818.672355 = -391938.233963 nChanged 80 SP:Iteration 15Q (67346.300000 sec): 3 clusters Score: Raw -395853.078125 + Penalty 3818.672355 = -392034.405770 nChanged 64 SP:Iteration 16Q (67346.320000 sec): 3 clusters Score: Raw -395932.748864 + Penalty 3818.672355 = -392114.076509 nChanged 54 SP:Iteration 17Q (67346.330000 sec): 3 clusters Score: Raw -395990.471620 + Penalty 3818.672355 = -392171.799265 nChanged 34 SP:Iteration 18Q (67346.340000 sec): 3 clusters Score: Raw -396026.838600 + Penalty 3818.672355 = -392208.166245 nChanged 28 SP:Iteration 19Q (67346.350000 sec): 3 clusters Score: Raw -396062.022338 + Penalty 3818.672355 = -392243.349982 nChanged 27 SP:Iteration 20F (67346.360000 sec): 3 clusters Score: Raw -396087.823084 + Penalty 3818.672355 = -392269.150728 nChanged 17 SP:Iteration 21Q (67346.380000 sec): 3 clusters Score: Raw -396102.812230 + Penalty 3818.672355 = -392284.139875 nChanged 13 SP:Iteration 22Q (67346.390000 sec): 3 clusters Score: Raw -396111.881266 + Penalty 3818.672355 = -392293.208911 nChanged 6 SP:Iteration 23Q (67346.400000 sec): 3 clusters Score: Raw -396119.720099 + Penalty 3818.672355 = -392301.047744 nChanged 9 SP:Iteration 24Q (67346.410000 sec): 3 clusters Score: Raw -396128.845948 + Penalty 3818.672355 = -392310.173593 nChanged 4 SP:Iteration 25Q (67346.420000 sec): 3 clusters Score: Raw -396132.115222 + Penalty 3818.672355 = -392313.442867 nChanged 2 SP:Iteration 26Q (67346.440000 sec): 3 clusters Score: Raw -396133.948350 + Penalty 3818.672355 = -392315.275995 nChanged 0 SP:Iteration 27F (67346.450000 sec): 3 clusters Score: Raw -396133.948350 + Penalty 3818.672355 = -392315.275995 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67346.470000 sec): 2 clusters Score: Raw -324559.395385 + Penalty 1878.744994 = -322680.650391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67346.480000 sec): 3 clusters Score: Raw -323859.024155 + Penalty 3757.489987 = -320101.534168 nChanged 607 SP:Iteration 1F (67346.490000 sec): 3 clusters Score: Raw -324373.819812 + Penalty 3757.489987 = -320616.329825 nChanged 207 SP:Iteration 2F (67346.500000 sec): 3 clusters Score: Raw -324637.546985 + Penalty 3757.489987 = -320880.056998 nChanged 153 SP:Iteration 3F (67346.520000 sec): 3 clusters Score: Raw -324881.553833 + Penalty 3757.489987 = -321124.063846 nChanged 145 SP:Iteration 4F (67346.530000 sec): 3 clusters Score: Raw -325162.996135 + Penalty 3757.489987 = -321405.506148 nChanged 146 SP:Iteration 5F (67346.540000 sec): 3 clusters Score: Raw -325463.018647 + Penalty 3757.489987 = -321705.528660 nChanged 118 SP:Iteration 6F (67346.550000 sec): 3 clusters Score: Raw -325693.854193 + Penalty 3757.489987 = -321936.364206 nChanged 90 SP:Iteration 7Q (67346.560000 sec): 3 clusters Score: Raw -325859.407335 + Penalty 3757.489987 = -322101.917347 nChanged 58 SP:Iteration 8Q (67346.570000 sec): 3 clusters Score: Raw -325947.388331 + Penalty 3757.489987 = -322189.898344 nChanged 46 SP:Iteration 9Q (67346.580000 sec): 3 clusters Score: Raw -326004.283672 + Penalty 3757.489987 = -322246.793685 nChanged 33 SP:Iteration 10Q (67346.590000 sec): 3 clusters Score: Raw -326035.838253 + Penalty 3757.489987 = -322278.348266 nChanged 19 SP:Iteration 11Q (67346.600000 sec): 3 clusters Score: Raw -326055.697054 + Penalty 3757.489987 = -322298.207067 nChanged 13 SP:Iteration 12Q (67346.610000 sec): 3 clusters Score: Raw -326064.149462 + Penalty 3757.489987 = -322306.659475 nChanged 7 SP:Iteration 13Q (67346.620000 sec): 3 clusters Score: Raw -326071.557469 + Penalty 3757.489987 = -322314.067482 nChanged 6 SP:Iteration 14Q (67346.630000 sec): 3 clusters Score: Raw -326076.295455 + Penalty 3757.489987 = -322318.805468 nChanged 8 SP:Iteration 15Q (67346.640000 sec): 3 clusters Score: Raw -326080.859189 + Penalty 3757.489987 = -322323.369202 nChanged 4 SP:Iteration 16Q (67346.650000 sec): 3 clusters Score: Raw -326082.712505 + Penalty 3757.489987 = -322325.222517 nChanged 4 SP:Iteration 17Q (67346.660000 sec): 3 clusters Score: Raw -326084.969068 + Penalty 3757.489987 = -322327.479081 nChanged 7 SP:Iteration 18Q (67346.670000 sec): 3 clusters Score: Raw -326090.184922 + Penalty 3757.489987 = -322332.694935 nChanged 6 SP:Iteration 19Q (67346.680000 sec): 3 clusters Score: Raw -326094.517788 + Penalty 3757.489987 = -322337.027801 nChanged 4 SP:Iteration 20F (67346.690000 sec): 3 clusters Score: Raw -326096.812328 + Penalty 3757.489987 = -322339.322341 nChanged 1 SP:Iteration 21Q (67346.700000 sec): 3 clusters Score: Raw -326097.031857 + Penalty 3757.489987 = -322339.541870 nChanged 0 SP:Iteration 22F (67346.710000 sec): 3 clusters Score: Raw -326097.031857 + Penalty 3757.489987 = -322339.541870 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67353.100000 sec): 2 clusters Score: Raw -231570330.206490 + Penalty 3495.807519 = -231566834.398971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67360.250000 sec): 3 clusters Score: Raw -230672853.398119 + Penalty 6991.615038 = -230665861.783080 nChanged 651971 SP:Iteration 1F (67367.330000 sec): 3 clusters Score: Raw -231072359.750006 + Penalty 6991.615038 = -231065368.134967 nChanged 30136 SP:Iteration 2Q (67374.740000 sec): 3 clusters Score: Raw -231078152.839741 + Penalty 6991.615038 = -231071161.224702 nChanged 35438 SP:Iteration 3Q (67382.080000 sec): 3 clusters Score: Raw -231086581.092004 + Penalty 6991.615038 = -231079589.476965 nChanged 42432 SP:Iteration 4Q (67389.400000 sec): 3 clusters Score: Raw -231099180.444357 + Penalty 6991.615038 = -231092188.829318 nChanged 51530 SP:Iteration 5Q (67397.070000 sec): 3 clusters Score: Raw -231118421.910573 + Penalty 6991.615038 = -231111430.295534 nChanged 62972 SP:Iteration 6Q (67404.500000 sec): 3 clusters Score: Raw -231147911.311477 + Penalty 6991.615038 = -231140919.696439 nChanged 75125 SP:Iteration 7F (67411.790000 sec): 3 clusters Score: Raw -231192107.608164 + Penalty 6991.615038 = -231185115.993126 nChanged 84151 SP:Iteration 8F (67419.030000 sec): 3 clusters Score: Raw -231251829.043954 + Penalty 6991.615038 = -231244837.428916 nChanged 86141 SP:Iteration 9F (67426.440000 sec): 3 clusters Score: Raw -231319035.389226 + Penalty 6991.615038 = -231312043.774187 nChanged 77482 SP:Iteration 10F (67434.010000 sec): 3 clusters Score: Raw -231374499.708552 + Penalty 6991.615038 = -231367508.093513 nChanged 59247 SP:Iteration 11Q (67441.500000 sec): 3 clusters Score: Raw -231406946.358838 + Penalty 6991.615038 = -231399954.743800 nChanged 41535 SP:Iteration 12Q (67448.840000 sec): 3 clusters Score: Raw -231424388.826319 + Penalty 6991.615038 = -231417397.211280 nChanged 30735 SP:Iteration 13Q (67455.980000 sec): 3 clusters Score: Raw -231435654.346195 + Penalty 6991.615038 = -231428662.731156 nChanged 26015 SP:Iteration 14Q (67463.000000 sec): 3 clusters Score: Raw -231444700.033194 + Penalty 6991.615038 = -231437708.418155 nChanged 24772 SP:Iteration 15Q (67469.750000 sec): 3 clusters Score: Raw -231453184.740337 + Penalty 6991.615038 = -231446193.125298 nChanged 24546 SP:Iteration 16Q (67476.350000 sec): 3 clusters Score: Raw -231461710.413826 + Penalty 6991.615038 = -231454718.798787 nChanged 24735 SP:Iteration 17Q (67483.050000 sec): 3 clusters Score: Raw -231470729.045893 + Penalty 6991.615038 = -231463737.430855 nChanged 25208 SP:Iteration 18Q (67489.650000 sec): 3 clusters Score: Raw -231480444.733413 + Penalty 6991.615038 = -231473453.118374 nChanged 25468 SP:Iteration 19Q (67496.160000 sec): 3 clusters Score: Raw -231491003.223846 + Penalty 6991.615038 = -231484011.608807 nChanged 25724 SP:Iteration 20F (67503.640000 sec): 3 clusters Score: Raw -231502529.158483 + Penalty 6991.615038 = -231495537.543445 nChanged 25234 SP:Iteration 21Q (67509.880000 sec): 3 clusters Score: Raw -231514492.024804 + Penalty 6991.615038 = -231507500.409765 nChanged 23789 SP:Iteration 22Q (67516.050000 sec): 3 clusters Score: Raw -231526192.745939 + Penalty 6991.615038 = -231519201.130901 nChanged 21422 SP:Iteration 23Q (67522.090000 sec): 3 clusters Score: Raw -231536912.919696 + Penalty 6991.615038 = -231529921.304657 nChanged 18372 SP:Iteration 24Q (67528.080000 sec): 3 clusters Score: Raw -231545992.227644 + Penalty 6991.615038 = -231539000.612606 nChanged 15140 SP:Iteration 25Q (67533.870000 sec): 3 clusters Score: Raw -231553262.046959 + Penalty 6991.615038 = -231546270.431921 nChanged 11776 SP:Iteration 26Q (67539.650000 sec): 3 clusters Score: Raw -231558589.462052 + Penalty 6991.615038 = -231551597.847013 nChanged 9050 SP:Iteration 27Q (67544.910000 sec): 3 clusters Score: Raw -231562487.462886 + Penalty 6991.615038 = -231555495.847847 nChanged 6851 SP:Iteration 28Q (67550.310000 sec): 3 clusters Score: Raw -231565274.297827 + Penalty 6991.615038 = -231558282.682789 nChanged 5008 SP:Iteration 29Q (67555.720000 sec): 3 clusters Score: Raw -231567162.879108 + Penalty 6991.615038 = -231560171.264070 nChanged 3680 SP:Iteration 30Q (67561.220000 sec): 3 clusters Score: Raw -231568438.973343 + Penalty 6991.615038 = -231561447.358305 nChanged 2693 SP:Iteration 31Q (67566.610000 sec): 3 clusters Score: Raw -231569335.500255 + Penalty 6991.615038 = -231562343.885217 nChanged 2069 SP:Iteration 32Q (67572.000000 sec): 3 clusters Score: Raw -231569991.274047 + Penalty 6991.615038 = -231562999.659008 nChanged 1539 SP:Iteration 33Q (67577.360000 sec): 3 clusters Score: Raw -231570440.914489 + Penalty 6991.615038 = -231563449.299451 nChanged 1180 SP:Iteration 34Q (67582.680000 sec): 3 clusters Score: Raw -231570775.893311 + Penalty 6991.615038 = -231563784.278273 nChanged 943 SP:Iteration 35Q (67587.970000 sec): 3 clusters Score: Raw -231571045.640847 + Penalty 6991.615038 = -231564054.025809 nChanged 728 SP:Iteration 36Q (67593.200000 sec): 3 clusters Score: Raw -231571248.796448 + Penalty 6991.615038 = -231564257.181409 nChanged 617 SP:Iteration 37Q (67598.590000 sec): 3 clusters Score: Raw -231571414.385615 + Penalty 6991.615038 = -231564422.770576 nChanged 550 SP:Iteration 38Q (67603.870000 sec): 3 clusters Score: Raw -231571552.528982 + Penalty 6991.615038 = -231564560.913944 nChanged 424 SP:Iteration 39Q (67609.150000 sec): 3 clusters Score: Raw -231571651.004323 + Penalty 6991.615038 = -231564659.389285 nChanged 357 SP:Iteration 40F (67616.540000 sec): 3 clusters Score: Raw -231571726.419234 + Penalty 6991.615038 = -231564734.804195 nChanged 283 SP:Iteration 41Q (67621.810000 sec): 3 clusters Score: Raw -231571783.686798 + Penalty 6991.615038 = -231564792.071760 nChanged 253 SP:Iteration 42Q (67627.040000 sec): 3 clusters Score: Raw -231571836.457227 + Penalty 6991.615038 = -231564844.842189 nChanged 219 SP:Iteration 43Q (67632.270000 sec): 3 clusters Score: Raw -231571875.361152 + Penalty 6991.615038 = -231564883.746114 nChanged 176 SP:Iteration 44Q (67637.590000 sec): 3 clusters Score: Raw -231571907.569497 + Penalty 6991.615038 = -231564915.954459 nChanged 175 SP:Iteration 45Q (67642.860000 sec): 3 clusters Score: Raw -231571937.534076 + Penalty 6991.615038 = -231564945.919038 nChanged 159 SP:Iteration 46Q (67648.170000 sec): 3 clusters Score: Raw -231571961.613661 + Penalty 6991.615038 = -231564969.998623 nChanged 145 SP:Iteration 47Q (67653.260000 sec): 3 clusters Score: Raw -231571989.077881 + Penalty 6991.615038 = -231564997.462842 nChanged 138 SP:Iteration 48Q (67658.510000 sec): 3 clusters Score: Raw -231572009.508508 + Penalty 6991.615038 = -231565017.893469 nChanged 109 SP:Iteration 49Q (67663.880000 sec): 3 clusters Score: Raw -231572023.083048 + Penalty 6991.615038 = -231565031.468010 nChanged 103 SP:Iteration 50Q (67669.310000 sec): 3 clusters Score: Raw -231572037.801954 + Penalty 6991.615038 = -231565046.186916 nChanged 111 SP:Iteration 51Q (67674.780000 sec): 3 clusters Score: Raw -231572054.195892 + Penalty 6991.615038 = -231565062.580854 nChanged 97 SP:Iteration 52Q (67680.230000 sec): 3 clusters Score: Raw -231572066.947157 + Penalty 6991.615038 = -231565075.332118 nChanged 75 SP:Iteration 53Q (67685.660000 sec): 3 clusters Score: Raw -231572075.469028 + Penalty 6991.615038 = -231565083.853990 nChanged 65 SP:Iteration 54Q (67691.100000 sec): 3 clusters Score: Raw -231572083.388698 + Penalty 6991.615038 = -231565091.773660 nChanged 67 SP:Iteration 55Q (67696.570000 sec): 3 clusters Score: Raw -231572090.941789 + Penalty 6991.615038 = -231565099.326750 nChanged 69 SP:Iteration 56Q (67702.040000 sec): 3 clusters Score: Raw -231572100.038954 + Penalty 6991.615038 = -231565108.423916 nChanged 65 SP:Iteration 57Q (67707.500000 sec): 3 clusters Score: Raw -231572109.814878 + Penalty 6991.615038 = -231565118.199839 nChanged 66 SP:Iteration 58Q (67712.960000 sec): 3 clusters Score: Raw -231572119.210767 + Penalty 6991.615038 = -231565127.595729 nChanged 77 SP:Iteration 59Q (67718.390000 sec): 3 clusters Score: Raw -231572129.561695 + Penalty 6991.615038 = -231565137.946657 nChanged 60 SP:Iteration 60F (67725.970000 sec): 3 clusters Score: Raw -231572136.232451 + Penalty 6991.615038 = -231565144.617412 nChanged 59 SP:Iteration 61Q (67731.440000 sec): 3 clusters Score: Raw -231572142.073424 + Penalty 6991.615038 = -231565150.458385 nChanged 46 SP:Iteration 62Q (67736.900000 sec): 3 clusters Score: Raw -231572147.269886 + Penalty 6991.615038 = -231565155.654847 nChanged 37 SP:Iteration 63Q (67742.380000 sec): 3 clusters Score: Raw -231572150.779490 + Penalty 6991.615038 = -231565159.164451 nChanged 34 SP:Iteration 64Q (67747.910000 sec): 3 clusters Score: Raw -231572154.022635 + Penalty 6991.615038 = -231565162.407596 nChanged 30 SP:Iteration 65Q (67753.260000 sec): 3 clusters Score: Raw -231572157.018924 + Penalty 6991.615038 = -231565165.403886 nChanged 30 SP:Iteration 66Q (67758.500000 sec): 3 clusters Score: Raw -231572161.412401 + Penalty 6991.615038 = -231565169.797362 nChanged 38 SP:Iteration 67Q (67763.910000 sec): 3 clusters Score: Raw -231572165.347208 + Penalty 6991.615038 = -231565173.732170 nChanged 32 SP:Iteration 68Q (67769.300000 sec): 3 clusters Score: Raw -231572168.943512 + Penalty 6991.615038 = -231565177.328474 nChanged 37 SP:Iteration 69Q (67774.680000 sec): 3 clusters Score: Raw -231572173.318004 + Penalty 6991.615038 = -231565181.702965 nChanged 47 SP:Iteration 70Q (67780.050000 sec): 3 clusters Score: Raw -231572178.417570 + Penalty 6991.615038 = -231565186.802531 nChanged 52 SP:Iteration 71Q (67785.420000 sec): 3 clusters Score: Raw -231572184.895207 + Penalty 6991.615038 = -231565193.280168 nChanged 47 SP:Iteration 72Q (67790.820000 sec): 3 clusters Score: Raw -231572190.485923 + Penalty 6991.615038 = -231565198.870885 nChanged 47 SP:Iteration 73Q (67796.250000 sec): 3 clusters Score: Raw -231572196.393286 + Penalty 6991.615038 = -231565204.778248 nChanged 43 SP:Iteration 74Q (67801.590000 sec): 3 clusters Score: Raw -231572201.891357 + Penalty 6991.615038 = -231565210.276318 nChanged 46 SP:Iteration 75Q (67806.850000 sec): 3 clusters Score: Raw -231572207.053824 + Penalty 6991.615038 = -231565215.438786 nChanged 42 SP:Iteration 76Q (67812.240000 sec): 3 clusters Score: Raw -231572212.348926 + Penalty 6991.615038 = -231565220.733888 nChanged 42 SP:Iteration 77Q (67817.530000 sec): 3 clusters Score: Raw -231572216.634731 + Penalty 6991.615038 = -231565225.019693 nChanged 40 SP:Iteration 78Q (67822.910000 sec): 3 clusters Score: Raw -231572221.738873 + Penalty 6991.615038 = -231565230.123835 nChanged 44 SP:Iteration 79Q (67828.140000 sec): 3 clusters Score: Raw -231572227.408736 + Penalty 6991.615038 = -231565235.793697 nChanged 29 SP:Iteration 80F (67835.470000 sec): 3 clusters Score: Raw -231572230.508722 + Penalty 6991.615038 = -231565238.893683 nChanged 31 SP:Iteration 81Q (67840.680000 sec): 3 clusters Score: Raw -231572234.505920 + Penalty 6991.615038 = -231565242.890881 nChanged 39 SP:Iteration 82Q (67846.080000 sec): 3 clusters Score: Raw -231572239.738283 + Penalty 6991.615038 = -231565248.123244 nChanged 47 SP:Iteration 83Q (67851.300000 sec): 3 clusters Score: Raw -231572246.064326 + Penalty 6991.615038 = -231565254.449287 nChanged 47 SP:Iteration 84Q (67856.630000 sec): 3 clusters Score: Raw -231572252.369746 + Penalty 6991.615038 = -231565260.754707 nChanged 41 SP:Iteration 85Q (67861.790000 sec): 3 clusters Score: Raw -231572256.916071 + Penalty 6991.615038 = -231565265.301032 nChanged 41 SP:Iteration 86Q (67867.040000 sec): 3 clusters Score: Raw -231572261.248288 + Penalty 6991.615038 = -231565269.633250 nChanged 33 SP:Iteration 87Q (67872.320000 sec): 3 clusters Score: Raw -231572264.358089 + Penalty 6991.615038 = -231565272.743050 nChanged 30 SP:Iteration 88Q (67877.550000 sec): 3 clusters Score: Raw -231572268.114456 + Penalty 6991.615038 = -231565276.499418 nChanged 27 SP:Iteration 89Q (67882.800000 sec): 3 clusters Score: Raw -231572271.445684 + Penalty 6991.615038 = -231565279.830645 nChanged 28 SP:Iteration 90Q (67888.030000 sec): 3 clusters Score: Raw -231572274.609519 + Penalty 6991.615038 = -231565282.994481 nChanged 30 SP:Iteration 91Q (67893.210000 sec): 3 clusters Score: Raw -231572278.533338 + Penalty 6991.615038 = -231565286.918299 nChanged 36 SP:Iteration 92Q (67898.110000 sec): 3 clusters Score: Raw -231572284.051005 + Penalty 6991.615038 = -231565292.435966 nChanged 44 SP:Iteration 93Q (67903.060000 sec): 3 clusters Score: Raw -231572289.644662 + Penalty 6991.615038 = -231565298.029624 nChanged 38 SP:Iteration 94Q (67907.980000 sec): 3 clusters Score: Raw -231572295.084572 + Penalty 6991.615038 = -231565303.469533 nChanged 43 SP:Iteration 95Q (67912.920000 sec): 3 clusters Score: Raw -231572302.789376 + Penalty 6991.615038 = -231565311.174338 nChanged 50 SP:Iteration 96Q (67917.850000 sec): 3 clusters Score: Raw -231572311.622317 + Penalty 6991.615038 = -231565320.007279 nChanged 64 SP:Iteration 97Q (67922.770000 sec): 3 clusters Score: Raw -231572320.192918 + Penalty 6991.615038 = -231565328.577879 nChanged 60 SP:Iteration 98Q (67927.680000 sec): 3 clusters Score: Raw -231572327.577426 + Penalty 6991.615038 = -231565335.962387 nChanged 53 SP:Iteration 99Q (67932.610000 sec): 3 clusters Score: Raw -231572334.406822 + Penalty 6991.615038 = -231565342.791784 nChanged 46 SP:Iteration 100F (67939.530000 sec): 3 clusters Score: Raw -231572339.564702 + Penalty 6991.615038 = -231565347.949664 nChanged 42 SP:Iteration 101Q (67944.440000 sec): 3 clusters Score: Raw -231572344.087045 + Penalty 6991.615038 = -231565352.472007 nChanged 32 SP:Iteration 102Q (67949.370000 sec): 3 clusters Score: Raw -231572348.177330 + Penalty 6991.615038 = -231565356.562291 nChanged 40 SP:Iteration 103Q (67954.250000 sec): 3 clusters Score: Raw -231572353.770609 + Penalty 6991.615038 = -231565362.155570 nChanged 46 SP:Iteration 104Q (67959.140000 sec): 3 clusters Score: Raw -231572358.919165 + Penalty 6991.615038 = -231565367.304127 nChanged 38 SP:Iteration 105Q (67964.030000 sec): 3 clusters Score: Raw -231572363.056045 + Penalty 6991.615038 = -231565371.441006 nChanged 28 SP:Iteration 106Q (67968.920000 sec): 3 clusters Score: Raw -231572366.106353 + Penalty 6991.615038 = -231565374.491315 nChanged 34 SP:Iteration 107Q (67973.800000 sec): 3 clusters Score: Raw -231572369.891942 + Penalty 6991.615038 = -231565378.276903 nChanged 28 SP:Iteration 108Q (67978.710000 sec): 3 clusters Score: Raw -231572373.411673 + Penalty 6991.615038 = -231565381.796634 nChanged 27 SP:Iteration 109Q (67983.640000 sec): 3 clusters Score: Raw -231572377.168691 + Penalty 6991.615038 = -231565385.553653 nChanged 31 SP:Iteration 110Q (67988.550000 sec): 3 clusters Score: Raw -231572381.768978 + Penalty 6991.615038 = -231565390.153939 nChanged 34 SP:Iteration 111Q (67993.460000 sec): 3 clusters Score: Raw -231572386.074313 + Penalty 6991.615038 = -231565394.459274 nChanged 31 SP:Iteration 112Q (67998.370000 sec): 3 clusters Score: Raw -231572389.309936 + Penalty 6991.615038 = -231565397.694898 nChanged 30 SP:Iteration 113Q (68003.270000 sec): 3 clusters Score: Raw -231572392.488841 + Penalty 6991.615038 = -231565400.873803 nChanged 32 SP:Iteration 114Q (68008.160000 sec): 3 clusters Score: Raw -231572396.413526 + Penalty 6991.615038 = -231565404.798487 nChanged 25 SP:Iteration 115Q (68013.120000 sec): 3 clusters Score: Raw -231572399.253188 + Penalty 6991.615038 = -231565407.638149 nChanged 35 SP:Iteration 116Q (68018.060000 sec): 3 clusters Score: Raw -231572402.390608 + Penalty 6991.615038 = -231565410.775570 nChanged 19 SP:Iteration 117Q (68023.010000 sec): 3 clusters Score: Raw -231572404.257626 + Penalty 6991.615038 = -231565412.642588 nChanged 21 SP:Iteration 118Q (68027.940000 sec): 3 clusters Score: Raw -231572406.003726 + Penalty 6991.615038 = -231565414.388687 nChanged 12 SP:Iteration 119Q (68032.880000 sec): 3 clusters Score: Raw -231572407.101418 + Penalty 6991.615038 = -231565415.486380 nChanged 10 SP:Iteration 120F (68039.820000 sec): 3 clusters Score: Raw -231572408.149698 + Penalty 6991.615038 = -231565416.534660 nChanged 5 SP:Iteration 121Q (68044.780000 sec): 3 clusters Score: Raw -231572408.544784 + Penalty 6991.615038 = -231565416.929745 nChanged 1 SP:Iteration 122Q (68049.730000 sec): 3 clusters Score: Raw -231572408.697848 + Penalty 6991.615038 = -231565417.082809 nChanged 2 SP:Iteration 123Q (68054.610000 sec): 3 clusters Score: Raw -231572408.809357 + Penalty 6991.615038 = -231565417.194319 nChanged 2 SP:Iteration 124Q (68059.510000 sec): 3 clusters Score: Raw -231572408.969268 + Penalty 6991.615038 = -231565417.354230 nChanged 3 SP:Iteration 125Q (68064.420000 sec): 3 clusters Score: Raw -231572409.354966 + Penalty 6991.615038 = -231565417.739927 nChanged 4 SP:Iteration 126Q (68069.280000 sec): 3 clusters Score: Raw -231572409.838062 + Penalty 6991.615038 = -231565418.223024 nChanged 6 SP:Iteration 127Q (68074.210000 sec): 3 clusters Score: Raw -231572410.325865 + Penalty 6991.615038 = -231565418.710826 nChanged 8 SP:Iteration 128Q (68079.090000 sec): 3 clusters Score: Raw -231572410.971944 + Penalty 6991.615038 = -231565419.356906 nChanged 9 SP:Iteration 129Q (68084.020000 sec): 3 clusters Score: Raw -231572411.792365 + Penalty 6991.615038 = -231565420.177327 nChanged 8 SP:Iteration 130Q (68088.920000 sec): 3 clusters Score: Raw -231572412.464187 + Penalty 6991.615038 = -231565420.849148 nChanged 8 SP:Iteration 131Q (68093.850000 sec): 3 clusters Score: Raw -231572413.159286 + Penalty 6991.615038 = -231565421.544248 nChanged 9 SP:Iteration 132Q (68098.740000 sec): 3 clusters Score: Raw -231572414.074845 + Penalty 6991.615038 = -231565422.459807 nChanged 11 SP:Iteration 133Q (68103.610000 sec): 3 clusters Score: Raw -231572414.785295 + Penalty 6991.615038 = -231565423.170256 nChanged 4 SP:Iteration 134Q (68108.540000 sec): 3 clusters Score: Raw -231572415.219141 + Penalty 6991.615038 = -231565423.604102 nChanged 5 SP:Iteration 135Q (68113.440000 sec): 3 clusters Score: Raw -231572415.510473 + Penalty 6991.615038 = -231565423.895435 nChanged 2 SP:Iteration 136Q (68118.400000 sec): 3 clusters Score: Raw -231572415.623956 + Penalty 6991.615038 = -231565424.008918 nChanged 0 SP:Iteration 137F (68125.510000 sec): 3 clusters Score: Raw -231572415.623956 + Penalty 6991.615038 = -231565424.008918 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68126.270000 sec): 2 clusters Score: Raw -26761.212351 + Penalty 1359.198453 = -25402.013898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68126.270000 sec): 3 clusters Score: Raw -26965.722261 + Penalty 2718.396906 = -24247.325355 nChanged 31 SP:Iteration 1F (68126.270000 sec): 3 clusters Score: Raw -27109.711614 + Penalty 2718.396906 = -24391.314708 nChanged 6 SP:Iteration 2Q (68126.270000 sec): 3 clusters Score: Raw -27171.330332 + Penalty 2718.396906 = -24452.933426 nChanged 2 SP:Iteration 3Q (68126.270000 sec): 3 clusters Score: Raw -27186.616564 + Penalty 2718.396906 = -24468.219658 nChanged 1 SP:Iteration 4Q (68126.270000 sec): 3 clusters Score: Raw -27197.950016 + Penalty 2718.396906 = -24479.553110 nChanged 0 SP:Iteration 5F (68126.270000 sec): 3 clusters Score: Raw -27197.950016 + Penalty 2718.396906 = -24479.553110 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68126.300000 sec): 2 clusters Score: Raw -622878.664241 + Penalty 2040.720278 = -620837.943963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68126.320000 sec): 3 clusters Score: Raw -621189.119934 + Penalty 4081.440556 = -617107.679378 nChanged 1378 SP:Iteration 1F (68126.350000 sec): 3 clusters Score: Raw -622133.789118 + Penalty 4081.440556 = -618052.348561 nChanged 297 SP:Iteration 2F (68126.370000 sec): 3 clusters Score: Raw -622399.197866 + Penalty 4081.440556 = -618317.757310 nChanged 244 SP:Iteration 3F (68126.390000 sec): 3 clusters Score: Raw -622644.096080 + Penalty 4081.440556 = -618562.655524 nChanged 225 SP:Iteration 4F (68126.410000 sec): 3 clusters Score: Raw -622865.015321 + Penalty 4081.440556 = -618783.574764 nChanged 197 SP:Iteration 5F (68126.430000 sec): 3 clusters Score: Raw -623057.439745 + Penalty 4081.440556 = -618975.999189 nChanged 195 SP:Iteration 6F (68126.450000 sec): 3 clusters Score: Raw -623250.076920 + Penalty 4081.440556 = -619168.636364 nChanged 177 SP:Iteration 7Q (68126.470000 sec): 3 clusters Score: Raw -623436.326721 + Penalty 4081.440556 = -619354.886164 nChanged 143 SP:Iteration 8Q (68126.490000 sec): 3 clusters Score: Raw -623587.100199 + Penalty 4081.440556 = -619505.659643 nChanged 137 SP:Iteration 9Q (68126.510000 sec): 3 clusters Score: Raw -623732.804987 + Penalty 4081.440556 = -619651.364431 nChanged 113 SP:Iteration 10Q (68126.530000 sec): 3 clusters Score: Raw -623844.122480 + Penalty 4081.440556 = -619762.681924 nChanged 84 SP:Iteration 11Q (68126.550000 sec): 3 clusters Score: Raw -623910.839669 + Penalty 4081.440556 = -619829.399113 nChanged 48 SP:Iteration 12Q (68126.570000 sec): 3 clusters Score: Raw -623940.718450 + Penalty 4081.440556 = -619859.277894 nChanged 27 SP:Iteration 13Q (68126.590000 sec): 3 clusters Score: Raw -623959.651247 + Penalty 4081.440556 = -619878.210690 nChanged 20 SP:Iteration 14Q (68126.610000 sec): 3 clusters Score: Raw -623976.216585 + Penalty 4081.440556 = -619894.776028 nChanged 14 SP:Iteration 15Q (68126.630000 sec): 3 clusters Score: Raw -623991.430182 + Penalty 4081.440556 = -619909.989626 nChanged 16 SP:Iteration 16Q (68126.650000 sec): 3 clusters Score: Raw -624005.190713 + Penalty 4081.440556 = -619923.750157 nChanged 16 SP:Iteration 17Q (68126.670000 sec): 3 clusters Score: Raw -624016.592516 + Penalty 4081.440556 = -619935.151960 nChanged 9 SP:Iteration 18Q (68126.690000 sec): 3 clusters Score: Raw -624025.086534 + Penalty 4081.440556 = -619943.645978 nChanged 12 SP:Iteration 19Q (68126.710000 sec): 3 clusters Score: Raw -624033.812515 + Penalty 4081.440556 = -619952.371959 nChanged 13 SP:Iteration 20F (68126.730000 sec): 3 clusters Score: Raw -624042.448571 + Penalty 4081.440556 = -619961.008015 nChanged 13 SP:Iteration 21Q (68126.750000 sec): 3 clusters Score: Raw -624052.522372 + Penalty 4081.440556 = -619971.081816 nChanged 9 SP:Iteration 22Q (68126.770000 sec): 3 clusters Score: Raw -624059.984055 + Penalty 4081.440556 = -619978.543498 nChanged 13 SP:Iteration 23Q (68126.790000 sec): 3 clusters Score: Raw -624068.890421 + Penalty 4081.440556 = -619987.449865 nChanged 9 SP:Iteration 24Q (68126.810000 sec): 3 clusters Score: Raw -624075.045463 + Penalty 4081.440556 = -619993.604907 nChanged 7 SP:Iteration 25Q (68126.830000 sec): 3 clusters Score: Raw -624078.429060 + Penalty 4081.440556 = -619996.988504 nChanged 3 SP:Iteration 26Q (68126.850000 sec): 3 clusters Score: Raw -624079.719052 + Penalty 4081.440556 = -619998.278496 nChanged 2 SP:Iteration 27Q (68126.870000 sec): 3 clusters Score: Raw -624080.638207 + Penalty 4081.440556 = -619999.197651 nChanged 2 SP:Iteration 28Q (68126.890000 sec): 3 clusters Score: Raw -624082.356422 + Penalty 4081.440556 = -620000.915865 nChanged 0 SP:Iteration 29F (68126.910000 sec): 3 clusters Score: Raw -624082.356422 + Penalty 4081.440556 = -620000.915865 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68126.930000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68126.930000 sec): 3 clusters Score: Raw -292079.842151 + Penalty 3675.832130 = -288404.010021 nChanged 515 SP:Iteration 1F (68126.950000 sec): 3 clusters Score: Raw -292488.595234 + Penalty 3675.832130 = -288812.763104 nChanged 120 SP:Iteration 2F (68126.950000 sec): 3 clusters Score: Raw -292616.788470 + Penalty 3675.832130 = -288940.956339 nChanged 77 SP:Iteration 3Q (68126.960000 sec): 3 clusters Score: Raw -292686.267912 + Penalty 3675.832130 = -289010.435781 nChanged 55 SP:Iteration 4Q (68126.970000 sec): 3 clusters Score: Raw -292736.363656 + Penalty 3675.832130 = -289060.531526 nChanged 42 SP:Iteration 5Q (68126.980000 sec): 3 clusters Score: Raw -292780.974566 + Penalty 3675.832130 = -289105.142436 nChanged 39 SP:Iteration 6Q (68126.990000 sec): 3 clusters Score: Raw -292825.627754 + Penalty 3675.832130 = -289149.795624 nChanged 47 SP:Iteration 7Q (68127.000000 sec): 3 clusters Score: Raw -292868.532224 + Penalty 3675.832130 = -289192.700094 nChanged 38 SP:Iteration 8Q (68127.010000 sec): 3 clusters Score: Raw -292903.141036 + Penalty 3675.832130 = -289227.308906 nChanged 29 SP:Iteration 9Q (68127.020000 sec): 3 clusters Score: Raw -292929.522342 + Penalty 3675.832130 = -289253.690212 nChanged 23 SP:Iteration 10Q (68127.030000 sec): 3 clusters Score: Raw -292948.086305 + Penalty 3675.832130 = -289272.254175 nChanged 21 SP:Iteration 11Q (68127.040000 sec): 3 clusters Score: Raw -292969.995538 + Penalty 3675.832130 = -289294.163408 nChanged 14 SP:Iteration 12Q (68127.050000 sec): 3 clusters Score: Raw -292987.020166 + Penalty 3675.832130 = -289311.188036 nChanged 17 SP:Iteration 13Q (68127.050000 sec): 3 clusters Score: Raw -293004.650241 + Penalty 3675.832130 = -289328.818111 nChanged 13 SP:Iteration 14Q (68127.060000 sec): 3 clusters Score: Raw -293013.590030 + Penalty 3675.832130 = -289337.757900 nChanged 7 SP:Iteration 15Q (68127.070000 sec): 3 clusters Score: Raw -293020.188495 + Penalty 3675.832130 = -289344.356365 nChanged 5 SP:Iteration 16Q (68127.080000 sec): 3 clusters Score: Raw -293023.815900 + Penalty 3675.832130 = -289347.983770 nChanged 4 SP:Iteration 17Q (68127.090000 sec): 3 clusters Score: Raw -293026.088913 + Penalty 3675.832130 = -289350.256783 nChanged 3 SP:Iteration 18Q (68127.100000 sec): 3 clusters Score: Raw -293029.494707 + Penalty 3675.832130 = -289353.662577 nChanged 3 SP:Iteration 19Q (68127.110000 sec): 3 clusters Score: Raw -293031.953467 + Penalty 3675.832130 = -289356.121336 nChanged 3 SP:Iteration 20F (68127.120000 sec): 3 clusters Score: Raw -293035.343371 + Penalty 3675.832130 = -289359.511241 nChanged 6 SP:Iteration 21Q (68127.130000 sec): 3 clusters Score: Raw -293040.077545 + Penalty 3675.832130 = -289364.245415 nChanged 5 SP:Iteration 22Q (68127.140000 sec): 3 clusters Score: Raw -293045.300955 + Penalty 3675.832130 = -289369.468824 nChanged 3 SP:Iteration 23Q (68127.150000 sec): 3 clusters Score: Raw -293046.968223 + Penalty 3675.832130 = -289371.136093 nChanged 3 SP:Iteration 24Q (68127.160000 sec): 3 clusters Score: Raw -293050.544116 + Penalty 3675.832130 = -289374.711985 nChanged 2 SP:Iteration 25Q (68127.170000 sec): 3 clusters Score: Raw -293052.129449 + Penalty 3675.832130 = -289376.297319 nChanged 2 SP:Iteration 26Q (68127.170000 sec): 3 clusters Score: Raw -293054.112519 + Penalty 3675.832130 = -289378.280389 nChanged 1 SP:Iteration 27Q (68127.190000 sec): 3 clusters Score: Raw -293055.195818 + Penalty 3675.832130 = -289379.363687 nChanged 3 SP:Iteration 28Q (68127.190000 sec): 3 clusters Score: Raw -293057.090089 + Penalty 3675.832130 = -289381.257959 nChanged 2 SP:Iteration 29Q (68127.200000 sec): 3 clusters Score: Raw -293058.030068 + Penalty 3675.832130 = -289382.197937 nChanged 2 SP:Iteration 30Q (68127.210000 sec): 3 clusters Score: Raw -293059.517225 + Penalty 3675.832130 = -289383.685095 nChanged 3 SP:Iteration 31Q (68127.220000 sec): 3 clusters Score: Raw -293061.984685 + Penalty 3675.832130 = -289386.152555 nChanged 4 SP:Iteration 32Q (68127.230000 sec): 3 clusters Score: Raw -293067.409668 + Penalty 3675.832130 = -289391.577538 nChanged 7 SP:Iteration 33Q (68127.240000 sec): 3 clusters Score: Raw -293075.529697 + Penalty 3675.832130 = -289399.697566 nChanged 7 SP:Iteration 34Q (68127.250000 sec): 3 clusters Score: Raw -293081.666634 + Penalty 3675.832130 = -289405.834504 nChanged 6 SP:Iteration 35Q (68127.260000 sec): 3 clusters Score: Raw -293085.364435 + Penalty 3675.832130 = -289409.532304 nChanged 5 SP:Iteration 36Q (68127.270000 sec): 3 clusters Score: Raw -293091.071105 + Penalty 3675.832130 = -289415.238974 nChanged 5 SP:Iteration 37Q (68127.280000 sec): 3 clusters Score: Raw -293094.036089 + Penalty 3675.832130 = -289418.203959 nChanged 4 SP:Iteration 38Q (68127.290000 sec): 3 clusters Score: Raw -293097.459514 + Penalty 3675.832130 = -289421.627384 nChanged 1 SP:Iteration 39Q (68127.290000 sec): 3 clusters Score: Raw -293097.932646 + Penalty 3675.832130 = -289422.100516 nChanged 2 SP:Iteration 40F (68127.300000 sec): 3 clusters Score: Raw -293099.442752 + Penalty 3675.832130 = -289423.610621 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.310000 sec): 2 clusters Score: Raw -46036.409550 + Penalty 1451.346215 = -44585.063335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.320000 sec): 3 clusters Score: Raw -46228.094959 + Penalty 2902.692430 = -43325.402529 nChanged 58 SP:Iteration 1F (68127.320000 sec): 3 clusters Score: Raw -46410.983309 + Penalty 2902.692430 = -43508.290879 nChanged 29 SP:Iteration 2F (68127.320000 sec): 3 clusters Score: Raw -46553.395429 + Penalty 2902.692430 = -43650.703000 nChanged 34 SP:Iteration 3F (68127.320000 sec): 3 clusters Score: Raw -46766.254117 + Penalty 2902.692430 = -43863.561687 nChanged 17 SP:Iteration 4Q (68127.330000 sec): 3 clusters Score: Raw -46864.503510 + Penalty 2902.692430 = -43961.811080 nChanged 7 SP:Iteration 5Q (68127.330000 sec): 3 clusters Score: Raw -46921.058298 + Penalty 2902.692430 = -44018.365868 nChanged 4 SP:Iteration 6Q (68127.330000 sec): 3 clusters Score: Raw -46992.176708 + Penalty 2902.692430 = -44089.484278 nChanged 6 SP:Iteration 7Q (68127.330000 sec): 3 clusters Score: Raw -47022.822884 + Penalty 2902.692430 = -44120.130455 nChanged 4 SP:Iteration 8Q (68127.330000 sec): 3 clusters Score: Raw -47041.736704 + Penalty 2902.692430 = -44139.044275 nChanged 4 SP:Iteration 9Q (68127.330000 sec): 3 clusters Score: Raw -47093.202333 + Penalty 2902.692430 = -44190.509903 nChanged 1 SP:Iteration 10Q (68127.330000 sec): 3 clusters Score: Raw -47097.826283 + Penalty 2902.692430 = -44195.133853 nChanged 0 SP:Iteration 11F (68127.340000 sec): 3 clusters Score: Raw -47097.826283 + Penalty 2902.692430 = -44195.133853 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.350000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.350000 sec): 3 clusters Score: Raw -30358.340574 + Penalty 2652.165335 = -27706.175239 nChanged 12 SP:Iteration 1F (68127.350000 sec): 3 clusters Score: Raw -30420.418090 + Penalty 2652.165335 = -27768.252755 nChanged 4 SP:Iteration 2Q (68127.350000 sec): 3 clusters Score: Raw -30444.852244 + Penalty 2652.165335 = -27792.686908 nChanged 1 SP:Iteration 3Q (68127.350000 sec): 3 clusters Score: Raw -30448.203677 + Penalty 2652.165335 = -27796.038342 nChanged 0 SP:Iteration 4F (68127.350000 sec): 3 clusters Score: Raw -30448.203677 + Penalty 2652.165335 = -27796.038342 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.360000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.360000 sec): 3 clusters Score: Raw -40395.004622 + Penalty 2758.098089 = -37636.906533 nChanged 20 SP:Iteration 1F (68127.370000 sec): 3 clusters Score: Raw -40469.550020 + Penalty 2758.098089 = -37711.451931 nChanged 5 SP:Iteration 2Q (68127.370000 sec): 3 clusters Score: Raw -40492.841141 + Penalty 2758.098089 = -37734.743052 nChanged 4 SP:Iteration 3Q (68127.370000 sec): 3 clusters Score: Raw -40516.802488 + Penalty 2758.098089 = -37758.704399 nChanged 2 SP:Iteration 4Q (68127.370000 sec): 3 clusters Score: Raw -40525.625916 + Penalty 2758.098089 = -37767.527827 nChanged 0 SP:Iteration 5F (68127.370000 sec): 3 clusters Score: Raw -40525.625916 + Penalty 2758.098089 = -37767.527827 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.380000 sec): 2 clusters Score: Raw -111024.098263 + Penalty 1620.739835 = -109403.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.390000 sec): 3 clusters Score: Raw -110955.763206 + Penalty 3241.479670 = -107714.283535 nChanged 151 SP:Iteration 1F (68127.390000 sec): 3 clusters Score: Raw -111244.864208 + Penalty 3241.479670 = -108003.384538 nChanged 43 SP:Iteration 2F (68127.390000 sec): 3 clusters Score: Raw -111336.091491 + Penalty 3241.479670 = -108094.611820 nChanged 16 SP:Iteration 3Q (68127.400000 sec): 3 clusters Score: Raw -111374.572450 + Penalty 3241.479670 = -108133.092779 nChanged 12 SP:Iteration 4Q (68127.400000 sec): 3 clusters Score: Raw -111400.376517 + Penalty 3241.479670 = -108158.896846 nChanged 9 SP:Iteration 5Q (68127.410000 sec): 3 clusters Score: Raw -111416.642947 + Penalty 3241.479670 = -108175.163277 nChanged 5 SP:Iteration 6Q (68127.410000 sec): 3 clusters Score: Raw -111422.661054 + Penalty 3241.479670 = -108181.181384 nChanged 2 SP:Iteration 7Q (68127.410000 sec): 3 clusters Score: Raw -111427.048942 + Penalty 3241.479670 = -108185.569272 nChanged 2 SP:Iteration 8Q (68127.420000 sec): 3 clusters Score: Raw -111432.340312 + Penalty 3241.479670 = -108190.860642 nChanged 1 SP:Iteration 9Q (68127.430000 sec): 3 clusters Score: Raw -111437.833470 + Penalty 3241.479670 = -108196.353800 nChanged 2 SP:Iteration 10Q (68127.430000 sec): 3 clusters Score: Raw -111443.036865 + Penalty 3241.479670 = -108201.557194 nChanged 0 SP:Iteration 11F (68127.440000 sec): 3 clusters Score: Raw -111443.036865 + Penalty 3241.479670 = -108201.557194 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.440000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.450000 sec): 3 clusters Score: Raw -36827.531276 + Penalty 2748.466718 = -34079.064558 nChanged 35 SP:Iteration 1F (68127.450000 sec): 3 clusters Score: Raw -37040.510382 + Penalty 2748.466718 = -34292.043664 nChanged 11 SP:Iteration 2Q (68127.450000 sec): 3 clusters Score: Raw -37104.706533 + Penalty 2748.466718 = -34356.239815 nChanged 2 SP:Iteration 3Q (68127.450000 sec): 3 clusters Score: Raw -37112.648140 + Penalty 2748.466718 = -34364.181422 nChanged 2 SP:Iteration 4Q (68127.450000 sec): 3 clusters Score: Raw -37121.070027 + Penalty 2748.466718 = -34372.603309 nChanged 0 SP:Iteration 5F (68127.460000 sec): 3 clusters Score: Raw -37121.070027 + Penalty 2748.466718 = -34372.603309 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.460000 sec): 2 clusters Score: Raw -24321.455760 + Penalty 1264.766874 = -23056.688886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.460000 sec): 3 clusters Score: Raw -24770.639498 + Penalty 2529.533748 = -22241.105750 nChanged 24 SP:Iteration 1F (68127.460000 sec): 3 clusters Score: Raw -24862.685578 + Penalty 2529.533748 = -22333.151830 nChanged 4 SP:Iteration 2Q (68127.470000 sec): 3 clusters Score: Raw -24887.235704 + Penalty 2529.533748 = -22357.701956 nChanged 3 SP:Iteration 3Q (68127.470000 sec): 3 clusters Score: Raw -24904.557153 + Penalty 2529.533748 = -22375.023405 nChanged 3 SP:Iteration 4Q (68127.470000 sec): 3 clusters Score: Raw -24923.264520 + Penalty 2529.533748 = -22393.730772 nChanged 3 SP:Iteration 5Q (68127.470000 sec): 3 clusters Score: Raw -24942.820740 + Penalty 2529.533748 = -22413.286992 nChanged 3 SP:Iteration 6Q (68127.470000 sec): 3 clusters Score: Raw -24954.677278 + Penalty 2529.533748 = -22425.143529 nChanged 2 SP:Iteration 7Q (68127.470000 sec): 3 clusters Score: Raw -24958.386828 + Penalty 2529.533748 = -22428.853080 nChanged 1 SP:Iteration 8Q (68127.470000 sec): 3 clusters Score: Raw -24966.960496 + Penalty 2529.533748 = -22437.426748 nChanged 0 SP:Iteration 9F (68127.470000 sec): 3 clusters Score: Raw -24966.960496 + Penalty 2529.533748 = -22437.426748 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.480000 sec): 2 clusters Score: Raw -68187.762880 + Penalty 1515.643900 = -66672.118979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.490000 sec): 3 clusters Score: Raw -68317.394271 + Penalty 3031.287800 = -65286.106470 nChanged 87 SP:Iteration 1F (68127.490000 sec): 3 clusters Score: Raw -68589.650829 + Penalty 3031.287800 = -65558.363028 nChanged 32 SP:Iteration 2F (68127.490000 sec): 3 clusters Score: Raw -68794.274388 + Penalty 3031.287800 = -65762.986588 nChanged 31 SP:Iteration 3F (68127.500000 sec): 3 clusters Score: Raw -69072.249564 + Penalty 3031.287800 = -66040.961763 nChanged 37 SP:Iteration 4F (68127.500000 sec): 3 clusters Score: Raw -69270.680515 + Penalty 3031.287800 = -66239.392715 nChanged 26 SP:Iteration 5F (68127.500000 sec): 3 clusters Score: Raw -69450.837765 + Penalty 3031.287800 = -66419.549964 nChanged 17 SP:Iteration 6Q (68127.500000 sec): 3 clusters Score: Raw -69556.373835 + Penalty 3031.287800 = -66525.086035 nChanged 18 SP:Iteration 7Q (68127.500000 sec): 3 clusters Score: Raw -69678.444845 + Penalty 3031.287800 = -66647.157045 nChanged 15 SP:Iteration 8Q (68127.510000 sec): 3 clusters Score: Raw -69779.900719 + Penalty 3031.287800 = -66748.612918 nChanged 6 SP:Iteration 9Q (68127.510000 sec): 3 clusters Score: Raw -69857.294554 + Penalty 3031.287800 = -66826.006754 nChanged 7 SP:Iteration 10Q (68127.510000 sec): 3 clusters Score: Raw -69910.957938 + Penalty 3031.287800 = -66879.670138 nChanged 7 SP:Iteration 11Q (68127.510000 sec): 3 clusters Score: Raw -69953.055991 + Penalty 3031.287800 = -66921.768191 nChanged 1 SP:Iteration 12Q (68127.520000 sec): 3 clusters Score: Raw -69953.871951 + Penalty 3031.287800 = -66922.584150 nChanged 0 SP:Iteration 13F (68127.520000 sec): 3 clusters Score: Raw -69953.871951 + Penalty 3031.287800 = -66922.584150 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 78. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.540000 sec): 2 clusters Score: Raw -58459.738763 + Penalty 1467.885676 = -56991.853087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.540000 sec): 3 clusters Score: Raw -58609.987118 + Penalty 2935.771352 = -55674.215766 nChanged 63 SP:Iteration 1F (68127.550000 sec): 3 clusters Score: Raw -58806.754254 + Penalty 2935.771352 = -55870.982902 nChanged 24 SP:Iteration 2F (68127.550000 sec): 3 clusters Score: Raw -58914.937459 + Penalty 2935.771352 = -55979.166107 nChanged 15 SP:Iteration 3Q (68127.550000 sec): 3 clusters Score: Raw -58974.966248 + Penalty 2935.771352 = -56039.194896 nChanged 10 SP:Iteration 4Q (68127.550000 sec): 3 clusters Score: Raw -59025.060488 + Penalty 2935.771352 = -56089.289136 nChanged 8 SP:Iteration 5Q (68127.560000 sec): 3 clusters Score: Raw -59085.608224 + Penalty 2935.771352 = -56149.836872 nChanged 3 SP:Iteration 6Q (68127.560000 sec): 3 clusters Score: Raw -59113.030537 + Penalty 2935.771352 = -56177.259185 nChanged 5 SP:Iteration 7Q (68127.560000 sec): 3 clusters Score: Raw -59138.847335 + Penalty 2935.771352 = -56203.075983 nChanged 4 SP:Iteration 8Q (68127.560000 sec): 3 clusters Score: Raw -59164.628639 + Penalty 2935.771352 = -56228.857287 nChanged 2 SP:Iteration 9Q (68127.560000 sec): 3 clusters Score: Raw -59175.990789 + Penalty 2935.771352 = -56240.219437 nChanged 0 SP:Iteration 10F (68127.560000 sec): 3 clusters Score: Raw -59175.990789 + Penalty 2935.771352 = -56240.219437 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.570000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.580000 sec): 3 clusters Score: Raw -20634.067971 + Penalty 2732.656615 = -17901.411356 nChanged 41 SP:Iteration 1F (68127.580000 sec): 3 clusters Score: Raw -20819.070033 + Penalty 2732.656615 = -18086.413418 nChanged 19 SP:Iteration 2F (68127.580000 sec): 3 clusters Score: Raw -20966.327102 + Penalty 2732.656615 = -18233.670487 nChanged 15 SP:Iteration 3F (68127.580000 sec): 3 clusters Score: Raw -21119.454205 + Penalty 2732.656615 = -18386.797590 nChanged 6 SP:Iteration 4Q (68127.580000 sec): 3 clusters Score: Raw -21197.506073 + Penalty 2732.656615 = -18464.849458 nChanged 6 SP:Iteration 5Q (68127.580000 sec): 3 clusters Score: Raw -21245.220469 + Penalty 2732.656615 = -18512.563854 nChanged 1 SP:Iteration 6Q (68127.580000 sec): 3 clusters Score: Raw -21248.066678 + Penalty 2732.656615 = -18515.410063 nChanged 1 SP:Iteration 7Q (68127.580000 sec): 3 clusters Score: Raw -21252.468917 + Penalty 2732.656615 = -18519.812302 nChanged 0 SP:Iteration 8F (68127.590000 sec): 3 clusters Score: Raw -21252.468917 + Penalty 2732.656615 = -18519.812302 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.600000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.600000 sec): 3 clusters Score: Raw -14055.996875 + Penalty 2461.570937 = -11594.425938 nChanged 9 SP:Iteration 1F (68127.600000 sec): 3 clusters Score: Raw -14107.994678 + Penalty 2461.570937 = -11646.423742 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.610000 sec): 2 clusters Score: Raw -72687.832495 + Penalty 1547.588410 = -71140.244085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.610000 sec): 3 clusters Score: Raw -72731.220492 + Penalty 3095.176819 = -69636.043673 nChanged 111 SP:Iteration 1F (68127.620000 sec): 3 clusters Score: Raw -72919.506250 + Penalty 3095.176819 = -69824.329431 nChanged 31 SP:Iteration 2F (68127.620000 sec): 3 clusters Score: Raw -72980.014529 + Penalty 3095.176819 = -69884.837710 nChanged 14 SP:Iteration 3Q (68127.620000 sec): 3 clusters Score: Raw -73023.376776 + Penalty 3095.176819 = -69928.199956 nChanged 13 SP:Iteration 4Q (68127.620000 sec): 3 clusters Score: Raw -73054.308192 + Penalty 3095.176819 = -69959.131373 nChanged 4 SP:Iteration 5Q (68127.630000 sec): 3 clusters Score: Raw -73059.660616 + Penalty 3095.176819 = -69964.483797 nChanged 3 SP:Iteration 6Q (68127.630000 sec): 3 clusters Score: Raw -73063.686353 + Penalty 3095.176819 = -69968.509534 nChanged 0 SP:Iteration 7F (68127.630000 sec): 3 clusters Score: Raw -73063.686353 + Penalty 3095.176819 = -69968.509534 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.640000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.640000 sec): 3 clusters Score: Raw -37309.619744 + Penalty 2716.325922 = -34593.293823 nChanged 28 SP:Iteration 1F (68127.640000 sec): 3 clusters Score: Raw -37462.334202 + Penalty 2716.325922 = -34746.008280 nChanged 8 SP:Iteration 2Q (68127.650000 sec): 3 clusters Score: Raw -37499.822424 + Penalty 2716.325922 = -34783.496502 nChanged 3 SP:Iteration 3Q (68127.650000 sec): 3 clusters Score: Raw -37508.668748 + Penalty 2716.325922 = -34792.342826 nChanged 1 SP:Iteration 4Q (68127.650000 sec): 3 clusters Score: Raw -37511.427296 + Penalty 2716.325922 = -34795.101374 nChanged 0 SP:Iteration 5F (68127.650000 sec): 3 clusters Score: Raw -37511.427296 + Penalty 2716.325922 = -34795.101374 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.660000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.660000 sec): 3 clusters Score: Raw -19229.142163 + Penalty 2553.157260 = -16675.984902 nChanged 27 SP:Iteration 1F (68127.660000 sec): 3 clusters Score: Raw -19459.350026 + Penalty 2553.157260 = -16906.192766 nChanged 10 SP:Iteration 2F (68127.660000 sec): 3 clusters Score: Raw -19635.811851 + Penalty 2553.157260 = -17082.654590 nChanged 5 SP:Iteration 3Q (68127.660000 sec): 3 clusters Score: Raw -19738.363782 + Penalty 2553.157260 = -17185.206522 nChanged 1 SP:Iteration 4Q (68127.660000 sec): 3 clusters Score: Raw -19747.595196 + Penalty 2553.157260 = -17194.437936 nChanged 2 SP:Iteration 5Q (68127.660000 sec): 3 clusters Score: Raw -19771.835568 + Penalty 2553.157260 = -17218.678308 nChanged 0 SP:Iteration 6F (68127.670000 sec): 3 clusters Score: Raw -19771.835568 + Penalty 2553.157260 = -17218.678308 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.680000 sec): 2 clusters Score: Raw -28462.149104 + Penalty 1378.093359 = -27084.055744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.680000 sec): 3 clusters Score: Raw -28756.918669 + Penalty 2756.186719 = -26000.731950 nChanged 54 SP:Iteration 1F (68127.680000 sec): 3 clusters Score: Raw -28941.918492 + Penalty 2756.186719 = -26185.731774 nChanged 22 SP:Iteration 2F (68127.680000 sec): 3 clusters Score: Raw -29044.931397 + Penalty 2756.186719 = -26288.744678 nChanged 8 SP:Iteration 3Q (68127.680000 sec): 3 clusters Score: Raw -29084.081051 + Penalty 2756.186719 = -26327.894332 nChanged 4 SP:Iteration 4Q (68127.680000 sec): 3 clusters Score: Raw -29135.251270 + Penalty 2756.186719 = -26379.064552 nChanged 1 SP:Iteration 5Q (68127.680000 sec): 3 clusters Score: Raw -29140.412892 + Penalty 2756.186719 = -26384.226174 nChanged 1 SP:Iteration 6Q (68127.690000 sec): 3 clusters Score: Raw -29157.701366 + Penalty 2756.186719 = -26401.514647 nChanged 1 SP:Iteration 7Q (68127.690000 sec): 3 clusters Score: Raw -29164.241734 + Penalty 2756.186719 = -26408.055016 nChanged 0 SP:Iteration 8F (68127.690000 sec): 3 clusters Score: Raw -29164.241734 + Penalty 2756.186719 = -26408.055016 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.700000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.700000 sec): 3 clusters Score: Raw -27772.868527 + Penalty 2622.980447 = -25149.888080 nChanged 16 SP:Iteration 1F (68127.700000 sec): 3 clusters Score: Raw -27835.181159 + Penalty 2622.980447 = -25212.200712 nChanged 2 SP:Iteration 2Q (68127.700000 sec): 3 clusters Score: Raw -27843.958553 + Penalty 2622.980447 = -25220.978106 nChanged 2 SP:Iteration 3Q (68127.700000 sec): 3 clusters Score: Raw -27851.028390 + Penalty 2622.980447 = -25228.047943 nChanged 0 SP:Iteration 4F (68127.700000 sec): 3 clusters Score: Raw -27851.028390 + Penalty 2622.980447 = -25228.047943 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.720000 sec): 2 clusters Score: Raw -137688.485946 + Penalty 1692.714089 = -135995.771857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.720000 sec): 3 clusters Score: Raw -137582.514123 + Penalty 3385.428178 = -134197.085945 nChanged 259 SP:Iteration 1F (68127.730000 sec): 3 clusters Score: Raw -138120.790587 + Penalty 3385.428178 = -134735.362409 nChanged 90 SP:Iteration 2F (68127.730000 sec): 3 clusters Score: Raw -138341.011431 + Penalty 3385.428178 = -134955.583253 nChanged 60 SP:Iteration 3F (68127.740000 sec): 3 clusters Score: Raw -138506.201715 + Penalty 3385.428178 = -135120.773537 nChanged 43 SP:Iteration 4Q (68127.740000 sec): 3 clusters Score: Raw -138605.292898 + Penalty 3385.428178 = -135219.864720 nChanged 32 SP:Iteration 5Q (68127.750000 sec): 3 clusters Score: Raw -138676.883806 + Penalty 3385.428178 = -135291.455628 nChanged 25 SP:Iteration 6Q (68127.750000 sec): 3 clusters Score: Raw -138734.837008 + Penalty 3385.428178 = -135349.408830 nChanged 25 SP:Iteration 7Q (68127.760000 sec): 3 clusters Score: Raw -138794.327493 + Penalty 3385.428178 = -135408.899315 nChanged 16 SP:Iteration 8Q (68127.760000 sec): 3 clusters Score: Raw -138827.462733 + Penalty 3385.428178 = -135442.034555 nChanged 9 SP:Iteration 9Q (68127.770000 sec): 3 clusters Score: Raw -138858.937652 + Penalty 3385.428178 = -135473.509474 nChanged 9 SP:Iteration 10Q (68127.770000 sec): 3 clusters Score: Raw -138882.338446 + Penalty 3385.428178 = -135496.910268 nChanged 8 SP:Iteration 11Q (68127.780000 sec): 3 clusters Score: Raw -138903.445674 + Penalty 3385.428178 = -135518.017496 nChanged 6 SP:Iteration 12Q (68127.780000 sec): 3 clusters Score: Raw -138911.244369 + Penalty 3385.428178 = -135525.816191 nChanged 3 SP:Iteration 13Q (68127.780000 sec): 3 clusters Score: Raw -138915.820370 + Penalty 3385.428178 = -135530.392192 nChanged 1 SP:Iteration 14Q (68127.790000 sec): 3 clusters Score: Raw -138917.839057 + Penalty 3385.428178 = -135532.410879 nChanged 0 SP:Iteration 15F (68127.800000 sec): 3 clusters Score: Raw -138917.839057 + Penalty 3385.428178 = -135532.410879 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.800000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.800000 sec): 3 clusters Score: Raw -29000.413537 + Penalty 2615.407781 = -26385.005756 nChanged 11 SP:Iteration 1F (68127.810000 sec): 3 clusters Score: Raw -29053.612005 + Penalty 2615.407781 = -26438.204224 nChanged 2 SP:Iteration 2Q (68127.810000 sec): 3 clusters Score: Raw -29069.962087 + Penalty 2615.407781 = -26454.554306 nChanged 2 SP:Iteration 3Q (68127.810000 sec): 3 clusters Score: Raw -29078.347425 + Penalty 2615.407781 = -26462.939644 nChanged 0 SP:Iteration 4F (68127.810000 sec): 3 clusters Score: Raw -29078.347425 + Penalty 2615.407781 = -26462.939644 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.820000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.820000 sec): 3 clusters Score: Raw -20347.002505 + Penalty 2556.032631 = -17790.969874 nChanged 31 SP:Iteration 1F (68127.820000 sec): 3 clusters Score: Raw -20642.158290 + Penalty 2556.032631 = -18086.125660 nChanged 11 SP:Iteration 2F (68127.820000 sec): 3 clusters Score: Raw -20726.740827 + Penalty 2556.032631 = -18170.708196 nChanged 4 SP:Iteration 3Q (68127.820000 sec): 3 clusters Score: Raw -20767.986671 + Penalty 2556.032631 = -18211.954040 nChanged 1 SP:Iteration 4Q (68127.820000 sec): 3 clusters Score: Raw -20776.031305 + Penalty 2556.032631 = -18219.998675 nChanged 3 SP:Iteration 5Q (68127.820000 sec): 3 clusters Score: Raw -20833.642008 + Penalty 2556.032631 = -18277.609378 nChanged 4 SP:Iteration 6Q (68127.820000 sec): 3 clusters Score: Raw -20948.837927 + Penalty 2556.032631 = -18392.805296 nChanged 1 SP:Iteration 7Q (68127.820000 sec): 3 clusters Score: Raw -20970.563789 + Penalty 2556.032631 = -18414.531158 nChanged 0 SP:Iteration 8F (68127.820000 sec): 3 clusters Score: Raw -20970.563789 + Penalty 2556.032631 = -18414.531158 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.840000 sec): 2 clusters Score: Raw -127923.974844 + Penalty 1642.768176 = -126281.206668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.840000 sec): 3 clusters Score: Raw -127813.399848 + Penalty 3285.536353 = -124527.863495 nChanged 174 SP:Iteration 1F (68127.840000 sec): 3 clusters Score: Raw -128035.158548 + Penalty 3285.536353 = -124749.622195 nChanged 52 SP:Iteration 2F (68127.850000 sec): 3 clusters Score: Raw -128118.758115 + Penalty 3285.536353 = -124833.221762 nChanged 27 SP:Iteration 3Q (68127.860000 sec): 3 clusters Score: Raw -128176.052254 + Penalty 3285.536353 = -124890.515901 nChanged 25 SP:Iteration 4Q (68127.860000 sec): 3 clusters Score: Raw -128223.138384 + Penalty 3285.536353 = -124937.602031 nChanged 18 SP:Iteration 5Q (68127.860000 sec): 3 clusters Score: Raw -128253.528639 + Penalty 3285.536353 = -124967.992286 nChanged 15 SP:Iteration 6Q (68127.870000 sec): 3 clusters Score: Raw -128276.600670 + Penalty 3285.536353 = -124991.064317 nChanged 10 SP:Iteration 7Q (68127.870000 sec): 3 clusters Score: Raw -128291.967892 + Penalty 3285.536353 = -125006.431539 nChanged 9 SP:Iteration 8Q (68127.880000 sec): 3 clusters Score: Raw -128310.013295 + Penalty 3285.536353 = -125024.476942 nChanged 8 SP:Iteration 9Q (68127.880000 sec): 3 clusters Score: Raw -128321.457062 + Penalty 3285.536353 = -125035.920709 nChanged 4 SP:Iteration 10Q (68127.880000 sec): 3 clusters Score: Raw -128326.170138 + Penalty 3285.536353 = -125040.633785 nChanged 3 SP:Iteration 11Q (68127.890000 sec): 3 clusters Score: Raw -128328.852025 + Penalty 3285.536353 = -125043.315672 nChanged 2 SP:Iteration 12Q (68127.890000 sec): 3 clusters Score: Raw -128331.768757 + Penalty 3285.536353 = -125046.232404 nChanged 2 SP:Iteration 13Q (68127.900000 sec): 3 clusters Score: Raw -128332.685619 + Penalty 3285.536353 = -125047.149266 nChanged 0 SP:Iteration 14F (68127.900000 sec): 3 clusters Score: Raw -128332.685619 + Penalty 3285.536353 = -125047.149266 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.910000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.910000 sec): 3 clusters Score: Raw -41169.229700 + Penalty 2808.828398 = -38360.401302 nChanged 24 SP:Iteration 1F (68127.920000 sec): 3 clusters Score: Raw -41252.107358 + Penalty 2808.828398 = -38443.278960 nChanged 7 SP:Iteration 2Q (68127.920000 sec): 3 clusters Score: Raw -41287.587769 + Penalty 2808.828398 = -38478.759371 nChanged 2 SP:Iteration 3Q (68127.920000 sec): 3 clusters Score: Raw -41290.462901 + Penalty 2808.828398 = -38481.634503 nChanged 2 SP:Iteration 4Q (68127.920000 sec): 3 clusters Score: Raw -41296.070480 + Penalty 2808.828398 = -38487.242081 nChanged 0 SP:Iteration 5F (68127.920000 sec): 3 clusters Score: Raw -41296.070480 + Penalty 2808.828398 = -38487.242081 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.930000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68127.940000 sec): 3 clusters Score: Raw -79354.383306 + Penalty 3132.417569 = -76221.965738 nChanged 124 SP:Iteration 1F (68127.940000 sec): 3 clusters Score: Raw -79649.011657 + Penalty 3132.417569 = -76516.594088 nChanged 31 SP:Iteration 2F (68127.940000 sec): 3 clusters Score: Raw -79786.370802 + Penalty 3132.417569 = -76653.953233 nChanged 23 SP:Iteration 3Q (68127.940000 sec): 3 clusters Score: Raw -79862.538313 + Penalty 3132.417569 = -76730.120744 nChanged 22 SP:Iteration 4Q (68127.950000 sec): 3 clusters Score: Raw -79921.278098 + Penalty 3132.417569 = -76788.860529 nChanged 15 SP:Iteration 5Q (68127.950000 sec): 3 clusters Score: Raw -79963.103570 + Penalty 3132.417569 = -76830.686001 nChanged 6 SP:Iteration 6Q (68127.950000 sec): 3 clusters Score: Raw -79976.455162 + Penalty 3132.417569 = -76844.037593 nChanged 7 SP:Iteration 7Q (68127.960000 sec): 3 clusters Score: Raw -79988.904742 + Penalty 3132.417569 = -76856.487173 nChanged 8 SP:Iteration 8Q (68127.960000 sec): 3 clusters Score: Raw -80008.502783 + Penalty 3132.417569 = -76876.085214 nChanged 7 SP:Iteration 9Q (68127.960000 sec): 3 clusters Score: Raw -80036.018480 + Penalty 3132.417569 = -76903.600912 nChanged 5 SP:Iteration 10Q (68127.960000 sec): 3 clusters Score: Raw -80052.563246 + Penalty 3132.417569 = -76920.145677 nChanged 4 SP:Iteration 11Q (68127.970000 sec): 3 clusters Score: Raw -80067.953351 + Penalty 3132.417569 = -76935.535783 nChanged 5 SP:Iteration 12Q (68127.970000 sec): 3 clusters Score: Raw -80086.156909 + Penalty 3132.417569 = -76953.739341 nChanged 6 SP:Iteration 13Q (68127.970000 sec): 3 clusters Score: Raw -80102.559849 + Penalty 3132.417569 = -76970.142281 nChanged 6 SP:Iteration 14Q (68127.980000 sec): 3 clusters Score: Raw -80122.661009 + Penalty 3132.417569 = -76990.243440 nChanged 5 SP:Iteration 15Q (68127.980000 sec): 3 clusters Score: Raw -80137.663174 + Penalty 3132.417569 = -77005.245605 nChanged 2 SP:Iteration 16Q (68127.980000 sec): 3 clusters Score: Raw -80144.378916 + Penalty 3132.417569 = -77011.961347 nChanged 0 SP:Iteration 17F (68127.980000 sec): 3 clusters Score: Raw -80144.378916 + Penalty 3132.417569 = -77011.961347 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68127.990000 sec): 2 clusters Score: Raw -12210.871802 + Penalty 1170.187720 = -11040.684081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.000000 sec): 3 clusters Score: Raw -12568.429434 + Penalty 2340.375440 = -10228.053994 nChanged 2 SP:Iteration 1Q (68128.000000 sec): 3 clusters Score: Raw -12582.054580 + Penalty 2340.375440 = -10241.679140 nChanged 0 SP:Iteration 2F (68128.000000 sec): 3 clusters Score: Raw -12582.054580 + Penalty 2340.375440 = -10241.679140 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.000000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.010000 sec): 3 clusters Score: Raw -25924.616342 + Penalty 2637.787517 = -23286.828825 nChanged 26 SP:Iteration 1F (68128.010000 sec): 3 clusters Score: Raw -26080.923170 + Penalty 2637.787517 = -23443.135653 nChanged 9 SP:Iteration 2Q (68128.010000 sec): 3 clusters Score: Raw -26139.580547 + Penalty 2637.787517 = -23501.793030 nChanged 2 SP:Iteration 3Q (68128.010000 sec): 3 clusters Score: Raw -26150.995049 + Penalty 2637.787517 = -23513.207532 nChanged 1 SP:Iteration 4Q (68128.010000 sec): 3 clusters Score: Raw -26159.421900 + Penalty 2637.787517 = -23521.634383 nChanged 0 SP:Iteration 5F (68128.010000 sec): 3 clusters Score: Raw -26159.421900 + Penalty 2637.787517 = -23521.634383 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.020000 sec): 2 clusters Score: Raw -43460.774332 + Penalty 1468.551448 = -41992.222884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.020000 sec): 3 clusters Score: Raw -43585.635167 + Penalty 2937.102896 = -40648.532271 nChanged 67 SP:Iteration 1F (68128.030000 sec): 3 clusters Score: Raw -43707.719177 + Penalty 2937.102896 = -40770.616281 nChanged 13 SP:Iteration 2Q (68128.030000 sec): 3 clusters Score: Raw -43745.910431 + Penalty 2937.102896 = -40808.807535 nChanged 10 SP:Iteration 3Q (68128.030000 sec): 3 clusters Score: Raw -43772.370746 + Penalty 2937.102896 = -40835.267850 nChanged 11 SP:Iteration 4Q (68128.030000 sec): 3 clusters Score: Raw -43827.700078 + Penalty 2937.102896 = -40890.597182 nChanged 11 SP:Iteration 5Q (68128.040000 sec): 3 clusters Score: Raw -43887.769197 + Penalty 2937.102896 = -40950.666301 nChanged 9 SP:Iteration 6Q (68128.040000 sec): 3 clusters Score: Raw -43938.145090 + Penalty 2937.102896 = -41001.042194 nChanged 5 SP:Iteration 7Q (68128.040000 sec): 3 clusters Score: Raw -43959.999146 + Penalty 2937.102896 = -41022.896250 nChanged 3 SP:Iteration 8Q (68128.040000 sec): 3 clusters Score: Raw -43978.077312 + Penalty 2937.102896 = -41040.974416 nChanged 3 SP:Iteration 9Q (68128.040000 sec): 3 clusters Score: Raw -43983.460138 + Penalty 2937.102896 = -41046.357242 nChanged 0 SP:Iteration 10F (68128.040000 sec): 3 clusters Score: Raw -43983.460138 + Penalty 2937.102896 = -41046.357242 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.060000 sec): 2 clusters Score: Raw -48738.275964 + Penalty 1465.204569 = -47273.071395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.060000 sec): 3 clusters Score: Raw -48819.996463 + Penalty 2930.409137 = -45889.587326 nChanged 52 SP:Iteration 1F (68128.060000 sec): 3 clusters Score: Raw -48984.439866 + Penalty 2930.409137 = -46054.030729 nChanged 24 SP:Iteration 2F (68128.060000 sec): 3 clusters Score: Raw -49060.465655 + Penalty 2930.409137 = -46130.056518 nChanged 6 SP:Iteration 3Q (68128.060000 sec): 3 clusters Score: Raw -49084.527147 + Penalty 2930.409137 = -46154.118010 nChanged 4 SP:Iteration 4Q (68128.070000 sec): 3 clusters Score: Raw -49100.494518 + Penalty 2930.409137 = -46170.085381 nChanged 3 SP:Iteration 5Q (68128.070000 sec): 3 clusters Score: Raw -49107.740531 + Penalty 2930.409137 = -46177.331394 nChanged 2 SP:Iteration 6Q (68128.070000 sec): 3 clusters Score: Raw -49123.735622 + Penalty 2930.409137 = -46193.326485 nChanged 0 SP:Iteration 7F (68128.070000 sec): 3 clusters Score: Raw -49123.735622 + Penalty 2930.409137 = -46193.326485 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.080000 sec): 2 clusters Score: Raw -36235.628649 + Penalty 1400.070831 = -34835.557819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.080000 sec): 3 clusters Score: Raw -36518.062576 + Penalty 2800.141661 = -33717.920915 nChanged 53 SP:Iteration 1F (68128.080000 sec): 3 clusters Score: Raw -36728.322858 + Penalty 2800.141661 = -33928.181196 nChanged 24 SP:Iteration 2F (68128.090000 sec): 3 clusters Score: Raw -36873.418844 + Penalty 2800.141661 = -34073.277183 nChanged 13 SP:Iteration 3Q (68128.090000 sec): 3 clusters Score: Raw -36982.979066 + Penalty 2800.141661 = -34182.837405 nChanged 8 SP:Iteration 4Q (68128.090000 sec): 3 clusters Score: Raw -37040.081675 + Penalty 2800.141661 = -34239.940013 nChanged 4 SP:Iteration 5Q (68128.090000 sec): 3 clusters Score: Raw -37072.641963 + Penalty 2800.141661 = -34272.500302 nChanged 1 SP:Iteration 6Q (68128.090000 sec): 3 clusters Score: Raw -37074.877908 + Penalty 2800.141661 = -34274.736247 nChanged 0 SP:Iteration 7F (68128.100000 sec): 3 clusters Score: Raw -37074.877908 + Penalty 2800.141661 = -34274.736247 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.100000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.110000 sec): 3 clusters Score: Raw -71985.450619 + Penalty 3071.411795 = -68914.038824 nChanged 64 SP:Iteration 1F (68128.110000 sec): 3 clusters Score: Raw -72125.293835 + Penalty 3071.411795 = -69053.882040 nChanged 30 SP:Iteration 2F (68128.110000 sec): 3 clusters Score: Raw -72198.226913 + Penalty 3071.411795 = -69126.815118 nChanged 13 SP:Iteration 3Q (68128.120000 sec): 3 clusters Score: Raw -72229.998028 + Penalty 3071.411795 = -69158.586234 nChanged 10 SP:Iteration 4Q (68128.120000 sec): 3 clusters Score: Raw -72259.681983 + Penalty 3071.411795 = -69188.270188 nChanged 6 SP:Iteration 5Q (68128.120000 sec): 3 clusters Score: Raw -72277.434914 + Penalty 3071.411795 = -69206.023119 nChanged 4 SP:Iteration 6Q (68128.120000 sec): 3 clusters Score: Raw -72285.185260 + Penalty 3071.411795 = -69213.773465 nChanged 4 SP:Iteration 7Q (68128.130000 sec): 3 clusters Score: Raw -72294.204545 + Penalty 3071.411795 = -69222.792750 nChanged 4 SP:Iteration 8Q (68128.130000 sec): 3 clusters Score: Raw -72307.457857 + Penalty 3071.411795 = -69236.046062 nChanged 4 SP:Iteration 9Q (68128.130000 sec): 3 clusters Score: Raw -72314.965183 + Penalty 3071.411795 = -69243.553389 nChanged 1 SP:Iteration 10Q (68128.140000 sec): 3 clusters Score: Raw -72318.673767 + Penalty 3071.411795 = -69247.261972 nChanged 3 SP:Iteration 11Q (68128.140000 sec): 3 clusters Score: Raw -72324.386402 + Penalty 3071.411795 = -69252.974607 nChanged 0 SP:Iteration 12F (68128.140000 sec): 3 clusters Score: Raw -72324.386402 + Penalty 3071.411795 = -69252.974607 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.150000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.150000 sec): 3 clusters Score: Raw -17826.632181 + Penalty 2529.533748 = -15297.098433 nChanged 26 SP:Iteration 1F (68128.150000 sec): 3 clusters Score: Raw -18102.604195 + Penalty 2529.533748 = -15573.070447 nChanged 7 SP:Iteration 2Q (68128.150000 sec): 3 clusters Score: Raw -18215.323139 + Penalty 2529.533748 = -15685.789391 nChanged 2 SP:Iteration 3Q (68128.160000 sec): 3 clusters Score: Raw -18223.804093 + Penalty 2529.533748 = -15694.270345 nChanged 1 SP:Iteration 4Q (68128.160000 sec): 3 clusters Score: Raw -18241.006415 + Penalty 2529.533748 = -15711.472667 nChanged 2 SP:Iteration 5Q (68128.160000 sec): 3 clusters Score: Raw -18259.168884 + Penalty 2529.533748 = -15729.635136 nChanged 0 SP:Iteration 6F (68128.160000 sec): 3 clusters Score: Raw -18259.168884 + Penalty 2529.533748 = -15729.635136 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.170000 sec): 2 clusters Score: Raw -19579.869843 + Penalty 1253.948960 = -18325.920883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.170000 sec): 3 clusters Score: Raw -19842.015541 + Penalty 2507.897919 = -17334.117622 nChanged 6 SP:Iteration 1Q (68128.170000 sec): 3 clusters Score: Raw -19886.787590 + Penalty 2507.897919 = -17378.889670 nChanged 2 SP:Iteration 2Q (68128.170000 sec): 3 clusters Score: Raw -19896.229486 + Penalty 2507.897919 = -17388.331566 nChanged 0 SP:Iteration 3F (68128.170000 sec): 3 clusters Score: Raw -19896.229486 + Penalty 2507.897919 = -17388.331566 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.180000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.180000 sec): 3 clusters Score: Raw -28985.989621 + Penalty 2647.418888 = -26338.570734 nChanged 20 SP:Iteration 1F (68128.180000 sec): 3 clusters Score: Raw -29122.027493 + Penalty 2647.418888 = -26474.608605 nChanged 13 SP:Iteration 2F (68128.180000 sec): 3 clusters Score: Raw -29200.637636 + Penalty 2647.418888 = -26553.218749 nChanged 4 SP:Iteration 3Q (68128.180000 sec): 3 clusters Score: Raw -29224.750358 + Penalty 2647.418888 = -26577.331471 nChanged 0 SP:Iteration 4F (68128.190000 sec): 3 clusters Score: Raw -29224.750358 + Penalty 2647.418888 = -26577.331471 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.200000 sec): 2 clusters Score: Raw -79460.580280 + Penalty 1528.502071 = -77932.078209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.200000 sec): 3 clusters Score: Raw -79469.461878 + Penalty 3057.004143 = -76412.457735 nChanged 78 SP:Iteration 1F (68128.200000 sec): 3 clusters Score: Raw -79627.339095 + Penalty 3057.004143 = -76570.334952 nChanged 23 SP:Iteration 2Q (68128.200000 sec): 3 clusters Score: Raw -79685.583332 + Penalty 3057.004143 = -76628.579190 nChanged 5 SP:Iteration 3Q (68128.210000 sec): 3 clusters Score: Raw -79693.503355 + Penalty 3057.004143 = -76636.499213 nChanged 3 SP:Iteration 4Q (68128.210000 sec): 3 clusters Score: Raw -79704.449434 + Penalty 3057.004143 = -76647.445291 nChanged 3 SP:Iteration 5Q (68128.210000 sec): 3 clusters Score: Raw -79712.914710 + Penalty 3057.004143 = -76655.910568 nChanged 1 SP:Iteration 6Q (68128.220000 sec): 3 clusters Score: Raw -79715.283159 + Penalty 3057.004143 = -76658.279017 nChanged 2 SP:Iteration 7Q (68128.220000 sec): 3 clusters Score: Raw -79719.487680 + Penalty 3057.004143 = -76662.483538 nChanged 2 SP:Iteration 8Q (68128.220000 sec): 3 clusters Score: Raw -79723.029763 + Penalty 3057.004143 = -76666.025621 nChanged 2 SP:Iteration 9Q (68128.220000 sec): 3 clusters Score: Raw -79728.649290 + Penalty 3057.004143 = -76671.645147 nChanged 0 SP:Iteration 10F (68128.230000 sec): 3 clusters Score: Raw -79728.649290 + Penalty 3057.004143 = -76671.645147 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.240000 sec): 2 clusters Score: Raw -35722.643455 + Penalty 1400.070831 = -34322.572625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.240000 sec): 3 clusters Score: Raw -35896.902324 + Penalty 2800.141661 = -33096.760662 nChanged 28 SP:Iteration 1F (68128.240000 sec): 3 clusters Score: Raw -36011.175117 + Penalty 2800.141661 = -33211.033456 nChanged 5 SP:Iteration 2Q (68128.240000 sec): 3 clusters Score: Raw -36027.965699 + Penalty 2800.141661 = -33227.824037 nChanged 0 SP:Iteration 3F (68128.240000 sec): 3 clusters Score: Raw -36027.965699 + Penalty 2800.141661 = -33227.824037 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.250000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.260000 sec): 3 clusters Score: Raw -26268.171864 + Penalty 2635.350166 = -23632.821698 nChanged 19 SP:Iteration 1F (68128.260000 sec): 3 clusters Score: Raw -26360.966170 + Penalty 2635.350166 = -23725.616004 nChanged 6 SP:Iteration 2Q (68128.260000 sec): 3 clusters Score: Raw -26391.611544 + Penalty 2635.350166 = -23756.261378 nChanged 1 SP:Iteration 3Q (68128.260000 sec): 3 clusters Score: Raw -26398.617610 + Penalty 2635.350166 = -23763.267444 nChanged 0 SP:Iteration 4F (68128.260000 sec): 3 clusters Score: Raw -26398.617610 + Penalty 2635.350166 = -23763.267444 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.270000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.270000 sec): 3 clusters Score: Raw -11838.989730 + Penalty 2237.386315 = -9601.603415 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.280000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.280000 sec): 3 clusters Score: Raw -50243.382974 + Penalty 2894.066126 = -47349.316849 nChanged 40 SP:Iteration 1F (68128.280000 sec): 3 clusters Score: Raw -50349.685033 + Penalty 2894.066126 = -47455.618908 nChanged 16 SP:Iteration 2Q (68128.280000 sec): 3 clusters Score: Raw -50403.596332 + Penalty 2894.066126 = -47509.530207 nChanged 9 SP:Iteration 3Q (68128.290000 sec): 3 clusters Score: Raw -50443.884605 + Penalty 2894.066126 = -47549.818479 nChanged 4 SP:Iteration 4Q (68128.290000 sec): 3 clusters Score: Raw -50458.167422 + Penalty 2894.066126 = -47564.101297 nChanged 2 SP:Iteration 5Q (68128.290000 sec): 3 clusters Score: Raw -50468.204586 + Penalty 2894.066126 = -47574.138461 nChanged 1 SP:Iteration 6Q (68128.290000 sec): 3 clusters Score: Raw -50469.937522 + Penalty 2894.066126 = -47575.871396 nChanged 0 SP:Iteration 7F (68128.300000 sec): 3 clusters Score: Raw -50469.937522 + Penalty 2894.066126 = -47575.871396 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.300000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.300000 sec): 3 clusters Score: Raw -45439.566838 + Penalty 2865.715552 = -42573.851286 nChanged 46 SP:Iteration 1F (68128.310000 sec): 3 clusters Score: Raw -45590.841006 + Penalty 2865.715552 = -42725.125454 nChanged 10 SP:Iteration 2Q (68128.310000 sec): 3 clusters Score: Raw -45624.033156 + Penalty 2865.715552 = -42758.317604 nChanged 5 SP:Iteration 3Q (68128.310000 sec): 3 clusters Score: Raw -45639.570640 + Penalty 2865.715552 = -42773.855088 nChanged 3 SP:Iteration 4Q (68128.310000 sec): 3 clusters Score: Raw -45654.315523 + Penalty 2865.715552 = -42788.599971 nChanged 4 SP:Iteration 5Q (68128.320000 sec): 3 clusters Score: Raw -45673.139165 + Penalty 2865.715552 = -42807.423613 nChanged 2 SP:Iteration 6Q (68128.320000 sec): 3 clusters Score: Raw -45690.978051 + Penalty 2865.715552 = -42825.262499 nChanged 1 SP:Iteration 7Q (68128.320000 sec): 3 clusters Score: Raw -45709.328122 + Penalty 2865.715552 = -42843.612569 nChanged 3 SP:Iteration 8Q (68128.320000 sec): 3 clusters Score: Raw -45713.435877 + Penalty 2865.715552 = -42847.720324 nChanged 0 SP:Iteration 9F (68128.320000 sec): 3 clusters Score: Raw -45713.435877 + Penalty 2865.715552 = -42847.720324 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 77 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68128.330000 sec): 2 clusters Score: Raw -75191.805111 + Penalty 1532.130140 = -73659.674971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68128.340000 sec): 3 clusters Score: Raw -75244.200237 + Penalty 3064.260281 = -72179.939956 nChanged 85 SP:Iteration 1F (68128.340000 sec): 3 clusters Score: Raw -75429.600660 + Penalty 3064.260281 = -72365.340380 nChanged 21 SP:Iteration 2Q (68128.340000 sec): 3 clusters Score: Raw -75489.324824 + Penalty 3064.260281 = -72425.064543 nChanged 9 SP:Iteration 3Q (68128.340000 sec): 3 clusters Score: Raw -75508.611473 + Penalty 3064.260281 = -72444.351192 nChanged 6 SP:Iteration 4Q (68128.350000 sec): 3 clusters Score: Raw -75534.324076 + Penalty 3064.260281 = -72470.063796 nChanged 6 SP:Iteration 5Q (68128.350000 sec): 3 clusters Score: Raw -75555.869533 + Penalty 3064.260281 = -72491.609253 nChanged 9 SP:Iteration 6Q (68128.350000 sec): 3 clusters Score: Raw -75578.048048 + Penalty 3064.260281 = -72513.787768 nChanged 4 SP:Iteration 7Q (68128.360000 sec): 3 clusters Score: Raw -75586.127355 + Penalty 3064.260281 = -72521.867075 nChanged 1 SP:Iteration 8Q (68128.360000 sec): 3 clusters Score: Raw -75590.572833 + Penalty 3064.260281 = -72526.312552 nChanged 2 SP:Iteration 9Q (68128.360000 sec): 3 clusters Score: Raw -75594.591661 + Penalty 3064.260281 = -72530.331381 nChanged 2 SP:Iteration 10Q (68128.360000 sec): 3 clusters Score: Raw -75599.404935 + Penalty 3064.260281 = -72535.144655 nChanged 2 SP:Iteration 11Q (68128.360000 sec): 3 clusters Score: Raw -75604.533639 + Penalty 3064.260281 = -72540.273358 nChanged 0 SP:Iteration 12F (68128.370000 sec): 3 clusters Score: Raw -75604.533639 + Penalty 3064.260281 = -72540.273358 nChanged 0 Deleting Class 78 (219 points): Lose 3612.991817 but Gain 3620.129790 Iteration 451F (68451.080000 sec): 78 clusters Score: Raw -379179953.441296 + Penalty 278749.993803 = -378901203.447493 nChanged 193 Iteration 452F (68770.420000 sec): 78 clusters Score: Raw -379180804.423608 + Penalty 278749.993803 = -378902054.429805 nChanged 79 Iteration 453Q (68827.470000 sec): 78 clusters Score: Raw -379181117.200719 + Penalty 278749.993803 = -378902367.206916 nChanged 39 Iteration 454Q (68882.400000 sec): 78 clusters Score: Raw -379181218.648777 + Penalty 278749.993803 = -378902468.654973 nChanged 16 Iteration 455Q (68937.390000 sec): 78 clusters Score: Raw -379181239.923616 + Penalty 278749.993803 = -378902489.929813 nChanged 14 Iteration 456Q (68993.730000 sec): 78 clusters Score: Raw -379181243.112164 + Penalty 278749.993803 = -378902493.118360 nChanged 12 Iteration 457Q (69050.890000 sec): 78 clusters Score: Raw -379181243.256120 + Penalty 278749.993803 = -378902493.262317 nChanged 4 Iteration 458Q (69108.870000 sec): 78 clusters Score: Raw -379181243.290228 + Penalty 278749.993803 = -378902493.296425 nChanged 8 Writing temp clu file Because OldScore, -378902493.262317, is greater than current (better) Score,-378902493.296425 Compute initial score before splitting: Score: Raw -379181243.290228 + Penalty 278749.993803 = -378902493.296425 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69109.670000 sec): 2 clusters Score: Raw -12275157.430644 + Penalty 2775.760448 = -12272381.670197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69110.070000 sec): 3 clusters Score: Raw -12229291.814099 + Penalty 5551.520895 = -12223740.293203 nChanged 33942 SP:Iteration 1F (69110.460000 sec): 3 clusters Score: Raw -12248266.839281 + Penalty 5551.520895 = -12242715.318385 nChanged 2496 SP:Iteration 2Q (69110.880000 sec): 3 clusters Score: Raw -12248852.710132 + Penalty 5551.520895 = -12243301.189237 nChanged 2442 SP:Iteration 3Q (69111.300000 sec): 3 clusters Score: Raw -12249420.517975 + Penalty 5551.520895 = -12243868.997080 nChanged 2256 SP:Iteration 4Q (69111.720000 sec): 3 clusters Score: Raw -12249987.782867 + Penalty 5551.520895 = -12244436.261972 nChanged 2313 SP:Iteration 5Q (69112.140000 sec): 3 clusters Score: Raw -12250637.706241 + Penalty 5551.520895 = -12245086.185346 nChanged 2507 SP:Iteration 6Q (69112.570000 sec): 3 clusters Score: Raw -12251404.002147 + Penalty 5551.520895 = -12245852.481252 nChanged 2667 SP:Iteration 7Q (69112.990000 sec): 3 clusters Score: Raw -12252315.983183 + Penalty 5551.520895 = -12246764.462288 nChanged 2862 SP:Iteration 8Q (69113.400000 sec): 3 clusters Score: Raw -12253484.935466 + Penalty 5551.520895 = -12247933.414571 nChanged 3210 SP:Iteration 9Q (69113.810000 sec): 3 clusters Score: Raw -12255095.577092 + Penalty 5551.520895 = -12249544.056197 nChanged 3662 SP:Iteration 10F (69114.220000 sec): 3 clusters Score: Raw -12257288.300433 + Penalty 5551.520895 = -12251736.779537 nChanged 4090 SP:Iteration 11F (69114.620000 sec): 3 clusters Score: Raw -12260085.951528 + Penalty 5551.520895 = -12254534.430632 nChanged 4001 SP:Iteration 12F (69115.030000 sec): 3 clusters Score: Raw -12262812.339088 + Penalty 5551.520895 = -12257260.818193 nChanged 3457 SP:Iteration 13Q (69115.430000 sec): 3 clusters Score: Raw -12265006.363491 + Penalty 5551.520895 = -12259454.842596 nChanged 2773 SP:Iteration 14Q (69115.830000 sec): 3 clusters Score: Raw -12266493.279241 + Penalty 5551.520895 = -12260941.758346 nChanged 2079 SP:Iteration 15Q (69116.210000 sec): 3 clusters Score: Raw -12267547.764333 + Penalty 5551.520895 = -12261996.243438 nChanged 1695 SP:Iteration 16Q (69116.590000 sec): 3 clusters Score: Raw -12268426.318212 + Penalty 5551.520895 = -12262874.797317 nChanged 1493 SP:Iteration 17Q (69116.960000 sec): 3 clusters Score: Raw -12269196.253065 + Penalty 5551.520895 = -12263644.732169 nChanged 1359 SP:Iteration 18Q (69117.320000 sec): 3 clusters Score: Raw -12269912.644503 + Penalty 5551.520895 = -12264361.123607 nChanged 1246 SP:Iteration 19Q (69117.670000 sec): 3 clusters Score: Raw -12270569.714697 + Penalty 5551.520895 = -12265018.193802 nChanged 1123 SP:Iteration 20F (69118.090000 sec): 3 clusters Score: Raw -12271141.394772 + Penalty 5551.520895 = -12265589.873877 nChanged 1031 SP:Iteration 21Q (69118.430000 sec): 3 clusters Score: Raw -12271665.412696 + Penalty 5551.520895 = -12266113.891801 nChanged 981 SP:Iteration 22Q (69118.770000 sec): 3 clusters Score: Raw -12272178.600100 + Penalty 5551.520895 = -12266627.079204 nChanged 881 SP:Iteration 23Q (69119.100000 sec): 3 clusters Score: Raw -12272614.390689 + Penalty 5551.520895 = -12267062.869794 nChanged 766 SP:Iteration 24Q (69119.450000 sec): 3 clusters Score: Raw -12272987.777102 + Penalty 5551.520895 = -12267436.256207 nChanged 699 SP:Iteration 25Q (69119.800000 sec): 3 clusters Score: Raw -12273331.263473 + Penalty 5551.520895 = -12267779.742577 nChanged 622 SP:Iteration 26Q (69120.120000 sec): 3 clusters Score: Raw -12273649.933728 + Penalty 5551.520895 = -12268098.412832 nChanged 560 SP:Iteration 27Q (69120.430000 sec): 3 clusters Score: Raw -12273931.058849 + Penalty 5551.520895 = -12268379.537953 nChanged 505 SP:Iteration 28Q (69120.750000 sec): 3 clusters Score: Raw -12274186.164520 + Penalty 5551.520895 = -12268634.643625 nChanged 427 SP:Iteration 29Q (69121.060000 sec): 3 clusters Score: Raw -12274396.825594 + Penalty 5551.520895 = -12268845.304699 nChanged 383 SP:Iteration 30Q (69121.370000 sec): 3 clusters Score: Raw -12274587.560958 + Penalty 5551.520895 = -12269036.040063 nChanged 329 SP:Iteration 31Q (69121.670000 sec): 3 clusters Score: Raw -12274753.887654 + Penalty 5551.520895 = -12269202.366758 nChanged 271 SP:Iteration 32Q (69121.980000 sec): 3 clusters Score: Raw -12274888.821376 + Penalty 5551.520895 = -12269337.300481 nChanged 240 SP:Iteration 33Q (69122.280000 sec): 3 clusters Score: Raw -12275000.889535 + Penalty 5551.520895 = -12269449.368640 nChanged 185 SP:Iteration 34Q (69122.580000 sec): 3 clusters Score: Raw -12275083.196849 + Penalty 5551.520895 = -12269531.675954 nChanged 152 SP:Iteration 35Q (69122.870000 sec): 3 clusters Score: Raw -12275148.026498 + Penalty 5551.520895 = -12269596.505602 nChanged 121 SP:Iteration 36Q (69123.170000 sec): 3 clusters Score: Raw -12275206.610449 + Penalty 5551.520895 = -12269655.089554 nChanged 122 SP:Iteration 37Q (69123.460000 sec): 3 clusters Score: Raw -12275269.550573 + Penalty 5551.520895 = -12269718.029678 nChanged 98 SP:Iteration 38Q (69123.750000 sec): 3 clusters Score: Raw -12275321.153308 + Penalty 5551.520895 = -12269769.632412 nChanged 91 SP:Iteration 39Q (69124.050000 sec): 3 clusters Score: Raw -12275367.364060 + Penalty 5551.520895 = -12269815.843165 nChanged 76 SP:Iteration 40F (69124.450000 sec): 3 clusters Score: Raw -12275400.481319 + Penalty 5551.520895 = -12269848.960424 nChanged 66 SP:Iteration 41Q (69124.740000 sec): 3 clusters Score: Raw -12275429.520347 + Penalty 5551.520895 = -12269877.999452 nChanged 48 SP:Iteration 42Q (69125.030000 sec): 3 clusters Score: Raw -12275452.030478 + Penalty 5551.520895 = -12269900.509583 nChanged 40 SP:Iteration 43Q (69125.320000 sec): 3 clusters Score: Raw -12275470.569000 + Penalty 5551.520895 = -12269919.048104 nChanged 27 SP:Iteration 44Q (69125.610000 sec): 3 clusters Score: Raw -12275481.810508 + Penalty 5551.520895 = -12269930.289613 nChanged 23 SP:Iteration 45Q (69125.890000 sec): 3 clusters Score: Raw -12275491.284547 + Penalty 5551.520895 = -12269939.763652 nChanged 12 SP:Iteration 46Q (69126.170000 sec): 3 clusters Score: Raw -12275496.829710 + Penalty 5551.520895 = -12269945.308814 nChanged 13 SP:Iteration 47Q (69126.470000 sec): 3 clusters Score: Raw -12275504.264656 + Penalty 5551.520895 = -12269952.743761 nChanged 12 SP:Iteration 48Q (69126.760000 sec): 3 clusters Score: Raw -12275509.401899 + Penalty 5551.520895 = -12269957.881004 nChanged 13 SP:Iteration 49Q (69127.050000 sec): 3 clusters Score: Raw -12275514.238031 + Penalty 5551.520895 = -12269962.717136 nChanged 7 SP:Iteration 50Q (69127.330000 sec): 3 clusters Score: Raw -12275516.961063 + Penalty 5551.520895 = -12269965.440168 nChanged 8 SP:Iteration 51Q (69127.610000 sec): 3 clusters Score: Raw -12275520.406745 + Penalty 5551.520895 = -12269968.885849 nChanged 6 SP:Iteration 52Q (69127.900000 sec): 3 clusters Score: Raw -12275524.252962 + Penalty 5551.520895 = -12269972.732066 nChanged 11 SP:Iteration 53Q (69128.200000 sec): 3 clusters Score: Raw -12275528.667477 + Penalty 5551.520895 = -12269977.146582 nChanged 16 SP:Iteration 54Q (69128.480000 sec): 3 clusters Score: Raw -12275534.505773 + Penalty 5551.520895 = -12269982.984878 nChanged 12 SP:Iteration 55Q (69128.760000 sec): 3 clusters Score: Raw -12275539.335456 + Penalty 5551.520895 = -12269987.814561 nChanged 11 SP:Iteration 56Q (69129.050000 sec): 3 clusters Score: Raw -12275543.683214 + Penalty 5551.520895 = -12269992.162318 nChanged 6 SP:Iteration 57Q (69129.330000 sec): 3 clusters Score: Raw -12275546.546463 + Penalty 5551.520895 = -12269995.025568 nChanged 7 SP:Iteration 58Q (69129.620000 sec): 3 clusters Score: Raw -12275549.773393 + Penalty 5551.520895 = -12269998.252497 nChanged 9 SP:Iteration 59Q (69129.910000 sec): 3 clusters Score: Raw -12275553.388712 + Penalty 5551.520895 = -12270001.867817 nChanged 6 SP:Iteration 60F (69130.320000 sec): 3 clusters Score: Raw -12275555.496989 + Penalty 5551.520895 = -12270003.976093 nChanged 7 SP:Iteration 61Q (69130.600000 sec): 3 clusters Score: Raw -12275558.558366 + Penalty 5551.520895 = -12270007.037470 nChanged 4 SP:Iteration 62Q (69130.890000 sec): 3 clusters Score: Raw -12275559.957019 + Penalty 5551.520895 = -12270008.436124 nChanged 5 SP:Iteration 63Q (69131.170000 sec): 3 clusters Score: Raw -12275562.228840 + Penalty 5551.520895 = -12270010.707945 nChanged 4 SP:Iteration 64Q (69131.450000 sec): 3 clusters Score: Raw -12275563.615923 + Penalty 5551.520895 = -12270012.095028 nChanged 5 SP:Iteration 65Q (69131.740000 sec): 3 clusters Score: Raw -12275565.315434 + Penalty 5551.520895 = -12270013.794539 nChanged 3 SP:Iteration 66Q (69132.030000 sec): 3 clusters Score: Raw -12275566.383192 + Penalty 5551.520895 = -12270014.862297 nChanged 5 SP:Iteration 67Q (69132.320000 sec): 3 clusters Score: Raw -12275568.680315 + Penalty 5551.520895 = -12270017.159420 nChanged 4 SP:Iteration 68Q (69132.600000 sec): 3 clusters Score: Raw -12275570.146187 + Penalty 5551.520895 = -12270018.625292 nChanged 3 SP:Iteration 69Q (69132.880000 sec): 3 clusters Score: Raw -12275571.640727 + Penalty 5551.520895 = -12270020.119832 nChanged 3 SP:Iteration 70Q (69133.170000 sec): 3 clusters Score: Raw -12275572.325088 + Penalty 5551.520895 = -12270020.804193 nChanged 1 SP:Iteration 71Q (69133.460000 sec): 3 clusters Score: Raw -12275572.715629 + Penalty 5551.520895 = -12270021.194734 nChanged 3 SP:Iteration 72Q (69133.750000 sec): 3 clusters Score: Raw -12275573.811002 + Penalty 5551.520895 = -12270022.290106 nChanged 1 SP:Iteration 73Q (69134.030000 sec): 3 clusters Score: Raw -12275574.244148 + Penalty 5551.520895 = -12270022.723252 nChanged 0 SP:Iteration 74F (69134.430000 sec): 3 clusters Score: Raw -12275574.244148 + Penalty 5551.520895 = -12270022.723252 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69134.470000 sec): 2 clusters Score: Raw -55285.623310 + Penalty 1456.982821 = -53828.640489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69134.470000 sec): 3 clusters Score: Raw -55457.387417 + Penalty 2913.965643 = -52543.421774 nChanged 58 SP:Iteration 1F (69134.480000 sec): 3 clusters Score: Raw -55579.232811 + Penalty 2913.965643 = -52665.267169 nChanged 18 SP:Iteration 2F (69134.480000 sec): 3 clusters Score: Raw -55619.531090 + Penalty 2913.965643 = -52705.565448 nChanged 11 SP:Iteration 3Q (69134.480000 sec): 3 clusters Score: Raw -55659.430272 + Penalty 2913.965643 = -52745.464630 nChanged 9 SP:Iteration 4Q (69134.480000 sec): 3 clusters Score: Raw -55682.643591 + Penalty 2913.965643 = -52768.677949 nChanged 6 SP:Iteration 5Q (69134.480000 sec): 3 clusters Score: Raw -55713.740399 + Penalty 2913.965643 = -52799.774757 nChanged 3 SP:Iteration 6Q (69134.480000 sec): 3 clusters Score: Raw -55722.247229 + Penalty 2913.965643 = -52808.281586 nChanged 3 SP:Iteration 7Q (69134.490000 sec): 3 clusters Score: Raw -55733.228192 + Penalty 2913.965643 = -52819.262549 nChanged 0 SP:Iteration 8F (69134.490000 sec): 3 clusters Score: Raw -55733.228192 + Penalty 2913.965643 = -52819.262549 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69134.500000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69134.510000 sec): 3 clusters Score: Raw -203660.067100 + Penalty 3510.020292 = -200150.046808 nChanged 321 SP:Iteration 1F (69134.520000 sec): 3 clusters Score: Raw -204001.634360 + Penalty 3510.020292 = -200491.614067 nChanged 73 SP:Iteration 2F (69134.520000 sec): 3 clusters Score: Raw -204097.907361 + Penalty 3510.020292 = -200587.887069 nChanged 35 SP:Iteration 3Q (69134.530000 sec): 3 clusters Score: Raw -204148.538293 + Penalty 3510.020292 = -200638.518001 nChanged 20 SP:Iteration 4Q (69134.540000 sec): 3 clusters Score: Raw -204176.618787 + Penalty 3510.020292 = -200666.598494 nChanged 17 SP:Iteration 5Q (69134.540000 sec): 3 clusters Score: Raw -204198.577221 + Penalty 3510.020292 = -200688.556928 nChanged 12 SP:Iteration 6Q (69134.550000 sec): 3 clusters Score: Raw -204212.651658 + Penalty 3510.020292 = -200702.631366 nChanged 9 SP:Iteration 7Q (69134.560000 sec): 3 clusters Score: Raw -204220.149157 + Penalty 3510.020292 = -200710.128865 nChanged 5 SP:Iteration 8Q (69134.560000 sec): 3 clusters Score: Raw -204224.026541 + Penalty 3510.020292 = -200714.006249 nChanged 4 SP:Iteration 9Q (69134.570000 sec): 3 clusters Score: Raw -204228.467037 + Penalty 3510.020292 = -200718.446744 nChanged 1 SP:Iteration 10Q (69134.580000 sec): 3 clusters Score: Raw -204229.189041 + Penalty 3510.020292 = -200719.168749 nChanged 0 SP:Iteration 11F (69134.580000 sec): 3 clusters Score: Raw -204229.189041 + Penalty 3510.020292 = -200719.168749 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69134.700000 sec): 2 clusters Score: Raw -3842863.456809 + Penalty 2494.715524 = -3840368.741285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69134.830000 sec): 3 clusters Score: Raw -3829258.550471 + Penalty 4989.431047 = -3824269.119423 nChanged 10414 SP:Iteration 1F (69134.960000 sec): 3 clusters Score: Raw -3834858.306673 + Penalty 4989.431047 = -3829868.875625 nChanged 1231 SP:Iteration 2F (69135.100000 sec): 3 clusters Score: Raw -3835313.368791 + Penalty 4989.431047 = -3830323.937743 nChanged 1078 SP:Iteration 3Q (69135.230000 sec): 3 clusters Score: Raw -3835704.194822 + Penalty 4989.431047 = -3830714.763775 nChanged 988 SP:Iteration 4Q (69135.370000 sec): 3 clusters Score: Raw -3836089.999940 + Penalty 4989.431047 = -3831100.568893 nChanged 978 SP:Iteration 5Q (69135.500000 sec): 3 clusters Score: Raw -3836517.559010 + Penalty 4989.431047 = -3831528.127963 nChanged 1022 SP:Iteration 6Q (69135.640000 sec): 3 clusters Score: Raw -3837032.584949 + Penalty 4989.431047 = -3832043.153902 nChanged 1131 SP:Iteration 7Q (69135.770000 sec): 3 clusters Score: Raw -3837639.002928 + Penalty 4989.431047 = -3832649.571880 nChanged 1165 SP:Iteration 8Q (69135.900000 sec): 3 clusters Score: Raw -3838322.188037 + Penalty 4989.431047 = -3833332.756989 nChanged 1199 SP:Iteration 9F (69136.030000 sec): 3 clusters Score: Raw -3839017.646084 + Penalty 4989.431047 = -3834028.215037 nChanged 1097 SP:Iteration 10Q (69136.170000 sec): 3 clusters Score: Raw -3839641.076036 + Penalty 4989.431047 = -3834651.644989 nChanged 985 SP:Iteration 11Q (69136.300000 sec): 3 clusters Score: Raw -3840115.968653 + Penalty 4989.431047 = -3835126.537606 nChanged 835 SP:Iteration 12Q (69136.430000 sec): 3 clusters Score: Raw -3840442.713379 + Penalty 4989.431047 = -3835453.282332 nChanged 652 SP:Iteration 13Q (69136.560000 sec): 3 clusters Score: Raw -3840654.021588 + Penalty 4989.431047 = -3835664.590541 nChanged 497 SP:Iteration 14Q (69136.700000 sec): 3 clusters Score: Raw -3840796.292976 + Penalty 4989.431047 = -3835806.861928 nChanged 426 SP:Iteration 15Q (69136.830000 sec): 3 clusters Score: Raw -3840911.180862 + Penalty 4989.431047 = -3835921.749815 nChanged 357 SP:Iteration 16Q (69136.960000 sec): 3 clusters Score: Raw -3840993.647848 + Penalty 4989.431047 = -3836004.216800 nChanged 302 SP:Iteration 17Q (69137.090000 sec): 3 clusters Score: Raw -3841057.765937 + Penalty 4989.431047 = -3836068.334890 nChanged 272 SP:Iteration 18Q (69137.220000 sec): 3 clusters Score: Raw -3841113.521388 + Penalty 4989.431047 = -3836124.090340 nChanged 253 SP:Iteration 19Q (69137.360000 sec): 3 clusters Score: Raw -3841161.875557 + Penalty 4989.431047 = -3836172.444510 nChanged 249 SP:Iteration 20F (69137.490000 sec): 3 clusters Score: Raw -3841210.315871 + Penalty 4989.431047 = -3836220.884824 nChanged 229 SP:Iteration 21Q (69137.620000 sec): 3 clusters Score: Raw -3841253.813239 + Penalty 4989.431047 = -3836264.382191 nChanged 257 SP:Iteration 22Q (69137.760000 sec): 3 clusters Score: Raw -3841306.643450 + Penalty 4989.431047 = -3836317.212402 nChanged 239 SP:Iteration 23Q (69137.890000 sec): 3 clusters Score: Raw -3841349.840870 + Penalty 4989.431047 = -3836360.409823 nChanged 230 SP:Iteration 24Q (69138.020000 sec): 3 clusters Score: Raw -3841392.969334 + Penalty 4989.431047 = -3836403.538287 nChanged 224 SP:Iteration 25Q (69138.150000 sec): 3 clusters Score: Raw -3841435.388045 + Penalty 4989.431047 = -3836445.956998 nChanged 204 SP:Iteration 26Q (69138.280000 sec): 3 clusters Score: Raw -3841472.221828 + Penalty 4989.431047 = -3836482.790780 nChanged 212 SP:Iteration 27Q (69138.410000 sec): 3 clusters Score: Raw -3841513.216580 + Penalty 4989.431047 = -3836523.785533 nChanged 210 SP:Iteration 28Q (69138.540000 sec): 3 clusters Score: Raw -3841551.388672 + Penalty 4989.431047 = -3836561.957624 nChanged 198 SP:Iteration 29Q (69138.670000 sec): 3 clusters Score: Raw -3841585.395837 + Penalty 4989.431047 = -3836595.964790 nChanged 189 SP:Iteration 30Q (69138.800000 sec): 3 clusters Score: Raw -3841618.831410 + Penalty 4989.431047 = -3836629.400362 nChanged 203 SP:Iteration 31Q (69138.930000 sec): 3 clusters Score: Raw -3841654.130243 + Penalty 4989.431047 = -3836664.699196 nChanged 202 SP:Iteration 32Q (69139.060000 sec): 3 clusters Score: Raw -3841688.820162 + Penalty 4989.431047 = -3836699.389115 nChanged 176 SP:Iteration 33Q (69139.190000 sec): 3 clusters Score: Raw -3841721.414461 + Penalty 4989.431047 = -3836731.983413 nChanged 204 SP:Iteration 34Q (69139.320000 sec): 3 clusters Score: Raw -3841760.720241 + Penalty 4989.431047 = -3836771.289194 nChanged 203 SP:Iteration 35Q (69139.440000 sec): 3 clusters Score: Raw -3841801.812891 + Penalty 4989.431047 = -3836812.381843 nChanged 243 SP:Iteration 36Q (69139.570000 sec): 3 clusters Score: Raw -3841852.554225 + Penalty 4989.431047 = -3836863.123178 nChanged 236 SP:Iteration 37Q (69139.690000 sec): 3 clusters Score: Raw -3841900.857882 + Penalty 4989.431047 = -3836911.426835 nChanged 213 SP:Iteration 38Q (69139.820000 sec): 3 clusters Score: Raw -3841942.337010 + Penalty 4989.431047 = -3836952.905963 nChanged 215 SP:Iteration 39Q (69139.940000 sec): 3 clusters Score: Raw -3841982.692601 + Penalty 4989.431047 = -3836993.261553 nChanged 221 SP:Iteration 40F (69140.070000 sec): 3 clusters Score: Raw -3842031.305279 + Penalty 4989.431047 = -3837041.874231 nChanged 241 SP:Iteration 41Q (69140.200000 sec): 3 clusters Score: Raw -3842089.933442 + Penalty 4989.431047 = -3837100.502395 nChanged 259 SP:Iteration 42Q (69140.320000 sec): 3 clusters Score: Raw -3842158.243548 + Penalty 4989.431047 = -3837168.812501 nChanged 282 SP:Iteration 43Q (69140.440000 sec): 3 clusters Score: Raw -3842231.507787 + Penalty 4989.431047 = -3837242.076740 nChanged 254 SP:Iteration 44Q (69140.570000 sec): 3 clusters Score: Raw -3842294.479627 + Penalty 4989.431047 = -3837305.048580 nChanged 245 SP:Iteration 45Q (69140.690000 sec): 3 clusters Score: Raw -3842354.373122 + Penalty 4989.431047 = -3837364.942075 nChanged 229 SP:Iteration 46Q (69140.810000 sec): 3 clusters Score: Raw -3842412.013450 + Penalty 4989.431047 = -3837422.582403 nChanged 243 SP:Iteration 47Q (69140.940000 sec): 3 clusters Score: Raw -3842478.936478 + Penalty 4989.431047 = -3837489.505431 nChanged 236 SP:Iteration 48Q (69141.060000 sec): 3 clusters Score: Raw -3842542.144114 + Penalty 4989.431047 = -3837552.713067 nChanged 219 SP:Iteration 49Q (69141.180000 sec): 3 clusters Score: Raw -3842607.594858 + Penalty 4989.431047 = -3837618.163811 nChanged 218 SP:Iteration 50Q (69141.300000 sec): 3 clusters Score: Raw -3842666.760894 + Penalty 4989.431047 = -3837677.329847 nChanged 189 SP:Iteration 51Q (69141.420000 sec): 3 clusters Score: Raw -3842712.201578 + Penalty 4989.431047 = -3837722.770530 nChanged 166 SP:Iteration 52Q (69141.540000 sec): 3 clusters Score: Raw -3842749.641939 + Penalty 4989.431047 = -3837760.210892 nChanged 156 SP:Iteration 53Q (69141.660000 sec): 3 clusters Score: Raw -3842782.904059 + Penalty 4989.431047 = -3837793.473011 nChanged 133 SP:Iteration 54Q (69141.780000 sec): 3 clusters Score: Raw -3842809.845109 + Penalty 4989.431047 = -3837820.414062 nChanged 130 SP:Iteration 55Q (69141.900000 sec): 3 clusters Score: Raw -3842836.230234 + Penalty 4989.431047 = -3837846.799187 nChanged 116 SP:Iteration 56Q (69142.020000 sec): 3 clusters Score: Raw -3842860.604574 + Penalty 4989.431047 = -3837871.173527 nChanged 122 SP:Iteration 57Q (69142.130000 sec): 3 clusters Score: Raw -3842886.683550 + Penalty 4989.431047 = -3837897.252502 nChanged 112 SP:Iteration 58Q (69142.250000 sec): 3 clusters Score: Raw -3842910.874693 + Penalty 4989.431047 = -3837921.443645 nChanged 114 SP:Iteration 59Q (69142.370000 sec): 3 clusters Score: Raw -3842932.763880 + Penalty 4989.431047 = -3837943.332832 nChanged 92 SP:Iteration 60F (69142.510000 sec): 3 clusters Score: Raw -3842950.519354 + Penalty 4989.431047 = -3837961.088307 nChanged 93 SP:Iteration 61Q (69142.620000 sec): 3 clusters Score: Raw -3842968.855087 + Penalty 4989.431047 = -3837979.424039 nChanged 80 SP:Iteration 62Q (69142.740000 sec): 3 clusters Score: Raw -3842983.106813 + Penalty 4989.431047 = -3837993.675766 nChanged 72 SP:Iteration 63Q (69142.860000 sec): 3 clusters Score: Raw -3842995.382850 + Penalty 4989.431047 = -3838005.951803 nChanged 67 SP:Iteration 64Q (69142.970000 sec): 3 clusters Score: Raw -3843007.322279 + Penalty 4989.431047 = -3838017.891232 nChanged 68 SP:Iteration 65Q (69143.080000 sec): 3 clusters Score: Raw -3843020.303481 + Penalty 4989.431047 = -3838030.872433 nChanged 70 SP:Iteration 66Q (69143.200000 sec): 3 clusters Score: Raw -3843034.505541 + Penalty 4989.431047 = -3838045.074493 nChanged 62 SP:Iteration 67Q (69143.310000 sec): 3 clusters Score: Raw -3843048.042332 + Penalty 4989.431047 = -3838058.611284 nChanged 68 SP:Iteration 68Q (69143.430000 sec): 3 clusters Score: Raw -3843060.835465 + Penalty 4989.431047 = -3838071.404418 nChanged 70 SP:Iteration 69Q (69143.540000 sec): 3 clusters Score: Raw -3843074.251988 + Penalty 4989.431047 = -3838084.820941 nChanged 69 SP:Iteration 70Q (69143.660000 sec): 3 clusters Score: Raw -3843089.478978 + Penalty 4989.431047 = -3838100.047931 nChanged 80 SP:Iteration 71Q (69143.770000 sec): 3 clusters Score: Raw -3843106.622541 + Penalty 4989.431047 = -3838117.191494 nChanged 80 SP:Iteration 72Q (69143.890000 sec): 3 clusters Score: Raw -3843123.164728 + Penalty 4989.431047 = -3838133.733681 nChanged 76 SP:Iteration 73Q (69144.000000 sec): 3 clusters Score: Raw -3843141.415707 + Penalty 4989.431047 = -3838151.984660 nChanged 92 SP:Iteration 74Q (69144.120000 sec): 3 clusters Score: Raw -3843163.419230 + Penalty 4989.431047 = -3838173.988182 nChanged 65 SP:Iteration 75Q (69144.230000 sec): 3 clusters Score: Raw -3843178.697262 + Penalty 4989.431047 = -3838189.266215 nChanged 71 SP:Iteration 76Q (69144.340000 sec): 3 clusters Score: Raw -3843193.061121 + Penalty 4989.431047 = -3838203.630073 nChanged 65 SP:Iteration 77Q (69144.450000 sec): 3 clusters Score: Raw -3843208.265316 + Penalty 4989.431047 = -3838218.834269 nChanged 65 SP:Iteration 78Q (69144.560000 sec): 3 clusters Score: Raw -3843224.070157 + Penalty 4989.431047 = -3838234.639109 nChanged 70 SP:Iteration 79Q (69144.670000 sec): 3 clusters Score: Raw -3843244.108003 + Penalty 4989.431047 = -3838254.676956 nChanged 66 SP:Iteration 80F (69144.800000 sec): 3 clusters Score: Raw -3843257.271274 + Penalty 4989.431047 = -3838267.840226 nChanged 49 SP:Iteration 81Q (69144.920000 sec): 3 clusters Score: Raw -3843266.544058 + Penalty 4989.431047 = -3838277.113011 nChanged 40 SP:Iteration 82Q (69145.030000 sec): 3 clusters Score: Raw -3843274.462845 + Penalty 4989.431047 = -3838285.031797 nChanged 39 SP:Iteration 83Q (69145.130000 sec): 3 clusters Score: Raw -3843283.152965 + Penalty 4989.431047 = -3838293.721918 nChanged 46 SP:Iteration 84Q (69145.240000 sec): 3 clusters Score: Raw -3843296.878866 + Penalty 4989.431047 = -3838307.447819 nChanged 51 SP:Iteration 85Q (69145.350000 sec): 3 clusters Score: Raw -3843311.661746 + Penalty 4989.431047 = -3838322.230699 nChanged 47 SP:Iteration 86Q (69145.460000 sec): 3 clusters Score: Raw -3843323.770400 + Penalty 4989.431047 = -3838334.339352 nChanged 50 SP:Iteration 87Q (69145.570000 sec): 3 clusters Score: Raw -3843335.096138 + Penalty 4989.431047 = -3838345.665091 nChanged 38 SP:Iteration 88Q (69145.670000 sec): 3 clusters Score: Raw -3843344.019112 + Penalty 4989.431047 = -3838354.588065 nChanged 33 SP:Iteration 89Q (69145.790000 sec): 3 clusters Score: Raw -3843350.687254 + Penalty 4989.431047 = -3838361.256206 nChanged 24 SP:Iteration 90Q (69145.900000 sec): 3 clusters Score: Raw -3843355.543546 + Penalty 4989.431047 = -3838366.112499 nChanged 25 SP:Iteration 91Q (69146.010000 sec): 3 clusters Score: Raw -3843361.029261 + Penalty 4989.431047 = -3838371.598214 nChanged 37 SP:Iteration 92Q (69146.120000 sec): 3 clusters Score: Raw -3843370.274415 + Penalty 4989.431047 = -3838380.843367 nChanged 35 SP:Iteration 93Q (69146.230000 sec): 3 clusters Score: Raw -3843377.856191 + Penalty 4989.431047 = -3838388.425144 nChanged 28 SP:Iteration 94Q (69146.330000 sec): 3 clusters Score: Raw -3843383.620012 + Penalty 4989.431047 = -3838394.188965 nChanged 21 SP:Iteration 95Q (69146.440000 sec): 3 clusters Score: Raw -3843388.068052 + Penalty 4989.431047 = -3838398.637004 nChanged 26 SP:Iteration 96Q (69146.550000 sec): 3 clusters Score: Raw -3843393.872562 + Penalty 4989.431047 = -3838404.441514 nChanged 26 SP:Iteration 97Q (69146.650000 sec): 3 clusters Score: Raw -3843398.494532 + Penalty 4989.431047 = -3838409.063484 nChanged 14 SP:Iteration 98Q (69146.760000 sec): 3 clusters Score: Raw -3843401.071748 + Penalty 4989.431047 = -3838411.640701 nChanged 15 SP:Iteration 99Q (69146.870000 sec): 3 clusters Score: Raw -3843403.290456 + Penalty 4989.431047 = -3838413.859408 nChanged 7 SP:Iteration 100F (69147.010000 sec): 3 clusters Score: Raw -3843404.180573 + Penalty 4989.431047 = -3838414.749526 nChanged 7 SP:Iteration 101Q (69147.110000 sec): 3 clusters Score: Raw -3843405.397088 + Penalty 4989.431047 = -3838415.966041 nChanged 7 SP:Iteration 102Q (69147.220000 sec): 3 clusters Score: Raw -3843406.495012 + Penalty 4989.431047 = -3838417.063965 nChanged 5 SP:Iteration 103Q (69147.330000 sec): 3 clusters Score: Raw -3843407.390781 + Penalty 4989.431047 = -3838417.959733 nChanged 3 SP:Iteration 104Q (69147.430000 sec): 3 clusters Score: Raw -3843407.791975 + Penalty 4989.431047 = -3838418.360928 nChanged 2 SP:Iteration 105Q (69147.540000 sec): 3 clusters Score: Raw -3843408.166348 + Penalty 4989.431047 = -3838418.735301 nChanged 3 SP:Iteration 106Q (69147.650000 sec): 3 clusters Score: Raw -3843408.647789 + Penalty 4989.431047 = -3838419.216742 nChanged 2 SP:Iteration 107Q (69147.750000 sec): 3 clusters Score: Raw -3843408.850409 + Penalty 4989.431047 = -3838419.419362 nChanged 0 SP:Iteration 108F (69147.890000 sec): 3 clusters Score: Raw -3843408.850409 + Penalty 4989.431047 = -3838419.419362 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69147.910000 sec): 2 clusters Score: Raw -363730.474948 + Penalty 1915.881849 = -361814.593099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69147.920000 sec): 3 clusters Score: Raw -362821.961805 + Penalty 3831.763699 = -358990.198107 nChanged 792 SP:Iteration 1F (69147.930000 sec): 3 clusters Score: Raw -363416.577180 + Penalty 3831.763699 = -359584.813481 nChanged 194 SP:Iteration 2F (69147.950000 sec): 3 clusters Score: Raw -363577.150039 + Penalty 3831.763699 = -359745.386340 nChanged 98 SP:Iteration 3Q (69147.960000 sec): 3 clusters Score: Raw -363665.793608 + Penalty 3831.763699 = -359834.029909 nChanged 84 SP:Iteration 4Q (69147.970000 sec): 3 clusters Score: Raw -363769.746591 + Penalty 3831.763699 = -359937.982893 nChanged 101 SP:Iteration 5Q (69147.990000 sec): 3 clusters Score: Raw -363912.710280 + Penalty 3831.763699 = -360080.946581 nChanged 116 SP:Iteration 6F (69147.990000 sec): 3 clusters Score: Raw -364135.616895 + Penalty 3831.763699 = -360303.853196 nChanged 148 SP:Iteration 7F (69148.010000 sec): 3 clusters Score: Raw -364443.998967 + Penalty 3831.763699 = -360612.235269 nChanged 124 SP:Iteration 8F (69148.020000 sec): 3 clusters Score: Raw -364690.600501 + Penalty 3831.763699 = -360858.836802 nChanged 109 SP:Iteration 9Q (69148.030000 sec): 3 clusters Score: Raw -364876.916282 + Penalty 3831.763699 = -361045.152583 nChanged 98 SP:Iteration 10Q (69148.040000 sec): 3 clusters Score: Raw -365061.550526 + Penalty 3831.763699 = -361229.786827 nChanged 88 SP:Iteration 11Q (69148.050000 sec): 3 clusters Score: Raw -365246.414084 + Penalty 3831.763699 = -361414.650385 nChanged 61 SP:Iteration 12Q (69148.070000 sec): 3 clusters Score: Raw -365346.558189 + Penalty 3831.763699 = -361514.794490 nChanged 43 SP:Iteration 13Q (69148.080000 sec): 3 clusters Score: Raw -365395.161368 + Penalty 3831.763699 = -361563.397670 nChanged 28 SP:Iteration 14Q (69148.090000 sec): 3 clusters Score: Raw -365430.387226 + Penalty 3831.763699 = -361598.623527 nChanged 30 SP:Iteration 15Q (69148.100000 sec): 3 clusters Score: Raw -365453.235405 + Penalty 3831.763699 = -361621.471706 nChanged 19 SP:Iteration 16Q (69148.110000 sec): 3 clusters Score: Raw -365466.934323 + Penalty 3831.763699 = -361635.170624 nChanged 7 SP:Iteration 17Q (69148.120000 sec): 3 clusters Score: Raw -365470.687189 + Penalty 3831.763699 = -361638.923490 nChanged 4 SP:Iteration 18Q (69148.130000 sec): 3 clusters Score: Raw -365477.650091 + Penalty 3831.763699 = -361645.886392 nChanged 5 SP:Iteration 19Q (69148.140000 sec): 3 clusters Score: Raw -365483.028916 + Penalty 3831.763699 = -361651.265217 nChanged 8 SP:Iteration 20F (69148.150000 sec): 3 clusters Score: Raw -365488.577825 + Penalty 3831.763699 = -361656.814126 nChanged 2 SP:Iteration 21Q (69148.170000 sec): 3 clusters Score: Raw -365489.581380 + Penalty 3831.763699 = -361657.817681 nChanged 4 SP:Iteration 22Q (69148.170000 sec): 3 clusters Score: Raw -365491.778342 + Penalty 3831.763699 = -361660.014643 nChanged 4 SP:Iteration 23Q (69148.190000 sec): 3 clusters Score: Raw -365495.434343 + Penalty 3831.763699 = -361663.670644 nChanged 4 SP:Iteration 24Q (69148.200000 sec): 3 clusters Score: Raw -365499.077549 + Penalty 3831.763699 = -361667.313850 nChanged 4 SP:Iteration 25Q (69148.210000 sec): 3 clusters Score: Raw -365502.641706 + Penalty 3831.763699 = -361670.878007 nChanged 5 SP:Iteration 26Q (69148.220000 sec): 3 clusters Score: Raw -365507.118783 + Penalty 3831.763699 = -361675.355084 nChanged 9 SP:Iteration 27Q (69148.230000 sec): 3 clusters Score: Raw -365514.340498 + Penalty 3831.763699 = -361682.576799 nChanged 7 SP:Iteration 28Q (69148.240000 sec): 3 clusters Score: Raw -365518.103784 + Penalty 3831.763699 = -361686.340085 nChanged 2 SP:Iteration 29Q (69148.250000 sec): 3 clusters Score: Raw -365520.216570 + Penalty 3831.763699 = -361688.452871 nChanged 1 SP:Iteration 30Q (69148.260000 sec): 3 clusters Score: Raw -365520.694834 + Penalty 3831.763699 = -361688.931135 nChanged 0 SP:Iteration 31F (69148.270000 sec): 3 clusters Score: Raw -365520.694834 + Penalty 3831.763699 = -361688.931135 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69148.290000 sec): 2 clusters Score: Raw -539173.056121 + Penalty 2012.129807 = -537160.926314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69148.310000 sec): 3 clusters Score: Raw -537686.338800 + Penalty 4024.259613 = -533662.079187 nChanged 1202 SP:Iteration 1F (69148.330000 sec): 3 clusters Score: Raw -538550.497314 + Penalty 4024.259613 = -534526.237700 nChanged 295 SP:Iteration 2F (69148.350000 sec): 3 clusters Score: Raw -538898.496020 + Penalty 4024.259613 = -534874.236407 nChanged 276 SP:Iteration 3F (69148.370000 sec): 3 clusters Score: Raw -539238.178911 + Penalty 4024.259613 = -535213.919298 nChanged 251 SP:Iteration 4F (69148.390000 sec): 3 clusters Score: Raw -539504.927341 + Penalty 4024.259613 = -535480.667727 nChanged 186 SP:Iteration 5F (69148.410000 sec): 3 clusters Score: Raw -539681.904449 + Penalty 4024.259613 = -535657.644835 nChanged 143 SP:Iteration 6Q (69148.420000 sec): 3 clusters Score: Raw -539814.182397 + Penalty 4024.259613 = -535789.922783 nChanged 99 SP:Iteration 7Q (69148.440000 sec): 3 clusters Score: Raw -539899.732905 + Penalty 4024.259613 = -535875.473292 nChanged 68 SP:Iteration 8Q (69148.460000 sec): 3 clusters Score: Raw -539964.877679 + Penalty 4024.259613 = -535940.618065 nChanged 53 SP:Iteration 9Q (69148.480000 sec): 3 clusters Score: Raw -540015.724422 + Penalty 4024.259613 = -535991.464809 nChanged 43 SP:Iteration 10Q (69148.490000 sec): 3 clusters Score: Raw -540057.331381 + Penalty 4024.259613 = -536033.071767 nChanged 29 SP:Iteration 11Q (69148.510000 sec): 3 clusters Score: Raw -540081.744962 + Penalty 4024.259613 = -536057.485348 nChanged 30 SP:Iteration 12Q (69148.530000 sec): 3 clusters Score: Raw -540104.190976 + Penalty 4024.259613 = -536079.931362 nChanged 17 SP:Iteration 13Q (69148.550000 sec): 3 clusters Score: Raw -540118.094636 + Penalty 4024.259613 = -536093.835022 nChanged 15 SP:Iteration 14Q (69148.560000 sec): 3 clusters Score: Raw -540126.367688 + Penalty 4024.259613 = -536102.108075 nChanged 4 SP:Iteration 15Q (69148.580000 sec): 3 clusters Score: Raw -540129.630315 + Penalty 4024.259613 = -536105.370701 nChanged 7 SP:Iteration 16Q (69148.600000 sec): 3 clusters Score: Raw -540134.512221 + Penalty 4024.259613 = -536110.252608 nChanged 5 SP:Iteration 17Q (69148.610000 sec): 3 clusters Score: Raw -540138.307455 + Penalty 4024.259613 = -536114.047841 nChanged 6 SP:Iteration 18Q (69148.630000 sec): 3 clusters Score: Raw -540141.957797 + Penalty 4024.259613 = -536117.698184 nChanged 4 SP:Iteration 19Q (69148.650000 sec): 3 clusters Score: Raw -540143.756512 + Penalty 4024.259613 = -536119.496898 nChanged 0 SP:Iteration 20F (69148.670000 sec): 3 clusters Score: Raw -540143.756512 + Penalty 4024.259613 = -536119.496898 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69148.720000 sec): 2 clusters Score: Raw -1725125.804578 + Penalty 2274.092219 = -1722851.712359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69148.770000 sec): 3 clusters Score: Raw -1719950.391241 + Penalty 4548.184438 = -1715402.206803 nChanged 3917 SP:Iteration 1F (69148.830000 sec): 3 clusters Score: Raw -1721980.451529 + Penalty 4548.184438 = -1717432.267092 nChanged 600 SP:Iteration 2F (69148.880000 sec): 3 clusters Score: Raw -1722260.345403 + Penalty 4548.184438 = -1717712.160965 nChanged 493 SP:Iteration 3F (69148.930000 sec): 3 clusters Score: Raw -1722478.763126 + Penalty 4548.184438 = -1717930.578688 nChanged 404 SP:Iteration 4Q (69148.980000 sec): 3 clusters Score: Raw -1722651.191201 + Penalty 4548.184438 = -1718103.006763 nChanged 364 SP:Iteration 5Q (69149.040000 sec): 3 clusters Score: Raw -1722820.163027 + Penalty 4548.184438 = -1718271.978589 nChanged 330 SP:Iteration 6Q (69149.100000 sec): 3 clusters Score: Raw -1722970.550919 + Penalty 4548.184438 = -1718422.366481 nChanged 319 SP:Iteration 7Q (69149.150000 sec): 3 clusters Score: Raw -1723109.385875 + Penalty 4548.184438 = -1718561.201437 nChanged 272 SP:Iteration 8Q (69149.210000 sec): 3 clusters Score: Raw -1723224.251886 + Penalty 4548.184438 = -1718676.067449 nChanged 233 SP:Iteration 9Q (69149.260000 sec): 3 clusters Score: Raw -1723345.289444 + Penalty 4548.184438 = -1718797.105006 nChanged 242 SP:Iteration 10Q (69149.320000 sec): 3 clusters Score: Raw -1723460.506068 + Penalty 4548.184438 = -1718912.321630 nChanged 250 SP:Iteration 11Q (69149.370000 sec): 3 clusters Score: Raw -1723573.042342 + Penalty 4548.184438 = -1719024.857904 nChanged 242 SP:Iteration 12Q (69149.430000 sec): 3 clusters Score: Raw -1723681.579218 + Penalty 4548.184438 = -1719133.394780 nChanged 241 SP:Iteration 13Q (69149.480000 sec): 3 clusters Score: Raw -1723800.763704 + Penalty 4548.184438 = -1719252.579266 nChanged 260 SP:Iteration 14Q (69149.540000 sec): 3 clusters Score: Raw -1723932.042206 + Penalty 4548.184438 = -1719383.857768 nChanged 259 SP:Iteration 15Q (69149.590000 sec): 3 clusters Score: Raw -1724064.658464 + Penalty 4548.184438 = -1719516.474026 nChanged 268 SP:Iteration 16Q (69149.640000 sec): 3 clusters Score: Raw -1724198.504168 + Penalty 4548.184438 = -1719650.319730 nChanged 281 SP:Iteration 17Q (69149.690000 sec): 3 clusters Score: Raw -1724348.059265 + Penalty 4548.184438 = -1719799.874828 nChanged 263 SP:Iteration 18Q (69149.740000 sec): 3 clusters Score: Raw -1724460.810732 + Penalty 4548.184438 = -1719912.626294 nChanged 210 SP:Iteration 19Q (69149.790000 sec): 3 clusters Score: Raw -1724551.156718 + Penalty 4548.184438 = -1720002.972280 nChanged 188 SP:Iteration 20F (69149.840000 sec): 3 clusters Score: Raw -1724624.284278 + Penalty 4548.184438 = -1720076.099840 nChanged 155 SP:Iteration 21Q (69149.900000 sec): 3 clusters Score: Raw -1724674.971452 + Penalty 4548.184438 = -1720126.787014 nChanged 110 SP:Iteration 22Q (69149.940000 sec): 3 clusters Score: Raw -1724707.703684 + Penalty 4548.184438 = -1720159.519246 nChanged 82 SP:Iteration 23Q (69150.000000 sec): 3 clusters Score: Raw -1724730.673587 + Penalty 4548.184438 = -1720182.489150 nChanged 74 SP:Iteration 24Q (69150.050000 sec): 3 clusters Score: Raw -1724746.902071 + Penalty 4548.184438 = -1720198.717633 nChanged 51 SP:Iteration 25Q (69150.100000 sec): 3 clusters Score: Raw -1724757.693184 + Penalty 4548.184438 = -1720209.508746 nChanged 36 SP:Iteration 26Q (69150.160000 sec): 3 clusters Score: Raw -1724764.977534 + Penalty 4548.184438 = -1720216.793096 nChanged 34 SP:Iteration 27Q (69150.210000 sec): 3 clusters Score: Raw -1724772.395125 + Penalty 4548.184438 = -1720224.210688 nChanged 33 SP:Iteration 28Q (69150.260000 sec): 3 clusters Score: Raw -1724779.894512 + Penalty 4548.184438 = -1720231.710074 nChanged 37 SP:Iteration 29Q (69150.310000 sec): 3 clusters Score: Raw -1724788.853937 + Penalty 4548.184438 = -1720240.669499 nChanged 37 SP:Iteration 30Q (69150.360000 sec): 3 clusters Score: Raw -1724797.281832 + Penalty 4548.184438 = -1720249.097395 nChanged 37 SP:Iteration 31Q (69150.420000 sec): 3 clusters Score: Raw -1724805.084675 + Penalty 4548.184438 = -1720256.900237 nChanged 27 SP:Iteration 32Q (69150.470000 sec): 3 clusters Score: Raw -1724811.017765 + Penalty 4548.184438 = -1720262.833328 nChanged 32 SP:Iteration 33Q (69150.520000 sec): 3 clusters Score: Raw -1724817.691586 + Penalty 4548.184438 = -1720269.507148 nChanged 27 SP:Iteration 34Q (69150.570000 sec): 3 clusters Score: Raw -1724823.311083 + Penalty 4548.184438 = -1720275.126646 nChanged 30 SP:Iteration 35Q (69150.620000 sec): 3 clusters Score: Raw -1724829.490166 + Penalty 4548.184438 = -1720281.305728 nChanged 29 SP:Iteration 36Q (69150.670000 sec): 3 clusters Score: Raw -1724834.586761 + Penalty 4548.184438 = -1720286.402324 nChanged 24 SP:Iteration 37Q (69150.720000 sec): 3 clusters Score: Raw -1724838.861890 + Penalty 4548.184438 = -1720290.677452 nChanged 19 SP:Iteration 38Q (69150.770000 sec): 3 clusters Score: Raw -1724842.520152 + Penalty 4548.184438 = -1720294.335714 nChanged 20 SP:Iteration 39Q (69150.820000 sec): 3 clusters Score: Raw -1724846.216259 + Penalty 4548.184438 = -1720298.031821 nChanged 29 SP:Iteration 40F (69150.880000 sec): 3 clusters Score: Raw -1724851.533615 + Penalty 4548.184438 = -1720303.349177 nChanged 28 SP:Iteration 41Q (69150.920000 sec): 3 clusters Score: Raw -1724857.082071 + Penalty 4548.184438 = -1720308.897633 nChanged 31 SP:Iteration 42Q (69150.980000 sec): 3 clusters Score: Raw -1724862.541306 + Penalty 4548.184438 = -1720314.356868 nChanged 14 SP:Iteration 43Q (69151.030000 sec): 3 clusters Score: Raw -1724864.326830 + Penalty 4548.184438 = -1720316.142392 nChanged 9 SP:Iteration 44Q (69151.080000 sec): 3 clusters Score: Raw -1724865.740466 + Penalty 4548.184438 = -1720317.556029 nChanged 9 SP:Iteration 45Q (69151.140000 sec): 3 clusters Score: Raw -1724866.977402 + Penalty 4548.184438 = -1720318.792964 nChanged 9 SP:Iteration 46Q (69151.190000 sec): 3 clusters Score: Raw -1724868.853267 + Penalty 4548.184438 = -1720320.668830 nChanged 17 SP:Iteration 47Q (69151.240000 sec): 3 clusters Score: Raw -1724871.542309 + Penalty 4548.184438 = -1720323.357872 nChanged 14 SP:Iteration 48Q (69151.290000 sec): 3 clusters Score: Raw -1724873.721000 + Penalty 4548.184438 = -1720325.536563 nChanged 12 SP:Iteration 49Q (69151.340000 sec): 3 clusters Score: Raw -1724875.580640 + Penalty 4548.184438 = -1720327.396203 nChanged 16 SP:Iteration 50Q (69151.400000 sec): 3 clusters Score: Raw -1724878.061953 + Penalty 4548.184438 = -1720329.877516 nChanged 15 SP:Iteration 51Q (69151.450000 sec): 3 clusters Score: Raw -1724881.614463 + Penalty 4548.184438 = -1720333.430025 nChanged 22 SP:Iteration 52Q (69151.500000 sec): 3 clusters Score: Raw -1724886.517183 + Penalty 4548.184438 = -1720338.332745 nChanged 27 SP:Iteration 53Q (69151.550000 sec): 3 clusters Score: Raw -1724891.659719 + Penalty 4548.184438 = -1720343.475282 nChanged 23 SP:Iteration 54Q (69151.600000 sec): 3 clusters Score: Raw -1724895.285473 + Penalty 4548.184438 = -1720347.101035 nChanged 20 SP:Iteration 55Q (69151.650000 sec): 3 clusters Score: Raw -1724898.497942 + Penalty 4548.184438 = -1720350.313504 nChanged 16 SP:Iteration 56Q (69151.700000 sec): 3 clusters Score: Raw -1724901.417759 + Penalty 4548.184438 = -1720353.233321 nChanged 16 SP:Iteration 57Q (69151.750000 sec): 3 clusters Score: Raw -1724903.728734 + Penalty 4548.184438 = -1720355.544296 nChanged 10 SP:Iteration 58Q (69151.800000 sec): 3 clusters Score: Raw -1724904.758800 + Penalty 4548.184438 = -1720356.574362 nChanged 5 SP:Iteration 59Q (69151.860000 sec): 3 clusters Score: Raw -1724905.599224 + Penalty 4548.184438 = -1720357.414786 nChanged 9 SP:Iteration 60F (69151.910000 sec): 3 clusters Score: Raw -1724906.753061 + Penalty 4548.184438 = -1720358.568623 nChanged 6 SP:Iteration 61Q (69151.960000 sec): 3 clusters Score: Raw -1724907.897708 + Penalty 4548.184438 = -1720359.713270 nChanged 10 SP:Iteration 62Q (69152.020000 sec): 3 clusters Score: Raw -1724909.407397 + Penalty 4548.184438 = -1720361.222959 nChanged 7 SP:Iteration 63Q (69152.070000 sec): 3 clusters Score: Raw -1724910.085486 + Penalty 4548.184438 = -1720361.901048 nChanged 5 SP:Iteration 64Q (69152.120000 sec): 3 clusters Score: Raw -1724911.137412 + Penalty 4548.184438 = -1720362.952975 nChanged 8 SP:Iteration 65Q (69152.170000 sec): 3 clusters Score: Raw -1724912.687730 + Penalty 4548.184438 = -1720364.503292 nChanged 12 SP:Iteration 66Q (69152.230000 sec): 3 clusters Score: Raw -1724914.747692 + Penalty 4548.184438 = -1720366.563254 nChanged 11 SP:Iteration 67Q (69152.280000 sec): 3 clusters Score: Raw -1724916.355462 + Penalty 4548.184438 = -1720368.171024 nChanged 10 SP:Iteration 68Q (69152.330000 sec): 3 clusters Score: Raw -1724917.680334 + Penalty 4548.184438 = -1720369.495897 nChanged 10 SP:Iteration 69Q (69152.380000 sec): 3 clusters Score: Raw -1724919.378425 + Penalty 4548.184438 = -1720371.193988 nChanged 13 SP:Iteration 70Q (69152.440000 sec): 3 clusters Score: Raw -1724921.749482 + Penalty 4548.184438 = -1720373.565044 nChanged 11 SP:Iteration 71Q (69152.490000 sec): 3 clusters Score: Raw -1724923.537103 + Penalty 4548.184438 = -1720375.352665 nChanged 10 SP:Iteration 72Q (69152.540000 sec): 3 clusters Score: Raw -1724924.789726 + Penalty 4548.184438 = -1720376.605288 nChanged 11 SP:Iteration 73Q (69152.590000 sec): 3 clusters Score: Raw -1724926.226716 + Penalty 4548.184438 = -1720378.042279 nChanged 8 SP:Iteration 74Q (69152.640000 sec): 3 clusters Score: Raw -1724927.467190 + Penalty 4548.184438 = -1720379.282752 nChanged 5 SP:Iteration 75Q (69152.690000 sec): 3 clusters Score: Raw -1724928.178759 + Penalty 4548.184438 = -1720379.994322 nChanged 3 SP:Iteration 76Q (69152.740000 sec): 3 clusters Score: Raw -1724928.470831 + Penalty 4548.184438 = -1720380.286393 nChanged 3 SP:Iteration 77Q (69152.800000 sec): 3 clusters Score: Raw -1724928.851676 + Penalty 4548.184438 = -1720380.667238 nChanged 2 SP:Iteration 78Q (69152.840000 sec): 3 clusters Score: Raw -1724929.051618 + Penalty 4548.184438 = -1720380.867180 nChanged 1 SP:Iteration 79Q (69152.900000 sec): 3 clusters Score: Raw -1724929.103790 + Penalty 4548.184438 = -1720380.919352 nChanged 1 SP:Iteration 80F (69152.950000 sec): 3 clusters Score: Raw -1724929.226986 + Penalty 4548.184438 = -1720381.042548 nChanged 2 SP:Iteration 81Q (69153.000000 sec): 3 clusters Score: Raw -1724929.468671 + Penalty 4548.184438 = -1720381.284233 nChanged 1 SP:Iteration 82Q (69153.060000 sec): 3 clusters Score: Raw -1724929.616016 + Penalty 4548.184438 = -1720381.431579 nChanged 2 SP:Iteration 83Q (69153.110000 sec): 3 clusters Score: Raw -1724929.841684 + Penalty 4548.184438 = -1720381.657246 nChanged 0 SP:Iteration 84F (69153.160000 sec): 3 clusters Score: Raw -1724929.841684 + Penalty 4548.184438 = -1720381.657246 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69153.350000 sec): 2 clusters Score: Raw -6571429.131224 + Penalty 2613.581428 = -6568815.549796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69153.560000 sec): 3 clusters Score: Raw -6548378.318076 + Penalty 5227.162855 = -6543151.155221 nChanged 17206 SP:Iteration 1F (69153.780000 sec): 3 clusters Score: Raw -6557868.002692 + Penalty 5227.162855 = -6552640.839836 nChanged 1753 SP:Iteration 2Q (69153.990000 sec): 3 clusters Score: Raw -6558411.812468 + Penalty 5227.162855 = -6553184.649613 nChanged 1550 SP:Iteration 3Q (69154.210000 sec): 3 clusters Score: Raw -6558894.246363 + Penalty 5227.162855 = -6553667.083508 nChanged 1439 SP:Iteration 4Q (69154.420000 sec): 3 clusters Score: Raw -6559338.007221 + Penalty 5227.162855 = -6554110.844366 nChanged 1353 SP:Iteration 5Q (69154.640000 sec): 3 clusters Score: Raw -6559765.661220 + Penalty 5227.162855 = -6554538.498365 nChanged 1362 SP:Iteration 6Q (69154.850000 sec): 3 clusters Score: Raw -6560240.337829 + Penalty 5227.162855 = -6555013.174974 nChanged 1417 SP:Iteration 7Q (69155.060000 sec): 3 clusters Score: Raw -6560802.582911 + Penalty 5227.162855 = -6555575.420056 nChanged 1488 SP:Iteration 8Q (69155.280000 sec): 3 clusters Score: Raw -6561472.417535 + Penalty 5227.162855 = -6556245.254680 nChanged 1663 SP:Iteration 9Q (69155.490000 sec): 3 clusters Score: Raw -6562371.746963 + Penalty 5227.162855 = -6557144.584108 nChanged 1959 SP:Iteration 10F (69155.700000 sec): 3 clusters Score: Raw -6563629.904356 + Penalty 5227.162855 = -6558402.741501 nChanged 2103 SP:Iteration 11F (69155.910000 sec): 3 clusters Score: Raw -6565119.954188 + Penalty 5227.162855 = -6559892.791333 nChanged 1993 SP:Iteration 12F (69156.120000 sec): 3 clusters Score: Raw -6566583.044491 + Penalty 5227.162855 = -6561355.881635 nChanged 1766 SP:Iteration 13Q (69156.330000 sec): 3 clusters Score: Raw -6567917.596718 + Penalty 5227.162855 = -6562690.433862 nChanged 1498 SP:Iteration 14Q (69156.520000 sec): 3 clusters Score: Raw -6569076.226785 + Penalty 5227.162855 = -6563849.063930 nChanged 1135 SP:Iteration 15Q (69156.700000 sec): 3 clusters Score: Raw -6569984.987412 + Penalty 5227.162855 = -6564757.824557 nChanged 815 SP:Iteration 16Q (69156.870000 sec): 3 clusters Score: Raw -6570676.435441 + Penalty 5227.162855 = -6565449.272586 nChanged 498 SP:Iteration 17Q (69157.040000 sec): 3 clusters Score: Raw -6571091.216205 + Penalty 5227.162855 = -6565864.053350 nChanged 315 SP:Iteration 18Q (69157.190000 sec): 3 clusters Score: Raw -6571357.766202 + Penalty 5227.162855 = -6566130.603347 nChanged 180 SP:Iteration 19Q (69157.340000 sec): 3 clusters Score: Raw -6571499.528922 + Penalty 5227.162855 = -6566272.366067 nChanged 98 SP:Iteration 20F (69157.550000 sec): 3 clusters Score: Raw -6571576.417114 + Penalty 5227.162855 = -6566349.254259 nChanged 56 SP:Iteration 21Q (69157.700000 sec): 3 clusters Score: Raw -6571621.925362 + Penalty 5227.162855 = -6566394.762507 nChanged 46 SP:Iteration 22Q (69157.850000 sec): 3 clusters Score: Raw -6571662.804137 + Penalty 5227.162855 = -6566435.641282 nChanged 40 SP:Iteration 23Q (69158.000000 sec): 3 clusters Score: Raw -6571694.752163 + Penalty 5227.162855 = -6566467.589308 nChanged 23 SP:Iteration 24Q (69158.160000 sec): 3 clusters Score: Raw -6571713.935952 + Penalty 5227.162855 = -6566486.773096 nChanged 16 SP:Iteration 25Q (69158.310000 sec): 3 clusters Score: Raw -6571725.980077 + Penalty 5227.162855 = -6566498.817222 nChanged 12 SP:Iteration 26Q (69158.460000 sec): 3 clusters Score: Raw -6571737.451870 + Penalty 5227.162855 = -6566510.289015 nChanged 11 SP:Iteration 27Q (69158.620000 sec): 3 clusters Score: Raw -6571749.359047 + Penalty 5227.162855 = -6566522.196192 nChanged 12 SP:Iteration 28Q (69158.760000 sec): 3 clusters Score: Raw -6571758.304028 + Penalty 5227.162855 = -6566531.141173 nChanged 6 SP:Iteration 29Q (69158.910000 sec): 3 clusters Score: Raw -6571764.204176 + Penalty 5227.162855 = -6566537.041320 nChanged 8 SP:Iteration 30Q (69159.060000 sec): 3 clusters Score: Raw -6571770.909596 + Penalty 5227.162855 = -6566543.746741 nChanged 8 SP:Iteration 31Q (69159.210000 sec): 3 clusters Score: Raw -6571777.582844 + Penalty 5227.162855 = -6566550.419988 nChanged 5 SP:Iteration 32Q (69159.360000 sec): 3 clusters Score: Raw -6571781.513122 + Penalty 5227.162855 = -6566554.350267 nChanged 3 SP:Iteration 33Q (69159.500000 sec): 3 clusters Score: Raw -6571783.982111 + Penalty 5227.162855 = -6566556.819255 nChanged 3 SP:Iteration 34Q (69159.650000 sec): 3 clusters Score: Raw -6571787.517310 + Penalty 5227.162855 = -6566560.354455 nChanged 5 SP:Iteration 35Q (69159.790000 sec): 3 clusters Score: Raw -6571791.972059 + Penalty 5227.162855 = -6566564.809204 nChanged 10 SP:Iteration 36Q (69159.940000 sec): 3 clusters Score: Raw -6571801.241001 + Penalty 5227.162855 = -6566574.078146 nChanged 7 SP:Iteration 37Q (69160.090000 sec): 3 clusters Score: Raw -6571808.539943 + Penalty 5227.162855 = -6566581.377087 nChanged 8 SP:Iteration 38Q (69160.240000 sec): 3 clusters Score: Raw -6571813.649523 + Penalty 5227.162855 = -6566586.486668 nChanged 4 SP:Iteration 39Q (69160.390000 sec): 3 clusters Score: Raw -6571816.203985 + Penalty 5227.162855 = -6566589.041129 nChanged 4 SP:Iteration 40F (69160.590000 sec): 3 clusters Score: Raw -6571818.777334 + Penalty 5227.162855 = -6566591.614479 nChanged 5 SP:Iteration 41Q (69160.740000 sec): 3 clusters Score: Raw -6571821.891489 + Penalty 5227.162855 = -6566594.728633 nChanged 3 SP:Iteration 42Q (69160.890000 sec): 3 clusters Score: Raw -6571824.420823 + Penalty 5227.162855 = -6566597.257968 nChanged 4 SP:Iteration 43Q (69161.050000 sec): 3 clusters Score: Raw -6571827.153559 + Penalty 5227.162855 = -6566599.990704 nChanged 0 SP:Iteration 44F (69161.250000 sec): 3 clusters Score: Raw -6571827.153559 + Penalty 5227.162855 = -6566599.990704 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69161.320000 sec): 2 clusters Score: Raw -2021515.639601 + Penalty 2325.778802 = -2019189.860799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69161.390000 sec): 3 clusters Score: Raw -2015068.499282 + Penalty 4651.557605 = -2010416.941677 nChanged 4956 SP:Iteration 1F (69161.450000 sec): 3 clusters Score: Raw -2017632.662679 + Penalty 4651.557605 = -2012981.105075 nChanged 758 SP:Iteration 2F (69161.520000 sec): 3 clusters Score: Raw -2017952.708281 + Penalty 4651.557605 = -2013301.150676 nChanged 583 SP:Iteration 3Q (69161.590000 sec): 3 clusters Score: Raw -2018182.575744 + Penalty 4651.557605 = -2013531.018139 nChanged 506 SP:Iteration 4Q (69161.650000 sec): 3 clusters Score: Raw -2018400.571954 + Penalty 4651.557605 = -2013749.014349 nChanged 484 SP:Iteration 5Q (69161.720000 sec): 3 clusters Score: Raw -2018636.391728 + Penalty 4651.557605 = -2013984.834123 nChanged 484 SP:Iteration 6Q (69161.790000 sec): 3 clusters Score: Raw -2018885.247014 + Penalty 4651.557605 = -2014233.689410 nChanged 522 SP:Iteration 7Q (69161.860000 sec): 3 clusters Score: Raw -2019153.582783 + Penalty 4651.557605 = -2014502.025178 nChanged 494 SP:Iteration 8Q (69161.930000 sec): 3 clusters Score: Raw -2019403.805247 + Penalty 4651.557605 = -2014752.247642 nChanged 467 SP:Iteration 9Q (69161.990000 sec): 3 clusters Score: Raw -2019628.037694 + Penalty 4651.557605 = -2014976.480089 nChanged 455 SP:Iteration 10Q (69162.060000 sec): 3 clusters Score: Raw -2019829.442703 + Penalty 4651.557605 = -2015177.885099 nChanged 393 SP:Iteration 11Q (69162.130000 sec): 3 clusters Score: Raw -2019989.920585 + Penalty 4651.557605 = -2015338.362980 nChanged 353 SP:Iteration 12Q (69162.190000 sec): 3 clusters Score: Raw -2020124.072797 + Penalty 4651.557605 = -2015472.515192 nChanged 298 SP:Iteration 13Q (69162.260000 sec): 3 clusters Score: Raw -2020228.416730 + Penalty 4651.557605 = -2015576.859125 nChanged 238 SP:Iteration 14Q (69162.320000 sec): 3 clusters Score: Raw -2020310.880588 + Penalty 4651.557605 = -2015659.322983 nChanged 219 SP:Iteration 15Q (69162.390000 sec): 3 clusters Score: Raw -2020378.057408 + Penalty 4651.557605 = -2015726.499803 nChanged 184 SP:Iteration 16Q (69162.450000 sec): 3 clusters Score: Raw -2020433.929068 + Penalty 4651.557605 = -2015782.371463 nChanged 169 SP:Iteration 17Q (69162.520000 sec): 3 clusters Score: Raw -2020482.018278 + Penalty 4651.557605 = -2015830.460673 nChanged 166 SP:Iteration 18Q (69162.590000 sec): 3 clusters Score: Raw -2020531.131658 + Penalty 4651.557605 = -2015879.574053 nChanged 160 SP:Iteration 19Q (69162.650000 sec): 3 clusters Score: Raw -2020573.803516 + Penalty 4651.557605 = -2015922.245912 nChanged 148 SP:Iteration 20F (69162.720000 sec): 3 clusters Score: Raw -2020614.693373 + Penalty 4651.557605 = -2015963.135769 nChanged 128 SP:Iteration 21Q (69162.790000 sec): 3 clusters Score: Raw -2020649.829368 + Penalty 4651.557605 = -2015998.271763 nChanged 123 SP:Iteration 22Q (69162.850000 sec): 3 clusters Score: Raw -2020686.447711 + Penalty 4651.557605 = -2016034.890106 nChanged 129 SP:Iteration 23Q (69162.920000 sec): 3 clusters Score: Raw -2020720.617047 + Penalty 4651.557605 = -2016069.059443 nChanged 123 SP:Iteration 24Q (69162.990000 sec): 3 clusters Score: Raw -2020755.126931 + Penalty 4651.557605 = -2016103.569326 nChanged 119 SP:Iteration 25Q (69163.060000 sec): 3 clusters Score: Raw -2020794.847909 + Penalty 4651.557605 = -2016143.290304 nChanged 144 SP:Iteration 26Q (69163.130000 sec): 3 clusters Score: Raw -2020839.350642 + Penalty 4651.557605 = -2016187.793038 nChanged 146 SP:Iteration 27Q (69163.190000 sec): 3 clusters Score: Raw -2020886.761856 + Penalty 4651.557605 = -2016235.204252 nChanged 147 SP:Iteration 28Q (69163.260000 sec): 3 clusters Score: Raw -2020928.486702 + Penalty 4651.557605 = -2016276.929097 nChanged 129 SP:Iteration 29Q (69163.330000 sec): 3 clusters Score: Raw -2020965.125771 + Penalty 4651.557605 = -2016313.568166 nChanged 120 SP:Iteration 30Q (69163.390000 sec): 3 clusters Score: Raw -2020998.497640 + Penalty 4651.557605 = -2016346.940035 nChanged 111 SP:Iteration 31Q (69163.450000 sec): 3 clusters Score: Raw -2021031.213626 + Penalty 4651.557605 = -2016379.656021 nChanged 126 SP:Iteration 32Q (69163.520000 sec): 3 clusters Score: Raw -2021075.973124 + Penalty 4651.557605 = -2016424.415519 nChanged 119 SP:Iteration 33Q (69163.580000 sec): 3 clusters Score: Raw -2021114.205809 + Penalty 4651.557605 = -2016462.648205 nChanged 124 SP:Iteration 34Q (69163.650000 sec): 3 clusters Score: Raw -2021156.428451 + Penalty 4651.557605 = -2016504.870846 nChanged 105 SP:Iteration 35Q (69163.710000 sec): 3 clusters Score: Raw -2021191.327875 + Penalty 4651.557605 = -2016539.770270 nChanged 99 SP:Iteration 36Q (69163.780000 sec): 3 clusters Score: Raw -2021227.244393 + Penalty 4651.557605 = -2016575.686788 nChanged 97 SP:Iteration 37Q (69163.840000 sec): 3 clusters Score: Raw -2021261.222638 + Penalty 4651.557605 = -2016609.665034 nChanged 102 SP:Iteration 38Q (69163.910000 sec): 3 clusters Score: Raw -2021295.647746 + Penalty 4651.557605 = -2016644.090141 nChanged 106 SP:Iteration 39Q (69163.970000 sec): 3 clusters Score: Raw -2021340.293975 + Penalty 4651.557605 = -2016688.736370 nChanged 112 SP:Iteration 40F (69164.040000 sec): 3 clusters Score: Raw -2021385.840681 + Penalty 4651.557605 = -2016734.283076 nChanged 117 SP:Iteration 41Q (69164.110000 sec): 3 clusters Score: Raw -2021437.283450 + Penalty 4651.557605 = -2016785.725845 nChanged 109 SP:Iteration 42Q (69164.170000 sec): 3 clusters Score: Raw -2021478.928693 + Penalty 4651.557605 = -2016827.371089 nChanged 80 SP:Iteration 43Q (69164.230000 sec): 3 clusters Score: Raw -2021514.302805 + Penalty 4651.557605 = -2016862.745201 nChanged 84 SP:Iteration 44Q (69164.290000 sec): 3 clusters Score: Raw -2021552.262163 + Penalty 4651.557605 = -2016900.704559 nChanged 85 SP:Iteration 45Q (69164.350000 sec): 3 clusters Score: Raw -2021588.619232 + Penalty 4651.557605 = -2016937.061627 nChanged 58 SP:Iteration 46Q (69164.420000 sec): 3 clusters Score: Raw -2021613.925153 + Penalty 4651.557605 = -2016962.367548 nChanged 55 SP:Iteration 47Q (69164.480000 sec): 3 clusters Score: Raw -2021637.344592 + Penalty 4651.557605 = -2016985.786988 nChanged 40 SP:Iteration 48Q (69164.540000 sec): 3 clusters Score: Raw -2021653.133987 + Penalty 4651.557605 = -2017001.576382 nChanged 35 SP:Iteration 49Q (69164.600000 sec): 3 clusters Score: Raw -2021667.085202 + Penalty 4651.557605 = -2017015.527597 nChanged 32 SP:Iteration 50Q (69164.660000 sec): 3 clusters Score: Raw -2021682.033229 + Penalty 4651.557605 = -2017030.475624 nChanged 40 SP:Iteration 51Q (69164.720000 sec): 3 clusters Score: Raw -2021698.755837 + Penalty 4651.557605 = -2017047.198232 nChanged 35 SP:Iteration 52Q (69164.780000 sec): 3 clusters Score: Raw -2021713.063495 + Penalty 4651.557605 = -2017061.505890 nChanged 27 SP:Iteration 53Q (69164.840000 sec): 3 clusters Score: Raw -2021726.323164 + Penalty 4651.557605 = -2017074.765559 nChanged 26 SP:Iteration 54Q (69164.900000 sec): 3 clusters Score: Raw -2021741.756100 + Penalty 4651.557605 = -2017090.198495 nChanged 29 SP:Iteration 55Q (69164.960000 sec): 3 clusters Score: Raw -2021758.060108 + Penalty 4651.557605 = -2017106.502503 nChanged 34 SP:Iteration 56Q (69165.020000 sec): 3 clusters Score: Raw -2021778.922750 + Penalty 4651.557605 = -2017127.365145 nChanged 31 SP:Iteration 57Q (69165.080000 sec): 3 clusters Score: Raw -2021795.768651 + Penalty 4651.557605 = -2017144.211046 nChanged 21 SP:Iteration 58Q (69165.140000 sec): 3 clusters Score: Raw -2021806.958422 + Penalty 4651.557605 = -2017155.400817 nChanged 16 SP:Iteration 59Q (69165.200000 sec): 3 clusters Score: Raw -2021813.113229 + Penalty 4651.557605 = -2017161.555624 nChanged 11 SP:Iteration 60F (69165.260000 sec): 3 clusters Score: Raw -2021819.973672 + Penalty 4651.557605 = -2017168.416067 nChanged 11 SP:Iteration 61Q (69165.320000 sec): 3 clusters Score: Raw -2021825.110605 + Penalty 4651.557605 = -2017173.553000 nChanged 10 SP:Iteration 62Q (69165.380000 sec): 3 clusters Score: Raw -2021830.169720 + Penalty 4651.557605 = -2017178.612116 nChanged 3 SP:Iteration 63Q (69165.430000 sec): 3 clusters Score: Raw -2021831.220654 + Penalty 4651.557605 = -2017179.663050 nChanged 2 SP:Iteration 64Q (69165.490000 sec): 3 clusters Score: Raw -2021832.145702 + Penalty 4651.557605 = -2017180.588097 nChanged 3 SP:Iteration 65Q (69165.550000 sec): 3 clusters Score: Raw -2021833.469448 + Penalty 4651.557605 = -2017181.911844 nChanged 2 SP:Iteration 66Q (69165.610000 sec): 3 clusters Score: Raw -2021835.112992 + Penalty 4651.557605 = -2017183.555387 nChanged 6 SP:Iteration 67Q (69165.660000 sec): 3 clusters Score: Raw -2021837.383960 + Penalty 4651.557605 = -2017185.826355 nChanged 4 SP:Iteration 68Q (69165.720000 sec): 3 clusters Score: Raw -2021838.587292 + Penalty 4651.557605 = -2017187.029687 nChanged 2 SP:Iteration 69Q (69165.780000 sec): 3 clusters Score: Raw -2021841.544475 + Penalty 4651.557605 = -2017189.986870 nChanged 7 SP:Iteration 70Q (69165.840000 sec): 3 clusters Score: Raw -2021846.380012 + Penalty 4651.557605 = -2017194.822407 nChanged 6 SP:Iteration 71Q (69165.900000 sec): 3 clusters Score: Raw -2021850.457152 + Penalty 4651.557605 = -2017198.899547 nChanged 9 SP:Iteration 72Q (69165.960000 sec): 3 clusters Score: Raw -2021854.236338 + Penalty 4651.557605 = -2017202.678733 nChanged 3 SP:Iteration 73Q (69166.010000 sec): 3 clusters Score: Raw -2021855.340761 + Penalty 4651.557605 = -2017203.783157 nChanged 0 SP:Iteration 74F (69166.080000 sec): 3 clusters Score: Raw -2021855.340761 + Penalty 4651.557605 = -2017203.783157 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69166.110000 sec): 2 clusters Score: Raw -776527.822293 + Penalty 2096.284810 = -774431.537482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69166.130000 sec): 3 clusters Score: Raw -774257.257964 + Penalty 4192.569620 = -770064.688343 nChanged 1807 SP:Iteration 1F (69166.160000 sec): 3 clusters Score: Raw -775374.833324 + Penalty 4192.569620 = -771182.263704 nChanged 399 SP:Iteration 2F (69166.180000 sec): 3 clusters Score: Raw -775682.398401 + Penalty 4192.569620 = -771489.828781 nChanged 273 SP:Iteration 3F (69166.210000 sec): 3 clusters Score: Raw -775877.891532 + Penalty 4192.569620 = -771685.321912 nChanged 232 SP:Iteration 4Q (69166.230000 sec): 3 clusters Score: Raw -776042.153251 + Penalty 4192.569620 = -771849.583631 nChanged 179 SP:Iteration 5Q (69166.260000 sec): 3 clusters Score: Raw -776171.717911 + Penalty 4192.569620 = -771979.148291 nChanged 158 SP:Iteration 6Q (69166.290000 sec): 3 clusters Score: Raw -776280.540259 + Penalty 4192.569620 = -772087.970639 nChanged 135 SP:Iteration 7Q (69166.310000 sec): 3 clusters Score: Raw -776372.514356 + Penalty 4192.569620 = -772179.944736 nChanged 109 SP:Iteration 8Q (69166.340000 sec): 3 clusters Score: Raw -776447.419061 + Penalty 4192.569620 = -772254.849441 nChanged 105 SP:Iteration 9Q (69166.360000 sec): 3 clusters Score: Raw -776527.566674 + Penalty 4192.569620 = -772334.997053 nChanged 100 SP:Iteration 10Q (69166.390000 sec): 3 clusters Score: Raw -776595.107960 + Penalty 4192.569620 = -772402.538340 nChanged 90 SP:Iteration 11Q (69166.410000 sec): 3 clusters Score: Raw -776661.792319 + Penalty 4192.569620 = -772469.222698 nChanged 87 SP:Iteration 12Q (69166.430000 sec): 3 clusters Score: Raw -776732.633060 + Penalty 4192.569620 = -772540.063440 nChanged 99 SP:Iteration 13Q (69166.460000 sec): 3 clusters Score: Raw -776811.647139 + Penalty 4192.569620 = -772619.077519 nChanged 100 SP:Iteration 14Q (69166.490000 sec): 3 clusters Score: Raw -776888.706027 + Penalty 4192.569620 = -772696.136406 nChanged 80 SP:Iteration 15Q (69166.510000 sec): 3 clusters Score: Raw -776943.362716 + Penalty 4192.569620 = -772750.793095 nChanged 69 SP:Iteration 16Q (69166.530000 sec): 3 clusters Score: Raw -776981.560682 + Penalty 4192.569620 = -772788.991062 nChanged 40 SP:Iteration 17Q (69166.560000 sec): 3 clusters Score: Raw -777007.262508 + Penalty 4192.569620 = -772814.692888 nChanged 39 SP:Iteration 18Q (69166.580000 sec): 3 clusters Score: Raw -777028.371268 + Penalty 4192.569620 = -772835.801647 nChanged 31 SP:Iteration 19Q (69166.600000 sec): 3 clusters Score: Raw -777045.116011 + Penalty 4192.569620 = -772852.546390 nChanged 29 SP:Iteration 20F (69166.630000 sec): 3 clusters Score: Raw -777060.267773 + Penalty 4192.569620 = -772867.698153 nChanged 23 SP:Iteration 21Q (69166.650000 sec): 3 clusters Score: Raw -777071.932261 + Penalty 4192.569620 = -772879.362641 nChanged 24 SP:Iteration 22Q (69166.680000 sec): 3 clusters Score: Raw -777085.285992 + Penalty 4192.569620 = -772892.716372 nChanged 26 SP:Iteration 23Q (69166.710000 sec): 3 clusters Score: Raw -777104.138773 + Penalty 4192.569620 = -772911.569153 nChanged 29 SP:Iteration 24Q (69166.730000 sec): 3 clusters Score: Raw -777123.514740 + Penalty 4192.569620 = -772930.945120 nChanged 27 SP:Iteration 25Q (69166.750000 sec): 3 clusters Score: Raw -777151.543493 + Penalty 4192.569620 = -772958.973873 nChanged 28 SP:Iteration 26Q (69166.780000 sec): 3 clusters Score: Raw -777175.042161 + Penalty 4192.569620 = -772982.472541 nChanged 21 SP:Iteration 27Q (69166.800000 sec): 3 clusters Score: Raw -777188.125070 + Penalty 4192.569620 = -772995.555450 nChanged 21 SP:Iteration 28Q (69166.830000 sec): 3 clusters Score: Raw -777201.888413 + Penalty 4192.569620 = -773009.318792 nChanged 13 SP:Iteration 29Q (69166.850000 sec): 3 clusters Score: Raw -777209.313777 + Penalty 4192.569620 = -773016.744157 nChanged 12 SP:Iteration 30Q (69166.870000 sec): 3 clusters Score: Raw -777214.212867 + Penalty 4192.569620 = -773021.643246 nChanged 16 SP:Iteration 31Q (69166.900000 sec): 3 clusters Score: Raw -777222.450962 + Penalty 4192.569620 = -773029.881342 nChanged 10 SP:Iteration 32Q (69166.920000 sec): 3 clusters Score: Raw -777225.522259 + Penalty 4192.569620 = -773032.952639 nChanged 6 SP:Iteration 33Q (69166.950000 sec): 3 clusters Score: Raw -777227.532612 + Penalty 4192.569620 = -773034.962991 nChanged 3 SP:Iteration 34Q (69166.970000 sec): 3 clusters Score: Raw -777229.059680 + Penalty 4192.569620 = -773036.490060 nChanged 3 SP:Iteration 35Q (69166.990000 sec): 3 clusters Score: Raw -777230.938686 + Penalty 4192.569620 = -773038.369066 nChanged 4 SP:Iteration 36Q (69167.020000 sec): 3 clusters Score: Raw -777234.037521 + Penalty 4192.569620 = -773041.467901 nChanged 7 SP:Iteration 37Q (69167.040000 sec): 3 clusters Score: Raw -777240.400108 + Penalty 4192.569620 = -773047.830488 nChanged 7 SP:Iteration 38Q (69167.070000 sec): 3 clusters Score: Raw -777246.513568 + Penalty 4192.569620 = -773053.943948 nChanged 13 SP:Iteration 39Q (69167.090000 sec): 3 clusters Score: Raw -777256.524988 + Penalty 4192.569620 = -773063.955368 nChanged 17 SP:Iteration 40F (69167.120000 sec): 3 clusters Score: Raw -777265.437493 + Penalty 4192.569620 = -773072.867872 nChanged 17 SP:Iteration 41Q (69167.140000 sec): 3 clusters Score: Raw -777275.162805 + Penalty 4192.569620 = -773082.593185 nChanged 24 SP:Iteration 42Q (69167.160000 sec): 3 clusters Score: Raw -777286.684735 + Penalty 4192.569620 = -773094.115114 nChanged 26 SP:Iteration 43Q (69167.190000 sec): 3 clusters Score: Raw -777302.149639 + Penalty 4192.569620 = -773109.580018 nChanged 29 SP:Iteration 44Q (69167.210000 sec): 3 clusters Score: Raw -777315.262736 + Penalty 4192.569620 = -773122.693116 nChanged 25 SP:Iteration 45Q (69167.230000 sec): 3 clusters Score: Raw -777326.864998 + Penalty 4192.569620 = -773134.295378 nChanged 28 SP:Iteration 46Q (69167.260000 sec): 3 clusters Score: Raw -777337.709798 + Penalty 4192.569620 = -773145.140178 nChanged 23 SP:Iteration 47Q (69167.280000 sec): 3 clusters Score: Raw -777347.371597 + Penalty 4192.569620 = -773154.801977 nChanged 16 SP:Iteration 48Q (69167.300000 sec): 3 clusters Score: Raw -777354.945977 + Penalty 4192.569620 = -773162.376357 nChanged 16 SP:Iteration 49Q (69167.320000 sec): 3 clusters Score: Raw -777361.756996 + Penalty 4192.569620 = -773169.187375 nChanged 15 SP:Iteration 50Q (69167.350000 sec): 3 clusters Score: Raw -777367.297860 + Penalty 4192.569620 = -773174.728240 nChanged 23 SP:Iteration 51Q (69167.370000 sec): 3 clusters Score: Raw -777375.822194 + Penalty 4192.569620 = -773183.252574 nChanged 19 SP:Iteration 52Q (69167.390000 sec): 3 clusters Score: Raw -777383.669919 + Penalty 4192.569620 = -773191.100298 nChanged 18 SP:Iteration 53Q (69167.410000 sec): 3 clusters Score: Raw -777391.453285 + Penalty 4192.569620 = -773198.883664 nChanged 14 SP:Iteration 54Q (69167.440000 sec): 3 clusters Score: Raw -777397.967029 + Penalty 4192.569620 = -773205.397408 nChanged 12 SP:Iteration 55Q (69167.460000 sec): 3 clusters Score: Raw -777403.573318 + Penalty 4192.569620 = -773211.003698 nChanged 16 SP:Iteration 56Q (69167.480000 sec): 3 clusters Score: Raw -777412.869365 + Penalty 4192.569620 = -773220.299745 nChanged 19 SP:Iteration 57Q (69167.510000 sec): 3 clusters Score: Raw -777421.782793 + Penalty 4192.569620 = -773229.213173 nChanged 22 SP:Iteration 58Q (69167.530000 sec): 3 clusters Score: Raw -777433.488590 + Penalty 4192.569620 = -773240.918970 nChanged 19 SP:Iteration 59Q (69167.550000 sec): 3 clusters Score: Raw -777441.322568 + Penalty 4192.569620 = -773248.752948 nChanged 14 SP:Iteration 60F (69167.580000 sec): 3 clusters Score: Raw -777445.566938 + Penalty 4192.569620 = -773252.997318 nChanged 12 SP:Iteration 61Q (69167.600000 sec): 3 clusters Score: Raw -777449.447751 + Penalty 4192.569620 = -773256.878131 nChanged 15 SP:Iteration 62Q (69167.630000 sec): 3 clusters Score: Raw -777454.360492 + Penalty 4192.569620 = -773261.790872 nChanged 19 SP:Iteration 63Q (69167.650000 sec): 3 clusters Score: Raw -777460.228690 + Penalty 4192.569620 = -773267.659070 nChanged 9 SP:Iteration 64Q (69167.670000 sec): 3 clusters Score: Raw -777463.031956 + Penalty 4192.569620 = -773270.462336 nChanged 4 SP:Iteration 65Q (69167.690000 sec): 3 clusters Score: Raw -777464.201028 + Penalty 4192.569620 = -773271.631408 nChanged 5 SP:Iteration 66Q (69167.720000 sec): 3 clusters Score: Raw -777465.787852 + Penalty 4192.569620 = -773273.218231 nChanged 7 SP:Iteration 67Q (69167.740000 sec): 3 clusters Score: Raw -777468.182510 + Penalty 4192.569620 = -773275.612890 nChanged 6 SP:Iteration 68Q (69167.770000 sec): 3 clusters Score: Raw -777469.489303 + Penalty 4192.569620 = -773276.919683 nChanged 2 SP:Iteration 69Q (69167.790000 sec): 3 clusters Score: Raw -777469.934576 + Penalty 4192.569620 = -773277.364955 nChanged 2 SP:Iteration 70Q (69167.810000 sec): 3 clusters Score: Raw -777470.220772 + Penalty 4192.569620 = -773277.651151 nChanged 1 SP:Iteration 71Q (69167.830000 sec): 3 clusters Score: Raw -777470.750063 + Penalty 4192.569620 = -773278.180442 nChanged 1 SP:Iteration 72Q (69167.860000 sec): 3 clusters Score: Raw -777471.389248 + Penalty 4192.569620 = -773278.819627 nChanged 1 SP:Iteration 73Q (69167.880000 sec): 3 clusters Score: Raw -777471.575829 + Penalty 4192.569620 = -773279.006209 nChanged 0 SP:Iteration 74F (69167.910000 sec): 3 clusters Score: Raw -777471.575829 + Penalty 4192.569620 = -773279.006209 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69167.940000 sec): 2 clusters Score: Raw -802648.930392 + Penalty 2105.169808 = -800543.760584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69167.970000 sec): 3 clusters Score: Raw -800371.941649 + Penalty 4210.339615 = -796161.602033 nChanged 1864 SP:Iteration 1F (69168.000000 sec): 3 clusters Score: Raw -801753.885744 + Penalty 4210.339615 = -797543.546128 nChanged 521 SP:Iteration 2F (69168.020000 sec): 3 clusters Score: Raw -802399.085951 + Penalty 4210.339615 = -798188.746336 nChanged 443 SP:Iteration 3F (69168.050000 sec): 3 clusters Score: Raw -802924.249748 + Penalty 4210.339615 = -798713.910133 nChanged 373 SP:Iteration 4F (69168.080000 sec): 3 clusters Score: Raw -803284.452972 + Penalty 4210.339615 = -799074.113357 nChanged 255 SP:Iteration 5F (69168.110000 sec): 3 clusters Score: Raw -803505.200137 + Penalty 4210.339615 = -799294.860521 nChanged 160 SP:Iteration 6Q (69168.130000 sec): 3 clusters Score: Raw -803633.996087 + Penalty 4210.339615 = -799423.656472 nChanged 114 SP:Iteration 7Q (69168.160000 sec): 3 clusters Score: Raw -803727.037770 + Penalty 4210.339615 = -799516.698155 nChanged 73 SP:Iteration 8Q (69168.190000 sec): 3 clusters Score: Raw -803768.746667 + Penalty 4210.339615 = -799558.407052 nChanged 49 SP:Iteration 9Q (69168.220000 sec): 3 clusters Score: Raw -803801.885637 + Penalty 4210.339615 = -799591.546021 nChanged 46 SP:Iteration 10Q (69168.240000 sec): 3 clusters Score: Raw -803829.893704 + Penalty 4210.339615 = -799619.554088 nChanged 28 SP:Iteration 11Q (69168.270000 sec): 3 clusters Score: Raw -803841.169262 + Penalty 4210.339615 = -799630.829646 nChanged 15 SP:Iteration 12Q (69168.300000 sec): 3 clusters Score: Raw -803847.552889 + Penalty 4210.339615 = -799637.213274 nChanged 12 SP:Iteration 13Q (69168.320000 sec): 3 clusters Score: Raw -803852.762685 + Penalty 4210.339615 = -799642.423069 nChanged 6 SP:Iteration 14Q (69168.350000 sec): 3 clusters Score: Raw -803855.463280 + Penalty 4210.339615 = -799645.123665 nChanged 5 SP:Iteration 15Q (69168.370000 sec): 3 clusters Score: Raw -803857.569422 + Penalty 4210.339615 = -799647.229807 nChanged 2 SP:Iteration 16Q (69168.400000 sec): 3 clusters Score: Raw -803858.326977 + Penalty 4210.339615 = -799647.987362 nChanged 2 SP:Iteration 17Q (69168.420000 sec): 3 clusters Score: Raw -803860.066443 + Penalty 4210.339615 = -799649.726828 nChanged 1 SP:Iteration 18Q (69168.450000 sec): 3 clusters Score: Raw -803860.314949 + Penalty 4210.339615 = -799649.975334 nChanged 0 SP:Iteration 19F (69168.480000 sec): 3 clusters Score: Raw -803860.314949 + Penalty 4210.339615 = -799649.975334 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69168.490000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69168.490000 sec): 3 clusters Score: Raw -79280.718816 + Penalty 3079.460653 = -76201.258163 nChanged 81 SP:Iteration 1F (69168.490000 sec): 3 clusters Score: Raw -79453.078388 + Penalty 3079.460653 = -76373.617735 nChanged 17 SP:Iteration 2Q (69168.500000 sec): 3 clusters Score: Raw -79492.033026 + Penalty 3079.460653 = -76412.572373 nChanged 4 SP:Iteration 3Q (69168.500000 sec): 3 clusters Score: Raw -79503.032710 + Penalty 3079.460653 = -76423.572057 nChanged 2 SP:Iteration 4Q (69168.500000 sec): 3 clusters Score: Raw -79505.151983 + Penalty 3079.460653 = -76425.691331 nChanged 1 SP:Iteration 5Q (69168.500000 sec): 3 clusters Score: Raw -79507.482674 + Penalty 3079.460653 = -76428.022021 nChanged 3 SP:Iteration 6Q (69168.510000 sec): 3 clusters Score: Raw -79514.586088 + Penalty 3079.460653 = -76435.125435 nChanged 2 SP:Iteration 7Q (69168.510000 sec): 3 clusters Score: Raw -79518.117810 + Penalty 3079.460653 = -76438.657157 nChanged 1 SP:Iteration 8Q (69168.510000 sec): 3 clusters Score: Raw -79519.696960 + Penalty 3079.460653 = -76440.236307 nChanged 0 SP:Iteration 9F (69168.520000 sec): 3 clusters Score: Raw -79519.696960 + Penalty 3079.460653 = -76440.236307 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69168.520000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69168.530000 sec): 3 clusters Score: Raw -93192.051970 + Penalty 3164.540778 = -90027.511192 nChanged 107 SP:Iteration 1F (69168.530000 sec): 3 clusters Score: Raw -93378.549316 + Penalty 3164.540778 = -90214.008537 nChanged 26 SP:Iteration 2Q (69168.540000 sec): 3 clusters Score: Raw -93447.381984 + Penalty 3164.540778 = -90282.841206 nChanged 15 SP:Iteration 3Q (69168.540000 sec): 3 clusters Score: Raw -93494.142322 + Penalty 3164.540778 = -90329.601544 nChanged 9 SP:Iteration 4Q (69168.540000 sec): 3 clusters Score: Raw -93509.249592 + Penalty 3164.540778 = -90344.708814 nChanged 6 SP:Iteration 5Q (69168.540000 sec): 3 clusters Score: Raw -93521.997445 + Penalty 3164.540778 = -90357.456666 nChanged 3 SP:Iteration 6Q (69168.550000 sec): 3 clusters Score: Raw -93527.976228 + Penalty 3164.540778 = -90363.435450 nChanged 2 SP:Iteration 7Q (69168.550000 sec): 3 clusters Score: Raw -93534.299979 + Penalty 3164.540778 = -90369.759201 nChanged 2 SP:Iteration 8Q (69168.560000 sec): 3 clusters Score: Raw -93537.178346 + Penalty 3164.540778 = -90372.637568 nChanged 1 SP:Iteration 9Q (69168.560000 sec): 3 clusters Score: Raw -93539.381994 + Penalty 3164.540778 = -90374.841216 nChanged 1 SP:Iteration 10Q (69168.560000 sec): 3 clusters Score: Raw -93541.723894 + Penalty 3164.540778 = -90377.183116 nChanged 1 SP:Iteration 11Q (69168.560000 sec): 3 clusters Score: Raw -93546.700849 + Penalty 3164.540778 = -90382.160071 nChanged 0 SP:Iteration 12F (69168.570000 sec): 3 clusters Score: Raw -93546.700849 + Penalty 3164.540778 = -90382.160071 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69168.600000 sec): 2 clusters Score: Raw -982631.182587 + Penalty 2134.408354 = -980496.774233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69168.630000 sec): 3 clusters Score: Raw -980008.396733 + Penalty 4268.816708 = -975739.580024 nChanged 2089 SP:Iteration 1F (69168.660000 sec): 3 clusters Score: Raw -981232.398223 + Penalty 4268.816708 = -976963.581515 nChanged 368 SP:Iteration 2F (69168.690000 sec): 3 clusters Score: Raw -981433.650010 + Penalty 4268.816708 = -977164.833302 nChanged 265 SP:Iteration 3Q (69168.720000 sec): 3 clusters Score: Raw -981581.165767 + Penalty 4268.816708 = -977312.349059 nChanged 191 SP:Iteration 4Q (69168.750000 sec): 3 clusters Score: Raw -981693.525127 + Penalty 4268.816708 = -977424.708418 nChanged 180 SP:Iteration 5Q (69168.780000 sec): 3 clusters Score: Raw -981813.519689 + Penalty 4268.816708 = -977544.702981 nChanged 173 SP:Iteration 6Q (69168.810000 sec): 3 clusters Score: Raw -981936.522554 + Penalty 4268.816708 = -977667.705846 nChanged 202 SP:Iteration 7Q (69168.840000 sec): 3 clusters Score: Raw -982099.378008 + Penalty 4268.816708 = -977830.561300 nChanged 224 SP:Iteration 8Q (69168.880000 sec): 3 clusters Score: Raw -982296.037571 + Penalty 4268.816708 = -978027.220863 nChanged 277 SP:Iteration 9F (69168.900000 sec): 3 clusters Score: Raw -982565.721017 + Penalty 4268.816708 = -978296.904308 nChanged 296 SP:Iteration 10F (69168.940000 sec): 3 clusters Score: Raw -982848.463291 + Penalty 4268.816708 = -978579.646583 nChanged 293 SP:Iteration 11F (69168.960000 sec): 3 clusters Score: Raw -983147.670776 + Penalty 4268.816708 = -978878.854068 nChanged 244 SP:Iteration 12Q (69169.000000 sec): 3 clusters Score: Raw -983376.909944 + Penalty 4268.816708 = -979108.093236 nChanged 194 SP:Iteration 13Q (69169.030000 sec): 3 clusters Score: Raw -983528.673157 + Penalty 4268.816708 = -979259.856449 nChanged 137 SP:Iteration 14Q (69169.060000 sec): 3 clusters Score: Raw -983617.569679 + Penalty 4268.816708 = -979348.752971 nChanged 88 SP:Iteration 15Q (69169.090000 sec): 3 clusters Score: Raw -983667.834368 + Penalty 4268.816708 = -979399.017660 nChanged 63 SP:Iteration 16Q (69169.120000 sec): 3 clusters Score: Raw -983703.291632 + Penalty 4268.816708 = -979434.474924 nChanged 50 SP:Iteration 17Q (69169.150000 sec): 3 clusters Score: Raw -983726.212516 + Penalty 4268.816708 = -979457.395808 nChanged 31 SP:Iteration 18Q (69169.180000 sec): 3 clusters Score: Raw -983736.439276 + Penalty 4268.816708 = -979467.622568 nChanged 14 SP:Iteration 19Q (69169.210000 sec): 3 clusters Score: Raw -983741.401822 + Penalty 4268.816708 = -979472.585114 nChanged 14 SP:Iteration 20F (69169.240000 sec): 3 clusters Score: Raw -983746.614301 + Penalty 4268.816708 = -979477.797593 nChanged 13 SP:Iteration 21Q (69169.270000 sec): 3 clusters Score: Raw -983749.655984 + Penalty 4268.816708 = -979480.839275 nChanged 5 SP:Iteration 22Q (69169.300000 sec): 3 clusters Score: Raw -983750.975118 + Penalty 4268.816708 = -979482.158410 nChanged 3 SP:Iteration 23Q (69169.330000 sec): 3 clusters Score: Raw -983751.939423 + Penalty 4268.816708 = -979483.122714 nChanged 4 SP:Iteration 24Q (69169.360000 sec): 3 clusters Score: Raw -983753.235730 + Penalty 4268.816708 = -979484.419022 nChanged 6 SP:Iteration 25Q (69169.390000 sec): 3 clusters Score: Raw -983755.688858 + Penalty 4268.816708 = -979486.872150 nChanged 4 SP:Iteration 26Q (69169.420000 sec): 3 clusters Score: Raw -983757.159983 + Penalty 4268.816708 = -979488.343274 nChanged 2 SP:Iteration 27Q (69169.440000 sec): 3 clusters Score: Raw -983757.628852 + Penalty 4268.816708 = -979488.812144 nChanged 3 SP:Iteration 28Q (69169.480000 sec): 3 clusters Score: Raw -983758.463240 + Penalty 4268.816708 = -979489.646531 nChanged 3 SP:Iteration 29Q (69169.500000 sec): 3 clusters Score: Raw -983759.510919 + Penalty 4268.816708 = -979490.694210 nChanged 3 SP:Iteration 30Q (69169.530000 sec): 3 clusters Score: Raw -983761.194536 + Penalty 4268.816708 = -979492.377828 nChanged 4 SP:Iteration 31Q (69169.560000 sec): 3 clusters Score: Raw -983762.655295 + Penalty 4268.816708 = -979493.838587 nChanged 6 SP:Iteration 32Q (69169.590000 sec): 3 clusters Score: Raw -983764.429431 + Penalty 4268.816708 = -979495.612722 nChanged 6 SP:Iteration 33Q (69169.620000 sec): 3 clusters Score: Raw -983766.331925 + Penalty 4268.816708 = -979497.515217 nChanged 6 SP:Iteration 34Q (69169.650000 sec): 3 clusters Score: Raw -983768.204973 + Penalty 4268.816708 = -979499.388265 nChanged 3 SP:Iteration 35Q (69169.680000 sec): 3 clusters Score: Raw -983768.911852 + Penalty 4268.816708 = -979500.095144 nChanged 3 SP:Iteration 36Q (69169.700000 sec): 3 clusters Score: Raw -983769.795273 + Penalty 4268.816708 = -979500.978565 nChanged 2 SP:Iteration 37Q (69169.730000 sec): 3 clusters Score: Raw -983770.610875 + Penalty 4268.816708 = -979501.794167 nChanged 2 SP:Iteration 38Q (69169.760000 sec): 3 clusters Score: Raw -983771.017041 + Penalty 4268.816708 = -979502.200332 nChanged 2 SP:Iteration 39Q (69169.790000 sec): 3 clusters Score: Raw -983771.549459 + Penalty 4268.816708 = -979502.732750 nChanged 0 SP:Iteration 40F (69169.820000 sec): 3 clusters Score: Raw -983771.549459 + Penalty 4268.816708 = -979502.732750 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69169.840000 sec): 2 clusters Score: Raw -348124.681726 + Penalty 1910.233916 = -346214.447810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69169.850000 sec): 3 clusters Score: Raw -347315.117382 + Penalty 3820.467832 = -343494.649550 nChanged 734 SP:Iteration 1F (69169.860000 sec): 3 clusters Score: Raw -347883.845233 + Penalty 3820.467832 = -344063.377401 nChanged 188 SP:Iteration 2F (69169.870000 sec): 3 clusters Score: Raw -348081.830633 + Penalty 3820.467832 = -344261.362801 nChanged 123 SP:Iteration 3F (69169.880000 sec): 3 clusters Score: Raw -348203.006117 + Penalty 3820.467832 = -344382.538285 nChanged 82 SP:Iteration 4Q (69169.900000 sec): 3 clusters Score: Raw -348288.404136 + Penalty 3820.467832 = -344467.936304 nChanged 62 SP:Iteration 5Q (69169.910000 sec): 3 clusters Score: Raw -348354.133821 + Penalty 3820.467832 = -344533.665989 nChanged 58 SP:Iteration 6Q (69169.920000 sec): 3 clusters Score: Raw -348409.900155 + Penalty 3820.467832 = -344589.432322 nChanged 60 SP:Iteration 7Q (69169.930000 sec): 3 clusters Score: Raw -348453.487073 + Penalty 3820.467832 = -344633.019241 nChanged 41 SP:Iteration 8Q (69169.940000 sec): 3 clusters Score: Raw -348489.898942 + Penalty 3820.467832 = -344669.431110 nChanged 43 SP:Iteration 9Q (69169.960000 sec): 3 clusters Score: Raw -348528.238886 + Penalty 3820.467832 = -344707.771054 nChanged 25 SP:Iteration 10Q (69169.970000 sec): 3 clusters Score: Raw -348546.855990 + Penalty 3820.467832 = -344726.388158 nChanged 27 SP:Iteration 11Q (69169.980000 sec): 3 clusters Score: Raw -348570.346903 + Penalty 3820.467832 = -344749.879071 nChanged 30 SP:Iteration 12Q (69169.990000 sec): 3 clusters Score: Raw -348607.498951 + Penalty 3820.467832 = -344787.031119 nChanged 37 SP:Iteration 13Q (69170.000000 sec): 3 clusters Score: Raw -348644.701271 + Penalty 3820.467832 = -344824.233438 nChanged 27 SP:Iteration 14Q (69170.020000 sec): 3 clusters Score: Raw -348666.814119 + Penalty 3820.467832 = -344846.346287 nChanged 27 SP:Iteration 15Q (69170.030000 sec): 3 clusters Score: Raw -348687.098681 + Penalty 3820.467832 = -344866.630849 nChanged 23 SP:Iteration 16Q (69170.040000 sec): 3 clusters Score: Raw -348702.394152 + Penalty 3820.467832 = -344881.926320 nChanged 11 SP:Iteration 17Q (69170.050000 sec): 3 clusters Score: Raw -348708.983188 + Penalty 3820.467832 = -344888.515355 nChanged 11 SP:Iteration 18Q (69170.060000 sec): 3 clusters Score: Raw -348714.650959 + Penalty 3820.467832 = -344894.183127 nChanged 4 SP:Iteration 19Q (69170.080000 sec): 3 clusters Score: Raw -348717.014003 + Penalty 3820.467832 = -344896.546171 nChanged 2 SP:Iteration 20F (69170.090000 sec): 3 clusters Score: Raw -348718.081629 + Penalty 3820.467832 = -344897.613797 nChanged 3 SP:Iteration 21Q (69170.100000 sec): 3 clusters Score: Raw -348719.276119 + Penalty 3820.467832 = -344898.808286 nChanged 1 SP:Iteration 22Q (69170.110000 sec): 3 clusters Score: Raw -348721.696301 + Penalty 3820.467832 = -344901.228469 nChanged 8 SP:Iteration 23Q (69170.120000 sec): 3 clusters Score: Raw -348729.775026 + Penalty 3820.467832 = -344909.307194 nChanged 5 SP:Iteration 24Q (69170.140000 sec): 3 clusters Score: Raw -348738.977442 + Penalty 3820.467832 = -344918.509610 nChanged 8 SP:Iteration 25Q (69170.150000 sec): 3 clusters Score: Raw -348749.278022 + Penalty 3820.467832 = -344928.810190 nChanged 12 SP:Iteration 26Q (69170.160000 sec): 3 clusters Score: Raw -348769.849645 + Penalty 3820.467832 = -344949.381813 nChanged 20 SP:Iteration 27Q (69170.170000 sec): 3 clusters Score: Raw -348796.317499 + Penalty 3820.467832 = -344975.849666 nChanged 14 SP:Iteration 28Q (69170.180000 sec): 3 clusters Score: Raw -348810.147303 + Penalty 3820.467832 = -344989.679471 nChanged 19 SP:Iteration 29Q (69170.200000 sec): 3 clusters Score: Raw -348823.443296 + Penalty 3820.467832 = -345002.975464 nChanged 14 SP:Iteration 30Q (69170.210000 sec): 3 clusters Score: Raw -348841.209107 + Penalty 3820.467832 = -345020.741275 nChanged 24 SP:Iteration 31Q (69170.220000 sec): 3 clusters Score: Raw -348860.592071 + Penalty 3820.467832 = -345040.124239 nChanged 19 SP:Iteration 32Q (69170.230000 sec): 3 clusters Score: Raw -348877.687652 + Penalty 3820.467832 = -345057.219819 nChanged 20 SP:Iteration 33Q (69170.240000 sec): 3 clusters Score: Raw -348891.627766 + Penalty 3820.467832 = -345071.159933 nChanged 15 SP:Iteration 34Q (69170.260000 sec): 3 clusters Score: Raw -348901.091095 + Penalty 3820.467832 = -345080.623263 nChanged 13 SP:Iteration 35Q (69170.270000 sec): 3 clusters Score: Raw -348911.351784 + Penalty 3820.467832 = -345090.883952 nChanged 12 SP:Iteration 36Q (69170.280000 sec): 3 clusters Score: Raw -348918.549034 + Penalty 3820.467832 = -345098.081202 nChanged 9 SP:Iteration 37Q (69170.290000 sec): 3 clusters Score: Raw -348924.068740 + Penalty 3820.467832 = -345103.600908 nChanged 12 SP:Iteration 38Q (69170.300000 sec): 3 clusters Score: Raw -348933.181826 + Penalty 3820.467832 = -345112.713994 nChanged 10 SP:Iteration 39Q (69170.310000 sec): 3 clusters Score: Raw -348939.851785 + Penalty 3820.467832 = -345119.383952 nChanged 13 SP:Iteration 40F (69170.320000 sec): 3 clusters Score: Raw -348949.905806 + Penalty 3820.467832 = -345129.437974 nChanged 12 SP:Iteration 41Q (69170.340000 sec): 3 clusters Score: Raw -348959.823932 + Penalty 3820.467832 = -345139.356100 nChanged 12 SP:Iteration 42Q (69170.350000 sec): 3 clusters Score: Raw -348967.975836 + Penalty 3820.467832 = -345147.508004 nChanged 12 SP:Iteration 43Q (69170.360000 sec): 3 clusters Score: Raw -348986.452588 + Penalty 3820.467832 = -345165.984756 nChanged 16 SP:Iteration 44Q (69170.370000 sec): 3 clusters Score: Raw -348996.999614 + Penalty 3820.467832 = -345176.531782 nChanged 12 SP:Iteration 45Q (69170.380000 sec): 3 clusters Score: Raw -349008.566106 + Penalty 3820.467832 = -345188.098273 nChanged 17 SP:Iteration 46Q (69170.400000 sec): 3 clusters Score: Raw -349027.350682 + Penalty 3820.467832 = -345206.882850 nChanged 23 SP:Iteration 47Q (69170.410000 sec): 3 clusters Score: Raw -349053.478749 + Penalty 3820.467832 = -345233.010917 nChanged 25 SP:Iteration 48Q (69170.420000 sec): 3 clusters Score: Raw -349077.132632 + Penalty 3820.467832 = -345256.664800 nChanged 28 SP:Iteration 49Q (69170.430000 sec): 3 clusters Score: Raw -349109.452288 + Penalty 3820.467832 = -345288.984456 nChanged 27 SP:Iteration 50Q (69170.440000 sec): 3 clusters Score: Raw -349143.146719 + Penalty 3820.467832 = -345322.678887 nChanged 26 SP:Iteration 51Q (69170.450000 sec): 3 clusters Score: Raw -349174.770447 + Penalty 3820.467832 = -345354.302615 nChanged 26 SP:Iteration 52Q (69170.460000 sec): 3 clusters Score: Raw -349198.431044 + Penalty 3820.467832 = -345377.963212 nChanged 17 SP:Iteration 53Q (69170.470000 sec): 3 clusters Score: Raw -349211.361142 + Penalty 3820.467832 = -345390.893309 nChanged 9 SP:Iteration 54Q (69170.480000 sec): 3 clusters Score: Raw -349230.236207 + Penalty 3820.467832 = -345409.768375 nChanged 20 SP:Iteration 55Q (69170.500000 sec): 3 clusters Score: Raw -349252.036259 + Penalty 3820.467832 = -345431.568426 nChanged 19 SP:Iteration 56Q (69170.510000 sec): 3 clusters Score: Raw -349267.307773 + Penalty 3820.467832 = -345446.839940 nChanged 16 SP:Iteration 57Q (69170.520000 sec): 3 clusters Score: Raw -349279.601545 + Penalty 3820.467832 = -345459.133713 nChanged 8 SP:Iteration 58Q (69170.530000 sec): 3 clusters Score: Raw -349283.474192 + Penalty 3820.467832 = -345463.006359 nChanged 5 SP:Iteration 59Q (69170.540000 sec): 3 clusters Score: Raw -349286.722160 + Penalty 3820.467832 = -345466.254328 nChanged 3 SP:Iteration 60F (69170.550000 sec): 3 clusters Score: Raw -349291.098968 + Penalty 3820.467832 = -345470.631136 nChanged 3 SP:Iteration 61Q (69170.560000 sec): 3 clusters Score: Raw -349295.501207 + Penalty 3820.467832 = -345475.033375 nChanged 6 SP:Iteration 62Q (69170.570000 sec): 3 clusters Score: Raw -349299.526905 + Penalty 3820.467832 = -345479.059073 nChanged 2 SP:Iteration 63Q (69170.580000 sec): 3 clusters Score: Raw -349301.425284 + Penalty 3820.467832 = -345480.957452 nChanged 2 SP:Iteration 64Q (69170.600000 sec): 3 clusters Score: Raw -349303.118262 + Penalty 3820.467832 = -345482.650429 nChanged 3 SP:Iteration 65Q (69170.600000 sec): 3 clusters Score: Raw -349305.381812 + Penalty 3820.467832 = -345484.913980 nChanged 2 SP:Iteration 66Q (69170.610000 sec): 3 clusters Score: Raw -349307.788857 + Penalty 3820.467832 = -345487.321025 nChanged 3 SP:Iteration 67Q (69170.620000 sec): 3 clusters Score: Raw -349309.412500 + Penalty 3820.467832 = -345488.944667 nChanged 2 SP:Iteration 68Q (69170.640000 sec): 3 clusters Score: Raw -349311.939543 + Penalty 3820.467832 = -345491.471711 nChanged 5 SP:Iteration 69Q (69170.640000 sec): 3 clusters Score: Raw -349315.165990 + Penalty 3820.467832 = -345494.698157 nChanged 3 SP:Iteration 70Q (69170.660000 sec): 3 clusters Score: Raw -349317.753552 + Penalty 3820.467832 = -345497.285719 nChanged 7 SP:Iteration 71Q (69170.670000 sec): 3 clusters Score: Raw -349322.492564 + Penalty 3820.467832 = -345502.024732 nChanged 6 SP:Iteration 72Q (69170.680000 sec): 3 clusters Score: Raw -349327.419154 + Penalty 3820.467832 = -345506.951321 nChanged 6 SP:Iteration 73Q (69170.690000 sec): 3 clusters Score: Raw -349334.048754 + Penalty 3820.467832 = -345513.580921 nChanged 4 SP:Iteration 74Q (69170.700000 sec): 3 clusters Score: Raw -349338.851734 + Penalty 3820.467832 = -345518.383901 nChanged 7 SP:Iteration 75Q (69170.710000 sec): 3 clusters Score: Raw -349343.518404 + Penalty 3820.467832 = -345523.050572 nChanged 4 SP:Iteration 76Q (69170.720000 sec): 3 clusters Score: Raw -349345.793645 + Penalty 3820.467832 = -345525.325813 nChanged 5 SP:Iteration 77Q (69170.730000 sec): 3 clusters Score: Raw -349348.994140 + Penalty 3820.467832 = -345528.526308 nChanged 7 SP:Iteration 78Q (69170.740000 sec): 3 clusters Score: Raw -349354.472644 + Penalty 3820.467832 = -345534.004812 nChanged 12 SP:Iteration 79Q (69170.760000 sec): 3 clusters Score: Raw -349362.426319 + Penalty 3820.467832 = -345541.958487 nChanged 10 SP:Iteration 80F (69170.770000 sec): 3 clusters Score: Raw -349369.656928 + Penalty 3820.467832 = -345549.189096 nChanged 3 SP:Iteration 81Q (69170.780000 sec): 3 clusters Score: Raw -349371.546107 + Penalty 3820.467832 = -345551.078274 nChanged 2 SP:Iteration 82Q (69170.790000 sec): 3 clusters Score: Raw -349372.681838 + Penalty 3820.467832 = -345552.214006 nChanged 5 SP:Iteration 83Q (69170.800000 sec): 3 clusters Score: Raw -349376.139499 + Penalty 3820.467832 = -345555.671666 nChanged 9 SP:Iteration 84Q (69170.810000 sec): 3 clusters Score: Raw -349384.630858 + Penalty 3820.467832 = -345564.163026 nChanged 6 SP:Iteration 85Q (69170.820000 sec): 3 clusters Score: Raw -349387.553961 + Penalty 3820.467832 = -345567.086129 nChanged 4 SP:Iteration 86Q (69170.830000 sec): 3 clusters Score: Raw -349389.591849 + Penalty 3820.467832 = -345569.124016 nChanged 2 SP:Iteration 87Q (69170.840000 sec): 3 clusters Score: Raw -349390.284393 + Penalty 3820.467832 = -345569.816561 nChanged 1 SP:Iteration 88Q (69170.850000 sec): 3 clusters Score: Raw -349390.817347 + Penalty 3820.467832 = -345570.349515 nChanged 2 SP:Iteration 89Q (69170.860000 sec): 3 clusters Score: Raw -349391.505231 + Penalty 3820.467832 = -345571.037399 nChanged 2 SP:Iteration 90Q (69170.880000 sec): 3 clusters Score: Raw -349392.259242 + Penalty 3820.467832 = -345571.791410 nChanged 1 SP:Iteration 91Q (69170.890000 sec): 3 clusters Score: Raw -349392.491461 + Penalty 3820.467832 = -345572.023629 nChanged 4 SP:Iteration 92Q (69170.900000 sec): 3 clusters Score: Raw -349395.352517 + Penalty 3820.467832 = -345574.884685 nChanged 7 SP:Iteration 93Q (69170.910000 sec): 3 clusters Score: Raw -349398.827073 + Penalty 3820.467832 = -345578.359241 nChanged 3 SP:Iteration 94Q (69170.920000 sec): 3 clusters Score: Raw -349400.648013 + Penalty 3820.467832 = -345580.180180 nChanged 2 SP:Iteration 95Q (69170.930000 sec): 3 clusters Score: Raw -349401.668236 + Penalty 3820.467832 = -345581.200403 nChanged 3 SP:Iteration 96Q (69170.950000 sec): 3 clusters Score: Raw -349403.115192 + Penalty 3820.467832 = -345582.647360 nChanged 3 SP:Iteration 97Q (69170.960000 sec): 3 clusters Score: Raw -349405.008065 + Penalty 3820.467832 = -345584.540233 nChanged 1 SP:Iteration 98Q (69170.970000 sec): 3 clusters Score: Raw -349405.655384 + Penalty 3820.467832 = -345585.187551 nChanged 2 SP:Iteration 99Q (69170.980000 sec): 3 clusters Score: Raw -349408.114176 + Penalty 3820.467832 = -345587.646344 nChanged 3 SP:Iteration 100F (69170.990000 sec): 3 clusters Score: Raw -349411.100092 + Penalty 3820.467832 = -345590.632260 nChanged 7 SP:Iteration 101Q (69171.000000 sec): 3 clusters Score: Raw -349420.635773 + Penalty 3820.467832 = -345600.167941 nChanged 5 SP:Iteration 102Q (69171.010000 sec): 3 clusters Score: Raw -349426.232806 + Penalty 3820.467832 = -345605.764974 nChanged 5 SP:Iteration 103Q (69171.030000 sec): 3 clusters Score: Raw -349430.328199 + Penalty 3820.467832 = -345609.860367 nChanged 8 SP:Iteration 104Q (69171.040000 sec): 3 clusters Score: Raw -349435.799819 + Penalty 3820.467832 = -345615.331986 nChanged 3 SP:Iteration 105Q (69171.050000 sec): 3 clusters Score: Raw -349439.698359 + Penalty 3820.467832 = -345619.230527 nChanged 7 SP:Iteration 106Q (69171.060000 sec): 3 clusters Score: Raw -349447.281660 + Penalty 3820.467832 = -345626.813828 nChanged 6 SP:Iteration 107Q (69171.070000 sec): 3 clusters Score: Raw -349452.446801 + Penalty 3820.467832 = -345631.978969 nChanged 4 SP:Iteration 108Q (69171.080000 sec): 3 clusters Score: Raw -349457.019204 + Penalty 3820.467832 = -345636.551372 nChanged 2 SP:Iteration 109Q (69171.090000 sec): 3 clusters Score: Raw -349458.548828 + Penalty 3820.467832 = -345638.080995 nChanged 2 SP:Iteration 110Q (69171.110000 sec): 3 clusters Score: Raw -349459.587624 + Penalty 3820.467832 = -345639.119792 nChanged 4 SP:Iteration 111Q (69171.110000 sec): 3 clusters Score: Raw -349460.851295 + Penalty 3820.467832 = -345640.383463 nChanged 3 SP:Iteration 112Q (69171.130000 sec): 3 clusters Score: Raw -349462.910366 + Penalty 3820.467832 = -345642.442534 nChanged 3 SP:Iteration 113Q (69171.140000 sec): 3 clusters Score: Raw -349464.583901 + Penalty 3820.467832 = -345644.116069 nChanged 1 SP:Iteration 114Q (69171.150000 sec): 3 clusters Score: Raw -349465.016063 + Penalty 3820.467832 = -345644.548231 nChanged 0 SP:Iteration 115F (69171.160000 sec): 3 clusters Score: Raw -349465.016063 + Penalty 3820.467832 = -345644.548231 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69171.170000 sec): 2 clusters Score: Raw -124080.191010 + Penalty 1653.405285 = -122426.785726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69171.170000 sec): 3 clusters Score: Raw -123987.046525 + Penalty 3306.810569 = -120680.235956 nChanged 194 SP:Iteration 1F (69171.180000 sec): 3 clusters Score: Raw -124329.647541 + Penalty 3306.810569 = -121022.836972 nChanged 78 SP:Iteration 2F (69171.190000 sec): 3 clusters Score: Raw -124543.421985 + Penalty 3306.810569 = -121236.611416 nChanged 61 SP:Iteration 3F (69171.190000 sec): 3 clusters Score: Raw -124714.672846 + Penalty 3306.810569 = -121407.862277 nChanged 43 SP:Iteration 4F (69171.190000 sec): 3 clusters Score: Raw -124871.603073 + Penalty 3306.810569 = -121564.792504 nChanged 37 SP:Iteration 5Q (69171.200000 sec): 3 clusters Score: Raw -124998.709224 + Penalty 3306.810569 = -121691.898655 nChanged 27 SP:Iteration 6Q (69171.200000 sec): 3 clusters Score: Raw -125107.847681 + Penalty 3306.810569 = -121801.037112 nChanged 26 SP:Iteration 7Q (69171.210000 sec): 3 clusters Score: Raw -125247.603516 + Penalty 3306.810569 = -121940.792947 nChanged 26 SP:Iteration 8Q (69171.210000 sec): 3 clusters Score: Raw -125350.410352 + Penalty 3306.810569 = -122043.599783 nChanged 10 SP:Iteration 9Q (69171.210000 sec): 3 clusters Score: Raw -125384.895176 + Penalty 3306.810569 = -122078.084607 nChanged 9 SP:Iteration 10Q (69171.220000 sec): 3 clusters Score: Raw -125420.770268 + Penalty 3306.810569 = -122113.959699 nChanged 8 SP:Iteration 11Q (69171.220000 sec): 3 clusters Score: Raw -125437.177527 + Penalty 3306.810569 = -122130.366958 nChanged 10 SP:Iteration 12Q (69171.230000 sec): 3 clusters Score: Raw -125460.846057 + Penalty 3306.810569 = -122154.035488 nChanged 10 SP:Iteration 13Q (69171.230000 sec): 3 clusters Score: Raw -125495.345077 + Penalty 3306.810569 = -122188.534507 nChanged 5 SP:Iteration 14Q (69171.230000 sec): 3 clusters Score: Raw -125505.666528 + Penalty 3306.810569 = -122198.855959 nChanged 5 SP:Iteration 15Q (69171.230000 sec): 3 clusters Score: Raw -125521.886451 + Penalty 3306.810569 = -122215.075882 nChanged 5 SP:Iteration 16Q (69171.240000 sec): 3 clusters Score: Raw -125532.822579 + Penalty 3306.810569 = -122226.012010 nChanged 3 SP:Iteration 17Q (69171.240000 sec): 3 clusters Score: Raw -125537.277437 + Penalty 3306.810569 = -122230.466868 nChanged 0 SP:Iteration 18F (69171.250000 sec): 3 clusters Score: Raw -125539.396478 + Penalty 3306.810569 = -122232.585909 nChanged 1 SP:Iteration 19Q (69171.250000 sec): 3 clusters Score: Raw -125542.740099 + Penalty 3306.810569 = -122235.929530 nChanged 1 SP:Iteration 20F (69171.260000 sec): 3 clusters Score: Raw -125553.216407 + Penalty 3306.810569 = -122246.405838 nChanged 1 SP:Iteration 21Q (69171.260000 sec): 3 clusters Score: Raw -125556.915060 + Penalty 3306.810569 = -122250.104491 nChanged 0 SP:Iteration 22F (69171.270000 sec): 3 clusters Score: Raw -125556.915060 + Penalty 3306.810569 = -122250.104491 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69171.850000 sec): 2 clusters Score: Raw -21178222.112459 + Penalty 2899.198921 = -21175322.913538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69172.520000 sec): 3 clusters Score: Raw -21101205.420437 + Penalty 5798.397841 = -21095407.022596 nChanged 56759 SP:Iteration 1F (69173.190000 sec): 3 clusters Score: Raw -21134245.569556 + Penalty 5798.397841 = -21128447.171714 nChanged 3841 SP:Iteration 2Q (69173.880000 sec): 3 clusters Score: Raw -21135165.445618 + Penalty 5798.397841 = -21129367.047776 nChanged 3949 SP:Iteration 3Q (69174.560000 sec): 3 clusters Score: Raw -21136280.738800 + Penalty 5798.397841 = -21130482.340958 nChanged 4395 SP:Iteration 4Q (69175.230000 sec): 3 clusters Score: Raw -21137832.932047 + Penalty 5798.397841 = -21132034.534206 nChanged 5006 SP:Iteration 5Q (69175.920000 sec): 3 clusters Score: Raw -21140107.884404 + Penalty 5798.397841 = -21134309.486563 nChanged 5857 SP:Iteration 6Q (69176.590000 sec): 3 clusters Score: Raw -21143402.797131 + Penalty 5798.397841 = -21137604.399290 nChanged 6830 SP:Iteration 7F (69177.260000 sec): 3 clusters Score: Raw -21148051.122286 + Penalty 5798.397841 = -21142252.724444 nChanged 7533 SP:Iteration 8F (69177.930000 sec): 3 clusters Score: Raw -21153751.487713 + Penalty 5798.397841 = -21147953.089871 nChanged 7505 SP:Iteration 9F (69178.580000 sec): 3 clusters Score: Raw -21159732.686959 + Penalty 5798.397841 = -21153934.289118 nChanged 7025 SP:Iteration 10F (69179.230000 sec): 3 clusters Score: Raw -21165272.849480 + Penalty 5798.397841 = -21159474.451638 nChanged 5941 SP:Iteration 11Q (69179.850000 sec): 3 clusters Score: Raw -21169882.849756 + Penalty 5798.397841 = -21164084.451915 nChanged 4549 SP:Iteration 12Q (69180.420000 sec): 3 clusters Score: Raw -21173313.298444 + Penalty 5798.397841 = -21167514.900603 nChanged 3157 SP:Iteration 13Q (69180.970000 sec): 3 clusters Score: Raw -21175567.738116 + Penalty 5798.397841 = -21169769.340275 nChanged 1927 SP:Iteration 14Q (69181.520000 sec): 3 clusters Score: Raw -21176863.905738 + Penalty 5798.397841 = -21171065.507896 nChanged 1114 SP:Iteration 15Q (69182.030000 sec): 3 clusters Score: Raw -21177581.050416 + Penalty 5798.397841 = -21171782.652575 nChanged 669 SP:Iteration 16Q (69182.530000 sec): 3 clusters Score: Raw -21178003.689844 + Penalty 5798.397841 = -21172205.292002 nChanged 428 SP:Iteration 17Q (69183.020000 sec): 3 clusters Score: Raw -21178266.841527 + Penalty 5798.397841 = -21172468.443686 nChanged 267 SP:Iteration 18Q (69183.510000 sec): 3 clusters Score: Raw -21178419.917179 + Penalty 5798.397841 = -21172621.519337 nChanged 178 SP:Iteration 19Q (69183.980000 sec): 3 clusters Score: Raw -21178511.606534 + Penalty 5798.397841 = -21172713.208693 nChanged 123 SP:Iteration 20F (69184.640000 sec): 3 clusters Score: Raw -21178573.155577 + Penalty 5798.397841 = -21172774.757735 nChanged 93 SP:Iteration 21Q (69185.110000 sec): 3 clusters Score: Raw -21178619.180364 + Penalty 5798.397841 = -21172820.782523 nChanged 73 SP:Iteration 22Q (69185.590000 sec): 3 clusters Score: Raw -21178658.884349 + Penalty 5798.397841 = -21172860.486508 nChanged 64 SP:Iteration 23Q (69186.060000 sec): 3 clusters Score: Raw -21178691.751476 + Penalty 5798.397841 = -21172893.353635 nChanged 45 SP:Iteration 24Q (69186.540000 sec): 3 clusters Score: Raw -21178714.367997 + Penalty 5798.397841 = -21172915.970156 nChanged 30 SP:Iteration 25Q (69187.010000 sec): 3 clusters Score: Raw -21178726.094250 + Penalty 5798.397841 = -21172927.696409 nChanged 19 SP:Iteration 26Q (69187.480000 sec): 3 clusters Score: Raw -21178732.967921 + Penalty 5798.397841 = -21172934.570080 nChanged 13 SP:Iteration 27Q (69187.950000 sec): 3 clusters Score: Raw -21178738.713048 + Penalty 5798.397841 = -21172940.315207 nChanged 18 SP:Iteration 28Q (69188.430000 sec): 3 clusters Score: Raw -21178746.251967 + Penalty 5798.397841 = -21172947.854126 nChanged 14 SP:Iteration 29Q (69188.910000 sec): 3 clusters Score: Raw -21178753.028889 + Penalty 5798.397841 = -21172954.631047 nChanged 15 SP:Iteration 30Q (69189.390000 sec): 3 clusters Score: Raw -21178760.027154 + Penalty 5798.397841 = -21172961.629313 nChanged 18 SP:Iteration 31Q (69189.870000 sec): 3 clusters Score: Raw -21178769.173588 + Penalty 5798.397841 = -21172970.775747 nChanged 14 SP:Iteration 32Q (69190.330000 sec): 3 clusters Score: Raw -21178774.714131 + Penalty 5798.397841 = -21172976.316289 nChanged 6 SP:Iteration 33Q (69190.820000 sec): 3 clusters Score: Raw -21178776.973022 + Penalty 5798.397841 = -21172978.575181 nChanged 4 SP:Iteration 34Q (69191.280000 sec): 3 clusters Score: Raw -21178778.043166 + Penalty 5798.397841 = -21172979.645324 nChanged 1 SP:Iteration 35Q (69191.750000 sec): 3 clusters Score: Raw -21178778.397236 + Penalty 5798.397841 = -21172979.999394 nChanged 1 SP:Iteration 36Q (69192.220000 sec): 3 clusters Score: Raw -21178778.848779 + Penalty 5798.397841 = -21172980.450937 nChanged 1 SP:Iteration 37Q (69192.680000 sec): 3 clusters Score: Raw -21178779.227024 + Penalty 5798.397841 = -21172980.829183 nChanged 1 SP:Iteration 38Q (69193.150000 sec): 3 clusters Score: Raw -21178779.550403 + Penalty 5798.397841 = -21172981.152561 nChanged 0 SP:Iteration 39F (69193.810000 sec): 3 clusters Score: Raw -21178779.550403 + Penalty 5798.397841 = -21172981.152561 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69193.870000 sec): 2 clusters Score: Raw -53522.581408 + Penalty 1506.115044 = -52016.466363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69193.870000 sec): 3 clusters Score: Raw -53678.491058 + Penalty 3012.230089 = -50666.260969 nChanged 91 SP:Iteration 1F (69193.880000 sec): 3 clusters Score: Raw -53977.278912 + Penalty 3012.230089 = -50965.048824 nChanged 47 SP:Iteration 2F (69193.880000 sec): 3 clusters Score: Raw -54137.132405 + Penalty 3012.230089 = -51124.902316 nChanged 22 SP:Iteration 3F (69193.880000 sec): 3 clusters Score: Raw -54249.996405 + Penalty 3012.230089 = -51237.766316 nChanged 15 SP:Iteration 4Q (69193.880000 sec): 3 clusters Score: Raw -54319.719666 + Penalty 3012.230089 = -51307.489577 nChanged 15 SP:Iteration 5Q (69193.880000 sec): 3 clusters Score: Raw -54394.626359 + Penalty 3012.230089 = -51382.396270 nChanged 6 SP:Iteration 6Q (69193.890000 sec): 3 clusters Score: Raw -54440.709280 + Penalty 3012.230089 = -51428.479191 nChanged 5 SP:Iteration 7Q (69193.890000 sec): 3 clusters Score: Raw -54473.516909 + Penalty 3012.230089 = -51461.286820 nChanged 0 SP:Iteration 8F (69193.890000 sec): 3 clusters Score: Raw -54473.516909 + Penalty 3012.230089 = -51461.286820 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69193.900000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69193.900000 sec): 3 clusters Score: Raw -52132.823589 + Penalty 2871.820245 = -49261.003344 nChanged 52 SP:Iteration 1F (69193.900000 sec): 3 clusters Score: Raw -52281.978699 + Penalty 2871.820245 = -49410.158455 nChanged 15 SP:Iteration 2Q (69193.900000 sec): 3 clusters Score: Raw -52341.542077 + Penalty 2871.820245 = -49469.721833 nChanged 8 SP:Iteration 3Q (69193.910000 sec): 3 clusters Score: Raw -52381.417417 + Penalty 2871.820245 = -49509.597173 nChanged 3 SP:Iteration 4Q (69193.910000 sec): 3 clusters Score: Raw -52390.773880 + Penalty 2871.820245 = -49518.953635 nChanged 1 SP:Iteration 5Q (69193.910000 sec): 3 clusters Score: Raw -52400.867303 + Penalty 2871.820245 = -49529.047059 nChanged 1 SP:Iteration 6Q (69193.910000 sec): 3 clusters Score: Raw -52403.588463 + Penalty 2871.820245 = -49531.768218 nChanged 0 SP:Iteration 7F (69193.910000 sec): 3 clusters Score: Raw -52403.588463 + Penalty 2871.820245 = -49531.768218 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69194.030000 sec): 2 clusters Score: Raw -3771321.611090 + Penalty 2490.585661 = -3768831.025428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69194.160000 sec): 3 clusters Score: Raw -3757768.267668 + Penalty 4981.171322 = -3752787.096345 nChanged 10208 SP:Iteration 1F (69194.280000 sec): 3 clusters Score: Raw -3763190.407971 + Penalty 4981.171322 = -3758209.236648 nChanged 1157 SP:Iteration 2F (69194.410000 sec): 3 clusters Score: Raw -3763626.849114 + Penalty 4981.171322 = -3758645.677792 nChanged 1082 SP:Iteration 3Q (69194.540000 sec): 3 clusters Score: Raw -3764020.552199 + Penalty 4981.171322 = -3759039.380876 nChanged 992 SP:Iteration 4Q (69194.670000 sec): 3 clusters Score: Raw -3764373.610217 + Penalty 4981.171322 = -3759392.438894 nChanged 900 SP:Iteration 5Q (69194.800000 sec): 3 clusters Score: Raw -3764693.649686 + Penalty 4981.171322 = -3759712.478363 nChanged 851 SP:Iteration 6Q (69194.920000 sec): 3 clusters Score: Raw -3765026.787355 + Penalty 4981.171322 = -3760045.616032 nChanged 870 SP:Iteration 7Q (69195.050000 sec): 3 clusters Score: Raw -3765362.695217 + Penalty 4981.171322 = -3760381.523894 nChanged 819 SP:Iteration 8Q (69195.180000 sec): 3 clusters Score: Raw -3765688.281492 + Penalty 4981.171322 = -3760707.110170 nChanged 813 SP:Iteration 9Q (69195.310000 sec): 3 clusters Score: Raw -3766029.994892 + Penalty 4981.171322 = -3761048.823569 nChanged 871 SP:Iteration 10Q (69195.440000 sec): 3 clusters Score: Raw -3766402.892360 + Penalty 4981.171322 = -3761421.721038 nChanged 819 SP:Iteration 11Q (69195.570000 sec): 3 clusters Score: Raw -3766774.567105 + Penalty 4981.171322 = -3761793.395782 nChanged 839 SP:Iteration 12Q (69195.700000 sec): 3 clusters Score: Raw -3767149.642370 + Penalty 4981.171322 = -3762168.471048 nChanged 805 SP:Iteration 13Q (69195.820000 sec): 3 clusters Score: Raw -3767525.399440 + Penalty 4981.171322 = -3762544.228117 nChanged 739 SP:Iteration 14Q (69195.950000 sec): 3 clusters Score: Raw -3767897.477294 + Penalty 4981.171322 = -3762916.305971 nChanged 688 SP:Iteration 15Q (69196.080000 sec): 3 clusters Score: Raw -3768306.178441 + Penalty 4981.171322 = -3763325.007119 nChanged 649 SP:Iteration 16Q (69196.200000 sec): 3 clusters Score: Raw -3768739.461319 + Penalty 4981.171322 = -3763758.289997 nChanged 626 SP:Iteration 17Q (69196.320000 sec): 3 clusters Score: Raw -3769164.102997 + Penalty 4981.171322 = -3764182.931675 nChanged 528 SP:Iteration 18Q (69196.450000 sec): 3 clusters Score: Raw -3769510.751790 + Penalty 4981.171322 = -3764529.580468 nChanged 476 SP:Iteration 19Q (69196.570000 sec): 3 clusters Score: Raw -3769804.269826 + Penalty 4981.171322 = -3764823.098504 nChanged 434 SP:Iteration 20F (69196.690000 sec): 3 clusters Score: Raw -3770061.873063 + Penalty 4981.171322 = -3765080.701741 nChanged 366 SP:Iteration 21Q (69196.810000 sec): 3 clusters Score: Raw -3770262.570618 + Penalty 4981.171322 = -3765281.399296 nChanged 339 SP:Iteration 22Q (69196.920000 sec): 3 clusters Score: Raw -3770455.239601 + Penalty 4981.171322 = -3765474.068279 nChanged 336 SP:Iteration 23Q (69197.030000 sec): 3 clusters Score: Raw -3770645.222734 + Penalty 4981.171322 = -3765664.051412 nChanged 321 SP:Iteration 24Q (69197.140000 sec): 3 clusters Score: Raw -3770808.447427 + Penalty 4981.171322 = -3765827.276105 nChanged 286 SP:Iteration 25Q (69197.250000 sec): 3 clusters Score: Raw -3770933.821918 + Penalty 4981.171322 = -3765952.650595 nChanged 230 SP:Iteration 26Q (69197.360000 sec): 3 clusters Score: Raw -3771029.274170 + Penalty 4981.171322 = -3766048.102847 nChanged 210 SP:Iteration 27Q (69197.480000 sec): 3 clusters Score: Raw -3771113.251727 + Penalty 4981.171322 = -3766132.080405 nChanged 197 SP:Iteration 28Q (69197.580000 sec): 3 clusters Score: Raw -3771183.895650 + Penalty 4981.171322 = -3766202.724328 nChanged 144 SP:Iteration 29Q (69197.690000 sec): 3 clusters Score: Raw -3771229.900805 + Penalty 4981.171322 = -3766248.729483 nChanged 142 SP:Iteration 30Q (69197.800000 sec): 3 clusters Score: Raw -3771275.472019 + Penalty 4981.171322 = -3766294.300696 nChanged 136 SP:Iteration 31Q (69197.900000 sec): 3 clusters Score: Raw -3771316.077668 + Penalty 4981.171322 = -3766334.906345 nChanged 120 SP:Iteration 32Q (69198.010000 sec): 3 clusters Score: Raw -3771351.767431 + Penalty 4981.171322 = -3766370.596108 nChanged 99 SP:Iteration 33Q (69198.110000 sec): 3 clusters Score: Raw -3771379.469033 + Penalty 4981.171322 = -3766398.297710 nChanged 85 SP:Iteration 34Q (69198.220000 sec): 3 clusters Score: Raw -3771402.821066 + Penalty 4981.171322 = -3766421.649743 nChanged 75 SP:Iteration 35Q (69198.320000 sec): 3 clusters Score: Raw -3771419.754141 + Penalty 4981.171322 = -3766438.582818 nChanged 69 SP:Iteration 36Q (69198.420000 sec): 3 clusters Score: Raw -3771435.902420 + Penalty 4981.171322 = -3766454.731098 nChanged 75 SP:Iteration 37Q (69198.530000 sec): 3 clusters Score: Raw -3771455.516058 + Penalty 4981.171322 = -3766474.344735 nChanged 75 SP:Iteration 38Q (69198.630000 sec): 3 clusters Score: Raw -3771476.011589 + Penalty 4981.171322 = -3766494.840266 nChanged 63 SP:Iteration 39Q (69198.730000 sec): 3 clusters Score: Raw -3771494.029404 + Penalty 4981.171322 = -3766512.858081 nChanged 73 SP:Iteration 40F (69198.860000 sec): 3 clusters Score: Raw -3771514.744439 + Penalty 4981.171322 = -3766533.573117 nChanged 74 SP:Iteration 41Q (69198.960000 sec): 3 clusters Score: Raw -3771536.349133 + Penalty 4981.171322 = -3766555.177810 nChanged 75 SP:Iteration 42Q (69199.060000 sec): 3 clusters Score: Raw -3771558.117744 + Penalty 4981.171322 = -3766576.946421 nChanged 61 SP:Iteration 43Q (69199.160000 sec): 3 clusters Score: Raw -3771574.501388 + Penalty 4981.171322 = -3766593.330066 nChanged 58 SP:Iteration 44Q (69199.260000 sec): 3 clusters Score: Raw -3771589.866619 + Penalty 4981.171322 = -3766608.695296 nChanged 50 SP:Iteration 45Q (69199.370000 sec): 3 clusters Score: Raw -3771600.973173 + Penalty 4981.171322 = -3766619.801851 nChanged 37 SP:Iteration 46Q (69199.470000 sec): 3 clusters Score: Raw -3771610.851127 + Penalty 4981.171322 = -3766629.679805 nChanged 43 SP:Iteration 47Q (69199.570000 sec): 3 clusters Score: Raw -3771622.712630 + Penalty 4981.171322 = -3766641.541308 nChanged 38 SP:Iteration 48Q (69199.670000 sec): 3 clusters Score: Raw -3771633.886823 + Penalty 4981.171322 = -3766652.715501 nChanged 38 SP:Iteration 49Q (69199.770000 sec): 3 clusters Score: Raw -3771645.445321 + Penalty 4981.171322 = -3766664.273999 nChanged 34 SP:Iteration 50Q (69199.860000 sec): 3 clusters Score: Raw -3771654.681088 + Penalty 4981.171322 = -3766673.509766 nChanged 37 SP:Iteration 51Q (69199.960000 sec): 3 clusters Score: Raw -3771662.788426 + Penalty 4981.171322 = -3766681.617103 nChanged 38 SP:Iteration 52Q (69200.060000 sec): 3 clusters Score: Raw -3771672.168779 + Penalty 4981.171322 = -3766690.997457 nChanged 24 SP:Iteration 53Q (69200.170000 sec): 3 clusters Score: Raw -3771678.392864 + Penalty 4981.171322 = -3766697.221542 nChanged 24 SP:Iteration 54Q (69200.270000 sec): 3 clusters Score: Raw -3771684.490446 + Penalty 4981.171322 = -3766703.319123 nChanged 28 SP:Iteration 55Q (69200.370000 sec): 3 clusters Score: Raw -3771692.522521 + Penalty 4981.171322 = -3766711.351199 nChanged 19 SP:Iteration 56Q (69200.470000 sec): 3 clusters Score: Raw -3771696.551295 + Penalty 4981.171322 = -3766715.379972 nChanged 21 SP:Iteration 57Q (69200.570000 sec): 3 clusters Score: Raw -3771701.827521 + Penalty 4981.171322 = -3766720.656198 nChanged 22 SP:Iteration 58Q (69200.670000 sec): 3 clusters Score: Raw -3771708.012686 + Penalty 4981.171322 = -3766726.841364 nChanged 24 SP:Iteration 59Q (69200.760000 sec): 3 clusters Score: Raw -3771714.903314 + Penalty 4981.171322 = -3766733.731992 nChanged 25 SP:Iteration 60F (69200.890000 sec): 3 clusters Score: Raw -3771722.070245 + Penalty 4981.171322 = -3766740.898923 nChanged 28 SP:Iteration 61Q (69201.000000 sec): 3 clusters Score: Raw -3771730.067345 + Penalty 4981.171322 = -3766748.896023 nChanged 26 SP:Iteration 62Q (69201.100000 sec): 3 clusters Score: Raw -3771737.913636 + Penalty 4981.171322 = -3766756.742313 nChanged 17 SP:Iteration 63Q (69201.200000 sec): 3 clusters Score: Raw -3771743.719565 + Penalty 4981.171322 = -3766762.548243 nChanged 20 SP:Iteration 64Q (69201.300000 sec): 3 clusters Score: Raw -3771749.734327 + Penalty 4981.171322 = -3766768.563005 nChanged 23 SP:Iteration 65Q (69201.410000 sec): 3 clusters Score: Raw -3771754.789536 + Penalty 4981.171322 = -3766773.618214 nChanged 18 SP:Iteration 66Q (69201.510000 sec): 3 clusters Score: Raw -3771759.542098 + Penalty 4981.171322 = -3766778.370775 nChanged 16 SP:Iteration 67Q (69201.610000 sec): 3 clusters Score: Raw -3771763.684671 + Penalty 4981.171322 = -3766782.513349 nChanged 21 SP:Iteration 68Q (69201.710000 sec): 3 clusters Score: Raw -3771770.531132 + Penalty 4981.171322 = -3766789.359809 nChanged 23 SP:Iteration 69Q (69201.810000 sec): 3 clusters Score: Raw -3771777.528488 + Penalty 4981.171322 = -3766796.357165 nChanged 20 SP:Iteration 70Q (69201.910000 sec): 3 clusters Score: Raw -3771783.829954 + Penalty 4981.171322 = -3766802.658631 nChanged 22 SP:Iteration 71Q (69202.000000 sec): 3 clusters Score: Raw -3771789.811523 + Penalty 4981.171322 = -3766808.640200 nChanged 18 SP:Iteration 72Q (69202.100000 sec): 3 clusters Score: Raw -3771795.682296 + Penalty 4981.171322 = -3766814.510974 nChanged 22 SP:Iteration 73Q (69202.190000 sec): 3 clusters Score: Raw -3771802.038893 + Penalty 4981.171322 = -3766820.867570 nChanged 20 SP:Iteration 74Q (69202.280000 sec): 3 clusters Score: Raw -3771807.838136 + Penalty 4981.171322 = -3766826.666814 nChanged 14 SP:Iteration 75Q (69202.370000 sec): 3 clusters Score: Raw -3771812.299135 + Penalty 4981.171322 = -3766831.127813 nChanged 17 SP:Iteration 76Q (69202.460000 sec): 3 clusters Score: Raw -3771816.766276 + Penalty 4981.171322 = -3766835.594954 nChanged 19 SP:Iteration 77Q (69202.550000 sec): 3 clusters Score: Raw -3771821.227932 + Penalty 4981.171322 = -3766840.056609 nChanged 13 SP:Iteration 78Q (69202.640000 sec): 3 clusters Score: Raw -3771824.374328 + Penalty 4981.171322 = -3766843.203006 nChanged 12 SP:Iteration 79Q (69202.740000 sec): 3 clusters Score: Raw -3771827.158970 + Penalty 4981.171322 = -3766845.987647 nChanged 9 SP:Iteration 80F (69202.860000 sec): 3 clusters Score: Raw -3771829.114724 + Penalty 4981.171322 = -3766847.943402 nChanged 8 SP:Iteration 81Q (69202.950000 sec): 3 clusters Score: Raw -3771830.953375 + Penalty 4981.171322 = -3766849.782053 nChanged 8 SP:Iteration 82Q (69203.040000 sec): 3 clusters Score: Raw -3771833.144510 + Penalty 4981.171322 = -3766851.973187 nChanged 5 SP:Iteration 83Q (69203.120000 sec): 3 clusters Score: Raw -3771834.228835 + Penalty 4981.171322 = -3766853.057513 nChanged 5 SP:Iteration 84Q (69203.220000 sec): 3 clusters Score: Raw -3771835.217894 + Penalty 4981.171322 = -3766854.046572 nChanged 6 SP:Iteration 85Q (69203.310000 sec): 3 clusters Score: Raw -3771836.021731 + Penalty 4981.171322 = -3766854.850408 nChanged 1 SP:Iteration 86Q (69203.410000 sec): 3 clusters Score: Raw -3771836.241456 + Penalty 4981.171322 = -3766855.070134 nChanged 2 SP:Iteration 87Q (69203.510000 sec): 3 clusters Score: Raw -3771836.996017 + Penalty 4981.171322 = -3766855.824695 nChanged 5 SP:Iteration 88Q (69203.610000 sec): 3 clusters Score: Raw -3771838.305653 + Penalty 4981.171322 = -3766857.134331 nChanged 8 SP:Iteration 89Q (69203.700000 sec): 3 clusters Score: Raw -3771840.168509 + Penalty 4981.171322 = -3766858.997187 nChanged 10 SP:Iteration 90Q (69203.800000 sec): 3 clusters Score: Raw -3771843.446958 + Penalty 4981.171322 = -3766862.275636 nChanged 5 SP:Iteration 91Q (69203.900000 sec): 3 clusters Score: Raw -3771844.713775 + Penalty 4981.171322 = -3766863.542452 nChanged 6 SP:Iteration 92Q (69204.000000 sec): 3 clusters Score: Raw -3771846.178817 + Penalty 4981.171322 = -3766865.007494 nChanged 4 SP:Iteration 93Q (69204.100000 sec): 3 clusters Score: Raw -3771847.016211 + Penalty 4981.171322 = -3766865.844888 nChanged 5 SP:Iteration 94Q (69204.200000 sec): 3 clusters Score: Raw -3771847.959787 + Penalty 4981.171322 = -3766866.788464 nChanged 5 SP:Iteration 95Q (69204.290000 sec): 3 clusters Score: Raw -3771849.223605 + Penalty 4981.171322 = -3766868.052283 nChanged 5 SP:Iteration 96Q (69204.390000 sec): 3 clusters Score: Raw -3771850.485015 + Penalty 4981.171322 = -3766869.313693 nChanged 6 SP:Iteration 97Q (69204.480000 sec): 3 clusters Score: Raw -3771851.770026 + Penalty 4981.171322 = -3766870.598704 nChanged 7 SP:Iteration 98Q (69204.580000 sec): 3 clusters Score: Raw -3771853.676271 + Penalty 4981.171322 = -3766872.504949 nChanged 5 SP:Iteration 99Q (69204.680000 sec): 3 clusters Score: Raw -3771855.000073 + Penalty 4981.171322 = -3766873.828750 nChanged 5 SP:Iteration 100F (69204.810000 sec): 3 clusters Score: Raw -3771856.588564 + Penalty 4981.171322 = -3766875.417241 nChanged 5 SP:Iteration 101Q (69204.910000 sec): 3 clusters Score: Raw -3771857.626370 + Penalty 4981.171322 = -3766876.455048 nChanged 3 SP:Iteration 102Q (69205.010000 sec): 3 clusters Score: Raw -3771858.395613 + Penalty 4981.171322 = -3766877.224290 nChanged 2 SP:Iteration 103Q (69205.110000 sec): 3 clusters Score: Raw -3771858.850068 + Penalty 4981.171322 = -3766877.678745 nChanged 1 SP:Iteration 104Q (69205.210000 sec): 3 clusters Score: Raw -3771859.421485 + Penalty 4981.171322 = -3766878.250162 nChanged 2 SP:Iteration 105Q (69205.310000 sec): 3 clusters Score: Raw -3771859.903258 + Penalty 4981.171322 = -3766878.731935 nChanged 2 SP:Iteration 106Q (69205.400000 sec): 3 clusters Score: Raw -3771860.506084 + Penalty 4981.171322 = -3766879.334762 nChanged 1 SP:Iteration 107Q (69205.500000 sec): 3 clusters Score: Raw -3771860.681958 + Penalty 4981.171322 = -3766879.510635 nChanged 0 SP:Iteration 108F (69205.630000 sec): 3 clusters Score: Raw -3771860.681958 + Penalty 4981.171322 = -3766879.510635 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69205.650000 sec): 2 clusters Score: Raw -41986.699897 + Penalty 1450.632545 = -40536.067352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69205.650000 sec): 3 clusters Score: Raw -42395.881525 + Penalty 2901.265091 = -39494.616435 nChanged 85 SP:Iteration 1F (69205.650000 sec): 3 clusters Score: Raw -42690.202616 + Penalty 2901.265091 = -39788.937526 nChanged 23 SP:Iteration 2F (69205.660000 sec): 3 clusters Score: Raw -42799.380190 + Penalty 2901.265091 = -39898.115099 nChanged 16 SP:Iteration 3Q (69205.660000 sec): 3 clusters Score: Raw -42943.786378 + Penalty 2901.265091 = -40042.521287 nChanged 7 SP:Iteration 4Q (69205.660000 sec): 3 clusters Score: Raw -42959.007400 + Penalty 2901.265091 = -40057.742309 nChanged 3 SP:Iteration 5Q (69205.660000 sec): 3 clusters Score: Raw -42964.484957 + Penalty 2901.265091 = -40063.219867 nChanged 3 SP:Iteration 6Q (69205.660000 sec): 3 clusters Score: Raw -42968.246336 + Penalty 2901.265091 = -40066.981245 nChanged 3 SP:Iteration 7Q (69205.660000 sec): 3 clusters Score: Raw -42979.957620 + Penalty 2901.265091 = -40078.692529 nChanged 1 SP:Iteration 8Q (69205.670000 sec): 3 clusters Score: Raw -42990.441269 + Penalty 2901.265091 = -40089.176179 nChanged 1 SP:Iteration 9Q (69205.670000 sec): 3 clusters Score: Raw -43018.123769 + Penalty 2901.265091 = -40116.858678 nChanged 1 SP:Iteration 10Q (69205.670000 sec): 3 clusters Score: Raw -43024.905867 + Penalty 2901.265091 = -40123.640776 nChanged 2 SP:Iteration 11Q (69205.670000 sec): 3 clusters Score: Raw -43038.376569 + Penalty 2901.265091 = -40137.111478 nChanged 3 SP:Iteration 12Q (69205.670000 sec): 3 clusters Score: Raw -43053.618343 + Penalty 2901.265091 = -40152.353252 nChanged 1 SP:Iteration 13Q (69205.680000 sec): 3 clusters Score: Raw -43056.735049 + Penalty 2901.265091 = -40155.469958 nChanged 1 SP:Iteration 14Q (69205.680000 sec): 3 clusters Score: Raw -43058.173596 + Penalty 2901.265091 = -40156.908505 nChanged 2 SP:Iteration 15Q (69205.680000 sec): 3 clusters Score: Raw -43064.054552 + Penalty 2901.265091 = -40162.789461 nChanged 2 SP:Iteration 16Q (69205.680000 sec): 3 clusters Score: Raw -43069.016989 + Penalty 2901.265091 = -40167.751898 nChanged 1 SP:Iteration 17Q (69205.680000 sec): 3 clusters Score: Raw -43072.874202 + Penalty 2901.265091 = -40171.609111 nChanged 4 SP:Iteration 18Q (69205.680000 sec): 3 clusters Score: Raw -43081.562016 + Penalty 2901.265091 = -40180.296925 nChanged 3 SP:Iteration 19Q (69205.680000 sec): 3 clusters Score: Raw -43091.363612 + Penalty 2901.265091 = -40190.098521 nChanged 4 SP:Iteration 20F (69205.690000 sec): 3 clusters Score: Raw -43104.177578 + Penalty 2901.265091 = -40202.912487 nChanged 4 SP:Iteration 21Q (69205.690000 sec): 3 clusters Score: Raw -43218.237248 + Penalty 2901.265091 = -40316.972157 nChanged 10 SP:Iteration 22Q (69205.690000 sec): 3 clusters Score: Raw -43259.991136 + Penalty 2901.265091 = -40358.726045 nChanged 4 SP:Iteration 23Q (69205.690000 sec): 3 clusters Score: Raw -43271.846252 + Penalty 2901.265091 = -40370.581161 nChanged 2 SP:Iteration 24Q (69205.700000 sec): 3 clusters Score: Raw -43288.687397 + Penalty 2901.265091 = -40387.422306 nChanged 4 SP:Iteration 25Q (69205.700000 sec): 3 clusters Score: Raw -43304.953519 + Penalty 2901.265091 = -40403.688428 nChanged 0 SP:Iteration 26F (69205.700000 sec): 3 clusters Score: Raw -43304.953519 + Penalty 2901.265091 = -40403.688428 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69205.790000 sec): 2 clusters Score: Raw -3199229.142598 + Penalty 2431.501219 = -3196797.641379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69205.900000 sec): 3 clusters Score: Raw -3188876.999854 + Penalty 4863.002438 = -3184013.997416 nChanged 7867 SP:Iteration 1F (69206.000000 sec): 3 clusters Score: Raw -3192999.350820 + Penalty 4863.002438 = -3188136.348382 nChanged 1088 SP:Iteration 2F (69206.100000 sec): 3 clusters Score: Raw -3193513.205592 + Penalty 4863.002438 = -3188650.203154 nChanged 1057 SP:Iteration 3F (69206.200000 sec): 3 clusters Score: Raw -3194073.780006 + Penalty 4863.002438 = -3189210.777568 nChanged 1109 SP:Iteration 4F (69206.300000 sec): 3 clusters Score: Raw -3194741.515016 + Penalty 4863.002438 = -3189878.512578 nChanged 1130 SP:Iteration 5F (69206.400000 sec): 3 clusters Score: Raw -3195520.535919 + Penalty 4863.002438 = -3190657.533481 nChanged 1139 SP:Iteration 6F (69206.510000 sec): 3 clusters Score: Raw -3196399.943681 + Penalty 4863.002438 = -3191536.941243 nChanged 1087 SP:Iteration 7F (69206.610000 sec): 3 clusters Score: Raw -3197285.683913 + Penalty 4863.002438 = -3192422.681475 nChanged 998 SP:Iteration 8F (69206.710000 sec): 3 clusters Score: Raw -3198055.257963 + Penalty 4863.002438 = -3193192.255525 nChanged 799 SP:Iteration 9Q (69206.810000 sec): 3 clusters Score: Raw -3198650.365085 + Penalty 4863.002438 = -3193787.362647 nChanged 642 SP:Iteration 10Q (69206.910000 sec): 3 clusters Score: Raw -3199096.103039 + Penalty 4863.002438 = -3194233.100601 nChanged 475 SP:Iteration 11Q (69207.010000 sec): 3 clusters Score: Raw -3199434.717126 + Penalty 4863.002438 = -3194571.714688 nChanged 398 SP:Iteration 12Q (69207.100000 sec): 3 clusters Score: Raw -3199707.665294 + Penalty 4863.002438 = -3194844.662856 nChanged 316 SP:Iteration 13Q (69207.200000 sec): 3 clusters Score: Raw -3199891.887002 + Penalty 4863.002438 = -3195028.884564 nChanged 265 SP:Iteration 14Q (69207.290000 sec): 3 clusters Score: Raw -3200061.907157 + Penalty 4863.002438 = -3195198.904720 nChanged 210 SP:Iteration 15Q (69207.380000 sec): 3 clusters Score: Raw -3200167.595281 + Penalty 4863.002438 = -3195304.592843 nChanged 167 SP:Iteration 16Q (69207.470000 sec): 3 clusters Score: Raw -3200242.136755 + Penalty 4863.002438 = -3195379.134317 nChanged 137 SP:Iteration 17Q (69207.560000 sec): 3 clusters Score: Raw -3200300.593628 + Penalty 4863.002438 = -3195437.591190 nChanged 117 SP:Iteration 18Q (69207.650000 sec): 3 clusters Score: Raw -3200349.053328 + Penalty 4863.002438 = -3195486.050890 nChanged 103 SP:Iteration 19Q (69207.740000 sec): 3 clusters Score: Raw -3200383.338487 + Penalty 4863.002438 = -3195520.336049 nChanged 77 SP:Iteration 20F (69207.840000 sec): 3 clusters Score: Raw -3200406.133828 + Penalty 4863.002438 = -3195543.131390 nChanged 67 SP:Iteration 21Q (69207.920000 sec): 3 clusters Score: Raw -3200426.338349 + Penalty 4863.002438 = -3195563.335912 nChanged 51 SP:Iteration 22Q (69208.010000 sec): 3 clusters Score: Raw -3200441.410380 + Penalty 4863.002438 = -3195578.407942 nChanged 59 SP:Iteration 23Q (69208.090000 sec): 3 clusters Score: Raw -3200460.277140 + Penalty 4863.002438 = -3195597.274702 nChanged 38 SP:Iteration 24Q (69208.180000 sec): 3 clusters Score: Raw -3200469.605555 + Penalty 4863.002438 = -3195606.603117 nChanged 33 SP:Iteration 25Q (69208.260000 sec): 3 clusters Score: Raw -3200478.103752 + Penalty 4863.002438 = -3195615.101314 nChanged 24 SP:Iteration 26Q (69208.350000 sec): 3 clusters Score: Raw -3200484.196973 + Penalty 4863.002438 = -3195621.194535 nChanged 23 SP:Iteration 27Q (69208.430000 sec): 3 clusters Score: Raw -3200489.651060 + Penalty 4863.002438 = -3195626.648622 nChanged 21 SP:Iteration 28Q (69208.520000 sec): 3 clusters Score: Raw -3200493.836602 + Penalty 4863.002438 = -3195630.834164 nChanged 15 SP:Iteration 29Q (69208.600000 sec): 3 clusters Score: Raw -3200497.390834 + Penalty 4863.002438 = -3195634.388396 nChanged 15 SP:Iteration 30Q (69208.690000 sec): 3 clusters Score: Raw -3200501.423081 + Penalty 4863.002438 = -3195638.420643 nChanged 12 SP:Iteration 31Q (69208.780000 sec): 3 clusters Score: Raw -3200504.224437 + Penalty 4863.002438 = -3195641.221999 nChanged 9 SP:Iteration 32Q (69208.860000 sec): 3 clusters Score: Raw -3200505.639066 + Penalty 4863.002438 = -3195642.636628 nChanged 10 SP:Iteration 33Q (69208.940000 sec): 3 clusters Score: Raw -3200508.500411 + Penalty 4863.002438 = -3195645.497973 nChanged 11 SP:Iteration 34Q (69209.030000 sec): 3 clusters Score: Raw -3200510.950378 + Penalty 4863.002438 = -3195647.947940 nChanged 13 SP:Iteration 35Q (69209.120000 sec): 3 clusters Score: Raw -3200513.466196 + Penalty 4863.002438 = -3195650.463759 nChanged 5 SP:Iteration 36Q (69209.200000 sec): 3 clusters Score: Raw -3200514.958745 + Penalty 4863.002438 = -3195651.956307 nChanged 6 SP:Iteration 37Q (69209.280000 sec): 3 clusters Score: Raw -3200516.173843 + Penalty 4863.002438 = -3195653.171405 nChanged 6 SP:Iteration 38Q (69209.370000 sec): 3 clusters Score: Raw -3200517.626092 + Penalty 4863.002438 = -3195654.623654 nChanged 6 SP:Iteration 39Q (69209.450000 sec): 3 clusters Score: Raw -3200518.468085 + Penalty 4863.002438 = -3195655.465647 nChanged 5 SP:Iteration 40F (69209.550000 sec): 3 clusters Score: Raw -3200519.540203 + Penalty 4863.002438 = -3195656.537765 nChanged 1 SP:Iteration 41Q (69209.640000 sec): 3 clusters Score: Raw -3200519.866206 + Penalty 4863.002438 = -3195656.863768 nChanged 1 SP:Iteration 42Q (69209.720000 sec): 3 clusters Score: Raw -3200519.942240 + Penalty 4863.002438 = -3195656.939802 nChanged 1 SP:Iteration 43Q (69209.800000 sec): 3 clusters Score: Raw -3200520.185035 + Penalty 4863.002438 = -3195657.182597 nChanged 1 SP:Iteration 44Q (69209.870000 sec): 3 clusters Score: Raw -3200520.470163 + Penalty 4863.002438 = -3195657.467726 nChanged 1 SP:Iteration 45Q (69209.950000 sec): 3 clusters Score: Raw -3200520.765764 + Penalty 4863.002438 = -3195657.763326 nChanged 1 SP:Iteration 46Q (69210.020000 sec): 3 clusters Score: Raw -3200521.100496 + Penalty 4863.002438 = -3195658.098058 nChanged 1 SP:Iteration 47Q (69210.100000 sec): 3 clusters Score: Raw -3200521.226185 + Penalty 4863.002438 = -3195658.223748 nChanged 0 SP:Iteration 48F (69210.190000 sec): 3 clusters Score: Raw -3200521.226185 + Penalty 4863.002438 = -3195658.223748 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69211.170000 sec): 2 clusters Score: Raw -38112296.294501 + Penalty 3051.300314 = -38109244.994187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69212.400000 sec): 3 clusters Score: Raw -37967681.009450 + Penalty 6102.600628 = -37961578.408822 nChanged 105860 SP:Iteration 1F (69213.630000 sec): 3 clusters Score: Raw -38029389.180195 + Penalty 6102.600628 = -38023286.579568 nChanged 5281 SP:Iteration 2Q (69214.920000 sec): 3 clusters Score: Raw -38030327.898698 + Penalty 6102.600628 = -38024225.298071 nChanged 5594 SP:Iteration 3Q (69216.200000 sec): 3 clusters Score: Raw -38031418.820364 + Penalty 6102.600628 = -38025316.219736 nChanged 5987 SP:Iteration 4Q (69217.490000 sec): 3 clusters Score: Raw -38032794.046672 + Penalty 6102.600628 = -38026691.446044 nChanged 6963 SP:Iteration 5Q (69218.750000 sec): 3 clusters Score: Raw -38034705.611317 + Penalty 6102.600628 = -38028603.010689 nChanged 8193 SP:Iteration 6Q (69220.020000 sec): 3 clusters Score: Raw -38037532.259587 + Penalty 6102.600628 = -38031429.658959 nChanged 9886 SP:Iteration 7Q (69221.260000 sec): 3 clusters Score: Raw -38041750.639669 + Penalty 6102.600628 = -38035648.039041 nChanged 11630 SP:Iteration 8F (69222.410000 sec): 3 clusters Score: Raw -38047865.195848 + Penalty 6102.600628 = -38041762.595220 nChanged 13176 SP:Iteration 9F (69223.580000 sec): 3 clusters Score: Raw -38056381.338414 + Penalty 6102.600628 = -38050278.737786 nChanged 13741 SP:Iteration 10F (69224.810000 sec): 3 clusters Score: Raw -38067745.050013 + Penalty 6102.600628 = -38061642.449385 nChanged 12686 SP:Iteration 11F (69226.050000 sec): 3 clusters Score: Raw -38080502.899060 + Penalty 6102.600628 = -38074400.298432 nChanged 10305 SP:Iteration 12Q (69227.280000 sec): 3 clusters Score: Raw -38088868.277256 + Penalty 6102.600628 = -38082765.676628 nChanged 7231 SP:Iteration 13Q (69228.470000 sec): 3 clusters Score: Raw -38092723.771910 + Penalty 6102.600628 = -38086621.171283 nChanged 5254 SP:Iteration 14Q (69229.630000 sec): 3 clusters Score: Raw -38095209.941221 + Penalty 6102.600628 = -38089107.340594 nChanged 4544 SP:Iteration 15Q (69230.770000 sec): 3 clusters Score: Raw -38097227.761503 + Penalty 6102.600628 = -38091125.160875 nChanged 4185 SP:Iteration 16Q (69231.880000 sec): 3 clusters Score: Raw -38098978.630900 + Penalty 6102.600628 = -38092876.030272 nChanged 3846 SP:Iteration 17Q (69232.960000 sec): 3 clusters Score: Raw -38100531.708056 + Penalty 6102.600628 = -38094429.107428 nChanged 3564 SP:Iteration 18Q (69234.020000 sec): 3 clusters Score: Raw -38101957.324061 + Penalty 6102.600628 = -38095854.723433 nChanged 3339 SP:Iteration 19Q (69235.070000 sec): 3 clusters Score: Raw -38103295.343242 + Penalty 6102.600628 = -38097192.742615 nChanged 3065 SP:Iteration 20F (69236.290000 sec): 3 clusters Score: Raw -38104550.769455 + Penalty 6102.600628 = -38098448.168827 nChanged 2845 SP:Iteration 21Q (69237.300000 sec): 3 clusters Score: Raw -38105712.441753 + Penalty 6102.600628 = -38099609.841125 nChanged 2605 SP:Iteration 22Q (69238.310000 sec): 3 clusters Score: Raw -38106756.993114 + Penalty 6102.600628 = -38100654.392486 nChanged 2293 SP:Iteration 23Q (69239.300000 sec): 3 clusters Score: Raw -38107649.031855 + Penalty 6102.600628 = -38101546.431228 nChanged 1958 SP:Iteration 24Q (69240.280000 sec): 3 clusters Score: Raw -38108370.350598 + Penalty 6102.600628 = -38102267.749970 nChanged 1730 SP:Iteration 25Q (69241.220000 sec): 3 clusters Score: Raw -38108985.428661 + Penalty 6102.600628 = -38102882.828033 nChanged 1541 SP:Iteration 26Q (69242.110000 sec): 3 clusters Score: Raw -38109538.892809 + Penalty 6102.600628 = -38103436.292181 nChanged 1379 SP:Iteration 27Q (69243.020000 sec): 3 clusters Score: Raw -38110025.305595 + Penalty 6102.600628 = -38103922.704967 nChanged 1235 SP:Iteration 28Q (69243.870000 sec): 3 clusters Score: Raw -38110451.550644 + Penalty 6102.600628 = -38104348.950016 nChanged 1077 SP:Iteration 29Q (69244.780000 sec): 3 clusters Score: Raw -38110810.550756 + Penalty 6102.600628 = -38104707.950128 nChanged 909 SP:Iteration 30Q (69245.690000 sec): 3 clusters Score: Raw -38111111.126339 + Penalty 6102.600628 = -38105008.525712 nChanged 775 SP:Iteration 31Q (69246.580000 sec): 3 clusters Score: Raw -38111366.330622 + Penalty 6102.600628 = -38105263.729995 nChanged 673 SP:Iteration 32Q (69247.420000 sec): 3 clusters Score: Raw -38111589.010224 + Penalty 6102.600628 = -38105486.409596 nChanged 578 SP:Iteration 33Q (69248.250000 sec): 3 clusters Score: Raw -38111776.845733 + Penalty 6102.600628 = -38105674.245105 nChanged 509 SP:Iteration 34Q (69249.110000 sec): 3 clusters Score: Raw -38111933.836174 + Penalty 6102.600628 = -38105831.235546 nChanged 444 SP:Iteration 35Q (69249.940000 sec): 3 clusters Score: Raw -38112068.780643 + Penalty 6102.600628 = -38105966.180016 nChanged 366 SP:Iteration 36Q (69250.840000 sec): 3 clusters Score: Raw -38112174.181678 + Penalty 6102.600628 = -38106071.581050 nChanged 304 SP:Iteration 37Q (69251.780000 sec): 3 clusters Score: Raw -38112254.404982 + Penalty 6102.600628 = -38106151.804354 nChanged 247 SP:Iteration 38Q (69252.700000 sec): 3 clusters Score: Raw -38112319.141453 + Penalty 6102.600628 = -38106216.540825 nChanged 222 SP:Iteration 39Q (69253.640000 sec): 3 clusters Score: Raw -38112378.163058 + Penalty 6102.600628 = -38106275.562430 nChanged 206 SP:Iteration 40F (69254.900000 sec): 3 clusters Score: Raw -38112434.974306 + Penalty 6102.600628 = -38106332.373678 nChanged 193 SP:Iteration 41Q (69255.850000 sec): 3 clusters Score: Raw -38112483.498500 + Penalty 6102.600628 = -38106380.897872 nChanged 173 SP:Iteration 42Q (69256.760000 sec): 3 clusters Score: Raw -38112524.552203 + Penalty 6102.600628 = -38106421.951576 nChanged 142 SP:Iteration 43Q (69257.640000 sec): 3 clusters Score: Raw -38112560.743759 + Penalty 6102.600628 = -38106458.143131 nChanged 123 SP:Iteration 44Q (69258.560000 sec): 3 clusters Score: Raw -38112588.104539 + Penalty 6102.600628 = -38106485.503912 nChanged 104 SP:Iteration 45Q (69259.480000 sec): 3 clusters Score: Raw -38112611.517528 + Penalty 6102.600628 = -38106508.916900 nChanged 98 SP:Iteration 46Q (69260.410000 sec): 3 clusters Score: Raw -38112635.707834 + Penalty 6102.600628 = -38106533.107206 nChanged 102 SP:Iteration 47Q (69261.330000 sec): 3 clusters Score: Raw -38112659.017153 + Penalty 6102.600628 = -38106556.416526 nChanged 73 SP:Iteration 48Q (69262.270000 sec): 3 clusters Score: Raw -38112672.516927 + Penalty 6102.600628 = -38106569.916299 nChanged 49 SP:Iteration 49Q (69263.200000 sec): 3 clusters Score: Raw -38112681.776984 + Penalty 6102.600628 = -38106579.176356 nChanged 49 SP:Iteration 50Q (69264.130000 sec): 3 clusters Score: Raw -38112693.638122 + Penalty 6102.600628 = -38106591.037494 nChanged 53 SP:Iteration 51Q (69265.070000 sec): 3 clusters Score: Raw -38112706.163344 + Penalty 6102.600628 = -38106603.562716 nChanged 51 SP:Iteration 52Q (69266.000000 sec): 3 clusters Score: Raw -38112716.238658 + Penalty 6102.600628 = -38106613.638030 nChanged 52 SP:Iteration 53Q (69266.900000 sec): 3 clusters Score: Raw -38112728.138139 + Penalty 6102.600628 = -38106625.537511 nChanged 55 SP:Iteration 54Q (69267.770000 sec): 3 clusters Score: Raw -38112740.309672 + Penalty 6102.600628 = -38106637.709044 nChanged 47 SP:Iteration 55Q (69268.630000 sec): 3 clusters Score: Raw -38112750.213530 + Penalty 6102.600628 = -38106647.612902 nChanged 41 SP:Iteration 56Q (69269.560000 sec): 3 clusters Score: Raw -38112758.255016 + Penalty 6102.600628 = -38106655.654388 nChanged 35 SP:Iteration 57Q (69270.490000 sec): 3 clusters Score: Raw -38112766.378510 + Penalty 6102.600628 = -38106663.777883 nChanged 43 SP:Iteration 58Q (69271.420000 sec): 3 clusters Score: Raw -38112777.432677 + Penalty 6102.600628 = -38106674.832050 nChanged 42 SP:Iteration 59Q (69272.370000 sec): 3 clusters Score: Raw -38112786.125210 + Penalty 6102.600628 = -38106683.524582 nChanged 37 SP:Iteration 60F (69273.650000 sec): 3 clusters Score: Raw -38112794.300432 + Penalty 6102.600628 = -38106691.699804 nChanged 32 SP:Iteration 61Q (69274.570000 sec): 3 clusters Score: Raw -38112800.524693 + Penalty 6102.600628 = -38106697.924065 nChanged 23 SP:Iteration 62Q (69275.490000 sec): 3 clusters Score: Raw -38112805.623136 + Penalty 6102.600628 = -38106703.022509 nChanged 25 SP:Iteration 63Q (69276.410000 sec): 3 clusters Score: Raw -38112811.647191 + Penalty 6102.600628 = -38106709.046563 nChanged 33 SP:Iteration 64Q (69277.340000 sec): 3 clusters Score: Raw -38112817.782840 + Penalty 6102.600628 = -38106715.182213 nChanged 29 SP:Iteration 65Q (69278.270000 sec): 3 clusters Score: Raw -38112823.577745 + Penalty 6102.600628 = -38106720.977118 nChanged 20 SP:Iteration 66Q (69279.190000 sec): 3 clusters Score: Raw -38112827.220941 + Penalty 6102.600628 = -38106724.620313 nChanged 15 SP:Iteration 67Q (69280.110000 sec): 3 clusters Score: Raw -38112829.653385 + Penalty 6102.600628 = -38106727.052757 nChanged 11 SP:Iteration 68Q (69281.040000 sec): 3 clusters Score: Raw -38112831.272466 + Penalty 6102.600628 = -38106728.671838 nChanged 8 SP:Iteration 69Q (69281.970000 sec): 3 clusters Score: Raw -38112832.554430 + Penalty 6102.600628 = -38106729.953802 nChanged 10 SP:Iteration 70Q (69282.900000 sec): 3 clusters Score: Raw -38112834.557774 + Penalty 6102.600628 = -38106731.957146 nChanged 11 SP:Iteration 71Q (69283.830000 sec): 3 clusters Score: Raw -38112836.339933 + Penalty 6102.600628 = -38106733.739305 nChanged 4 SP:Iteration 72Q (69284.760000 sec): 3 clusters Score: Raw -38112836.782412 + Penalty 6102.600628 = -38106734.181784 nChanged 2 SP:Iteration 73Q (69285.690000 sec): 3 clusters Score: Raw -38112837.046648 + Penalty 6102.600628 = -38106734.446020 nChanged 3 SP:Iteration 74Q (69286.620000 sec): 3 clusters Score: Raw -38112837.777122 + Penalty 6102.600628 = -38106735.176495 nChanged 5 SP:Iteration 75Q (69287.550000 sec): 3 clusters Score: Raw -38112839.042013 + Penalty 6102.600628 = -38106736.441385 nChanged 9 SP:Iteration 76Q (69288.480000 sec): 3 clusters Score: Raw -38112841.026637 + Penalty 6102.600628 = -38106738.426009 nChanged 11 SP:Iteration 77Q (69289.400000 sec): 3 clusters Score: Raw -38112843.761909 + Penalty 6102.600628 = -38106741.161282 nChanged 12 SP:Iteration 78Q (69290.320000 sec): 3 clusters Score: Raw -38112845.772321 + Penalty 6102.600628 = -38106743.171693 nChanged 16 SP:Iteration 79Q (69291.230000 sec): 3 clusters Score: Raw -38112849.475117 + Penalty 6102.600628 = -38106746.874490 nChanged 12 SP:Iteration 80F (69292.480000 sec): 3 clusters Score: Raw -38112851.689689 + Penalty 6102.600628 = -38106749.089061 nChanged 10 SP:Iteration 81Q (69293.380000 sec): 3 clusters Score: Raw -38112853.700693 + Penalty 6102.600628 = -38106751.100066 nChanged 9 SP:Iteration 82Q (69294.280000 sec): 3 clusters Score: Raw -38112855.960276 + Penalty 6102.600628 = -38106753.359649 nChanged 11 SP:Iteration 83Q (69295.180000 sec): 3 clusters Score: Raw -38112858.979074 + Penalty 6102.600628 = -38106756.378446 nChanged 14 SP:Iteration 84Q (69296.080000 sec): 3 clusters Score: Raw -38112861.977088 + Penalty 6102.600628 = -38106759.376461 nChanged 10 SP:Iteration 85Q (69296.980000 sec): 3 clusters Score: Raw -38112864.538556 + Penalty 6102.600628 = -38106761.937928 nChanged 17 SP:Iteration 86Q (69297.880000 sec): 3 clusters Score: Raw -38112868.505626 + Penalty 6102.600628 = -38106765.904999 nChanged 19 SP:Iteration 87Q (69298.790000 sec): 3 clusters Score: Raw -38112873.629609 + Penalty 6102.600628 = -38106771.028981 nChanged 18 SP:Iteration 88Q (69299.710000 sec): 3 clusters Score: Raw -38112877.500145 + Penalty 6102.600628 = -38106774.899518 nChanged 13 SP:Iteration 89Q (69300.620000 sec): 3 clusters Score: Raw -38112880.507804 + Penalty 6102.600628 = -38106777.907176 nChanged 19 SP:Iteration 90Q (69301.530000 sec): 3 clusters Score: Raw -38112885.139460 + Penalty 6102.600628 = -38106782.538832 nChanged 16 SP:Iteration 91Q (69302.430000 sec): 3 clusters Score: Raw -38112888.307915 + Penalty 6102.600628 = -38106785.707287 nChanged 11 SP:Iteration 92Q (69303.350000 sec): 3 clusters Score: Raw -38112890.297255 + Penalty 6102.600628 = -38106787.696627 nChanged 14 SP:Iteration 93Q (69304.260000 sec): 3 clusters Score: Raw -38112892.991924 + Penalty 6102.600628 = -38106790.391296 nChanged 11 SP:Iteration 94Q (69305.160000 sec): 3 clusters Score: Raw -38112895.673107 + Penalty 6102.600628 = -38106793.072479 nChanged 11 SP:Iteration 95Q (69306.070000 sec): 3 clusters Score: Raw -38112897.654897 + Penalty 6102.600628 = -38106795.054269 nChanged 8 SP:Iteration 96Q (69306.990000 sec): 3 clusters Score: Raw -38112899.018709 + Penalty 6102.600628 = -38106796.418081 nChanged 5 SP:Iteration 97Q (69307.900000 sec): 3 clusters Score: Raw -38112899.736939 + Penalty 6102.600628 = -38106797.136311 nChanged 7 SP:Iteration 98Q (69308.820000 sec): 3 clusters Score: Raw -38112901.854342 + Penalty 6102.600628 = -38106799.253715 nChanged 11 SP:Iteration 99Q (69309.740000 sec): 3 clusters Score: Raw -38112904.338240 + Penalty 6102.600628 = -38106801.737612 nChanged 7 SP:Iteration 100F (69310.980000 sec): 3 clusters Score: Raw -38112905.829872 + Penalty 6102.600628 = -38106803.229244 nChanged 8 SP:Iteration 101Q (69311.880000 sec): 3 clusters Score: Raw -38112907.388310 + Penalty 6102.600628 = -38106804.787683 nChanged 7 SP:Iteration 102Q (69312.810000 sec): 3 clusters Score: Raw -38112908.686967 + Penalty 6102.600628 = -38106806.086339 nChanged 9 SP:Iteration 103Q (69313.730000 sec): 3 clusters Score: Raw -38112910.064235 + Penalty 6102.600628 = -38106807.463607 nChanged 5 SP:Iteration 104Q (69314.640000 sec): 3 clusters Score: Raw -38112911.590432 + Penalty 6102.600628 = -38106808.989804 nChanged 3 SP:Iteration 105Q (69315.560000 sec): 3 clusters Score: Raw -38112912.507695 + Penalty 6102.600628 = -38106809.907068 nChanged 5 SP:Iteration 106Q (69316.470000 sec): 3 clusters Score: Raw -38112913.940614 + Penalty 6102.600628 = -38106811.339986 nChanged 4 SP:Iteration 107Q (69317.320000 sec): 3 clusters Score: Raw -38112914.628229 + Penalty 6102.600628 = -38106812.027601 nChanged 5 SP:Iteration 108Q (69318.220000 sec): 3 clusters Score: Raw -38112915.719621 + Penalty 6102.600628 = -38106813.118993 nChanged 6 SP:Iteration 109Q (69319.120000 sec): 3 clusters Score: Raw -38112917.048362 + Penalty 6102.600628 = -38106814.447735 nChanged 5 SP:Iteration 110Q (69319.970000 sec): 3 clusters Score: Raw -38112918.474879 + Penalty 6102.600628 = -38106815.874252 nChanged 4 SP:Iteration 111Q (69320.820000 sec): 3 clusters Score: Raw -38112919.206356 + Penalty 6102.600628 = -38106816.605728 nChanged 8 SP:Iteration 112Q (69321.730000 sec): 3 clusters Score: Raw -38112920.773680 + Penalty 6102.600628 = -38106818.173052 nChanged 3 SP:Iteration 113Q (69322.640000 sec): 3 clusters Score: Raw -38112921.130613 + Penalty 6102.600628 = -38106818.529985 nChanged 2 SP:Iteration 114Q (69323.560000 sec): 3 clusters Score: Raw -38112921.504832 + Penalty 6102.600628 = -38106818.904204 nChanged 0 SP:Iteration 115F (69324.820000 sec): 3 clusters Score: Raw -38112921.504832 + Penalty 6102.600628 = -38106818.904204 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69324.970000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69324.970000 sec): 3 clusters Score: Raw -273519.358766 + Penalty 3665.223721 = -269854.135045 nChanged 488 SP:Iteration 1F (69324.980000 sec): 3 clusters Score: Raw -273935.883297 + Penalty 3665.223721 = -270270.659576 nChanged 136 SP:Iteration 2F (69324.990000 sec): 3 clusters Score: Raw -274076.888056 + Penalty 3665.223721 = -270411.664335 nChanged 89 SP:Iteration 3F (69325.000000 sec): 3 clusters Score: Raw -274189.954892 + Penalty 3665.223721 = -270524.731171 nChanged 66 SP:Iteration 4Q (69325.010000 sec): 3 clusters Score: Raw -274265.312084 + Penalty 3665.223721 = -270600.088363 nChanged 47 SP:Iteration 5Q (69325.020000 sec): 3 clusters Score: Raw -274330.925731 + Penalty 3665.223721 = -270665.702010 nChanged 46 SP:Iteration 6Q (69325.030000 sec): 3 clusters Score: Raw -274381.430108 + Penalty 3665.223721 = -270716.206387 nChanged 37 SP:Iteration 7Q (69325.040000 sec): 3 clusters Score: Raw -274427.545331 + Penalty 3665.223721 = -270762.321610 nChanged 40 SP:Iteration 8Q (69325.050000 sec): 3 clusters Score: Raw -274485.170156 + Penalty 3665.223721 = -270819.946435 nChanged 36 SP:Iteration 9Q (69325.050000 sec): 3 clusters Score: Raw -274530.505619 + Penalty 3665.223721 = -270865.281898 nChanged 32 SP:Iteration 10Q (69325.060000 sec): 3 clusters Score: Raw -274564.840344 + Penalty 3665.223721 = -270899.616623 nChanged 23 SP:Iteration 11Q (69325.070000 sec): 3 clusters Score: Raw -274590.689203 + Penalty 3665.223721 = -270925.465482 nChanged 22 SP:Iteration 12Q (69325.080000 sec): 3 clusters Score: Raw -274613.070813 + Penalty 3665.223721 = -270947.847092 nChanged 18 SP:Iteration 13Q (69325.090000 sec): 3 clusters Score: Raw -274628.691008 + Penalty 3665.223721 = -270963.467287 nChanged 14 SP:Iteration 14Q (69325.100000 sec): 3 clusters Score: Raw -274646.100116 + Penalty 3665.223721 = -270980.876395 nChanged 11 SP:Iteration 15Q (69325.110000 sec): 3 clusters Score: Raw -274662.955484 + Penalty 3665.223721 = -270997.731763 nChanged 11 SP:Iteration 16Q (69325.110000 sec): 3 clusters Score: Raw -274673.253585 + Penalty 3665.223721 = -271008.029864 nChanged 6 SP:Iteration 17Q (69325.120000 sec): 3 clusters Score: Raw -274677.907845 + Penalty 3665.223721 = -271012.684124 nChanged 6 SP:Iteration 18Q (69325.130000 sec): 3 clusters Score: Raw -274685.379841 + Penalty 3665.223721 = -271020.156120 nChanged 5 SP:Iteration 19Q (69325.140000 sec): 3 clusters Score: Raw -274691.060596 + Penalty 3665.223721 = -271025.836875 nChanged 8 SP:Iteration 20F (69325.150000 sec): 3 clusters Score: Raw -274698.400347 + Penalty 3665.223721 = -271033.176626 nChanged 3 SP:Iteration 21Q (69325.160000 sec): 3 clusters Score: Raw -274700.673470 + Penalty 3665.223721 = -271035.449749 nChanged 1 SP:Iteration 22Q (69325.170000 sec): 3 clusters Score: Raw -274701.162609 + Penalty 3665.223721 = -271035.938888 nChanged 0 SP:Iteration 23F (69325.180000 sec): 3 clusters Score: Raw -274701.162609 + Penalty 3665.223721 = -271035.938888 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69325.200000 sec): 2 clusters Score: Raw -110474.490398 + Penalty 1611.947186 = -108862.543212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69325.200000 sec): 3 clusters Score: Raw -110392.568508 + Penalty 3223.894372 = -107168.674136 nChanged 142 SP:Iteration 1F (69325.200000 sec): 3 clusters Score: Raw -110583.500052 + Penalty 3223.894372 = -107359.605680 nChanged 29 SP:Iteration 2Q (69325.200000 sec): 3 clusters Score: Raw -110654.752644 + Penalty 3223.894372 = -107430.858272 nChanged 23 SP:Iteration 3Q (69325.210000 sec): 3 clusters Score: Raw -110711.263550 + Penalty 3223.894372 = -107487.369178 nChanged 21 SP:Iteration 4Q (69325.210000 sec): 3 clusters Score: Raw -110781.083749 + Penalty 3223.894372 = -107557.189377 nChanged 16 SP:Iteration 5Q (69325.220000 sec): 3 clusters Score: Raw -110832.922413 + Penalty 3223.894372 = -107609.028040 nChanged 17 SP:Iteration 6Q (69325.220000 sec): 3 clusters Score: Raw -110874.238691 + Penalty 3223.894372 = -107650.344319 nChanged 12 SP:Iteration 7Q (69325.220000 sec): 3 clusters Score: Raw -110901.931931 + Penalty 3223.894372 = -107678.037559 nChanged 11 SP:Iteration 8Q (69325.220000 sec): 3 clusters Score: Raw -110940.582097 + Penalty 3223.894372 = -107716.687724 nChanged 8 SP:Iteration 9Q (69325.230000 sec): 3 clusters Score: Raw -110953.156807 + Penalty 3223.894372 = -107729.262435 nChanged 2 SP:Iteration 10Q (69325.230000 sec): 3 clusters Score: Raw -110955.065563 + Penalty 3223.894372 = -107731.171191 nChanged 3 SP:Iteration 11Q (69325.240000 sec): 3 clusters Score: Raw -110960.341087 + Penalty 3223.894372 = -107736.446715 nChanged 1 SP:Iteration 12Q (69325.240000 sec): 3 clusters Score: Raw -110964.143109 + Penalty 3223.894372 = -107740.248736 nChanged 2 SP:Iteration 13Q (69325.240000 sec): 3 clusters Score: Raw -110968.162498 + Penalty 3223.894372 = -107744.268126 nChanged 2 SP:Iteration 14Q (69325.240000 sec): 3 clusters Score: Raw -110976.800167 + Penalty 3223.894372 = -107752.905795 nChanged 3 SP:Iteration 15Q (69325.240000 sec): 3 clusters Score: Raw -110983.350393 + Penalty 3223.894372 = -107759.456020 nChanged 2 SP:Iteration 16Q (69325.250000 sec): 3 clusters Score: Raw -110988.847777 + Penalty 3223.894372 = -107764.953405 nChanged 3 SP:Iteration 17Q (69325.250000 sec): 3 clusters Score: Raw -110998.538140 + Penalty 3223.894372 = -107774.643768 nChanged 2 SP:Iteration 18Q (69325.260000 sec): 3 clusters Score: Raw -111000.331656 + Penalty 3223.894372 = -107776.437283 nChanged 0 SP:Iteration 19F (69325.260000 sec): 3 clusters Score: Raw -111000.331656 + Penalty 3223.894372 = -107776.437283 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69326.460000 sec): 2 clusters Score: Raw -42764030.967782 + Penalty 3061.983614 = -42760968.984169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69327.800000 sec): 3 clusters Score: Raw -42612663.494175 + Penalty 6123.967227 = -42606539.526948 nChanged 110898 SP:Iteration 1F (69329.120000 sec): 3 clusters Score: Raw -42678220.158030 + Penalty 6123.967227 = -42672096.190803 nChanged 5918 SP:Iteration 2Q (69330.480000 sec): 3 clusters Score: Raw -42679389.006612 + Penalty 6123.967227 = -42673265.039385 nChanged 6284 SP:Iteration 3Q (69331.860000 sec): 3 clusters Score: Raw -42680809.901344 + Penalty 6123.967227 = -42674685.934117 nChanged 7195 SP:Iteration 4Q (69333.230000 sec): 3 clusters Score: Raw -42682826.330134 + Penalty 6123.967227 = -42676702.362906 nChanged 8482 SP:Iteration 5Q (69334.610000 sec): 3 clusters Score: Raw -42685859.107777 + Penalty 6123.967227 = -42679735.140550 nChanged 10301 SP:Iteration 6Q (69335.980000 sec): 3 clusters Score: Raw -42690606.597839 + Penalty 6123.967227 = -42684482.630612 nChanged 12578 SP:Iteration 7F (69337.310000 sec): 3 clusters Score: Raw -42697958.237318 + Penalty 6123.967227 = -42691834.270091 nChanged 14891 SP:Iteration 8F (69338.640000 sec): 3 clusters Score: Raw -42708618.618493 + Penalty 6123.967227 = -42702494.651266 nChanged 16120 SP:Iteration 9F (69339.960000 sec): 3 clusters Score: Raw -42721831.204522 + Penalty 6123.967227 = -42715707.237295 nChanged 15182 SP:Iteration 10F (69341.290000 sec): 3 clusters Score: Raw -42734960.717415 + Penalty 6123.967227 = -42728836.750187 nChanged 12348 SP:Iteration 11F (69342.600000 sec): 3 clusters Score: Raw -42745610.981515 + Penalty 6123.967227 = -42739487.014288 nChanged 9029 SP:Iteration 12Q (69343.770000 sec): 3 clusters Score: Raw -42753217.494215 + Penalty 6123.967227 = -42747093.526988 nChanged 6020 SP:Iteration 13Q (69344.880000 sec): 3 clusters Score: Raw -42758118.602180 + Penalty 6123.967227 = -42751994.634953 nChanged 3751 SP:Iteration 14Q (69345.900000 sec): 3 clusters Score: Raw -42761068.866591 + Penalty 6123.967227 = -42754944.899364 nChanged 2117 SP:Iteration 15Q (69346.870000 sec): 3 clusters Score: Raw -42762637.548089 + Penalty 6123.967227 = -42756513.580862 nChanged 1077 SP:Iteration 16Q (69347.870000 sec): 3 clusters Score: Raw -42763393.510019 + Penalty 6123.967227 = -42757269.542792 nChanged 552 SP:Iteration 17Q (69348.810000 sec): 3 clusters Score: Raw -42763796.046565 + Penalty 6123.967227 = -42757672.079338 nChanged 286 SP:Iteration 18Q (69349.730000 sec): 3 clusters Score: Raw -42764028.917400 + Penalty 6123.967227 = -42757904.950173 nChanged 170 SP:Iteration 19Q (69350.660000 sec): 3 clusters Score: Raw -42764172.380263 + Penalty 6123.967227 = -42758048.413036 nChanged 107 SP:Iteration 20F (69351.920000 sec): 3 clusters Score: Raw -42764262.122865 + Penalty 6123.967227 = -42758138.155638 nChanged 63 SP:Iteration 21Q (69352.840000 sec): 3 clusters Score: Raw -42764313.904211 + Penalty 6123.967227 = -42758189.936984 nChanged 52 SP:Iteration 22Q (69353.790000 sec): 3 clusters Score: Raw -42764355.871275 + Penalty 6123.967227 = -42758231.904048 nChanged 37 SP:Iteration 23Q (69354.690000 sec): 3 clusters Score: Raw -42764385.752911 + Penalty 6123.967227 = -42758261.785684 nChanged 16 SP:Iteration 24Q (69355.630000 sec): 3 clusters Score: Raw -42764397.813929 + Penalty 6123.967227 = -42758273.846701 nChanged 9 SP:Iteration 25Q (69356.550000 sec): 3 clusters Score: Raw -42764405.017835 + Penalty 6123.967227 = -42758281.050608 nChanged 9 SP:Iteration 26Q (69357.480000 sec): 3 clusters Score: Raw -42764411.776700 + Penalty 6123.967227 = -42758287.809473 nChanged 8 SP:Iteration 27Q (69358.410000 sec): 3 clusters Score: Raw -42764416.786859 + Penalty 6123.967227 = -42758292.819632 nChanged 2 SP:Iteration 28Q (69359.350000 sec): 3 clusters Score: Raw -42764417.968745 + Penalty 6123.967227 = -42758294.001517 nChanged 0 SP:Iteration 29F (69360.630000 sec): 3 clusters Score: Raw -42764417.968745 + Penalty 6123.967227 = -42758294.001517 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69360.790000 sec): 2 clusters Score: Raw -46434.060116 + Penalty 1417.005736 = -45017.054380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69360.800000 sec): 3 clusters Score: Raw -46692.197158 + Penalty 2834.011472 = -43858.185686 nChanged 46 SP:Iteration 1F (69360.800000 sec): 3 clusters Score: Raw -46807.223923 + Penalty 2834.011472 = -43973.212452 nChanged 12 SP:Iteration 2Q (69360.800000 sec): 3 clusters Score: Raw -46861.057370 + Penalty 2834.011472 = -44027.045899 nChanged 5 SP:Iteration 3Q (69360.800000 sec): 3 clusters Score: Raw -46874.055452 + Penalty 2834.011472 = -44040.043980 nChanged 3 SP:Iteration 4Q (69360.810000 sec): 3 clusters Score: Raw -46887.650077 + Penalty 2834.011472 = -44053.638606 nChanged 3 SP:Iteration 5Q (69360.810000 sec): 3 clusters Score: Raw -46897.265383 + Penalty 2834.011472 = -44063.253911 nChanged 3 SP:Iteration 6Q (69360.810000 sec): 3 clusters Score: Raw -46907.282517 + Penalty 2834.011472 = -44073.271045 nChanged 2 SP:Iteration 7Q (69360.810000 sec): 3 clusters Score: Raw -46932.372933 + Penalty 2834.011472 = -44098.361462 nChanged 5 SP:Iteration 8Q (69360.810000 sec): 3 clusters Score: Raw -46954.753751 + Penalty 2834.011472 = -44120.742279 nChanged 3 SP:Iteration 9Q (69360.810000 sec): 3 clusters Score: Raw -46961.451072 + Penalty 2834.011472 = -44127.439600 nChanged 3 SP:Iteration 10Q (69360.810000 sec): 3 clusters Score: Raw -46969.414832 + Penalty 2834.011472 = -44135.403361 nChanged 2 SP:Iteration 11Q (69360.820000 sec): 3 clusters Score: Raw -46974.797211 + Penalty 2834.011472 = -44140.785739 nChanged 2 SP:Iteration 12Q (69360.820000 sec): 3 clusters Score: Raw -46982.279319 + Penalty 2834.011472 = -44148.267847 nChanged 3 SP:Iteration 13Q (69360.820000 sec): 3 clusters Score: Raw -46989.294272 + Penalty 2834.011472 = -44155.282800 nChanged 3 SP:Iteration 14Q (69360.820000 sec): 3 clusters Score: Raw -46993.994414 + Penalty 2834.011472 = -44159.982942 nChanged 1 SP:Iteration 15Q (69360.820000 sec): 3 clusters Score: Raw -46996.039840 + Penalty 2834.011472 = -44162.028368 nChanged 0 SP:Iteration 16F (69360.830000 sec): 3 clusters Score: Raw -46996.039840 + Penalty 2834.011472 = -44162.028368 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69360.830000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69360.840000 sec): 3 clusters Score: Raw -80989.709337 + Penalty 3100.944326 = -77888.765011 nChanged 94 SP:Iteration 1F (69360.840000 sec): 3 clusters Score: Raw -81184.538728 + Penalty 3100.944326 = -78083.594402 nChanged 20 SP:Iteration 2Q (69360.850000 sec): 3 clusters Score: Raw -81225.467751 + Penalty 3100.944326 = -78124.523425 nChanged 3 SP:Iteration 3Q (69360.850000 sec): 3 clusters Score: Raw -81230.602868 + Penalty 3100.944326 = -78129.658542 nChanged 2 SP:Iteration 4Q (69360.850000 sec): 3 clusters Score: Raw -81232.278687 + Penalty 3100.944326 = -78131.334361 nChanged 1 SP:Iteration 5Q (69360.850000 sec): 3 clusters Score: Raw -81234.452541 + Penalty 3100.944326 = -78133.508214 nChanged 0 SP:Iteration 6F (69360.860000 sec): 3 clusters Score: Raw -81234.452541 + Penalty 3100.944326 = -78133.508214 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69360.870000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69360.870000 sec): 3 clusters Score: Raw -81915.064142 + Penalty 3110.410262 = -78804.653880 nChanged 102 SP:Iteration 1F (69360.870000 sec): 3 clusters Score: Raw -82100.516850 + Penalty 3110.410262 = -78990.106588 nChanged 26 SP:Iteration 2Q (69360.880000 sec): 3 clusters Score: Raw -82161.955714 + Penalty 3110.410262 = -79051.545452 nChanged 12 SP:Iteration 3Q (69360.880000 sec): 3 clusters Score: Raw -82206.484340 + Penalty 3110.410262 = -79096.074078 nChanged 9 SP:Iteration 4Q (69360.880000 sec): 3 clusters Score: Raw -82252.062988 + Penalty 3110.410262 = -79141.652726 nChanged 8 SP:Iteration 5Q (69360.890000 sec): 3 clusters Score: Raw -82288.941162 + Penalty 3110.410262 = -79178.530900 nChanged 5 SP:Iteration 6Q (69360.890000 sec): 3 clusters Score: Raw -82316.848076 + Penalty 3110.410262 = -79206.437814 nChanged 2 SP:Iteration 7Q (69360.890000 sec): 3 clusters Score: Raw -82320.039867 + Penalty 3110.410262 = -79209.629605 nChanged 0 SP:Iteration 8F (69360.890000 sec): 3 clusters Score: Raw -82320.039867 + Penalty 3110.410262 = -79209.629605 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69360.950000 sec): 2 clusters Score: Raw -1624013.096457 + Penalty 2274.427755 = -1621738.668702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69361.010000 sec): 3 clusters Score: Raw -1618873.585806 + Penalty 4548.855510 = -1614324.730295 nChanged 4006 SP:Iteration 1F (69361.060000 sec): 3 clusters Score: Raw -1621041.981038 + Penalty 4548.855510 = -1616493.125527 nChanged 670 SP:Iteration 2F (69361.110000 sec): 3 clusters Score: Raw -1621407.591816 + Penalty 4548.855510 = -1616858.736305 nChanged 541 SP:Iteration 3F (69361.170000 sec): 3 clusters Score: Raw -1621681.759214 + Penalty 4548.855510 = -1617132.903703 nChanged 445 SP:Iteration 4Q (69361.220000 sec): 3 clusters Score: Raw -1621894.394579 + Penalty 4548.855510 = -1617345.539069 nChanged 385 SP:Iteration 5Q (69361.270000 sec): 3 clusters Score: Raw -1622081.240056 + Penalty 4548.855510 = -1617532.384546 nChanged 357 SP:Iteration 6Q (69361.330000 sec): 3 clusters Score: Raw -1622255.904902 + Penalty 4548.855510 = -1617707.049391 nChanged 321 SP:Iteration 7Q (69361.380000 sec): 3 clusters Score: Raw -1622402.345661 + Penalty 4548.855510 = -1617853.490151 nChanged 313 SP:Iteration 8Q (69361.440000 sec): 3 clusters Score: Raw -1622554.528490 + Penalty 4548.855510 = -1618005.672979 nChanged 287 SP:Iteration 9Q (69361.490000 sec): 3 clusters Score: Raw -1622706.429594 + Penalty 4548.855510 = -1618157.574084 nChanged 298 SP:Iteration 10Q (69361.540000 sec): 3 clusters Score: Raw -1622887.539698 + Penalty 4548.855510 = -1618338.684188 nChanged 291 SP:Iteration 11Q (69361.590000 sec): 3 clusters Score: Raw -1623081.891325 + Penalty 4548.855510 = -1618533.035815 nChanged 257 SP:Iteration 12Q (69361.650000 sec): 3 clusters Score: Raw -1623237.021091 + Penalty 4548.855510 = -1618688.165581 nChanged 244 SP:Iteration 13Q (69361.700000 sec): 3 clusters Score: Raw -1623396.596649 + Penalty 4548.855510 = -1618847.741138 nChanged 238 SP:Iteration 14Q (69361.750000 sec): 3 clusters Score: Raw -1623552.519111 + Penalty 4548.855510 = -1619003.663601 nChanged 196 SP:Iteration 15Q (69361.800000 sec): 3 clusters Score: Raw -1623668.323141 + Penalty 4548.855510 = -1619119.467631 nChanged 165 SP:Iteration 16Q (69361.850000 sec): 3 clusters Score: Raw -1623765.426691 + Penalty 4548.855510 = -1619216.571180 nChanged 161 SP:Iteration 17Q (69361.900000 sec): 3 clusters Score: Raw -1623850.369063 + Penalty 4548.855510 = -1619301.513553 nChanged 139 SP:Iteration 18Q (69361.950000 sec): 3 clusters Score: Raw -1623930.918415 + Penalty 4548.855510 = -1619382.062905 nChanged 121 SP:Iteration 19Q (69362.000000 sec): 3 clusters Score: Raw -1624002.344380 + Penalty 4548.855510 = -1619453.488869 nChanged 104 SP:Iteration 20F (69362.050000 sec): 3 clusters Score: Raw -1624070.137927 + Penalty 4548.855510 = -1619521.282417 nChanged 123 SP:Iteration 21Q (69362.100000 sec): 3 clusters Score: Raw -1624146.489263 + Penalty 4548.855510 = -1619597.633752 nChanged 99 SP:Iteration 22Q (69362.150000 sec): 3 clusters Score: Raw -1624203.697234 + Penalty 4548.855510 = -1619654.841724 nChanged 76 SP:Iteration 23Q (69362.190000 sec): 3 clusters Score: Raw -1624254.551734 + Penalty 4548.855510 = -1619705.696224 nChanged 72 SP:Iteration 24Q (69362.240000 sec): 3 clusters Score: Raw -1624296.333572 + Penalty 4548.855510 = -1619747.478061 nChanged 73 SP:Iteration 25Q (69362.280000 sec): 3 clusters Score: Raw -1624330.423449 + Penalty 4548.855510 = -1619781.567939 nChanged 52 SP:Iteration 26Q (69362.330000 sec): 3 clusters Score: Raw -1624356.389566 + Penalty 4548.855510 = -1619807.534056 nChanged 44 SP:Iteration 27Q (69362.370000 sec): 3 clusters Score: Raw -1624378.114799 + Penalty 4548.855510 = -1619829.259289 nChanged 41 SP:Iteration 28Q (69362.420000 sec): 3 clusters Score: Raw -1624398.186930 + Penalty 4548.855510 = -1619849.331419 nChanged 42 SP:Iteration 29Q (69362.470000 sec): 3 clusters Score: Raw -1624415.523802 + Penalty 4548.855510 = -1619866.668292 nChanged 33 SP:Iteration 30Q (69362.510000 sec): 3 clusters Score: Raw -1624429.322903 + Penalty 4548.855510 = -1619880.467393 nChanged 22 SP:Iteration 31Q (69362.560000 sec): 3 clusters Score: Raw -1624437.647451 + Penalty 4548.855510 = -1619888.791941 nChanged 23 SP:Iteration 32Q (69362.600000 sec): 3 clusters Score: Raw -1624446.047405 + Penalty 4548.855510 = -1619897.191894 nChanged 20 SP:Iteration 33Q (69362.650000 sec): 3 clusters Score: Raw -1624455.903737 + Penalty 4548.855510 = -1619907.048227 nChanged 16 SP:Iteration 34Q (69362.690000 sec): 3 clusters Score: Raw -1624461.981014 + Penalty 4548.855510 = -1619913.125504 nChanged 14 SP:Iteration 35Q (69362.740000 sec): 3 clusters Score: Raw -1624468.738644 + Penalty 4548.855510 = -1619919.883134 nChanged 17 SP:Iteration 36Q (69362.780000 sec): 3 clusters Score: Raw -1624477.332707 + Penalty 4548.855510 = -1619928.477196 nChanged 14 SP:Iteration 37Q (69362.830000 sec): 3 clusters Score: Raw -1624483.498512 + Penalty 4548.855510 = -1619934.643001 nChanged 12 SP:Iteration 38Q (69362.870000 sec): 3 clusters Score: Raw -1624487.012937 + Penalty 4548.855510 = -1619938.157426 nChanged 11 SP:Iteration 39Q (69362.920000 sec): 3 clusters Score: Raw -1624491.209943 + Penalty 4548.855510 = -1619942.354433 nChanged 11 SP:Iteration 40F (69362.970000 sec): 3 clusters Score: Raw -1624495.552339 + Penalty 4548.855510 = -1619946.696829 nChanged 10 SP:Iteration 41Q (69363.010000 sec): 3 clusters Score: Raw -1624498.856678 + Penalty 4548.855510 = -1619950.001168 nChanged 7 SP:Iteration 42Q (69363.060000 sec): 3 clusters Score: Raw -1624501.920084 + Penalty 4548.855510 = -1619953.064574 nChanged 6 SP:Iteration 43Q (69363.110000 sec): 3 clusters Score: Raw -1624503.949074 + Penalty 4548.855510 = -1619955.093564 nChanged 12 SP:Iteration 44Q (69363.150000 sec): 3 clusters Score: Raw -1624508.834963 + Penalty 4548.855510 = -1619959.979453 nChanged 8 SP:Iteration 45Q (69363.200000 sec): 3 clusters Score: Raw -1624515.244381 + Penalty 4548.855510 = -1619966.388870 nChanged 6 SP:Iteration 46Q (69363.240000 sec): 3 clusters Score: Raw -1624518.627196 + Penalty 4548.855510 = -1619969.771686 nChanged 11 SP:Iteration 47Q (69363.280000 sec): 3 clusters Score: Raw -1624522.221862 + Penalty 4548.855510 = -1619973.366351 nChanged 9 SP:Iteration 48Q (69363.330000 sec): 3 clusters Score: Raw -1624527.894451 + Penalty 4548.855510 = -1619979.038941 nChanged 7 SP:Iteration 49Q (69363.370000 sec): 3 clusters Score: Raw -1624531.977039 + Penalty 4548.855510 = -1619983.121529 nChanged 10 SP:Iteration 50Q (69363.420000 sec): 3 clusters Score: Raw -1624535.249128 + Penalty 4548.855510 = -1619986.393618 nChanged 9 SP:Iteration 51Q (69363.460000 sec): 3 clusters Score: Raw -1624538.051915 + Penalty 4548.855510 = -1619989.196405 nChanged 5 SP:Iteration 52Q (69363.500000 sec): 3 clusters Score: Raw -1624540.751040 + Penalty 4548.855510 = -1619991.895529 nChanged 8 SP:Iteration 53Q (69363.550000 sec): 3 clusters Score: Raw -1624543.229863 + Penalty 4548.855510 = -1619994.374353 nChanged 13 SP:Iteration 54Q (69363.590000 sec): 3 clusters Score: Raw -1624547.850325 + Penalty 4548.855510 = -1619998.994815 nChanged 6 SP:Iteration 55Q (69363.640000 sec): 3 clusters Score: Raw -1624550.871264 + Penalty 4548.855510 = -1620002.015754 nChanged 9 SP:Iteration 56Q (69363.680000 sec): 3 clusters Score: Raw -1624554.147817 + Penalty 4548.855510 = -1620005.292306 nChanged 5 SP:Iteration 57Q (69363.730000 sec): 3 clusters Score: Raw -1624556.356614 + Penalty 4548.855510 = -1620007.501104 nChanged 3 SP:Iteration 58Q (69363.770000 sec): 3 clusters Score: Raw -1624557.568317 + Penalty 4548.855510 = -1620008.712806 nChanged 4 SP:Iteration 59Q (69363.820000 sec): 3 clusters Score: Raw -1624560.220742 + Penalty 4548.855510 = -1620011.365232 nChanged 7 SP:Iteration 60F (69363.880000 sec): 3 clusters Score: Raw -1624563.083280 + Penalty 4548.855510 = -1620014.227770 nChanged 8 SP:Iteration 61Q (69363.920000 sec): 3 clusters Score: Raw -1624565.968207 + Penalty 4548.855510 = -1620017.112696 nChanged 2 SP:Iteration 62Q (69363.970000 sec): 3 clusters Score: Raw -1624566.506462 + Penalty 4548.855510 = -1620017.650952 nChanged 0 SP:Iteration 63F (69364.020000 sec): 3 clusters Score: Raw -1624566.506462 + Penalty 4548.855510 = -1620017.650952 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69364.050000 sec): 2 clusters Score: Raw -114245.163464 + Penalty 1630.272681 = -112614.890783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69364.050000 sec): 3 clusters Score: Raw -114170.875070 + Penalty 3260.545363 = -110910.329707 nChanged 148 SP:Iteration 1F (69364.060000 sec): 3 clusters Score: Raw -114456.083386 + Penalty 3260.545363 = -111195.538023 nChanged 72 SP:Iteration 2F (69364.060000 sec): 3 clusters Score: Raw -114631.215014 + Penalty 3260.545363 = -111370.669652 nChanged 39 SP:Iteration 3F (69364.060000 sec): 3 clusters Score: Raw -114736.270233 + Penalty 3260.545363 = -111475.724870 nChanged 23 SP:Iteration 4Q (69364.070000 sec): 3 clusters Score: Raw -114803.502460 + Penalty 3260.545363 = -111542.957097 nChanged 22 SP:Iteration 5Q (69364.070000 sec): 3 clusters Score: Raw -114883.269973 + Penalty 3260.545363 = -111622.724610 nChanged 22 SP:Iteration 6Q (69364.080000 sec): 3 clusters Score: Raw -115002.683956 + Penalty 3260.545363 = -111742.138593 nChanged 21 SP:Iteration 7Q (69364.080000 sec): 3 clusters Score: Raw -115079.085448 + Penalty 3260.545363 = -111818.540085 nChanged 18 SP:Iteration 8Q (69364.080000 sec): 3 clusters Score: Raw -115147.761456 + Penalty 3260.545363 = -111887.216093 nChanged 14 SP:Iteration 9Q (69364.090000 sec): 3 clusters Score: Raw -115207.735076 + Penalty 3260.545363 = -111947.189713 nChanged 20 SP:Iteration 10Q (69364.090000 sec): 3 clusters Score: Raw -115306.729880 + Penalty 3260.545363 = -112046.184518 nChanged 10 SP:Iteration 11Q (69364.100000 sec): 3 clusters Score: Raw -115339.093975 + Penalty 3260.545363 = -112078.548613 nChanged 7 SP:Iteration 12Q (69364.100000 sec): 3 clusters Score: Raw -115366.599634 + Penalty 3260.545363 = -112106.054271 nChanged 3 SP:Iteration 13Q (69364.100000 sec): 3 clusters Score: Raw -115378.367581 + Penalty 3260.545363 = -112117.822218 nChanged 9 SP:Iteration 14Q (69364.110000 sec): 3 clusters Score: Raw -115404.108907 + Penalty 3260.545363 = -112143.563545 nChanged 7 SP:Iteration 15Q (69364.110000 sec): 3 clusters Score: Raw -115442.566256 + Penalty 3260.545363 = -112182.020893 nChanged 15 SP:Iteration 16Q (69364.120000 sec): 3 clusters Score: Raw -115497.465683 + Penalty 3260.545363 = -112236.920320 nChanged 14 SP:Iteration 17Q (69364.120000 sec): 3 clusters Score: Raw -115530.315151 + Penalty 3260.545363 = -112269.769788 nChanged 7 SP:Iteration 18Q (69364.120000 sec): 3 clusters Score: Raw -115549.403749 + Penalty 3260.545363 = -112288.858386 nChanged 4 SP:Iteration 19Q (69364.120000 sec): 3 clusters Score: Raw -115556.127355 + Penalty 3260.545363 = -112295.581992 nChanged 4 SP:Iteration 20F (69364.130000 sec): 3 clusters Score: Raw -115565.040524 + Penalty 3260.545363 = -112304.495161 nChanged 5 SP:Iteration 21Q (69364.130000 sec): 3 clusters Score: Raw -115574.363166 + Penalty 3260.545363 = -112313.817803 nChanged 1 SP:Iteration 22Q (69364.140000 sec): 3 clusters Score: Raw -115577.996841 + Penalty 3260.545363 = -112317.451478 nChanged 4 SP:Iteration 23Q (69364.140000 sec): 3 clusters Score: Raw -115591.903590 + Penalty 3260.545363 = -112331.358227 nChanged 3 SP:Iteration 24Q (69364.140000 sec): 3 clusters Score: Raw -115599.311424 + Penalty 3260.545363 = -112338.766061 nChanged 0 SP:Iteration 25F (69364.150000 sec): 3 clusters Score: Raw -115599.311424 + Penalty 3260.545363 = -112338.766061 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69364.180000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69364.200000 sec): 3 clusters Score: Raw -616222.269878 + Penalty 4058.549395 = -612163.720483 nChanged 1318 SP:Iteration 1F (69364.220000 sec): 3 clusters Score: Raw -617024.843786 + Penalty 4058.549395 = -612966.294391 nChanged 262 SP:Iteration 2F (69364.240000 sec): 3 clusters Score: Raw -617191.208092 + Penalty 4058.549395 = -613132.658697 nChanged 160 SP:Iteration 3Q (69364.270000 sec): 3 clusters Score: Raw -617283.892407 + Penalty 4058.549395 = -613225.343012 nChanged 97 SP:Iteration 4Q (69364.290000 sec): 3 clusters Score: Raw -617337.415574 + Penalty 4058.549395 = -613278.866179 nChanged 78 SP:Iteration 5Q (69364.320000 sec): 3 clusters Score: Raw -617381.200087 + Penalty 4058.549395 = -613322.650692 nChanged 78 SP:Iteration 6Q (69364.340000 sec): 3 clusters Score: Raw -617420.707865 + Penalty 4058.549395 = -613362.158470 nChanged 64 SP:Iteration 7Q (69364.360000 sec): 3 clusters Score: Raw -617450.691008 + Penalty 4058.549395 = -613392.141613 nChanged 50 SP:Iteration 8Q (69364.380000 sec): 3 clusters Score: Raw -617473.063451 + Penalty 4058.549395 = -613414.514056 nChanged 46 SP:Iteration 9Q (69364.400000 sec): 3 clusters Score: Raw -617491.259908 + Penalty 4058.549395 = -613432.710513 nChanged 30 SP:Iteration 10Q (69364.420000 sec): 3 clusters Score: Raw -617503.184375 + Penalty 4058.549395 = -613444.634980 nChanged 33 SP:Iteration 11Q (69364.450000 sec): 3 clusters Score: Raw -617517.647416 + Penalty 4058.549395 = -613459.098021 nChanged 38 SP:Iteration 12Q (69364.470000 sec): 3 clusters Score: Raw -617534.114083 + Penalty 4058.549395 = -613475.564688 nChanged 29 SP:Iteration 13Q (69364.490000 sec): 3 clusters Score: Raw -617547.497905 + Penalty 4058.549395 = -613488.948510 nChanged 33 SP:Iteration 14Q (69364.520000 sec): 3 clusters Score: Raw -617561.570083 + Penalty 4058.549395 = -613503.020688 nChanged 26 SP:Iteration 15Q (69364.540000 sec): 3 clusters Score: Raw -617571.538231 + Penalty 4058.549395 = -613512.988837 nChanged 19 SP:Iteration 16Q (69364.560000 sec): 3 clusters Score: Raw -617579.531125 + Penalty 4058.549395 = -613520.981730 nChanged 14 SP:Iteration 17Q (69364.580000 sec): 3 clusters Score: Raw -617583.478953 + Penalty 4058.549395 = -613524.929558 nChanged 8 SP:Iteration 18Q (69364.600000 sec): 3 clusters Score: Raw -617585.203927 + Penalty 4058.549395 = -613526.654532 nChanged 9 SP:Iteration 19Q (69364.620000 sec): 3 clusters Score: Raw -617588.248027 + Penalty 4058.549395 = -613529.698632 nChanged 10 SP:Iteration 20F (69364.640000 sec): 3 clusters Score: Raw -617592.812109 + Penalty 4058.549395 = -613534.262714 nChanged 12 SP:Iteration 21Q (69364.660000 sec): 3 clusters Score: Raw -617595.993934 + Penalty 4058.549395 = -613537.444539 nChanged 14 SP:Iteration 22Q (69364.680000 sec): 3 clusters Score: Raw -617600.201674 + Penalty 4058.549395 = -613541.652279 nChanged 16 SP:Iteration 23Q (69364.700000 sec): 3 clusters Score: Raw -617605.083040 + Penalty 4058.549395 = -613546.533645 nChanged 15 SP:Iteration 24Q (69364.720000 sec): 3 clusters Score: Raw -617611.114365 + Penalty 4058.549395 = -613552.564970 nChanged 14 SP:Iteration 25Q (69364.750000 sec): 3 clusters Score: Raw -617616.481572 + Penalty 4058.549395 = -613557.932177 nChanged 11 SP:Iteration 26Q (69364.770000 sec): 3 clusters Score: Raw -617621.687137 + Penalty 4058.549395 = -613563.137742 nChanged 9 SP:Iteration 27Q (69364.790000 sec): 3 clusters Score: Raw -617625.998847 + Penalty 4058.549395 = -613567.449453 nChanged 18 SP:Iteration 28Q (69364.810000 sec): 3 clusters Score: Raw -617632.523783 + Penalty 4058.549395 = -613573.974388 nChanged 21 SP:Iteration 29Q (69364.830000 sec): 3 clusters Score: Raw -617641.098042 + Penalty 4058.549395 = -613582.548647 nChanged 22 SP:Iteration 30Q (69364.850000 sec): 3 clusters Score: Raw -617650.031796 + Penalty 4058.549395 = -613591.482401 nChanged 18 SP:Iteration 31Q (69364.880000 sec): 3 clusters Score: Raw -617655.008921 + Penalty 4058.549395 = -613596.459526 nChanged 13 SP:Iteration 32Q (69364.900000 sec): 3 clusters Score: Raw -617660.140891 + Penalty 4058.549395 = -613601.591496 nChanged 13 SP:Iteration 33Q (69364.920000 sec): 3 clusters Score: Raw -617665.509565 + Penalty 4058.549395 = -613606.960170 nChanged 10 SP:Iteration 34Q (69364.940000 sec): 3 clusters Score: Raw -617668.657837 + Penalty 4058.549395 = -613610.108442 nChanged 10 SP:Iteration 35Q (69364.960000 sec): 3 clusters Score: Raw -617672.603404 + Penalty 4058.549395 = -613614.054009 nChanged 9 SP:Iteration 36Q (69364.980000 sec): 3 clusters Score: Raw -617674.693001 + Penalty 4058.549395 = -613616.143606 nChanged 6 SP:Iteration 37Q (69365.000000 sec): 3 clusters Score: Raw -617677.265315 + Penalty 4058.549395 = -613618.715920 nChanged 10 SP:Iteration 38Q (69365.020000 sec): 3 clusters Score: Raw -617680.090927 + Penalty 4058.549395 = -613621.541532 nChanged 11 SP:Iteration 39Q (69365.040000 sec): 3 clusters Score: Raw -617684.555451 + Penalty 4058.549395 = -613626.006056 nChanged 7 SP:Iteration 40F (69365.060000 sec): 3 clusters Score: Raw -617687.647030 + Penalty 4058.549395 = -613629.097635 nChanged 10 SP:Iteration 41Q (69365.080000 sec): 3 clusters Score: Raw -617690.851754 + Penalty 4058.549395 = -613632.302359 nChanged 8 SP:Iteration 42Q (69365.100000 sec): 3 clusters Score: Raw -617692.623746 + Penalty 4058.549395 = -613634.074351 nChanged 8 SP:Iteration 43Q (69365.120000 sec): 3 clusters Score: Raw -617693.924710 + Penalty 4058.549395 = -613635.375315 nChanged 6 SP:Iteration 44Q (69365.140000 sec): 3 clusters Score: Raw -617695.369150 + Penalty 4058.549395 = -613636.819755 nChanged 5 SP:Iteration 45Q (69365.160000 sec): 3 clusters Score: Raw -617696.764242 + Penalty 4058.549395 = -613638.214847 nChanged 1 SP:Iteration 46Q (69365.180000 sec): 3 clusters Score: Raw -617696.933092 + Penalty 4058.549395 = -613638.383697 nChanged 1 SP:Iteration 47Q (69365.200000 sec): 3 clusters Score: Raw -617697.483282 + Penalty 4058.549395 = -613638.933887 nChanged 0 SP:Iteration 48F (69365.220000 sec): 3 clusters Score: Raw -617697.483282 + Penalty 4058.549395 = -613638.933887 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69365.380000 sec): 2 clusters Score: Raw -4708987.616283 + Penalty 2535.815792 = -4706451.800491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69365.540000 sec): 3 clusters Score: Raw -4692541.268389 + Penalty 5071.631584 = -4687469.636805 nChanged 12332 SP:Iteration 1F (69365.700000 sec): 3 clusters Score: Raw -4699366.752146 + Penalty 5071.631584 = -4694295.120563 nChanged 1516 SP:Iteration 2F (69365.850000 sec): 3 clusters Score: Raw -4700049.010580 + Penalty 5071.631584 = -4694977.378996 nChanged 1455 SP:Iteration 3F (69366.010000 sec): 3 clusters Score: Raw -4700843.115268 + Penalty 5071.631584 = -4695771.483684 nChanged 1507 SP:Iteration 4F (69366.160000 sec): 3 clusters Score: Raw -4701842.087126 + Penalty 5071.631584 = -4696770.455543 nChanged 1592 SP:Iteration 5F (69366.320000 sec): 3 clusters Score: Raw -4703074.713041 + Penalty 5071.631584 = -4698003.081458 nChanged 1564 SP:Iteration 6F (69366.480000 sec): 3 clusters Score: Raw -4704399.113812 + Penalty 5071.631584 = -4699327.482228 nChanged 1590 SP:Iteration 7F (69366.630000 sec): 3 clusters Score: Raw -4705634.770380 + Penalty 5071.631584 = -4700563.138797 nChanged 1392 SP:Iteration 8F (69366.780000 sec): 3 clusters Score: Raw -4706580.405461 + Penalty 5071.631584 = -4701508.773878 nChanged 1157 SP:Iteration 9Q (69366.930000 sec): 3 clusters Score: Raw -4707333.252240 + Penalty 5071.631584 = -4702261.620656 nChanged 910 SP:Iteration 10Q (69367.080000 sec): 3 clusters Score: Raw -4707874.696930 + Penalty 5071.631584 = -4702803.065347 nChanged 785 SP:Iteration 11Q (69367.220000 sec): 3 clusters Score: Raw -4708284.806684 + Penalty 5071.631584 = -4703213.175100 nChanged 603 SP:Iteration 12Q (69367.360000 sec): 3 clusters Score: Raw -4708551.495897 + Penalty 5071.631584 = -4703479.864313 nChanged 458 SP:Iteration 13Q (69367.490000 sec): 3 clusters Score: Raw -4708743.991686 + Penalty 5071.631584 = -4703672.360103 nChanged 412 SP:Iteration 14Q (69367.630000 sec): 3 clusters Score: Raw -4708926.489086 + Penalty 5071.631584 = -4703854.857502 nChanged 382 SP:Iteration 15Q (69367.760000 sec): 3 clusters Score: Raw -4709080.081213 + Penalty 5071.631584 = -4704008.449630 nChanged 299 SP:Iteration 16Q (69367.900000 sec): 3 clusters Score: Raw -4709190.307357 + Penalty 5071.631584 = -4704118.675773 nChanged 234 SP:Iteration 17Q (69368.030000 sec): 3 clusters Score: Raw -4709273.891099 + Penalty 5071.631584 = -4704202.259515 nChanged 201 SP:Iteration 18Q (69368.160000 sec): 3 clusters Score: Raw -4709349.481381 + Penalty 5071.631584 = -4704277.849797 nChanged 157 SP:Iteration 19Q (69368.290000 sec): 3 clusters Score: Raw -4709402.303142 + Penalty 5071.631584 = -4704330.671558 nChanged 139 SP:Iteration 20F (69368.440000 sec): 3 clusters Score: Raw -4709445.699561 + Penalty 5071.631584 = -4704374.067977 nChanged 116 SP:Iteration 21Q (69368.570000 sec): 3 clusters Score: Raw -4709477.099580 + Penalty 5071.631584 = -4704405.467996 nChanged 80 SP:Iteration 22Q (69368.690000 sec): 3 clusters Score: Raw -4709499.262648 + Penalty 5071.631584 = -4704427.631065 nChanged 71 SP:Iteration 23Q (69368.820000 sec): 3 clusters Score: Raw -4709518.880272 + Penalty 5071.631584 = -4704447.248689 nChanged 77 SP:Iteration 24Q (69368.940000 sec): 3 clusters Score: Raw -4709541.368692 + Penalty 5071.631584 = -4704469.737109 nChanged 67 SP:Iteration 25Q (69369.070000 sec): 3 clusters Score: Raw -4709562.816259 + Penalty 5071.631584 = -4704491.184676 nChanged 64 SP:Iteration 26Q (69369.200000 sec): 3 clusters Score: Raw -4709583.664816 + Penalty 5071.631584 = -4704512.033233 nChanged 52 SP:Iteration 27Q (69369.320000 sec): 3 clusters Score: Raw -4709597.398897 + Penalty 5071.631584 = -4704525.767314 nChanged 33 SP:Iteration 28Q (69369.450000 sec): 3 clusters Score: Raw -4709604.102060 + Penalty 5071.631584 = -4704532.470477 nChanged 26 SP:Iteration 29Q (69369.580000 sec): 3 clusters Score: Raw -4709609.628860 + Penalty 5071.631584 = -4704537.997276 nChanged 24 SP:Iteration 30Q (69369.700000 sec): 3 clusters Score: Raw -4709615.972835 + Penalty 5071.631584 = -4704544.341251 nChanged 30 SP:Iteration 31Q (69369.830000 sec): 3 clusters Score: Raw -4709623.530955 + Penalty 5071.631584 = -4704551.899371 nChanged 22 SP:Iteration 32Q (69369.950000 sec): 3 clusters Score: Raw -4709629.210705 + Penalty 5071.631584 = -4704557.579122 nChanged 19 SP:Iteration 33Q (69370.080000 sec): 3 clusters Score: Raw -4709634.003193 + Penalty 5071.631584 = -4704562.371609 nChanged 10 SP:Iteration 34Q (69370.200000 sec): 3 clusters Score: Raw -4709636.420681 + Penalty 5071.631584 = -4704564.789097 nChanged 12 SP:Iteration 35Q (69370.320000 sec): 3 clusters Score: Raw -4709638.657934 + Penalty 5071.631584 = -4704567.026350 nChanged 9 SP:Iteration 36Q (69370.450000 sec): 3 clusters Score: Raw -4709640.505903 + Penalty 5071.631584 = -4704568.874320 nChanged 7 SP:Iteration 37Q (69370.580000 sec): 3 clusters Score: Raw -4709642.038633 + Penalty 5071.631584 = -4704570.407049 nChanged 8 SP:Iteration 38Q (69370.700000 sec): 3 clusters Score: Raw -4709643.925975 + Penalty 5071.631584 = -4704572.294391 nChanged 7 SP:Iteration 39Q (69370.820000 sec): 3 clusters Score: Raw -4709645.285141 + Penalty 5071.631584 = -4704573.653557 nChanged 5 SP:Iteration 40F (69370.970000 sec): 3 clusters Score: Raw -4709646.005516 + Penalty 5071.631584 = -4704574.373932 nChanged 3 SP:Iteration 41Q (69371.090000 sec): 3 clusters Score: Raw -4709646.406559 + Penalty 5071.631584 = -4704574.774976 nChanged 1 SP:Iteration 42Q (69371.220000 sec): 3 clusters Score: Raw -4709646.484624 + Penalty 5071.631584 = -4704574.853041 nChanged 0 SP:Iteration 43F (69371.370000 sec): 3 clusters Score: Raw -4709646.484624 + Penalty 5071.631584 = -4704574.853041 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69371.400000 sec): 2 clusters Score: Raw -54043.989096 + Penalty 1451.346215 = -52592.642881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69371.400000 sec): 3 clusters Score: Raw -54142.834442 + Penalty 2902.692430 = -51240.142012 nChanged 53 SP:Iteration 1F (69371.400000 sec): 3 clusters Score: Raw -54297.085125 + Penalty 2902.692430 = -51394.392695 nChanged 20 SP:Iteration 2F (69371.400000 sec): 3 clusters Score: Raw -54375.142842 + Penalty 2902.692430 = -51472.450412 nChanged 10 SP:Iteration 3Q (69371.400000 sec): 3 clusters Score: Raw -54414.596482 + Penalty 2902.692430 = -51511.904052 nChanged 5 SP:Iteration 4Q (69371.400000 sec): 3 clusters Score: Raw -54457.412098 + Penalty 2902.692430 = -51554.719668 nChanged 7 SP:Iteration 5Q (69371.410000 sec): 3 clusters Score: Raw -54493.607083 + Penalty 2902.692430 = -51590.914653 nChanged 5 SP:Iteration 6Q (69371.410000 sec): 3 clusters Score: Raw -54502.951986 + Penalty 2902.692430 = -51600.259556 nChanged 3 SP:Iteration 7Q (69371.410000 sec): 3 clusters Score: Raw -54522.769234 + Penalty 2902.692430 = -51620.076804 nChanged 4 SP:Iteration 8Q (69371.410000 sec): 3 clusters Score: Raw -54534.679615 + Penalty 2902.692430 = -51631.987185 nChanged 3 SP:Iteration 9Q (69371.420000 sec): 3 clusters Score: Raw -54543.970619 + Penalty 2902.692430 = -51641.278189 nChanged 0 SP:Iteration 10F (69371.420000 sec): 3 clusters Score: Raw -54543.970619 + Penalty 2902.692430 = -51641.278189 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69371.440000 sec): 2 clusters Score: Raw -394873.735044 + Penalty 1909.336178 = -392964.398866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69371.450000 sec): 3 clusters Score: Raw -394026.881715 + Penalty 3818.672355 = -390208.209360 nChanged 718 SP:Iteration 1F (69371.460000 sec): 3 clusters Score: Raw -394578.020736 + Penalty 3818.672355 = -390759.348381 nChanged 196 SP:Iteration 2F (69371.470000 sec): 3 clusters Score: Raw -394807.241386 + Penalty 3818.672355 = -390988.569031 nChanged 117 SP:Iteration 3F (69371.480000 sec): 3 clusters Score: Raw -394979.448889 + Penalty 3818.672355 = -391160.776534 nChanged 95 SP:Iteration 4Q (69371.500000 sec): 3 clusters Score: Raw -395119.495900 + Penalty 3818.672355 = -391300.823545 nChanged 91 SP:Iteration 5Q (69371.510000 sec): 3 clusters Score: Raw -395266.555758 + Penalty 3818.672355 = -391447.883403 nChanged 112 SP:Iteration 6F (69371.520000 sec): 3 clusters Score: Raw -395456.676292 + Penalty 3818.672355 = -391638.003937 nChanged 123 SP:Iteration 7F (69371.540000 sec): 3 clusters Score: Raw -395659.369087 + Penalty 3818.672355 = -391840.696732 nChanged 120 SP:Iteration 8F (69371.550000 sec): 3 clusters Score: Raw -395800.171060 + Penalty 3818.672355 = -391981.498705 nChanged 82 SP:Iteration 9Q (69371.560000 sec): 3 clusters Score: Raw -395889.267053 + Penalty 3818.672355 = -392070.594698 nChanged 70 SP:Iteration 10Q (69371.570000 sec): 3 clusters Score: Raw -395962.249784 + Penalty 3818.672355 = -392143.577429 nChanged 55 SP:Iteration 11Q (69371.580000 sec): 3 clusters Score: Raw -396018.175509 + Penalty 3818.672355 = -392199.503154 nChanged 45 SP:Iteration 12Q (69371.590000 sec): 3 clusters Score: Raw -396067.006877 + Penalty 3818.672355 = -392248.334522 nChanged 34 SP:Iteration 13Q (69371.600000 sec): 3 clusters Score: Raw -396102.868429 + Penalty 3818.672355 = -392284.196074 nChanged 25 SP:Iteration 14Q (69371.620000 sec): 3 clusters Score: Raw -396126.691731 + Penalty 3818.672355 = -392308.019376 nChanged 16 SP:Iteration 15Q (69371.620000 sec): 3 clusters Score: Raw -396139.350781 + Penalty 3818.672355 = -392320.678426 nChanged 6 SP:Iteration 16Q (69371.640000 sec): 3 clusters Score: Raw -396148.059135 + Penalty 3818.672355 = -392329.386780 nChanged 5 SP:Iteration 17Q (69371.650000 sec): 3 clusters Score: Raw -396154.636805 + Penalty 3818.672355 = -392335.964449 nChanged 7 SP:Iteration 18Q (69371.660000 sec): 3 clusters Score: Raw -396159.464844 + Penalty 3818.672355 = -392340.792489 nChanged 3 SP:Iteration 19Q (69371.670000 sec): 3 clusters Score: Raw -396161.076746 + Penalty 3818.672355 = -392342.404391 nChanged 3 SP:Iteration 20F (69371.680000 sec): 3 clusters Score: Raw -396163.318310 + Penalty 3818.672355 = -392344.645955 nChanged 2 SP:Iteration 21Q (69371.690000 sec): 3 clusters Score: Raw -396165.508162 + Penalty 3818.672355 = -392346.835807 nChanged 9 SP:Iteration 22Q (69371.700000 sec): 3 clusters Score: Raw -396181.748438 + Penalty 3818.672355 = -392363.076082 nChanged 8 SP:Iteration 23Q (69371.720000 sec): 3 clusters Score: Raw -396193.494950 + Penalty 3818.672355 = -392374.822595 nChanged 9 SP:Iteration 24Q (69371.730000 sec): 3 clusters Score: Raw -396205.906578 + Penalty 3818.672355 = -392387.234223 nChanged 9 SP:Iteration 25Q (69371.740000 sec): 3 clusters Score: Raw -396216.619044 + Penalty 3818.672355 = -392397.946688 nChanged 6 SP:Iteration 26Q (69371.750000 sec): 3 clusters Score: Raw -396220.927985 + Penalty 3818.672355 = -392402.255630 nChanged 4 SP:Iteration 27Q (69371.760000 sec): 3 clusters Score: Raw -396223.952849 + Penalty 3818.672355 = -392405.280494 nChanged 1 SP:Iteration 28Q (69371.770000 sec): 3 clusters Score: Raw -396224.806052 + Penalty 3818.672355 = -392406.133697 nChanged 4 SP:Iteration 29Q (69371.780000 sec): 3 clusters Score: Raw -396228.028762 + Penalty 3818.672355 = -392409.356407 nChanged 2 SP:Iteration 30Q (69371.790000 sec): 3 clusters Score: Raw -396231.067165 + Penalty 3818.672355 = -392412.394810 nChanged 3 SP:Iteration 31Q (69371.800000 sec): 3 clusters Score: Raw -396234.346828 + Penalty 3818.672355 = -392415.674473 nChanged 2 SP:Iteration 32Q (69371.810000 sec): 3 clusters Score: Raw -396235.936065 + Penalty 3818.672355 = -392417.263709 nChanged 1 SP:Iteration 33Q (69371.820000 sec): 3 clusters Score: Raw -396236.347667 + Penalty 3818.672355 = -392417.675312 nChanged 0 SP:Iteration 34F (69371.840000 sec): 3 clusters Score: Raw -396236.347667 + Penalty 3818.672355 = -392417.675312 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69371.860000 sec): 2 clusters Score: Raw -324250.914856 + Penalty 1878.490504 = -322372.424352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69371.860000 sec): 3 clusters Score: Raw -323534.643208 + Penalty 3756.981008 = -319777.662200 nChanged 644 SP:Iteration 1F (69371.880000 sec): 3 clusters Score: Raw -324084.578268 + Penalty 3756.981008 = -320327.597260 nChanged 178 SP:Iteration 2F (69371.890000 sec): 3 clusters Score: Raw -324266.310726 + Penalty 3756.981008 = -320509.329718 nChanged 109 SP:Iteration 3F (69371.900000 sec): 3 clusters Score: Raw -324401.212046 + Penalty 3756.981008 = -320644.231038 nChanged 103 SP:Iteration 4F (69371.910000 sec): 3 clusters Score: Raw -324497.232895 + Penalty 3756.981008 = -320740.251887 nChanged 64 SP:Iteration 5Q (69371.920000 sec): 3 clusters Score: Raw -324565.888391 + Penalty 3756.981008 = -320808.907383 nChanged 64 SP:Iteration 6Q (69371.930000 sec): 3 clusters Score: Raw -324631.519172 + Penalty 3756.981008 = -320874.538164 nChanged 58 SP:Iteration 7Q (69371.940000 sec): 3 clusters Score: Raw -324684.392508 + Penalty 3756.981008 = -320927.411500 nChanged 44 SP:Iteration 8Q (69371.950000 sec): 3 clusters Score: Raw -324740.400571 + Penalty 3756.981008 = -320983.419562 nChanged 48 SP:Iteration 9Q (69371.960000 sec): 3 clusters Score: Raw -324799.414414 + Penalty 3756.981008 = -321042.433406 nChanged 38 SP:Iteration 10Q (69371.970000 sec): 3 clusters Score: Raw -324834.919023 + Penalty 3756.981008 = -321077.938015 nChanged 30 SP:Iteration 11Q (69371.980000 sec): 3 clusters Score: Raw -324867.046589 + Penalty 3756.981008 = -321110.065581 nChanged 26 SP:Iteration 12Q (69371.990000 sec): 3 clusters Score: Raw -324897.958922 + Penalty 3756.981008 = -321140.977914 nChanged 18 SP:Iteration 13Q (69372.000000 sec): 3 clusters Score: Raw -324916.420286 + Penalty 3756.981008 = -321159.439278 nChanged 13 SP:Iteration 14Q (69372.010000 sec): 3 clusters Score: Raw -324936.139948 + Penalty 3756.981008 = -321179.158940 nChanged 20 SP:Iteration 15Q (69372.020000 sec): 3 clusters Score: Raw -324966.075942 + Penalty 3756.981008 = -321209.094933 nChanged 23 SP:Iteration 16Q (69372.040000 sec): 3 clusters Score: Raw -325002.855186 + Penalty 3756.981008 = -321245.874178 nChanged 31 SP:Iteration 17Q (69372.040000 sec): 3 clusters Score: Raw -325050.649313 + Penalty 3756.981008 = -321293.668305 nChanged 39 SP:Iteration 18Q (69372.060000 sec): 3 clusters Score: Raw -325090.038225 + Penalty 3756.981008 = -321333.057217 nChanged 29 SP:Iteration 19Q (69372.060000 sec): 3 clusters Score: Raw -325114.595067 + Penalty 3756.981008 = -321357.614058 nChanged 23 SP:Iteration 20F (69372.080000 sec): 3 clusters Score: Raw -325137.239035 + Penalty 3756.981008 = -321380.258026 nChanged 19 SP:Iteration 21Q (69372.090000 sec): 3 clusters Score: Raw -325156.405706 + Penalty 3756.981008 = -321399.424698 nChanged 12 SP:Iteration 22Q (69372.100000 sec): 3 clusters Score: Raw -325168.233062 + Penalty 3756.981008 = -321411.252054 nChanged 21 SP:Iteration 23Q (69372.110000 sec): 3 clusters Score: Raw -325191.011553 + Penalty 3756.981008 = -321434.030545 nChanged 29 SP:Iteration 24Q (69372.120000 sec): 3 clusters Score: Raw -325221.596535 + Penalty 3756.981008 = -321464.615527 nChanged 33 SP:Iteration 25Q (69372.130000 sec): 3 clusters Score: Raw -325255.549202 + Penalty 3756.981008 = -321498.568194 nChanged 35 SP:Iteration 26Q (69372.140000 sec): 3 clusters Score: Raw -325303.272966 + Penalty 3756.981008 = -321546.291957 nChanged 34 SP:Iteration 27Q (69372.150000 sec): 3 clusters Score: Raw -325346.135129 + Penalty 3756.981008 = -321589.154120 nChanged 33 SP:Iteration 28Q (69372.160000 sec): 3 clusters Score: Raw -325391.861435 + Penalty 3756.981008 = -321634.880427 nChanged 32 SP:Iteration 29Q (69372.170000 sec): 3 clusters Score: Raw -325438.864186 + Penalty 3756.981008 = -321681.883178 nChanged 39 SP:Iteration 30Q (69372.180000 sec): 3 clusters Score: Raw -325491.178564 + Penalty 3756.981008 = -321734.197556 nChanged 33 SP:Iteration 31Q (69372.190000 sec): 3 clusters Score: Raw -325530.306188 + Penalty 3756.981008 = -321773.325180 nChanged 32 SP:Iteration 32Q (69372.200000 sec): 3 clusters Score: Raw -325575.518950 + Penalty 3756.981008 = -321818.537942 nChanged 32 SP:Iteration 33Q (69372.210000 sec): 3 clusters Score: Raw -325619.212687 + Penalty 3756.981008 = -321862.231679 nChanged 22 SP:Iteration 34Q (69372.220000 sec): 3 clusters Score: Raw -325642.685688 + Penalty 3756.981008 = -321885.704680 nChanged 21 SP:Iteration 35Q (69372.220000 sec): 3 clusters Score: Raw -325668.175279 + Penalty 3756.981008 = -321911.194271 nChanged 25 SP:Iteration 36Q (69372.240000 sec): 3 clusters Score: Raw -325699.784192 + Penalty 3756.981008 = -321942.803184 nChanged 31 SP:Iteration 37Q (69372.240000 sec): 3 clusters Score: Raw -325733.989135 + Penalty 3756.981008 = -321977.008127 nChanged 25 SP:Iteration 38Q (69372.260000 sec): 3 clusters Score: Raw -325759.019196 + Penalty 3756.981008 = -322002.038188 nChanged 22 SP:Iteration 39Q (69372.260000 sec): 3 clusters Score: Raw -325783.462378 + Penalty 3756.981008 = -322026.481370 nChanged 21 SP:Iteration 40F (69372.280000 sec): 3 clusters Score: Raw -325805.758671 + Penalty 3756.981008 = -322048.777663 nChanged 22 SP:Iteration 41Q (69372.280000 sec): 3 clusters Score: Raw -325832.973746 + Penalty 3756.981008 = -322075.992738 nChanged 23 SP:Iteration 42Q (69372.290000 sec): 3 clusters Score: Raw -325865.275189 + Penalty 3756.981008 = -322108.294181 nChanged 19 SP:Iteration 43Q (69372.300000 sec): 3 clusters Score: Raw -325889.554172 + Penalty 3756.981008 = -322132.573164 nChanged 12 SP:Iteration 44Q (69372.310000 sec): 3 clusters Score: Raw -325901.511400 + Penalty 3756.981008 = -322144.530392 nChanged 15 SP:Iteration 45Q (69372.320000 sec): 3 clusters Score: Raw -325922.973380 + Penalty 3756.981008 = -322165.992372 nChanged 20 SP:Iteration 46Q (69372.330000 sec): 3 clusters Score: Raw -325958.942678 + Penalty 3756.981008 = -322201.961670 nChanged 27 SP:Iteration 47Q (69372.340000 sec): 3 clusters Score: Raw -325992.608824 + Penalty 3756.981008 = -322235.627816 nChanged 19 SP:Iteration 48Q (69372.350000 sec): 3 clusters Score: Raw -326031.385542 + Penalty 3756.981008 = -322274.404534 nChanged 22 SP:Iteration 49Q (69372.360000 sec): 3 clusters Score: Raw -326071.435294 + Penalty 3756.981008 = -322314.454286 nChanged 21 SP:Iteration 50Q (69372.360000 sec): 3 clusters Score: Raw -326114.118038 + Penalty 3756.981008 = -322357.137030 nChanged 21 SP:Iteration 51Q (69372.370000 sec): 3 clusters Score: Raw -326149.745438 + Penalty 3756.981008 = -322392.764429 nChanged 18 SP:Iteration 52Q (69372.380000 sec): 3 clusters Score: Raw -326179.586434 + Penalty 3756.981008 = -322422.605426 nChanged 21 SP:Iteration 53Q (69372.390000 sec): 3 clusters Score: Raw -326230.164607 + Penalty 3756.981008 = -322473.183599 nChanged 21 SP:Iteration 54Q (69372.400000 sec): 3 clusters Score: Raw -326283.252851 + Penalty 3756.981008 = -322526.271843 nChanged 24 SP:Iteration 55Q (69372.400000 sec): 3 clusters Score: Raw -326370.770078 + Penalty 3756.981008 = -322613.789070 nChanged 35 SP:Iteration 56Q (69372.410000 sec): 3 clusters Score: Raw -326537.488995 + Penalty 3756.981008 = -322780.507987 nChanged 33 SP:Iteration 57Q (69372.420000 sec): 3 clusters Score: Raw -326726.245688 + Penalty 3756.981008 = -322969.264680 nChanged 26 SP:Iteration 58Q (69372.430000 sec): 3 clusters Score: Raw -326904.586892 + Penalty 3756.981008 = -323147.605884 nChanged 20 SP:Iteration 59Q (69372.440000 sec): 3 clusters Score: Raw -327049.382059 + Penalty 3756.981008 = -323292.401051 nChanged 8 SP:Iteration 60F (69372.450000 sec): 3 clusters Score: Raw -327094.549173 + Penalty 3756.981008 = -323337.568164 nChanged 1 SP:Iteration 61Q (69372.460000 sec): 3 clusters Score: Raw -327098.444792 + Penalty 3756.981008 = -323341.463784 nChanged 1 SP:Iteration 62Q (69372.460000 sec): 3 clusters Score: Raw -327101.360031 + Penalty 3756.981008 = -323344.379023 nChanged 0 SP:Iteration 63F (69372.480000 sec): 3 clusters Score: Raw -327101.360031 + Penalty 3756.981008 = -323344.379023 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 78. Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69379.230000 sec): 2 clusters Score: Raw -231571856.039515 + Penalty 3495.809018 = -231568360.230497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69386.640000 sec): 3 clusters Score: Raw -230674120.795003 + Penalty 6991.618036 = -230667129.176967 nChanged 651451 SP:Iteration 1F (69393.730000 sec): 3 clusters Score: Raw -231076119.334720 + Penalty 6991.618036 = -231069127.716684 nChanged 41800 SP:Iteration 2Q (69401.070000 sec): 3 clusters Score: Raw -231088156.879467 + Penalty 6991.618036 = -231081165.261431 nChanged 57644 SP:Iteration 3Q (69408.410000 sec): 3 clusters Score: Raw -231111698.899031 + Penalty 6991.618036 = -231104707.280996 nChanged 79635 SP:Iteration 4F (69415.500000 sec): 3 clusters Score: Raw -231156954.514101 + Penalty 6991.618036 = -231149962.896065 nChanged 104224 SP:Iteration 5F (69422.540000 sec): 3 clusters Score: Raw -231234888.437255 + Penalty 6991.618036 = -231227896.819219 nChanged 118674 SP:Iteration 6F (69429.800000 sec): 3 clusters Score: Raw -231341777.491898 + Penalty 6991.618036 = -231334785.873862 nChanged 109103 SP:Iteration 7F (69437.340000 sec): 3 clusters Score: Raw -231449944.329691 + Penalty 6991.618036 = -231442952.711655 nChanged 74654 SP:Iteration 8F (69444.880000 sec): 3 clusters Score: Raw -231524576.885818 + Penalty 6991.618036 = -231517585.267782 nChanged 35590 SP:Iteration 9Q (69452.000000 sec): 3 clusters Score: Raw -231558363.960814 + Penalty 6991.618036 = -231551372.342779 nChanged 11554 SP:Iteration 10Q (69458.210000 sec): 3 clusters Score: Raw -231568634.686325 + Penalty 6991.618036 = -231561643.068289 nChanged 2951 SP:Iteration 11Q (69463.850000 sec): 3 clusters Score: Raw -231571196.625977 + Penalty 6991.618036 = -231564205.007941 nChanged 627 SP:Iteration 12Q (69469.230000 sec): 3 clusters Score: Raw -231571825.057902 + Penalty 6991.618036 = -231564833.439866 nChanged 146 SP:Iteration 13Q (69474.520000 sec): 3 clusters Score: Raw -231572010.220436 + Penalty 6991.618036 = -231565018.602400 nChanged 55 SP:Iteration 14Q (69479.840000 sec): 3 clusters Score: Raw -231572105.476375 + Penalty 6991.618036 = -231565113.858339 nChanged 30 SP:Iteration 15Q (69485.090000 sec): 3 clusters Score: Raw -231572152.111503 + Penalty 6991.618036 = -231565160.493467 nChanged 15 SP:Iteration 16Q (69490.430000 sec): 3 clusters Score: Raw -231572175.262247 + Penalty 6991.618036 = -231565183.644211 nChanged 6 SP:Iteration 17Q (69495.780000 sec): 3 clusters Score: Raw -231572188.202600 + Penalty 6991.618036 = -231565196.584564 nChanged 8 SP:Iteration 18Q (69501.160000 sec): 3 clusters Score: Raw -231572200.118763 + Penalty 6991.618036 = -231565208.500727 nChanged 4 SP:Iteration 19Q (69506.520000 sec): 3 clusters Score: Raw -231572205.299704 + Penalty 6991.618036 = -231565213.681668 nChanged 1 SP:Iteration 20F (69514.130000 sec): 3 clusters Score: Raw -231572206.831427 + Penalty 6991.618036 = -231565215.213392 nChanged 1 SP:Iteration 21Q (69519.430000 sec): 3 clusters Score: Raw -231572208.012760 + Penalty 6991.618036 = -231565216.394724 nChanged 0 SP:Iteration 22F (69527.050000 sec): 3 clusters Score: Raw -231572208.012760 + Penalty 6991.618036 = -231565216.394724 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69527.850000 sec): 2 clusters Score: Raw -26761.212351 + Penalty 1359.198453 = -25402.013898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69527.850000 sec): 3 clusters Score: Raw -26935.735312 + Penalty 2718.396906 = -24217.338406 nChanged 22 SP:Iteration 1F (69527.850000 sec): 3 clusters Score: Raw -27043.989686 + Penalty 2718.396906 = -24325.592780 nChanged 14 SP:Iteration 2F (69527.850000 sec): 3 clusters Score: Raw -27104.851756 + Penalty 2718.396906 = -24386.454850 nChanged 5 SP:Iteration 3Q (69527.850000 sec): 3 clusters Score: Raw -27186.551894 + Penalty 2718.396906 = -24468.154988 nChanged 1 SP:Iteration 4Q (69527.850000 sec): 3 clusters Score: Raw -27193.516450 + Penalty 2718.396906 = -24475.119544 nChanged 0 SP:Iteration 5F (69527.860000 sec): 3 clusters Score: Raw -27193.516450 + Penalty 2718.396906 = -24475.119544 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69527.890000 sec): 2 clusters Score: Raw -622878.664241 + Penalty 2040.720278 = -620837.943963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69527.910000 sec): 3 clusters Score: Raw -621172.392048 + Penalty 4081.440556 = -617090.951492 nChanged 1403 SP:Iteration 1F (69527.930000 sec): 3 clusters Score: Raw -622099.316077 + Penalty 4081.440556 = -618017.875521 nChanged 348 SP:Iteration 2F (69527.950000 sec): 3 clusters Score: Raw -622440.475166 + Penalty 4081.440556 = -618359.034610 nChanged 289 SP:Iteration 3F (69527.970000 sec): 3 clusters Score: Raw -622792.656420 + Penalty 4081.440556 = -618711.215864 nChanged 315 SP:Iteration 4F (69527.990000 sec): 3 clusters Score: Raw -623211.401510 + Penalty 4081.440556 = -619129.960954 nChanged 288 SP:Iteration 5F (69528.010000 sec): 3 clusters Score: Raw -623546.933765 + Penalty 4081.440556 = -619465.493209 nChanged 232 SP:Iteration 6F (69528.030000 sec): 3 clusters Score: Raw -623805.472387 + Penalty 4081.440556 = -619724.031831 nChanged 154 SP:Iteration 7Q (69528.050000 sec): 3 clusters Score: Raw -623968.935847 + Penalty 4081.440556 = -619887.495291 nChanged 109 SP:Iteration 8Q (69528.070000 sec): 3 clusters Score: Raw -624054.259586 + Penalty 4081.440556 = -619972.819029 nChanged 55 SP:Iteration 9Q (69528.090000 sec): 3 clusters Score: Raw -624093.815362 + Penalty 4081.440556 = -620012.374805 nChanged 25 SP:Iteration 10Q (69528.110000 sec): 3 clusters Score: Raw -624110.467365 + Penalty 4081.440556 = -620029.026809 nChanged 23 SP:Iteration 11Q (69528.130000 sec): 3 clusters Score: Raw -624124.508382 + Penalty 4081.440556 = -620043.067826 nChanged 15 SP:Iteration 12Q (69528.150000 sec): 3 clusters Score: Raw -624130.671481 + Penalty 4081.440556 = -620049.230925 nChanged 6 SP:Iteration 13Q (69528.170000 sec): 3 clusters Score: Raw -624132.352143 + Penalty 4081.440556 = -620050.911586 nChanged 4 SP:Iteration 14Q (69528.200000 sec): 3 clusters Score: Raw -624133.948047 + Penalty 4081.440556 = -620052.507491 nChanged 2 SP:Iteration 15Q (69528.220000 sec): 3 clusters Score: Raw -624134.759460 + Penalty 4081.440556 = -620053.318904 nChanged 2 SP:Iteration 16Q (69528.240000 sec): 3 clusters Score: Raw -624136.043923 + Penalty 4081.440556 = -620054.603366 nChanged 2 SP:Iteration 17Q (69528.260000 sec): 3 clusters Score: Raw -624136.571201 + Penalty 4081.440556 = -620055.130644 nChanged 2 SP:Iteration 18Q (69528.280000 sec): 3 clusters Score: Raw -624137.062243 + Penalty 4081.440556 = -620055.621686 nChanged 3 SP:Iteration 19Q (69528.300000 sec): 3 clusters Score: Raw -624138.476637 + Penalty 4081.440556 = -620057.036081 nChanged 0 SP:Iteration 20F (69528.320000 sec): 3 clusters Score: Raw -624138.476637 + Penalty 4081.440556 = -620057.036081 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.340000 sec): 2 clusters Score: Raw -292610.027573 + Penalty 1837.916065 = -290772.111508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.350000 sec): 3 clusters Score: Raw -292089.072963 + Penalty 3675.832130 = -288413.240833 nChanged 475 SP:Iteration 1F (69528.350000 sec): 3 clusters Score: Raw -292445.983405 + Penalty 3675.832130 = -288770.151275 nChanged 117 SP:Iteration 2F (69528.370000 sec): 3 clusters Score: Raw -292562.402219 + Penalty 3675.832130 = -288886.570088 nChanged 64 SP:Iteration 3Q (69528.370000 sec): 3 clusters Score: Raw -292622.605252 + Penalty 3675.832130 = -288946.773122 nChanged 45 SP:Iteration 4Q (69528.380000 sec): 3 clusters Score: Raw -292660.059573 + Penalty 3675.832130 = -288984.227443 nChanged 30 SP:Iteration 5Q (69528.390000 sec): 3 clusters Score: Raw -292679.846286 + Penalty 3675.832130 = -289004.014155 nChanged 20 SP:Iteration 6Q (69528.400000 sec): 3 clusters Score: Raw -292693.874991 + Penalty 3675.832130 = -289018.042861 nChanged 13 SP:Iteration 7Q (69528.410000 sec): 3 clusters Score: Raw -292706.475458 + Penalty 3675.832130 = -289030.643328 nChanged 12 SP:Iteration 8Q (69528.420000 sec): 3 clusters Score: Raw -292715.692988 + Penalty 3675.832130 = -289039.860858 nChanged 11 SP:Iteration 9Q (69528.430000 sec): 3 clusters Score: Raw -292721.350602 + Penalty 3675.832130 = -289045.518472 nChanged 10 SP:Iteration 10Q (69528.440000 sec): 3 clusters Score: Raw -292728.042127 + Penalty 3675.832130 = -289052.209997 nChanged 8 SP:Iteration 11Q (69528.450000 sec): 3 clusters Score: Raw -292736.754380 + Penalty 3675.832130 = -289060.922250 nChanged 11 SP:Iteration 12Q (69528.460000 sec): 3 clusters Score: Raw -292750.197737 + Penalty 3675.832130 = -289074.365606 nChanged 11 SP:Iteration 13Q (69528.470000 sec): 3 clusters Score: Raw -292760.941277 + Penalty 3675.832130 = -289085.109146 nChanged 9 SP:Iteration 14Q (69528.480000 sec): 3 clusters Score: Raw -292773.371022 + Penalty 3675.832130 = -289097.538892 nChanged 9 SP:Iteration 15Q (69528.490000 sec): 3 clusters Score: Raw -292780.664365 + Penalty 3675.832130 = -289104.832235 nChanged 11 SP:Iteration 16Q (69528.490000 sec): 3 clusters Score: Raw -292791.281031 + Penalty 3675.832130 = -289115.448901 nChanged 9 SP:Iteration 17Q (69528.510000 sec): 3 clusters Score: Raw -292799.847395 + Penalty 3675.832130 = -289124.015264 nChanged 10 SP:Iteration 18Q (69528.510000 sec): 3 clusters Score: Raw -292806.574748 + Penalty 3675.832130 = -289130.742618 nChanged 10 SP:Iteration 19Q (69528.520000 sec): 3 clusters Score: Raw -292812.848759 + Penalty 3675.832130 = -289137.016629 nChanged 3 SP:Iteration 20F (69528.530000 sec): 3 clusters Score: Raw -292815.311243 + Penalty 3675.832130 = -289139.479112 nChanged 3 SP:Iteration 21Q (69528.540000 sec): 3 clusters Score: Raw -292818.265548 + Penalty 3675.832130 = -289142.433418 nChanged 1 SP:Iteration 22Q (69528.550000 sec): 3 clusters Score: Raw -292820.395424 + Penalty 3675.832130 = -289144.563294 nChanged 4 SP:Iteration 23Q (69528.560000 sec): 3 clusters Score: Raw -292822.369476 + Penalty 3675.832130 = -289146.537346 nChanged 0 SP:Iteration 24F (69528.570000 sec): 3 clusters Score: Raw -292822.369476 + Penalty 3675.832130 = -289146.537346 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.580000 sec): 2 clusters Score: Raw -46170.340228 + Penalty 1452.057837 = -44718.282392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.580000 sec): 3 clusters Score: Raw -46385.848054 + Penalty 2904.115673 = -43481.732380 nChanged 63 SP:Iteration 1F (69528.590000 sec): 3 clusters Score: Raw -46552.884520 + Penalty 2904.115673 = -43648.768846 nChanged 14 SP:Iteration 2Q (69528.590000 sec): 3 clusters Score: Raw -46600.141098 + Penalty 2904.115673 = -43696.025424 nChanged 10 SP:Iteration 3Q (69528.590000 sec): 3 clusters Score: Raw -46625.307394 + Penalty 2904.115673 = -43721.191720 nChanged 2 SP:Iteration 4Q (69528.590000 sec): 3 clusters Score: Raw -46632.200377 + Penalty 2904.115673 = -43728.084704 nChanged 1 SP:Iteration 5Q (69528.590000 sec): 3 clusters Score: Raw -46633.215637 + Penalty 2904.115673 = -43729.099963 nChanged 1 SP:Iteration 6Q (69528.590000 sec): 3 clusters Score: Raw -46635.984461 + Penalty 2904.115673 = -43731.868787 nChanged 1 SP:Iteration 7Q (69528.600000 sec): 3 clusters Score: Raw -46637.356563 + Penalty 2904.115673 = -43733.240890 nChanged 0 SP:Iteration 8F (69528.600000 sec): 3 clusters Score: Raw -46637.356563 + Penalty 2904.115673 = -43733.240890 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.610000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.610000 sec): 3 clusters Score: Raw -30329.100469 + Penalty 2652.165335 = -27676.935133 nChanged 13 SP:Iteration 1F (69528.610000 sec): 3 clusters Score: Raw -30392.140181 + Penalty 2652.165335 = -27739.974846 nChanged 5 SP:Iteration 2Q (69528.610000 sec): 3 clusters Score: Raw -30426.141677 + Penalty 2652.165335 = -27773.976341 nChanged 2 SP:Iteration 3Q (69528.610000 sec): 3 clusters Score: Raw -30444.405946 + Penalty 2652.165335 = -27792.240611 nChanged 3 SP:Iteration 4Q (69528.610000 sec): 3 clusters Score: Raw -30461.694076 + Penalty 2652.165335 = -27809.528741 nChanged 0 SP:Iteration 5F (69528.620000 sec): 3 clusters Score: Raw -30461.694076 + Penalty 2652.165335 = -27809.528741 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.630000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.630000 sec): 3 clusters Score: Raw -40438.466799 + Penalty 2758.098089 = -37680.368710 nChanged 20 SP:Iteration 1F (69528.630000 sec): 3 clusters Score: Raw -40502.282742 + Penalty 2758.098089 = -37744.184653 nChanged 3 SP:Iteration 2Q (69528.630000 sec): 3 clusters Score: Raw -40514.677792 + Penalty 2758.098089 = -37756.579703 nChanged 0 SP:Iteration 3F (69528.630000 sec): 3 clusters Score: Raw -40514.677792 + Penalty 2758.098089 = -37756.579703 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.650000 sec): 2 clusters Score: Raw -111024.098263 + Penalty 1620.739835 = -109403.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.650000 sec): 3 clusters Score: Raw -110947.691782 + Penalty 3241.479670 = -107706.212112 nChanged 141 SP:Iteration 1F (69528.650000 sec): 3 clusters Score: Raw -111193.029798 + Penalty 3241.479670 = -107951.550127 nChanged 35 SP:Iteration 2F (69528.660000 sec): 3 clusters Score: Raw -111274.132263 + Penalty 3241.479670 = -108032.652592 nChanged 20 SP:Iteration 3Q (69528.660000 sec): 3 clusters Score: Raw -111313.206904 + Penalty 3241.479670 = -108071.727233 nChanged 13 SP:Iteration 4Q (69528.670000 sec): 3 clusters Score: Raw -111338.713026 + Penalty 3241.479670 = -108097.233355 nChanged 7 SP:Iteration 5Q (69528.670000 sec): 3 clusters Score: Raw -111353.268928 + Penalty 3241.479670 = -108111.789258 nChanged 4 SP:Iteration 6Q (69528.670000 sec): 3 clusters Score: Raw -111357.855513 + Penalty 3241.479670 = -108116.375842 nChanged 2 SP:Iteration 7Q (69528.680000 sec): 3 clusters Score: Raw -111360.469782 + Penalty 3241.479670 = -108118.990111 nChanged 1 SP:Iteration 8Q (69528.680000 sec): 3 clusters Score: Raw -111361.132032 + Penalty 3241.479670 = -108119.652362 nChanged 0 SP:Iteration 9F (69528.690000 sec): 3 clusters Score: Raw -111361.132032 + Penalty 3241.479670 = -108119.652362 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.690000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.700000 sec): 3 clusters Score: Raw -36808.873339 + Penalty 2748.466718 = -34060.406620 nChanged 41 SP:Iteration 1F (69528.700000 sec): 3 clusters Score: Raw -37083.482228 + Penalty 2748.466718 = -34335.015510 nChanged 6 SP:Iteration 2Q (69528.700000 sec): 3 clusters Score: Raw -37118.026546 + Penalty 2748.466718 = -34369.559828 nChanged 3 SP:Iteration 3Q (69528.700000 sec): 3 clusters Score: Raw -37136.604329 + Penalty 2748.466718 = -34388.137611 nChanged 0 SP:Iteration 4F (69528.700000 sec): 3 clusters Score: Raw -37136.604329 + Penalty 2748.466718 = -34388.137611 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.710000 sec): 2 clusters Score: Raw -24469.838871 + Penalty 1266.274478 = -23203.564393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.710000 sec): 3 clusters Score: Raw -24894.735144 + Penalty 2532.548955 = -22362.186189 nChanged 21 SP:Iteration 1F (69528.710000 sec): 3 clusters Score: Raw -25046.620039 + Penalty 2532.548955 = -22514.071084 nChanged 15 SP:Iteration 2F (69528.710000 sec): 3 clusters Score: Raw -25132.807237 + Penalty 2532.548955 = -22600.258282 nChanged 5 SP:Iteration 3Q (69528.720000 sec): 3 clusters Score: Raw -25175.785245 + Penalty 2532.548955 = -22643.236290 nChanged 7 SP:Iteration 4Q (69528.720000 sec): 3 clusters Score: Raw -25261.392441 + Penalty 2532.548955 = -22728.843486 nChanged 3 SP:Iteration 5Q (69528.720000 sec): 3 clusters Score: Raw -25292.317624 + Penalty 2532.548955 = -22759.768669 nChanged 1 SP:Iteration 6Q (69528.720000 sec): 3 clusters Score: Raw -25301.036197 + Penalty 2532.548955 = -22768.487242 nChanged 1 SP:Iteration 7Q (69528.720000 sec): 3 clusters Score: Raw -25312.868469 + Penalty 2532.548955 = -22780.319514 nChanged 1 SP:Iteration 8Q (69528.720000 sec): 3 clusters Score: Raw -25344.265548 + Penalty 2532.548955 = -22811.716593 nChanged 2 SP:Iteration 9Q (69528.720000 sec): 3 clusters Score: Raw -25358.789608 + Penalty 2532.548955 = -22826.240653 nChanged 0 SP:Iteration 10F (69528.720000 sec): 3 clusters Score: Raw -25358.789608 + Penalty 2532.548955 = -22826.240653 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.730000 sec): 2 clusters Score: Raw -63020.288343 + Penalty 1492.611117 = -61527.677226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.740000 sec): 3 clusters Score: Raw -63179.230938 + Penalty 2985.222234 = -60194.008704 nChanged 70 SP:Iteration 1F (69528.740000 sec): 3 clusters Score: Raw -63359.004944 + Penalty 2985.222234 = -60373.782709 nChanged 18 SP:Iteration 2Q (69528.740000 sec): 3 clusters Score: Raw -63418.299966 + Penalty 2985.222234 = -60433.077732 nChanged 6 SP:Iteration 3Q (69528.750000 sec): 3 clusters Score: Raw -63442.192118 + Penalty 2985.222234 = -60456.969884 nChanged 5 SP:Iteration 4Q (69528.750000 sec): 3 clusters Score: Raw -63455.775687 + Penalty 2985.222234 = -60470.553453 nChanged 3 SP:Iteration 5Q (69528.750000 sec): 3 clusters Score: Raw -63465.954789 + Penalty 2985.222234 = -60480.732555 nChanged 2 SP:Iteration 6Q (69528.750000 sec): 3 clusters Score: Raw -63474.584166 + Penalty 2985.222234 = -60489.361931 nChanged 3 SP:Iteration 7Q (69528.760000 sec): 3 clusters Score: Raw -63483.607259 + Penalty 2985.222234 = -60498.385024 nChanged 2 SP:Iteration 8Q (69528.760000 sec): 3 clusters Score: Raw -63491.743437 + Penalty 2985.222234 = -60506.521202 nChanged 3 SP:Iteration 9Q (69528.760000 sec): 3 clusters Score: Raw -63505.403322 + Penalty 2985.222234 = -60520.181088 nChanged 3 SP:Iteration 10Q (69528.760000 sec): 3 clusters Score: Raw -63521.037430 + Penalty 2985.222234 = -60535.815195 nChanged 7 SP:Iteration 11Q (69528.770000 sec): 3 clusters Score: Raw -63552.260149 + Penalty 2985.222234 = -60567.037915 nChanged 7 SP:Iteration 12Q (69528.770000 sec): 3 clusters Score: Raw -63594.638579 + Penalty 2985.222234 = -60609.416345 nChanged 2 SP:Iteration 13Q (69528.770000 sec): 3 clusters Score: Raw -63597.413264 + Penalty 2985.222234 = -60612.191030 nChanged 1 SP:Iteration 14Q (69528.770000 sec): 3 clusters Score: Raw -63598.823293 + Penalty 2985.222234 = -60613.601059 nChanged 1 SP:Iteration 15Q (69528.770000 sec): 3 clusters Score: Raw -63600.494929 + Penalty 2985.222234 = -60615.272695 nChanged 1 SP:Iteration 16Q (69528.780000 sec): 3 clusters Score: Raw -63602.679577 + Penalty 2985.222234 = -60617.457342 nChanged 0 SP:Iteration 17F (69528.780000 sec): 3 clusters Score: Raw -63603.834697 + Penalty 2985.222234 = -60618.612462 nChanged 1 SP:Iteration 18Q (69528.780000 sec): 3 clusters Score: Raw -63614.541904 + Penalty 2985.222234 = -60629.319670 nChanged 1 SP:Iteration 19Q (69528.780000 sec): 3 clusters Score: Raw -63617.283553 + Penalty 2985.222234 = -60632.061319 nChanged 1 SP:Iteration 20F (69528.790000 sec): 3 clusters Score: Raw -63620.036214 + Penalty 2985.222234 = -60634.813980 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.800000 sec): 2 clusters Score: Raw -58459.738763 + Penalty 1467.885676 = -56991.853087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.800000 sec): 3 clusters Score: Raw -58567.747288 + Penalty 2935.771352 = -55631.975936 nChanged 55 SP:Iteration 1F (69528.810000 sec): 3 clusters Score: Raw -58730.620215 + Penalty 2935.771352 = -55794.848864 nChanged 17 SP:Iteration 2Q (69528.810000 sec): 3 clusters Score: Raw -58796.970254 + Penalty 2935.771352 = -55861.198902 nChanged 8 SP:Iteration 3Q (69528.810000 sec): 3 clusters Score: Raw -58820.537084 + Penalty 2935.771352 = -55884.765732 nChanged 5 SP:Iteration 4Q (69528.810000 sec): 3 clusters Score: Raw -58851.291675 + Penalty 2935.771352 = -55915.520324 nChanged 2 SP:Iteration 5Q (69528.820000 sec): 3 clusters Score: Raw -58877.037495 + Penalty 2935.771352 = -55941.266143 nChanged 2 SP:Iteration 6Q (69528.820000 sec): 3 clusters Score: Raw -58886.086816 + Penalty 2935.771352 = -55950.315465 nChanged 1 SP:Iteration 7Q (69528.820000 sec): 3 clusters Score: Raw -58887.449597 + Penalty 2935.771352 = -55951.678245 nChanged 0 SP:Iteration 8F (69528.820000 sec): 3 clusters Score: Raw -58887.449597 + Penalty 2935.771352 = -55951.678245 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.830000 sec): 2 clusters Score: Raw -20576.418592 + Penalty 1369.322308 = -19207.096285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.830000 sec): 3 clusters Score: Raw -20923.589070 + Penalty 2738.644615 = -18184.944455 nChanged 49 SP:Iteration 1F (69528.840000 sec): 3 clusters Score: Raw -21093.880112 + Penalty 2738.644615 = -18355.235497 nChanged 19 SP:Iteration 2F (69528.840000 sec): 3 clusters Score: Raw -21257.608266 + Penalty 2738.644615 = -18518.963651 nChanged 9 SP:Iteration 3Q (69528.840000 sec): 3 clusters Score: Raw -21300.236414 + Penalty 2738.644615 = -18561.591799 nChanged 7 SP:Iteration 4Q (69528.840000 sec): 3 clusters Score: Raw -21330.326952 + Penalty 2738.644615 = -18591.682337 nChanged 4 SP:Iteration 5Q (69528.840000 sec): 3 clusters Score: Raw -21347.345431 + Penalty 2738.644615 = -18608.700816 nChanged 3 SP:Iteration 6Q (69528.840000 sec): 3 clusters Score: Raw -21354.261474 + Penalty 2738.644615 = -18615.616859 nChanged 3 SP:Iteration 7Q (69528.840000 sec): 3 clusters Score: Raw -21363.899955 + Penalty 2738.644615 = -18625.255340 nChanged 2 SP:Iteration 8Q (69528.840000 sec): 3 clusters Score: Raw -21376.237752 + Penalty 2738.644615 = -18637.593137 nChanged 0 SP:Iteration 9F (69528.850000 sec): 3 clusters Score: Raw -21376.237752 + Penalty 2738.644615 = -18637.593137 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.860000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.860000 sec): 3 clusters Score: Raw -14068.110444 + Penalty 2461.570937 = -11606.539507 nChanged 6 SP:Iteration 1Q (69528.860000 sec): 3 clusters Score: Raw -14097.538198 + Penalty 2461.570937 = -11635.967261 nChanged 4 SP:Iteration 2Q (69528.860000 sec): 3 clusters Score: Raw -14119.987620 + Penalty 2461.570937 = -11658.416683 nChanged 0 SP:Iteration 3F (69528.860000 sec): 3 clusters Score: Raw -14119.987620 + Penalty 2461.570937 = -11658.416683 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.870000 sec): 2 clusters Score: Raw -72230.032828 + Penalty 1546.133860 = -70683.898968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.870000 sec): 3 clusters Score: Raw -72314.422079 + Penalty 3092.267720 = -69222.154359 nChanged 103 SP:Iteration 1F (69528.880000 sec): 3 clusters Score: Raw -72561.716262 + Penalty 3092.267720 = -69469.448542 nChanged 35 SP:Iteration 2F (69528.880000 sec): 3 clusters Score: Raw -72667.479650 + Penalty 3092.267720 = -69575.211930 nChanged 16 SP:Iteration 3Q (69528.880000 sec): 3 clusters Score: Raw -72723.969813 + Penalty 3092.267720 = -69631.702093 nChanged 16 SP:Iteration 4Q (69528.880000 sec): 3 clusters Score: Raw -72756.699330 + Penalty 3092.267720 = -69664.431610 nChanged 7 SP:Iteration 5Q (69528.890000 sec): 3 clusters Score: Raw -72770.652526 + Penalty 3092.267720 = -69678.384806 nChanged 2 SP:Iteration 6Q (69528.890000 sec): 3 clusters Score: Raw -72773.276081 + Penalty 3092.267720 = -69681.008361 nChanged 2 SP:Iteration 7Q (69528.890000 sec): 3 clusters Score: Raw -72776.597251 + Penalty 3092.267720 = -69684.329531 nChanged 0 SP:Iteration 8F (69528.900000 sec): 3 clusters Score: Raw -72776.597251 + Penalty 3092.267720 = -69684.329531 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.910000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.910000 sec): 3 clusters Score: Raw -37349.898843 + Penalty 2716.325922 = -34633.572921 nChanged 29 SP:Iteration 1F (69528.910000 sec): 3 clusters Score: Raw -37504.365729 + Penalty 2716.325922 = -34788.039807 nChanged 6 SP:Iteration 2Q (69528.910000 sec): 3 clusters Score: Raw -37537.299972 + Penalty 2716.325922 = -34820.974050 nChanged 4 SP:Iteration 3Q (69528.910000 sec): 3 clusters Score: Raw -37552.805841 + Penalty 2716.325922 = -34836.479919 nChanged 0 SP:Iteration 4F (69528.920000 sec): 3 clusters Score: Raw -37552.805841 + Penalty 2716.325922 = -34836.479919 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.920000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.920000 sec): 3 clusters Score: Raw -19254.041808 + Penalty 2553.157260 = -16700.884548 nChanged 26 SP:Iteration 1F (69528.930000 sec): 3 clusters Score: Raw -19439.728446 + Penalty 2553.157260 = -16886.571186 nChanged 8 SP:Iteration 2Q (69528.930000 sec): 3 clusters Score: Raw -19592.508948 + Penalty 2553.157260 = -17039.351688 nChanged 4 SP:Iteration 3Q (69528.930000 sec): 3 clusters Score: Raw -19650.539072 + Penalty 2553.157260 = -17097.381811 nChanged 1 SP:Iteration 4Q (69528.930000 sec): 3 clusters Score: Raw -19662.848509 + Penalty 2553.157260 = -17109.691249 nChanged 1 SP:Iteration 5Q (69528.930000 sec): 3 clusters Score: Raw -19668.686128 + Penalty 2553.157260 = -17115.528868 nChanged 1 SP:Iteration 6Q (69528.930000 sec): 3 clusters Score: Raw -19678.637798 + Penalty 2553.157260 = -17125.480538 nChanged 1 SP:Iteration 7Q (69528.930000 sec): 3 clusters Score: Raw -19686.195396 + Penalty 2553.157260 = -17133.038136 nChanged 1 SP:Iteration 8Q (69528.930000 sec): 3 clusters Score: Raw -19693.658636 + Penalty 2553.157260 = -17140.501376 nChanged 2 SP:Iteration 9Q (69528.930000 sec): 3 clusters Score: Raw -19738.991064 + Penalty 2553.157260 = -17185.833804 nChanged 1 SP:Iteration 10Q (69528.940000 sec): 3 clusters Score: Raw -19787.188175 + Penalty 2553.157260 = -17234.030914 nChanged 0 SP:Iteration 11F (69528.940000 sec): 3 clusters Score: Raw -19787.188175 + Penalty 2553.157260 = -17234.030914 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.940000 sec): 2 clusters Score: Raw -29758.329998 + Penalty 1388.408646 = -28369.921352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.950000 sec): 3 clusters Score: Raw -30089.010993 + Penalty 2776.817292 = -27312.193701 nChanged 46 SP:Iteration 1F (69528.950000 sec): 3 clusters Score: Raw -30220.150965 + Penalty 2776.817292 = -27443.333674 nChanged 11 SP:Iteration 2Q (69528.950000 sec): 3 clusters Score: Raw -30256.353872 + Penalty 2776.817292 = -27479.536581 nChanged 6 SP:Iteration 3Q (69528.950000 sec): 3 clusters Score: Raw -30301.195635 + Penalty 2776.817292 = -27524.378343 nChanged 8 SP:Iteration 4Q (69528.950000 sec): 3 clusters Score: Raw -30333.677000 + Penalty 2776.817292 = -27556.859708 nChanged 0 SP:Iteration 5F (69528.960000 sec): 3 clusters Score: Raw -30333.677000 + Penalty 2776.817292 = -27556.859708 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.960000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.970000 sec): 3 clusters Score: Raw -27806.353328 + Penalty 2622.980447 = -25183.372881 nChanged 16 SP:Iteration 1F (69528.970000 sec): 3 clusters Score: Raw -27924.502194 + Penalty 2622.980447 = -25301.521747 nChanged 12 SP:Iteration 2F (69528.970000 sec): 3 clusters Score: Raw -27987.413608 + Penalty 2622.980447 = -25364.433160 nChanged 6 SP:Iteration 3Q (69528.970000 sec): 3 clusters Score: Raw -28020.635450 + Penalty 2622.980447 = -25397.655003 nChanged 1 SP:Iteration 4Q (69528.970000 sec): 3 clusters Score: Raw -28023.703028 + Penalty 2622.980447 = -25400.722580 nChanged 0 SP:Iteration 5F (69528.970000 sec): 3 clusters Score: Raw -28023.703028 + Penalty 2622.980447 = -25400.722580 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69528.980000 sec): 2 clusters Score: Raw -137959.951880 + Penalty 1693.252050 = -136266.699830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69528.990000 sec): 3 clusters Score: Raw -137850.451071 + Penalty 3386.504100 = -134463.946971 nChanged 256 SP:Iteration 1F (69529.000000 sec): 3 clusters Score: Raw -138262.522488 + Penalty 3386.504100 = -134876.018388 nChanged 82 SP:Iteration 2F (69529.000000 sec): 3 clusters Score: Raw -138444.885655 + Penalty 3386.504100 = -135058.381555 nChanged 52 SP:Iteration 3F (69529.000000 sec): 3 clusters Score: Raw -138612.894198 + Penalty 3386.504100 = -135226.390098 nChanged 47 SP:Iteration 4F (69529.010000 sec): 3 clusters Score: Raw -138749.009011 + Penalty 3386.504100 = -135362.504911 nChanged 42 SP:Iteration 5Q (69529.020000 sec): 3 clusters Score: Raw -138868.562036 + Penalty 3386.504100 = -135482.057935 nChanged 29 SP:Iteration 6Q (69529.020000 sec): 3 clusters Score: Raw -138947.339745 + Penalty 3386.504100 = -135560.835644 nChanged 21 SP:Iteration 7Q (69529.020000 sec): 3 clusters Score: Raw -138993.126944 + Penalty 3386.504100 = -135606.622843 nChanged 24 SP:Iteration 8Q (69529.030000 sec): 3 clusters Score: Raw -139074.448308 + Penalty 3386.504100 = -135687.944208 nChanged 20 SP:Iteration 9Q (69529.030000 sec): 3 clusters Score: Raw -139143.626459 + Penalty 3386.504100 = -135757.122358 nChanged 13 SP:Iteration 10Q (69529.040000 sec): 3 clusters Score: Raw -139176.237049 + Penalty 3386.504100 = -135789.732949 nChanged 5 SP:Iteration 11Q (69529.040000 sec): 3 clusters Score: Raw -139186.373895 + Penalty 3386.504100 = -135799.869794 nChanged 3 SP:Iteration 12Q (69529.040000 sec): 3 clusters Score: Raw -139190.441634 + Penalty 3386.504100 = -135803.937534 nChanged 3 SP:Iteration 13Q (69529.050000 sec): 3 clusters Score: Raw -139196.464328 + Penalty 3386.504100 = -135809.960228 nChanged 5 SP:Iteration 14Q (69529.050000 sec): 3 clusters Score: Raw -139209.988136 + Penalty 3386.504100 = -135823.484036 nChanged 3 SP:Iteration 15Q (69529.060000 sec): 3 clusters Score: Raw -139212.327073 + Penalty 3386.504100 = -135825.822972 nChanged 0 SP:Iteration 16F (69529.060000 sec): 3 clusters Score: Raw -139212.327073 + Penalty 3386.504100 = -135825.822972 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.070000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.070000 sec): 3 clusters Score: Raw -28935.974516 + Penalty 2615.407781 = -26320.566735 nChanged 12 SP:Iteration 1F (69529.070000 sec): 3 clusters Score: Raw -29038.018990 + Penalty 2615.407781 = -26422.611209 nChanged 6 SP:Iteration 2Q (69529.070000 sec): 3 clusters Score: Raw -29104.817664 + Penalty 2615.407781 = -26489.409883 nChanged 4 SP:Iteration 3Q (69529.070000 sec): 3 clusters Score: Raw -29130.210623 + Penalty 2615.407781 = -26514.802842 nChanged 2 SP:Iteration 4Q (69529.080000 sec): 3 clusters Score: Raw -29148.494441 + Penalty 2615.407781 = -26533.086660 nChanged 0 SP:Iteration 5F (69529.080000 sec): 3 clusters Score: Raw -29148.494441 + Penalty 2615.407781 = -26533.086660 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.080000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.080000 sec): 3 clusters Score: Raw -20192.986411 + Penalty 2556.032631 = -17636.953780 nChanged 21 SP:Iteration 1F (69529.090000 sec): 3 clusters Score: Raw -20296.077146 + Penalty 2556.032631 = -17740.044516 nChanged 5 SP:Iteration 2Q (69529.090000 sec): 3 clusters Score: Raw -20331.437349 + Penalty 2556.032631 = -17775.404718 nChanged 1 SP:Iteration 3Q (69529.090000 sec): 3 clusters Score: Raw -20334.440924 + Penalty 2556.032631 = -17778.408293 nChanged 1 SP:Iteration 4Q (69529.090000 sec): 3 clusters Score: Raw -20336.668613 + Penalty 2556.032631 = -17780.635982 nChanged 1 SP:Iteration 5Q (69529.090000 sec): 3 clusters Score: Raw -20338.652689 + Penalty 2556.032631 = -17782.620058 nChanged 1 SP:Iteration 6Q (69529.090000 sec): 3 clusters Score: Raw -20341.574597 + Penalty 2556.032631 = -17785.541966 nChanged 1 SP:Iteration 7Q (69529.090000 sec): 3 clusters Score: Raw -20344.620460 + Penalty 2556.032631 = -17788.587829 nChanged 1 SP:Iteration 8Q (69529.090000 sec): 3 clusters Score: Raw -20349.040893 + Penalty 2556.032631 = -17793.008262 nChanged 1 SP:Iteration 9Q (69529.090000 sec): 3 clusters Score: Raw -20351.932983 + Penalty 2556.032631 = -17795.900352 nChanged 2 SP:Iteration 10Q (69529.100000 sec): 3 clusters Score: Raw -20364.237947 + Penalty 2556.032631 = -17808.205316 nChanged 3 SP:Iteration 11Q (69529.100000 sec): 3 clusters Score: Raw -20400.546684 + Penalty 2556.032631 = -17844.514053 nChanged 0 SP:Iteration 12F (69529.100000 sec): 3 clusters Score: Raw -20400.546684 + Penalty 2556.032631 = -17844.514053 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.110000 sec): 2 clusters Score: Raw -127923.974844 + Penalty 1642.768176 = -126281.206668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.110000 sec): 3 clusters Score: Raw -127865.082262 + Penalty 3285.536353 = -124579.545909 nChanged 164 SP:Iteration 1F (69529.120000 sec): 3 clusters Score: Raw -128094.216766 + Penalty 3285.536353 = -124808.680413 nChanged 39 SP:Iteration 2F (69529.120000 sec): 3 clusters Score: Raw -128169.299303 + Penalty 3285.536353 = -124883.762950 nChanged 28 SP:Iteration 3Q (69529.120000 sec): 3 clusters Score: Raw -128233.168700 + Penalty 3285.536353 = -124947.632347 nChanged 22 SP:Iteration 4Q (69529.130000 sec): 3 clusters Score: Raw -128286.805745 + Penalty 3285.536353 = -125001.269392 nChanged 15 SP:Iteration 5Q (69529.140000 sec): 3 clusters Score: Raw -128323.695808 + Penalty 3285.536353 = -125038.159455 nChanged 11 SP:Iteration 6Q (69529.140000 sec): 3 clusters Score: Raw -128334.743926 + Penalty 3285.536353 = -125049.207573 nChanged 9 SP:Iteration 7Q (69529.140000 sec): 3 clusters Score: Raw -128348.484173 + Penalty 3285.536353 = -125062.947820 nChanged 10 SP:Iteration 8Q (69529.150000 sec): 3 clusters Score: Raw -128369.244814 + Penalty 3285.536353 = -125083.708461 nChanged 8 SP:Iteration 9Q (69529.150000 sec): 3 clusters Score: Raw -128395.230255 + Penalty 3285.536353 = -125109.693902 nChanged 8 SP:Iteration 10Q (69529.160000 sec): 3 clusters Score: Raw -128423.107455 + Penalty 3285.536353 = -125137.571102 nChanged 9 SP:Iteration 11Q (69529.160000 sec): 3 clusters Score: Raw -128438.970523 + Penalty 3285.536353 = -125153.434170 nChanged 4 SP:Iteration 12Q (69529.160000 sec): 3 clusters Score: Raw -128445.278468 + Penalty 3285.536353 = -125159.742115 nChanged 1 SP:Iteration 13Q (69529.170000 sec): 3 clusters Score: Raw -128446.939915 + Penalty 3285.536353 = -125161.403562 nChanged 1 SP:Iteration 14Q (69529.170000 sec): 3 clusters Score: Raw -128448.772746 + Penalty 3285.536353 = -125163.236393 nChanged 0 SP:Iteration 15F (69529.180000 sec): 3 clusters Score: Raw -128449.440994 + Penalty 3285.536353 = -125163.904641 nChanged 1 SP:Iteration 16Q (69529.180000 sec): 3 clusters Score: Raw -128475.766871 + Penalty 3285.536353 = -125190.230518 nChanged 9 SP:Iteration 17Q (69529.180000 sec): 3 clusters Score: Raw -128513.136628 + Penalty 3285.536353 = -125227.600275 nChanged 11 SP:Iteration 18Q (69529.190000 sec): 3 clusters Score: Raw -128547.333806 + Penalty 3285.536353 = -125261.797453 nChanged 14 SP:Iteration 19Q (69529.190000 sec): 3 clusters Score: Raw -128583.747604 + Penalty 3285.536353 = -125298.211251 nChanged 17 SP:Iteration 20F (69529.200000 sec): 3 clusters Score: Raw -128623.469604 + Penalty 3285.536353 = -125337.933251 nChanged 10 SP:Iteration 21Q (69529.200000 sec): 3 clusters Score: Raw -128641.979243 + Penalty 3285.536353 = -125356.442890 nChanged 10 SP:Iteration 22Q (69529.200000 sec): 3 clusters Score: Raw -128667.796349 + Penalty 3285.536353 = -125382.259996 nChanged 7 SP:Iteration 23Q (69529.210000 sec): 3 clusters Score: Raw -128684.114273 + Penalty 3285.536353 = -125398.577920 nChanged 5 SP:Iteration 24Q (69529.210000 sec): 3 clusters Score: Raw -128692.870872 + Penalty 3285.536353 = -125407.334519 nChanged 3 SP:Iteration 25Q (69529.220000 sec): 3 clusters Score: Raw -128695.507183 + Penalty 3285.536353 = -125409.970830 nChanged 0 SP:Iteration 26F (69529.220000 sec): 3 clusters Score: Raw -128695.507183 + Penalty 3285.536353 = -125409.970830 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.230000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.230000 sec): 3 clusters Score: Raw -41145.288300 + Penalty 2808.828398 = -38336.459902 nChanged 35 SP:Iteration 1F (69529.230000 sec): 3 clusters Score: Raw -41266.410203 + Penalty 2808.828398 = -38457.581805 nChanged 15 SP:Iteration 2F (69529.240000 sec): 3 clusters Score: Raw -41336.481403 + Penalty 2808.828398 = -38527.653005 nChanged 4 SP:Iteration 3Q (69529.240000 sec): 3 clusters Score: Raw -41348.632629 + Penalty 2808.828398 = -38539.804231 nChanged 0 SP:Iteration 4F (69529.240000 sec): 3 clusters Score: Raw -41348.632629 + Penalty 2808.828398 = -38539.804231 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.250000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.250000 sec): 3 clusters Score: Raw -79352.885265 + Penalty 3132.417569 = -76220.467697 nChanged 107 SP:Iteration 1F (69529.260000 sec): 3 clusters Score: Raw -79607.517810 + Penalty 3132.417569 = -76475.100242 nChanged 38 SP:Iteration 2F (69529.260000 sec): 3 clusters Score: Raw -79718.475358 + Penalty 3132.417569 = -76586.057789 nChanged 19 SP:Iteration 3Q (69529.260000 sec): 3 clusters Score: Raw -79766.842323 + Penalty 3132.417569 = -76634.424754 nChanged 16 SP:Iteration 4Q (69529.270000 sec): 3 clusters Score: Raw -79798.496442 + Penalty 3132.417569 = -76666.078873 nChanged 11 SP:Iteration 5Q (69529.270000 sec): 3 clusters Score: Raw -79823.261427 + Penalty 3132.417569 = -76690.843858 nChanged 7 SP:Iteration 6Q (69529.270000 sec): 3 clusters Score: Raw -79846.635255 + Penalty 3132.417569 = -76714.217687 nChanged 4 SP:Iteration 7Q (69529.280000 sec): 3 clusters Score: Raw -79853.524835 + Penalty 3132.417569 = -76721.107266 nChanged 6 SP:Iteration 8Q (69529.280000 sec): 3 clusters Score: Raw -79866.279834 + Penalty 3132.417569 = -76733.862265 nChanged 5 SP:Iteration 9Q (69529.280000 sec): 3 clusters Score: Raw -79885.398286 + Penalty 3132.417569 = -76752.980718 nChanged 5 SP:Iteration 10Q (69529.280000 sec): 3 clusters Score: Raw -79898.706646 + Penalty 3132.417569 = -76766.289077 nChanged 3 SP:Iteration 11Q (69529.290000 sec): 3 clusters Score: Raw -79907.512588 + Penalty 3132.417569 = -76775.095020 nChanged 5 SP:Iteration 12Q (69529.290000 sec): 3 clusters Score: Raw -79919.304305 + Penalty 3132.417569 = -76786.886736 nChanged 5 SP:Iteration 13Q (69529.290000 sec): 3 clusters Score: Raw -79932.436183 + Penalty 3132.417569 = -76800.018614 nChanged 6 SP:Iteration 14Q (69529.300000 sec): 3 clusters Score: Raw -79951.019143 + Penalty 3132.417569 = -76818.601574 nChanged 6 SP:Iteration 15Q (69529.300000 sec): 3 clusters Score: Raw -79968.740389 + Penalty 3132.417569 = -76836.322820 nChanged 4 SP:Iteration 16Q (69529.300000 sec): 3 clusters Score: Raw -79980.513466 + Penalty 3132.417569 = -76848.095898 nChanged 5 SP:Iteration 17Q (69529.300000 sec): 3 clusters Score: Raw -79992.349635 + Penalty 3132.417569 = -76859.932066 nChanged 8 SP:Iteration 18Q (69529.310000 sec): 3 clusters Score: Raw -80016.445668 + Penalty 3132.417569 = -76884.028099 nChanged 5 SP:Iteration 19Q (69529.310000 sec): 3 clusters Score: Raw -80028.661122 + Penalty 3132.417569 = -76896.243553 nChanged 5 SP:Iteration 20F (69529.310000 sec): 3 clusters Score: Raw -80044.050499 + Penalty 3132.417569 = -76911.632931 nChanged 2 SP:Iteration 21Q (69529.320000 sec): 3 clusters Score: Raw -80052.681128 + Penalty 3132.417569 = -76920.263559 nChanged 3 SP:Iteration 22Q (69529.320000 sec): 3 clusters Score: Raw -80061.783116 + Penalty 3132.417569 = -76929.365547 nChanged 4 SP:Iteration 23Q (69529.320000 sec): 3 clusters Score: Raw -80068.497151 + Penalty 3132.417569 = -76936.079582 nChanged 1 SP:Iteration 24Q (69529.320000 sec): 3 clusters Score: Raw -80071.208377 + Penalty 3132.417569 = -76938.790809 nChanged 3 SP:Iteration 25Q (69529.330000 sec): 3 clusters Score: Raw -80080.878401 + Penalty 3132.417569 = -76948.460833 nChanged 5 SP:Iteration 26Q (69529.330000 sec): 3 clusters Score: Raw -80098.348188 + Penalty 3132.417569 = -76965.930619 nChanged 6 SP:Iteration 27Q (69529.330000 sec): 3 clusters Score: Raw -80131.035700 + Penalty 3132.417569 = -76998.618131 nChanged 2 SP:Iteration 28Q (69529.340000 sec): 3 clusters Score: Raw -80136.649483 + Penalty 3132.417569 = -77004.231914 nChanged 1 SP:Iteration 29Q (69529.340000 sec): 3 clusters Score: Raw -80137.835925 + Penalty 3132.417569 = -77005.418356 nChanged 0 SP:Iteration 30F (69529.340000 sec): 3 clusters Score: Raw -80137.835925 + Penalty 3132.417569 = -77005.418356 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.350000 sec): 2 clusters Score: Raw -12210.871802 + Penalty 1170.187720 = -11040.684081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.350000 sec): 3 clusters Score: Raw -12538.374114 + Penalty 2340.375440 = -10197.998674 nChanged 3 SP:Iteration 1Q (69529.350000 sec): 3 clusters Score: Raw -12556.160393 + Penalty 2340.375440 = -10215.784953 nChanged 0 SP:Iteration 2F (69529.350000 sec): 3 clusters Score: Raw -12556.160393 + Penalty 2340.375440 = -10215.784953 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.360000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.360000 sec): 3 clusters Score: Raw -25772.558890 + Penalty 2637.787517 = -23134.771373 nChanged 13 SP:Iteration 1F (69529.360000 sec): 3 clusters Score: Raw -25827.965443 + Penalty 2637.787517 = -23190.177926 nChanged 3 SP:Iteration 2Q (69529.370000 sec): 3 clusters Score: Raw -25839.136553 + Penalty 2637.787517 = -23201.349036 nChanged 1 SP:Iteration 3Q (69529.370000 sec): 3 clusters Score: Raw -25844.825066 + Penalty 2637.787517 = -23207.037549 nChanged 1 SP:Iteration 4Q (69529.370000 sec): 3 clusters Score: Raw -25849.042198 + Penalty 2637.787517 = -23211.254681 nChanged 0 SP:Iteration 5F (69529.370000 sec): 3 clusters Score: Raw -25849.042198 + Penalty 2637.787517 = -23211.254681 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.380000 sec): 2 clusters Score: Raw -45195.072879 + Penalty 1477.689324 = -43717.383555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.380000 sec): 3 clusters Score: Raw -45404.148327 + Penalty 2955.378648 = -42448.769679 nChanged 88 SP:Iteration 1F (69529.390000 sec): 3 clusters Score: Raw -45612.483412 + Penalty 2955.378648 = -42657.104764 nChanged 15 SP:Iteration 2Q (69529.390000 sec): 3 clusters Score: Raw -45659.642830 + Penalty 2955.378648 = -42704.264182 nChanged 8 SP:Iteration 3Q (69529.390000 sec): 3 clusters Score: Raw -45693.591999 + Penalty 2955.378648 = -42738.213351 nChanged 13 SP:Iteration 4Q (69529.390000 sec): 3 clusters Score: Raw -45737.570046 + Penalty 2955.378648 = -42782.191398 nChanged 8 SP:Iteration 5Q (69529.400000 sec): 3 clusters Score: Raw -45773.412820 + Penalty 2955.378648 = -42818.034172 nChanged 7 SP:Iteration 6Q (69529.400000 sec): 3 clusters Score: Raw -45795.303866 + Penalty 2955.378648 = -42839.925218 nChanged 2 SP:Iteration 7Q (69529.400000 sec): 3 clusters Score: Raw -45800.981912 + Penalty 2955.378648 = -42845.603264 nChanged 0 SP:Iteration 8F (69529.400000 sec): 3 clusters Score: Raw -45800.981912 + Penalty 2955.378648 = -42845.603264 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.410000 sec): 2 clusters Score: Raw -48738.275964 + Penalty 1465.204569 = -47273.071395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.420000 sec): 3 clusters Score: Raw -48818.339747 + Penalty 2930.409137 = -45887.930610 nChanged 40 SP:Iteration 1F (69529.420000 sec): 3 clusters Score: Raw -48921.962921 + Penalty 2930.409137 = -45991.553783 nChanged 15 SP:Iteration 2Q (69529.420000 sec): 3 clusters Score: Raw -48980.384734 + Penalty 2930.409137 = -46049.975596 nChanged 11 SP:Iteration 3Q (69529.420000 sec): 3 clusters Score: Raw -49069.538523 + Penalty 2930.409137 = -46139.129385 nChanged 9 SP:Iteration 4Q (69529.420000 sec): 3 clusters Score: Raw -49120.533260 + Penalty 2930.409137 = -46190.124122 nChanged 8 SP:Iteration 5Q (69529.420000 sec): 3 clusters Score: Raw -49150.878803 + Penalty 2930.409137 = -46220.469665 nChanged 8 SP:Iteration 6Q (69529.430000 sec): 3 clusters Score: Raw -49185.692981 + Penalty 2930.409137 = -46255.283844 nChanged 4 SP:Iteration 7Q (69529.430000 sec): 3 clusters Score: Raw -49195.870021 + Penalty 2930.409137 = -46265.460884 nChanged 3 SP:Iteration 8Q (69529.430000 sec): 3 clusters Score: Raw -49206.321501 + Penalty 2930.409137 = -46275.912363 nChanged 3 SP:Iteration 9Q (69529.430000 sec): 3 clusters Score: Raw -49218.157261 + Penalty 2930.409137 = -46287.748124 nChanged 1 SP:Iteration 10Q (69529.440000 sec): 3 clusters Score: Raw -49222.177844 + Penalty 2930.409137 = -46291.768707 nChanged 1 SP:Iteration 11Q (69529.440000 sec): 3 clusters Score: Raw -49223.907461 + Penalty 2930.409137 = -46293.498323 nChanged 0 SP:Iteration 12F (69529.440000 sec): 3 clusters Score: Raw -49223.907461 + Penalty 2930.409137 = -46293.498323 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.450000 sec): 2 clusters Score: Raw -36235.628649 + Penalty 1400.070831 = -34835.557819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.450000 sec): 3 clusters Score: Raw -36460.537051 + Penalty 2800.141661 = -33660.395390 nChanged 41 SP:Iteration 1F (69529.450000 sec): 3 clusters Score: Raw -36652.058346 + Penalty 2800.141661 = -33851.916685 nChanged 20 SP:Iteration 2F (69529.460000 sec): 3 clusters Score: Raw -36798.716032 + Penalty 2800.141661 = -33998.574371 nChanged 9 SP:Iteration 3Q (69529.460000 sec): 3 clusters Score: Raw -36861.041141 + Penalty 2800.141661 = -34060.899480 nChanged 5 SP:Iteration 4Q (69529.460000 sec): 3 clusters Score: Raw -36890.613800 + Penalty 2800.141661 = -34090.472139 nChanged 1 SP:Iteration 5Q (69529.460000 sec): 3 clusters Score: Raw -36895.400323 + Penalty 2800.141661 = -34095.258661 nChanged 1 SP:Iteration 6Q (69529.460000 sec): 3 clusters Score: Raw -36901.663535 + Penalty 2800.141661 = -34101.521874 nChanged 1 SP:Iteration 7Q (69529.460000 sec): 3 clusters Score: Raw -36909.850369 + Penalty 2800.141661 = -34109.708708 nChanged 1 SP:Iteration 8Q (69529.460000 sec): 3 clusters Score: Raw -36912.376967 + Penalty 2800.141661 = -34112.235306 nChanged 1 SP:Iteration 9Q (69529.460000 sec): 3 clusters Score: Raw -36928.478345 + Penalty 2800.141661 = -34128.336684 nChanged 1 SP:Iteration 10Q (69529.470000 sec): 3 clusters Score: Raw -36956.350907 + Penalty 2800.141661 = -34156.209246 nChanged 3 SP:Iteration 11Q (69529.470000 sec): 3 clusters Score: Raw -36976.496284 + Penalty 2800.141661 = -34176.354623 nChanged 2 SP:Iteration 12Q (69529.470000 sec): 3 clusters Score: Raw -36995.045752 + Penalty 2800.141661 = -34194.904091 nChanged 2 SP:Iteration 13Q (69529.470000 sec): 3 clusters Score: Raw -37010.978956 + Penalty 2800.141661 = -34210.837295 nChanged 0 SP:Iteration 14F (69529.470000 sec): 3 clusters Score: Raw -37010.978956 + Penalty 2800.141661 = -34210.837295 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.480000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.490000 sec): 3 clusters Score: Raw -72040.593345 + Penalty 3071.411795 = -68969.181550 nChanged 67 SP:Iteration 1F (69529.490000 sec): 3 clusters Score: Raw -72180.159286 + Penalty 3071.411795 = -69108.747492 nChanged 17 SP:Iteration 2Q (69529.490000 sec): 3 clusters Score: Raw -72220.013334 + Penalty 3071.411795 = -69148.601539 nChanged 8 SP:Iteration 3Q (69529.500000 sec): 3 clusters Score: Raw -72244.930318 + Penalty 3071.411795 = -69173.518523 nChanged 6 SP:Iteration 4Q (69529.500000 sec): 3 clusters Score: Raw -72262.559592 + Penalty 3071.411795 = -69191.147798 nChanged 4 SP:Iteration 5Q (69529.500000 sec): 3 clusters Score: Raw -72272.245255 + Penalty 3071.411795 = -69200.833460 nChanged 4 SP:Iteration 6Q (69529.500000 sec): 3 clusters Score: Raw -72282.811275 + Penalty 3071.411795 = -69211.399480 nChanged 3 SP:Iteration 7Q (69529.500000 sec): 3 clusters Score: Raw -72293.010249 + Penalty 3071.411795 = -69221.598454 nChanged 2 SP:Iteration 8Q (69529.510000 sec): 3 clusters Score: Raw -72297.512115 + Penalty 3071.411795 = -69226.100321 nChanged 1 SP:Iteration 9Q (69529.510000 sec): 3 clusters Score: Raw -72298.692608 + Penalty 3071.411795 = -69227.280813 nChanged 0 SP:Iteration 10F (69529.520000 sec): 3 clusters Score: Raw -72298.692608 + Penalty 3071.411795 = -69227.280813 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.520000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.520000 sec): 3 clusters Score: Raw -17784.730216 + Penalty 2529.533748 = -15255.196468 nChanged 25 SP:Iteration 1F (69529.530000 sec): 3 clusters Score: Raw -17997.842722 + Penalty 2529.533748 = -15468.308974 nChanged 8 SP:Iteration 2Q (69529.530000 sec): 3 clusters Score: Raw -18052.994082 + Penalty 2529.533748 = -15523.460334 nChanged 0 SP:Iteration 3F (69529.530000 sec): 3 clusters Score: Raw -18052.994082 + Penalty 2529.533748 = -15523.460334 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.540000 sec): 2 clusters Score: Raw -19579.869843 + Penalty 1253.948960 = -18325.920883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.540000 sec): 3 clusters Score: Raw -19804.713528 + Penalty 2507.897919 = -17296.815608 nChanged 5 SP:Iteration 1Q (69529.540000 sec): 3 clusters Score: Raw -19831.539131 + Penalty 2507.897919 = -17323.641211 nChanged 2 SP:Iteration 2Q (69529.540000 sec): 3 clusters Score: Raw -19839.099878 + Penalty 2507.897919 = -17331.201958 nChanged 0 SP:Iteration 3F (69529.540000 sec): 3 clusters Score: Raw -19839.099878 + Penalty 2507.897919 = -17331.201958 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.550000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.550000 sec): 3 clusters Score: Raw -28921.455700 + Penalty 2647.418888 = -26274.036813 nChanged 14 SP:Iteration 1F (69529.550000 sec): 3 clusters Score: Raw -28989.952739 + Penalty 2647.418888 = -26342.533851 nChanged 1 SP:Iteration 2Q (69529.550000 sec): 3 clusters Score: Raw -28995.527428 + Penalty 2647.418888 = -26348.108540 nChanged 1 SP:Iteration 3Q (69529.550000 sec): 3 clusters Score: Raw -28999.172630 + Penalty 2647.418888 = -26351.753743 nChanged 0 SP:Iteration 4F (69529.560000 sec): 3 clusters Score: Raw -28999.172630 + Penalty 2647.418888 = -26351.753743 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.570000 sec): 2 clusters Score: Raw -79460.580280 + Penalty 1528.502071 = -77932.078209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.570000 sec): 3 clusters Score: Raw -79459.758296 + Penalty 3057.004143 = -76402.754153 nChanged 73 SP:Iteration 1F (69529.570000 sec): 3 clusters Score: Raw -79601.803450 + Penalty 3057.004143 = -76544.799307 nChanged 23 SP:Iteration 2Q (69529.580000 sec): 3 clusters Score: Raw -79662.639760 + Penalty 3057.004143 = -76605.635617 nChanged 12 SP:Iteration 3Q (69529.580000 sec): 3 clusters Score: Raw -79694.674538 + Penalty 3057.004143 = -76637.670395 nChanged 6 SP:Iteration 4Q (69529.580000 sec): 3 clusters Score: Raw -79709.667879 + Penalty 3057.004143 = -76652.663736 nChanged 4 SP:Iteration 5Q (69529.580000 sec): 3 clusters Score: Raw -79727.651083 + Penalty 3057.004143 = -76670.646940 nChanged 1 SP:Iteration 6Q (69529.580000 sec): 3 clusters Score: Raw -79729.610686 + Penalty 3057.004143 = -76672.606543 nChanged 2 SP:Iteration 7Q (69529.590000 sec): 3 clusters Score: Raw -79734.133156 + Penalty 3057.004143 = -76677.129013 nChanged 1 SP:Iteration 8Q (69529.590000 sec): 3 clusters Score: Raw -79735.342928 + Penalty 3057.004143 = -76678.338785 nChanged 1 SP:Iteration 9Q (69529.590000 sec): 3 clusters Score: Raw -79740.740693 + Penalty 3057.004143 = -76683.736551 nChanged 0 SP:Iteration 10F (69529.590000 sec): 3 clusters Score: Raw -79740.740693 + Penalty 3057.004143 = -76683.736551 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.600000 sec): 2 clusters Score: Raw -35722.643455 + Penalty 1400.070831 = -34322.572625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.600000 sec): 3 clusters Score: Raw -35938.424351 + Penalty 2800.141661 = -33138.282690 nChanged 36 SP:Iteration 1F (69529.610000 sec): 3 clusters Score: Raw -36134.486991 + Penalty 2800.141661 = -33334.345329 nChanged 16 SP:Iteration 2F (69529.610000 sec): 3 clusters Score: Raw -36237.952789 + Penalty 2800.141661 = -33437.811128 nChanged 5 SP:Iteration 3Q (69529.610000 sec): 3 clusters Score: Raw -36259.789564 + Penalty 2800.141661 = -33459.647903 nChanged 5 SP:Iteration 4Q (69529.610000 sec): 3 clusters Score: Raw -36308.487131 + Penalty 2800.141661 = -33508.345470 nChanged 1 SP:Iteration 5Q (69529.610000 sec): 3 clusters Score: Raw -36313.547905 + Penalty 2800.141661 = -33513.406244 nChanged 1 SP:Iteration 6Q (69529.620000 sec): 3 clusters Score: Raw -36315.304336 + Penalty 2800.141661 = -33515.162675 nChanged 0 SP:Iteration 7F (69529.620000 sec): 3 clusters Score: Raw -36315.304336 + Penalty 2800.141661 = -33515.162675 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.630000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.630000 sec): 3 clusters Score: Raw -26473.500406 + Penalty 2635.350166 = -23838.150240 nChanged 35 SP:Iteration 1F (69529.630000 sec): 3 clusters Score: Raw -26653.080424 + Penalty 2635.350166 = -24017.730258 nChanged 12 SP:Iteration 2F (69529.630000 sec): 3 clusters Score: Raw -26726.512667 + Penalty 2635.350166 = -24091.162501 nChanged 8 SP:Iteration 3Q (69529.630000 sec): 3 clusters Score: Raw -26787.411740 + Penalty 2635.350166 = -24152.061574 nChanged 5 SP:Iteration 4Q (69529.630000 sec): 3 clusters Score: Raw -26829.898605 + Penalty 2635.350166 = -24194.548439 nChanged 3 SP:Iteration 5Q (69529.640000 sec): 3 clusters Score: Raw -26845.298469 + Penalty 2635.350166 = -24209.948304 nChanged 1 SP:Iteration 6Q (69529.640000 sec): 3 clusters Score: Raw -26850.418462 + Penalty 2635.350166 = -24215.068296 nChanged 0 SP:Iteration 7F (69529.640000 sec): 3 clusters Score: Raw -26850.418462 + Penalty 2635.350166 = -24215.068296 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.650000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.650000 sec): 3 clusters Score: Raw -11734.904053 + Penalty 2237.386315 = -9497.517737 nChanged 1 SP:Iteration 1Q (69529.650000 sec): 3 clusters Score: Raw -11781.891254 + Penalty 2237.386315 = -9544.504939 nChanged 0 SP:Iteration 2F (69529.650000 sec): 3 clusters Score: Raw -11781.891254 + Penalty 2237.386315 = -9544.504939 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.660000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.660000 sec): 3 clusters Score: Raw -50266.781959 + Penalty 2894.066126 = -47372.715833 nChanged 57 SP:Iteration 1F (69529.660000 sec): 3 clusters Score: Raw -50464.624399 + Penalty 2894.066126 = -47570.558274 nChanged 16 SP:Iteration 2Q (69529.670000 sec): 3 clusters Score: Raw -50568.505007 + Penalty 2894.066126 = -47674.438881 nChanged 12 SP:Iteration 3Q (69529.670000 sec): 3 clusters Score: Raw -50611.550977 + Penalty 2894.066126 = -47717.484851 nChanged 10 SP:Iteration 4Q (69529.670000 sec): 3 clusters Score: Raw -50653.572626 + Penalty 2894.066126 = -47759.506500 nChanged 5 SP:Iteration 5Q (69529.670000 sec): 3 clusters Score: Raw -50669.921498 + Penalty 2894.066126 = -47775.855372 nChanged 1 SP:Iteration 6Q (69529.670000 sec): 3 clusters Score: Raw -50671.862950 + Penalty 2894.066126 = -47777.796824 nChanged 0 SP:Iteration 7F (69529.680000 sec): 3 clusters Score: Raw -50671.862950 + Penalty 2894.066126 = -47777.796824 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.680000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.690000 sec): 3 clusters Score: Raw -45467.178914 + Penalty 2865.715552 = -42601.463362 nChanged 52 SP:Iteration 1F (69529.690000 sec): 3 clusters Score: Raw -45651.270000 + Penalty 2865.715552 = -42785.554448 nChanged 14 SP:Iteration 2Q (69529.690000 sec): 3 clusters Score: Raw -45734.016587 + Penalty 2865.715552 = -42868.301035 nChanged 9 SP:Iteration 3Q (69529.690000 sec): 3 clusters Score: Raw -45765.479763 + Penalty 2865.715552 = -42899.764211 nChanged 3 SP:Iteration 4Q (69529.700000 sec): 3 clusters Score: Raw -45782.222978 + Penalty 2865.715552 = -42916.507425 nChanged 0 SP:Iteration 5F (69529.700000 sec): 3 clusters Score: Raw -45782.222978 + Penalty 2865.715552 = -42916.507425 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 77 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (69529.710000 sec): 2 clusters Score: Raw -75191.805111 + Penalty 1532.130140 = -73659.674971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (69529.710000 sec): 3 clusters Score: Raw -75176.084210 + Penalty 3064.260281 = -72111.823929 nChanged 91 SP:Iteration 1F (69529.710000 sec): 3 clusters Score: Raw -75357.566969 + Penalty 3064.260281 = -72293.306688 nChanged 23 SP:Iteration 2Q (69529.720000 sec): 3 clusters Score: Raw -75412.722309 + Penalty 3064.260281 = -72348.462028 nChanged 12 SP:Iteration 3Q (69529.720000 sec): 3 clusters Score: Raw -75445.357629 + Penalty 3064.260281 = -72381.097348 nChanged 2 SP:Iteration 4Q (69529.720000 sec): 3 clusters Score: Raw -75453.564930 + Penalty 3064.260281 = -72389.304649 nChanged 2 SP:Iteration 5Q (69529.720000 sec): 3 clusters Score: Raw -75459.707028 + Penalty 3064.260281 = -72395.446748 nChanged 1 SP:Iteration 6Q (69529.730000 sec): 3 clusters Score: Raw -75461.626383 + Penalty 3064.260281 = -72397.366103 nChanged 1 SP:Iteration 7Q (69529.730000 sec): 3 clusters Score: Raw -75465.641458 + Penalty 3064.260281 = -72401.381178 nChanged 1 SP:Iteration 8Q (69529.730000 sec): 3 clusters Score: Raw -75466.181913 + Penalty 3064.260281 = -72401.921632 nChanged 0 SP:Iteration 9F (69529.740000 sec): 3 clusters Score: Raw -75466.181913 + Penalty 3064.260281 = -72401.921632 nChanged 0 Iteration 459Q (69589.150000 sec): 79 clusters Score: Raw -379184302.174698 + Penalty 282370.123593 = -378901932.051105 nChanged 48 Iteration 460F (69917.120000 sec): 79 clusters Score: Raw -379185639.761602 + Penalty 282370.123593 = -378903269.638010 nChanged 328 Iteration 461Q (69977.980000 sec): 79 clusters Score: Raw -379186322.434360 + Penalty 282370.123593 = -378903952.310768 nChanged 239 Iteration 462Q (70037.710000 sec): 79 clusters Score: Raw -379186609.932266 + Penalty 282370.123593 = -378904239.808673 nChanged 150 Iteration 463Q (70097.480000 sec): 79 clusters Score: Raw -379186702.599525 + Penalty 282370.123593 = -378904332.475932 nChanged 101 Iteration 464Q (70159.890000 sec): 79 clusters Score: Raw -379186741.639722 + Penalty 282370.123593 = -378904371.516129 nChanged 74 Iteration 465Q (70221.410000 sec): 79 clusters Score: Raw -379186749.392802 + Penalty 282370.123593 = -378904379.269209 nChanged 48 Iteration 466Q (70280.360000 sec): 79 clusters Score: Raw -379186753.929907 + Penalty 282370.123593 = -378904383.806314 nChanged 37 Iteration 467Q (70340.570000 sec): 79 clusters Score: Raw -379186756.150449 + Penalty 282370.123593 = -378904386.026856 nChanged 27 Iteration 468Q (70398.610000 sec): 79 clusters Score: Raw -379186756.611875 + Penalty 282370.123593 = -378904386.488282 nChanged 20 Iteration 469Q (70456.790000 sec): 79 clusters Score: Raw -379186757.179064 + Penalty 282370.123593 = -378904387.055471 nChanged 21 Iteration 470Q (70516.410000 sec): 79 clusters Score: Raw -379186757.570322 + Penalty 282370.123593 = -378904387.446730 nChanged 19 Iteration 471Q (70578.110000 sec): 79 clusters Score: Raw -379186757.793618 + Penalty 282370.123593 = -378904387.670026 nChanged 12 Iteration 472Q (70638.700000 sec): 79 clusters Score: Raw -379186757.891813 + Penalty 282370.123593 = -378904387.768221 nChanged 7 Iteration 473Q (70696.310000 sec): 79 clusters Score: Raw -379186757.973138 + Penalty 282370.123593 = -378904387.849546 nChanged 6 Iteration 474Q (70757.770000 sec): 79 clusters Score: Raw -379186758.056177 + Penalty 282370.123593 = -378904387.932584 nChanged 2 Iteration 475Q (70807.350000 sec): 79 clusters Score: Raw -379186758.075790 + Penalty 282370.123593 = -378904387.952197 nChanged 0 Iteration 476F (71134.000000 sec): 79 clusters Score: Raw -379186827.344615 + Penalty 282370.123593 = -378904457.221022 nChanged 19 Iteration 477Q (71191.660000 sec): 79 clusters Score: Raw -379186920.393279 + Penalty 282370.123593 = -378904550.269686 nChanged 32 Iteration 478Q (71249.130000 sec): 79 clusters Score: Raw -379186945.424905 + Penalty 282370.123593 = -378904575.301312 nChanged 26 Iteration 479Q (71304.630000 sec): 79 clusters Score: Raw -379186956.012508 + Penalty 282370.123593 = -378904585.888915 nChanged 30 Iteration 480F (71628.880000 sec): 79 clusters Score: Raw -379186974.825334 + Penalty 282370.123593 = -378904604.701742 nChanged 36 Iteration 481Q (71688.540000 sec): 79 clusters Score: Raw -379187012.737792 + Penalty 282370.123593 = -378904642.614199 nChanged 32 Iteration 482Q (71747.530000 sec): 79 clusters Score: Raw -379187041.380682 + Penalty 282370.123593 = -378904671.257089 nChanged 18 Iteration 483Q (71804.300000 sec): 79 clusters Score: Raw -379187049.439785 + Penalty 282370.123593 = -378904679.316192 nChanged 17 Iteration 484Q (71865.030000 sec): 79 clusters Score: Raw -379187057.782383 + Penalty 282370.123593 = -378904687.658790 nChanged 10 Iteration 485Q (71921.380000 sec): 79 clusters Score: Raw -379187062.915506 + Penalty 282370.123593 = -378904692.791913 nChanged 10 Iteration 486Q (71975.590000 sec): 79 clusters Score: Raw -379187066.956175 + Penalty 282370.123593 = -378904696.832582 nChanged 3 Iteration 487Q (72029.870000 sec): 79 clusters Score: Raw -379187067.438151 + Penalty 282370.123593 = -378904697.314558 nChanged 1 Iteration 488Q (72084.530000 sec): 79 clusters Score: Raw -379187067.482428 + Penalty 282370.123593 = -378904697.358835 nChanged 0 Iteration 489F (72401.260000 sec): 79 clusters Score: Raw -379187068.056988 + Penalty 282370.123593 = -378904697.933395 nChanged 1 Iteration 490Q (72447.390000 sec): 79 clusters Score: Raw -379187070.113137 + Penalty 282370.123593 = -378904699.989544 nChanged 4 Iteration 491Q (72494.880000 sec): 79 clusters Score: Raw -379187072.177595 + Penalty 282370.123593 = -378904702.054002 nChanged 3 Iteration 492Q (72541.780000 sec): 79 clusters Score: Raw -379187073.552777 + Penalty 282370.123593 = -378904703.429185 nChanged 2 Iteration 493Q (72588.250000 sec): 79 clusters Score: Raw -379187074.067987 + Penalty 282370.123593 = -378904703.944395 nChanged 0 Iteration 494F (72901.510000 sec): 79 clusters Score: Raw -379187074.067987 + Penalty 282370.123593 = -378904703.944395 nChanged 0 Compute initial score before splitting: Score: Raw -379187074.067987 + Penalty 282370.123593 = -378904703.944395 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 1 (72627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72901.910000 sec): 2 clusters Score: Raw -12281343.035058 + Penalty 2775.886824 = -12278567.148234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72902.300000 sec): 3 clusters Score: Raw -12235245.226220 + Penalty 5551.773648 = -12229693.452572 nChanged 34245 SP:Iteration 1F (72902.690000 sec): 3 clusters Score: Raw -12254596.396017 + Penalty 5551.773648 = -12249044.622369 nChanged 2664 SP:Iteration 2Q (72903.090000 sec): 3 clusters Score: Raw -12255226.552381 + Penalty 5551.773648 = -12249674.778733 nChanged 2393 SP:Iteration 3Q (72903.490000 sec): 3 clusters Score: Raw -12255798.045126 + Penalty 5551.773648 = -12250246.271478 nChanged 2319 SP:Iteration 4Q (72903.890000 sec): 3 clusters Score: Raw -12256373.889441 + Penalty 5551.773648 = -12250822.115792 nChanged 2333 SP:Iteration 5Q (72904.290000 sec): 3 clusters Score: Raw -12257030.976386 + Penalty 5551.773648 = -12251479.202738 nChanged 2518 SP:Iteration 6Q (72904.690000 sec): 3 clusters Score: Raw -12257923.661908 + Penalty 5551.773648 = -12252371.888260 nChanged 2998 SP:Iteration 7Q (72905.090000 sec): 3 clusters Score: Raw -12259214.055579 + Penalty 5551.773648 = -12253662.281930 nChanged 3636 SP:Iteration 8F (72905.470000 sec): 3 clusters Score: Raw -12261153.909497 + Penalty 5551.773648 = -12255602.135849 nChanged 4448 SP:Iteration 9F (72905.850000 sec): 3 clusters Score: Raw -12264123.421751 + Penalty 5551.773648 = -12258571.648103 nChanged 5175 SP:Iteration 10F (72906.240000 sec): 3 clusters Score: Raw -12268248.707990 + Penalty 5551.773648 = -12262696.934342 nChanged 5131 SP:Iteration 11F (72906.620000 sec): 3 clusters Score: Raw -12272803.099087 + Penalty 5551.773648 = -12267251.325438 nChanged 4115 SP:Iteration 12F (72907.010000 sec): 3 clusters Score: Raw -12276625.660572 + Penalty 5551.773648 = -12271073.886924 nChanged 2616 SP:Iteration 13Q (72907.360000 sec): 3 clusters Score: Raw -12279065.965768 + Penalty 5551.773648 = -12273514.192120 nChanged 1393 SP:Iteration 14Q (72907.690000 sec): 3 clusters Score: Raw -12280342.781345 + Penalty 5551.773648 = -12274791.007697 nChanged 673 SP:Iteration 15Q (72907.990000 sec): 3 clusters Score: Raw -12280924.806546 + Penalty 5551.773648 = -12275373.032897 nChanged 365 SP:Iteration 16Q (72908.270000 sec): 3 clusters Score: Raw -12281233.988372 + Penalty 5551.773648 = -12275682.214724 nChanged 228 SP:Iteration 17Q (72908.550000 sec): 3 clusters Score: Raw -12281431.376462 + Penalty 5551.773648 = -12275879.602814 nChanged 143 SP:Iteration 18Q (72908.830000 sec): 3 clusters Score: Raw -12281555.009628 + Penalty 5551.773648 = -12276003.235979 nChanged 80 SP:Iteration 19Q (72909.100000 sec): 3 clusters Score: Raw -12281617.928914 + Penalty 5551.773648 = -12276066.155266 nChanged 55 SP:Iteration 20F (72909.480000 sec): 3 clusters Score: Raw -12281654.713834 + Penalty 5551.773648 = -12276102.940186 nChanged 36 SP:Iteration 21Q (72909.740000 sec): 3 clusters Score: Raw -12281677.462371 + Penalty 5551.773648 = -12276125.688723 nChanged 28 SP:Iteration 22Q (72910.020000 sec): 3 clusters Score: Raw -12281699.136742 + Penalty 5551.773648 = -12276147.363094 nChanged 23 SP:Iteration 23Q (72910.290000 sec): 3 clusters Score: Raw -12281717.214404 + Penalty 5551.773648 = -12276165.440756 nChanged 19 SP:Iteration 24Q (72910.560000 sec): 3 clusters Score: Raw -12281732.981798 + Penalty 5551.773648 = -12276181.208150 nChanged 13 SP:Iteration 25Q (72910.830000 sec): 3 clusters Score: Raw -12281742.510494 + Penalty 5551.773648 = -12276190.736846 nChanged 9 SP:Iteration 26Q (72911.100000 sec): 3 clusters Score: Raw -12281748.739565 + Penalty 5551.773648 = -12276196.965917 nChanged 7 SP:Iteration 27Q (72911.370000 sec): 3 clusters Score: Raw -12281753.151234 + Penalty 5551.773648 = -12276201.377586 nChanged 4 SP:Iteration 28Q (72911.640000 sec): 3 clusters Score: Raw -12281755.641931 + Penalty 5551.773648 = -12276203.868283 nChanged 7 SP:Iteration 29Q (72911.920000 sec): 3 clusters Score: Raw -12281761.014923 + Penalty 5551.773648 = -12276209.241275 nChanged 8 SP:Iteration 30Q (72912.200000 sec): 3 clusters Score: Raw -12281766.983133 + Penalty 5551.773648 = -12276215.209485 nChanged 6 SP:Iteration 31Q (72912.460000 sec): 3 clusters Score: Raw -12281772.134504 + Penalty 5551.773648 = -12276220.360856 nChanged 7 SP:Iteration 32Q (72912.730000 sec): 3 clusters Score: Raw -12281777.376257 + Penalty 5551.773648 = -12276225.602609 nChanged 2 SP:Iteration 33Q (72913.010000 sec): 3 clusters Score: Raw -12281779.957443 + Penalty 5551.773648 = -12276228.183794 nChanged 2 SP:Iteration 34Q (72913.290000 sec): 3 clusters Score: Raw -12281781.451459 + Penalty 5551.773648 = -12276229.677811 nChanged 1 SP:Iteration 35Q (72913.570000 sec): 3 clusters Score: Raw -12281782.445241 + Penalty 5551.773648 = -12276230.671593 nChanged 1 SP:Iteration 36Q (72913.840000 sec): 3 clusters Score: Raw -12281782.961805 + Penalty 5551.773648 = -12276231.188157 nChanged 1 SP:Iteration 37Q (72914.120000 sec): 3 clusters Score: Raw -12281783.621223 + Penalty 5551.773648 = -12276231.847575 nChanged 0 SP:Iteration 38F (72914.510000 sec): 3 clusters Score: Raw -12281783.621223 + Penalty 5551.773648 = -12276231.847575 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 2 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72914.550000 sec): 2 clusters Score: Raw -55132.446775 + Penalty 1456.285212 = -53676.161564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72914.550000 sec): 3 clusters Score: Raw -55301.383312 + Penalty 2912.570424 = -52388.812889 nChanged 52 SP:Iteration 1F (72914.550000 sec): 3 clusters Score: Raw -55437.386663 + Penalty 2912.570424 = -52524.816239 nChanged 15 SP:Iteration 2Q (72914.560000 sec): 3 clusters Score: Raw -55480.404205 + Penalty 2912.570424 = -52567.833781 nChanged 6 SP:Iteration 3Q (72914.560000 sec): 3 clusters Score: Raw -55505.903007 + Penalty 2912.570424 = -52593.332584 nChanged 4 SP:Iteration 4Q (72914.560000 sec): 3 clusters Score: Raw -55520.933429 + Penalty 2912.570424 = -52608.363005 nChanged 0 SP:Iteration 5F (72914.560000 sec): 3 clusters Score: Raw -55520.933429 + Penalty 2912.570424 = -52608.363005 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 3 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72914.570000 sec): 2 clusters Score: Raw -204028.062418 + Penalty 1755.010146 = -202273.052272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72914.580000 sec): 3 clusters Score: Raw -203693.117679 + Penalty 3510.020292 = -200183.097387 nChanged 320 SP:Iteration 1F (72914.580000 sec): 3 clusters Score: Raw -204054.305980 + Penalty 3510.020292 = -200544.285688 nChanged 89 SP:Iteration 2F (72914.590000 sec): 3 clusters Score: Raw -204166.765807 + Penalty 3510.020292 = -200656.745515 nChanged 45 SP:Iteration 3Q (72914.600000 sec): 3 clusters Score: Raw -204238.086246 + Penalty 3510.020292 = -200728.065954 nChanged 42 SP:Iteration 4Q (72914.600000 sec): 3 clusters Score: Raw -204291.196154 + Penalty 3510.020292 = -200781.175862 nChanged 35 SP:Iteration 5Q (72914.610000 sec): 3 clusters Score: Raw -204339.230353 + Penalty 3510.020292 = -200829.210061 nChanged 27 SP:Iteration 6Q (72914.620000 sec): 3 clusters Score: Raw -204399.730576 + Penalty 3510.020292 = -200889.710283 nChanged 32 SP:Iteration 7Q (72914.620000 sec): 3 clusters Score: Raw -204470.019145 + Penalty 3510.020292 = -200959.998852 nChanged 31 SP:Iteration 8Q (72914.630000 sec): 3 clusters Score: Raw -204530.068241 + Penalty 3510.020292 = -201020.047949 nChanged 23 SP:Iteration 9Q (72914.640000 sec): 3 clusters Score: Raw -204575.315331 + Penalty 3510.020292 = -201065.295039 nChanged 17 SP:Iteration 10Q (72914.640000 sec): 3 clusters Score: Raw -204602.352782 + Penalty 3510.020292 = -201092.332489 nChanged 14 SP:Iteration 11Q (72914.650000 sec): 3 clusters Score: Raw -204625.567404 + Penalty 3510.020292 = -201115.547112 nChanged 17 SP:Iteration 12Q (72914.650000 sec): 3 clusters Score: Raw -204648.837323 + Penalty 3510.020292 = -201138.817031 nChanged 15 SP:Iteration 13Q (72914.660000 sec): 3 clusters Score: Raw -204665.524594 + Penalty 3510.020292 = -201155.504301 nChanged 13 SP:Iteration 14Q (72914.660000 sec): 3 clusters Score: Raw -204683.391464 + Penalty 3510.020292 = -201173.371172 nChanged 10 SP:Iteration 15Q (72914.670000 sec): 3 clusters Score: Raw -204703.497286 + Penalty 3510.020292 = -201193.476994 nChanged 13 SP:Iteration 16Q (72914.680000 sec): 3 clusters Score: Raw -204718.625684 + Penalty 3510.020292 = -201208.605392 nChanged 11 SP:Iteration 17Q (72914.680000 sec): 3 clusters Score: Raw -204737.805212 + Penalty 3510.020292 = -201227.784919 nChanged 15 SP:Iteration 18Q (72914.690000 sec): 3 clusters Score: Raw -204766.761152 + Penalty 3510.020292 = -201256.740859 nChanged 11 SP:Iteration 19Q (72914.700000 sec): 3 clusters Score: Raw -204784.634215 + Penalty 3510.020292 = -201274.613922 nChanged 11 SP:Iteration 20F (72914.700000 sec): 3 clusters Score: Raw -204805.126350 + Penalty 3510.020292 = -201295.106057 nChanged 15 SP:Iteration 21Q (72914.710000 sec): 3 clusters Score: Raw -204840.709905 + Penalty 3510.020292 = -201330.689612 nChanged 17 SP:Iteration 22Q (72914.710000 sec): 3 clusters Score: Raw -204873.789146 + Penalty 3510.020292 = -201363.768854 nChanged 13 SP:Iteration 23Q (72914.720000 sec): 3 clusters Score: Raw -204916.202220 + Penalty 3510.020292 = -201406.181927 nChanged 17 SP:Iteration 24Q (72914.720000 sec): 3 clusters Score: Raw -204944.282385 + Penalty 3510.020292 = -201434.262093 nChanged 14 SP:Iteration 25Q (72914.730000 sec): 3 clusters Score: Raw -204967.060048 + Penalty 3510.020292 = -201457.039756 nChanged 5 SP:Iteration 26Q (72914.740000 sec): 3 clusters Score: Raw -204976.009090 + Penalty 3510.020292 = -201465.988797 nChanged 3 SP:Iteration 27Q (72914.740000 sec): 3 clusters Score: Raw -204978.832994 + Penalty 3510.020292 = -201468.812701 nChanged 2 SP:Iteration 28Q (72914.740000 sec): 3 clusters Score: Raw -204981.965113 + Penalty 3510.020292 = -201471.944820 nChanged 1 SP:Iteration 29Q (72914.750000 sec): 3 clusters Score: Raw -204982.367553 + Penalty 3510.020292 = -201472.347260 nChanged 0 SP:Iteration 30F (72914.760000 sec): 3 clusters Score: Raw -204982.367553 + Penalty 3510.020292 = -201472.347260 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 4 (23364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72914.870000 sec): 2 clusters Score: Raw -3841414.484680 + Penalty 2494.620010 = -3838919.864670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72915.000000 sec): 3 clusters Score: Raw -3827518.164878 + Penalty 4989.240021 = -3822528.924857 nChanged 10539 SP:Iteration 1F (72915.130000 sec): 3 clusters Score: Raw -3833270.556657 + Penalty 4989.240021 = -3828281.316636 nChanged 1201 SP:Iteration 2F (72915.260000 sec): 3 clusters Score: Raw -3833660.202617 + Penalty 4989.240021 = -3828670.962596 nChanged 953 SP:Iteration 3Q (72915.380000 sec): 3 clusters Score: Raw -3833948.429264 + Penalty 4989.240021 = -3828959.189243 nChanged 816 SP:Iteration 4Q (72915.520000 sec): 3 clusters Score: Raw -3834196.196091 + Penalty 4989.240021 = -3829206.956070 nChanged 801 SP:Iteration 5Q (72915.640000 sec): 3 clusters Score: Raw -3834468.140780 + Penalty 4989.240021 = -3829478.900759 nChanged 836 SP:Iteration 6Q (72915.770000 sec): 3 clusters Score: Raw -3834792.274970 + Penalty 4989.240021 = -3829803.034949 nChanged 906 SP:Iteration 7Q (72915.900000 sec): 3 clusters Score: Raw -3835174.507208 + Penalty 4989.240021 = -3830185.267187 nChanged 968 SP:Iteration 8Q (72916.030000 sec): 3 clusters Score: Raw -3835684.749049 + Penalty 4989.240021 = -3830695.509028 nChanged 1135 SP:Iteration 9Q (72916.160000 sec): 3 clusters Score: Raw -3836402.213038 + Penalty 4989.240021 = -3831412.973017 nChanged 1220 SP:Iteration 10F (72916.290000 sec): 3 clusters Score: Raw -3837265.548280 + Penalty 4989.240021 = -3832276.308260 nChanged 1231 SP:Iteration 11F (72916.410000 sec): 3 clusters Score: Raw -3838230.715577 + Penalty 4989.240021 = -3833241.475556 nChanged 1143 SP:Iteration 12Q (72916.540000 sec): 3 clusters Score: Raw -3839188.415448 + Penalty 4989.240021 = -3834199.175427 nChanged 922 SP:Iteration 13Q (72916.660000 sec): 3 clusters Score: Raw -3839977.364643 + Penalty 4989.240021 = -3834988.124623 nChanged 692 SP:Iteration 14Q (72916.780000 sec): 3 clusters Score: Raw -3840576.314768 + Penalty 4989.240021 = -3835587.074747 nChanged 501 SP:Iteration 15Q (72916.890000 sec): 3 clusters Score: Raw -3841006.469230 + Penalty 4989.240021 = -3836017.229209 nChanged 328 SP:Iteration 16Q (72917.000000 sec): 3 clusters Score: Raw -3841255.203518 + Penalty 4989.240021 = -3836265.963497 nChanged 200 SP:Iteration 17Q (72917.110000 sec): 3 clusters Score: Raw -3841409.238161 + Penalty 4989.240021 = -3836419.998140 nChanged 164 SP:Iteration 18Q (72917.210000 sec): 3 clusters Score: Raw -3841531.231202 + Penalty 4989.240021 = -3836541.991181 nChanged 119 SP:Iteration 19Q (72917.310000 sec): 3 clusters Score: Raw -3841611.591167 + Penalty 4989.240021 = -3836622.351146 nChanged 95 SP:Iteration 20F (72917.430000 sec): 3 clusters Score: Raw -3841674.077687 + Penalty 4989.240021 = -3836684.837666 nChanged 76 SP:Iteration 21Q (72917.530000 sec): 3 clusters Score: Raw -3841721.379813 + Penalty 4989.240021 = -3836732.139792 nChanged 54 SP:Iteration 22Q (72917.620000 sec): 3 clusters Score: Raw -3841753.953066 + Penalty 4989.240021 = -3836764.713045 nChanged 41 SP:Iteration 23Q (72917.720000 sec): 3 clusters Score: Raw -3841774.082683 + Penalty 4989.240021 = -3836784.842662 nChanged 28 SP:Iteration 24Q (72917.820000 sec): 3 clusters Score: Raw -3841789.027734 + Penalty 4989.240021 = -3836799.787713 nChanged 26 SP:Iteration 25Q (72917.920000 sec): 3 clusters Score: Raw -3841799.704404 + Penalty 4989.240021 = -3836810.464383 nChanged 18 SP:Iteration 26Q (72918.010000 sec): 3 clusters Score: Raw -3841809.463093 + Penalty 4989.240021 = -3836820.223072 nChanged 12 SP:Iteration 27Q (72918.100000 sec): 3 clusters Score: Raw -3841815.875158 + Penalty 4989.240021 = -3836826.635137 nChanged 10 SP:Iteration 28Q (72918.200000 sec): 3 clusters Score: Raw -3841819.475363 + Penalty 4989.240021 = -3836830.235342 nChanged 7 SP:Iteration 29Q (72918.290000 sec): 3 clusters Score: Raw -3841822.904102 + Penalty 4989.240021 = -3836833.664081 nChanged 5 SP:Iteration 30Q (72918.390000 sec): 3 clusters Score: Raw -3841825.574368 + Penalty 4989.240021 = -3836836.334347 nChanged 7 SP:Iteration 31Q (72918.480000 sec): 3 clusters Score: Raw -3841829.230903 + Penalty 4989.240021 = -3836839.990882 nChanged 5 SP:Iteration 32Q (72918.570000 sec): 3 clusters Score: Raw -3841832.143554 + Penalty 4989.240021 = -3836842.903533 nChanged 4 SP:Iteration 33Q (72918.670000 sec): 3 clusters Score: Raw -3841834.398268 + Penalty 4989.240021 = -3836845.158247 nChanged 5 SP:Iteration 34Q (72918.760000 sec): 3 clusters Score: Raw -3841838.577368 + Penalty 4989.240021 = -3836849.337347 nChanged 7 SP:Iteration 35Q (72918.860000 sec): 3 clusters Score: Raw -3841843.124073 + Penalty 4989.240021 = -3836853.884052 nChanged 7 SP:Iteration 36Q (72918.950000 sec): 3 clusters Score: Raw -3841846.882549 + Penalty 4989.240021 = -3836857.642528 nChanged 8 SP:Iteration 37Q (72919.040000 sec): 3 clusters Score: Raw -3841852.053865 + Penalty 4989.240021 = -3836862.813844 nChanged 6 SP:Iteration 38Q (72919.140000 sec): 3 clusters Score: Raw -3841855.557540 + Penalty 4989.240021 = -3836866.317519 nChanged 7 SP:Iteration 39Q (72919.230000 sec): 3 clusters Score: Raw -3841862.801388 + Penalty 4989.240021 = -3836873.561367 nChanged 13 SP:Iteration 40F (72919.360000 sec): 3 clusters Score: Raw -3841871.690931 + Penalty 4989.240021 = -3836882.450910 nChanged 8 SP:Iteration 41Q (72919.450000 sec): 3 clusters Score: Raw -3841876.068702 + Penalty 4989.240021 = -3836886.828681 nChanged 6 SP:Iteration 42Q (72919.540000 sec): 3 clusters Score: Raw -3841879.254642 + Penalty 4989.240021 = -3836890.014621 nChanged 8 SP:Iteration 43Q (72919.640000 sec): 3 clusters Score: Raw -3841883.811348 + Penalty 4989.240021 = -3836894.571327 nChanged 5 SP:Iteration 44Q (72919.720000 sec): 3 clusters Score: Raw -3841887.002063 + Penalty 4989.240021 = -3836897.762042 nChanged 2 SP:Iteration 45Q (72919.800000 sec): 3 clusters Score: Raw -3841888.957430 + Penalty 4989.240021 = -3836899.717409 nChanged 5 SP:Iteration 46Q (72919.890000 sec): 3 clusters Score: Raw -3841892.326264 + Penalty 4989.240021 = -3836903.086243 nChanged 5 SP:Iteration 47Q (72919.980000 sec): 3 clusters Score: Raw -3841895.958247 + Penalty 4989.240021 = -3836906.718226 nChanged 5 SP:Iteration 48Q (72920.060000 sec): 3 clusters Score: Raw -3841899.160467 + Penalty 4989.240021 = -3836909.920446 nChanged 3 SP:Iteration 49Q (72920.140000 sec): 3 clusters Score: Raw -3841900.975514 + Penalty 4989.240021 = -3836911.735493 nChanged 2 SP:Iteration 50Q (72920.230000 sec): 3 clusters Score: Raw -3841902.593241 + Penalty 4989.240021 = -3836913.353220 nChanged 1 SP:Iteration 51Q (72920.310000 sec): 3 clusters Score: Raw -3841903.340388 + Penalty 4989.240021 = -3836914.100367 nChanged 1 SP:Iteration 52Q (72920.400000 sec): 3 clusters Score: Raw -3841903.607773 + Penalty 4989.240021 = -3836914.367753 nChanged 1 SP:Iteration 53Q (72920.480000 sec): 3 clusters Score: Raw -3841904.177379 + Penalty 4989.240021 = -3836914.937358 nChanged 1 SP:Iteration 54Q (72920.570000 sec): 3 clusters Score: Raw -3841904.340292 + Penalty 4989.240021 = -3836915.100271 nChanged 0 SP:Iteration 55F (72920.680000 sec): 3 clusters Score: Raw -3841904.340292 + Penalty 4989.240021 = -3836915.100271 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 5 (2265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72920.710000 sec): 2 clusters Score: Raw -363730.474948 + Penalty 1915.881849 = -361814.593099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72920.720000 sec): 3 clusters Score: Raw -362891.866528 + Penalty 3831.763699 = -359060.102829 nChanged 745 SP:Iteration 1F (72920.730000 sec): 3 clusters Score: Raw -363492.822947 + Penalty 3831.763699 = -359661.059248 nChanged 197 SP:Iteration 2F (72920.740000 sec): 3 clusters Score: Raw -363734.401693 + Penalty 3831.763699 = -359902.637994 nChanged 147 SP:Iteration 3F (72920.750000 sec): 3 clusters Score: Raw -363951.997961 + Penalty 3831.763699 = -360120.234262 nChanged 135 SP:Iteration 4F (72920.760000 sec): 3 clusters Score: Raw -364159.901440 + Penalty 3831.763699 = -360328.137741 nChanged 115 SP:Iteration 5F (72920.780000 sec): 3 clusters Score: Raw -364407.461589 + Penalty 3831.763699 = -360575.697890 nChanged 142 SP:Iteration 6F (72920.790000 sec): 3 clusters Score: Raw -364724.698848 + Penalty 3831.763699 = -360892.935149 nChanged 136 SP:Iteration 7F (72920.800000 sec): 3 clusters Score: Raw -365008.527906 + Penalty 3831.763699 = -361176.764208 nChanged 101 SP:Iteration 8Q (72920.810000 sec): 3 clusters Score: Raw -365207.160097 + Penalty 3831.763699 = -361375.396398 nChanged 76 SP:Iteration 9Q (72920.820000 sec): 3 clusters Score: Raw -365356.967051 + Penalty 3831.763699 = -361525.203353 nChanged 54 SP:Iteration 10Q (72920.830000 sec): 3 clusters Score: Raw -365434.777781 + Penalty 3831.763699 = -361603.014083 nChanged 31 SP:Iteration 11Q (72920.840000 sec): 3 clusters Score: Raw -365471.718056 + Penalty 3831.763699 = -361639.954357 nChanged 17 SP:Iteration 12Q (72920.850000 sec): 3 clusters Score: Raw -365486.143812 + Penalty 3831.763699 = -361654.380114 nChanged 11 SP:Iteration 13Q (72920.860000 sec): 3 clusters Score: Raw -365493.323005 + Penalty 3831.763699 = -361661.559306 nChanged 7 SP:Iteration 14Q (72920.860000 sec): 3 clusters Score: Raw -365497.533316 + Penalty 3831.763699 = -361665.769617 nChanged 3 SP:Iteration 15Q (72920.880000 sec): 3 clusters Score: Raw -365499.038361 + Penalty 3831.763699 = -361667.274662 nChanged 1 SP:Iteration 16Q (72920.880000 sec): 3 clusters Score: Raw -365499.627191 + Penalty 3831.763699 = -361667.863493 nChanged 2 SP:Iteration 17Q (72920.890000 sec): 3 clusters Score: Raw -365500.585129 + Penalty 3831.763699 = -361668.821430 nChanged 0 SP:Iteration 18F (72920.900000 sec): 3 clusters Score: Raw -365500.585129 + Penalty 3831.763699 = -361668.821430 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 6 (3330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72920.920000 sec): 2 clusters Score: Raw -537687.436983 + Penalty 2011.460441 = -535675.976543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72920.940000 sec): 3 clusters Score: Raw -536292.159187 + Penalty 4022.920881 = -532269.238306 nChanged 1193 SP:Iteration 1F (72920.960000 sec): 3 clusters Score: Raw -537158.640740 + Penalty 4022.920881 = -533135.719859 nChanged 286 SP:Iteration 2F (72920.970000 sec): 3 clusters Score: Raw -537420.795844 + Penalty 4022.920881 = -533397.874963 nChanged 207 SP:Iteration 3F (72920.990000 sec): 3 clusters Score: Raw -537614.680176 + Penalty 4022.920881 = -533591.759295 nChanged 177 SP:Iteration 4F (72921.010000 sec): 3 clusters Score: Raw -537778.899111 + Penalty 4022.920881 = -533755.978230 nChanged 164 SP:Iteration 5Q (72921.020000 sec): 3 clusters Score: Raw -537952.034968 + Penalty 4022.920881 = -533929.114087 nChanged 170 SP:Iteration 6F (72921.040000 sec): 3 clusters Score: Raw -538118.410392 + Penalty 4022.920881 = -534095.489510 nChanged 146 SP:Iteration 7Q (72921.060000 sec): 3 clusters Score: Raw -538246.024491 + Penalty 4022.920881 = -534223.103609 nChanged 104 SP:Iteration 8Q (72921.070000 sec): 3 clusters Score: Raw -538331.490400 + Penalty 4022.920881 = -534308.569519 nChanged 92 SP:Iteration 9Q (72921.090000 sec): 3 clusters Score: Raw -538403.246303 + Penalty 4022.920881 = -534380.325422 nChanged 68 SP:Iteration 10Q (72921.100000 sec): 3 clusters Score: Raw -538458.995219 + Penalty 4022.920881 = -534436.074338 nChanged 59 SP:Iteration 11Q (72921.120000 sec): 3 clusters Score: Raw -538497.757556 + Penalty 4022.920881 = -534474.836675 nChanged 48 SP:Iteration 12Q (72921.140000 sec): 3 clusters Score: Raw -538536.832066 + Penalty 4022.920881 = -534513.911185 nChanged 41 SP:Iteration 13Q (72921.150000 sec): 3 clusters Score: Raw -538575.521616 + Penalty 4022.920881 = -534552.600735 nChanged 29 SP:Iteration 14Q (72921.160000 sec): 3 clusters Score: Raw -538597.837680 + Penalty 4022.920881 = -534574.916799 nChanged 24 SP:Iteration 15Q (72921.180000 sec): 3 clusters Score: Raw -538618.114589 + Penalty 4022.920881 = -534595.193708 nChanged 15 SP:Iteration 16Q (72921.200000 sec): 3 clusters Score: Raw -538630.173693 + Penalty 4022.920881 = -534607.252812 nChanged 11 SP:Iteration 17Q (72921.210000 sec): 3 clusters Score: Raw -538640.835009 + Penalty 4022.920881 = -534617.914128 nChanged 12 SP:Iteration 18Q (72921.230000 sec): 3 clusters Score: Raw -538655.002060 + Penalty 4022.920881 = -534632.081179 nChanged 15 SP:Iteration 19Q (72921.240000 sec): 3 clusters Score: Raw -538669.246273 + Penalty 4022.920881 = -534646.325392 nChanged 15 SP:Iteration 20F (72921.260000 sec): 3 clusters Score: Raw -538684.207676 + Penalty 4022.920881 = -534661.286795 nChanged 12 SP:Iteration 21Q (72921.270000 sec): 3 clusters Score: Raw -538696.237592 + Penalty 4022.920881 = -534673.316711 nChanged 11 SP:Iteration 22Q (72921.290000 sec): 3 clusters Score: Raw -538705.337070 + Penalty 4022.920881 = -534682.416189 nChanged 9 SP:Iteration 23Q (72921.300000 sec): 3 clusters Score: Raw -538713.657551 + Penalty 4022.920881 = -534690.736670 nChanged 16 SP:Iteration 24Q (72921.320000 sec): 3 clusters Score: Raw -538726.005830 + Penalty 4022.920881 = -534703.084949 nChanged 11 SP:Iteration 25Q (72921.330000 sec): 3 clusters Score: Raw -538732.396951 + Penalty 4022.920881 = -534709.476070 nChanged 3 SP:Iteration 26Q (72921.340000 sec): 3 clusters Score: Raw -538734.793460 + Penalty 4022.920881 = -534711.872579 nChanged 2 SP:Iteration 27Q (72921.360000 sec): 3 clusters Score: Raw -538736.890209 + Penalty 4022.920881 = -534713.969328 nChanged 6 SP:Iteration 28Q (72921.370000 sec): 3 clusters Score: Raw -538743.090464 + Penalty 4022.920881 = -534720.169582 nChanged 7 SP:Iteration 29Q (72921.390000 sec): 3 clusters Score: Raw -538749.357921 + Penalty 4022.920881 = -534726.437040 nChanged 6 SP:Iteration 30Q (72921.400000 sec): 3 clusters Score: Raw -538753.007635 + Penalty 4022.920881 = -534730.086754 nChanged 7 SP:Iteration 31Q (72921.420000 sec): 3 clusters Score: Raw -538757.386589 + Penalty 4022.920881 = -534734.465708 nChanged 4 SP:Iteration 32Q (72921.430000 sec): 3 clusters Score: Raw -538759.504918 + Penalty 4022.920881 = -534736.584037 nChanged 4 SP:Iteration 33Q (72921.440000 sec): 3 clusters Score: Raw -538761.600376 + Penalty 4022.920881 = -534738.679495 nChanged 2 SP:Iteration 34Q (72921.460000 sec): 3 clusters Score: Raw -538763.010431 + Penalty 4022.920881 = -534740.089550 nChanged 2 SP:Iteration 35Q (72921.470000 sec): 3 clusters Score: Raw -538764.482068 + Penalty 4022.920881 = -534741.561186 nChanged 1 SP:Iteration 36Q (72921.480000 sec): 3 clusters Score: Raw -538764.912816 + Penalty 4022.920881 = -534741.991935 nChanged 1 SP:Iteration 37Q (72921.500000 sec): 3 clusters Score: Raw -538765.228299 + Penalty 4022.920881 = -534742.307418 nChanged 0 SP:Iteration 38F (72921.520000 sec): 3 clusters Score: Raw -538765.228299 + Penalty 4022.920881 = -534742.307418 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 7 (9603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72921.560000 sec): 2 clusters Score: Raw -1725545.278055 + Penalty 2274.118046 = -1723271.160009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72921.610000 sec): 3 clusters Score: Raw -1720373.492748 + Penalty 4548.236091 = -1715825.256657 nChanged 3945 SP:Iteration 1F (72921.660000 sec): 3 clusters Score: Raw -1722446.577915 + Penalty 4548.236091 = -1717898.341824 nChanged 589 SP:Iteration 2F (72921.710000 sec): 3 clusters Score: Raw -1722697.519115 + Penalty 4548.236091 = -1718149.283024 nChanged 438 SP:Iteration 3Q (72921.760000 sec): 3 clusters Score: Raw -1722860.531414 + Penalty 4548.236091 = -1718312.295323 nChanged 315 SP:Iteration 4Q (72921.810000 sec): 3 clusters Score: Raw -1722971.822376 + Penalty 4548.236091 = -1718423.586285 nChanged 274 SP:Iteration 5Q (72921.860000 sec): 3 clusters Score: Raw -1723070.556326 + Penalty 4548.236091 = -1718522.320235 nChanged 253 SP:Iteration 6Q (72921.910000 sec): 3 clusters Score: Raw -1723166.641727 + Penalty 4548.236091 = -1718618.405636 nChanged 229 SP:Iteration 7Q (72921.960000 sec): 3 clusters Score: Raw -1723243.229705 + Penalty 4548.236091 = -1718694.993614 nChanged 188 SP:Iteration 8Q (72922.010000 sec): 3 clusters Score: Raw -1723306.108226 + Penalty 4548.236091 = -1718757.872135 nChanged 171 SP:Iteration 9Q (72922.060000 sec): 3 clusters Score: Raw -1723372.630357 + Penalty 4548.236091 = -1718824.394266 nChanged 186 SP:Iteration 10Q (72922.100000 sec): 3 clusters Score: Raw -1723429.266594 + Penalty 4548.236091 = -1718881.030503 nChanged 159 SP:Iteration 11Q (72922.160000 sec): 3 clusters Score: Raw -1723474.560317 + Penalty 4548.236091 = -1718926.324226 nChanged 144 SP:Iteration 12Q (72922.200000 sec): 3 clusters Score: Raw -1723518.702184 + Penalty 4548.236091 = -1718970.466093 nChanged 153 SP:Iteration 13Q (72922.250000 sec): 3 clusters Score: Raw -1723570.159427 + Penalty 4548.236091 = -1719021.923336 nChanged 211 SP:Iteration 14Q (72922.300000 sec): 3 clusters Score: Raw -1723642.175647 + Penalty 4548.236091 = -1719093.939556 nChanged 210 SP:Iteration 15Q (72922.350000 sec): 3 clusters Score: Raw -1723725.209323 + Penalty 4548.236091 = -1719176.973232 nChanged 239 SP:Iteration 16Q (72922.400000 sec): 3 clusters Score: Raw -1723827.571222 + Penalty 4548.236091 = -1719279.335131 nChanged 263 SP:Iteration 17Q (72922.450000 sec): 3 clusters Score: Raw -1723949.062499 + Penalty 4548.236091 = -1719400.826408 nChanged 312 SP:Iteration 18Q (72922.500000 sec): 3 clusters Score: Raw -1724121.199594 + Penalty 4548.236091 = -1719572.963503 nChanged 350 SP:Iteration 19Q (72922.540000 sec): 3 clusters Score: Raw -1724333.084640 + Penalty 4548.236091 = -1719784.848549 nChanged 364 SP:Iteration 20F (72922.590000 sec): 3 clusters Score: Raw -1724573.479694 + Penalty 4548.236091 = -1720025.243603 nChanged 359 SP:Iteration 21Q (72922.640000 sec): 3 clusters Score: Raw -1724848.176627 + Penalty 4548.236091 = -1720299.940536 nChanged 340 SP:Iteration 22Q (72922.690000 sec): 3 clusters Score: Raw -1725113.971855 + Penalty 4548.236091 = -1720565.735764 nChanged 293 SP:Iteration 23Q (72922.740000 sec): 3 clusters Score: Raw -1725347.703858 + Penalty 4548.236091 = -1720799.467767 nChanged 236 SP:Iteration 24Q (72922.780000 sec): 3 clusters Score: Raw -1725515.288730 + Penalty 4548.236091 = -1720967.052639 nChanged 174 SP:Iteration 25Q (72922.830000 sec): 3 clusters Score: Raw -1725619.016034 + Penalty 4548.236091 = -1721070.779943 nChanged 127 SP:Iteration 26Q (72922.870000 sec): 3 clusters Score: Raw -1725684.493460 + Penalty 4548.236091 = -1721136.257369 nChanged 80 SP:Iteration 27Q (72922.920000 sec): 3 clusters Score: Raw -1725718.279052 + Penalty 4548.236091 = -1721170.042961 nChanged 69 SP:Iteration 28Q (72922.960000 sec): 3 clusters Score: Raw -1725747.838535 + Penalty 4548.236091 = -1721199.602444 nChanged 51 SP:Iteration 29Q (72923.000000 sec): 3 clusters Score: Raw -1725771.825762 + Penalty 4548.236091 = -1721223.589671 nChanged 40 SP:Iteration 30Q (72923.040000 sec): 3 clusters Score: Raw -1725785.843988 + Penalty 4548.236091 = -1721237.607897 nChanged 32 SP:Iteration 31Q (72923.080000 sec): 3 clusters Score: Raw -1725795.611568 + Penalty 4548.236091 = -1721247.375477 nChanged 20 SP:Iteration 32Q (72923.130000 sec): 3 clusters Score: Raw -1725801.780130 + Penalty 4548.236091 = -1721253.544039 nChanged 19 SP:Iteration 33Q (72923.170000 sec): 3 clusters Score: Raw -1725807.811699 + Penalty 4548.236091 = -1721259.575608 nChanged 16 SP:Iteration 34Q (72923.210000 sec): 3 clusters Score: Raw -1725812.433294 + Penalty 4548.236091 = -1721264.197203 nChanged 14 SP:Iteration 35Q (72923.250000 sec): 3 clusters Score: Raw -1725818.162392 + Penalty 4548.236091 = -1721269.926301 nChanged 19 SP:Iteration 36Q (72923.300000 sec): 3 clusters Score: Raw -1725824.747858 + Penalty 4548.236091 = -1721276.511767 nChanged 17 SP:Iteration 37Q (72923.340000 sec): 3 clusters Score: Raw -1725829.385123 + Penalty 4548.236091 = -1721281.149032 nChanged 13 SP:Iteration 38Q (72923.380000 sec): 3 clusters Score: Raw -1725832.508225 + Penalty 4548.236091 = -1721284.272134 nChanged 9 SP:Iteration 39Q (72923.420000 sec): 3 clusters Score: Raw -1725835.040916 + Penalty 4548.236091 = -1721286.804825 nChanged 8 SP:Iteration 40F (72923.470000 sec): 3 clusters Score: Raw -1725837.353329 + Penalty 4548.236091 = -1721289.117238 nChanged 5 SP:Iteration 41Q (72923.510000 sec): 3 clusters Score: Raw -1725838.647805 + Penalty 4548.236091 = -1721290.411714 nChanged 7 SP:Iteration 42Q (72923.550000 sec): 3 clusters Score: Raw -1725840.787273 + Penalty 4548.236091 = -1721292.551182 nChanged 7 SP:Iteration 43Q (72923.590000 sec): 3 clusters Score: Raw -1725842.952974 + Penalty 4548.236091 = -1721294.716883 nChanged 5 SP:Iteration 44Q (72923.630000 sec): 3 clusters Score: Raw -1725844.587378 + Penalty 4548.236091 = -1721296.351287 nChanged 5 SP:Iteration 45Q (72923.670000 sec): 3 clusters Score: Raw -1725846.361516 + Penalty 4548.236091 = -1721298.125425 nChanged 8 SP:Iteration 46Q (72923.710000 sec): 3 clusters Score: Raw -1725848.646109 + Penalty 4548.236091 = -1721300.410018 nChanged 9 SP:Iteration 47Q (72923.760000 sec): 3 clusters Score: Raw -1725851.866790 + Penalty 4548.236091 = -1721303.630699 nChanged 9 SP:Iteration 48Q (72923.800000 sec): 3 clusters Score: Raw -1725854.600198 + Penalty 4548.236091 = -1721306.364107 nChanged 7 SP:Iteration 49Q (72923.840000 sec): 3 clusters Score: Raw -1725857.345385 + Penalty 4548.236091 = -1721309.109294 nChanged 6 SP:Iteration 50Q (72923.880000 sec): 3 clusters Score: Raw -1725858.601406 + Penalty 4548.236091 = -1721310.365315 nChanged 4 SP:Iteration 51Q (72923.920000 sec): 3 clusters Score: Raw -1725859.978416 + Penalty 4548.236091 = -1721311.742325 nChanged 5 SP:Iteration 52Q (72923.960000 sec): 3 clusters Score: Raw -1725861.880603 + Penalty 4548.236091 = -1721313.644512 nChanged 3 SP:Iteration 53Q (72924.000000 sec): 3 clusters Score: Raw -1725862.680926 + Penalty 4548.236091 = -1721314.444835 nChanged 3 SP:Iteration 54Q (72924.040000 sec): 3 clusters Score: Raw -1725863.287758 + Penalty 4548.236091 = -1721315.051667 nChanged 1 SP:Iteration 55Q (72924.080000 sec): 3 clusters Score: Raw -1725863.682176 + Penalty 4548.236091 = -1721315.446085 nChanged 0 SP:Iteration 56F (72924.130000 sec): 3 clusters Score: Raw -1725863.682176 + Penalty 4548.236091 = -1721315.446085 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 8 (37715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72924.290000 sec): 2 clusters Score: Raw -6565945.314418 + Penalty 2613.377667 = -6563331.936752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72924.480000 sec): 3 clusters Score: Raw -6543084.095103 + Penalty 5226.755333 = -6537857.339770 nChanged 16991 SP:Iteration 1F (72924.680000 sec): 3 clusters Score: Raw -6552272.959298 + Penalty 5226.755333 = -6547046.203965 nChanged 1734 SP:Iteration 2Q (72924.870000 sec): 3 clusters Score: Raw -6552831.762827 + Penalty 5226.755333 = -6547605.007494 nChanged 1583 SP:Iteration 3Q (72925.060000 sec): 3 clusters Score: Raw -6553425.696003 + Penalty 5226.755333 = -6548198.940669 nChanged 1650 SP:Iteration 4Q (72925.260000 sec): 3 clusters Score: Raw -6554168.257048 + Penalty 5226.755333 = -6548941.501714 nChanged 1958 SP:Iteration 5F (72925.450000 sec): 3 clusters Score: Raw -6555252.310628 + Penalty 5226.755333 = -6550025.555295 nChanged 2472 SP:Iteration 6F (72925.640000 sec): 3 clusters Score: Raw -6556980.156141 + Penalty 5226.755333 = -6551753.400808 nChanged 2985 SP:Iteration 7F (72925.830000 sec): 3 clusters Score: Raw -6559450.833974 + Penalty 5226.755333 = -6554224.078641 nChanged 2965 SP:Iteration 8F (72926.020000 sec): 3 clusters Score: Raw -6562222.532927 + Penalty 5226.755333 = -6556995.777594 nChanged 2241 SP:Iteration 9F (72926.200000 sec): 3 clusters Score: Raw -6564406.386398 + Penalty 5226.755333 = -6559179.631065 nChanged 1129 SP:Iteration 10Q (72926.380000 sec): 3 clusters Score: Raw -6565520.312919 + Penalty 5226.755333 = -6560293.557586 nChanged 384 SP:Iteration 11Q (72926.530000 sec): 3 clusters Score: Raw -6565941.979342 + Penalty 5226.755333 = -6560715.224009 nChanged 114 SP:Iteration 12Q (72926.670000 sec): 3 clusters Score: Raw -6566090.714602 + Penalty 5226.755333 = -6560863.959269 nChanged 52 SP:Iteration 13Q (72926.800000 sec): 3 clusters Score: Raw -6566157.070361 + Penalty 5226.755333 = -6560930.315027 nChanged 23 SP:Iteration 14Q (72926.940000 sec): 3 clusters Score: Raw -6566200.410400 + Penalty 5226.755333 = -6560973.655066 nChanged 18 SP:Iteration 15Q (72927.070000 sec): 3 clusters Score: Raw -6566234.596078 + Penalty 5226.755333 = -6561007.840744 nChanged 9 SP:Iteration 16Q (72927.200000 sec): 3 clusters Score: Raw -6566252.011602 + Penalty 5226.755333 = -6561025.256268 nChanged 10 SP:Iteration 17Q (72927.330000 sec): 3 clusters Score: Raw -6566267.124402 + Penalty 5226.755333 = -6561040.369069 nChanged 5 SP:Iteration 18Q (72927.460000 sec): 3 clusters Score: Raw -6566275.592172 + Penalty 5226.755333 = -6561048.836838 nChanged 3 SP:Iteration 19Q (72927.600000 sec): 3 clusters Score: Raw -6566283.627235 + Penalty 5226.755333 = -6561056.871901 nChanged 2 SP:Iteration 20F (72927.780000 sec): 3 clusters Score: Raw -6566286.831094 + Penalty 5226.755333 = -6561060.075760 nChanged 1 SP:Iteration 21Q (72927.910000 sec): 3 clusters Score: Raw -6566287.922300 + Penalty 5226.755333 = -6561061.166966 nChanged 0 SP:Iteration 22F (72928.100000 sec): 3 clusters Score: Raw -6566287.922300 + Penalty 5226.755333 = -6561061.166966 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 9 (11825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72928.160000 sec): 2 clusters Score: Raw -2021195.950967 + Penalty 2325.736861 = -2018870.214106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72928.220000 sec): 3 clusters Score: Raw -2014617.038327 + Penalty 4651.473722 = -2009965.564605 nChanged 4974 SP:Iteration 1F (72928.280000 sec): 3 clusters Score: Raw -2017166.282767 + Penalty 4651.473722 = -2012514.809045 nChanged 740 SP:Iteration 2F (72928.340000 sec): 3 clusters Score: Raw -2017497.172592 + Penalty 4651.473722 = -2012845.698870 nChanged 620 SP:Iteration 3F (72928.400000 sec): 3 clusters Score: Raw -2017761.058074 + Penalty 4651.473722 = -2013109.584352 nChanged 539 SP:Iteration 4Q (72928.450000 sec): 3 clusters Score: Raw -2017990.764160 + Penalty 4651.473722 = -2013339.290438 nChanged 526 SP:Iteration 5Q (72928.510000 sec): 3 clusters Score: Raw -2018245.324069 + Penalty 4651.473722 = -2013593.850347 nChanged 567 SP:Iteration 6Q (72928.570000 sec): 3 clusters Score: Raw -2018557.443019 + Penalty 4651.473722 = -2013905.969297 nChanged 601 SP:Iteration 7F (72928.630000 sec): 3 clusters Score: Raw -2018923.786817 + Penalty 4651.473722 = -2014272.313095 nChanged 625 SP:Iteration 8F (72928.690000 sec): 3 clusters Score: Raw -2019346.516023 + Penalty 4651.473722 = -2014695.042301 nChanged 612 SP:Iteration 9F (72928.740000 sec): 3 clusters Score: Raw -2019808.796809 + Penalty 4651.473722 = -2015157.323087 nChanged 595 SP:Iteration 10F (72928.800000 sec): 3 clusters Score: Raw -2020270.235648 + Penalty 4651.473722 = -2015618.761926 nChanged 475 SP:Iteration 11Q (72928.860000 sec): 3 clusters Score: Raw -2020598.173290 + Penalty 4651.473722 = -2015946.699568 nChanged 364 SP:Iteration 12Q (72928.920000 sec): 3 clusters Score: Raw -2020840.964873 + Penalty 4651.473722 = -2016189.491151 nChanged 274 SP:Iteration 13Q (72928.980000 sec): 3 clusters Score: Raw -2021003.684074 + Penalty 4651.473722 = -2016352.210352 nChanged 212 SP:Iteration 14Q (72929.030000 sec): 3 clusters Score: Raw -2021133.547724 + Penalty 4651.473722 = -2016482.074002 nChanged 155 SP:Iteration 15Q (72929.090000 sec): 3 clusters Score: Raw -2021228.968255 + Penalty 4651.473722 = -2016577.494533 nChanged 112 SP:Iteration 16Q (72929.140000 sec): 3 clusters Score: Raw -2021293.385154 + Penalty 4651.473722 = -2016641.911432 nChanged 92 SP:Iteration 17Q (72929.200000 sec): 3 clusters Score: Raw -2021343.236738 + Penalty 4651.473722 = -2016691.763016 nChanged 67 SP:Iteration 18Q (72929.250000 sec): 3 clusters Score: Raw -2021384.316168 + Penalty 4651.473722 = -2016732.842446 nChanged 62 SP:Iteration 19Q (72929.300000 sec): 3 clusters Score: Raw -2021421.557140 + Penalty 4651.473722 = -2016770.083418 nChanged 46 SP:Iteration 20F (72929.360000 sec): 3 clusters Score: Raw -2021443.995639 + Penalty 4651.473722 = -2016792.521918 nChanged 29 SP:Iteration 21Q (72929.410000 sec): 3 clusters Score: Raw -2021461.109865 + Penalty 4651.473722 = -2016809.636144 nChanged 21 SP:Iteration 22Q (72929.460000 sec): 3 clusters Score: Raw -2021472.598983 + Penalty 4651.473722 = -2016821.125261 nChanged 17 SP:Iteration 23Q (72929.510000 sec): 3 clusters Score: Raw -2021481.229812 + Penalty 4651.473722 = -2016829.756090 nChanged 13 SP:Iteration 24Q (72929.560000 sec): 3 clusters Score: Raw -2021489.542120 + Penalty 4651.473722 = -2016838.068398 nChanged 17 SP:Iteration 25Q (72929.620000 sec): 3 clusters Score: Raw -2021503.302700 + Penalty 4651.473722 = -2016851.828978 nChanged 17 SP:Iteration 26Q (72929.670000 sec): 3 clusters Score: Raw -2021515.077215 + Penalty 4651.473722 = -2016863.603493 nChanged 23 SP:Iteration 27Q (72929.720000 sec): 3 clusters Score: Raw -2021530.653511 + Penalty 4651.473722 = -2016879.179790 nChanged 14 SP:Iteration 28Q (72929.770000 sec): 3 clusters Score: Raw -2021539.906254 + Penalty 4651.473722 = -2016888.432532 nChanged 15 SP:Iteration 29Q (72929.820000 sec): 3 clusters Score: Raw -2021550.706975 + Penalty 4651.473722 = -2016899.233253 nChanged 11 SP:Iteration 30Q (72929.870000 sec): 3 clusters Score: Raw -2021555.998546 + Penalty 4651.473722 = -2016904.524824 nChanged 3 SP:Iteration 31Q (72929.920000 sec): 3 clusters Score: Raw -2021557.577244 + Penalty 4651.473722 = -2016906.103522 nChanged 1 SP:Iteration 32Q (72929.960000 sec): 3 clusters Score: Raw -2021558.155928 + Penalty 4651.473722 = -2016906.682206 nChanged 2 SP:Iteration 33Q (72930.020000 sec): 3 clusters Score: Raw -2021559.179769 + Penalty 4651.473722 = -2016907.706047 nChanged 3 SP:Iteration 34Q (72930.060000 sec): 3 clusters Score: Raw -2021561.054123 + Penalty 4651.473722 = -2016909.580402 nChanged 0 SP:Iteration 35F (72930.120000 sec): 3 clusters Score: Raw -2021561.054123 + Penalty 4651.473722 = -2016909.580402 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 10 (4688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72930.150000 sec): 2 clusters Score: Raw -776529.048136 + Penalty 2096.284810 = -774432.763326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72930.170000 sec): 3 clusters Score: Raw -774323.810704 + Penalty 4192.569620 = -770131.241083 nChanged 1784 SP:Iteration 1F (72930.200000 sec): 3 clusters Score: Raw -775501.006511 + Penalty 4192.569620 = -771308.436891 nChanged 407 SP:Iteration 2F (72930.220000 sec): 3 clusters Score: Raw -775861.564197 + Penalty 4192.569620 = -771668.994577 nChanged 302 SP:Iteration 3F (72930.240000 sec): 3 clusters Score: Raw -776129.493321 + Penalty 4192.569620 = -771936.923701 nChanged 276 SP:Iteration 4F (72930.260000 sec): 3 clusters Score: Raw -776394.610611 + Penalty 4192.569620 = -772202.040991 nChanged 250 SP:Iteration 5F (72930.290000 sec): 3 clusters Score: Raw -776627.720522 + Penalty 4192.569620 = -772435.150902 nChanged 219 SP:Iteration 6Q (72930.310000 sec): 3 clusters Score: Raw -776816.220264 + Penalty 4192.569620 = -772623.650644 nChanged 203 SP:Iteration 7Q (72930.340000 sec): 3 clusters Score: Raw -776979.253951 + Penalty 4192.569620 = -772786.684331 nChanged 160 SP:Iteration 8Q (72930.360000 sec): 3 clusters Score: Raw -777104.146200 + Penalty 4192.569620 = -772911.576579 nChanged 125 SP:Iteration 9Q (72930.380000 sec): 3 clusters Score: Raw -777201.721550 + Penalty 4192.569620 = -773009.151930 nChanged 106 SP:Iteration 10Q (72930.400000 sec): 3 clusters Score: Raw -777275.861836 + Penalty 4192.569620 = -773083.292215 nChanged 92 SP:Iteration 11Q (72930.420000 sec): 3 clusters Score: Raw -777329.400951 + Penalty 4192.569620 = -773136.831331 nChanged 59 SP:Iteration 12Q (72930.440000 sec): 3 clusters Score: Raw -777363.334624 + Penalty 4192.569620 = -773170.765004 nChanged 50 SP:Iteration 13Q (72930.470000 sec): 3 clusters Score: Raw -777389.958880 + Penalty 4192.569620 = -773197.389260 nChanged 47 SP:Iteration 14Q (72930.490000 sec): 3 clusters Score: Raw -777411.253653 + Penalty 4192.569620 = -773218.684033 nChanged 32 SP:Iteration 15Q (72930.510000 sec): 3 clusters Score: Raw -777426.615121 + Penalty 4192.569620 = -773234.045501 nChanged 37 SP:Iteration 16Q (72930.530000 sec): 3 clusters Score: Raw -777445.924203 + Penalty 4192.569620 = -773253.354583 nChanged 35 SP:Iteration 17Q (72930.560000 sec): 3 clusters Score: Raw -777460.992249 + Penalty 4192.569620 = -773268.422628 nChanged 32 SP:Iteration 18Q (72930.580000 sec): 3 clusters Score: Raw -777473.000350 + Penalty 4192.569620 = -773280.430730 nChanged 31 SP:Iteration 19Q (72930.600000 sec): 3 clusters Score: Raw -777487.596834 + Penalty 4192.569620 = -773295.027214 nChanged 28 SP:Iteration 20F (72930.620000 sec): 3 clusters Score: Raw -777498.017021 + Penalty 4192.569620 = -773305.447401 nChanged 26 SP:Iteration 21Q (72930.640000 sec): 3 clusters Score: Raw -777505.789950 + Penalty 4192.569620 = -773313.220329 nChanged 11 SP:Iteration 22Q (72930.670000 sec): 3 clusters Score: Raw -777511.670710 + Penalty 4192.569620 = -773319.101090 nChanged 13 SP:Iteration 23Q (72930.690000 sec): 3 clusters Score: Raw -777516.019300 + Penalty 4192.569620 = -773323.449680 nChanged 3 SP:Iteration 24Q (72930.710000 sec): 3 clusters Score: Raw -777517.315531 + Penalty 4192.569620 = -773324.745911 nChanged 4 SP:Iteration 25Q (72930.730000 sec): 3 clusters Score: Raw -777518.829159 + Penalty 4192.569620 = -773326.259539 nChanged 6 SP:Iteration 26Q (72930.760000 sec): 3 clusters Score: Raw -777520.676145 + Penalty 4192.569620 = -773328.106525 nChanged 11 SP:Iteration 27Q (72930.780000 sec): 3 clusters Score: Raw -777524.023167 + Penalty 4192.569620 = -773331.453547 nChanged 8 SP:Iteration 28Q (72930.800000 sec): 3 clusters Score: Raw -777526.799617 + Penalty 4192.569620 = -773334.229997 nChanged 8 SP:Iteration 29Q (72930.820000 sec): 3 clusters Score: Raw -777529.035787 + Penalty 4192.569620 = -773336.466167 nChanged 6 SP:Iteration 30Q (72930.840000 sec): 3 clusters Score: Raw -777531.045371 + Penalty 4192.569620 = -773338.475750 nChanged 3 SP:Iteration 31Q (72930.860000 sec): 3 clusters Score: Raw -777531.962548 + Penalty 4192.569620 = -773339.392928 nChanged 3 SP:Iteration 32Q (72930.890000 sec): 3 clusters Score: Raw -777532.948753 + Penalty 4192.569620 = -773340.379133 nChanged 2 SP:Iteration 33Q (72930.910000 sec): 3 clusters Score: Raw -777534.256479 + Penalty 4192.569620 = -773341.686859 nChanged 4 SP:Iteration 34Q (72930.930000 sec): 3 clusters Score: Raw -777535.321957 + Penalty 4192.569620 = -773342.752337 nChanged 1 SP:Iteration 35Q (72930.950000 sec): 3 clusters Score: Raw -777535.546333 + Penalty 4192.569620 = -773342.976712 nChanged 0 SP:Iteration 36F (72930.980000 sec): 3 clusters Score: Raw -777535.546333 + Penalty 4192.569620 = -773342.976712 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 11 (4859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72931.000000 sec): 2 clusters Score: Raw -802648.930392 + Penalty 2105.169808 = -800543.760584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72931.020000 sec): 3 clusters Score: Raw -800365.586419 + Penalty 4210.339615 = -796155.246804 nChanged 1836 SP:Iteration 1F (72931.050000 sec): 3 clusters Score: Raw -801470.382785 + Penalty 4210.339615 = -797260.043170 nChanged 375 SP:Iteration 2F (72931.070000 sec): 3 clusters Score: Raw -801758.304164 + Penalty 4210.339615 = -797547.964549 nChanged 282 SP:Iteration 3F (72931.100000 sec): 3 clusters Score: Raw -801971.335086 + Penalty 4210.339615 = -797760.995470 nChanged 215 SP:Iteration 4Q (72931.120000 sec): 3 clusters Score: Raw -802139.303473 + Penalty 4210.339615 = -797928.963858 nChanged 229 SP:Iteration 5Q (72931.140000 sec): 3 clusters Score: Raw -802341.050403 + Penalty 4210.339615 = -798130.710788 nChanged 258 SP:Iteration 6F (72931.170000 sec): 3 clusters Score: Raw -802569.686939 + Penalty 4210.339615 = -798359.347323 nChanged 279 SP:Iteration 7F (72931.190000 sec): 3 clusters Score: Raw -802846.278409 + Penalty 4210.339615 = -798635.938793 nChanged 294 SP:Iteration 8F (72931.220000 sec): 3 clusters Score: Raw -803108.746154 + Penalty 4210.339615 = -798898.406539 nChanged 226 SP:Iteration 9Q (72931.240000 sec): 3 clusters Score: Raw -803291.113320 + Penalty 4210.339615 = -799080.773705 nChanged 184 SP:Iteration 10Q (72931.260000 sec): 3 clusters Score: Raw -803421.154088 + Penalty 4210.339615 = -799210.814473 nChanged 129 SP:Iteration 11Q (72931.290000 sec): 3 clusters Score: Raw -803501.221258 + Penalty 4210.339615 = -799290.881643 nChanged 95 SP:Iteration 12Q (72931.310000 sec): 3 clusters Score: Raw -803555.878104 + Penalty 4210.339615 = -799345.538488 nChanged 71 SP:Iteration 13Q (72931.340000 sec): 3 clusters Score: Raw -803595.130548 + Penalty 4210.339615 = -799384.790933 nChanged 56 SP:Iteration 14Q (72931.360000 sec): 3 clusters Score: Raw -803622.809297 + Penalty 4210.339615 = -799412.469682 nChanged 56 SP:Iteration 15Q (72931.380000 sec): 3 clusters Score: Raw -803650.753450 + Penalty 4210.339615 = -799440.413835 nChanged 40 SP:Iteration 16Q (72931.400000 sec): 3 clusters Score: Raw -803669.628132 + Penalty 4210.339615 = -799459.288517 nChanged 32 SP:Iteration 17Q (72931.430000 sec): 3 clusters Score: Raw -803684.655101 + Penalty 4210.339615 = -799474.315485 nChanged 27 SP:Iteration 18Q (72931.450000 sec): 3 clusters Score: Raw -803696.191557 + Penalty 4210.339615 = -799485.851942 nChanged 26 SP:Iteration 19Q (72931.480000 sec): 3 clusters Score: Raw -803711.410511 + Penalty 4210.339615 = -799501.070895 nChanged 32 SP:Iteration 20F (72931.500000 sec): 3 clusters Score: Raw -803725.135575 + Penalty 4210.339615 = -799514.795960 nChanged 27 SP:Iteration 21Q (72931.520000 sec): 3 clusters Score: Raw -803735.342828 + Penalty 4210.339615 = -799525.003212 nChanged 14 SP:Iteration 22Q (72931.540000 sec): 3 clusters Score: Raw -803740.977353 + Penalty 4210.339615 = -799530.637737 nChanged 14 SP:Iteration 23Q (72931.570000 sec): 3 clusters Score: Raw -803747.446841 + Penalty 4210.339615 = -799537.107225 nChanged 16 SP:Iteration 24Q (72931.590000 sec): 3 clusters Score: Raw -803753.430905 + Penalty 4210.339615 = -799543.091289 nChanged 15 SP:Iteration 25Q (72931.620000 sec): 3 clusters Score: Raw -803757.631530 + Penalty 4210.339615 = -799547.291915 nChanged 8 SP:Iteration 26Q (72931.640000 sec): 3 clusters Score: Raw -803759.955118 + Penalty 4210.339615 = -799549.615503 nChanged 12 SP:Iteration 27Q (72931.660000 sec): 3 clusters Score: Raw -803763.969294 + Penalty 4210.339615 = -799553.629678 nChanged 12 SP:Iteration 28Q (72931.690000 sec): 3 clusters Score: Raw -803770.154347 + Penalty 4210.339615 = -799559.814732 nChanged 11 SP:Iteration 29Q (72931.710000 sec): 3 clusters Score: Raw -803775.348942 + Penalty 4210.339615 = -799565.009327 nChanged 13 SP:Iteration 30Q (72931.740000 sec): 3 clusters Score: Raw -803784.035150 + Penalty 4210.339615 = -799573.695535 nChanged 18 SP:Iteration 31Q (72931.760000 sec): 3 clusters Score: Raw -803791.351572 + Penalty 4210.339615 = -799581.011956 nChanged 19 SP:Iteration 32Q (72931.780000 sec): 3 clusters Score: Raw -803798.158907 + Penalty 4210.339615 = -799587.819291 nChanged 19 SP:Iteration 33Q (72931.810000 sec): 3 clusters Score: Raw -803806.631843 + Penalty 4210.339615 = -799596.292228 nChanged 16 SP:Iteration 34Q (72931.830000 sec): 3 clusters Score: Raw -803811.278608 + Penalty 4210.339615 = -799600.938992 nChanged 14 SP:Iteration 35Q (72931.850000 sec): 3 clusters Score: Raw -803817.503633 + Penalty 4210.339615 = -799607.164018 nChanged 17 SP:Iteration 36Q (72931.880000 sec): 3 clusters Score: Raw -803821.701842 + Penalty 4210.339615 = -799611.362227 nChanged 10 SP:Iteration 37Q (72931.900000 sec): 3 clusters Score: Raw -803825.142198 + Penalty 4210.339615 = -799614.802582 nChanged 9 SP:Iteration 38Q (72931.920000 sec): 3 clusters Score: Raw -803827.794741 + Penalty 4210.339615 = -799617.455126 nChanged 10 SP:Iteration 39Q (72931.950000 sec): 3 clusters Score: Raw -803830.627953 + Penalty 4210.339615 = -799620.288338 nChanged 8 SP:Iteration 40F (72931.970000 sec): 3 clusters Score: Raw -803832.743211 + Penalty 4210.339615 = -799622.403595 nChanged 16 SP:Iteration 41Q (72931.990000 sec): 3 clusters Score: Raw -803836.961131 + Penalty 4210.339615 = -799626.621516 nChanged 13 SP:Iteration 42Q (72932.010000 sec): 3 clusters Score: Raw -803840.970450 + Penalty 4210.339615 = -799630.630835 nChanged 14 SP:Iteration 43Q (72932.040000 sec): 3 clusters Score: Raw -803844.944719 + Penalty 4210.339615 = -799634.605104 nChanged 12 SP:Iteration 44Q (72932.060000 sec): 3 clusters Score: Raw -803849.041707 + Penalty 4210.339615 = -799638.702092 nChanged 21 SP:Iteration 45Q (72932.090000 sec): 3 clusters Score: Raw -803855.822455 + Penalty 4210.339615 = -799645.482839 nChanged 15 SP:Iteration 46Q (72932.110000 sec): 3 clusters Score: Raw -803862.269071 + Penalty 4210.339615 = -799651.929456 nChanged 22 SP:Iteration 47Q (72932.130000 sec): 3 clusters Score: Raw -803868.877967 + Penalty 4210.339615 = -799658.538351 nChanged 16 SP:Iteration 48Q (72932.150000 sec): 3 clusters Score: Raw -803874.425601 + Penalty 4210.339615 = -799664.085986 nChanged 21 SP:Iteration 49Q (72932.180000 sec): 3 clusters Score: Raw -803883.680921 + Penalty 4210.339615 = -799673.341306 nChanged 20 SP:Iteration 50Q (72932.200000 sec): 3 clusters Score: Raw -803892.684239 + Penalty 4210.339615 = -799682.344623 nChanged 30 SP:Iteration 51Q (72932.220000 sec): 3 clusters Score: Raw -803910.341147 + Penalty 4210.339615 = -799700.001532 nChanged 36 SP:Iteration 52Q (72932.250000 sec): 3 clusters Score: Raw -803934.582645 + Penalty 4210.339615 = -799724.243029 nChanged 47 SP:Iteration 53Q (72932.270000 sec): 3 clusters Score: Raw -803972.935487 + Penalty 4210.339615 = -799762.595871 nChanged 53 SP:Iteration 54Q (72932.290000 sec): 3 clusters Score: Raw -804024.799058 + Penalty 4210.339615 = -799814.459442 nChanged 59 SP:Iteration 55Q (72932.310000 sec): 3 clusters Score: Raw -804075.644633 + Penalty 4210.339615 = -799865.305017 nChanged 69 SP:Iteration 56Q (72932.330000 sec): 3 clusters Score: Raw -804136.589755 + Penalty 4210.339615 = -799926.250140 nChanged 74 SP:Iteration 57Q (72932.360000 sec): 3 clusters Score: Raw -804203.935067 + Penalty 4210.339615 = -799993.595452 nChanged 62 SP:Iteration 58Q (72932.380000 sec): 3 clusters Score: Raw -804248.880069 + Penalty 4210.339615 = -800038.540454 nChanged 46 SP:Iteration 59Q (72932.400000 sec): 3 clusters Score: Raw -804266.242648 + Penalty 4210.339615 = -800055.903032 nChanged 28 SP:Iteration 60F (72932.430000 sec): 3 clusters Score: Raw -804276.489491 + Penalty 4210.339615 = -800066.149875 nChanged 22 SP:Iteration 61Q (72932.450000 sec): 3 clusters Score: Raw -804285.604357 + Penalty 4210.339615 = -800075.264741 nChanged 14 SP:Iteration 62Q (72932.470000 sec): 3 clusters Score: Raw -804289.949145 + Penalty 4210.339615 = -800079.609530 nChanged 11 SP:Iteration 63Q (72932.490000 sec): 3 clusters Score: Raw -804294.203797 + Penalty 4210.339615 = -800083.864182 nChanged 11 SP:Iteration 64Q (72932.510000 sec): 3 clusters Score: Raw -804298.126967 + Penalty 4210.339615 = -800087.787352 nChanged 9 SP:Iteration 65Q (72932.540000 sec): 3 clusters Score: Raw -804300.435269 + Penalty 4210.339615 = -800090.095654 nChanged 6 SP:Iteration 66Q (72932.560000 sec): 3 clusters Score: Raw -804301.716141 + Penalty 4210.339615 = -800091.376525 nChanged 4 SP:Iteration 67Q (72932.580000 sec): 3 clusters Score: Raw -804302.402754 + Penalty 4210.339615 = -800092.063139 nChanged 3 SP:Iteration 68Q (72932.600000 sec): 3 clusters Score: Raw -804303.275416 + Penalty 4210.339615 = -800092.935800 nChanged 2 SP:Iteration 69Q (72932.630000 sec): 3 clusters Score: Raw -804304.201744 + Penalty 4210.339615 = -800093.862128 nChanged 2 SP:Iteration 70Q (72932.650000 sec): 3 clusters Score: Raw -804305.117146 + Penalty 4210.339615 = -800094.777530 nChanged 3 SP:Iteration 71Q (72932.670000 sec): 3 clusters Score: Raw -804305.556406 + Penalty 4210.339615 = -800095.216790 nChanged 3 SP:Iteration 72Q (72932.690000 sec): 3 clusters Score: Raw -804306.604185 + Penalty 4210.339615 = -800096.264569 nChanged 2 SP:Iteration 73Q (72932.710000 sec): 3 clusters Score: Raw -804306.921478 + Penalty 4210.339615 = -800096.581863 nChanged 0 SP:Iteration 74F (72932.740000 sec): 3 clusters Score: Raw -804306.921478 + Penalty 4210.339615 = -800096.581863 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 12 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72932.750000 sec): 2 clusters Score: Raw -79270.284773 + Penalty 1539.730326 = -77730.554446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72932.750000 sec): 3 clusters Score: Raw -79281.003369 + Penalty 3079.460653 = -76201.542716 nChanged 87 SP:Iteration 1F (72932.750000 sec): 3 clusters Score: Raw -79436.241629 + Penalty 3079.460653 = -76356.780976 nChanged 18 SP:Iteration 2Q (72932.750000 sec): 3 clusters Score: Raw -79477.941786 + Penalty 3079.460653 = -76398.481133 nChanged 10 SP:Iteration 3Q (72932.760000 sec): 3 clusters Score: Raw -79499.224830 + Penalty 3079.460653 = -76419.764177 nChanged 4 SP:Iteration 4Q (72932.760000 sec): 3 clusters Score: Raw -79505.470671 + Penalty 3079.460653 = -76426.010018 nChanged 1 SP:Iteration 5Q (72932.760000 sec): 3 clusters Score: Raw -79508.027108 + Penalty 3079.460653 = -76428.566455 nChanged 0 SP:Iteration 6F (72932.770000 sec): 3 clusters Score: Raw -79508.027108 + Penalty 3079.460653 = -76428.566455 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 13 (590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72932.770000 sec): 2 clusters Score: Raw -93200.036481 + Penalty 1582.270389 = -91617.766092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72932.770000 sec): 3 clusters Score: Raw -93167.376020 + Penalty 3164.540778 = -90002.835242 nChanged 112 SP:Iteration 1F (72932.780000 sec): 3 clusters Score: Raw -93367.992492 + Penalty 3164.540778 = -90203.451714 nChanged 20 SP:Iteration 2Q (72932.780000 sec): 3 clusters Score: Raw -93417.479549 + Penalty 3164.540778 = -90252.938771 nChanged 15 SP:Iteration 3Q (72932.780000 sec): 3 clusters Score: Raw -93475.032411 + Penalty 3164.540778 = -90310.491633 nChanged 11 SP:Iteration 4Q (72932.790000 sec): 3 clusters Score: Raw -93506.965532 + Penalty 3164.540778 = -90342.424753 nChanged 8 SP:Iteration 5Q (72932.790000 sec): 3 clusters Score: Raw -93529.435762 + Penalty 3164.540778 = -90364.894983 nChanged 6 SP:Iteration 6Q (72932.790000 sec): 3 clusters Score: Raw -93541.169471 + Penalty 3164.540778 = -90376.628692 nChanged 3 SP:Iteration 7Q (72932.790000 sec): 3 clusters Score: Raw -93546.576907 + Penalty 3164.540778 = -90382.036129 nChanged 2 SP:Iteration 8Q (72932.800000 sec): 3 clusters Score: Raw -93549.041688 + Penalty 3164.540778 = -90384.500910 nChanged 0 SP:Iteration 9F (72932.800000 sec): 3 clusters Score: Raw -93549.041688 + Penalty 3164.540778 = -90384.500910 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 14 (5467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72932.830000 sec): 2 clusters Score: Raw -982631.182587 + Penalty 2134.408354 = -980496.774233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72932.860000 sec): 3 clusters Score: Raw -979932.459349 + Penalty 4268.816708 = -975663.642641 nChanged 2140 SP:Iteration 1F (72932.880000 sec): 3 clusters Score: Raw -981135.915513 + Penalty 4268.816708 = -976867.098804 nChanged 411 SP:Iteration 2F (72932.910000 sec): 3 clusters Score: Raw -981437.847387 + Penalty 4268.816708 = -977169.030679 nChanged 354 SP:Iteration 3F (72932.940000 sec): 3 clusters Score: Raw -981766.346427 + Penalty 4268.816708 = -977497.529718 nChanged 358 SP:Iteration 4F (72932.970000 sec): 3 clusters Score: Raw -982187.181357 + Penalty 4268.816708 = -977918.364648 nChanged 396 SP:Iteration 5F (72932.990000 sec): 3 clusters Score: Raw -982654.217353 + Penalty 4268.816708 = -978385.400644 nChanged 359 SP:Iteration 6F (72933.020000 sec): 3 clusters Score: Raw -983077.541506 + Penalty 4268.816708 = -978808.724798 nChanged 305 SP:Iteration 7F (72933.050000 sec): 3 clusters Score: Raw -983399.028780 + Penalty 4268.816708 = -979130.212072 nChanged 210 SP:Iteration 8Q (72933.070000 sec): 3 clusters Score: Raw -983566.046007 + Penalty 4268.816708 = -979297.229299 nChanged 127 SP:Iteration 9Q (72933.100000 sec): 3 clusters Score: Raw -983646.605888 + Penalty 4268.816708 = -979377.789180 nChanged 81 SP:Iteration 10Q (72933.130000 sec): 3 clusters Score: Raw -983693.823529 + Penalty 4268.816708 = -979425.006820 nChanged 62 SP:Iteration 11Q (72933.150000 sec): 3 clusters Score: Raw -983720.659669 + Penalty 4268.816708 = -979451.842961 nChanged 44 SP:Iteration 12Q (72933.180000 sec): 3 clusters Score: Raw -983736.774414 + Penalty 4268.816708 = -979467.957706 nChanged 23 SP:Iteration 13Q (72933.200000 sec): 3 clusters Score: Raw -983745.271217 + Penalty 4268.816708 = -979476.454509 nChanged 17 SP:Iteration 14Q (72933.230000 sec): 3 clusters Score: Raw -983751.587397 + Penalty 4268.816708 = -979482.770689 nChanged 17 SP:Iteration 15Q (72933.250000 sec): 3 clusters Score: Raw -983757.673778 + Penalty 4268.816708 = -979488.857070 nChanged 10 SP:Iteration 16Q (72933.280000 sec): 3 clusters Score: Raw -983760.447102 + Penalty 4268.816708 = -979491.630394 nChanged 6 SP:Iteration 17Q (72933.310000 sec): 3 clusters Score: Raw -983762.709808 + Penalty 4268.816708 = -979493.893100 nChanged 7 SP:Iteration 18Q (72933.330000 sec): 3 clusters Score: Raw -983765.152300 + Penalty 4268.816708 = -979496.335592 nChanged 4 SP:Iteration 19Q (72933.360000 sec): 3 clusters Score: Raw -983766.784822 + Penalty 4268.816708 = -979497.968114 nChanged 6 SP:Iteration 20F (72933.390000 sec): 3 clusters Score: Raw -983768.311988 + Penalty 4268.816708 = -979499.495280 nChanged 5 SP:Iteration 21Q (72933.410000 sec): 3 clusters Score: Raw -983769.856972 + Penalty 4268.816708 = -979501.040264 nChanged 3 SP:Iteration 22Q (72933.430000 sec): 3 clusters Score: Raw -983770.448136 + Penalty 4268.816708 = -979501.631427 nChanged 1 SP:Iteration 23Q (72933.460000 sec): 3 clusters Score: Raw -983770.586816 + Penalty 4268.816708 = -979501.770108 nChanged 0 SP:Iteration 24F (72933.490000 sec): 3 clusters Score: Raw -983770.586816 + Penalty 4268.816708 = -979501.770108 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 15 (2212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72933.500000 sec): 2 clusters Score: Raw -347806.668700 + Penalty 1910.009786 = -345896.658914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72933.510000 sec): 3 clusters Score: Raw -346978.745287 + Penalty 3820.019572 = -343158.725715 nChanged 700 SP:Iteration 1F (72933.530000 sec): 3 clusters Score: Raw -347548.211063 + Penalty 3820.019572 = -343728.191491 nChanged 190 SP:Iteration 2F (72933.540000 sec): 3 clusters Score: Raw -347739.885681 + Penalty 3820.019572 = -343919.866109 nChanged 115 SP:Iteration 3F (72933.550000 sec): 3 clusters Score: Raw -347833.600892 + Penalty 3820.019572 = -344013.581320 nChanged 67 SP:Iteration 4Q (72933.560000 sec): 3 clusters Score: Raw -347891.845901 + Penalty 3820.019572 = -344071.826329 nChanged 54 SP:Iteration 5Q (72933.570000 sec): 3 clusters Score: Raw -347934.220866 + Penalty 3820.019572 = -344114.201294 nChanged 37 SP:Iteration 6Q (72933.580000 sec): 3 clusters Score: Raw -347972.839178 + Penalty 3820.019572 = -344152.819606 nChanged 45 SP:Iteration 7Q (72933.590000 sec): 3 clusters Score: Raw -348012.300939 + Penalty 3820.019572 = -344192.281367 nChanged 35 SP:Iteration 8Q (72933.600000 sec): 3 clusters Score: Raw -348042.250229 + Penalty 3820.019572 = -344222.230657 nChanged 34 SP:Iteration 9Q (72933.610000 sec): 3 clusters Score: Raw -348071.391220 + Penalty 3820.019572 = -344251.371648 nChanged 37 SP:Iteration 10Q (72933.630000 sec): 3 clusters Score: Raw -348109.363692 + Penalty 3820.019572 = -344289.344120 nChanged 46 SP:Iteration 11Q (72933.630000 sec): 3 clusters Score: Raw -348151.875343 + Penalty 3820.019572 = -344331.855771 nChanged 37 SP:Iteration 12Q (72933.650000 sec): 3 clusters Score: Raw -348193.043053 + Penalty 3820.019572 = -344373.023481 nChanged 48 SP:Iteration 13Q (72933.650000 sec): 3 clusters Score: Raw -348253.894650 + Penalty 3820.019572 = -344433.875078 nChanged 62 SP:Iteration 14Q (72933.670000 sec): 3 clusters Score: Raw -348340.911570 + Penalty 3820.019572 = -344520.891998 nChanged 63 SP:Iteration 15Q (72933.680000 sec): 3 clusters Score: Raw -348424.185227 + Penalty 3820.019572 = -344604.165656 nChanged 65 SP:Iteration 16Q (72933.690000 sec): 3 clusters Score: Raw -348512.835332 + Penalty 3820.019572 = -344692.815760 nChanged 79 SP:Iteration 17Q (72933.700000 sec): 3 clusters Score: Raw -348620.957669 + Penalty 3820.019572 = -344800.938097 nChanged 66 SP:Iteration 18Q (72933.710000 sec): 3 clusters Score: Raw -348708.398015 + Penalty 3820.019572 = -344888.378443 nChanged 59 SP:Iteration 19Q (72933.720000 sec): 3 clusters Score: Raw -348779.274672 + Penalty 3820.019572 = -344959.255100 nChanged 56 SP:Iteration 20F (72933.730000 sec): 3 clusters Score: Raw -348848.769298 + Penalty 3820.019572 = -345028.749726 nChanged 44 SP:Iteration 21Q (72933.740000 sec): 3 clusters Score: Raw -348897.500214 + Penalty 3820.019572 = -345077.480642 nChanged 33 SP:Iteration 22Q (72933.750000 sec): 3 clusters Score: Raw -348947.442091 + Penalty 3820.019572 = -345127.422519 nChanged 27 SP:Iteration 23Q (72933.760000 sec): 3 clusters Score: Raw -348983.726749 + Penalty 3820.019572 = -345163.707177 nChanged 24 SP:Iteration 24Q (72933.770000 sec): 3 clusters Score: Raw -349009.758043 + Penalty 3820.019572 = -345189.738471 nChanged 21 SP:Iteration 25Q (72933.780000 sec): 3 clusters Score: Raw -349044.805632 + Penalty 3820.019572 = -345224.786061 nChanged 21 SP:Iteration 26Q (72933.790000 sec): 3 clusters Score: Raw -349070.691431 + Penalty 3820.019572 = -345250.671859 nChanged 21 SP:Iteration 27Q (72933.790000 sec): 3 clusters Score: Raw -349121.041348 + Penalty 3820.019572 = -345301.021776 nChanged 20 SP:Iteration 28Q (72933.810000 sec): 3 clusters Score: Raw -349151.481786 + Penalty 3820.019572 = -345331.462214 nChanged 17 SP:Iteration 29Q (72933.810000 sec): 3 clusters Score: Raw -349167.792941 + Penalty 3820.019572 = -345347.773369 nChanged 16 SP:Iteration 30Q (72933.830000 sec): 3 clusters Score: Raw -349186.318540 + Penalty 3820.019572 = -345366.298969 nChanged 9 SP:Iteration 31Q (72933.830000 sec): 3 clusters Score: Raw -349198.155698 + Penalty 3820.019572 = -345378.136126 nChanged 10 SP:Iteration 32Q (72933.840000 sec): 3 clusters Score: Raw -349218.216540 + Penalty 3820.019572 = -345398.196968 nChanged 10 SP:Iteration 33Q (72933.850000 sec): 3 clusters Score: Raw -349240.066327 + Penalty 3820.019572 = -345420.046756 nChanged 13 SP:Iteration 34Q (72933.860000 sec): 3 clusters Score: Raw -349255.617431 + Penalty 3820.019572 = -345435.597859 nChanged 5 SP:Iteration 35Q (72933.870000 sec): 3 clusters Score: Raw -349267.195382 + Penalty 3820.019572 = -345447.175810 nChanged 6 SP:Iteration 36Q (72933.880000 sec): 3 clusters Score: Raw -349273.828662 + Penalty 3820.019572 = -345453.809091 nChanged 1 SP:Iteration 37Q (72933.890000 sec): 3 clusters Score: Raw -349281.075607 + Penalty 3820.019572 = -345461.056035 nChanged 4 SP:Iteration 38Q (72933.900000 sec): 3 clusters Score: Raw -349284.964676 + Penalty 3820.019572 = -345464.945104 nChanged 3 SP:Iteration 39Q (72933.910000 sec): 3 clusters Score: Raw -349285.927703 + Penalty 3820.019572 = -345465.908131 nChanged 1 SP:Iteration 40F (72933.920000 sec): 3 clusters Score: Raw -349286.231687 + Penalty 3820.019572 = -345466.212116 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 16 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72933.930000 sec): 2 clusters Score: Raw -123922.830189 + Penalty 1653.089562 = -122269.740627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72933.930000 sec): 3 clusters Score: Raw -123838.022480 + Penalty 3306.179124 = -120531.843356 nChanged 181 SP:Iteration 1F (72933.940000 sec): 3 clusters Score: Raw -124123.269943 + Penalty 3306.179124 = -120817.090819 nChanged 60 SP:Iteration 2F (72933.940000 sec): 3 clusters Score: Raw -124313.390820 + Penalty 3306.179124 = -121007.211696 nChanged 54 SP:Iteration 3F (72933.950000 sec): 3 clusters Score: Raw -124466.718662 + Penalty 3306.179124 = -121160.539538 nChanged 54 SP:Iteration 4F (72933.950000 sec): 3 clusters Score: Raw -124660.282987 + Penalty 3306.179124 = -121354.103863 nChanged 48 SP:Iteration 5F (72933.950000 sec): 3 clusters Score: Raw -124830.807744 + Penalty 3306.179124 = -121524.628620 nChanged 39 SP:Iteration 6Q (72933.960000 sec): 3 clusters Score: Raw -124972.650020 + Penalty 3306.179124 = -121666.470896 nChanged 30 SP:Iteration 7Q (72933.960000 sec): 3 clusters Score: Raw -125102.023141 + Penalty 3306.179124 = -121795.844017 nChanged 21 SP:Iteration 8Q (72933.960000 sec): 3 clusters Score: Raw -125177.878212 + Penalty 3306.179124 = -121871.699088 nChanged 17 SP:Iteration 9Q (72933.970000 sec): 3 clusters Score: Raw -125224.501602 + Penalty 3306.179124 = -121918.322478 nChanged 6 SP:Iteration 10Q (72933.970000 sec): 3 clusters Score: Raw -125247.970747 + Penalty 3306.179124 = -121941.791623 nChanged 7 SP:Iteration 11Q (72933.970000 sec): 3 clusters Score: Raw -125265.323630 + Penalty 3306.179124 = -121959.144506 nChanged 7 SP:Iteration 12Q (72933.980000 sec): 3 clusters Score: Raw -125281.749000 + Penalty 3306.179124 = -121975.569876 nChanged 8 SP:Iteration 13Q (72933.980000 sec): 3 clusters Score: Raw -125301.394538 + Penalty 3306.179124 = -121995.215414 nChanged 3 SP:Iteration 14Q (72933.980000 sec): 3 clusters Score: Raw -125310.159958 + Penalty 3306.179124 = -122003.980834 nChanged 1 SP:Iteration 15Q (72933.990000 sec): 3 clusters Score: Raw -125315.175332 + Penalty 3306.179124 = -122008.996208 nChanged 1 SP:Iteration 16Q (72933.990000 sec): 3 clusters Score: Raw -125316.595776 + Penalty 3306.179124 = -122010.416652 nChanged 0 SP:Iteration 17F (72933.990000 sec): 3 clusters Score: Raw -125316.595776 + Penalty 3306.179124 = -122010.416652 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 17 (119395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72934.500000 sec): 2 clusters Score: Raw -21175546.891151 + Penalty 2899.167766 = -21172647.723385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72935.110000 sec): 3 clusters Score: Raw -21098485.789324 + Penalty 5798.335531 = -21092687.453793 nChanged 56873 SP:Iteration 1F (72935.730000 sec): 3 clusters Score: Raw -21131364.603203 + Penalty 5798.335531 = -21125566.267672 nChanged 3469 SP:Iteration 2Q (72936.390000 sec): 3 clusters Score: Raw -21132129.707799 + Penalty 5798.335531 = -21126331.372267 nChanged 3527 SP:Iteration 3Q (72937.040000 sec): 3 clusters Score: Raw -21132990.905754 + Penalty 5798.335531 = -21127192.570223 nChanged 3735 SP:Iteration 4Q (72937.710000 sec): 3 clusters Score: Raw -21134103.521921 + Penalty 5798.335531 = -21128305.186390 nChanged 4363 SP:Iteration 5Q (72938.380000 sec): 3 clusters Score: Raw -21135807.778897 + Penalty 5798.335531 = -21130009.443366 nChanged 5267 SP:Iteration 6Q (72939.000000 sec): 3 clusters Score: Raw -21138477.374210 + Penalty 5798.335531 = -21132679.038679 nChanged 6493 SP:Iteration 7F (72939.600000 sec): 3 clusters Score: Raw -21142793.758884 + Penalty 5798.335531 = -21136995.423353 nChanged 7640 SP:Iteration 8F (72940.210000 sec): 3 clusters Score: Raw -21148971.459210 + Penalty 5798.335531 = -21143173.123679 nChanged 8118 SP:Iteration 9F (72940.830000 sec): 3 clusters Score: Raw -21156034.586274 + Penalty 5798.335531 = -21150236.250743 nChanged 7574 SP:Iteration 10F (72941.440000 sec): 3 clusters Score: Raw -21162670.339599 + Penalty 5798.335531 = -21156872.004068 nChanged 6092 SP:Iteration 11F (72942.070000 sec): 3 clusters Score: Raw -21167623.433815 + Penalty 5798.335531 = -21161825.098284 nChanged 4410 SP:Iteration 12Q (72942.630000 sec): 3 clusters Score: Raw -21170892.811112 + Penalty 5798.335531 = -21165094.475581 nChanged 3022 SP:Iteration 13Q (72943.180000 sec): 3 clusters Score: Raw -21172923.128427 + Penalty 5798.335531 = -21167124.792896 nChanged 1955 SP:Iteration 14Q (72943.690000 sec): 3 clusters Score: Raw -21174142.390253 + Penalty 5798.335531 = -21168344.054721 nChanged 1209 SP:Iteration 15Q (72944.190000 sec): 3 clusters Score: Raw -21174816.956313 + Penalty 5798.335531 = -21169018.620782 nChanged 776 SP:Iteration 16Q (72944.680000 sec): 3 clusters Score: Raw -21175216.661641 + Penalty 5798.335531 = -21169418.326110 nChanged 547 SP:Iteration 17Q (72945.180000 sec): 3 clusters Score: Raw -21175485.012533 + Penalty 5798.335531 = -21169686.677002 nChanged 359 SP:Iteration 18Q (72945.670000 sec): 3 clusters Score: Raw -21175649.204245 + Penalty 5798.335531 = -21169850.868714 nChanged 247 SP:Iteration 19Q (72946.150000 sec): 3 clusters Score: Raw -21175763.754573 + Penalty 5798.335531 = -21169965.419042 nChanged 197 SP:Iteration 20F (72946.790000 sec): 3 clusters Score: Raw -21175856.638672 + Penalty 5798.335531 = -21170058.303141 nChanged 138 SP:Iteration 21Q (72947.250000 sec): 3 clusters Score: Raw -21175916.333179 + Penalty 5798.335531 = -21170117.997648 nChanged 96 SP:Iteration 22Q (72947.710000 sec): 3 clusters Score: Raw -21175954.755897 + Penalty 5798.335531 = -21170156.420366 nChanged 75 SP:Iteration 23Q (72948.170000 sec): 3 clusters Score: Raw -21175982.071429 + Penalty 5798.335531 = -21170183.735898 nChanged 55 SP:Iteration 24Q (72948.600000 sec): 3 clusters Score: Raw -21176004.858880 + Penalty 5798.335531 = -21170206.523349 nChanged 53 SP:Iteration 25Q (72949.030000 sec): 3 clusters Score: Raw -21176025.931343 + Penalty 5798.335531 = -21170227.595812 nChanged 50 SP:Iteration 26Q (72949.460000 sec): 3 clusters Score: Raw -21176046.615788 + Penalty 5798.335531 = -21170248.280257 nChanged 55 SP:Iteration 27Q (72949.890000 sec): 3 clusters Score: Raw -21176068.276130 + Penalty 5798.335531 = -21170269.940599 nChanged 36 SP:Iteration 28Q (72950.320000 sec): 3 clusters Score: Raw -21176083.071000 + Penalty 5798.335531 = -21170284.735469 nChanged 43 SP:Iteration 29Q (72950.750000 sec): 3 clusters Score: Raw -21176099.799001 + Penalty 5798.335531 = -21170301.463470 nChanged 28 SP:Iteration 30Q (72951.170000 sec): 3 clusters Score: Raw -21176110.644914 + Penalty 5798.335531 = -21170312.309383 nChanged 29 SP:Iteration 31Q (72951.600000 sec): 3 clusters Score: Raw -21176122.469428 + Penalty 5798.335531 = -21170324.133897 nChanged 27 SP:Iteration 32Q (72952.030000 sec): 3 clusters Score: Raw -21176133.040633 + Penalty 5798.335531 = -21170334.705102 nChanged 24 SP:Iteration 33Q (72952.450000 sec): 3 clusters Score: Raw -21176140.787366 + Penalty 5798.335531 = -21170342.451835 nChanged 13 SP:Iteration 34Q (72952.880000 sec): 3 clusters Score: Raw -21176145.069100 + Penalty 5798.335531 = -21170346.733569 nChanged 14 SP:Iteration 35Q (72953.310000 sec): 3 clusters Score: Raw -21176151.126914 + Penalty 5798.335531 = -21170352.791383 nChanged 17 SP:Iteration 36Q (72953.740000 sec): 3 clusters Score: Raw -21176157.807718 + Penalty 5798.335531 = -21170359.472187 nChanged 23 SP:Iteration 37Q (72954.160000 sec): 3 clusters Score: Raw -21176165.726564 + Penalty 5798.335531 = -21170367.391033 nChanged 16 SP:Iteration 38Q (72954.590000 sec): 3 clusters Score: Raw -21176171.826160 + Penalty 5798.335531 = -21170373.490629 nChanged 15 SP:Iteration 39Q (72955.010000 sec): 3 clusters Score: Raw -21176178.209847 + Penalty 5798.335531 = -21170379.874316 nChanged 14 SP:Iteration 40F (72955.600000 sec): 3 clusters Score: Raw -21176183.437011 + Penalty 5798.335531 = -21170385.101480 nChanged 10 SP:Iteration 41Q (72956.030000 sec): 3 clusters Score: Raw -21176187.485135 + Penalty 5798.335531 = -21170389.149604 nChanged 11 SP:Iteration 42Q (72956.450000 sec): 3 clusters Score: Raw -21176191.251665 + Penalty 5798.335531 = -21170392.916134 nChanged 8 SP:Iteration 43Q (72956.880000 sec): 3 clusters Score: Raw -21176194.031544 + Penalty 5798.335531 = -21170395.696012 nChanged 7 SP:Iteration 44Q (72957.310000 sec): 3 clusters Score: Raw -21176196.169395 + Penalty 5798.335531 = -21170397.833864 nChanged 5 SP:Iteration 45Q (72957.730000 sec): 3 clusters Score: Raw -21176197.846759 + Penalty 5798.335531 = -21170399.511228 nChanged 4 SP:Iteration 46Q (72958.150000 sec): 3 clusters Score: Raw -21176198.955756 + Penalty 5798.335531 = -21170400.620225 nChanged 2 SP:Iteration 47Q (72958.580000 sec): 3 clusters Score: Raw -21176199.431842 + Penalty 5798.335531 = -21170401.096311 nChanged 0 SP:Iteration 48F (72959.170000 sec): 3 clusters Score: Raw -21176199.431842 + Penalty 5798.335531 = -21170401.096311 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 18 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72959.230000 sec): 2 clusters Score: Raw -52581.859511 + Penalty 1501.500958 = -51080.358554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72959.230000 sec): 3 clusters Score: Raw -52723.186781 + Penalty 3003.001916 = -49720.184865 nChanged 90 SP:Iteration 1F (72959.230000 sec): 3 clusters Score: Raw -52879.837371 + Penalty 3003.001916 = -49876.835455 nChanged 27 SP:Iteration 2F (72959.230000 sec): 3 clusters Score: Raw -52937.163090 + Penalty 3003.001916 = -49934.161174 nChanged 13 SP:Iteration 3Q (72959.230000 sec): 3 clusters Score: Raw -53003.469808 + Penalty 3003.001916 = -50000.467892 nChanged 19 SP:Iteration 4Q (72959.240000 sec): 3 clusters Score: Raw -53044.738271 + Penalty 3003.001916 = -50041.736355 nChanged 12 SP:Iteration 5Q (72959.240000 sec): 3 clusters Score: Raw -53085.814888 + Penalty 3003.001916 = -50082.812972 nChanged 13 SP:Iteration 6Q (72959.240000 sec): 3 clusters Score: Raw -53125.925969 + Penalty 3003.001916 = -50122.924054 nChanged 11 SP:Iteration 7Q (72959.240000 sec): 3 clusters Score: Raw -53155.283318 + Penalty 3003.001916 = -50152.281402 nChanged 7 SP:Iteration 8Q (72959.250000 sec): 3 clusters Score: Raw -53184.950360 + Penalty 3003.001916 = -50181.948444 nChanged 5 SP:Iteration 9Q (72959.250000 sec): 3 clusters Score: Raw -53192.452390 + Penalty 3003.001916 = -50189.450474 nChanged 5 SP:Iteration 10Q (72959.250000 sec): 3 clusters Score: Raw -53202.388271 + Penalty 3003.001916 = -50199.386355 nChanged 4 SP:Iteration 11Q (72959.250000 sec): 3 clusters Score: Raw -53229.146432 + Penalty 3003.001916 = -50226.144516 nChanged 5 SP:Iteration 12Q (72959.250000 sec): 3 clusters Score: Raw -53246.632503 + Penalty 3003.001916 = -50243.630587 nChanged 3 SP:Iteration 13Q (72959.250000 sec): 3 clusters Score: Raw -53259.118373 + Penalty 3003.001916 = -50256.116457 nChanged 3 SP:Iteration 14Q (72959.260000 sec): 3 clusters Score: Raw -53269.296779 + Penalty 3003.001916 = -50266.294863 nChanged 3 SP:Iteration 15Q (72959.260000 sec): 3 clusters Score: Raw -53274.658100 + Penalty 3003.001916 = -50271.656184 nChanged 2 SP:Iteration 16Q (72959.260000 sec): 3 clusters Score: Raw -53277.975838 + Penalty 3003.001916 = -50274.973922 nChanged 1 SP:Iteration 17Q (72959.260000 sec): 3 clusters Score: Raw -53280.248220 + Penalty 3003.001916 = -50277.246304 nChanged 1 SP:Iteration 18Q (72959.260000 sec): 3 clusters Score: Raw -53283.321313 + Penalty 3003.001916 = -50280.319397 nChanged 0 SP:Iteration 19F (72959.270000 sec): 3 clusters Score: Raw -53283.321313 + Penalty 3003.001916 = -50280.319397 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 19 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72959.270000 sec): 2 clusters Score: Raw -52002.857574 + Penalty 1435.910122 = -50566.947452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72959.270000 sec): 3 clusters Score: Raw -52115.603783 + Penalty 2871.820245 = -49243.783538 nChanged 56 SP:Iteration 1F (72959.280000 sec): 3 clusters Score: Raw -52306.830136 + Penalty 2871.820245 = -49435.009892 nChanged 10 SP:Iteration 2Q (72959.280000 sec): 3 clusters Score: Raw -52350.096161 + Penalty 2871.820245 = -49478.275917 nChanged 6 SP:Iteration 3Q (72959.280000 sec): 3 clusters Score: Raw -52385.270597 + Penalty 2871.820245 = -49513.450352 nChanged 2 SP:Iteration 4Q (72959.280000 sec): 3 clusters Score: Raw -52394.991207 + Penalty 2871.820245 = -49523.170963 nChanged 2 SP:Iteration 5Q (72959.280000 sec): 3 clusters Score: Raw -52399.077716 + Penalty 2871.820245 = -49527.257471 nChanged 0 SP:Iteration 6F (72959.290000 sec): 3 clusters Score: Raw -52399.077716 + Penalty 2871.820245 = -49527.257471 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 20 (22849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72959.390000 sec): 2 clusters Score: Raw -3748739.851163 + Penalty 2489.092333 = -3746250.758831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72959.500000 sec): 3 clusters Score: Raw -3735367.453017 + Penalty 4978.184665 = -3730389.268352 nChanged 10113 SP:Iteration 1F (72959.610000 sec): 3 clusters Score: Raw -3741061.279241 + Penalty 4978.184665 = -3736083.094576 nChanged 1374 SP:Iteration 2F (72959.730000 sec): 3 clusters Score: Raw -3741733.850739 + Penalty 4978.184665 = -3736755.666074 nChanged 1249 SP:Iteration 3F (72959.850000 sec): 3 clusters Score: Raw -3742428.076896 + Penalty 4978.184665 = -3737449.892230 nChanged 1286 SP:Iteration 4F (72959.960000 sec): 3 clusters Score: Raw -3743227.228031 + Penalty 4978.184665 = -3738249.043365 nChanged 1281 SP:Iteration 5F (72960.080000 sec): 3 clusters Score: Raw -3744022.397472 + Penalty 4978.184665 = -3739044.212807 nChanged 1175 SP:Iteration 6F (72960.190000 sec): 3 clusters Score: Raw -3744742.725894 + Penalty 4978.184665 = -3739764.541229 nChanged 1045 SP:Iteration 7Q (72960.310000 sec): 3 clusters Score: Raw -3745377.859635 + Penalty 4978.184665 = -3740399.674969 nChanged 907 SP:Iteration 8Q (72960.420000 sec): 3 clusters Score: Raw -3745924.808622 + Penalty 4978.184665 = -3740946.623957 nChanged 768 SP:Iteration 9Q (72960.530000 sec): 3 clusters Score: Raw -3746375.634998 + Penalty 4978.184665 = -3741397.450333 nChanged 678 SP:Iteration 10Q (72960.640000 sec): 3 clusters Score: Raw -3746770.227864 + Penalty 4978.184665 = -3741792.043199 nChanged 578 SP:Iteration 11Q (72960.750000 sec): 3 clusters Score: Raw -3747066.949519 + Penalty 4978.184665 = -3742088.764854 nChanged 452 SP:Iteration 12Q (72960.860000 sec): 3 clusters Score: Raw -3747295.298966 + Penalty 4978.184665 = -3742317.114301 nChanged 371 SP:Iteration 13Q (72960.960000 sec): 3 clusters Score: Raw -3747492.533811 + Penalty 4978.184665 = -3742514.349146 nChanged 343 SP:Iteration 14Q (72961.060000 sec): 3 clusters Score: Raw -3747680.628974 + Penalty 4978.184665 = -3742702.444309 nChanged 321 SP:Iteration 15Q (72961.150000 sec): 3 clusters Score: Raw -3747861.911307 + Penalty 4978.184665 = -3742883.726642 nChanged 277 SP:Iteration 16Q (72961.250000 sec): 3 clusters Score: Raw -3748018.242330 + Penalty 4978.184665 = -3743040.057664 nChanged 268 SP:Iteration 17Q (72961.350000 sec): 3 clusters Score: Raw -3748170.371320 + Penalty 4978.184665 = -3743192.186654 nChanged 216 SP:Iteration 18Q (72961.440000 sec): 3 clusters Score: Raw -3748288.977503 + Penalty 4978.184665 = -3743310.792837 nChanged 182 SP:Iteration 19Q (72961.530000 sec): 3 clusters Score: Raw -3748394.806302 + Penalty 4978.184665 = -3743416.621637 nChanged 188 SP:Iteration 20F (72961.650000 sec): 3 clusters Score: Raw -3748502.240709 + Penalty 4978.184665 = -3743524.056044 nChanged 159 SP:Iteration 21Q (72961.740000 sec): 3 clusters Score: Raw -3748596.824219 + Penalty 4978.184665 = -3743618.639554 nChanged 137 SP:Iteration 22Q (72961.830000 sec): 3 clusters Score: Raw -3748684.540352 + Penalty 4978.184665 = -3743706.355687 nChanged 126 SP:Iteration 23Q (72961.910000 sec): 3 clusters Score: Raw -3748764.762874 + Penalty 4978.184665 = -3743786.578208 nChanged 100 SP:Iteration 24Q (72962.000000 sec): 3 clusters Score: Raw -3748835.286639 + Penalty 4978.184665 = -3743857.101974 nChanged 85 SP:Iteration 25Q (72962.090000 sec): 3 clusters Score: Raw -3748896.102771 + Penalty 4978.184665 = -3743917.918106 nChanged 81 SP:Iteration 26Q (72962.170000 sec): 3 clusters Score: Raw -3748960.327285 + Penalty 4978.184665 = -3743982.142620 nChanged 89 SP:Iteration 27Q (72962.260000 sec): 3 clusters Score: Raw -3749021.900957 + Penalty 4978.184665 = -3744043.716291 nChanged 58 SP:Iteration 28Q (72962.340000 sec): 3 clusters Score: Raw -3749060.872579 + Penalty 4978.184665 = -3744082.687913 nChanged 36 SP:Iteration 29Q (72962.430000 sec): 3 clusters Score: Raw -3749086.434031 + Penalty 4978.184665 = -3744108.249365 nChanged 24 SP:Iteration 30Q (72962.510000 sec): 3 clusters Score: Raw -3749102.606096 + Penalty 4978.184665 = -3744124.421431 nChanged 19 SP:Iteration 31Q (72962.590000 sec): 3 clusters Score: Raw -3749116.995745 + Penalty 4978.184665 = -3744138.811080 nChanged 20 SP:Iteration 32Q (72962.680000 sec): 3 clusters Score: Raw -3749128.903197 + Penalty 4978.184665 = -3744150.718532 nChanged 18 SP:Iteration 33Q (72962.760000 sec): 3 clusters Score: Raw -3749143.184761 + Penalty 4978.184665 = -3744165.000096 nChanged 14 SP:Iteration 34Q (72962.840000 sec): 3 clusters Score: Raw -3749152.210809 + Penalty 4978.184665 = -3744174.026144 nChanged 14 SP:Iteration 35Q (72962.920000 sec): 3 clusters Score: Raw -3749163.250311 + Penalty 4978.184665 = -3744185.065646 nChanged 16 SP:Iteration 36Q (72963.010000 sec): 3 clusters Score: Raw -3749176.297465 + Penalty 4978.184665 = -3744198.112800 nChanged 13 SP:Iteration 37Q (72963.090000 sec): 3 clusters Score: Raw -3749185.605800 + Penalty 4978.184665 = -3744207.421135 nChanged 10 SP:Iteration 38Q (72963.170000 sec): 3 clusters Score: Raw -3749192.856664 + Penalty 4978.184665 = -3744214.671999 nChanged 9 SP:Iteration 39Q (72963.250000 sec): 3 clusters Score: Raw -3749199.546154 + Penalty 4978.184665 = -3744221.361489 nChanged 7 SP:Iteration 40F (72963.370000 sec): 3 clusters Score: Raw -3749204.795584 + Penalty 4978.184665 = -3744226.610918 nChanged 4 SP:Iteration 41Q (72963.450000 sec): 3 clusters Score: Raw -3749206.659769 + Penalty 4978.184665 = -3744228.475103 nChanged 2 SP:Iteration 42Q (72963.530000 sec): 3 clusters Score: Raw -3749208.805007 + Penalty 4978.184665 = -3744230.620341 nChanged 3 SP:Iteration 43Q (72963.610000 sec): 3 clusters Score: Raw -3749210.909100 + Penalty 4978.184665 = -3744232.724435 nChanged 3 SP:Iteration 44Q (72963.690000 sec): 3 clusters Score: Raw -3749213.199597 + Penalty 4978.184665 = -3744235.014932 nChanged 3 SP:Iteration 45Q (72963.780000 sec): 3 clusters Score: Raw -3749215.485941 + Penalty 4978.184665 = -3744237.301276 nChanged 2 SP:Iteration 46Q (72963.860000 sec): 3 clusters Score: Raw -3749217.001280 + Penalty 4978.184665 = -3744238.816615 nChanged 2 SP:Iteration 47Q (72963.940000 sec): 3 clusters Score: Raw -3749218.422014 + Penalty 4978.184665 = -3744240.237348 nChanged 1 SP:Iteration 48Q (72964.020000 sec): 3 clusters Score: Raw -3749219.320147 + Penalty 4978.184665 = -3744241.135482 nChanged 2 SP:Iteration 49Q (72964.100000 sec): 3 clusters Score: Raw -3749220.070377 + Penalty 4978.184665 = -3744241.885711 nChanged 0 SP:Iteration 50F (72964.220000 sec): 3 clusters Score: Raw -3749220.070377 + Penalty 4978.184665 = -3744241.885711 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 21 (346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72964.230000 sec): 2 clusters Score: Raw -41870.019270 + Penalty 1449.916816 = -40420.102454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72964.230000 sec): 3 clusters Score: Raw -42226.082711 + Penalty 2899.833632 = -39326.249079 nChanged 90 SP:Iteration 1F (72964.240000 sec): 3 clusters Score: Raw -42539.387992 + Penalty 2899.833632 = -39639.554360 nChanged 24 SP:Iteration 2F (72964.240000 sec): 3 clusters Score: Raw -42715.998343 + Penalty 2899.833632 = -39816.164711 nChanged 15 SP:Iteration 3Q (72964.240000 sec): 3 clusters Score: Raw -42762.396694 + Penalty 2899.833632 = -39862.563061 nChanged 7 SP:Iteration 4Q (72964.240000 sec): 3 clusters Score: Raw -42777.581627 + Penalty 2899.833632 = -39877.747995 nChanged 7 SP:Iteration 5Q (72964.240000 sec): 3 clusters Score: Raw -42789.881475 + Penalty 2899.833632 = -39890.047842 nChanged 3 SP:Iteration 6Q (72964.250000 sec): 3 clusters Score: Raw -42794.821784 + Penalty 2899.833632 = -39894.988152 nChanged 1 SP:Iteration 7Q (72964.250000 sec): 3 clusters Score: Raw -42797.279573 + Penalty 2899.833632 = -39897.445941 nChanged 0 SP:Iteration 8F (72964.250000 sec): 3 clusters Score: Raw -42797.279573 + Penalty 2899.833632 = -39897.445941 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 22 (18110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72964.330000 sec): 2 clusters Score: Raw -3198544.249143 + Penalty 2431.446449 = -3196112.802694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72964.420000 sec): 3 clusters Score: Raw -3188182.646717 + Penalty 4862.892897 = -3183319.753820 nChanged 7805 SP:Iteration 1F (72964.510000 sec): 3 clusters Score: Raw -3192440.657850 + Penalty 4862.892897 = -3187577.764952 nChanged 1089 SP:Iteration 2F (72964.610000 sec): 3 clusters Score: Raw -3192947.645765 + Penalty 4862.892897 = -3188084.752868 nChanged 1012 SP:Iteration 3F (72964.690000 sec): 3 clusters Score: Raw -3193466.280436 + Penalty 4862.892897 = -3188603.387539 nChanged 1001 SP:Iteration 4F (72964.790000 sec): 3 clusters Score: Raw -3194020.703661 + Penalty 4862.892897 = -3189157.810764 nChanged 973 SP:Iteration 5F (72964.880000 sec): 3 clusters Score: Raw -3194642.758172 + Penalty 4862.892897 = -3189779.865275 nChanged 1062 SP:Iteration 6F (72964.970000 sec): 3 clusters Score: Raw -3195363.150763 + Penalty 4862.892897 = -3190500.257865 nChanged 1053 SP:Iteration 7F (72965.060000 sec): 3 clusters Score: Raw -3196045.237105 + Penalty 4862.892897 = -3191182.344208 nChanged 920 SP:Iteration 8F (72965.160000 sec): 3 clusters Score: Raw -3196587.606554 + Penalty 4862.892897 = -3191724.713657 nChanged 766 SP:Iteration 9Q (72965.240000 sec): 3 clusters Score: Raw -3197013.733917 + Penalty 4862.892897 = -3192150.841020 nChanged 627 SP:Iteration 10Q (72965.340000 sec): 3 clusters Score: Raw -3197330.571397 + Penalty 4862.892897 = -3192467.678500 nChanged 568 SP:Iteration 11Q (72965.420000 sec): 3 clusters Score: Raw -3197607.655577 + Penalty 4862.892897 = -3192744.762680 nChanged 489 SP:Iteration 12Q (72965.510000 sec): 3 clusters Score: Raw -3197818.922474 + Penalty 4862.892897 = -3192956.029577 nChanged 415 SP:Iteration 13Q (72965.600000 sec): 3 clusters Score: Raw -3197973.282671 + Penalty 4862.892897 = -3193110.389774 nChanged 323 SP:Iteration 14Q (72965.690000 sec): 3 clusters Score: Raw -3198091.351638 + Penalty 4862.892897 = -3193228.458741 nChanged 303 SP:Iteration 15Q (72965.780000 sec): 3 clusters Score: Raw -3198188.196810 + Penalty 4862.892897 = -3193325.303913 nChanged 270 SP:Iteration 16Q (72965.860000 sec): 3 clusters Score: Raw -3198270.167009 + Penalty 4862.892897 = -3193407.274112 nChanged 242 SP:Iteration 17Q (72965.950000 sec): 3 clusters Score: Raw -3198335.357530 + Penalty 4862.892897 = -3193472.464633 nChanged 195 SP:Iteration 18Q (72966.040000 sec): 3 clusters Score: Raw -3198382.898597 + Penalty 4862.892897 = -3193520.005700 nChanged 169 SP:Iteration 19Q (72966.120000 sec): 3 clusters Score: Raw -3198421.383138 + Penalty 4862.892897 = -3193558.490241 nChanged 165 SP:Iteration 20F (72966.210000 sec): 3 clusters Score: Raw -3198460.232411 + Penalty 4862.892897 = -3193597.339514 nChanged 158 SP:Iteration 21Q (72966.300000 sec): 3 clusters Score: Raw -3198494.685885 + Penalty 4862.892897 = -3193631.792987 nChanged 129 SP:Iteration 22Q (72966.380000 sec): 3 clusters Score: Raw -3198520.411156 + Penalty 4862.892897 = -3193657.518258 nChanged 124 SP:Iteration 23Q (72966.470000 sec): 3 clusters Score: Raw -3198542.955881 + Penalty 4862.892897 = -3193680.062984 nChanged 109 SP:Iteration 24Q (72966.560000 sec): 3 clusters Score: Raw -3198563.711678 + Penalty 4862.892897 = -3193700.818781 nChanged 111 SP:Iteration 25Q (72966.640000 sec): 3 clusters Score: Raw -3198587.828461 + Penalty 4862.892897 = -3193724.935564 nChanged 118 SP:Iteration 26Q (72966.720000 sec): 3 clusters Score: Raw -3198608.912009 + Penalty 4862.892897 = -3193746.019112 nChanged 93 SP:Iteration 27Q (72966.810000 sec): 3 clusters Score: Raw -3198625.917228 + Penalty 4862.892897 = -3193763.024331 nChanged 108 SP:Iteration 28Q (72966.890000 sec): 3 clusters Score: Raw -3198650.183274 + Penalty 4862.892897 = -3193787.290376 nChanged 124 SP:Iteration 29Q (72966.980000 sec): 3 clusters Score: Raw -3198675.072442 + Penalty 4862.892897 = -3193812.179545 nChanged 107 SP:Iteration 30Q (72967.060000 sec): 3 clusters Score: Raw -3198696.815522 + Penalty 4862.892897 = -3193833.922625 nChanged 96 SP:Iteration 31Q (72967.140000 sec): 3 clusters Score: Raw -3198715.015879 + Penalty 4862.892897 = -3193852.122982 nChanged 88 SP:Iteration 32Q (72967.230000 sec): 3 clusters Score: Raw -3198729.245525 + Penalty 4862.892897 = -3193866.352628 nChanged 74 SP:Iteration 33Q (72967.310000 sec): 3 clusters Score: Raw -3198740.743496 + Penalty 4862.892897 = -3193877.850599 nChanged 75 SP:Iteration 34Q (72967.400000 sec): 3 clusters Score: Raw -3198752.863140 + Penalty 4862.892897 = -3193889.970243 nChanged 70 SP:Iteration 35Q (72967.480000 sec): 3 clusters Score: Raw -3198762.858348 + Penalty 4862.892897 = -3193899.965451 nChanged 64 SP:Iteration 36Q (72967.560000 sec): 3 clusters Score: Raw -3198772.364937 + Penalty 4862.892897 = -3193909.472040 nChanged 64 SP:Iteration 37Q (72967.640000 sec): 3 clusters Score: Raw -3198781.757772 + Penalty 4862.892897 = -3193918.864875 nChanged 50 SP:Iteration 38Q (72967.730000 sec): 3 clusters Score: Raw -3198788.340848 + Penalty 4862.892897 = -3193925.447951 nChanged 44 SP:Iteration 39Q (72967.810000 sec): 3 clusters Score: Raw -3198792.850452 + Penalty 4862.892897 = -3193929.957555 nChanged 37 SP:Iteration 40F (72967.900000 sec): 3 clusters Score: Raw -3198797.715740 + Penalty 4862.892897 = -3193934.822843 nChanged 40 SP:Iteration 41Q (72967.980000 sec): 3 clusters Score: Raw -3198803.128237 + Penalty 4862.892897 = -3193940.235339 nChanged 52 SP:Iteration 42Q (72968.060000 sec): 3 clusters Score: Raw -3198812.583103 + Penalty 4862.892897 = -3193949.690206 nChanged 65 SP:Iteration 43Q (72968.140000 sec): 3 clusters Score: Raw -3198825.383599 + Penalty 4862.892897 = -3193962.490702 nChanged 66 SP:Iteration 44Q (72968.230000 sec): 3 clusters Score: Raw -3198837.643315 + Penalty 4862.892897 = -3193974.750417 nChanged 67 SP:Iteration 45Q (72968.310000 sec): 3 clusters Score: Raw -3198848.423708 + Penalty 4862.892897 = -3193985.530811 nChanged 64 SP:Iteration 46Q (72968.390000 sec): 3 clusters Score: Raw -3198858.779763 + Penalty 4862.892897 = -3193995.886866 nChanged 57 SP:Iteration 47Q (72968.470000 sec): 3 clusters Score: Raw -3198866.858249 + Penalty 4862.892897 = -3194003.965352 nChanged 53 SP:Iteration 48Q (72968.550000 sec): 3 clusters Score: Raw -3198875.640615 + Penalty 4862.892897 = -3194012.747718 nChanged 56 SP:Iteration 49Q (72968.630000 sec): 3 clusters Score: Raw -3198885.992346 + Penalty 4862.892897 = -3194023.099449 nChanged 57 SP:Iteration 50Q (72968.720000 sec): 3 clusters Score: Raw -3198896.382764 + Penalty 4862.892897 = -3194033.489867 nChanged 55 SP:Iteration 51Q (72968.800000 sec): 3 clusters Score: Raw -3198905.147871 + Penalty 4862.892897 = -3194042.254974 nChanged 55 SP:Iteration 52Q (72968.880000 sec): 3 clusters Score: Raw -3198912.646595 + Penalty 4862.892897 = -3194049.753698 nChanged 50 SP:Iteration 53Q (72968.960000 sec): 3 clusters Score: Raw -3198920.046562 + Penalty 4862.892897 = -3194057.153664 nChanged 57 SP:Iteration 54Q (72969.050000 sec): 3 clusters Score: Raw -3198929.142127 + Penalty 4862.892897 = -3194066.249230 nChanged 54 SP:Iteration 55Q (72969.140000 sec): 3 clusters Score: Raw -3198937.982663 + Penalty 4862.892897 = -3194075.089766 nChanged 59 SP:Iteration 56Q (72969.230000 sec): 3 clusters Score: Raw -3198949.990710 + Penalty 4862.892897 = -3194087.097813 nChanged 71 SP:Iteration 57Q (72969.310000 sec): 3 clusters Score: Raw -3198964.108936 + Penalty 4862.892897 = -3194101.216039 nChanged 60 SP:Iteration 58Q (72969.390000 sec): 3 clusters Score: Raw -3198975.749222 + Penalty 4862.892897 = -3194112.856325 nChanged 64 SP:Iteration 59Q (72969.470000 sec): 3 clusters Score: Raw -3198989.200131 + Penalty 4862.892897 = -3194126.307234 nChanged 77 SP:Iteration 60F (72969.560000 sec): 3 clusters Score: Raw -3199003.557712 + Penalty 4862.892897 = -3194140.664815 nChanged 64 SP:Iteration 61Q (72969.650000 sec): 3 clusters Score: Raw -3199015.783684 + Penalty 4862.892897 = -3194152.890786 nChanged 64 SP:Iteration 62Q (72969.730000 sec): 3 clusters Score: Raw -3199027.749364 + Penalty 4862.892897 = -3194164.856466 nChanged 64 SP:Iteration 63Q (72969.820000 sec): 3 clusters Score: Raw -3199040.896691 + Penalty 4862.892897 = -3194178.003794 nChanged 71 SP:Iteration 64Q (72969.910000 sec): 3 clusters Score: Raw -3199058.556475 + Penalty 4862.892897 = -3194195.663578 nChanged 95 SP:Iteration 65Q (72970.000000 sec): 3 clusters Score: Raw -3199083.914665 + Penalty 4862.892897 = -3194221.021767 nChanged 109 SP:Iteration 66Q (72970.090000 sec): 3 clusters Score: Raw -3199111.541340 + Penalty 4862.892897 = -3194248.648443 nChanged 99 SP:Iteration 67Q (72970.170000 sec): 3 clusters Score: Raw -3199134.209961 + Penalty 4862.892897 = -3194271.317063 nChanged 109 SP:Iteration 68Q (72970.260000 sec): 3 clusters Score: Raw -3199164.254869 + Penalty 4862.892897 = -3194301.361972 nChanged 120 SP:Iteration 69Q (72970.350000 sec): 3 clusters Score: Raw -3199194.232438 + Penalty 4862.892897 = -3194331.339541 nChanged 115 SP:Iteration 70Q (72970.440000 sec): 3 clusters Score: Raw -3199220.290430 + Penalty 4862.892897 = -3194357.397533 nChanged 90 SP:Iteration 71Q (72970.520000 sec): 3 clusters Score: Raw -3199241.399050 + Penalty 4862.892897 = -3194378.506152 nChanged 91 SP:Iteration 72Q (72970.610000 sec): 3 clusters Score: Raw -3199266.802867 + Penalty 4862.892897 = -3194403.909969 nChanged 92 SP:Iteration 73Q (72970.690000 sec): 3 clusters Score: Raw -3199290.462905 + Penalty 4862.892897 = -3194427.570008 nChanged 89 SP:Iteration 74Q (72970.780000 sec): 3 clusters Score: Raw -3199317.826933 + Penalty 4862.892897 = -3194454.934036 nChanged 99 SP:Iteration 75Q (72970.870000 sec): 3 clusters Score: Raw -3199347.280640 + Penalty 4862.892897 = -3194484.387743 nChanged 112 SP:Iteration 76Q (72970.950000 sec): 3 clusters Score: Raw -3199381.586303 + Penalty 4862.892897 = -3194518.693406 nChanged 102 SP:Iteration 77Q (72971.040000 sec): 3 clusters Score: Raw -3199414.561899 + Penalty 4862.892897 = -3194551.669002 nChanged 123 SP:Iteration 78Q (72971.130000 sec): 3 clusters Score: Raw -3199459.682176 + Penalty 4862.892897 = -3194596.789279 nChanged 142 SP:Iteration 79Q (72971.210000 sec): 3 clusters Score: Raw -3199518.978619 + Penalty 4862.892897 = -3194656.085722 nChanged 125 SP:Iteration 80F (72971.310000 sec): 3 clusters Score: Raw -3199568.091716 + Penalty 4862.892897 = -3194705.198818 nChanged 107 SP:Iteration 81Q (72971.390000 sec): 3 clusters Score: Raw -3199609.909693 + Penalty 4862.892897 = -3194747.016796 nChanged 101 SP:Iteration 82Q (72971.480000 sec): 3 clusters Score: Raw -3199647.612256 + Penalty 4862.892897 = -3194784.719359 nChanged 102 SP:Iteration 83Q (72971.560000 sec): 3 clusters Score: Raw -3199689.098309 + Penalty 4862.892897 = -3194826.205412 nChanged 98 SP:Iteration 84Q (72971.640000 sec): 3 clusters Score: Raw -3199732.113192 + Penalty 4862.892897 = -3194869.220295 nChanged 110 SP:Iteration 85Q (72971.720000 sec): 3 clusters Score: Raw -3199773.714244 + Penalty 4862.892897 = -3194910.821346 nChanged 89 SP:Iteration 86Q (72971.810000 sec): 3 clusters Score: Raw -3199803.298250 + Penalty 4862.892897 = -3194940.405353 nChanged 69 SP:Iteration 87Q (72971.890000 sec): 3 clusters Score: Raw -3199826.528871 + Penalty 4862.892897 = -3194963.635974 nChanged 60 SP:Iteration 88Q (72971.970000 sec): 3 clusters Score: Raw -3199846.175570 + Penalty 4862.892897 = -3194983.282673 nChanged 46 SP:Iteration 89Q (72972.050000 sec): 3 clusters Score: Raw -3199858.755547 + Penalty 4862.892897 = -3194995.862650 nChanged 37 SP:Iteration 90Q (72972.130000 sec): 3 clusters Score: Raw -3199868.069749 + Penalty 4862.892897 = -3195005.176852 nChanged 30 SP:Iteration 91Q (72972.210000 sec): 3 clusters Score: Raw -3199874.901308 + Penalty 4862.892897 = -3195012.008411 nChanged 31 SP:Iteration 92Q (72972.290000 sec): 3 clusters Score: Raw -3199881.289908 + Penalty 4862.892897 = -3195018.397011 nChanged 25 SP:Iteration 93Q (72972.370000 sec): 3 clusters Score: Raw -3199885.330200 + Penalty 4862.892897 = -3195022.437303 nChanged 19 SP:Iteration 94Q (72972.460000 sec): 3 clusters Score: Raw -3199888.135969 + Penalty 4862.892897 = -3195025.243072 nChanged 11 SP:Iteration 95Q (72972.540000 sec): 3 clusters Score: Raw -3199890.797524 + Penalty 4862.892897 = -3195027.904627 nChanged 19 SP:Iteration 96Q (72972.620000 sec): 3 clusters Score: Raw -3199894.514430 + Penalty 4862.892897 = -3195031.621533 nChanged 19 SP:Iteration 97Q (72972.700000 sec): 3 clusters Score: Raw -3199897.876184 + Penalty 4862.892897 = -3195034.983287 nChanged 15 SP:Iteration 98Q (72972.780000 sec): 3 clusters Score: Raw -3199901.090812 + Penalty 4862.892897 = -3195038.197914 nChanged 18 SP:Iteration 99Q (72972.860000 sec): 3 clusters Score: Raw -3199904.192605 + Penalty 4862.892897 = -3195041.299707 nChanged 14 SP:Iteration 100F (72972.960000 sec): 3 clusters Score: Raw -3199906.944706 + Penalty 4862.892897 = -3195044.051809 nChanged 17 SP:Iteration 101Q (72973.040000 sec): 3 clusters Score: Raw -3199910.941450 + Penalty 4862.892897 = -3195048.048553 nChanged 15 SP:Iteration 102Q (72973.120000 sec): 3 clusters Score: Raw -3199913.633743 + Penalty 4862.892897 = -3195050.740846 nChanged 9 SP:Iteration 103Q (72973.200000 sec): 3 clusters Score: Raw -3199915.034461 + Penalty 4862.892897 = -3195052.141564 nChanged 3 SP:Iteration 104Q (72973.280000 sec): 3 clusters Score: Raw -3199915.499887 + Penalty 4862.892897 = -3195052.606989 nChanged 0 SP:Iteration 105F (72973.380000 sec): 3 clusters Score: Raw -3199915.499887 + Penalty 4862.892897 = -3195052.606989 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 23 (220490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72974.430000 sec): 2 clusters Score: Raw -38111472.879020 + Penalty 3051.294690 = -38108421.584330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72975.650000 sec): 3 clusters Score: Raw -37966947.684289 + Penalty 6102.589380 = -37960845.094909 nChanged 106058 SP:Iteration 1F (72976.860000 sec): 3 clusters Score: Raw -38028738.333267 + Penalty 6102.589380 = -38022635.743886 nChanged 5721 SP:Iteration 2Q (72978.100000 sec): 3 clusters Score: Raw -38029925.023091 + Penalty 6102.589380 = -38023822.433711 nChanged 6954 SP:Iteration 3Q (72979.330000 sec): 3 clusters Score: Raw -38031860.005185 + Penalty 6102.589380 = -38025757.415805 nChanged 9019 SP:Iteration 4Q (72980.550000 sec): 3 clusters Score: Raw -38035332.346863 + Penalty 6102.589380 = -38029229.757483 nChanged 12105 SP:Iteration 5F (72981.770000 sec): 3 clusters Score: Raw -38041665.249186 + Penalty 6102.589380 = -38035562.659806 nChanged 15324 SP:Iteration 6F (72983.000000 sec): 3 clusters Score: Raw -38051899.473157 + Penalty 6102.589380 = -38045796.883777 nChanged 17695 SP:Iteration 7F (72984.210000 sec): 3 clusters Score: Raw -38066226.523157 + Penalty 6102.589380 = -38060123.933777 nChanged 17957 SP:Iteration 8F (72985.410000 sec): 3 clusters Score: Raw -38082765.280878 + Penalty 6102.589380 = -38076662.691498 nChanged 14774 SP:Iteration 9F (72986.600000 sec): 3 clusters Score: Raw -38097608.357417 + Penalty 6102.589380 = -38091505.768037 nChanged 9144 SP:Iteration 10Q (72987.740000 sec): 3 clusters Score: Raw -38106917.258658 + Penalty 6102.589380 = -38100814.669278 nChanged 3644 SP:Iteration 11Q (72988.800000 sec): 3 clusters Score: Raw -38110414.727689 + Penalty 6102.589380 = -38104312.138309 nChanged 944 SP:Iteration 12Q (72989.740000 sec): 3 clusters Score: Raw -38111280.634588 + Penalty 6102.589380 = -38105178.045208 nChanged 237 SP:Iteration 13Q (72990.630000 sec): 3 clusters Score: Raw -38111550.349806 + Penalty 6102.589380 = -38105447.760426 nChanged 88 SP:Iteration 14Q (72991.500000 sec): 3 clusters Score: Raw -38111663.258680 + Penalty 6102.589380 = -38105560.669300 nChanged 28 SP:Iteration 15Q (72992.370000 sec): 3 clusters Score: Raw -38111707.935315 + Penalty 6102.589380 = -38105605.345935 nChanged 14 SP:Iteration 16Q (72993.250000 sec): 3 clusters Score: Raw -38111730.329271 + Penalty 6102.589380 = -38105627.739891 nChanged 7 SP:Iteration 17Q (72994.150000 sec): 3 clusters Score: Raw -38111745.474763 + Penalty 6102.589380 = -38105642.885383 nChanged 8 SP:Iteration 18Q (72994.970000 sec): 3 clusters Score: Raw -38111761.332352 + Penalty 6102.589380 = -38105658.742972 nChanged 1 SP:Iteration 19Q (72995.830000 sec): 3 clusters Score: Raw -38111762.967258 + Penalty 6102.589380 = -38105660.377877 nChanged 2 SP:Iteration 20F (72997.020000 sec): 3 clusters Score: Raw -38111766.374534 + Penalty 6102.589380 = -38105663.785154 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 24 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72997.120000 sec): 2 clusters Score: Raw -274060.312736 + Penalty 1832.611861 = -272227.700876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72997.130000 sec): 3 clusters Score: Raw -273545.712495 + Penalty 3665.223721 = -269880.488774 nChanged 483 SP:Iteration 1F (72997.140000 sec): 3 clusters Score: Raw -273959.237081 + Penalty 3665.223721 = -270294.013360 nChanged 106 SP:Iteration 2F (72997.150000 sec): 3 clusters Score: Raw -274084.061321 + Penalty 3665.223721 = -270418.837600 nChanged 97 SP:Iteration 3F (72997.150000 sec): 3 clusters Score: Raw -274201.608195 + Penalty 3665.223721 = -270536.384474 nChanged 69 SP:Iteration 4Q (72997.170000 sec): 3 clusters Score: Raw -274284.651876 + Penalty 3665.223721 = -270619.428155 nChanged 51 SP:Iteration 5Q (72997.170000 sec): 3 clusters Score: Raw -274350.034229 + Penalty 3665.223721 = -270684.810508 nChanged 39 SP:Iteration 6Q (72997.180000 sec): 3 clusters Score: Raw -274395.503443 + Penalty 3665.223721 = -270730.279722 nChanged 37 SP:Iteration 7Q (72997.190000 sec): 3 clusters Score: Raw -274440.205009 + Penalty 3665.223721 = -270774.981288 nChanged 30 SP:Iteration 8Q (72997.200000 sec): 3 clusters Score: Raw -274473.243648 + Penalty 3665.223721 = -270808.019927 nChanged 25 SP:Iteration 9Q (72997.210000 sec): 3 clusters Score: Raw -274496.289391 + Penalty 3665.223721 = -270831.065670 nChanged 15 SP:Iteration 10Q (72997.220000 sec): 3 clusters Score: Raw -274508.755333 + Penalty 3665.223721 = -270843.531612 nChanged 13 SP:Iteration 11Q (72997.230000 sec): 3 clusters Score: Raw -274520.092824 + Penalty 3665.223721 = -270854.869103 nChanged 11 SP:Iteration 12Q (72997.230000 sec): 3 clusters Score: Raw -274534.578291 + Penalty 3665.223721 = -270869.354570 nChanged 17 SP:Iteration 13Q (72997.240000 sec): 3 clusters Score: Raw -274554.939950 + Penalty 3665.223721 = -270889.716229 nChanged 18 SP:Iteration 14Q (72997.250000 sec): 3 clusters Score: Raw -274572.854113 + Penalty 3665.223721 = -270907.630392 nChanged 14 SP:Iteration 15Q (72997.260000 sec): 3 clusters Score: Raw -274586.170459 + Penalty 3665.223721 = -270920.946738 nChanged 13 SP:Iteration 16Q (72997.270000 sec): 3 clusters Score: Raw -274597.615511 + Penalty 3665.223721 = -270932.391790 nChanged 11 SP:Iteration 17Q (72997.280000 sec): 3 clusters Score: Raw -274612.212877 + Penalty 3665.223721 = -270946.989156 nChanged 8 SP:Iteration 18Q (72997.290000 sec): 3 clusters Score: Raw -274622.397355 + Penalty 3665.223721 = -270957.173634 nChanged 8 SP:Iteration 19Q (72997.290000 sec): 3 clusters Score: Raw -274627.922837 + Penalty 3665.223721 = -270962.699116 nChanged 7 SP:Iteration 20F (72997.300000 sec): 3 clusters Score: Raw -274632.537981 + Penalty 3665.223721 = -270967.314260 nChanged 3 SP:Iteration 21Q (72997.310000 sec): 3 clusters Score: Raw -274634.408245 + Penalty 3665.223721 = -270969.184524 nChanged 3 SP:Iteration 22Q (72997.320000 sec): 3 clusters Score: Raw -274637.435920 + Penalty 3665.223721 = -270972.212199 nChanged 3 SP:Iteration 23Q (72997.330000 sec): 3 clusters Score: Raw -274640.089490 + Penalty 3665.223721 = -270974.865769 nChanged 2 SP:Iteration 24Q (72997.340000 sec): 3 clusters Score: Raw -274641.951427 + Penalty 3665.223721 = -270976.727706 nChanged 2 SP:Iteration 25Q (72997.350000 sec): 3 clusters Score: Raw -274643.029980 + Penalty 3665.223721 = -270977.806259 nChanged 1 SP:Iteration 26Q (72997.360000 sec): 3 clusters Score: Raw -274643.935530 + Penalty 3665.223721 = -270978.711809 nChanged 0 SP:Iteration 27F (72997.370000 sec): 3 clusters Score: Raw -274643.935530 + Penalty 3665.223721 = -270978.711809 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 25 (665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72997.370000 sec): 2 clusters Score: Raw -110474.490398 + Penalty 1611.947186 = -108862.543212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72997.380000 sec): 3 clusters Score: Raw -110431.478739 + Penalty 3223.894372 = -107207.584367 nChanged 133 SP:Iteration 1F (72997.380000 sec): 3 clusters Score: Raw -110631.479814 + Penalty 3223.894372 = -107407.585442 nChanged 25 SP:Iteration 2Q (72997.390000 sec): 3 clusters Score: Raw -110678.183479 + Penalty 3223.894372 = -107454.289107 nChanged 22 SP:Iteration 3Q (72997.390000 sec): 3 clusters Score: Raw -110712.233212 + Penalty 3223.894372 = -107488.338840 nChanged 12 SP:Iteration 4Q (72997.390000 sec): 3 clusters Score: Raw -110734.335018 + Penalty 3223.894372 = -107510.440646 nChanged 10 SP:Iteration 5Q (72997.390000 sec): 3 clusters Score: Raw -110750.200170 + Penalty 3223.894372 = -107526.305797 nChanged 3 SP:Iteration 6Q (72997.400000 sec): 3 clusters Score: Raw -110757.691381 + Penalty 3223.894372 = -107533.797009 nChanged 2 SP:Iteration 7Q (72997.400000 sec): 3 clusters Score: Raw -110760.255771 + Penalty 3223.894372 = -107536.361399 nChanged 0 SP:Iteration 8F (72997.410000 sec): 3 clusters Score: Raw -110760.255771 + Penalty 3223.894372 = -107536.361399 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 26 (230102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72998.490000 sec): 2 clusters Score: Raw -42746100.006835 + Penalty 3061.876936 = -42743038.129899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72999.770000 sec): 3 clusters Score: Raw -42594183.905977 + Penalty 6123.753872 = -42588060.152105 nChanged 111057 SP:Iteration 1F (73001.050000 sec): 3 clusters Score: Raw -42660375.425796 + Penalty 6123.753872 = -42654251.671924 nChanged 6830 SP:Iteration 2Q (73002.370000 sec): 3 clusters Score: Raw -42661947.772031 + Penalty 6123.753872 = -42655824.018159 nChanged 7465 SP:Iteration 3Q (73003.680000 sec): 3 clusters Score: Raw -42663984.742999 + Penalty 6123.753872 = -42657860.989127 nChanged 8482 SP:Iteration 4Q (73004.970000 sec): 3 clusters Score: Raw -42666696.365322 + Penalty 6123.753872 = -42660572.611450 nChanged 9723 SP:Iteration 5Q (73006.290000 sec): 3 clusters Score: Raw -42670555.293515 + Penalty 6123.753872 = -42664431.539643 nChanged 11546 SP:Iteration 6F (73007.570000 sec): 3 clusters Score: Raw -42676224.195915 + Penalty 6123.753872 = -42670100.442043 nChanged 13588 SP:Iteration 7F (73008.850000 sec): 3 clusters Score: Raw -42684604.038772 + Penalty 6123.753872 = -42678480.284900 nChanged 15505 SP:Iteration 8F (73010.130000 sec): 3 clusters Score: Raw -42696049.792789 + Penalty 6123.753872 = -42689926.038917 nChanged 15940 SP:Iteration 9F (73011.410000 sec): 3 clusters Score: Raw -42709558.777218 + Penalty 6123.753872 = -42703435.023346 nChanged 13809 SP:Iteration 10F (73012.690000 sec): 3 clusters Score: Raw -42721788.510724 + Penalty 6123.753872 = -42715664.756852 nChanged 10121 SP:Iteration 11Q (73013.860000 sec): 3 clusters Score: Raw -42730497.788088 + Penalty 6123.753872 = -42724374.034216 nChanged 6947 SP:Iteration 12Q (73014.990000 sec): 3 clusters Score: Raw -42736114.669308 + Penalty 6123.753872 = -42729990.915436 nChanged 4599 SP:Iteration 13Q (73016.040000 sec): 3 clusters Score: Raw -42739552.363004 + Penalty 6123.753872 = -42733428.609132 nChanged 3218 SP:Iteration 14Q (73017.040000 sec): 3 clusters Score: Raw -42741718.112999 + Penalty 6123.753872 = -42735594.359127 nChanged 2296 SP:Iteration 15Q (73018.020000 sec): 3 clusters Score: Raw -42743129.520402 + Penalty 6123.753872 = -42737005.766530 nChanged 1631 SP:Iteration 16Q (73018.960000 sec): 3 clusters Score: Raw -42744065.198754 + Penalty 6123.753872 = -42737941.444882 nChanged 1208 SP:Iteration 17Q (73019.900000 sec): 3 clusters Score: Raw -42744732.270938 + Penalty 6123.753872 = -42738608.517066 nChanged 924 SP:Iteration 18Q (73020.840000 sec): 3 clusters Score: Raw -42745225.485454 + Penalty 6123.753872 = -42739101.731582 nChanged 693 SP:Iteration 19Q (73021.740000 sec): 3 clusters Score: Raw -42745565.655053 + Penalty 6123.753872 = -42739441.901181 nChanged 523 SP:Iteration 20F (73022.990000 sec): 3 clusters Score: Raw -42745800.762587 + Penalty 6123.753872 = -42739677.008715 nChanged 378 SP:Iteration 21Q (73023.880000 sec): 3 clusters Score: Raw -42745970.830200 + Penalty 6123.753872 = -42739847.076328 nChanged 272 SP:Iteration 22Q (73024.780000 sec): 3 clusters Score: Raw -42746088.464790 + Penalty 6123.753872 = -42739964.710918 nChanged 240 SP:Iteration 23Q (73025.680000 sec): 3 clusters Score: Raw -42746199.959412 + Penalty 6123.753872 = -42740076.205539 nChanged 176 SP:Iteration 24Q (73026.580000 sec): 3 clusters Score: Raw -42746275.949452 + Penalty 6123.753872 = -42740152.195580 nChanged 158 SP:Iteration 25Q (73027.480000 sec): 3 clusters Score: Raw -42746342.740522 + Penalty 6123.753872 = -42740218.986650 nChanged 117 SP:Iteration 26Q (73028.390000 sec): 3 clusters Score: Raw -42746386.364167 + Penalty 6123.753872 = -42740262.610295 nChanged 94 SP:Iteration 27Q (73029.280000 sec): 3 clusters Score: Raw -42746420.567167 + Penalty 6123.753872 = -42740296.813295 nChanged 78 SP:Iteration 28Q (73030.170000 sec): 3 clusters Score: Raw -42746448.735841 + Penalty 6123.753872 = -42740324.981969 nChanged 50 SP:Iteration 29Q (73031.070000 sec): 3 clusters Score: Raw -42746467.738327 + Penalty 6123.753872 = -42740343.984455 nChanged 51 SP:Iteration 30Q (73031.950000 sec): 3 clusters Score: Raw -42746487.852063 + Penalty 6123.753872 = -42740364.098191 nChanged 45 SP:Iteration 31Q (73032.840000 sec): 3 clusters Score: Raw -42746504.078644 + Penalty 6123.753872 = -42740380.324772 nChanged 34 SP:Iteration 32Q (73033.740000 sec): 3 clusters Score: Raw -42746517.224725 + Penalty 6123.753872 = -42740393.470853 nChanged 38 SP:Iteration 33Q (73034.620000 sec): 3 clusters Score: Raw -42746532.147346 + Penalty 6123.753872 = -42740408.393474 nChanged 33 SP:Iteration 34Q (73035.550000 sec): 3 clusters Score: Raw -42746543.635632 + Penalty 6123.753872 = -42740419.881760 nChanged 22 SP:Iteration 35Q (73036.450000 sec): 3 clusters Score: Raw -42746550.004200 + Penalty 6123.753872 = -42740426.250328 nChanged 17 SP:Iteration 36Q (73037.350000 sec): 3 clusters Score: Raw -42746555.101810 + Penalty 6123.753872 = -42740431.347938 nChanged 15 SP:Iteration 37Q (73038.240000 sec): 3 clusters Score: Raw -42746560.278627 + Penalty 6123.753872 = -42740436.524755 nChanged 12 SP:Iteration 38Q (73039.150000 sec): 3 clusters Score: Raw -42746564.392579 + Penalty 6123.753872 = -42740440.638707 nChanged 7 SP:Iteration 39Q (73040.030000 sec): 3 clusters Score: Raw -42746566.914793 + Penalty 6123.753872 = -42740443.160921 nChanged 6 SP:Iteration 40F (73041.290000 sec): 3 clusters Score: Raw -42746568.888901 + Penalty 6123.753872 = -42740445.135029 nChanged 6 SP:Iteration 41Q (73042.180000 sec): 3 clusters Score: Raw -42746571.010086 + Penalty 6123.753872 = -42740447.256214 nChanged 6 SP:Iteration 42Q (73043.060000 sec): 3 clusters Score: Raw -42746572.845986 + Penalty 6123.753872 = -42740449.092114 nChanged 4 SP:Iteration 43Q (73043.950000 sec): 3 clusters Score: Raw -42746574.189058 + Penalty 6123.753872 = -42740450.435186 nChanged 5 SP:Iteration 44Q (73044.860000 sec): 3 clusters Score: Raw -42746576.042633 + Penalty 6123.753872 = -42740452.288761 nChanged 9 SP:Iteration 45Q (73045.740000 sec): 3 clusters Score: Raw -42746579.477871 + Penalty 6123.753872 = -42740455.723999 nChanged 11 SP:Iteration 46Q (73046.630000 sec): 3 clusters Score: Raw -42746583.799473 + Penalty 6123.753872 = -42740460.045600 nChanged 13 SP:Iteration 47Q (73047.530000 sec): 3 clusters Score: Raw -42746587.977420 + Penalty 6123.753872 = -42740464.223548 nChanged 10 SP:Iteration 48Q (73048.410000 sec): 3 clusters Score: Raw -42746591.334353 + Penalty 6123.753872 = -42740467.580481 nChanged 9 SP:Iteration 49Q (73049.300000 sec): 3 clusters Score: Raw -42746594.276708 + Penalty 6123.753872 = -42740470.522836 nChanged 8 SP:Iteration 50Q (73050.190000 sec): 3 clusters Score: Raw -42746597.668182 + Penalty 6123.753872 = -42740473.914310 nChanged 9 SP:Iteration 51Q (73051.070000 sec): 3 clusters Score: Raw -42746601.439457 + Penalty 6123.753872 = -42740477.685585 nChanged 10 SP:Iteration 52Q (73051.940000 sec): 3 clusters Score: Raw -42746606.800595 + Penalty 6123.753872 = -42740483.046723 nChanged 14 SP:Iteration 53Q (73052.840000 sec): 3 clusters Score: Raw -42746612.708969 + Penalty 6123.753872 = -42740488.955097 nChanged 11 SP:Iteration 54Q (73053.720000 sec): 3 clusters Score: Raw -42746617.209520 + Penalty 6123.753872 = -42740493.455648 nChanged 11 SP:Iteration 55Q (73054.590000 sec): 3 clusters Score: Raw -42746621.069370 + Penalty 6123.753872 = -42740497.315498 nChanged 8 SP:Iteration 56Q (73055.480000 sec): 3 clusters Score: Raw -42746623.883081 + Penalty 6123.753872 = -42740500.129209 nChanged 9 SP:Iteration 57Q (73056.350000 sec): 3 clusters Score: Raw -42746626.838183 + Penalty 6123.753872 = -42740503.084311 nChanged 2 SP:Iteration 58Q (73057.220000 sec): 3 clusters Score: Raw -42746627.530325 + Penalty 6123.753872 = -42740503.776453 nChanged 1 SP:Iteration 59Q (73058.110000 sec): 3 clusters Score: Raw -42746627.840861 + Penalty 6123.753872 = -42740504.086989 nChanged 0 SP:Iteration 60F (73059.350000 sec): 3 clusters Score: Raw -42746627.840861 + Penalty 6123.753872 = -42740504.086989 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 27 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73059.460000 sec): 2 clusters Score: Raw -46284.711545 + Penalty 1416.185900 = -44868.525645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73059.460000 sec): 3 clusters Score: Raw -46604.368030 + Penalty 2832.371801 = -43771.996229 nChanged 59 SP:Iteration 1F (73059.460000 sec): 3 clusters Score: Raw -46823.907056 + Penalty 2832.371801 = -43991.535256 nChanged 27 SP:Iteration 2F (73059.460000 sec): 3 clusters Score: Raw -46966.124226 + Penalty 2832.371801 = -44133.752426 nChanged 16 SP:Iteration 3F (73059.470000 sec): 3 clusters Score: Raw -47044.474503 + Penalty 2832.371801 = -44212.102702 nChanged 6 SP:Iteration 4Q (73059.470000 sec): 3 clusters Score: Raw -47068.770642 + Penalty 2832.371801 = -44236.398841 nChanged 2 SP:Iteration 5Q (73059.470000 sec): 3 clusters Score: Raw -47075.637363 + Penalty 2832.371801 = -44243.265563 nChanged 3 SP:Iteration 6Q (73059.480000 sec): 3 clusters Score: Raw -47092.069857 + Penalty 2832.371801 = -44259.698056 nChanged 1 SP:Iteration 7Q (73059.480000 sec): 3 clusters Score: Raw -47097.270915 + Penalty 2832.371801 = -44264.899115 nChanged 1 SP:Iteration 8Q (73059.480000 sec): 3 clusters Score: Raw -47103.795029 + Penalty 2832.371801 = -44271.423228 nChanged 2 SP:Iteration 9Q (73059.480000 sec): 3 clusters Score: Raw -47111.323926 + Penalty 2832.371801 = -44278.952125 nChanged 1 SP:Iteration 10Q (73059.480000 sec): 3 clusters Score: Raw -47116.635175 + Penalty 2832.371801 = -44284.263374 nChanged 2 SP:Iteration 11Q (73059.480000 sec): 3 clusters Score: Raw -47128.753276 + Penalty 2832.371801 = -44296.381475 nChanged 1 SP:Iteration 12Q (73059.480000 sec): 3 clusters Score: Raw -47140.405835 + Penalty 2832.371801 = -44308.034035 nChanged 1 SP:Iteration 13Q (73059.480000 sec): 3 clusters Score: Raw -47148.918057 + Penalty 2832.371801 = -44316.546257 nChanged 0 SP:Iteration 14F (73059.490000 sec): 3 clusters Score: Raw -47148.918057 + Penalty 2832.371801 = -44316.546257 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 28 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73059.500000 sec): 2 clusters Score: Raw -80944.646741 + Penalty 1550.472163 = -79394.174578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73059.500000 sec): 3 clusters Score: Raw -80959.404403 + Penalty 3100.944326 = -77858.460077 nChanged 85 SP:Iteration 1F (73059.500000 sec): 3 clusters Score: Raw -81112.729898 + Penalty 3100.944326 = -78011.785572 nChanged 25 SP:Iteration 2Q (73059.500000 sec): 3 clusters Score: Raw -81170.867816 + Penalty 3100.944326 = -78069.923490 nChanged 11 SP:Iteration 3Q (73059.510000 sec): 3 clusters Score: Raw -81191.753156 + Penalty 3100.944326 = -78090.808830 nChanged 5 SP:Iteration 4Q (73059.510000 sec): 3 clusters Score: Raw -81205.832019 + Penalty 3100.944326 = -78104.887693 nChanged 5 SP:Iteration 5Q (73059.510000 sec): 3 clusters Score: Raw -81218.792469 + Penalty 3100.944326 = -78117.848143 nChanged 3 SP:Iteration 6Q (73059.520000 sec): 3 clusters Score: Raw -81226.072375 + Penalty 3100.944326 = -78125.128049 nChanged 2 SP:Iteration 7Q (73059.520000 sec): 3 clusters Score: Raw -81231.211993 + Penalty 3100.944326 = -78130.267667 nChanged 2 SP:Iteration 8Q (73059.520000 sec): 3 clusters Score: Raw -81235.030427 + Penalty 3100.944326 = -78134.086101 nChanged 3 SP:Iteration 9Q (73059.520000 sec): 3 clusters Score: Raw -81241.731549 + Penalty 3100.944326 = -78140.787223 nChanged 2 SP:Iteration 10Q (73059.530000 sec): 3 clusters Score: Raw -81246.544874 + Penalty 3100.944326 = -78145.600548 nChanged 1 SP:Iteration 11Q (73059.530000 sec): 3 clusters Score: Raw -81248.656533 + Penalty 3100.944326 = -78147.712207 nChanged 0 SP:Iteration 12F (73059.530000 sec): 3 clusters Score: Raw -81248.656533 + Penalty 3100.944326 = -78147.712207 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 29 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73059.540000 sec): 2 clusters Score: Raw -81931.382938 + Penalty 1555.205131 = -80376.177807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73059.540000 sec): 3 clusters Score: Raw -81905.961145 + Penalty 3110.410262 = -78795.550882 nChanged 99 SP:Iteration 1F (73059.550000 sec): 3 clusters Score: Raw -82112.695862 + Penalty 3110.410262 = -79002.285600 nChanged 28 SP:Iteration 2F (73059.550000 sec): 3 clusters Score: Raw -82227.787286 + Penalty 3110.410262 = -79117.377024 nChanged 17 SP:Iteration 3Q (73059.560000 sec): 3 clusters Score: Raw -82270.640265 + Penalty 3110.410262 = -79160.230003 nChanged 8 SP:Iteration 4Q (73059.560000 sec): 3 clusters Score: Raw -82286.816613 + Penalty 3110.410262 = -79176.406351 nChanged 7 SP:Iteration 5Q (73059.560000 sec): 3 clusters Score: Raw -82299.932658 + Penalty 3110.410262 = -79189.522395 nChanged 4 SP:Iteration 6Q (73059.560000 sec): 3 clusters Score: Raw -82306.194356 + Penalty 3110.410262 = -79195.784093 nChanged 0 SP:Iteration 7F (73059.570000 sec): 3 clusters Score: Raw -82306.194356 + Penalty 3110.410262 = -79195.784093 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 30 (9613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73059.620000 sec): 2 clusters Score: Raw -1623699.908218 + Penalty 2274.376164 = -1621425.532054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73059.670000 sec): 3 clusters Score: Raw -1618565.204411 + Penalty 4548.752328 = -1614016.452083 nChanged 3938 SP:Iteration 1F (73059.720000 sec): 3 clusters Score: Raw -1620741.928303 + Penalty 4548.752328 = -1616193.175975 nChanged 596 SP:Iteration 2F (73059.780000 sec): 3 clusters Score: Raw -1621055.159316 + Penalty 4548.752328 = -1616506.406988 nChanged 471 SP:Iteration 3Q (73059.830000 sec): 3 clusters Score: Raw -1621284.394877 + Penalty 4548.752328 = -1616735.642549 nChanged 399 SP:Iteration 4Q (73059.880000 sec): 3 clusters Score: Raw -1621472.455106 + Penalty 4548.752328 = -1616923.702779 nChanged 337 SP:Iteration 5Q (73059.940000 sec): 3 clusters Score: Raw -1621650.309804 + Penalty 4548.752328 = -1617101.557476 nChanged 328 SP:Iteration 6Q (73059.990000 sec): 3 clusters Score: Raw -1621819.999818 + Penalty 4548.752328 = -1617271.247490 nChanged 330 SP:Iteration 7Q (73060.050000 sec): 3 clusters Score: Raw -1622007.022232 + Penalty 4548.752328 = -1617458.269904 nChanged 357 SP:Iteration 8Q (73060.100000 sec): 3 clusters Score: Raw -1622234.145966 + Penalty 4548.752328 = -1617685.393638 nChanged 390 SP:Iteration 9Q (73060.160000 sec): 3 clusters Score: Raw -1622492.207689 + Penalty 4548.752328 = -1617943.455361 nChanged 396 SP:Iteration 10Q (73060.210000 sec): 3 clusters Score: Raw -1622743.778663 + Penalty 4548.752328 = -1618195.026336 nChanged 400 SP:Iteration 11Q (73060.260000 sec): 3 clusters Score: Raw -1623010.883379 + Penalty 4548.752328 = -1618462.131051 nChanged 349 SP:Iteration 12Q (73060.310000 sec): 3 clusters Score: Raw -1623250.657594 + Penalty 4548.752328 = -1618701.905267 nChanged 356 SP:Iteration 13Q (73060.360000 sec): 3 clusters Score: Raw -1623467.536035 + Penalty 4548.752328 = -1618918.783708 nChanged 294 SP:Iteration 14Q (73060.410000 sec): 3 clusters Score: Raw -1623625.039870 + Penalty 4548.752328 = -1619076.287543 nChanged 259 SP:Iteration 15Q (73060.460000 sec): 3 clusters Score: Raw -1623747.764280 + Penalty 4548.752328 = -1619199.011953 nChanged 202 SP:Iteration 16Q (73060.510000 sec): 3 clusters Score: Raw -1623854.163404 + Penalty 4548.752328 = -1619305.411077 nChanged 168 SP:Iteration 17Q (73060.560000 sec): 3 clusters Score: Raw -1623940.201497 + Penalty 4548.752328 = -1619391.449170 nChanged 125 SP:Iteration 18Q (73060.600000 sec): 3 clusters Score: Raw -1623997.502809 + Penalty 4548.752328 = -1619448.750481 nChanged 96 SP:Iteration 19Q (73060.650000 sec): 3 clusters Score: Raw -1624037.202793 + Penalty 4548.752328 = -1619488.450465 nChanged 81 SP:Iteration 20F (73060.700000 sec): 3 clusters Score: Raw -1624071.479911 + Penalty 4548.752328 = -1619522.727583 nChanged 68 SP:Iteration 21Q (73060.750000 sec): 3 clusters Score: Raw -1624093.685878 + Penalty 4548.752328 = -1619544.933550 nChanged 64 SP:Iteration 22Q (73060.800000 sec): 3 clusters Score: Raw -1624116.748474 + Penalty 4548.752328 = -1619567.996147 nChanged 49 SP:Iteration 23Q (73060.840000 sec): 3 clusters Score: Raw -1624136.727205 + Penalty 4548.752328 = -1619587.974878 nChanged 45 SP:Iteration 24Q (73060.890000 sec): 3 clusters Score: Raw -1624155.285819 + Penalty 4548.752328 = -1619606.533491 nChanged 44 SP:Iteration 25Q (73060.940000 sec): 3 clusters Score: Raw -1624173.257882 + Penalty 4548.752328 = -1619624.505554 nChanged 36 SP:Iteration 26Q (73060.980000 sec): 3 clusters Score: Raw -1624186.911315 + Penalty 4548.752328 = -1619638.158987 nChanged 39 SP:Iteration 27Q (73061.030000 sec): 3 clusters Score: Raw -1624200.200353 + Penalty 4548.752328 = -1619651.448026 nChanged 37 SP:Iteration 28Q (73061.070000 sec): 3 clusters Score: Raw -1624210.022708 + Penalty 4548.752328 = -1619661.270380 nChanged 29 SP:Iteration 29Q (73061.120000 sec): 3 clusters Score: Raw -1624217.481045 + Penalty 4548.752328 = -1619668.728717 nChanged 25 SP:Iteration 30Q (73061.160000 sec): 3 clusters Score: Raw -1624226.584346 + Penalty 4548.752328 = -1619677.832019 nChanged 28 SP:Iteration 31Q (73061.210000 sec): 3 clusters Score: Raw -1624236.507286 + Penalty 4548.752328 = -1619687.754958 nChanged 25 SP:Iteration 32Q (73061.260000 sec): 3 clusters Score: Raw -1624246.247269 + Penalty 4548.752328 = -1619697.494941 nChanged 26 SP:Iteration 33Q (73061.300000 sec): 3 clusters Score: Raw -1624257.838363 + Penalty 4548.752328 = -1619709.086036 nChanged 31 SP:Iteration 34Q (73061.350000 sec): 3 clusters Score: Raw -1624268.548877 + Penalty 4548.752328 = -1619719.796549 nChanged 32 SP:Iteration 35Q (73061.400000 sec): 3 clusters Score: Raw -1624280.886912 + Penalty 4548.752328 = -1619732.134584 nChanged 25 SP:Iteration 36Q (73061.440000 sec): 3 clusters Score: Raw -1624289.094569 + Penalty 4548.752328 = -1619740.342241 nChanged 18 SP:Iteration 37Q (73061.490000 sec): 3 clusters Score: Raw -1624294.659399 + Penalty 4548.752328 = -1619745.907072 nChanged 18 SP:Iteration 38Q (73061.530000 sec): 3 clusters Score: Raw -1624300.705243 + Penalty 4548.752328 = -1619751.952916 nChanged 11 SP:Iteration 39Q (73061.580000 sec): 3 clusters Score: Raw -1624304.321066 + Penalty 4548.752328 = -1619755.568738 nChanged 10 SP:Iteration 40F (73061.630000 sec): 3 clusters Score: Raw -1624307.319277 + Penalty 4548.752328 = -1619758.566950 nChanged 9 SP:Iteration 41Q (73061.670000 sec): 3 clusters Score: Raw -1624309.930979 + Penalty 4548.752328 = -1619761.178652 nChanged 6 SP:Iteration 42Q (73061.720000 sec): 3 clusters Score: Raw -1624311.940556 + Penalty 4548.752328 = -1619763.188229 nChanged 7 SP:Iteration 43Q (73061.760000 sec): 3 clusters Score: Raw -1624313.127273 + Penalty 4548.752328 = -1619764.374946 nChanged 3 SP:Iteration 44Q (73061.810000 sec): 3 clusters Score: Raw -1624313.911449 + Penalty 4548.752328 = -1619765.159121 nChanged 3 SP:Iteration 45Q (73061.850000 sec): 3 clusters Score: Raw -1624314.587821 + Penalty 4548.752328 = -1619765.835494 nChanged 4 SP:Iteration 46Q (73061.900000 sec): 3 clusters Score: Raw -1624315.244383 + Penalty 4548.752328 = -1619766.492056 nChanged 3 SP:Iteration 47Q (73061.940000 sec): 3 clusters Score: Raw -1624316.077779 + Penalty 4548.752328 = -1619767.325452 nChanged 3 SP:Iteration 48Q (73061.990000 sec): 3 clusters Score: Raw -1624317.006117 + Penalty 4548.752328 = -1619768.253789 nChanged 4 SP:Iteration 49Q (73062.030000 sec): 3 clusters Score: Raw -1624317.728091 + Penalty 4548.752328 = -1619768.975763 nChanged 1 SP:Iteration 50Q (73062.080000 sec): 3 clusters Score: Raw -1624317.774920 + Penalty 4548.752328 = -1619769.022593 nChanged 0 SP:Iteration 51F (73062.130000 sec): 3 clusters Score: Raw -1624317.774920 + Penalty 4548.752328 = -1619769.022593 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 31 (717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73062.140000 sec): 2 clusters Score: Raw -114404.963622 + Penalty 1630.618808 = -112774.344814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73062.140000 sec): 3 clusters Score: Raw -114353.746560 + Penalty 3261.237617 = -111092.508943 nChanged 162 SP:Iteration 1F (73062.150000 sec): 3 clusters Score: Raw -114604.981506 + Penalty 3261.237617 = -111343.743889 nChanged 36 SP:Iteration 2F (73062.150000 sec): 3 clusters Score: Raw -114662.216538 + Penalty 3261.237617 = -111400.978921 nChanged 19 SP:Iteration 3Q (73062.160000 sec): 3 clusters Score: Raw -114711.681310 + Penalty 3261.237617 = -111450.443693 nChanged 24 SP:Iteration 4Q (73062.160000 sec): 3 clusters Score: Raw -114753.094589 + Penalty 3261.237617 = -111491.856972 nChanged 22 SP:Iteration 5Q (73062.160000 sec): 3 clusters Score: Raw -114804.714663 + Penalty 3261.237617 = -111543.477046 nChanged 26 SP:Iteration 6Q (73062.170000 sec): 3 clusters Score: Raw -114877.914611 + Penalty 3261.237617 = -111616.676994 nChanged 21 SP:Iteration 7Q (73062.170000 sec): 3 clusters Score: Raw -114937.423278 + Penalty 3261.237617 = -111676.185661 nChanged 15 SP:Iteration 8Q (73062.180000 sec): 3 clusters Score: Raw -114974.406810 + Penalty 3261.237617 = -111713.169193 nChanged 12 SP:Iteration 9Q (73062.180000 sec): 3 clusters Score: Raw -115016.491711 + Penalty 3261.237617 = -111755.254094 nChanged 9 SP:Iteration 10Q (73062.180000 sec): 3 clusters Score: Raw -115046.564887 + Penalty 3261.237617 = -111785.327270 nChanged 14 SP:Iteration 11Q (73062.190000 sec): 3 clusters Score: Raw -115080.390863 + Penalty 3261.237617 = -111819.153246 nChanged 9 SP:Iteration 12Q (73062.190000 sec): 3 clusters Score: Raw -115115.594003 + Penalty 3261.237617 = -111854.356386 nChanged 3 SP:Iteration 13Q (73062.190000 sec): 3 clusters Score: Raw -115126.814737 + Penalty 3261.237617 = -111865.577120 nChanged 7 SP:Iteration 14Q (73062.200000 sec): 3 clusters Score: Raw -115156.297461 + Penalty 3261.237617 = -111895.059844 nChanged 7 SP:Iteration 15Q (73062.200000 sec): 3 clusters Score: Raw -115200.424602 + Penalty 3261.237617 = -111939.186985 nChanged 6 SP:Iteration 16Q (73062.200000 sec): 3 clusters Score: Raw -115240.653955 + Penalty 3261.237617 = -111979.416338 nChanged 9 SP:Iteration 17Q (73062.210000 sec): 3 clusters Score: Raw -115277.023898 + Penalty 3261.237617 = -112015.786281 nChanged 9 SP:Iteration 18Q (73062.210000 sec): 3 clusters Score: Raw -115331.313726 + Penalty 3261.237617 = -112070.076109 nChanged 8 SP:Iteration 19Q (73062.210000 sec): 3 clusters Score: Raw -115454.421293 + Penalty 3261.237617 = -112193.183676 nChanged 11 SP:Iteration 20F (73062.220000 sec): 3 clusters Score: Raw -115648.001010 + Penalty 3261.237617 = -112386.763393 nChanged 16 SP:Iteration 21Q (73062.220000 sec): 3 clusters Score: Raw -115701.075641 + Penalty 3261.237617 = -112439.838024 nChanged 9 SP:Iteration 22Q (73062.220000 sec): 3 clusters Score: Raw -115731.523435 + Penalty 3261.237617 = -112470.285818 nChanged 9 SP:Iteration 23Q (73062.230000 sec): 3 clusters Score: Raw -115760.411200 + Penalty 3261.237617 = -112499.173583 nChanged 4 SP:Iteration 24Q (73062.230000 sec): 3 clusters Score: Raw -115771.285238 + Penalty 3261.237617 = -112510.047621 nChanged 3 SP:Iteration 25Q (73062.230000 sec): 3 clusters Score: Raw -115779.480764 + Penalty 3261.237617 = -112518.243147 nChanged 1 SP:Iteration 26Q (73062.240000 sec): 3 clusters Score: Raw -115781.484346 + Penalty 3261.237617 = -112520.246729 nChanged 0 SP:Iteration 27F (73062.240000 sec): 3 clusters Score: Raw -115781.484346 + Penalty 3261.237617 = -112520.246729 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 32 (3578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73062.260000 sec): 2 clusters Score: Raw -617831.745076 + Penalty 2029.274697 = -615802.470379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73062.280000 sec): 3 clusters Score: Raw -616233.824980 + Penalty 4058.549395 = -612175.275585 nChanged 1299 SP:Iteration 1F (73062.300000 sec): 3 clusters Score: Raw -616979.738818 + Penalty 4058.549395 = -612921.189423 nChanged 280 SP:Iteration 2F (73062.320000 sec): 3 clusters Score: Raw -617149.438611 + Penalty 4058.549395 = -613090.889216 nChanged 173 SP:Iteration 3Q (73062.340000 sec): 3 clusters Score: Raw -617265.051922 + Penalty 4058.549395 = -613206.502527 nChanged 129 SP:Iteration 4Q (73062.360000 sec): 3 clusters Score: Raw -617345.164514 + Penalty 4058.549395 = -613286.615119 nChanged 110 SP:Iteration 5Q (73062.380000 sec): 3 clusters Score: Raw -617411.306568 + Penalty 4058.549395 = -613352.757173 nChanged 83 SP:Iteration 6Q (73062.400000 sec): 3 clusters Score: Raw -617455.227990 + Penalty 4058.549395 = -613396.678595 nChanged 65 SP:Iteration 7Q (73062.420000 sec): 3 clusters Score: Raw -617486.372492 + Penalty 4058.549395 = -613427.823097 nChanged 65 SP:Iteration 8Q (73062.440000 sec): 3 clusters Score: Raw -617528.774618 + Penalty 4058.549395 = -613470.225223 nChanged 68 SP:Iteration 9Q (73062.460000 sec): 3 clusters Score: Raw -617572.641857 + Penalty 4058.549395 = -613514.092462 nChanged 59 SP:Iteration 10Q (73062.480000 sec): 3 clusters Score: Raw -617609.155246 + Penalty 4058.549395 = -613550.605851 nChanged 66 SP:Iteration 11Q (73062.500000 sec): 3 clusters Score: Raw -617658.597896 + Penalty 4058.549395 = -613600.048501 nChanged 66 SP:Iteration 12Q (73062.510000 sec): 3 clusters Score: Raw -617699.939471 + Penalty 4058.549395 = -613641.390076 nChanged 51 SP:Iteration 13Q (73062.530000 sec): 3 clusters Score: Raw -617739.842059 + Penalty 4058.549395 = -613681.292664 nChanged 58 SP:Iteration 14Q (73062.550000 sec): 3 clusters Score: Raw -617777.816595 + Penalty 4058.549395 = -613719.267200 nChanged 47 SP:Iteration 15Q (73062.570000 sec): 3 clusters Score: Raw -617805.876216 + Penalty 4058.549395 = -613747.326821 nChanged 44 SP:Iteration 16Q (73062.590000 sec): 3 clusters Score: Raw -617828.304556 + Penalty 4058.549395 = -613769.755161 nChanged 36 SP:Iteration 17Q (73062.610000 sec): 3 clusters Score: Raw -617847.057743 + Penalty 4058.549395 = -613788.508348 nChanged 34 SP:Iteration 18Q (73062.620000 sec): 3 clusters Score: Raw -617861.293996 + Penalty 4058.549395 = -613802.744601 nChanged 24 SP:Iteration 19Q (73062.640000 sec): 3 clusters Score: Raw -617873.401317 + Penalty 4058.549395 = -613814.851922 nChanged 26 SP:Iteration 20F (73062.660000 sec): 3 clusters Score: Raw -617886.506961 + Penalty 4058.549395 = -613827.957566 nChanged 27 SP:Iteration 21Q (73062.680000 sec): 3 clusters Score: Raw -617898.091860 + Penalty 4058.549395 = -613839.542465 nChanged 19 SP:Iteration 22Q (73062.700000 sec): 3 clusters Score: Raw -617906.359086 + Penalty 4058.549395 = -613847.809691 nChanged 17 SP:Iteration 23Q (73062.720000 sec): 3 clusters Score: Raw -617915.037446 + Penalty 4058.549395 = -613856.488051 nChanged 13 SP:Iteration 24Q (73062.740000 sec): 3 clusters Score: Raw -617921.588928 + Penalty 4058.549395 = -613863.039533 nChanged 13 SP:Iteration 25Q (73062.760000 sec): 3 clusters Score: Raw -617925.795265 + Penalty 4058.549395 = -613867.245870 nChanged 11 SP:Iteration 26Q (73062.780000 sec): 3 clusters Score: Raw -617930.403433 + Penalty 4058.549395 = -613871.854038 nChanged 9 SP:Iteration 27Q (73062.800000 sec): 3 clusters Score: Raw -617934.321836 + Penalty 4058.549395 = -613875.772441 nChanged 10 SP:Iteration 28Q (73062.810000 sec): 3 clusters Score: Raw -617939.625071 + Penalty 4058.549395 = -613881.075676 nChanged 7 SP:Iteration 29Q (73062.830000 sec): 3 clusters Score: Raw -617942.608690 + Penalty 4058.549395 = -613884.059295 nChanged 5 SP:Iteration 30Q (73062.850000 sec): 3 clusters Score: Raw -617944.695192 + Penalty 4058.549395 = -613886.145797 nChanged 3 SP:Iteration 31Q (73062.870000 sec): 3 clusters Score: Raw -617945.979533 + Penalty 4058.549395 = -613887.430138 nChanged 4 SP:Iteration 32Q (73062.890000 sec): 3 clusters Score: Raw -617948.473292 + Penalty 4058.549395 = -613889.923897 nChanged 8 SP:Iteration 33Q (73062.910000 sec): 3 clusters Score: Raw -617953.395357 + Penalty 4058.549395 = -613894.845962 nChanged 10 SP:Iteration 34Q (73062.930000 sec): 3 clusters Score: Raw -617959.912405 + Penalty 4058.549395 = -613901.363010 nChanged 13 SP:Iteration 35Q (73062.950000 sec): 3 clusters Score: Raw -617966.482980 + Penalty 4058.549395 = -613907.933585 nChanged 12 SP:Iteration 36Q (73062.970000 sec): 3 clusters Score: Raw -617974.128548 + Penalty 4058.549395 = -613915.579154 nChanged 19 SP:Iteration 37Q (73062.990000 sec): 3 clusters Score: Raw -617986.223553 + Penalty 4058.549395 = -613927.674158 nChanged 14 SP:Iteration 38Q (73063.010000 sec): 3 clusters Score: Raw -617993.880588 + Penalty 4058.549395 = -613935.331193 nChanged 14 SP:Iteration 39Q (73063.030000 sec): 3 clusters Score: Raw -617999.293665 + Penalty 4058.549395 = -613940.744270 nChanged 7 SP:Iteration 40F (73063.050000 sec): 3 clusters Score: Raw -618003.641604 + Penalty 4058.549395 = -613945.092209 nChanged 8 SP:Iteration 41Q (73063.070000 sec): 3 clusters Score: Raw -618007.269391 + Penalty 4058.549395 = -613948.719996 nChanged 5 SP:Iteration 42Q (73063.090000 sec): 3 clusters Score: Raw -618009.224991 + Penalty 4058.549395 = -613950.675596 nChanged 6 SP:Iteration 43Q (73063.110000 sec): 3 clusters Score: Raw -618011.262967 + Penalty 4058.549395 = -613952.713572 nChanged 5 SP:Iteration 44Q (73063.130000 sec): 3 clusters Score: Raw -618014.705897 + Penalty 4058.549395 = -613956.156502 nChanged 3 SP:Iteration 45Q (73063.150000 sec): 3 clusters Score: Raw -618016.189707 + Penalty 4058.549395 = -613957.640312 nChanged 4 SP:Iteration 46Q (73063.160000 sec): 3 clusters Score: Raw -618017.854717 + Penalty 4058.549395 = -613959.305322 nChanged 4 SP:Iteration 47Q (73063.180000 sec): 3 clusters Score: Raw -618020.209452 + Penalty 4058.549395 = -613961.660057 nChanged 3 SP:Iteration 48Q (73063.200000 sec): 3 clusters Score: Raw -618021.647152 + Penalty 4058.549395 = -613963.097757 nChanged 4 SP:Iteration 49Q (73063.220000 sec): 3 clusters Score: Raw -618024.312396 + Penalty 4058.549395 = -613965.763001 nChanged 6 SP:Iteration 50Q (73063.240000 sec): 3 clusters Score: Raw -618027.212750 + Penalty 4058.549395 = -613968.663356 nChanged 2 SP:Iteration 51Q (73063.260000 sec): 3 clusters Score: Raw -618027.856141 + Penalty 4058.549395 = -613969.306747 nChanged 1 SP:Iteration 52Q (73063.280000 sec): 3 clusters Score: Raw -618028.990501 + Penalty 4058.549395 = -613970.441106 nChanged 0 SP:Iteration 53F (73063.300000 sec): 3 clusters Score: Raw -618028.990501 + Penalty 4058.549395 = -613970.441106 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 33 (27621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73063.440000 sec): 2 clusters Score: Raw -4715034.515159 + Penalty 2536.130245 = -4712498.384914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73063.600000 sec): 3 clusters Score: Raw -4698547.277543 + Penalty 5072.260489 = -4693475.017053 nChanged 12381 SP:Iteration 1F (73063.760000 sec): 3 clusters Score: Raw -4705147.053763 + Penalty 5072.260489 = -4700074.793274 nChanged 1254 SP:Iteration 2Q (73063.910000 sec): 3 clusters Score: Raw -4705529.833959 + Penalty 5072.260489 = -4700457.573469 nChanged 1105 SP:Iteration 3Q (73064.070000 sec): 3 clusters Score: Raw -4705869.109852 + Penalty 5072.260489 = -4700796.849363 nChanged 1009 SP:Iteration 4Q (73064.230000 sec): 3 clusters Score: Raw -4706215.676016 + Penalty 5072.260489 = -4701143.415527 nChanged 1016 SP:Iteration 5Q (73064.380000 sec): 3 clusters Score: Raw -4706594.660353 + Penalty 5072.260489 = -4701522.399863 nChanged 1050 SP:Iteration 6Q (73064.530000 sec): 3 clusters Score: Raw -4707064.901863 + Penalty 5072.260489 = -4701992.641373 nChanged 1185 SP:Iteration 7Q (73064.690000 sec): 3 clusters Score: Raw -4707735.576035 + Penalty 5072.260489 = -4702663.315546 nChanged 1381 SP:Iteration 8Q (73064.840000 sec): 3 clusters Score: Raw -4708617.601310 + Penalty 5072.260489 = -4703545.340820 nChanged 1539 SP:Iteration 9F (73064.990000 sec): 3 clusters Score: Raw -4709693.975238 + Penalty 5072.260489 = -4704621.714748 nChanged 1527 SP:Iteration 10F (73065.150000 sec): 3 clusters Score: Raw -4710883.446569 + Penalty 5072.260489 = -4705811.186079 nChanged 1393 SP:Iteration 11F (73065.300000 sec): 3 clusters Score: Raw -4712050.203908 + Penalty 5072.260489 = -4706977.943419 nChanged 1145 SP:Iteration 12Q (73065.440000 sec): 3 clusters Score: Raw -4712936.570320 + Penalty 5072.260489 = -4707864.309831 nChanged 892 SP:Iteration 13Q (73065.580000 sec): 3 clusters Score: Raw -4713534.396377 + Penalty 5072.260489 = -4708462.135887 nChanged 658 SP:Iteration 14Q (73065.720000 sec): 3 clusters Score: Raw -4713917.073238 + Penalty 5072.260489 = -4708844.812749 nChanged 492 SP:Iteration 15Q (73065.860000 sec): 3 clusters Score: Raw -4714179.839741 + Penalty 5072.260489 = -4709107.579251 nChanged 394 SP:Iteration 16Q (73065.990000 sec): 3 clusters Score: Raw -4714377.016777 + Penalty 5072.260489 = -4709304.756287 nChanged 324 SP:Iteration 17Q (73066.120000 sec): 3 clusters Score: Raw -4714527.766517 + Penalty 5072.260489 = -4709455.506028 nChanged 257 SP:Iteration 18Q (73066.250000 sec): 3 clusters Score: Raw -4714644.441460 + Penalty 5072.260489 = -4709572.180970 nChanged 222 SP:Iteration 19Q (73066.380000 sec): 3 clusters Score: Raw -4714737.986840 + Penalty 5072.260489 = -4709665.726350 nChanged 167 SP:Iteration 20F (73066.530000 sec): 3 clusters Score: Raw -4714807.495104 + Penalty 5072.260489 = -4709735.234614 nChanged 147 SP:Iteration 21Q (73066.660000 sec): 3 clusters Score: Raw -4714874.329187 + Penalty 5072.260489 = -4709802.068697 nChanged 128 SP:Iteration 22Q (73066.780000 sec): 3 clusters Score: Raw -4714925.546700 + Penalty 5072.260489 = -4709853.286211 nChanged 124 SP:Iteration 23Q (73066.900000 sec): 3 clusters Score: Raw -4714978.146247 + Penalty 5072.260489 = -4709905.885758 nChanged 118 SP:Iteration 24Q (73067.020000 sec): 3 clusters Score: Raw -4715027.654064 + Penalty 5072.260489 = -4709955.393574 nChanged 100 SP:Iteration 25Q (73067.140000 sec): 3 clusters Score: Raw -4715073.868329 + Penalty 5072.260489 = -4710001.607839 nChanged 71 SP:Iteration 26Q (73067.250000 sec): 3 clusters Score: Raw -4715105.052653 + Penalty 5072.260489 = -4710032.792163 nChanged 68 SP:Iteration 27Q (73067.370000 sec): 3 clusters Score: Raw -4715141.079053 + Penalty 5072.260489 = -4710068.818564 nChanged 69 SP:Iteration 28Q (73067.490000 sec): 3 clusters Score: Raw -4715176.385138 + Penalty 5072.260489 = -4710104.124648 nChanged 62 SP:Iteration 29Q (73067.610000 sec): 3 clusters Score: Raw -4715203.156640 + Penalty 5072.260489 = -4710130.896151 nChanged 48 SP:Iteration 30Q (73067.720000 sec): 3 clusters Score: Raw -4715224.877274 + Penalty 5072.260489 = -4710152.616785 nChanged 54 SP:Iteration 31Q (73067.840000 sec): 3 clusters Score: Raw -4715250.965788 + Penalty 5072.260489 = -4710178.705298 nChanged 53 SP:Iteration 32Q (73067.950000 sec): 3 clusters Score: Raw -4715272.256154 + Penalty 5072.260489 = -4710199.995664 nChanged 32 SP:Iteration 33Q (73068.070000 sec): 3 clusters Score: Raw -4715286.135006 + Penalty 5072.260489 = -4710213.874516 nChanged 28 SP:Iteration 34Q (73068.180000 sec): 3 clusters Score: Raw -4715299.579382 + Penalty 5072.260489 = -4710227.318893 nChanged 33 SP:Iteration 35Q (73068.290000 sec): 3 clusters Score: Raw -4715315.163042 + Penalty 5072.260489 = -4710242.902553 nChanged 30 SP:Iteration 36Q (73068.410000 sec): 3 clusters Score: Raw -4715328.706095 + Penalty 5072.260489 = -4710256.445606 nChanged 32 SP:Iteration 37Q (73068.530000 sec): 3 clusters Score: Raw -4715345.362446 + Penalty 5072.260489 = -4710273.101956 nChanged 23 SP:Iteration 38Q (73068.650000 sec): 3 clusters Score: Raw -4715355.857077 + Penalty 5072.260489 = -4710283.596587 nChanged 21 SP:Iteration 39Q (73068.760000 sec): 3 clusters Score: Raw -4715364.388228 + Penalty 5072.260489 = -4710292.127739 nChanged 6 SP:Iteration 40F (73068.920000 sec): 3 clusters Score: Raw -4715367.253003 + Penalty 5072.260489 = -4710294.992514 nChanged 12 SP:Iteration 41Q (73069.030000 sec): 3 clusters Score: Raw -4715372.187458 + Penalty 5072.260489 = -4710299.926969 nChanged 11 SP:Iteration 42Q (73069.150000 sec): 3 clusters Score: Raw -4715376.444864 + Penalty 5072.260489 = -4710304.184375 nChanged 6 SP:Iteration 43Q (73069.270000 sec): 3 clusters Score: Raw -4715379.258884 + Penalty 5072.260489 = -4710306.998394 nChanged 4 SP:Iteration 44Q (73069.390000 sec): 3 clusters Score: Raw -4715381.738356 + Penalty 5072.260489 = -4710309.477867 nChanged 8 SP:Iteration 45Q (73069.500000 sec): 3 clusters Score: Raw -4715385.349627 + Penalty 5072.260489 = -4710313.089137 nChanged 6 SP:Iteration 46Q (73069.610000 sec): 3 clusters Score: Raw -4715388.486284 + Penalty 5072.260489 = -4710316.225794 nChanged 7 SP:Iteration 47Q (73069.730000 sec): 3 clusters Score: Raw -4715392.155144 + Penalty 5072.260489 = -4710319.894654 nChanged 7 SP:Iteration 48Q (73069.850000 sec): 3 clusters Score: Raw -4715394.846417 + Penalty 5072.260489 = -4710322.585928 nChanged 6 SP:Iteration 49Q (73069.960000 sec): 3 clusters Score: Raw -4715397.355598 + Penalty 5072.260489 = -4710325.095108 nChanged 7 SP:Iteration 50Q (73070.070000 sec): 3 clusters Score: Raw -4715399.716562 + Penalty 5072.260489 = -4710327.456073 nChanged 2 SP:Iteration 51Q (73070.190000 sec): 3 clusters Score: Raw -4715400.688108 + Penalty 5072.260489 = -4710328.427618 nChanged 2 SP:Iteration 52Q (73070.300000 sec): 3 clusters Score: Raw -4715401.857080 + Penalty 5072.260489 = -4710329.596590 nChanged 3 SP:Iteration 53Q (73070.410000 sec): 3 clusters Score: Raw -4715403.508908 + Penalty 5072.260489 = -4710331.248418 nChanged 3 SP:Iteration 54Q (73070.530000 sec): 3 clusters Score: Raw -4715404.318530 + Penalty 5072.260489 = -4710332.058040 nChanged 0 SP:Iteration 55F (73070.680000 sec): 3 clusters Score: Raw -4715404.318530 + Penalty 5072.260489 = -4710332.058040 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 34 (345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73070.700000 sec): 2 clusters Score: Raw -53589.073178 + Penalty 1449.199015 = -52139.874162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73070.700000 sec): 3 clusters Score: Raw -53723.294130 + Penalty 2898.398031 = -50824.896099 nChanged 55 SP:Iteration 1F (73070.700000 sec): 3 clusters Score: Raw -53901.799935 + Penalty 2898.398031 = -51003.401905 nChanged 19 SP:Iteration 2F (73070.700000 sec): 3 clusters Score: Raw -53989.830604 + Penalty 2898.398031 = -51091.432573 nChanged 9 SP:Iteration 3Q (73070.710000 sec): 3 clusters Score: Raw -54018.300302 + Penalty 2898.398031 = -51119.902271 nChanged 5 SP:Iteration 4Q (73070.710000 sec): 3 clusters Score: Raw -54050.317525 + Penalty 2898.398031 = -51151.919494 nChanged 7 SP:Iteration 5Q (73070.710000 sec): 3 clusters Score: Raw -54090.040908 + Penalty 2898.398031 = -51191.642877 nChanged 2 SP:Iteration 6Q (73070.710000 sec): 3 clusters Score: Raw -54096.745824 + Penalty 2898.398031 = -51198.347793 nChanged 1 SP:Iteration 7Q (73070.710000 sec): 3 clusters Score: Raw -54098.756351 + Penalty 2898.398031 = -51200.358320 nChanged 1 SP:Iteration 8Q (73070.710000 sec): 3 clusters Score: Raw -54102.723002 + Penalty 2898.398031 = -51204.324971 nChanged 0 SP:Iteration 9F (73070.710000 sec): 3 clusters Score: Raw -54102.723002 + Penalty 2898.398031 = -51204.324971 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 35 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73070.730000 sec): 2 clusters Score: Raw -394873.735044 + Penalty 1909.336178 = -392964.398866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73070.740000 sec): 3 clusters Score: Raw -393989.937657 + Penalty 3818.672355 = -390171.265302 nChanged 738 SP:Iteration 1F (73070.750000 sec): 3 clusters Score: Raw -394526.105904 + Penalty 3818.672355 = -390707.433549 nChanged 198 SP:Iteration 2F (73070.770000 sec): 3 clusters Score: Raw -394690.855370 + Penalty 3818.672355 = -390872.183015 nChanged 106 SP:Iteration 3Q (73070.780000 sec): 3 clusters Score: Raw -394783.711248 + Penalty 3818.672355 = -390965.038893 nChanged 67 SP:Iteration 4Q (73070.790000 sec): 3 clusters Score: Raw -394834.357406 + Penalty 3818.672355 = -391015.685051 nChanged 48 SP:Iteration 5Q (73070.800000 sec): 3 clusters Score: Raw -394872.997937 + Penalty 3818.672355 = -391054.325582 nChanged 47 SP:Iteration 6Q (73070.810000 sec): 3 clusters Score: Raw -394905.761399 + Penalty 3818.672355 = -391087.089044 nChanged 32 SP:Iteration 7Q (73070.830000 sec): 3 clusters Score: Raw -394932.699781 + Penalty 3818.672355 = -391114.027426 nChanged 35 SP:Iteration 8Q (73070.830000 sec): 3 clusters Score: Raw -394958.986231 + Penalty 3818.672355 = -391140.313875 nChanged 34 SP:Iteration 9Q (73070.850000 sec): 3 clusters Score: Raw -394983.057632 + Penalty 3818.672355 = -391164.385277 nChanged 35 SP:Iteration 10Q (73070.860000 sec): 3 clusters Score: Raw -395010.287453 + Penalty 3818.672355 = -391191.615098 nChanged 38 SP:Iteration 11Q (73070.870000 sec): 3 clusters Score: Raw -395044.598698 + Penalty 3818.672355 = -391225.926343 nChanged 31 SP:Iteration 12Q (73070.880000 sec): 3 clusters Score: Raw -395067.821402 + Penalty 3818.672355 = -391249.149047 nChanged 27 SP:Iteration 13Q (73070.890000 sec): 3 clusters Score: Raw -395090.442904 + Penalty 3818.672355 = -391271.770549 nChanged 24 SP:Iteration 14Q (73070.910000 sec): 3 clusters Score: Raw -395113.987215 + Penalty 3818.672355 = -391295.314860 nChanged 25 SP:Iteration 15Q (73070.920000 sec): 3 clusters Score: Raw -395130.974110 + Penalty 3818.672355 = -391312.301755 nChanged 12 SP:Iteration 16Q (73070.930000 sec): 3 clusters Score: Raw -395138.908015 + Penalty 3818.672355 = -391320.235660 nChanged 15 SP:Iteration 17Q (73070.940000 sec): 3 clusters Score: Raw -395149.582894 + Penalty 3818.672355 = -391330.910539 nChanged 11 SP:Iteration 18Q (73070.950000 sec): 3 clusters Score: Raw -395157.626294 + Penalty 3818.672355 = -391338.953938 nChanged 10 SP:Iteration 19Q (73070.970000 sec): 3 clusters Score: Raw -395163.445584 + Penalty 3818.672355 = -391344.773229 nChanged 9 SP:Iteration 20F (73070.980000 sec): 3 clusters Score: Raw -395169.106347 + Penalty 3818.672355 = -391350.433992 nChanged 7 SP:Iteration 21Q (73070.990000 sec): 3 clusters Score: Raw -395173.014917 + Penalty 3818.672355 = -391354.342562 nChanged 9 SP:Iteration 22Q (73071.000000 sec): 3 clusters Score: Raw -395180.178983 + Penalty 3818.672355 = -391361.506628 nChanged 10 SP:Iteration 23Q (73071.010000 sec): 3 clusters Score: Raw -395187.111043 + Penalty 3818.672355 = -391368.438687 nChanged 6 SP:Iteration 24Q (73071.020000 sec): 3 clusters Score: Raw -395190.068648 + Penalty 3818.672355 = -391371.396293 nChanged 4 SP:Iteration 25Q (73071.030000 sec): 3 clusters Score: Raw -395191.569242 + Penalty 3818.672355 = -391372.896887 nChanged 2 SP:Iteration 26Q (73071.050000 sec): 3 clusters Score: Raw -395192.500997 + Penalty 3818.672355 = -391373.828642 nChanged 3 SP:Iteration 27Q (73071.060000 sec): 3 clusters Score: Raw -395193.847312 + Penalty 3818.672355 = -391375.174957 nChanged 4 SP:Iteration 28Q (73071.070000 sec): 3 clusters Score: Raw -395195.370544 + Penalty 3818.672355 = -391376.698189 nChanged 3 SP:Iteration 29Q (73071.080000 sec): 3 clusters Score: Raw -395196.588434 + Penalty 3818.672355 = -391377.916079 nChanged 2 SP:Iteration 30Q (73071.090000 sec): 3 clusters Score: Raw -395197.397340 + Penalty 3818.672355 = -391378.724985 nChanged 1 SP:Iteration 31Q (73071.110000 sec): 3 clusters Score: Raw -395198.013050 + Penalty 3818.672355 = -391379.340694 nChanged 1 SP:Iteration 32Q (73071.120000 sec): 3 clusters Score: Raw -395198.736303 + Penalty 3818.672355 = -391380.063948 nChanged 2 SP:Iteration 33Q (73071.130000 sec): 3 clusters Score: Raw -395199.843106 + Penalty 3818.672355 = -391381.170750 nChanged 1 SP:Iteration 34Q (73071.140000 sec): 3 clusters Score: Raw -395200.297046 + Penalty 3818.672355 = -391381.624691 nChanged 1 SP:Iteration 35Q (73071.150000 sec): 3 clusters Score: Raw -395200.741865 + Penalty 3818.672355 = -391382.069510 nChanged 2 SP:Iteration 36Q (73071.170000 sec): 3 clusters Score: Raw -395203.229895 + Penalty 3818.672355 = -391384.557540 nChanged 3 SP:Iteration 37Q (73071.180000 sec): 3 clusters Score: Raw -395205.720194 + Penalty 3818.672355 = -391387.047838 nChanged 2 SP:Iteration 38Q (73071.200000 sec): 3 clusters Score: Raw -395206.973510 + Penalty 3818.672355 = -391388.301155 nChanged 5 SP:Iteration 39Q (73071.210000 sec): 3 clusters Score: Raw -395209.320177 + Penalty 3818.672355 = -391390.647822 nChanged 6 SP:Iteration 40F (73071.220000 sec): 3 clusters Score: Raw -395213.166438 + Penalty 3818.672355 = -391394.494082 nChanged 7 SP:Iteration 41Q (73071.240000 sec): 3 clusters Score: Raw -395219.345937 + Penalty 3818.672355 = -391400.673582 nChanged 7 SP:Iteration 42Q (73071.250000 sec): 3 clusters Score: Raw -395228.152909 + Penalty 3818.672355 = -391409.480554 nChanged 9 SP:Iteration 43Q (73071.260000 sec): 3 clusters Score: Raw -395237.702135 + Penalty 3818.672355 = -391419.029780 nChanged 9 SP:Iteration 44Q (73071.280000 sec): 3 clusters Score: Raw -395246.810530 + Penalty 3818.672355 = -391428.138175 nChanged 13 SP:Iteration 45Q (73071.290000 sec): 3 clusters Score: Raw -395267.800650 + Penalty 3818.672355 = -391449.128295 nChanged 19 SP:Iteration 46Q (73071.300000 sec): 3 clusters Score: Raw -395289.575577 + Penalty 3818.672355 = -391470.903222 nChanged 25 SP:Iteration 47Q (73071.310000 sec): 3 clusters Score: Raw -395309.567667 + Penalty 3818.672355 = -391490.895312 nChanged 23 SP:Iteration 48Q (73071.330000 sec): 3 clusters Score: Raw -395330.624765 + Penalty 3818.672355 = -391511.952410 nChanged 24 SP:Iteration 49Q (73071.340000 sec): 3 clusters Score: Raw -395351.900487 + Penalty 3818.672355 = -391533.228132 nChanged 20 SP:Iteration 50Q (73071.350000 sec): 3 clusters Score: Raw -395368.695206 + Penalty 3818.672355 = -391550.022851 nChanged 20 SP:Iteration 51Q (73071.360000 sec): 3 clusters Score: Raw -395381.465432 + Penalty 3818.672355 = -391562.793077 nChanged 21 SP:Iteration 52Q (73071.370000 sec): 3 clusters Score: Raw -395397.089845 + Penalty 3818.672355 = -391578.417490 nChanged 26 SP:Iteration 53Q (73071.390000 sec): 3 clusters Score: Raw -395419.096545 + Penalty 3818.672355 = -391600.424190 nChanged 33 SP:Iteration 54Q (73071.400000 sec): 3 clusters Score: Raw -395452.249131 + Penalty 3818.672355 = -391633.576776 nChanged 44 SP:Iteration 55Q (73071.410000 sec): 3 clusters Score: Raw -395494.010373 + Penalty 3818.672355 = -391675.338018 nChanged 43 SP:Iteration 56Q (73071.420000 sec): 3 clusters Score: Raw -395544.689532 + Penalty 3818.672355 = -391726.017177 nChanged 56 SP:Iteration 57Q (73071.430000 sec): 3 clusters Score: Raw -395608.827760 + Penalty 3818.672355 = -391790.155405 nChanged 46 SP:Iteration 58Q (73071.450000 sec): 3 clusters Score: Raw -395661.364897 + Penalty 3818.672355 = -391842.692542 nChanged 64 SP:Iteration 59Q (73071.450000 sec): 3 clusters Score: Raw -395724.758619 + Penalty 3818.672355 = -391906.086264 nChanged 50 SP:Iteration 60F (73071.470000 sec): 3 clusters Score: Raw -395784.786859 + Penalty 3818.672355 = -391966.114504 nChanged 53 SP:Iteration 61Q (73071.480000 sec): 3 clusters Score: Raw -395870.005440 + Penalty 3818.672355 = -392051.333085 nChanged 57 SP:Iteration 62Q (73071.490000 sec): 3 clusters Score: Raw -395940.633283 + Penalty 3818.672355 = -392121.960928 nChanged 53 SP:Iteration 63Q (73071.500000 sec): 3 clusters Score: Raw -396005.859810 + Penalty 3818.672355 = -392187.187455 nChanged 49 SP:Iteration 64Q (73071.510000 sec): 3 clusters Score: Raw -396056.336920 + Penalty 3818.672355 = -392237.664565 nChanged 35 SP:Iteration 65Q (73071.530000 sec): 3 clusters Score: Raw -396092.586937 + Penalty 3818.672355 = -392273.914582 nChanged 23 SP:Iteration 66Q (73071.540000 sec): 3 clusters Score: Raw -396116.181991 + Penalty 3818.672355 = -392297.509636 nChanged 22 SP:Iteration 67Q (73071.550000 sec): 3 clusters Score: Raw -396137.166467 + Penalty 3818.672355 = -392318.494112 nChanged 13 SP:Iteration 68Q (73071.560000 sec): 3 clusters Score: Raw -396144.924989 + Penalty 3818.672355 = -392326.252634 nChanged 5 SP:Iteration 69Q (73071.570000 sec): 3 clusters Score: Raw -396148.466062 + Penalty 3818.672355 = -392329.793707 nChanged 2 SP:Iteration 70Q (73071.580000 sec): 3 clusters Score: Raw -396150.816032 + Penalty 3818.672355 = -392332.143676 nChanged 2 SP:Iteration 71Q (73071.590000 sec): 3 clusters Score: Raw -396152.013080 + Penalty 3818.672355 = -392333.340725 nChanged 2 SP:Iteration 72Q (73071.600000 sec): 3 clusters Score: Raw -396152.569255 + Penalty 3818.672355 = -392333.896899 nChanged 0 SP:Iteration 73F (73071.610000 sec): 3 clusters Score: Raw -396156.014502 + Penalty 3818.672355 = -392337.342146 nChanged 2 SP:Iteration 74Q (73071.630000 sec): 3 clusters Score: Raw -396169.803109 + Penalty 3818.672355 = -392351.130754 nChanged 7 SP:Iteration 75Q (73071.640000 sec): 3 clusters Score: Raw -396180.768635 + Penalty 3818.672355 = -392362.096280 nChanged 4 SP:Iteration 76Q (73071.650000 sec): 3 clusters Score: Raw -396183.988578 + Penalty 3818.672355 = -392365.316222 nChanged 4 SP:Iteration 77Q (73071.660000 sec): 3 clusters Score: Raw -396188.092034 + Penalty 3818.672355 = -392369.419679 nChanged 3 SP:Iteration 78Q (73071.670000 sec): 3 clusters Score: Raw -396190.883438 + Penalty 3818.672355 = -392372.211082 nChanged 3 SP:Iteration 79Q (73071.680000 sec): 3 clusters Score: Raw -396193.070722 + Penalty 3818.672355 = -392374.398367 nChanged 1 SP:Iteration 80F (73071.690000 sec): 3 clusters Score: Raw -396193.611857 + Penalty 3818.672355 = -392374.939502 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 36 (1678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73071.710000 sec): 2 clusters Score: Raw -279159.023191 + Penalty 1841.488756 = -277317.534435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73071.720000 sec): 3 clusters Score: Raw -278704.266565 + Penalty 3682.977512 = -275021.289053 nChanged 518 SP:Iteration 1F (73071.730000 sec): 3 clusters Score: Raw -279374.203837 + Penalty 3682.977512 = -275691.226325 nChanged 190 SP:Iteration 2F (73071.730000 sec): 3 clusters Score: Raw -279777.423445 + Penalty 3682.977512 = -276094.445933 nChanged 126 SP:Iteration 3F (73071.750000 sec): 3 clusters Score: Raw -280040.755995 + Penalty 3682.977512 = -276357.778483 nChanged 100 SP:Iteration 4F (73071.750000 sec): 3 clusters Score: Raw -280237.583772 + Penalty 3682.977512 = -276554.606260 nChanged 57 SP:Iteration 5Q (73071.760000 sec): 3 clusters Score: Raw -280335.161205 + Penalty 3682.977512 = -276652.183693 nChanged 45 SP:Iteration 6Q (73071.770000 sec): 3 clusters Score: Raw -280394.986563 + Penalty 3682.977512 = -276712.009051 nChanged 34 SP:Iteration 7Q (73071.780000 sec): 3 clusters Score: Raw -280442.008280 + Penalty 3682.977512 = -276759.030768 nChanged 26 SP:Iteration 8Q (73071.790000 sec): 3 clusters Score: Raw -280465.924492 + Penalty 3682.977512 = -276782.946980 nChanged 13 SP:Iteration 9Q (73071.800000 sec): 3 clusters Score: Raw -280477.349067 + Penalty 3682.977512 = -276794.371555 nChanged 14 SP:Iteration 10Q (73071.810000 sec): 3 clusters Score: Raw -280489.035989 + Penalty 3682.977512 = -276806.058477 nChanged 14 SP:Iteration 11Q (73071.810000 sec): 3 clusters Score: Raw -280501.572206 + Penalty 3682.977512 = -276818.594694 nChanged 13 SP:Iteration 12Q (73071.820000 sec): 3 clusters Score: Raw -280520.136534 + Penalty 3682.977512 = -276837.159022 nChanged 15 SP:Iteration 13Q (73071.830000 sec): 3 clusters Score: Raw -280541.861496 + Penalty 3682.977512 = -276858.883984 nChanged 12 SP:Iteration 14Q (73071.840000 sec): 3 clusters Score: Raw -280556.154823 + Penalty 3682.977512 = -276873.177311 nChanged 7 SP:Iteration 15Q (73071.850000 sec): 3 clusters Score: Raw -280562.745480 + Penalty 3682.977512 = -276879.767968 nChanged 2 SP:Iteration 16Q (73071.860000 sec): 3 clusters Score: Raw -280564.057442 + Penalty 3682.977512 = -276881.079930 nChanged 2 SP:Iteration 17Q (73071.870000 sec): 3 clusters Score: Raw -280565.275050 + Penalty 3682.977512 = -276882.297538 nChanged 3 SP:Iteration 18Q (73071.870000 sec): 3 clusters Score: Raw -280566.995662 + Penalty 3682.977512 = -276884.018150 nChanged 0 SP:Iteration 19F (73071.880000 sec): 3 clusters Score: Raw -280566.995662 + Penalty 3682.977512 = -276884.018150 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 37 (1323483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73078.110000 sec): 2 clusters Score: Raw -231520779.480957 + Penalty 3495.752809 = -231517283.728148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73085.540000 sec): 3 clusters Score: Raw -230624351.354202 + Penalty 6991.505618 = -230617359.848583 nChanged 651483 SP:Iteration 1F (73092.910000 sec): 3 clusters Score: Raw -231017283.648119 + Penalty 6991.505618 = -231010292.142501 nChanged 22381 SP:Iteration 2Q (73100.500000 sec): 3 clusters Score: Raw -231020248.233820 + Penalty 6991.505618 = -231013256.728202 nChanged 26870 SP:Iteration 3Q (73108.090000 sec): 3 clusters Score: Raw -231024821.160852 + Penalty 6991.505618 = -231017829.655234 nChanged 34348 SP:Iteration 4Q (73115.640000 sec): 3 clusters Score: Raw -231033030.847210 + Penalty 6991.505618 = -231026039.341592 nChanged 47345 SP:Iteration 5Q (73123.080000 sec): 3 clusters Score: Raw -231049114.535023 + Penalty 6991.505618 = -231042123.029405 nChanged 66801 SP:Iteration 6F (73130.330000 sec): 3 clusters Score: Raw -231080904.100119 + Penalty 6991.505618 = -231073912.594501 nChanged 90033 SP:Iteration 7F (73137.170000 sec): 3 clusters Score: Raw -231138246.730519 + Penalty 6991.505618 = -231131255.224901 nChanged 111165 SP:Iteration 8F (73144.050000 sec): 3 clusters Score: Raw -231227986.330441 + Penalty 6991.505618 = -231220994.824823 nChanged 116721 SP:Iteration 9F (73150.850000 sec): 3 clusters Score: Raw -231336699.220501 + Penalty 6991.505618 = -231329707.714883 nChanged 96117 SP:Iteration 10F (73157.650000 sec): 3 clusters Score: Raw -231430929.136135 + Penalty 6991.505618 = -231423937.630517 nChanged 58648 SP:Iteration 11Q (73164.390000 sec): 3 clusters Score: Raw -231487516.936346 + Penalty 6991.505618 = -231480525.430728 nChanged 25778 SP:Iteration 12Q (73170.580000 sec): 3 clusters Score: Raw -231511125.036038 + Penalty 6991.505618 = -231504133.530420 nChanged 8299 SP:Iteration 13Q (73175.990000 sec): 3 clusters Score: Raw -231518318.704074 + Penalty 6991.505618 = -231511327.198456 nChanged 2245 SP:Iteration 14Q (73180.940000 sec): 3 clusters Score: Raw -231520200.517347 + Penalty 6991.505618 = -231513209.011729 nChanged 571 SP:Iteration 15Q (73185.680000 sec): 3 clusters Score: Raw -231520730.484274 + Penalty 6991.505618 = -231513738.978656 nChanged 152 SP:Iteration 16Q (73190.400000 sec): 3 clusters Score: Raw -231520899.337798 + Penalty 6991.505618 = -231513907.832180 nChanged 81 SP:Iteration 17Q (73195.090000 sec): 3 clusters Score: Raw -231521002.645242 + Penalty 6991.505618 = -231514011.139624 nChanged 56 SP:Iteration 18Q (73199.750000 sec): 3 clusters Score: Raw -231521069.343849 + Penalty 6991.505618 = -231514077.838231 nChanged 30 SP:Iteration 19Q (73204.360000 sec): 3 clusters Score: Raw -231521099.816770 + Penalty 6991.505618 = -231514108.311152 nChanged 14 SP:Iteration 20F (73211.060000 sec): 3 clusters Score: Raw -231521115.934403 + Penalty 6991.505618 = -231514124.428785 nChanged 15 SP:Iteration 21Q (73215.720000 sec): 3 clusters Score: Raw -231521137.760444 + Penalty 6991.505618 = -231514146.254826 nChanged 13 SP:Iteration 22Q (73220.350000 sec): 3 clusters Score: Raw -231521151.158105 + Penalty 6991.505618 = -231514159.652487 nChanged 4 SP:Iteration 23Q (73224.940000 sec): 3 clusters Score: Raw -231521153.559056 + Penalty 6991.505618 = -231514162.053438 nChanged 4 SP:Iteration 24Q (73229.560000 sec): 3 clusters Score: Raw -231521156.956392 + Penalty 6991.505618 = -231514165.450774 nChanged 2 SP:Iteration 25Q (73234.200000 sec): 3 clusters Score: Raw -231521159.944055 + Penalty 6991.505618 = -231514168.438437 nChanged 0 SP:Iteration 26F (73240.940000 sec): 3 clusters Score: Raw -231521159.944055 + Penalty 6991.505618 = -231514168.438437 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 38 (240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73241.460000 sec): 2 clusters Score: Raw -26761.212351 + Penalty 1359.198453 = -25402.013898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73241.460000 sec): 3 clusters Score: Raw -26952.726294 + Penalty 2718.396906 = -24234.329388 nChanged 34 SP:Iteration 1F (73241.460000 sec): 3 clusters Score: Raw -27105.941270 + Penalty 2718.396906 = -24387.544364 nChanged 4 SP:Iteration 2Q (73241.460000 sec): 3 clusters Score: Raw -27127.031784 + Penalty 2718.396906 = -24408.634878 nChanged 2 SP:Iteration 3Q (73241.470000 sec): 3 clusters Score: Raw -27139.133785 + Penalty 2718.396906 = -24420.736879 nChanged 1 SP:Iteration 4Q (73241.470000 sec): 3 clusters Score: Raw -27142.904156 + Penalty 2718.396906 = -24424.507250 nChanged 0 SP:Iteration 5F (73241.470000 sec): 3 clusters Score: Raw -27142.904156 + Penalty 2718.396906 = -24424.507250 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 39 (3747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73241.490000 sec): 2 clusters Score: Raw -622878.664241 + Penalty 2040.720278 = -620837.943963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73241.510000 sec): 3 clusters Score: Raw -621187.325446 + Penalty 4081.440556 = -617105.884890 nChanged 1368 SP:Iteration 1F (73241.520000 sec): 3 clusters Score: Raw -622041.920991 + Penalty 4081.440556 = -617960.480434 nChanged 323 SP:Iteration 2F (73241.540000 sec): 3 clusters Score: Raw -622355.995889 + Penalty 4081.440556 = -618274.555333 nChanged 259 SP:Iteration 3F (73241.560000 sec): 3 clusters Score: Raw -622614.160059 + Penalty 4081.440556 = -618532.719503 nChanged 236 SP:Iteration 4F (73241.580000 sec): 3 clusters Score: Raw -622861.322012 + Penalty 4081.440556 = -618779.881455 nChanged 219 SP:Iteration 5F (73241.600000 sec): 3 clusters Score: Raw -623091.804155 + Penalty 4081.440556 = -619010.363599 nChanged 209 SP:Iteration 6F (73241.620000 sec): 3 clusters Score: Raw -623311.149535 + Penalty 4081.440556 = -619229.708979 nChanged 170 SP:Iteration 7Q (73241.640000 sec): 3 clusters Score: Raw -623501.439431 + Penalty 4081.440556 = -619419.998875 nChanged 139 SP:Iteration 8Q (73241.660000 sec): 3 clusters Score: Raw -623623.415870 + Penalty 4081.440556 = -619541.975314 nChanged 94 SP:Iteration 9Q (73241.680000 sec): 3 clusters Score: Raw -623697.926297 + Penalty 4081.440556 = -619616.485741 nChanged 57 SP:Iteration 10Q (73241.700000 sec): 3 clusters Score: Raw -623736.695194 + Penalty 4081.440556 = -619655.254637 nChanged 44 SP:Iteration 11Q (73241.710000 sec): 3 clusters Score: Raw -623766.437757 + Penalty 4081.440556 = -619684.997201 nChanged 34 SP:Iteration 12Q (73241.730000 sec): 3 clusters Score: Raw -623793.375147 + Penalty 4081.440556 = -619711.934591 nChanged 28 SP:Iteration 13Q (73241.750000 sec): 3 clusters Score: Raw -623810.230428 + Penalty 4081.440556 = -619728.789872 nChanged 17 SP:Iteration 14Q (73241.770000 sec): 3 clusters Score: Raw -623820.160035 + Penalty 4081.440556 = -619738.719479 nChanged 10 SP:Iteration 15Q (73241.790000 sec): 3 clusters Score: Raw -623824.927248 + Penalty 4081.440556 = -619743.486692 nChanged 8 SP:Iteration 16Q (73241.800000 sec): 3 clusters Score: Raw -623829.438739 + Penalty 4081.440556 = -619747.998183 nChanged 9 SP:Iteration 17Q (73241.820000 sec): 3 clusters Score: Raw -623834.386457 + Penalty 4081.440556 = -619752.945901 nChanged 6 SP:Iteration 18Q (73241.840000 sec): 3 clusters Score: Raw -623836.660940 + Penalty 4081.440556 = -619755.220384 nChanged 4 SP:Iteration 19Q (73241.860000 sec): 3 clusters Score: Raw -623838.595195 + Penalty 4081.440556 = -619757.154639 nChanged 2 SP:Iteration 20F (73241.880000 sec): 3 clusters Score: Raw -623840.495270 + Penalty 4081.440556 = -619759.054714 nChanged 5 SP:Iteration 21Q (73241.900000 sec): 3 clusters Score: Raw -623843.620613 + Penalty 4081.440556 = -619762.180057 nChanged 3 SP:Iteration 22Q (73241.920000 sec): 3 clusters Score: Raw -623844.970605 + Penalty 4081.440556 = -619763.530048 nChanged 5 SP:Iteration 23Q (73241.940000 sec): 3 clusters Score: Raw -623847.496046 + Penalty 4081.440556 = -619766.055489 nChanged 3 SP:Iteration 24Q (73241.950000 sec): 3 clusters Score: Raw -623849.231983 + Penalty 4081.440556 = -619767.791427 nChanged 6 SP:Iteration 25Q (73241.970000 sec): 3 clusters Score: Raw -623852.431985 + Penalty 4081.440556 = -619770.991429 nChanged 5 SP:Iteration 26Q (73241.990000 sec): 3 clusters Score: Raw -623854.342630 + Penalty 4081.440556 = -619772.902073 nChanged 2 SP:Iteration 27Q (73242.010000 sec): 3 clusters Score: Raw -623855.134323 + Penalty 4081.440556 = -619773.693767 nChanged 0 SP:Iteration 28F (73242.030000 sec): 3 clusters Score: Raw -623855.134323 + Penalty 4081.440556 = -619773.693767 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 40 (1653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.040000 sec): 2 clusters Score: Raw -292443.379605 + Penalty 1837.766080 = -290605.613525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.050000 sec): 3 clusters Score: Raw -291874.638604 + Penalty 3675.532161 = -288199.106444 nChanged 521 SP:Iteration 1F (73242.060000 sec): 3 clusters Score: Raw -292289.577639 + Penalty 3675.532161 = -288614.045478 nChanged 145 SP:Iteration 2F (73242.070000 sec): 3 clusters Score: Raw -292435.642882 + Penalty 3675.532161 = -288760.110722 nChanged 80 SP:Iteration 3Q (73242.080000 sec): 3 clusters Score: Raw -292495.402722 + Penalty 3675.532161 = -288819.870562 nChanged 43 SP:Iteration 4Q (73242.080000 sec): 3 clusters Score: Raw -292532.236886 + Penalty 3675.532161 = -288856.704725 nChanged 36 SP:Iteration 5Q (73242.090000 sec): 3 clusters Score: Raw -292564.839607 + Penalty 3675.532161 = -288889.307446 nChanged 30 SP:Iteration 6Q (73242.100000 sec): 3 clusters Score: Raw -292589.223695 + Penalty 3675.532161 = -288913.691534 nChanged 29 SP:Iteration 7Q (73242.110000 sec): 3 clusters Score: Raw -292610.472125 + Penalty 3675.532161 = -288934.939964 nChanged 20 SP:Iteration 8Q (73242.120000 sec): 3 clusters Score: Raw -292626.961731 + Penalty 3675.532161 = -288951.429571 nChanged 22 SP:Iteration 9Q (73242.120000 sec): 3 clusters Score: Raw -292648.329551 + Penalty 3675.532161 = -288972.797390 nChanged 26 SP:Iteration 10Q (73242.130000 sec): 3 clusters Score: Raw -292667.285671 + Penalty 3675.532161 = -288991.753511 nChanged 20 SP:Iteration 11Q (73242.140000 sec): 3 clusters Score: Raw -292679.120078 + Penalty 3675.532161 = -289003.587917 nChanged 10 SP:Iteration 12Q (73242.150000 sec): 3 clusters Score: Raw -292686.061148 + Penalty 3675.532161 = -289010.528987 nChanged 6 SP:Iteration 13Q (73242.160000 sec): 3 clusters Score: Raw -292689.036046 + Penalty 3675.532161 = -289013.503886 nChanged 3 SP:Iteration 14Q (73242.170000 sec): 3 clusters Score: Raw -292694.157250 + Penalty 3675.532161 = -289018.625090 nChanged 6 SP:Iteration 15Q (73242.180000 sec): 3 clusters Score: Raw -292699.999801 + Penalty 3675.532161 = -289024.467640 nChanged 12 SP:Iteration 16Q (73242.180000 sec): 3 clusters Score: Raw -292709.041264 + Penalty 3675.532161 = -289033.509104 nChanged 8 SP:Iteration 17Q (73242.190000 sec): 3 clusters Score: Raw -292713.452115 + Penalty 3675.532161 = -289037.919954 nChanged 6 SP:Iteration 18Q (73242.200000 sec): 3 clusters Score: Raw -292716.974104 + Penalty 3675.532161 = -289041.441943 nChanged 3 SP:Iteration 19Q (73242.210000 sec): 3 clusters Score: Raw -292718.267133 + Penalty 3675.532161 = -289042.734972 nChanged 3 SP:Iteration 20F (73242.220000 sec): 3 clusters Score: Raw -292720.252030 + Penalty 3675.532161 = -289044.719869 nChanged 2 SP:Iteration 21Q (73242.220000 sec): 3 clusters Score: Raw -292723.419760 + Penalty 3675.532161 = -289047.887600 nChanged 6 SP:Iteration 22Q (73242.230000 sec): 3 clusters Score: Raw -292727.559314 + Penalty 3675.532161 = -289052.027153 nChanged 4 SP:Iteration 23Q (73242.240000 sec): 3 clusters Score: Raw -292729.361402 + Penalty 3675.532161 = -289053.829241 nChanged 2 SP:Iteration 24Q (73242.250000 sec): 3 clusters Score: Raw -292729.998090 + Penalty 3675.532161 = -289054.465929 nChanged 3 SP:Iteration 25Q (73242.260000 sec): 3 clusters Score: Raw -292731.831004 + Penalty 3675.532161 = -289056.298843 nChanged 2 SP:Iteration 26Q (73242.260000 sec): 3 clusters Score: Raw -292732.508464 + Penalty 3675.532161 = -289056.976303 nChanged 1 SP:Iteration 27Q (73242.280000 sec): 3 clusters Score: Raw -292732.879091 + Penalty 3675.532161 = -289057.346930 nChanged 1 SP:Iteration 28Q (73242.280000 sec): 3 clusters Score: Raw -292733.286030 + Penalty 3675.532161 = -289057.753869 nChanged 4 SP:Iteration 29Q (73242.290000 sec): 3 clusters Score: Raw -292734.966915 + Penalty 3675.532161 = -289059.434755 nChanged 3 SP:Iteration 30Q (73242.300000 sec): 3 clusters Score: Raw -292736.160842 + Penalty 3675.532161 = -289060.628681 nChanged 5 SP:Iteration 31Q (73242.310000 sec): 3 clusters Score: Raw -292739.091384 + Penalty 3675.532161 = -289063.559224 nChanged 6 SP:Iteration 32Q (73242.320000 sec): 3 clusters Score: Raw -292741.710368 + Penalty 3675.532161 = -289066.178207 nChanged 4 SP:Iteration 33Q (73242.320000 sec): 3 clusters Score: Raw -292744.115896 + Penalty 3675.532161 = -289068.583735 nChanged 4 SP:Iteration 34Q (73242.330000 sec): 3 clusters Score: Raw -292754.015450 + Penalty 3675.532161 = -289078.483290 nChanged 7 SP:Iteration 35Q (73242.340000 sec): 3 clusters Score: Raw -292757.518987 + Penalty 3675.532161 = -289081.986827 nChanged 8 SP:Iteration 36Q (73242.350000 sec): 3 clusters Score: Raw -292766.788286 + Penalty 3675.532161 = -289091.256126 nChanged 8 SP:Iteration 37Q (73242.360000 sec): 3 clusters Score: Raw -292772.834556 + Penalty 3675.532161 = -289097.302395 nChanged 10 SP:Iteration 38Q (73242.360000 sec): 3 clusters Score: Raw -292779.177981 + Penalty 3675.532161 = -289103.645820 nChanged 11 SP:Iteration 39Q (73242.370000 sec): 3 clusters Score: Raw -292791.707394 + Penalty 3675.532161 = -289116.175233 nChanged 16 SP:Iteration 40F (73242.380000 sec): 3 clusters Score: Raw -292804.743941 + Penalty 3675.532161 = -289129.211780 nChanged 16 SP:Iteration 41Q (73242.390000 sec): 3 clusters Score: Raw -292821.436290 + Penalty 3675.532161 = -289145.904129 nChanged 15 SP:Iteration 42Q (73242.400000 sec): 3 clusters Score: Raw -292835.084766 + Penalty 3675.532161 = -289159.552605 nChanged 16 SP:Iteration 43Q (73242.410000 sec): 3 clusters Score: Raw -292850.086891 + Penalty 3675.532161 = -289174.554731 nChanged 15 SP:Iteration 44Q (73242.420000 sec): 3 clusters Score: Raw -292861.613948 + Penalty 3675.532161 = -289186.081788 nChanged 11 SP:Iteration 45Q (73242.420000 sec): 3 clusters Score: Raw -292874.756378 + Penalty 3675.532161 = -289199.224217 nChanged 11 SP:Iteration 46Q (73242.430000 sec): 3 clusters Score: Raw -292886.627142 + Penalty 3675.532161 = -289211.094981 nChanged 9 SP:Iteration 47Q (73242.440000 sec): 3 clusters Score: Raw -292894.861553 + Penalty 3675.532161 = -289219.329393 nChanged 3 SP:Iteration 48Q (73242.450000 sec): 3 clusters Score: Raw -292897.431739 + Penalty 3675.532161 = -289221.899579 nChanged 5 SP:Iteration 49Q (73242.460000 sec): 3 clusters Score: Raw -292900.639025 + Penalty 3675.532161 = -289225.106865 nChanged 3 SP:Iteration 50Q (73242.460000 sec): 3 clusters Score: Raw -292903.419924 + Penalty 3675.532161 = -289227.887764 nChanged 2 SP:Iteration 51Q (73242.470000 sec): 3 clusters Score: Raw -292904.712694 + Penalty 3675.532161 = -289229.180533 nChanged 1 SP:Iteration 52Q (73242.480000 sec): 3 clusters Score: Raw -292905.517442 + Penalty 3675.532161 = -289229.985281 nChanged 1 SP:Iteration 53Q (73242.490000 sec): 3 clusters Score: Raw -292905.892743 + Penalty 3675.532161 = -289230.360583 nChanged 0 SP:Iteration 54F (73242.500000 sec): 3 clusters Score: Raw -292905.892743 + Penalty 3675.532161 = -289230.360583 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 41 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.500000 sec): 2 clusters Score: Raw -45910.024893 + Penalty 1450.632545 = -44459.392348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.510000 sec): 3 clusters Score: Raw -46085.100635 + Penalty 2901.265091 = -43183.835544 nChanged 68 SP:Iteration 1F (73242.510000 sec): 3 clusters Score: Raw -46273.617779 + Penalty 2901.265091 = -43372.352688 nChanged 18 SP:Iteration 2F (73242.510000 sec): 3 clusters Score: Raw -46326.382202 + Penalty 2901.265091 = -43425.117111 nChanged 8 SP:Iteration 3Q (73242.510000 sec): 3 clusters Score: Raw -46346.463789 + Penalty 2901.265091 = -43445.198698 nChanged 2 SP:Iteration 4Q (73242.520000 sec): 3 clusters Score: Raw -46359.551838 + Penalty 2901.265091 = -43458.286747 nChanged 1 SP:Iteration 5Q (73242.520000 sec): 3 clusters Score: Raw -46361.355730 + Penalty 2901.265091 = -43460.090639 nChanged 2 SP:Iteration 6Q (73242.520000 sec): 3 clusters Score: Raw -46367.894739 + Penalty 2901.265091 = -43466.629648 nChanged 2 SP:Iteration 7Q (73242.520000 sec): 3 clusters Score: Raw -46375.171103 + Penalty 2901.265091 = -43473.906012 nChanged 3 SP:Iteration 8Q (73242.520000 sec): 3 clusters Score: Raw -46386.222204 + Penalty 2901.265091 = -43484.957113 nChanged 2 SP:Iteration 9Q (73242.520000 sec): 3 clusters Score: Raw -46391.806816 + Penalty 2901.265091 = -43490.541726 nChanged 4 SP:Iteration 10Q (73242.520000 sec): 3 clusters Score: Raw -46400.954479 + Penalty 2901.265091 = -43499.689388 nChanged 4 SP:Iteration 11Q (73242.520000 sec): 3 clusters Score: Raw -46405.292697 + Penalty 2901.265091 = -43504.027606 nChanged 3 SP:Iteration 12Q (73242.530000 sec): 3 clusters Score: Raw -46411.850045 + Penalty 2901.265091 = -43510.584954 nChanged 5 SP:Iteration 13Q (73242.530000 sec): 3 clusters Score: Raw -46437.139479 + Penalty 2901.265091 = -43535.874389 nChanged 6 SP:Iteration 14Q (73242.530000 sec): 3 clusters Score: Raw -46456.272637 + Penalty 2901.265091 = -43555.007546 nChanged 7 SP:Iteration 15Q (73242.530000 sec): 3 clusters Score: Raw -46486.960740 + Penalty 2901.265091 = -43585.695650 nChanged 8 SP:Iteration 16Q (73242.540000 sec): 3 clusters Score: Raw -46538.644318 + Penalty 2901.265091 = -43637.379227 nChanged 10 SP:Iteration 17Q (73242.540000 sec): 3 clusters Score: Raw -46620.142703 + Penalty 2901.265091 = -43718.877612 nChanged 11 SP:Iteration 18Q (73242.540000 sec): 3 clusters Score: Raw -46668.660639 + Penalty 2901.265091 = -43767.395548 nChanged 3 SP:Iteration 19Q (73242.540000 sec): 3 clusters Score: Raw -46682.823526 + Penalty 2901.265091 = -43781.558435 nChanged 4 SP:Iteration 20F (73242.540000 sec): 3 clusters Score: Raw -46697.001995 + Penalty 2901.265091 = -43795.736904 nChanged 2 SP:Iteration 21Q (73242.540000 sec): 3 clusters Score: Raw -46713.946800 + Penalty 2901.265091 = -43812.681710 nChanged 3 SP:Iteration 22Q (73242.540000 sec): 3 clusters Score: Raw -46730.760902 + Penalty 2901.265091 = -43829.495812 nChanged 6 SP:Iteration 23Q (73242.540000 sec): 3 clusters Score: Raw -46778.136180 + Penalty 2901.265091 = -43876.871089 nChanged 5 SP:Iteration 24Q (73242.550000 sec): 3 clusters Score: Raw -46800.581368 + Penalty 2901.265091 = -43899.316277 nChanged 3 SP:Iteration 25Q (73242.550000 sec): 3 clusters Score: Raw -46807.490093 + Penalty 2901.265091 = -43906.225003 nChanged 2 SP:Iteration 26Q (73242.550000 sec): 3 clusters Score: Raw -46815.425936 + Penalty 2901.265091 = -43914.160845 nChanged 2 SP:Iteration 27Q (73242.550000 sec): 3 clusters Score: Raw -46843.717786 + Penalty 2901.265091 = -43942.452695 nChanged 2 SP:Iteration 28Q (73242.550000 sec): 3 clusters Score: Raw -46855.153248 + Penalty 2901.265091 = -43953.888157 nChanged 2 SP:Iteration 29Q (73242.560000 sec): 3 clusters Score: Raw -46867.893867 + Penalty 2901.265091 = -43966.628777 nChanged 2 SP:Iteration 30Q (73242.560000 sec): 3 clusters Score: Raw -46882.472693 + Penalty 2901.265091 = -43981.207602 nChanged 3 SP:Iteration 31Q (73242.560000 sec): 3 clusters Score: Raw -46902.316303 + Penalty 2901.265091 = -44001.051212 nChanged 4 SP:Iteration 32Q (73242.560000 sec): 3 clusters Score: Raw -46966.466677 + Penalty 2901.265091 = -44065.201586 nChanged 4 SP:Iteration 33Q (73242.560000 sec): 3 clusters Score: Raw -47034.266511 + Penalty 2901.265091 = -44133.001420 nChanged 5 SP:Iteration 34Q (73242.560000 sec): 3 clusters Score: Raw -47064.344870 + Penalty 2901.265091 = -44163.079779 nChanged 2 SP:Iteration 35Q (73242.560000 sec): 3 clusters Score: Raw -47070.160886 + Penalty 2901.265091 = -44168.895795 nChanged 1 SP:Iteration 36Q (73242.560000 sec): 3 clusters Score: Raw -47079.514747 + Penalty 2901.265091 = -44178.249656 nChanged 1 SP:Iteration 37Q (73242.570000 sec): 3 clusters Score: Raw -47085.610687 + Penalty 2901.265091 = -44184.345596 nChanged 1 SP:Iteration 38Q (73242.570000 sec): 3 clusters Score: Raw -47110.725355 + Penalty 2901.265091 = -44209.460265 nChanged 0 SP:Iteration 39F (73242.570000 sec): 3 clusters Score: Raw -47110.725355 + Penalty 2901.265091 = -44209.460265 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 42 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.580000 sec): 2 clusters Score: Raw -30118.909237 + Penalty 1326.082668 = -28792.826569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.580000 sec): 3 clusters Score: Raw -30345.022802 + Penalty 2652.165335 = -27692.857467 nChanged 15 SP:Iteration 1F (73242.580000 sec): 3 clusters Score: Raw -30426.274796 + Penalty 2652.165335 = -27774.109461 nChanged 4 SP:Iteration 2Q (73242.580000 sec): 3 clusters Score: Raw -30446.177736 + Penalty 2652.165335 = -27794.012401 nChanged 2 SP:Iteration 3Q (73242.580000 sec): 3 clusters Score: Raw -30457.003955 + Penalty 2652.165335 = -27804.838620 nChanged 1 SP:Iteration 4Q (73242.580000 sec): 3 clusters Score: Raw -30467.263160 + Penalty 2652.165335 = -27815.097824 nChanged 0 SP:Iteration 5F (73242.580000 sec): 3 clusters Score: Raw -30467.263160 + Penalty 2652.165335 = -27815.097824 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 43 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.590000 sec): 2 clusters Score: Raw -40261.173211 + Penalty 1379.049044 = -38882.124167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.590000 sec): 3 clusters Score: Raw -40449.805306 + Penalty 2758.098089 = -37691.707217 nChanged 19 SP:Iteration 1F (73242.590000 sec): 3 clusters Score: Raw -40512.869579 + Penalty 2758.098089 = -37754.771490 nChanged 3 SP:Iteration 2Q (73242.590000 sec): 3 clusters Score: Raw -40534.572766 + Penalty 2758.098089 = -37776.474677 nChanged 4 SP:Iteration 3Q (73242.600000 sec): 3 clusters Score: Raw -40545.283225 + Penalty 2758.098089 = -37787.185136 nChanged 0 SP:Iteration 4F (73242.600000 sec): 3 clusters Score: Raw -40545.283225 + Penalty 2758.098089 = -37787.185136 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 44 (689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.600000 sec): 2 clusters Score: Raw -111024.098263 + Penalty 1620.739835 = -109403.358428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.610000 sec): 3 clusters Score: Raw -110928.537598 + Penalty 3241.479670 = -107687.057927 nChanged 147 SP:Iteration 1F (73242.610000 sec): 3 clusters Score: Raw -111165.410698 + Penalty 3241.479670 = -107923.931028 nChanged 44 SP:Iteration 2F (73242.620000 sec): 3 clusters Score: Raw -111274.374814 + Penalty 3241.479670 = -108032.895143 nChanged 19 SP:Iteration 3Q (73242.620000 sec): 3 clusters Score: Raw -111358.440755 + Penalty 3241.479670 = -108116.961084 nChanged 24 SP:Iteration 4Q (73242.620000 sec): 3 clusters Score: Raw -111450.449545 + Penalty 3241.479670 = -108208.969874 nChanged 21 SP:Iteration 5Q (73242.630000 sec): 3 clusters Score: Raw -111503.775592 + Penalty 3241.479670 = -108262.295921 nChanged 16 SP:Iteration 6Q (73242.630000 sec): 3 clusters Score: Raw -111542.896992 + Penalty 3241.479670 = -108301.417322 nChanged 8 SP:Iteration 7Q (73242.630000 sec): 3 clusters Score: Raw -111572.021568 + Penalty 3241.479670 = -108330.541897 nChanged 11 SP:Iteration 8Q (73242.640000 sec): 3 clusters Score: Raw -111595.752048 + Penalty 3241.479670 = -108354.272377 nChanged 13 SP:Iteration 9Q (73242.640000 sec): 3 clusters Score: Raw -111641.581402 + Penalty 3241.479670 = -108400.101731 nChanged 13 SP:Iteration 10Q (73242.640000 sec): 3 clusters Score: Raw -111701.106015 + Penalty 3241.479670 = -108459.626345 nChanged 19 SP:Iteration 11Q (73242.640000 sec): 3 clusters Score: Raw -111769.091999 + Penalty 3241.479670 = -108527.612328 nChanged 21 SP:Iteration 12Q (73242.650000 sec): 3 clusters Score: Raw -111818.407995 + Penalty 3241.479670 = -108576.928324 nChanged 14 SP:Iteration 13Q (73242.650000 sec): 3 clusters Score: Raw -111862.948810 + Penalty 3241.479670 = -108621.469140 nChanged 11 SP:Iteration 14Q (73242.660000 sec): 3 clusters Score: Raw -111889.959137 + Penalty 3241.479670 = -108648.479467 nChanged 10 SP:Iteration 15Q (73242.660000 sec): 3 clusters Score: Raw -111908.575094 + Penalty 3241.479670 = -108667.095423 nChanged 5 SP:Iteration 16Q (73242.660000 sec): 3 clusters Score: Raw -111916.215175 + Penalty 3241.479670 = -108674.735504 nChanged 2 SP:Iteration 17Q (73242.660000 sec): 3 clusters Score: Raw -111920.255884 + Penalty 3241.479670 = -108678.776213 nChanged 1 SP:Iteration 18Q (73242.670000 sec): 3 clusters Score: Raw -111920.864215 + Penalty 3241.479670 = -108679.384545 nChanged 0 SP:Iteration 19F (73242.670000 sec): 3 clusters Score: Raw -111920.864215 + Penalty 3241.479670 = -108679.384545 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 45 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.680000 sec): 2 clusters Score: Raw -36598.194438 + Penalty 1374.233359 = -35223.961079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.680000 sec): 3 clusters Score: Raw -36861.112878 + Penalty 2748.466718 = -34112.646159 nChanged 32 SP:Iteration 1F (73242.680000 sec): 3 clusters Score: Raw -37045.407112 + Penalty 2748.466718 = -34296.940394 nChanged 5 SP:Iteration 2Q (73242.680000 sec): 3 clusters Score: Raw -37066.861850 + Penalty 2748.466718 = -34318.395131 nChanged 3 SP:Iteration 3Q (73242.680000 sec): 3 clusters Score: Raw -37084.644319 + Penalty 2748.466718 = -34336.177601 nChanged 3 SP:Iteration 4Q (73242.680000 sec): 3 clusters Score: Raw -37098.604035 + Penalty 2748.466718 = -34350.137316 nChanged 2 SP:Iteration 5Q (73242.680000 sec): 3 clusters Score: Raw -37113.374393 + Penalty 2748.466718 = -34364.907675 nChanged 2 SP:Iteration 6Q (73242.690000 sec): 3 clusters Score: Raw -37130.603316 + Penalty 2748.466718 = -34382.136597 nChanged 2 SP:Iteration 7Q (73242.690000 sec): 3 clusters Score: Raw -37141.517479 + Penalty 2748.466718 = -34393.050760 nChanged 1 SP:Iteration 8Q (73242.690000 sec): 3 clusters Score: Raw -37143.393877 + Penalty 2748.466718 = -34394.927159 nChanged 1 SP:Iteration 9Q (73242.690000 sec): 3 clusters Score: Raw -37149.921086 + Penalty 2748.466718 = -34401.454368 nChanged 1 SP:Iteration 10Q (73242.690000 sec): 3 clusters Score: Raw -37165.009611 + Penalty 2748.466718 = -34416.542893 nChanged 2 SP:Iteration 11Q (73242.690000 sec): 3 clusters Score: Raw -37179.116540 + Penalty 2748.466718 = -34430.649822 nChanged 0 SP:Iteration 12F (73242.700000 sec): 3 clusters Score: Raw -37179.116540 + Penalty 2748.466718 = -34430.649822 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 46 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.700000 sec): 2 clusters Score: Raw -24321.455760 + Penalty 1264.766874 = -23056.688886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.700000 sec): 3 clusters Score: Raw -24728.859752 + Penalty 2529.533748 = -22199.326004 nChanged 19 SP:Iteration 1F (73242.700000 sec): 3 clusters Score: Raw -24805.451271 + Penalty 2529.533748 = -22275.917523 nChanged 11 SP:Iteration 2F (73242.700000 sec): 3 clusters Score: Raw -24856.954912 + Penalty 2529.533748 = -22327.421164 nChanged 5 SP:Iteration 3Q (73242.700000 sec): 3 clusters Score: Raw -24880.607099 + Penalty 2529.533748 = -22351.073351 nChanged 1 SP:Iteration 4Q (73242.700000 sec): 3 clusters Score: Raw -24885.500013 + Penalty 2529.533748 = -22355.966265 nChanged 3 SP:Iteration 5Q (73242.710000 sec): 3 clusters Score: Raw -24914.432634 + Penalty 2529.533748 = -22384.898886 nChanged 1 SP:Iteration 6Q (73242.710000 sec): 3 clusters Score: Raw -24921.255440 + Penalty 2529.533748 = -22391.721692 nChanged 1 SP:Iteration 7Q (73242.710000 sec): 3 clusters Score: Raw -24924.679716 + Penalty 2529.533748 = -22395.145968 nChanged 0 SP:Iteration 8F (73242.710000 sec): 3 clusters Score: Raw -24924.679716 + Penalty 2529.533748 = -22395.145968 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 47 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.720000 sec): 2 clusters Score: Raw -61389.083629 + Penalty 1490.185670 = -59898.897959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.720000 sec): 3 clusters Score: Raw -61506.244307 + Penalty 2980.371340 = -58525.872967 nChanged 77 SP:Iteration 1F (73242.720000 sec): 3 clusters Score: Raw -61679.111842 + Penalty 2980.371340 = -58698.740502 nChanged 25 SP:Iteration 2F (73242.720000 sec): 3 clusters Score: Raw -61786.913796 + Penalty 2980.371340 = -58806.542456 nChanged 22 SP:Iteration 3F (73242.720000 sec): 3 clusters Score: Raw -61882.414398 + Penalty 2980.371340 = -58902.043058 nChanged 10 SP:Iteration 4Q (73242.730000 sec): 3 clusters Score: Raw -61926.275288 + Penalty 2980.371340 = -58945.903948 nChanged 10 SP:Iteration 5Q (73242.730000 sec): 3 clusters Score: Raw -61968.907052 + Penalty 2980.371340 = -58988.535712 nChanged 6 SP:Iteration 6Q (73242.730000 sec): 3 clusters Score: Raw -61993.355992 + Penalty 2980.371340 = -59012.984652 nChanged 8 SP:Iteration 7Q (73242.730000 sec): 3 clusters Score: Raw -62014.859843 + Penalty 2980.371340 = -59034.488503 nChanged 3 SP:Iteration 8Q (73242.740000 sec): 3 clusters Score: Raw -62039.236698 + Penalty 2980.371340 = -59058.865358 nChanged 4 SP:Iteration 9Q (73242.740000 sec): 3 clusters Score: Raw -62058.648039 + Penalty 2980.371340 = -59078.276699 nChanged 3 SP:Iteration 10Q (73242.740000 sec): 3 clusters Score: Raw -62065.696388 + Penalty 2980.371340 = -59085.325048 nChanged 2 SP:Iteration 11Q (73242.740000 sec): 3 clusters Score: Raw -62081.548081 + Penalty 2980.371340 = -59101.176741 nChanged 3 SP:Iteration 12Q (73242.740000 sec): 3 clusters Score: Raw -62088.009373 + Penalty 2980.371340 = -59107.638033 nChanged 2 SP:Iteration 13Q (73242.740000 sec): 3 clusters Score: Raw -62094.788865 + Penalty 2980.371340 = -59114.417525 nChanged 4 SP:Iteration 14Q (73242.750000 sec): 3 clusters Score: Raw -62104.838849 + Penalty 2980.371340 = -59124.467509 nChanged 2 SP:Iteration 15Q (73242.750000 sec): 3 clusters Score: Raw -62107.720404 + Penalty 2980.371340 = -59127.349064 nChanged 0 SP:Iteration 16F (73242.750000 sec): 3 clusters Score: Raw -62111.158489 + Penalty 2980.371340 = -59130.787149 nChanged 1 SP:Iteration 17Q (73242.750000 sec): 3 clusters Score: Raw -62130.327083 + Penalty 2980.371340 = -59149.955743 nChanged 5 SP:Iteration 18Q (73242.750000 sec): 3 clusters Score: Raw -62147.744914 + Penalty 2980.371340 = -59167.373574 nChanged 2 SP:Iteration 19Q (73242.760000 sec): 3 clusters Score: Raw -62155.423002 + Penalty 2980.371340 = -59175.051662 nChanged 1 SP:Iteration 20F (73242.760000 sec): 3 clusters Score: Raw -62158.127466 + Penalty 2980.371340 = -59177.756126 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 48 (372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.760000 sec): 2 clusters Score: Raw -58459.738763 + Penalty 1467.885676 = -56991.853087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.770000 sec): 3 clusters Score: Raw -58559.604192 + Penalty 2935.771352 = -55623.832841 nChanged 59 SP:Iteration 1F (73242.770000 sec): 3 clusters Score: Raw -58682.437133 + Penalty 2935.771352 = -55746.665782 nChanged 13 SP:Iteration 2Q (73242.770000 sec): 3 clusters Score: Raw -58717.692970 + Penalty 2935.771352 = -55781.921618 nChanged 3 SP:Iteration 3Q (73242.770000 sec): 3 clusters Score: Raw -58722.430591 + Penalty 2935.771352 = -55786.659239 nChanged 3 SP:Iteration 4Q (73242.780000 sec): 3 clusters Score: Raw -58730.568090 + Penalty 2935.771352 = -55794.796739 nChanged 3 SP:Iteration 5Q (73242.780000 sec): 3 clusters Score: Raw -58736.696843 + Penalty 2935.771352 = -55800.925491 nChanged 2 SP:Iteration 6Q (73242.780000 sec): 3 clusters Score: Raw -58740.780966 + Penalty 2935.771352 = -55805.009614 nChanged 1 SP:Iteration 7Q (73242.780000 sec): 3 clusters Score: Raw -58742.622599 + Penalty 2935.771352 = -55806.851248 nChanged 0 SP:Iteration 8F (73242.780000 sec): 3 clusters Score: Raw -58742.622599 + Penalty 2935.771352 = -55806.851248 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 49 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.790000 sec): 2 clusters Score: Raw -20294.258404 + Penalty 1366.328307 = -18927.930097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.790000 sec): 3 clusters Score: Raw -20680.264460 + Penalty 2732.656615 = -17947.607846 nChanged 46 SP:Iteration 1F (73242.790000 sec): 3 clusters Score: Raw -20982.815981 + Penalty 2732.656615 = -18250.159366 nChanged 21 SP:Iteration 2F (73242.790000 sec): 3 clusters Score: Raw -21201.281326 + Penalty 2732.656615 = -18468.624711 nChanged 10 SP:Iteration 3Q (73242.800000 sec): 3 clusters Score: Raw -21354.207855 + Penalty 2732.656615 = -18621.551240 nChanged 4 SP:Iteration 4Q (73242.800000 sec): 3 clusters Score: Raw -21394.305654 + Penalty 2732.656615 = -18661.649039 nChanged 1 SP:Iteration 5Q (73242.800000 sec): 3 clusters Score: Raw -21402.753638 + Penalty 2732.656615 = -18670.097023 nChanged 1 SP:Iteration 6Q (73242.800000 sec): 3 clusters Score: Raw -21408.818611 + Penalty 2732.656615 = -18676.161996 nChanged 0 SP:Iteration 7F (73242.800000 sec): 3 clusters Score: Raw -21408.818611 + Penalty 2732.656615 = -18676.161996 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 50 (143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.800000 sec): 2 clusters Score: Raw -13748.481205 + Penalty 1230.785468 = -12517.695737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.810000 sec): 3 clusters Score: Raw -14050.525276 + Penalty 2461.570937 = -11588.954339 nChanged 11 SP:Iteration 1F (73242.810000 sec): 3 clusters Score: Raw -14135.654439 + Penalty 2461.570937 = -11674.083502 nChanged 2 SP:Iteration 2Q (73242.810000 sec): 3 clusters Score: Raw -14145.112419 + Penalty 2461.570937 = -11683.541482 nChanged 1 SP:Iteration 3Q (73242.810000 sec): 3 clusters Score: Raw -14162.524690 + Penalty 2461.570937 = -11700.953753 nChanged 2 SP:Iteration 4Q (73242.810000 sec): 3 clusters Score: Raw -14176.872781 + Penalty 2461.570937 = -11715.301844 nChanged 1 SP:Iteration 5Q (73242.810000 sec): 3 clusters Score: Raw -14191.198288 + Penalty 2461.570937 = -11729.627351 nChanged 0 SP:Iteration 6F (73242.810000 sec): 3 clusters Score: Raw -14191.198288 + Penalty 2461.570937 = -11729.627351 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 51 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.820000 sec): 2 clusters Score: Raw -72951.236638 + Penalty 1548.553391 = -71402.683247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.820000 sec): 3 clusters Score: Raw -73014.791943 + Penalty 3097.106783 = -69917.685160 nChanged 80 SP:Iteration 1F (73242.820000 sec): 3 clusters Score: Raw -73184.445173 + Penalty 3097.106783 = -70087.338390 nChanged 31 SP:Iteration 2F (73242.820000 sec): 3 clusters Score: Raw -73252.132259 + Penalty 3097.106783 = -70155.025476 nChanged 18 SP:Iteration 3Q (73242.820000 sec): 3 clusters Score: Raw -73278.880025 + Penalty 3097.106783 = -70181.773243 nChanged 9 SP:Iteration 4Q (73242.830000 sec): 3 clusters Score: Raw -73294.753863 + Penalty 3097.106783 = -70197.647080 nChanged 8 SP:Iteration 5Q (73242.830000 sec): 3 clusters Score: Raw -73327.364205 + Penalty 3097.106783 = -70230.257422 nChanged 2 SP:Iteration 6Q (73242.830000 sec): 3 clusters Score: Raw -73330.639146 + Penalty 3097.106783 = -70233.532364 nChanged 1 SP:Iteration 7Q (73242.840000 sec): 3 clusters Score: Raw -73331.495439 + Penalty 3097.106783 = -70234.388656 nChanged 0 SP:Iteration 8F (73242.840000 sec): 3 clusters Score: Raw -73331.495439 + Penalty 3097.106783 = -70234.388656 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 52 (239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.840000 sec): 2 clusters Score: Raw -37096.669352 + Penalty 1358.162961 = -35738.506391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.850000 sec): 3 clusters Score: Raw -37255.305931 + Penalty 2716.325922 = -34538.980009 nChanged 26 SP:Iteration 1F (73242.850000 sec): 3 clusters Score: Raw -37408.922815 + Penalty 2716.325922 = -34692.596894 nChanged 12 SP:Iteration 2F (73242.850000 sec): 3 clusters Score: Raw -37461.362675 + Penalty 2716.325922 = -34745.036753 nChanged 2 SP:Iteration 3Q (73242.850000 sec): 3 clusters Score: Raw -37469.323190 + Penalty 2716.325922 = -34752.997268 nChanged 1 SP:Iteration 4Q (73242.850000 sec): 3 clusters Score: Raw -37472.219913 + Penalty 2716.325922 = -34755.893991 nChanged 1 SP:Iteration 5Q (73242.850000 sec): 3 clusters Score: Raw -37477.078925 + Penalty 2716.325922 = -34760.753003 nChanged 0 SP:Iteration 6F (73242.860000 sec): 3 clusters Score: Raw -37477.078925 + Penalty 2716.325922 = -34760.753003 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 53 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.860000 sec): 2 clusters Score: Raw -18820.601428 + Penalty 1276.578630 = -17544.022797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.860000 sec): 3 clusters Score: Raw -19283.649997 + Penalty 2553.157260 = -16730.492737 nChanged 31 SP:Iteration 1F (73242.860000 sec): 3 clusters Score: Raw -19555.512327 + Penalty 2553.157260 = -17002.355066 nChanged 12 SP:Iteration 2F (73242.860000 sec): 3 clusters Score: Raw -19673.875741 + Penalty 2553.157260 = -17120.718480 nChanged 1 SP:Iteration 3Q (73242.860000 sec): 3 clusters Score: Raw -19689.445445 + Penalty 2553.157260 = -17136.288184 nChanged 0 SP:Iteration 4F (73242.860000 sec): 3 clusters Score: Raw -19689.445445 + Penalty 2553.157260 = -17136.288184 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 54 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.870000 sec): 2 clusters Score: Raw -28578.700462 + Penalty 1379.049044 = -27199.651417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.870000 sec): 3 clusters Score: Raw -28843.495016 + Penalty 2758.098089 = -26085.396927 nChanged 37 SP:Iteration 1F (73242.880000 sec): 3 clusters Score: Raw -28927.533950 + Penalty 2758.098089 = -26169.435861 nChanged 11 SP:Iteration 2Q (73242.880000 sec): 3 clusters Score: Raw -28994.617311 + Penalty 2758.098089 = -26236.519222 nChanged 11 SP:Iteration 3Q (73242.880000 sec): 3 clusters Score: Raw -29037.845245 + Penalty 2758.098089 = -26279.747156 nChanged 7 SP:Iteration 4Q (73242.880000 sec): 3 clusters Score: Raw -29050.691946 + Penalty 2758.098089 = -26292.593857 nChanged 3 SP:Iteration 5Q (73242.880000 sec): 3 clusters Score: Raw -29056.274995 + Penalty 2758.098089 = -26298.176906 nChanged 5 SP:Iteration 6Q (73242.880000 sec): 3 clusters Score: Raw -29069.058220 + Penalty 2758.098089 = -26310.960131 nChanged 8 SP:Iteration 7Q (73242.880000 sec): 3 clusters Score: Raw -29087.891088 + Penalty 2758.098089 = -26329.792999 nChanged 9 SP:Iteration 8Q (73242.880000 sec): 3 clusters Score: Raw -29155.397859 + Penalty 2758.098089 = -26397.299770 nChanged 10 SP:Iteration 9Q (73242.880000 sec): 3 clusters Score: Raw -29257.293641 + Penalty 2758.098089 = -26499.195552 nChanged 4 SP:Iteration 10Q (73242.890000 sec): 3 clusters Score: Raw -29332.704544 + Penalty 2758.098089 = -26574.606455 nChanged 1 SP:Iteration 11Q (73242.890000 sec): 3 clusters Score: Raw -29335.048051 + Penalty 2758.098089 = -26576.949962 nChanged 0 SP:Iteration 12F (73242.890000 sec): 3 clusters Score: Raw -29335.141800 + Penalty 2758.098089 = -26577.043711 nChanged 1 SP:Iteration 13Q (73242.890000 sec): 3 clusters Score: Raw -29346.247649 + Penalty 2758.098089 = -26588.149560 nChanged 2 SP:Iteration 14Q (73242.890000 sec): 3 clusters Score: Raw -29365.712709 + Penalty 2758.098089 = -26607.614620 nChanged 1 SP:Iteration 15Q (73242.890000 sec): 3 clusters Score: Raw -29377.757641 + Penalty 2758.098089 = -26619.659552 nChanged 1 SP:Iteration 16Q (73242.900000 sec): 3 clusters Score: Raw -29390.930016 + Penalty 2758.098089 = -26632.831927 nChanged 0 SP:Iteration 17F (73242.900000 sec): 3 clusters Score: Raw -29390.930016 + Penalty 2758.098089 = -26632.831927 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 55 (198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.900000 sec): 2 clusters Score: Raw -27562.137449 + Penalty 1311.490224 = -26250.647225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.900000 sec): 3 clusters Score: Raw -27809.368066 + Penalty 2622.980447 = -25186.387619 nChanged 16 SP:Iteration 1F (73242.900000 sec): 3 clusters Score: Raw -27899.665103 + Penalty 2622.980447 = -25276.684656 nChanged 5 SP:Iteration 2Q (73242.900000 sec): 3 clusters Score: Raw -27927.333725 + Penalty 2622.980447 = -25304.353278 nChanged 3 SP:Iteration 3Q (73242.910000 sec): 3 clusters Score: Raw -27949.327007 + Penalty 2622.980447 = -25326.346560 nChanged 3 SP:Iteration 4Q (73242.910000 sec): 3 clusters Score: Raw -27967.550397 + Penalty 2622.980447 = -25344.569949 nChanged 2 SP:Iteration 5Q (73242.910000 sec): 3 clusters Score: Raw -27977.476300 + Penalty 2622.980447 = -25354.495853 nChanged 0 SP:Iteration 6F (73242.910000 sec): 3 clusters Score: Raw -27977.476300 + Penalty 2622.980447 = -25354.495853 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 56 (921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73242.920000 sec): 2 clusters Score: Raw -137688.485946 + Penalty 1692.714089 = -135995.771857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73242.920000 sec): 3 clusters Score: Raw -137592.041708 + Penalty 3385.428178 = -134206.613530 nChanged 281 SP:Iteration 1F (73242.930000 sec): 3 clusters Score: Raw -138150.052084 + Penalty 3385.428178 = -134764.623906 nChanged 87 SP:Iteration 2F (73242.930000 sec): 3 clusters Score: Raw -138385.510566 + Penalty 3385.428178 = -135000.082388 nChanged 63 SP:Iteration 3F (73242.940000 sec): 3 clusters Score: Raw -138544.306490 + Penalty 3385.428178 = -135158.878312 nChanged 45 SP:Iteration 4Q (73242.940000 sec): 3 clusters Score: Raw -138673.297279 + Penalty 3385.428178 = -135287.869101 nChanged 33 SP:Iteration 5Q (73242.950000 sec): 3 clusters Score: Raw -138752.550515 + Penalty 3385.428178 = -135367.122337 nChanged 25 SP:Iteration 6Q (73242.950000 sec): 3 clusters Score: Raw -138800.414152 + Penalty 3385.428178 = -135414.985974 nChanged 11 SP:Iteration 7Q (73242.960000 sec): 3 clusters Score: Raw -138817.209613 + Penalty 3385.428178 = -135431.781435 nChanged 9 SP:Iteration 8Q (73242.960000 sec): 3 clusters Score: Raw -138831.824002 + Penalty 3385.428178 = -135446.395824 nChanged 13 SP:Iteration 9Q (73242.960000 sec): 3 clusters Score: Raw -138876.796784 + Penalty 3385.428178 = -135491.368606 nChanged 9 SP:Iteration 10Q (73242.970000 sec): 3 clusters Score: Raw -138899.899418 + Penalty 3385.428178 = -135514.471240 nChanged 6 SP:Iteration 11Q (73242.970000 sec): 3 clusters Score: Raw -138920.946308 + Penalty 3385.428178 = -135535.518130 nChanged 6 SP:Iteration 12Q (73242.980000 sec): 3 clusters Score: Raw -138927.758433 + Penalty 3385.428178 = -135542.330255 nChanged 4 SP:Iteration 13Q (73242.980000 sec): 3 clusters Score: Raw -138935.630977 + Penalty 3385.428178 = -135550.202799 nChanged 2 SP:Iteration 14Q (73242.980000 sec): 3 clusters Score: Raw -138937.796934 + Penalty 3385.428178 = -135552.368756 nChanged 2 SP:Iteration 15Q (73242.990000 sec): 3 clusters Score: Raw -138939.638172 + Penalty 3385.428178 = -135554.209994 nChanged 1 SP:Iteration 16Q (73242.990000 sec): 3 clusters Score: Raw -138940.500015 + Penalty 3385.428178 = -135555.071837 nChanged 0 SP:Iteration 17F (73243.000000 sec): 3 clusters Score: Raw -138940.500015 + Penalty 3385.428178 = -135555.071837 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 57 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.000000 sec): 2 clusters Score: Raw -28762.839833 + Penalty 1307.703891 = -27455.135942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.000000 sec): 3 clusters Score: Raw -28957.406682 + Penalty 2615.407781 = -26341.998901 nChanged 12 SP:Iteration 1F (73243.000000 sec): 3 clusters Score: Raw -29032.654848 + Penalty 2615.407781 = -26417.247067 nChanged 4 SP:Iteration 2Q (73243.010000 sec): 3 clusters Score: Raw -29056.783778 + Penalty 2615.407781 = -26441.375997 nChanged 4 SP:Iteration 3Q (73243.010000 sec): 3 clusters Score: Raw -29085.586357 + Penalty 2615.407781 = -26470.178576 nChanged 2 SP:Iteration 4Q (73243.010000 sec): 3 clusters Score: Raw -29104.212476 + Penalty 2615.407781 = -26488.804695 nChanged 2 SP:Iteration 5Q (73243.010000 sec): 3 clusters Score: Raw -29125.097471 + Penalty 2615.407781 = -26509.689690 nChanged 1 SP:Iteration 6Q (73243.010000 sec): 3 clusters Score: Raw -29136.777595 + Penalty 2615.407781 = -26521.369814 nChanged 0 SP:Iteration 7F (73243.010000 sec): 3 clusters Score: Raw -29136.777595 + Penalty 2615.407781 = -26521.369814 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 58 (173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.020000 sec): 2 clusters Score: Raw -19876.217711 + Penalty 1278.016315 = -18598.201396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.020000 sec): 3 clusters Score: Raw -20277.977716 + Penalty 2556.032631 = -17721.945085 nChanged 24 SP:Iteration 1F (73243.020000 sec): 3 clusters Score: Raw -20472.460654 + Penalty 2556.032631 = -17916.428023 nChanged 12 SP:Iteration 2F (73243.020000 sec): 3 clusters Score: Raw -20585.279569 + Penalty 2556.032631 = -18029.246939 nChanged 5 SP:Iteration 3Q (73243.020000 sec): 3 clusters Score: Raw -20657.775912 + Penalty 2556.032631 = -18101.743281 nChanged 2 SP:Iteration 4Q (73243.020000 sec): 3 clusters Score: Raw -20677.087784 + Penalty 2556.032631 = -18121.055153 nChanged 2 SP:Iteration 5Q (73243.020000 sec): 3 clusters Score: Raw -20702.619190 + Penalty 2556.032631 = -18146.586560 nChanged 0 SP:Iteration 6F (73243.020000 sec): 3 clusters Score: Raw -20702.619190 + Penalty 2556.032631 = -18146.586560 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 59 (753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.030000 sec): 2 clusters Score: Raw -127923.974844 + Penalty 1642.768176 = -126281.206668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.040000 sec): 3 clusters Score: Raw -127846.051128 + Penalty 3285.536353 = -124560.514775 nChanged 201 SP:Iteration 1F (73243.040000 sec): 3 clusters Score: Raw -128197.929162 + Penalty 3285.536353 = -124912.392809 nChanged 55 SP:Iteration 2F (73243.040000 sec): 3 clusters Score: Raw -128336.732400 + Penalty 3285.536353 = -125051.196047 nChanged 30 SP:Iteration 3Q (73243.050000 sec): 3 clusters Score: Raw -128405.633892 + Penalty 3285.536353 = -125120.097539 nChanged 18 SP:Iteration 4Q (73243.050000 sec): 3 clusters Score: Raw -128433.418808 + Penalty 3285.536353 = -125147.882455 nChanged 11 SP:Iteration 5Q (73243.060000 sec): 3 clusters Score: Raw -128448.420866 + Penalty 3285.536353 = -125162.884513 nChanged 5 SP:Iteration 6Q (73243.060000 sec): 3 clusters Score: Raw -128459.946239 + Penalty 3285.536353 = -125174.409886 nChanged 4 SP:Iteration 7Q (73243.060000 sec): 3 clusters Score: Raw -128462.731519 + Penalty 3285.536353 = -125177.195166 nChanged 0 SP:Iteration 8F (73243.070000 sec): 3 clusters Score: Raw -128462.731519 + Penalty 3285.536353 = -125177.195166 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 60 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.080000 sec): 2 clusters Score: Raw -41026.566473 + Penalty 1404.414199 = -39622.152274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.080000 sec): 3 clusters Score: Raw -41201.845288 + Penalty 2808.828398 = -38393.016890 nChanged 30 SP:Iteration 1F (73243.080000 sec): 3 clusters Score: Raw -41300.642419 + Penalty 2808.828398 = -38491.814021 nChanged 10 SP:Iteration 2Q (73243.080000 sec): 3 clusters Score: Raw -41339.050825 + Penalty 2808.828398 = -38530.222426 nChanged 5 SP:Iteration 3Q (73243.080000 sec): 3 clusters Score: Raw -41371.936056 + Penalty 2808.828398 = -38563.107658 nChanged 2 SP:Iteration 4Q (73243.080000 sec): 3 clusters Score: Raw -41377.023995 + Penalty 2808.828398 = -38568.195597 nChanged 1 SP:Iteration 5Q (73243.080000 sec): 3 clusters Score: Raw -41378.859813 + Penalty 2808.828398 = -38570.031415 nChanged 0 SP:Iteration 6F (73243.080000 sec): 3 clusters Score: Raw -41378.859813 + Penalty 2808.828398 = -38570.031415 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 61 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.090000 sec): 2 clusters Score: Raw -79300.641446 + Penalty 1566.208784 = -77734.432661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.100000 sec): 3 clusters Score: Raw -79309.249258 + Penalty 3132.417569 = -76176.831690 nChanged 95 SP:Iteration 1F (73243.100000 sec): 3 clusters Score: Raw -79504.530562 + Penalty 3132.417569 = -76372.112993 nChanged 39 SP:Iteration 2F (73243.100000 sec): 3 clusters Score: Raw -79595.353539 + Penalty 3132.417569 = -76462.935970 nChanged 20 SP:Iteration 3Q (73243.100000 sec): 3 clusters Score: Raw -79659.443230 + Penalty 3132.417569 = -76527.025661 nChanged 18 SP:Iteration 4Q (73243.110000 sec): 3 clusters Score: Raw -79703.512893 + Penalty 3132.417569 = -76571.095324 nChanged 12 SP:Iteration 5Q (73243.110000 sec): 3 clusters Score: Raw -79730.635310 + Penalty 3132.417569 = -76598.217741 nChanged 3 SP:Iteration 6Q (73243.110000 sec): 3 clusters Score: Raw -79737.496253 + Penalty 3132.417569 = -76605.078685 nChanged 2 SP:Iteration 7Q (73243.120000 sec): 3 clusters Score: Raw -79740.896143 + Penalty 3132.417569 = -76608.478575 nChanged 1 SP:Iteration 8Q (73243.120000 sec): 3 clusters Score: Raw -79743.938402 + Penalty 3132.417569 = -76611.520833 nChanged 0 SP:Iteration 9F (73243.120000 sec): 3 clusters Score: Raw -79743.938402 + Penalty 3132.417569 = -76611.520833 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 62 (112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.130000 sec): 2 clusters Score: Raw -12210.871802 + Penalty 1170.187720 = -11040.684081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.130000 sec): 3 clusters Score: Raw -12529.579091 + Penalty 2340.375440 = -10189.203651 nChanged 2 SP:Iteration 1Q (73243.130000 sec): 3 clusters Score: Raw -12546.397868 + Penalty 2340.375440 = -10206.022427 nChanged 0 SP:Iteration 2F (73243.130000 sec): 3 clusters Score: Raw -12546.397868 + Penalty 2340.375440 = -10206.022427 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 63 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.140000 sec): 2 clusters Score: Raw -25531.920120 + Penalty 1318.893758 = -24213.026362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.140000 sec): 3 clusters Score: Raw -25763.477500 + Penalty 2637.787517 = -23125.689983 nChanged 19 SP:Iteration 1F (73243.140000 sec): 3 clusters Score: Raw -25961.676025 + Penalty 2637.787517 = -23323.888509 nChanged 6 SP:Iteration 2Q (73243.140000 sec): 3 clusters Score: Raw -26005.213610 + Penalty 2637.787517 = -23367.426093 nChanged 3 SP:Iteration 3Q (73243.140000 sec): 3 clusters Score: Raw -26020.258843 + Penalty 2637.787517 = -23382.471326 nChanged 1 SP:Iteration 4Q (73243.140000 sec): 3 clusters Score: Raw -26027.272448 + Penalty 2637.787517 = -23389.484931 nChanged 0 SP:Iteration 5F (73243.140000 sec): 3 clusters Score: Raw -26027.272448 + Penalty 2637.787517 = -23389.484931 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 64 (375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.150000 sec): 2 clusters Score: Raw -43708.193154 + Penalty 1469.877654 = -42238.315500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.150000 sec): 3 clusters Score: Raw -43851.156794 + Penalty 2939.755309 = -40911.401485 nChanged 47 SP:Iteration 1F (73243.150000 sec): 3 clusters Score: Raw -43977.769860 + Penalty 2939.755309 = -41038.014551 nChanged 19 SP:Iteration 2F (73243.160000 sec): 3 clusters Score: Raw -44038.757866 + Penalty 2939.755309 = -41099.002557 nChanged 15 SP:Iteration 3Q (73243.160000 sec): 3 clusters Score: Raw -44110.964290 + Penalty 2939.755309 = -41171.208981 nChanged 14 SP:Iteration 4Q (73243.160000 sec): 3 clusters Score: Raw -44139.527916 + Penalty 2939.755309 = -41199.772608 nChanged 12 SP:Iteration 5Q (73243.160000 sec): 3 clusters Score: Raw -44180.129731 + Penalty 2939.755309 = -41240.374422 nChanged 9 SP:Iteration 6Q (73243.160000 sec): 3 clusters Score: Raw -44196.581635 + Penalty 2939.755309 = -41256.826326 nChanged 9 SP:Iteration 7Q (73243.160000 sec): 3 clusters Score: Raw -44218.538152 + Penalty 2939.755309 = -41278.782843 nChanged 7 SP:Iteration 8Q (73243.170000 sec): 3 clusters Score: Raw -44233.436764 + Penalty 2939.755309 = -41293.681455 nChanged 3 SP:Iteration 9Q (73243.170000 sec): 3 clusters Score: Raw -44261.512592 + Penalty 2939.755309 = -41321.757283 nChanged 3 SP:Iteration 10Q (73243.170000 sec): 3 clusters Score: Raw -44289.279218 + Penalty 2939.755309 = -41349.523909 nChanged 2 SP:Iteration 11Q (73243.170000 sec): 3 clusters Score: Raw -44299.945998 + Penalty 2939.755309 = -41360.190689 nChanged 2 SP:Iteration 12Q (73243.170000 sec): 3 clusters Score: Raw -44327.551480 + Penalty 2939.755309 = -41387.796171 nChanged 5 SP:Iteration 13Q (73243.180000 sec): 3 clusters Score: Raw -44346.283637 + Penalty 2939.755309 = -41406.528328 nChanged 1 SP:Iteration 14Q (73243.180000 sec): 3 clusters Score: Raw -44347.733783 + Penalty 2939.755309 = -41407.978474 nChanged 2 SP:Iteration 15Q (73243.180000 sec): 3 clusters Score: Raw -44352.448659 + Penalty 2939.755309 = -41412.693350 nChanged 1 SP:Iteration 16Q (73243.180000 sec): 3 clusters Score: Raw -44354.013693 + Penalty 2939.755309 = -41414.258385 nChanged 0 SP:Iteration 17F (73243.180000 sec): 3 clusters Score: Raw -44354.013693 + Penalty 2939.755309 = -41414.258385 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 65 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.190000 sec): 2 clusters Score: Raw -48738.275964 + Penalty 1465.204569 = -47273.071395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.190000 sec): 3 clusters Score: Raw -48892.884318 + Penalty 2930.409137 = -45962.475180 nChanged 51 SP:Iteration 1F (73243.190000 sec): 3 clusters Score: Raw -49078.813162 + Penalty 2930.409137 = -46148.404024 nChanged 19 SP:Iteration 2F (73243.200000 sec): 3 clusters Score: Raw -49169.321630 + Penalty 2930.409137 = -46238.912493 nChanged 11 SP:Iteration 3Q (73243.200000 sec): 3 clusters Score: Raw -49204.649039 + Penalty 2930.409137 = -46274.239901 nChanged 6 SP:Iteration 4Q (73243.200000 sec): 3 clusters Score: Raw -49226.218020 + Penalty 2930.409137 = -46295.808883 nChanged 2 SP:Iteration 5Q (73243.200000 sec): 3 clusters Score: Raw -49231.395040 + Penalty 2930.409137 = -46300.985902 nChanged 1 SP:Iteration 6Q (73243.200000 sec): 3 clusters Score: Raw -49236.164936 + Penalty 2930.409137 = -46305.755799 nChanged 1 SP:Iteration 7Q (73243.200000 sec): 3 clusters Score: Raw -49237.932709 + Penalty 2930.409137 = -46307.523572 nChanged 0 SP:Iteration 8F (73243.210000 sec): 3 clusters Score: Raw -49237.932709 + Penalty 2930.409137 = -46307.523572 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 66 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.210000 sec): 2 clusters Score: Raw -36235.628649 + Penalty 1400.070831 = -34835.557819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.220000 sec): 3 clusters Score: Raw -36440.687211 + Penalty 2800.141661 = -33640.545549 nChanged 45 SP:Iteration 1F (73243.220000 sec): 3 clusters Score: Raw -36621.829839 + Penalty 2800.141661 = -33821.688178 nChanged 16 SP:Iteration 2F (73243.220000 sec): 3 clusters Score: Raw -36701.690473 + Penalty 2800.141661 = -33901.548812 nChanged 8 SP:Iteration 3Q (73243.220000 sec): 3 clusters Score: Raw -36751.376539 + Penalty 2800.141661 = -33951.234878 nChanged 3 SP:Iteration 4Q (73243.220000 sec): 3 clusters Score: Raw -36765.608061 + Penalty 2800.141661 = -33965.466400 nChanged 5 SP:Iteration 5Q (73243.220000 sec): 3 clusters Score: Raw -36788.337427 + Penalty 2800.141661 = -33988.195766 nChanged 3 SP:Iteration 6Q (73243.220000 sec): 3 clusters Score: Raw -36798.621496 + Penalty 2800.141661 = -33998.479834 nChanged 2 SP:Iteration 7Q (73243.220000 sec): 3 clusters Score: Raw -36809.951911 + Penalty 2800.141661 = -34009.810250 nChanged 1 SP:Iteration 8Q (73243.220000 sec): 3 clusters Score: Raw -36813.526250 + Penalty 2800.141661 = -34013.384589 nChanged 1 SP:Iteration 9Q (73243.230000 sec): 3 clusters Score: Raw -36818.515217 + Penalty 2800.141661 = -34018.373555 nChanged 2 SP:Iteration 10Q (73243.230000 sec): 3 clusters Score: Raw -36824.225891 + Penalty 2800.141661 = -34024.084230 nChanged 1 SP:Iteration 11Q (73243.230000 sec): 3 clusters Score: Raw -36825.923815 + Penalty 2800.141661 = -34025.782154 nChanged 0 SP:Iteration 12F (73243.230000 sec): 3 clusters Score: Raw -36825.923815 + Penalty 2800.141661 = -34025.782154 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 67 (489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.240000 sec): 2 clusters Score: Raw -71971.928824 + Penalty 1535.705897 = -70436.222927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.240000 sec): 3 clusters Score: Raw -71992.093702 + Penalty 3071.411795 = -68920.681908 nChanged 78 SP:Iteration 1F (73243.240000 sec): 3 clusters Score: Raw -72198.464147 + Penalty 3071.411795 = -69127.052352 nChanged 22 SP:Iteration 2Q (73243.250000 sec): 3 clusters Score: Raw -72265.138802 + Penalty 3071.411795 = -69193.727007 nChanged 13 SP:Iteration 3Q (73243.250000 sec): 3 clusters Score: Raw -72297.530646 + Penalty 3071.411795 = -69226.118851 nChanged 7 SP:Iteration 4Q (73243.250000 sec): 3 clusters Score: Raw -72315.134294 + Penalty 3071.411795 = -69243.722499 nChanged 5 SP:Iteration 5Q (73243.250000 sec): 3 clusters Score: Raw -72331.653448 + Penalty 3071.411795 = -69260.241653 nChanged 3 SP:Iteration 6Q (73243.260000 sec): 3 clusters Score: Raw -72338.659710 + Penalty 3071.411795 = -69267.247915 nChanged 0 SP:Iteration 7F (73243.260000 sec): 3 clusters Score: Raw -72338.659710 + Penalty 3071.411795 = -69267.247915 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 68 (164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.260000 sec): 2 clusters Score: Raw -17476.811696 + Penalty 1264.766874 = -16212.044821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.270000 sec): 3 clusters Score: Raw -17877.120111 + Penalty 2529.533748 = -15347.586362 nChanged 28 SP:Iteration 1F (73243.270000 sec): 3 clusters Score: Raw -18101.253885 + Penalty 2529.533748 = -15571.720137 nChanged 8 SP:Iteration 2Q (73243.270000 sec): 3 clusters Score: Raw -18173.836104 + Penalty 2529.533748 = -15644.302355 nChanged 1 SP:Iteration 3Q (73243.270000 sec): 3 clusters Score: Raw -18185.363864 + Penalty 2529.533748 = -15655.830115 nChanged 1 SP:Iteration 4Q (73243.270000 sec): 3 clusters Score: Raw -18201.478146 + Penalty 2529.533748 = -15671.944398 nChanged 1 SP:Iteration 5Q (73243.270000 sec): 3 clusters Score: Raw -18204.253215 + Penalty 2529.533748 = -15674.719466 nChanged 0 SP:Iteration 6F (73243.270000 sec): 3 clusters Score: Raw -18204.253215 + Penalty 2529.533748 = -15674.719466 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 69 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.280000 sec): 2 clusters Score: Raw -19579.869843 + Penalty 1253.948960 = -18325.920883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.280000 sec): 3 clusters Score: Raw -19845.347075 + Penalty 2507.897919 = -17337.449156 nChanged 8 SP:Iteration 1F (73243.280000 sec): 3 clusters Score: Raw -19885.760386 + Penalty 2507.897919 = -17377.862466 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 70 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.280000 sec): 2 clusters Score: Raw -28718.461790 + Penalty 1323.709444 = -27394.752346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.290000 sec): 3 clusters Score: Raw -28898.678799 + Penalty 2647.418888 = -26251.259911 nChanged 22 SP:Iteration 1F (73243.290000 sec): 3 clusters Score: Raw -28998.097071 + Penalty 2647.418888 = -26350.678184 nChanged 4 SP:Iteration 2Q (73243.290000 sec): 3 clusters Score: Raw -29025.499474 + Penalty 2647.418888 = -26378.080586 nChanged 1 SP:Iteration 3Q (73243.290000 sec): 3 clusters Score: Raw -29031.540377 + Penalty 2647.418888 = -26384.121490 nChanged 1 SP:Iteration 4Q (73243.290000 sec): 3 clusters Score: Raw -29037.657858 + Penalty 2647.418888 = -26390.238970 nChanged 0 SP:Iteration 5F (73243.290000 sec): 3 clusters Score: Raw -29037.657858 + Penalty 2647.418888 = -26390.238970 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 71 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.300000 sec): 2 clusters Score: Raw -79460.580280 + Penalty 1528.502071 = -77932.078209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.300000 sec): 3 clusters Score: Raw -79479.801297 + Penalty 3057.004143 = -76422.797154 nChanged 78 SP:Iteration 1F (73243.300000 sec): 3 clusters Score: Raw -79649.567161 + Penalty 3057.004143 = -76592.563019 nChanged 18 SP:Iteration 2Q (73243.310000 sec): 3 clusters Score: Raw -79690.008552 + Penalty 3057.004143 = -76633.004409 nChanged 5 SP:Iteration 3Q (73243.310000 sec): 3 clusters Score: Raw -79699.839200 + Penalty 3057.004143 = -76642.835057 nChanged 1 SP:Iteration 4Q (73243.310000 sec): 3 clusters Score: Raw -79700.639645 + Penalty 3057.004143 = -76643.635502 nChanged 0 SP:Iteration 5F (73243.320000 sec): 3 clusters Score: Raw -79700.639645 + Penalty 3057.004143 = -76643.635502 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 72 (283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.320000 sec): 2 clusters Score: Raw -35722.643455 + Penalty 1400.070831 = -34322.572625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.320000 sec): 3 clusters Score: Raw -35905.133638 + Penalty 2800.141661 = -33104.991977 nChanged 27 SP:Iteration 1F (73243.320000 sec): 3 clusters Score: Raw -36005.563397 + Penalty 2800.141661 = -33205.421736 nChanged 15 SP:Iteration 2F (73243.330000 sec): 3 clusters Score: Raw -36073.278995 + Penalty 2800.141661 = -33273.137333 nChanged 11 SP:Iteration 3Q (73243.330000 sec): 3 clusters Score: Raw -36132.017970 + Penalty 2800.141661 = -33331.876309 nChanged 8 SP:Iteration 4Q (73243.330000 sec): 3 clusters Score: Raw -36176.010099 + Penalty 2800.141661 = -33375.868438 nChanged 5 SP:Iteration 5Q (73243.330000 sec): 3 clusters Score: Raw -36197.180717 + Penalty 2800.141661 = -33397.039055 nChanged 4 SP:Iteration 6Q (73243.330000 sec): 3 clusters Score: Raw -36220.849132 + Penalty 2800.141661 = -33420.707471 nChanged 4 SP:Iteration 7Q (73243.330000 sec): 3 clusters Score: Raw -36238.928115 + Penalty 2800.141661 = -33438.786453 nChanged 1 SP:Iteration 8Q (73243.340000 sec): 3 clusters Score: Raw -36248.867787 + Penalty 2800.141661 = -33448.726126 nChanged 2 SP:Iteration 9Q (73243.340000 sec): 3 clusters Score: Raw -36262.125401 + Penalty 2800.141661 = -33461.983740 nChanged 1 SP:Iteration 10Q (73243.340000 sec): 3 clusters Score: Raw -36270.273317 + Penalty 2800.141661 = -33470.131656 nChanged 0 SP:Iteration 11F (73243.340000 sec): 3 clusters Score: Raw -36270.273317 + Penalty 2800.141661 = -33470.131656 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 73 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.340000 sec): 2 clusters Score: Raw -26020.752520 + Penalty 1317.675083 = -24703.077437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.350000 sec): 3 clusters Score: Raw -26564.683701 + Penalty 2635.350166 = -23929.333535 nChanged 31 SP:Iteration 1F (73243.350000 sec): 3 clusters Score: Raw -26740.540755 + Penalty 2635.350166 = -24105.190590 nChanged 3 SP:Iteration 2Q (73243.350000 sec): 3 clusters Score: Raw -26760.784606 + Penalty 2635.350166 = -24125.434441 nChanged 0 SP:Iteration 3F (73243.350000 sec): 3 clusters Score: Raw -26760.784606 + Penalty 2635.350166 = -24125.434441 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 74 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.360000 sec): 2 clusters Score: Raw -11160.086758 + Penalty 1118.693158 = -10041.393601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.360000 sec): 3 clusters Score: Raw -11801.975788 + Penalty 2237.386315 = -9564.589473 nChanged 1 SP:Iteration 1Q (73243.360000 sec): 3 clusters Score: Raw -11818.662362 + Penalty 2237.386315 = -9581.276047 nChanged 0 SP:Iteration 2F (73243.360000 sec): 3 clusters Score: Raw -11818.662362 + Penalty 2237.386315 = -9581.276047 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 75 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.360000 sec): 2 clusters Score: Raw -50145.434678 + Penalty 1447.033063 = -48698.401615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.370000 sec): 3 clusters Score: Raw -50286.609103 + Penalty 2894.066126 = -47392.542977 nChanged 54 SP:Iteration 1F (73243.370000 sec): 3 clusters Score: Raw -50417.130821 + Penalty 2894.066126 = -47523.064696 nChanged 8 SP:Iteration 2Q (73243.370000 sec): 3 clusters Score: Raw -50435.966914 + Penalty 2894.066126 = -47541.900789 nChanged 3 SP:Iteration 3Q (73243.370000 sec): 3 clusters Score: Raw -50444.307288 + Penalty 2894.066126 = -47550.241163 nChanged 3 SP:Iteration 4Q (73243.380000 sec): 3 clusters Score: Raw -50452.948879 + Penalty 2894.066126 = -47558.882754 nChanged 1 SP:Iteration 5Q (73243.380000 sec): 3 clusters Score: Raw -50455.112464 + Penalty 2894.066126 = -47561.046339 nChanged 0 SP:Iteration 6F (73243.380000 sec): 3 clusters Score: Raw -50455.112464 + Penalty 2894.066126 = -47561.046339 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 76 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.380000 sec): 2 clusters Score: Raw -45338.566977 + Penalty 1432.857776 = -43905.709201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.390000 sec): 3 clusters Score: Raw -45483.815260 + Penalty 2865.715552 = -42618.099708 nChanged 42 SP:Iteration 1F (73243.390000 sec): 3 clusters Score: Raw -45615.433721 + Penalty 2865.715552 = -42749.718169 nChanged 9 SP:Iteration 2Q (73243.390000 sec): 3 clusters Score: Raw -45641.488850 + Penalty 2865.715552 = -42775.773297 nChanged 3 SP:Iteration 3Q (73243.390000 sec): 3 clusters Score: Raw -45648.454913 + Penalty 2865.715552 = -42782.739361 nChanged 1 SP:Iteration 4Q (73243.390000 sec): 3 clusters Score: Raw -45652.221562 + Penalty 2865.715552 = -42786.506010 nChanged 0 SP:Iteration 5F (73243.400000 sec): 3 clusters Score: Raw -45652.221562 + Penalty 2865.715552 = -42786.506010 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 77 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.400000 sec): 2 clusters Score: Raw -75191.805111 + Penalty 1532.130140 = -73659.674971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.400000 sec): 3 clusters Score: Raw -75222.902299 + Penalty 3064.260281 = -72158.642019 nChanged 85 SP:Iteration 1F (73243.410000 sec): 3 clusters Score: Raw -75392.012456 + Penalty 3064.260281 = -72327.752176 nChanged 28 SP:Iteration 2F (73243.410000 sec): 3 clusters Score: Raw -75467.087448 + Penalty 3064.260281 = -72402.827168 nChanged 10 SP:Iteration 3Q (73243.410000 sec): 3 clusters Score: Raw -75486.361441 + Penalty 3064.260281 = -72422.101161 nChanged 2 SP:Iteration 4Q (73243.420000 sec): 3 clusters Score: Raw -75488.453656 + Penalty 3064.260281 = -72424.193375 nChanged 1 SP:Iteration 5Q (73243.420000 sec): 3 clusters Score: Raw -75491.435552 + Penalty 3064.260281 = -72427.175271 nChanged 0 SP:Iteration 6F (73243.420000 sec): 3 clusters Score: Raw -75491.435552 + Penalty 3064.260281 = -72427.175271 nChanged 0 Memory request: 0.00 GB would take us to total of 16.31 GB. Trying to split cluster 78 (857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (73243.430000 sec): 2 clusters Score: Raw -154155.339625 + Penalty 1674.852604 = -152480.487021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (73243.430000 sec): 3 clusters Score: Raw -154015.866701 + Penalty 3349.705208 = -150666.161493 nChanged 199 SP:Iteration 1F (73243.440000 sec): 3 clusters Score: Raw -154269.681871 + Penalty 3349.705208 = -150919.976664 nChanged 56 SP:Iteration 2F (73243.440000 sec): 3 clusters Score: Raw -154356.202691 + Penalty 3349.705208 = -151006.497484 nChanged 24 SP:Iteration 3Q (73243.450000 sec): 3 clusters Score: Raw -154388.853026 + Penalty 3349.705208 = -151039.147818 nChanged 17 SP:Iteration 4Q (73243.450000 sec): 3 clusters Score: Raw -154422.575666 + Penalty 3349.705208 = -151072.870459 nChanged 13 SP:Iteration 5Q (73243.460000 sec): 3 clusters Score: Raw -154444.708247 + Penalty 3349.705208 = -151095.003040 nChanged 11 SP:Iteration 6Q (73243.460000 sec): 3 clusters Score: Raw -154465.567133 + Penalty 3349.705208 = -151115.861925 nChanged 10 SP:Iteration 7Q (73243.460000 sec): 3 clusters Score: Raw -154473.403276 + Penalty 3349.705208 = -151123.698068 nChanged 4 SP:Iteration 8Q (73243.470000 sec): 3 clusters Score: Raw -154476.993609 + Penalty 3349.705208 = -151127.288402 nChanged 8 SP:Iteration 9Q (73243.470000 sec): 3 clusters Score: Raw -154485.616747 + Penalty 3349.705208 = -151135.911540 nChanged 3 SP:Iteration 10Q (73243.480000 sec): 3 clusters Score: Raw -154487.163861 + Penalty 3349.705208 = -151137.458653 nChanged 3 SP:Iteration 11Q (73243.480000 sec): 3 clusters Score: Raw -154488.555866 + Penalty 3349.705208 = -151138.850658 nChanged 4 SP:Iteration 12Q (73243.480000 sec): 3 clusters Score: Raw -154491.162177 + Penalty 3349.705208 = -151141.456969 nChanged 3 SP:Iteration 13Q (73243.490000 sec): 3 clusters Score: Raw -154494.377159 + Penalty 3349.705208 = -151144.671952 nChanged 2 SP:Iteration 14Q (73243.490000 sec): 3 clusters Score: Raw -154496.047900 + Penalty 3349.705208 = -151146.342693 nChanged 1 SP:Iteration 15Q (73243.500000 sec): 3 clusters Score: Raw -154497.549609 + Penalty 3349.705208 = -151147.844401 nChanged 3 SP:Iteration 16Q (73243.500000 sec): 3 clusters Score: Raw -154504.595918 + Penalty 3349.705208 = -151154.890710 nChanged 3 SP:Iteration 17Q (73243.510000 sec): 3 clusters Score: Raw -154507.511559 + Penalty 3349.705208 = -151157.806351 nChanged 3 SP:Iteration 18Q (73243.510000 sec): 3 clusters Score: Raw -154510.823434 + Penalty 3349.705208 = -151161.118227 nChanged 4 SP:Iteration 19Q (73243.520000 sec): 3 clusters Score: Raw -154515.152862 + Penalty 3349.705208 = -151165.447655 nChanged 1 SP:Iteration 20F (73243.520000 sec): 3 clusters Score: Raw -154516.110477 + Penalty 3349.705208 = -151166.405269 nChanged 0 ------ Evaluating fit on full set of 6556122 points ------ Score: Raw -1137432923.472428 + Penalty 303621.679705 = -1137129301.792724 Time taken for this iteration:35560.490000 seconds. 21->79 Clusters: Score -1137129301.792724, best is -1135599788.942709 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 59549 (time per iteration =1296.590238 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 7155444109500.000000 (time per metric unit =10.790477ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 214663323285000.000000 (time per metric unit=359.682553ps) That took 77210.652055 seconds.